id	sid	tid	token	lemma	pos
epaa-3238	1	1	towards	towards	ADP
epaa-3238	1	2	an	an	DET
epaa-3238	1	3	objective	objective	ADJ
epaa-3238	1	4	evaluation	evaluation	NOUN
epaa-3238	1	5	of	of	ADP
epaa-3238	1	6	teacher	teacher	NOUN
epaa-3238	1	7	performance	performance	NOUN
epaa-3238	1	8	education	education	NOUN
epaa-3238	1	9	policy	policy	NOUN
epaa-3238	1	10	analysis	analysis	NOUN
epaa-3238	1	11	archives	archive	NOUN
epaa-3238	1	12	a	a	DET
epaa-3238	1	13	peer	peer	NOUN
epaa-3238	1	14	-	-	PUNCT
epaa-3238	1	15	reviewed	review	VERB
epaa-3238	1	16	,	,	PUNCT
epaa-3238	1	17	independent	independent	ADJ
epaa-3238	1	18	,	,	PUNCT
epaa-3238	1	19	open	open	ADJ
epaa-3238	1	20	access	access	NOUN
epaa-3238	1	21	,	,	PUNCT
epaa-3238	1	22	multilingual	multilingual	ADJ
epaa-3238	1	23	journal	journal	NOUN
epaa-3238	1	24	arizona	arizona	PROPN
epaa-3238	1	25	state	state	PROPN
epaa-3238	1	26	university	university	PROPN
epaa-3238	1	27	volume	volume	NOUN
epaa-3238	1	28	25	25	NUM
epaa-3238	1	29	number	number	NOUN
epaa-3238	1	30	110	110	NUM
epaa-3238	1	31	october	october	NOUN
epaa-3238	1	32	30	30	NUM
epaa-3238	1	33	,	,	PUNCT
epaa-3238	1	34	2017	2017	NUM
epaa-3238	1	35	issn	issn	PROPN
epaa-3238	1	36	1068	1068	NUM
epaa-3238	1	37	-	-	SYM
epaa-3238	1	38	2341	2341	NUM
epaa-3238	1	39	accounting	accounting	NOUN
epaa-3238	1	40	for	for	ADP
epaa-3238	1	41	institutional	institutional	ADJ
epaa-3238	1	42	variation	variation	NOUN
epaa-3238	1	43	in	in	ADP
epaa-3238	1	44	expected	expect	VERB
epaa-3238	1	45	returns	return	NOUN
epaa-3238	1	46	to	to	ADP
epaa-3238	1	47	higher	high	ADJ
epaa-3238	1	48	education	education	NOUN
epaa-3238	1	49	shawn	shawn	PROPN
epaa-3238	1	50	f.	f.	PROPN
epaa-3238	1	51	dorius	dorius	PROPN
epaa-3238	1	52	iowa	iowa	PROPN
epaa-3238	1	53	state	state	PROPN
epaa-3238	1	54	university	university	PROPN
epaa-3238	1	55	&	&	CCONJ
epaa-3238	1	56	david	david	PROPN
epaa-3238	1	57	a.	a.	PROPN
epaa-3238	1	58	tandberg	tandberg	PROPN
epaa-3238	1	59	state	state	PROPN
epaa-3238	1	60	higher	high	ADJ
epaa-3238	1	61	education	education	NOUN
epaa-3238	1	62	executive	executive	NOUN
epaa-3238	1	63	officers	officer	NOUN
epaa-3238	1	64	&	&	CCONJ
epaa-3238	1	65	bridgette	bridgette	PROPN
epaa-3238	1	66	cram	cram	PROPN
epaa-3238	1	67	florida	florida	PROPN
epaa-3238	1	68	international	international	PROPN
epaa-3238	1	69	university	university	PROPN
epaa-3238	1	70	united	united	PROPN
epaa-3238	1	71	states	states	PROPN
epaa-3238	1	72	citation	citation	NOUN
epaa-3238	1	73	:	:	PUNCT
epaa-3238	2	1	dorius	dorius	PROPN
epaa-3238	2	2	,	,	PUNCT
epaa-3238	2	3	s.	s.	PROPN
epaa-3238	2	4	,	,	PUNCT
epaa-3238	2	5	tandberg	tandberg	PROPN
epaa-3238	2	6	,	,	PUNCT
epaa-3238	2	7	d.	d.	PROPN
epaa-3238	2	8	,	,	PUNCT
epaa-3238	2	9	&	&	CCONJ
epaa-3238	2	10	cram	cram	PROPN
epaa-3238	2	11	,	,	PUNCT
epaa-3238	2	12	b.	b.	PROPN
epaa-3238	2	13	(	(	PUNCT
epaa-3238	2	14	2017	2017	NUM
epaa-3238	2	15	)	)	PUNCT
epaa-3238	2	16	.	.	PUNCT
epaa-3238	3	1	accounting	account	VERB
epaa-3238	3	2	for	for	ADP
epaa-3238	3	3	institutional	institutional	ADJ
epaa-3238	3	4	variation	variation	NOUN
epaa-3238	3	5	in	in	ADP
epaa-3238	3	6	expected	expect	VERB
epaa-3238	3	7	returns	return	NOUN
epaa-3238	3	8	to	to	ADP
epaa-3238	3	9	higher	high	ADJ
epaa-3238	3	10	education	education	NOUN
epaa-3238	3	11	.	.	PUNCT
epaa-3238	4	1	education	education	NOUN
epaa-3238	4	2	policy	policy	NOUN
epaa-3238	4	3	analysis	analysis	NOUN
epaa-3238	4	4	archives	archive	NOUN
epaa-3238	4	5	,	,	PUNCT
epaa-3238	4	6	25(110	25(110	NOUN
epaa-3238	4	7	)	)	PUNCT
epaa-3238	4	8	.	.	PUNCT
epaa-3238	5	1	http://dx.doi.org/10.14507/epaa.25.3238	http://dx.doi.org/10.14507/epaa.25.3238	PROPN
epaa-3238	5	2	abstract	abstract	NOUN
epaa-3238	5	3	:	:	PUNCT
epaa-3238	5	4	this	this	DET
epaa-3238	5	5	study	study	NOUN
epaa-3238	5	6	leverages	leverage	VERB
epaa-3238	5	7	human	human	ADJ
epaa-3238	5	8	capital	capital	NOUN
epaa-3238	5	9	theory	theory	NOUN
epaa-3238	5	10	to	to	PART
epaa-3238	5	11	identify	identify	VERB
epaa-3238	5	12	the	the	DET
epaa-3238	5	13	correlates	correlate	NOUN
epaa-3238	5	14	of	of	ADP
epaa-3238	5	15	expected	expect	VERB
epaa-3238	5	16	returns	return	NOUN
epaa-3238	5	17	on	on	ADP
epaa-3238	5	18	investment	investment	NOUN
epaa-3238	5	19	in	in	ADP
epaa-3238	5	20	higher	high	ADJ
epaa-3238	5	21	education	education	NOUN
epaa-3238	5	22	at	at	ADP
epaa-3238	5	23	the	the	DET
epaa-3238	5	24	level	level	NOUN
epaa-3238	5	25	of	of	ADP
epaa-3238	5	26	institutions	institution	NOUN
epaa-3238	5	27	.	.	PUNCT
epaa-3238	6	1	we	we	PRON
epaa-3238	6	2	leverage	leverage	VERB
epaa-3238	6	3	estimates	estimate	NOUN
epaa-3238	6	4	of	of	ADP
epaa-3238	6	5	average	average	ADJ
epaa-3238	6	6	roi	roi	NOUN
epaa-3238	6	7	in	in	ADP
epaa-3238	6	8	post	post	ADJ
epaa-3238	6	9	-	-	ADJ
epaa-3238	6	10	secondary	secondary	ADJ
epaa-3238	6	11	education	education	NOUN
epaa-3238	6	12	among	among	ADP
epaa-3238	6	13	more	more	ADJ
epaa-3238	6	14	than	than	ADP
epaa-3238	6	15	400	400	NUM
epaa-3238	6	16	baccalaureate	baccalaureate	NOUN
epaa-3238	6	17	degree	degree	NOUN
epaa-3238	6	18	conferring	confer	VERB
epaa-3238	6	19	colleges	college	NOUN
epaa-3238	6	20	and	and	CCONJ
epaa-3238	6	21	universities	university	NOUN
epaa-3238	6	22	to	to	PART
epaa-3238	6	23	understand	understand	VERB
epaa-3238	6	24	the	the	DET
epaa-3238	6	25	correlates	correlate	NOUN
epaa-3238	6	26	of	of	ADP
epaa-3238	6	27	a	a	DET
epaa-3238	6	28	relatively	relatively	ADV
epaa-3238	6	29	new	new	ADJ
epaa-3238	6	30	metric	metric	NOUN
epaa-3238	6	31	of	of	ADP
epaa-3238	6	32	institutional	institutional	ADJ
epaa-3238	6	33	roi	roi	NOUN
epaa-3238	6	34	.	.	PUNCT
epaa-3238	7	1	results	result	NOUN
epaa-3238	7	2	indicate	indicate	VERB
epaa-3238	7	3	that	that	SCONJ
epaa-3238	7	4	a	a	DET
epaa-3238	7	5	diverse	diverse	ADJ
epaa-3238	7	6	undergraduate	undergraduate	NOUN
epaa-3238	7	7	student	student	NOUN
epaa-3238	7	8	body	body	NOUN
epaa-3238	7	9	,	,	PUNCT
epaa-3238	7	10	high	high	ADJ
epaa-3238	7	11	graduation	graduation	NOUN
epaa-3238	7	12	rate	rate	NOUN
epaa-3238	7	13	,	,	PUNCT
epaa-3238	7	14	and	and	CCONJ
epaa-3238	7	15	public	public	ADJ
epaa-3238	7	16	university	university	NOUN
epaa-3238	7	17	status	status	NOUN
epaa-3238	7	18	are	be	AUX
epaa-3238	7	19	strong	strong	ADJ
epaa-3238	7	20	,	,	PUNCT
epaa-3238	7	21	positive	positive	ADJ
epaa-3238	7	22	,	,	PUNCT
epaa-3238	7	23	and	and	CCONJ
epaa-3238	7	24	robustly	robustly	ADV
epaa-3238	7	25	associated	associate	VERB
epaa-3238	7	26	with	with	ADP
epaa-3238	7	27	institutional	institutional	ADJ
epaa-3238	7	28	roi	roi	NOUN
epaa-3238	7	29	.	.	PUNCT
epaa-3238	8	1	the	the	DET
epaa-3238	8	2	model	model	NOUN
epaa-3238	8	3	accounts	account	VERB
epaa-3238	8	4	for	for	ADP
epaa-3238	8	5	more	more	ADJ
epaa-3238	8	6	than	than	ADP
epaa-3238	8	7	70	70	NUM
epaa-3238	8	8	%	%	NOUN
epaa-3238	8	9	of	of	ADP
epaa-3238	8	10	inter	inter	ADJ
epaa-3238	8	11	-	-	ADJ
epaa-3238	8	12	university	university	NOUN
epaa-3238	8	13	variation	variation	NOUN
epaa-3238	8	14	in	in	ADP
epaa-3238	8	15	roi	roi	NOUN
epaa-3238	8	16	,	,	PUNCT
epaa-3238	8	17	suggesting	suggest	VERB
epaa-3238	8	18	that	that	SCONJ
epaa-3238	8	19	the	the	DET
epaa-3238	8	20	factors	factor	NOUN
epaa-3238	8	21	we	we	PRON
epaa-3238	8	22	have	have	AUX
epaa-3238	8	23	identified	identify	VERB
epaa-3238	8	24	are	be	AUX
epaa-3238	8	25	among	among	ADP
epaa-3238	8	26	the	the	DET
epaa-3238	8	27	most	most	ADV
epaa-3238	8	28	important	important	ADJ
epaa-3238	8	29	correlates	correlate	NOUN
epaa-3238	8	30	of	of	ADP
epaa-3238	8	31	institutional	institutional	ADJ
epaa-3238	8	32	roi	roi	NOUN
epaa-3238	8	33	.	.	PUNCT
epaa-3238	9	1	we	we	PRON
epaa-3238	9	2	discuss	discuss	VERB
epaa-3238	9	3	the	the	DET
epaa-3238	9	4	policy	policy	NOUN
epaa-3238	9	5	implications	implication	NOUN
epaa-3238	9	6	of	of	ADP
epaa-3238	9	7	these	these	DET
epaa-3238	9	8	findings	finding	NOUN
epaa-3238	9	9	for	for	ADP
epaa-3238	9	10	institutions	institution	NOUN
epaa-3238	9	11	of	of	ADP
epaa-3238	9	12	higher	high	ADJ
epaa-3238	9	13	education	education	NOUN
epaa-3238	9	14	in	in	ADP
epaa-3238	9	15	the	the	DET
epaa-3238	9	16	context	context	NOUN
epaa-3238	9	17	of	of	ADP
epaa-3238	9	18	institutional	institutional	ADJ
epaa-3238	9	19	rankings	ranking	NOUN
epaa-3238	9	20	and	and	CCONJ
epaa-3238	9	21	a	a	DET
epaa-3238	9	22	rapidly	rapidly	ADV
epaa-3238	9	23	evolving	evolve	VERB
epaa-3238	9	24	education	education	NOUN
epaa-3238	9	25	landscape	landscape	NOUN
epaa-3238	9	26	,	,	PUNCT
epaa-3238	9	27	giving	give	VERB
epaa-3238	9	28	special	special	ADJ
epaa-3238	9	29	attention	attention	NOUN
epaa-3238	9	30	to	to	ADP
epaa-3238	9	31	student	student	NOUN
epaa-3238	9	32	body	body	NOUN
epaa-3238	9	33	characteristics	characteristic	NOUN
epaa-3238	9	34	colleges	college	NOUN
epaa-3238	9	35	http://dx.doi.org/10.14507/epaa.25.3238	http://dx.doi.org/10.14507/epaa.25.3238	PROPN
epaa-3238	9	36	education	education	NOUN
epaa-3238	9	37	policy	policy	NOUN
epaa-3238	9	38	analysis	analysis	NOUN
epaa-3238	9	39	archives	archive	NOUN
epaa-3238	9	40	vol	vol	NOUN
epaa-3238	9	41	.	.	PUNCT
epaa-3238	10	1	25	25	NUM
epaa-3238	10	2	no	no	NOUN
epaa-3238	10	3	.	.	NOUN
epaa-3238	11	1	110	110	NUM
epaa-3238	11	2	2	2	NUM
epaa-3238	11	3	and	and	CCONJ
epaa-3238	11	4	universities	university	NOUN
epaa-3238	11	5	.	.	PUNCT
epaa-3238	12	1	keywords	keyword	NOUN
epaa-3238	12	2	:	:	PUNCT
epaa-3238	12	3	higher	high	ADJ
epaa-3238	12	4	education	education	NOUN
epaa-3238	12	5	;	;	PUNCT
epaa-3238	12	6	return	return	VERB
epaa-3238	12	7	on	on	ADP
epaa-3238	12	8	investment	investment	NOUN
epaa-3238	12	9	;	;	PUNCT
epaa-3238	12	10	university	university	NOUN
epaa-3238	12	11	characteristics	characteristic	NOUN
epaa-3238	12	12	;	;	PUNCT
epaa-3238	12	13	human	human	ADJ
epaa-3238	12	14	capital	capital	NOUN
epaa-3238	12	15	;	;	PUNCT
epaa-3238	12	16	educational	educational	ADJ
epaa-3238	12	17	policy	policy	NOUN
epaa-3238	12	18	contabilización	contabilización	PROPN
epaa-3238	12	19	de	de	X
epaa-3238	12	20	la	la	PROPN
epaa-3238	12	21	variación	variación	NOUN
epaa-3238	12	22	institucional	institucional	PROPN
epaa-3238	12	23	en	en	PROPN
epaa-3238	12	24	los	los	PROPN
epaa-3238	12	25	retornos	retornos	PROPN
epaa-3238	12	26	esperados	esperado	VERB
epaa-3238	12	27	a	a	DET
epaa-3238	12	28	la	la	X
epaa-3238	12	29	educación	educación	PROPN
epaa-3238	12	30	superior	superior	ADJ
epaa-3238	12	31	resumen	resuman	NOUN
epaa-3238	12	32	:	:	PUNCT
epaa-3238	12	33	este	este	X
epaa-3238	12	34	estudio	estudio	PROPN
epaa-3238	12	35	aprovecha	aprovecha	PROPN
epaa-3238	12	36	la	la	PROPN
epaa-3238	12	37	teoría	teoría	PROPN
epaa-3238	12	38	del	del	PROPN
epaa-3238	12	39	capital	capital	PROPN
epaa-3238	12	40	humano	humano	PROPN
epaa-3238	12	41	para	para	PROPN
epaa-3238	12	42	identificar	identificar	PROPN
epaa-3238	12	43	los	los	PROPN
epaa-3238	12	44	correlatos	correlatos	PROPN
epaa-3238	12	45	de	de	X
epaa-3238	12	46	los	los	PROPN
epaa-3238	12	47	rendimientos	rendimientos	PROPN
epaa-3238	12	48	esperados	esperado	NOUN
epaa-3238	12	49	de	de	X
epaa-3238	12	50	la	la	PROPN
epaa-3238	12	51	inversión	inversión	PROPN
epaa-3238	12	52	en	en	PROPN
epaa-3238	12	53	educación	educación	PROPN
epaa-3238	12	54	superior	superior	PROPN
epaa-3238	12	55	a	a	DET
epaa-3238	12	56	nivel	nivel	PROPN
epaa-3238	12	57	de	de	X
epaa-3238	12	58	las	las	PROPN
epaa-3238	12	59	instituciones	instituciones	PROPN
epaa-3238	12	60	.	.	PUNCT
epaa-3238	13	1	aprovechamos	aprovechamos	PROPN
epaa-3238	13	2	las	las	PROPN
epaa-3238	13	3	estimaciones	estimaciones	PROPN
epaa-3238	13	4	del	del	PROPN
epaa-3238	13	5	retorno	retorno	X
epaa-3238	13	6	de	de	PROPN
epaa-3238	13	7	la	la	PROPN
epaa-3238	13	8	inversión	inversión	PROPN
epaa-3238	13	9	(	(	PUNCT
epaa-3238	13	10	roi	roi	PROPN
epaa-3238	13	11	)	)	PUNCT
epaa-3238	13	12	promedio	promedio	NOUN
epaa-3238	13	13	en	en	X
epaa-3238	13	14	la	la	PROPN
epaa-3238	13	15	educación	educación	PROPN
epaa-3238	13	16	post	post	ADJ
epaa-3238	13	17	-	-	ADJ
epaa-3238	13	18	secundaria	secundaria	ADJ
epaa-3238	13	19	entre	entre	PROPN
epaa-3238	13	20	más	más	PROPN
epaa-3238	13	21	de	de	PROPN
epaa-3238	13	22	400	400	NUM
epaa-3238	13	23	títulos	títulos	PROPN
epaa-3238	13	24	de	de	PROPN
epaa-3238	13	25	bachillerato	bachillerato	PROPN
epaa-3238	13	26	que	que	PROPN
epaa-3238	13	27	otorgan	otorgan	VERB
epaa-3238	13	28	a	a	DET
epaa-3238	13	29	facultades	facultade	NOUN
epaa-3238	13	30	y	y	PROPN
epaa-3238	13	31	universidades	universidades	PROPN
epaa-3238	13	32	la	la	PROPN
epaa-3238	13	33	comprensión	comprensión	PROPN
epaa-3238	13	34	de	de	X
epaa-3238	13	35	los	los	PROPN
epaa-3238	13	36	correlatos	correlatos	PROPN
epaa-3238	13	37	de	de	PROPN
epaa-3238	13	38	una	una	PROPN
epaa-3238	13	39	métrica	métrica	PROPN
epaa-3238	13	40	relativamente	relativamente	PROPN
epaa-3238	13	41	nueva	nueva	PROPN
epaa-3238	13	42	del	del	PROPN
epaa-3238	13	43	roi	roi	PROPN
epaa-3238	13	44	institucional	institucional	PROPN
epaa-3238	13	45	.	.	PUNCT
epaa-3238	14	1	los	los	PROPN
epaa-3238	14	2	resultados	resultados	PROPN
epaa-3238	14	3	indican	indican	X
epaa-3238	14	4	que	que	PROPN
epaa-3238	14	5	un	un	PROPN
epaa-3238	14	6	cuerpo	cuerpo	PROPN
epaa-3238	14	7	diverso	diverso	PROPN
epaa-3238	14	8	de	de	PROPN
epaa-3238	14	9	estudiantes	estudiantes	PROPN
epaa-3238	14	10	de	de	PROPN
epaa-3238	14	11	pregrado	pregrado	PROPN
epaa-3238	14	12	,	,	PUNCT
epaa-3238	14	13	una	una	PROPN
epaa-3238	14	14	alta	alta	PROPN
epaa-3238	14	15	tasa	tasa	PROPN
epaa-3238	14	16	de	de	PROPN
epaa-3238	14	17	graduación	graduación	PROPN
epaa-3238	14	18	y	y	PROPN
epaa-3238	14	19	el	el	PROPN
epaa-3238	14	20	estatus	estatus	PROPN
epaa-3238	14	21	de	de	PROPN
epaa-3238	14	22	universidad	universidad	PROPN
epaa-3238	14	23	pública	pública	PROPN
epaa-3238	14	24	son	son	PROPN
epaa-3238	14	25	sólidos	sólido	NOUN
epaa-3238	14	26	,	,	PUNCT
epaa-3238	14	27	positivos	positivos	PROPN
epaa-3238	14	28	y	y	PROPN
epaa-3238	14	29	están	están	PROPN
epaa-3238	14	30	robustos	robustos	PROPN
epaa-3238	14	31	asociados	asociados	PROPN
epaa-3238	14	32	con	con	PROPN
epaa-3238	14	33	el	el	PROPN
epaa-3238	14	34	roi	roi	PROPN
epaa-3238	14	35	institucional	institucional	PROPN
epaa-3238	14	36	.	.	PUNCT
epaa-3238	15	1	el	el	PROPN
epaa-3238	15	2	modelo	modelo	PROPN
epaa-3238	15	3	representa	representa	PROPN
epaa-3238	15	4	más	más	PROPN
epaa-3238	15	5	del	del	PROPN
epaa-3238	15	6	70	70	NUM
epaa-3238	15	7	%	%	NOUN
epaa-3238	15	8	de	de	X
epaa-3238	15	9	la	la	PROPN
epaa-3238	15	10	variación	variación	PROPN
epaa-3238	15	11	interuniversitaria	interuniversitaria	PROPN
epaa-3238	15	12	en	en	PROPN
epaa-3238	15	13	el	el	PROPN
epaa-3238	15	14	roi	roi	PROPN
epaa-3238	15	15	,	,	PUNCT
epaa-3238	15	16	lo	lo	PROPN
epaa-3238	15	17	que	que	PROPN
epaa-3238	15	18	sugiere	sugiere	PROPN
epaa-3238	15	19	que	que	PROPN
epaa-3238	15	20	los	los	PROPN
epaa-3238	15	21	factores	factores	PROPN
epaa-3238	15	22	que	que	PROPN
epaa-3238	15	23	hemos	hemos	PROPN
epaa-3238	15	24	identificado	identificado	PROPN
epaa-3238	15	25	se	se	PROPN
epaa-3238	15	26	encuentran	encuentran	PROPN
epaa-3238	15	27	entre	entre	PROPN
epaa-3238	15	28	los	los	PROPN
epaa-3238	15	29	correlatos	correlatos	PROPN
epaa-3238	15	30	más	más	PROPN
epaa-3238	15	31	importantes	importante	VERB
epaa-3238	15	32	del	del	PROPN
epaa-3238	15	33	roi	roi	PROPN
epaa-3238	15	34	institucional	institucional	PROPN
epaa-3238	15	35	.	.	PUNCT
epaa-3238	16	1	discutimos	discutimos	PROPN
epaa-3238	16	2	las	las	PROPN
epaa-3238	16	3	implicaciones	implicaciones	PROPN
epaa-3238	16	4	de	de	PROPN
epaa-3238	16	5	política	política	PROPN
epaa-3238	16	6	de	de	PROPN
epaa-3238	16	7	estos	estos	PROPN
epaa-3238	16	8	hallazgos	hallazgos	PROPN
epaa-3238	16	9	para	para	PROPN
epaa-3238	16	10	las	las	PROPN
epaa-3238	16	11	instituciones	instituciones	PROPN
epaa-3238	16	12	de	de	PROPN
epaa-3238	16	13	educación	educación	PROPN
epaa-3238	16	14	superior	superior	PROPN
epaa-3238	16	15	en	en	PROPN
epaa-3238	16	16	el	el	PROPN
epaa-3238	16	17	contexto	contexto	PROPN
epaa-3238	16	18	de	de	PROPN
epaa-3238	16	19	las	las	PROPN
epaa-3238	16	20	clasificaciones	clasificaciones	PROPN
epaa-3238	16	21	institucionales	institucionale	VERB
epaa-3238	16	22	y	y	PROPN
epaa-3238	16	23	un	un	PROPN
epaa-3238	16	24	panorama	panorama	PROPN
epaa-3238	16	25	educativo	educativo	PROPN
epaa-3238	16	26	en	en	PROPN
epaa-3238	16	27	rápida	rápida	PROPN
epaa-3238	16	28	evolución	evolución	PROPN
epaa-3238	16	29	,	,	PUNCT
epaa-3238	16	30	prestando	prestando	PROPN
epaa-3238	16	31	especial	especial	PROPN
epaa-3238	16	32	atención	atención	PROPN
epaa-3238	16	33	a	a	DET
epaa-3238	16	34	las	las	PROPN
epaa-3238	16	35	características	características	PROPN
epaa-3238	16	36	del	del	PROPN
epaa-3238	16	37	cuerpo	cuerpo	PROPN
epaa-3238	16	38	estudiantil	estudiantil	PROPN
epaa-3238	16	39	de	de	X
epaa-3238	16	40	los	los	PROPN
epaa-3238	16	41	colegios	colegios	PROPN
epaa-3238	16	42	y	y	PROPN
epaa-3238	16	43	universidades	universidades	PROPN
epaa-3238	16	44	.	.	PUNCT
epaa-3238	17	1	palabras	palabra	NOUN
epaa-3238	17	2	-	-	NOUN
epaa-3238	17	3	clave	clave	NOUN
epaa-3238	17	4	:	:	PUNCT
epaa-3238	17	5	educación	educación	PROPN
epaa-3238	17	6	superior	superior	PROPN
epaa-3238	17	7	;	;	PUNCT
epaa-3238	17	8	retorno	retorno	NOUN
epaa-3238	17	9	de	de	PROPN
epaa-3238	17	10	la	la	PROPN
epaa-3238	17	11	inversión	inversión	PROPN
epaa-3238	17	12	;	;	PUNCT
epaa-3238	17	13	características	características	X
epaa-3238	17	14	de	de	X
epaa-3238	17	15	la	la	X
epaa-3238	17	16	universidad	universidad	PROPN
epaa-3238	17	17	;	;	PUNCT
epaa-3238	17	18	capital	capital	NOUN
epaa-3238	17	19	humano	humano	PROPN
epaa-3238	17	20	;	;	PUNCT
epaa-3238	17	21	política	política	PROPN
epaa-3238	17	22	educativa	educativa	PROPN
epaa-3238	17	23	contabilização	contabilização	PROPN
epaa-3238	17	24	da	da	PROPN
epaa-3238	17	25	variação	variação	PROPN
epaa-3238	17	26	institucional	institucional	ADJ
epaa-3238	17	27	em	em	PRON
epaa-3238	17	28	retornos	retornos	PROPN
epaa-3238	17	29	esperados	esperado	NOUN
epaa-3238	17	30	à	à	X
epaa-3238	17	31	educação	educação	PROPN
epaa-3238	17	32	superior	superior	ADJ
epaa-3238	17	33	resumo	resumo	NOUN
epaa-3238	17	34	:	:	PUNCT
epaa-3238	17	35	este	este	X
epaa-3238	17	36	estudo	estudo	PROPN
epaa-3238	17	37	aprovou	aprovou	PROPN
epaa-3238	17	38	a	a	DET
epaa-3238	17	39	teoria	teoria	X
epaa-3238	17	40	do	do	AUX
epaa-3238	17	41	capital	capital	NOUN
epaa-3238	17	42	humano	humano	PROPN
epaa-3238	17	43	para	para	PROPN
epaa-3238	17	44	identificar	identificar	PROPN
epaa-3238	17	45	os	os	PROPN
epaa-3238	17	46	correlatos	correlatos	PROPN
epaa-3238	17	47	de	de	NOUN
epaa-3238	17	48	rendimentos	rendimentos	NOUN
epaa-3238	17	49	esperados	esperado	NOUN
epaa-3238	17	50	da	da	PROPN
epaa-3238	17	51	cultura	cultura	PROPN
epaa-3238	17	52	de	de	X
epaa-3238	17	53	investimento	investimento	PROPN
epaa-3238	17	54	em	em	PRON
epaa-3238	17	55	educação	educação	PROPN
epaa-3238	17	56	superior	superior	PROPN
epaa-3238	17	57	.	.	PUNCT
epaa-3238	18	1	aprovechamos	aprovechamos	PROPN
epaa-3238	18	2	as	as	SCONJ
epaa-3238	18	3	estimativas	estimativas	PROPN
epaa-3238	18	4	do	do	AUX
epaa-3238	18	5	retorno	retorno	VERB
epaa-3238	18	6	da	da	PROPN
epaa-3238	18	7	inversão	inversão	X
epaa-3238	18	8	(	(	PUNCT
epaa-3238	18	9	roi	roi	NOUN
epaa-3238	18	10	)	)	PUNCT
epaa-3238	18	11	na	na	ADP
epaa-3238	18	12	educação	educação	PROPN
epaa-3238	18	13	pós	pós	PROPN
epaa-3238	18	14	-	-	PUNCT
epaa-3238	18	15	secundária	secundária	PROPN
epaa-3238	18	16	entre	entre	PROPN
epaa-3238	18	17	mais	mais	X
epaa-3238	18	18	de	de	PROPN
epaa-3238	18	19	400	400	NUM
epaa-3238	18	20	títulos	títulos	PROPN
epaa-3238	18	21	de	de	PROPN
epaa-3238	18	22	bachillerato	bachillerato	PROPN
epaa-3238	18	23	que	que	PROPN
epaa-3238	18	24	otorgam	otorgam	PROPN
epaa-3238	18	25	faculdades	faculdade	NOUN
epaa-3238	18	26	e	e	PROPN
epaa-3238	18	27	universidades	universidade	VERB
epaa-3238	18	28	a	a	DET
epaa-3238	18	29	comprensão	comprensão	NOUN
epaa-3238	18	30	dos	do	VERB
epaa-3238	18	31	correlatos	correlatos	NOUN
epaa-3238	18	32	de	de	X
epaa-3238	18	33	uma	uma	PROPN
epaa-3238	18	34	métrica	métrica	PROPN
epaa-3238	18	35	relativamente	relativamente	PROPN
epaa-3238	19	1	nova	nova	PROPN
epaa-3238	19	2	do	do	AUX
epaa-3238	19	3	roi	roi	NOUN
epaa-3238	19	4	institucional	institucional	ADJ
epaa-3238	19	5	.	.	PUNCT
epaa-3238	20	1	os	os	PROPN
epaa-3238	20	2	resultados	resultado	NOUN
epaa-3238	20	3	indicam	indicam	NOUN
epaa-3238	20	4	que	que	X
epaa-3238	20	5	um	um	INTJ
epaa-3238	20	6	corpo	corpo	PROPN
epaa-3238	20	7	diverso	diverso	PROPN
epaa-3238	20	8	de	de	PROPN
epaa-3238	20	9	estudantes	estudantes	X
epaa-3238	20	10	de	de	X
epaa-3238	20	11	pregrado	pregrado	PROPN
epaa-3238	20	12	,	,	PUNCT
epaa-3238	20	13	uma	uma	PROPN
epaa-3238	20	14	alta	alta	PROPN
epaa-3238	20	15	taxa	taxa	PROPN
epaa-3238	20	16	de	de	X
epaa-3238	20	17	graduação	graduação	PROPN
epaa-3238	20	18	e	e	PROPN
epaa-3238	20	19	o	o	PROPN
epaa-3238	20	20	estatus	estatus	PROPN
epaa-3238	20	21	da	da	PROPN
epaa-3238	20	22	universidade	universidade	PROPN
epaa-3238	20	23	pública	pública	PROPN
epaa-3238	20	24	son	son	PROPN
epaa-3238	20	25	sólidos	sólido	NOUN
epaa-3238	20	26	,	,	PUNCT
epaa-3238	20	27	positivos	positivos	PROPN
epaa-3238	20	28	e	e	PROPN
epaa-3238	20	29	estão	estão	PROPN
epaa-3238	20	30	robustos	robustos	PROPN
epaa-3238	20	31	associados	associado	NOUN
epaa-3238	20	32	com	com	VERB
epaa-3238	20	33	o	o	NOUN
epaa-3238	20	34	roi	roi	NOUN
epaa-3238	20	35	institucional	institucional	ADJ
epaa-3238	20	36	.	.	PUNCT
epaa-3238	21	1	o	o	PROPN
epaa-3238	21	2	modelo	modelo	PROPN
epaa-3238	21	3	representa	representa	PROPN
epaa-3238	21	4	mais	mais	PROPN
epaa-3238	21	5	do	do	VERB
epaa-3238	21	6	70	70	NUM
epaa-3238	21	7	%	%	NOUN
epaa-3238	21	8	da	da	NOUN
epaa-3238	21	9	variação	variação	PROPN
epaa-3238	21	10	interuniversitaria	interuniversitaria	PROPN
epaa-3238	21	11	no	no	DET
epaa-3238	21	12	roi	roi	NOUN
epaa-3238	21	13	,	,	PUNCT
epaa-3238	21	14	o	o	PROPN
epaa-3238	21	15	que	que	X
epaa-3238	21	16	sugere	sugere	X
epaa-3238	21	17	e	e	PROPN
epaa-3238	21	18	os	os	PROPN
epaa-3238	21	19	fatores	fatores	PROPN
epaa-3238	21	20	que	que	PROPN
epaa-3238	21	21	foram	foram	PROPN
epaa-3238	21	22	identificados	identificados	PROPN
epaa-3238	21	23	entre	entre	PROPN
epaa-3238	21	24	os	os	PROPN
epaa-3238	21	25	correlatos	correlatos	PROPN
epaa-3238	21	26	mais	mais	PROPN
epaa-3238	21	27	importantes	importantes	PROPN
epaa-3238	21	28	do	do	VERB
epaa-3238	21	29	roi	roi	NOUN
epaa-3238	21	30	institucional	institucional	ADJ
epaa-3238	21	31	.	.	PUNCT
epaa-3238	22	1	discutimos	discutimos	PROPN
epaa-3238	22	2	as	as	ADP
epaa-3238	22	3	implicações	implicações	PROPN
epaa-3238	22	4	de	de	PROPN
epaa-3238	22	5	política	política	PROPN
epaa-3238	22	6	de	de	PROPN
epaa-3238	22	7	estes	estes	PROPN
epaa-3238	22	8	salões	salões	PROPN
epaa-3238	22	9	para	para	PROPN
epaa-3238	22	10	as	as	ADP
epaa-3238	22	11	instituições	instituições	PROPN
epaa-3238	22	12	de	de	X
epaa-3238	22	13	educação	educação	PROPN
epaa-3238	22	14	superior	superior	ADJ
epaa-3238	22	15	no	no	DET
epaa-3238	22	16	contexto	contexto	NOUN
epaa-3238	22	17	das	das	PROPN
epaa-3238	22	18	finanças	finanças	NOUN
epaa-3238	22	19	e	e	PROPN
epaa-3238	22	20	um	um	INTJ
epaa-3238	22	21	panorama	panorama	PROPN
epaa-3238	22	22	educativo	educativo	NOUN
epaa-3238	22	23	em	em	PRON
epaa-3238	22	24	breve	breve	PROPN
epaa-3238	22	25	,	,	PUNCT
epaa-3238	22	26	prestando	prestando	PROPN
epaa-3238	22	27	especial	especial	PROPN
epaa-3238	22	28	atenção	atenção	PROPN
epaa-3238	22	29	às	às	PROPN
epaa-3238	22	30	características	características	PROPN
epaa-3238	22	31	do	do	VERB
epaa-3238	22	32	corpo	corpo	NOUN
epaa-3238	22	33	estudantil	estudantil	PROPN
epaa-3238	22	34	das	das	PROPN
epaa-3238	22	35	escolas	escolas	PROPN
epaa-3238	22	36	e	e	PROPN
epaa-3238	22	37	universidades	universidades	PROPN
epaa-3238	22	38	.	.	PUNCT
epaa-3238	22	39	palavras	palavra	NOUN
epaa-3238	22	40	-	-	PUNCT
epaa-3238	22	41	chave	chave	NOUN
epaa-3238	22	42	:	:	PUNCT
epaa-3238	22	43	educación	educación	PROPN
epaa-3238	22	44	superior	superior	PROPN
epaa-3238	22	45	;	;	PUNCT
epaa-3238	22	46	retorno	retorno	VERB
epaa-3238	22	47	da	da	PROPN
epaa-3238	22	48	inversão	inversão	X
epaa-3238	22	49	;	;	PUNCT
epaa-3238	22	50	características	características	PROPN
epaa-3238	22	51	da	da	PROPN
epaa-3238	22	52	universidade	universidade	PROPN
epaa-3238	22	53	;	;	PUNCT
epaa-3238	22	54	capital	capital	NOUN
epaa-3238	22	55	humano	humano	PROPN
epaa-3238	22	56	;	;	PUNCT
epaa-3238	23	1	política	política	PROPN
epaa-3238	23	2	educativa	educativa	PROPN
epaa-3238	23	3	ranking	rank	VERB
epaa-3238	23	4	colleges	college	NOUN
epaa-3238	23	5	and	and	CCONJ
epaa-3238	23	6	universities	university	NOUN
epaa-3238	23	7	on	on	ADP
epaa-3238	23	8	returns	return	NOUN
epaa-3238	23	9	to	to	ADP
epaa-3238	23	10	education	education	NOUN
epaa-3238	23	11	3	3	NUM
epaa-3238	23	12	introduction	introduction	NOUN
epaa-3238	23	13	investigations	investigation	NOUN
epaa-3238	23	14	of	of	ADP
epaa-3238	23	15	return	return	NOUN
epaa-3238	23	16	on	on	ADP
epaa-3238	23	17	investment	investment	NOUN
epaa-3238	23	18	(	(	PUNCT
epaa-3238	23	19	roi	roi	NOUN
epaa-3238	23	20	)	)	PUNCT
epaa-3238	23	21	in	in	ADP
epaa-3238	23	22	higher	high	ADJ
epaa-3238	23	23	education	education	NOUN
epaa-3238	23	24	have	have	AUX
epaa-3238	23	25	produced	produce	VERB
epaa-3238	23	26	an	an	DET
epaa-3238	23	27	empirical	empirical	ADJ
epaa-3238	23	28	evidence	evidence	NOUN
epaa-3238	23	29	to	to	PART
epaa-3238	23	30	help	help	VERB
epaa-3238	23	31	scholars	scholar	NOUN
epaa-3238	23	32	and	and	CCONJ
epaa-3238	23	33	policy	policy	NOUN
epaa-3238	23	34	makers	maker	NOUN
epaa-3238	23	35	understand	understand	VERB
epaa-3238	23	36	the	the	DET
epaa-3238	23	37	mechanisms	mechanism	NOUN
epaa-3238	23	38	that	that	PRON
epaa-3238	23	39	produce	produce	VERB
epaa-3238	23	40	variation	variation	NOUN
epaa-3238	23	41	in	in	ADP
epaa-3238	23	42	student	student	NOUN
epaa-3238	23	43	returns	return	NOUN
epaa-3238	23	44	on	on	ADP
epaa-3238	23	45	investment	investment	NOUN
epaa-3238	23	46	in	in	ADP
epaa-3238	23	47	higher	high	ADJ
epaa-3238	23	48	education	education	NOUN
epaa-3238	23	49	.	.	PUNCT
epaa-3238	24	1	this	this	DET
epaa-3238	24	2	body	body	NOUN
epaa-3238	24	3	of	of	ADP
epaa-3238	24	4	scholarship	scholarship	NOUN
epaa-3238	24	5	closely	closely	ADV
epaa-3238	24	6	tracks	track	NOUN
epaa-3238	24	7	to	to	ADP
epaa-3238	24	8	rising	rise	VERB
epaa-3238	24	9	interest	interest	NOUN
epaa-3238	24	10	among	among	ADP
epaa-3238	24	11	the	the	DET
epaa-3238	24	12	general	general	ADJ
epaa-3238	24	13	public	public	NOUN
epaa-3238	24	14	,	,	PUNCT
epaa-3238	24	15	higher	high	ADJ
epaa-3238	24	16	education	education	NOUN
epaa-3238	24	17	policy	policy	NOUN
epaa-3238	24	18	makers	maker	NOUN
epaa-3238	24	19	,	,	PUNCT
epaa-3238	24	20	and	and	CCONJ
epaa-3238	24	21	scholars	scholar	NOUN
epaa-3238	24	22	in	in	ADP
epaa-3238	24	23	the	the	DET
epaa-3238	24	24	financial	financial	ADJ
epaa-3238	24	25	return	return	NOUN
epaa-3238	24	26	on	on	ADP
epaa-3238	24	27	college	college	NOUN
epaa-3238	24	28	education	education	NOUN
epaa-3238	24	29	.	.	PUNCT
epaa-3238	25	1	to	to	ADP
epaa-3238	25	2	date	date	NOUN
epaa-3238	25	3	,	,	PUNCT
epaa-3238	25	4	much	much	ADJ
epaa-3238	25	5	of	of	ADP
epaa-3238	25	6	the	the	DET
epaa-3238	25	7	roi	roi	NOUN
epaa-3238	25	8	scholarship	scholarship	NOUN
epaa-3238	25	9	in	in	ADP
epaa-3238	25	10	higher	high	ADJ
epaa-3238	25	11	education	education	NOUN
epaa-3238	25	12	has	have	AUX
epaa-3238	25	13	investigated	investigate	VERB
epaa-3238	25	14	student	student	NOUN
epaa-3238	25	15	-	-	PUNCT
epaa-3238	25	16	level	level	NOUN
epaa-3238	25	17	roi	roi	NOUN
epaa-3238	25	18	,	,	PUNCT
epaa-3238	25	19	which	which	PRON
epaa-3238	25	20	seeks	seek	VERB
epaa-3238	25	21	to	to	PART
epaa-3238	25	22	understand	understand	VERB
epaa-3238	25	23	why	why	SCONJ
epaa-3238	25	24	two	two	NUM
epaa-3238	25	25	students	student	NOUN
epaa-3238	25	26	,	,	PUNCT
epaa-3238	25	27	making	make	VERB
epaa-3238	25	28	similar	similar	ADJ
epaa-3238	25	29	investments	investment	NOUN
epaa-3238	25	30	in	in	ADP
epaa-3238	25	31	education	education	NOUN
epaa-3238	25	32	,	,	PUNCT
epaa-3238	25	33	vary	vary	VERB
epaa-3238	25	34	in	in	ADP
epaa-3238	25	35	the	the	DET
epaa-3238	25	36	long	long	ADJ
epaa-3238	25	37	-	-	PUNCT
epaa-3238	25	38	term	term	NOUN
epaa-3238	25	39	benefits	benefit	NOUN
epaa-3238	25	40	(	(	PUNCT
epaa-3238	25	41	returns	return	NOUN
epaa-3238	25	42	)	)	PUNCT
epaa-3238	25	43	to	to	ADP
epaa-3238	25	44	investment	investment	NOUN
epaa-3238	25	45	.	.	PUNCT
epaa-3238	26	1	research	research	NOUN
epaa-3238	26	2	in	in	ADP
epaa-3238	26	3	this	this	DET
epaa-3238	26	4	tradition	tradition	NOUN
epaa-3238	26	5	has	have	AUX
epaa-3238	26	6	,	,	PUNCT
epaa-3238	26	7	for	for	ADP
epaa-3238	26	8	example	example	NOUN
epaa-3238	26	9	,	,	PUNCT
epaa-3238	26	10	examined	examine	VERB
epaa-3238	26	11	how	how	SCONJ
epaa-3238	26	12	institutional	institutional	ADJ
epaa-3238	26	13	choice	choice	NOUN
epaa-3238	26	14	affects	affect	VERB
epaa-3238	26	15	student	student	NOUN
epaa-3238	26	16	roi	roi	NOUN
epaa-3238	26	17	(	(	PUNCT
epaa-3238	26	18	e.g.	e.g.	ADJ
epaa-3238	26	19	,	,	PUNCT
epaa-3238	26	20	black	black	PROPN
epaa-3238	26	21	&	&	CCONJ
epaa-3238	26	22	smith	smith	PROPN
epaa-3238	26	23	,	,	PUNCT
epaa-3238	26	24	2006	2006	NUM
epaa-3238	26	25	;	;	PUNCT
epaa-3238	26	26	brewer	brewer	NOUN
epaa-3238	26	27	,	,	PUNCT
epaa-3238	26	28	eide	eide	PROPN
epaa-3238	26	29	,	,	PUNCT
epaa-3238	26	30	&	&	CCONJ
epaa-3238	26	31	ehrenberg	ehrenberg	PROPN
epaa-3238	26	32	,	,	PUNCT
epaa-3238	26	33	1999	1999	NUM
epaa-3238	26	34	;	;	PUNCT
epaa-3238	26	35	long	long	ADV
epaa-3238	26	36	,	,	PUNCT
epaa-3238	26	37	2010	2010	NUM
epaa-3238	26	38	;	;	PUNCT
epaa-3238	26	39	thomas	thomas	PROPN
epaa-3238	26	40	,	,	PUNCT
epaa-3238	26	41	2000	2000	NUM
epaa-3238	26	42	;	;	PUNCT
epaa-3238	26	43	zhang	zhang	PROPN
epaa-3238	26	44	,	,	PUNCT
epaa-3238	26	45	2005	2005	NUM
epaa-3238	26	46	)	)	PUNCT
epaa-3238	26	47	,	,	PUNCT
epaa-3238	26	48	the	the	DET
epaa-3238	26	49	degree	degree	NOUN
epaa-3238	26	50	to	to	PART
epaa-3238	26	51	which	which	DET
epaa-3238	26	52	choice	choice	NOUN
epaa-3238	26	53	of	of	ADP
epaa-3238	26	54	major	major	ADJ
epaa-3238	26	55	affects	affect	NOUN
epaa-3238	26	56	variation	variation	NOUN
epaa-3238	26	57	in	in	ADP
epaa-3238	26	58	roi	roi	NOUN
epaa-3238	26	59	(	(	PUNCT
epaa-3238	26	60	e.g.	e.g.	ADV
epaa-3238	26	61	,	,	PUNCT
epaa-3238	26	62	e.g.	e.g.	ADV
epaa-3238	26	63	,	,	PUNCT
epaa-3238	26	64	altonji	altonji	X
epaa-3238	26	65	,	,	PUNCT
epaa-3238	26	66	blom	blom	NOUN
epaa-3238	26	67	&	&	CCONJ
epaa-3238	26	68	meghir	meghir	NOUN
epaa-3238	26	69	,	,	PUNCT
epaa-3238	26	70	2012	2012	NUM
epaa-3238	26	71	;	;	PUNCT
epaa-3238	26	72	davies	davy	NOUN
epaa-3238	26	73	&	&	CCONJ
epaa-3238	26	74	guppy	guppy	PROPN
epaa-3238	26	75	,	,	PUNCT
epaa-3238	26	76	1997	1997	NUM
epaa-3238	26	77	;	;	PUNCT
epaa-3238	26	78	fitzgerald	fitzgerald	PROPN
epaa-3238	26	79	&	&	CCONJ
epaa-3238	26	80	burns	burn	NOUN
epaa-3238	26	81	,	,	PUNCT
epaa-3238	26	82	2000	2000	NUM
epaa-3238	26	83	)	)	PUNCT
epaa-3238	26	84	,	,	PUNCT
epaa-3238	26	85	and	and	CCONJ
epaa-3238	26	86	which	which	DET
epaa-3238	26	87	student	student	NOUN
epaa-3238	26	88	-	-	PUNCT
epaa-3238	26	89	level	level	NOUN
epaa-3238	26	90	characteristics	characteristic	NOUN
epaa-3238	26	91	influence	influence	NOUN
epaa-3238	26	92	student	student	NOUN
epaa-3238	26	93	’s	’s	PART
epaa-3238	26	94	roi	roi	NOUN
epaa-3238	26	95	(	(	PUNCT
epaa-3238	26	96	e.g.	e.g.	ADV
epaa-3238	26	97	,	,	PUNCT
epaa-3238	26	98	andrews	andrews	PROPN
epaa-3238	26	99	&	&	CCONJ
epaa-3238	26	100	lovenheim	lovenheim	PROPN
epaa-3238	26	101	,	,	PUNCT
epaa-3238	26	102	2012	2012	NUM
epaa-3238	26	103	;	;	PUNCT
epaa-3238	26	104	budig	budig	PROPN
epaa-3238	26	105	&	&	CCONJ
epaa-3238	26	106	england	england	PROPN
epaa-3238	26	107	,	,	PUNCT
epaa-3238	26	108	2001	2001	NUM
epaa-3238	26	109	;	;	PUNCT
epaa-3238	26	110	daniel	daniel	PROPN
epaa-3238	26	111	,	,	PUNCT
epaa-3238	26	112	black	black	ADJ
epaa-3238	26	113	,	,	PUNCT
epaa-3238	26	114	&	&	CCONJ
epaa-3238	26	115	smith	smith	PROPN
epaa-3238	26	116	,	,	PUNCT
epaa-3238	26	117	1995	1995	NUM
epaa-3238	26	118	;	;	PUNCT
epaa-3238	26	119	fox	fox	PROPN
epaa-3238	26	120	,	,	PUNCT
epaa-3238	26	121	1993	1993	NUM
epaa-3238	26	122	;	;	PUNCT
epaa-3238	26	123	hout	hout	PROPN
epaa-3238	26	124	,	,	PUNCT
epaa-3238	26	125	2012	2012	NUM
epaa-3238	26	126	;	;	PUNCT
epaa-3238	26	127	hout	hout	PROPN
epaa-3238	26	128	,	,	PUNCT
epaa-3238	26	129	2012	2012	NUM
epaa-3238	26	130	;	;	PUNCT
epaa-3238	26	131	kochhar	kochhar	PROPN
epaa-3238	26	132	,	,	PUNCT
epaa-3238	26	133	taylor	taylor	PROPN
epaa-3238	26	134	&	&	CCONJ
epaa-3238	26	135	fry	fry	PROPN
epaa-3238	26	136	,	,	PUNCT
epaa-3238	26	137	2011	2011	NUM
epaa-3238	26	138	;	;	PUNCT
epaa-3238	26	139	long	long	ADV
epaa-3238	26	140	,	,	PUNCT
epaa-3238	26	141	2010	2010	NUM
epaa-3238	26	142	;	;	PUNCT
epaa-3238	26	143	monks	monk	NOUN
epaa-3238	26	144	,	,	PUNCT
epaa-3238	26	145	2000	2000	NUM
epaa-3238	26	146	;	;	PUNCT
epaa-3238	26	147	pascarella	pascarella	PROPN
epaa-3238	26	148	&	&	CCONJ
epaa-3238	26	149	terenzini	terenzini	PROPN
epaa-3238	26	150	,	,	PUNCT
epaa-3238	26	151	2005	2005	NUM
epaa-3238	26	152	;	;	PUNCT
epaa-3238	26	153	thomas	thomas	PROPN
epaa-3238	26	154	&	&	CCONJ
epaa-3238	26	155	zhang	zhang	PROPN
epaa-3238	26	156	,	,	PUNCT
epaa-3238	26	157	2005	2005	NUM
epaa-3238	26	158	)	)	PUNCT
epaa-3238	26	159	.	.	PUNCT
epaa-3238	27	1	we	we	PRON
epaa-3238	27	2	know	know	VERB
epaa-3238	27	3	far	far	ADV
epaa-3238	27	4	less	less	ADJ
epaa-3238	27	5	about	about	ADP
epaa-3238	27	6	the	the	DET
epaa-3238	27	7	characteristics	characteristic	NOUN
epaa-3238	27	8	of	of	ADP
epaa-3238	27	9	institutions	institution	NOUN
epaa-3238	27	10	of	of	ADP
epaa-3238	27	11	higher	high	ADJ
epaa-3238	27	12	education	education	NOUN
epaa-3238	27	13	that	that	PRON
epaa-3238	27	14	produce	produce	VERB
epaa-3238	27	15	systematic	systematic	ADJ
epaa-3238	27	16	variation	variation	NOUN
epaa-3238	27	17	in	in	ADP
epaa-3238	27	18	student	student	NOUN
epaa-3238	27	19	roi	roi	NOUN
epaa-3238	27	20	.	.	PUNCT
epaa-3238	28	1	the	the	DET
epaa-3238	28	2	gap	gap	NOUN
epaa-3238	28	3	in	in	ADP
epaa-3238	28	4	our	our	PRON
epaa-3238	28	5	understanding	understanding	NOUN
epaa-3238	28	6	of	of	ADP
epaa-3238	28	7	the	the	DET
epaa-3238	28	8	determinants	determinant	NOUN
epaa-3238	28	9	of	of	ADP
epaa-3238	28	10	roi	roi	NOUN
epaa-3238	28	11	at	at	ADP
epaa-3238	28	12	the	the	DET
epaa-3238	28	13	level	level	NOUN
epaa-3238	28	14	of	of	ADP
epaa-3238	28	15	institutions	institution	NOUN
epaa-3238	28	16	represents	represent	VERB
epaa-3238	28	17	a	a	DET
epaa-3238	28	18	missing	miss	VERB
epaa-3238	28	19	piece	piece	NOUN
epaa-3238	28	20	in	in	ADP
epaa-3238	28	21	the	the	DET
epaa-3238	28	22	larger	large	ADJ
epaa-3238	28	23	puzzle	puzzle	NOUN
epaa-3238	28	24	of	of	ADP
epaa-3238	28	25	rising	rise	VERB
epaa-3238	28	26	education	education	NOUN
epaa-3238	28	27	costs	cost	NOUN
epaa-3238	28	28	and	and	CCONJ
epaa-3238	28	29	the	the	DET
epaa-3238	28	30	economic	economic	ADJ
epaa-3238	28	31	benefits	benefit	NOUN
epaa-3238	28	32	of	of	ADP
epaa-3238	28	33	a	a	DET
epaa-3238	28	34	college	college	NOUN
epaa-3238	28	35	degree	degree	NOUN
epaa-3238	28	36	.	.	PUNCT
epaa-3238	29	1	one	one	NUM
epaa-3238	29	2	reason	reason	NOUN
epaa-3238	29	3	for	for	ADP
epaa-3238	29	4	the	the	DET
epaa-3238	29	5	student	student	NOUN
epaa-3238	29	6	-	-	PUNCT
epaa-3238	29	7	centric	centric	ADJ
epaa-3238	29	8	focus	focus	NOUN
epaa-3238	29	9	of	of	ADP
epaa-3238	29	10	prior	prior	ADJ
epaa-3238	29	11	roi	roi	NOUN
epaa-3238	29	12	-	-	PUNCT
epaa-3238	29	13	research	research	NOUN
epaa-3238	29	14	is	be	AUX
epaa-3238	29	15	that	that	SCONJ
epaa-3238	29	16	data	datum	NOUN
epaa-3238	29	17	on	on	ADP
epaa-3238	29	18	individuals	individual	NOUN
epaa-3238	29	19	is	be	AUX
epaa-3238	29	20	either	either	CCONJ
epaa-3238	29	21	readily	readily	ADV
epaa-3238	29	22	available	available	ADJ
epaa-3238	29	23	or	or	CCONJ
epaa-3238	29	24	easily	easily	ADV
epaa-3238	29	25	obtained	obtain	VERB
epaa-3238	29	26	using	use	VERB
epaa-3238	29	27	surveys	survey	NOUN
epaa-3238	29	28	.	.	PUNCT
epaa-3238	30	1	lack	lack	NOUN
epaa-3238	30	2	of	of	ADP
epaa-3238	30	3	roi	roi	NOUN
epaa-3238	30	4	data	datum	NOUN
epaa-3238	30	5	at	at	ADP
epaa-3238	30	6	the	the	DET
epaa-3238	30	7	level	level	NOUN
epaa-3238	30	8	of	of	ADP
epaa-3238	30	9	colleges	college	NOUN
epaa-3238	30	10	and	and	CCONJ
epaa-3238	30	11	universities	university	NOUN
epaa-3238	30	12	has	have	AUX
epaa-3238	30	13	made	make	VERB
epaa-3238	30	14	it	it	PRON
epaa-3238	30	15	difficult	difficult	ADJ
epaa-3238	30	16	to	to	PART
epaa-3238	30	17	evaluate	evaluate	VERB
epaa-3238	30	18	empirically	empirically	ADV
epaa-3238	30	19	the	the	DET
epaa-3238	30	20	mechanisms	mechanism	NOUN
epaa-3238	30	21	that	that	PRON
epaa-3238	30	22	influence	influence	VERB
epaa-3238	30	23	institutional	institutional	ADJ
epaa-3238	30	24	roi	roi	NOUN
epaa-3238	30	25	and	and	CCONJ
epaa-3238	30	26	,	,	PUNCT
epaa-3238	30	27	in	in	ADP
epaa-3238	30	28	turn	turn	NOUN
epaa-3238	30	29	,	,	PUNCT
epaa-3238	30	30	account	account	VERB
epaa-3238	30	31	for	for	ADP
epaa-3238	30	32	inter	inter	ADJ
epaa-3238	30	33	-	-	ADJ
epaa-3238	30	34	university	university	NOUN
epaa-3238	30	35	variation	variation	NOUN
epaa-3238	30	36	in	in	ADP
epaa-3238	30	37	average	average	ADJ
epaa-3238	30	38	returns	return	NOUN
epaa-3238	30	39	to	to	ADP
epaa-3238	30	40	student	student	NOUN
epaa-3238	30	41	investment	investment	NOUN
epaa-3238	30	42	in	in	ADP
epaa-3238	30	43	higher	high	ADJ
epaa-3238	30	44	education	education	NOUN
epaa-3238	30	45	.	.	PUNCT
epaa-3238	31	1	recent	recent	ADJ
epaa-3238	31	2	efforts	effort	NOUN
epaa-3238	31	3	by	by	ADP
epaa-3238	31	4	several	several	ADJ
epaa-3238	31	5	organizations	organization	NOUN
epaa-3238	31	6	to	to	PART
epaa-3238	31	7	develop	develop	VERB
epaa-3238	31	8	roi	roi	NOUN
epaa-3238	31	9	metrics	metric	NOUN
epaa-3238	31	10	allows	allow	VERB
epaa-3238	31	11	for	for	ADP
epaa-3238	31	12	new	new	ADJ
epaa-3238	31	13	investigations	investigation	NOUN
epaa-3238	31	14	at	at	ADP
epaa-3238	31	15	the	the	DET
epaa-3238	31	16	level	level	NOUN
epaa-3238	31	17	of	of	ADP
epaa-3238	31	18	institutions	institution	NOUN
epaa-3238	31	19	.	.	PUNCT
epaa-3238	32	1	two	two	NUM
epaa-3238	32	2	notable	notable	ADJ
epaa-3238	32	3	ranking	ranking	ADJ
epaa-3238	32	4	programs	program	NOUN
epaa-3238	32	5	include	include	VERB
epaa-3238	32	6	one	one	NUM
epaa-3238	32	7	sponsored	sponsor	VERB
epaa-3238	32	8	by	by	ADP
epaa-3238	32	9	the	the	DET
epaa-3238	32	10	us	us	PROPN
epaa-3238	32	11	department	department	PROPN
epaa-3238	32	12	of	of	ADP
epaa-3238	32	13	education	education	NOUN
epaa-3238	32	14	and	and	CCONJ
epaa-3238	32	15	another	another	PRON
epaa-3238	32	16	developed	develop	VERB
epaa-3238	32	17	by	by	ADP
epaa-3238	32	18	payscale	payscale	NOUN
epaa-3238	32	19	,	,	PUNCT
epaa-3238	32	20	a	a	DET
epaa-3238	32	21	private	private	ADJ
epaa-3238	32	22	compensation	compensation	NOUN
epaa-3238	32	23	firm	firm	NOUN
epaa-3238	32	24	.	.	PUNCT
epaa-3238	33	1	of	of	ADP
epaa-3238	33	2	the	the	DET
epaa-3238	33	3	two	two	NUM
epaa-3238	33	4	,	,	PUNCT
epaa-3238	33	5	payscale	payscale	NOUN
epaa-3238	33	6	’s	’s	PART
epaa-3238	33	7	ranking	ranking	NOUN
epaa-3238	33	8	of	of	ADP
epaa-3238	33	9	colleges	college	NOUN
epaa-3238	33	10	and	and	CCONJ
epaa-3238	33	11	universities	university	NOUN
epaa-3238	33	12	by	by	ADP
epaa-3238	33	13	roi1	roi1	NOUN
epaa-3238	33	14	has	have	AUX
epaa-3238	33	15	attracted	attract	VERB
epaa-3238	33	16	considerable	considerable	ADJ
epaa-3238	33	17	attention	attention	NOUN
epaa-3238	33	18	in	in	ADP
epaa-3238	33	19	the	the	DET
epaa-3238	33	20	popular	popular	ADJ
epaa-3238	33	21	press	press	NOUN
epaa-3238	33	22	and	and	CCONJ
epaa-3238	33	23	among	among	ADP
epaa-3238	33	24	universities	university	NOUN
epaa-3238	33	25	,	,	PUNCT
epaa-3238	33	26	owing	owe	VERB
epaa-3238	33	27	to	to	ADP
epaa-3238	33	28	its	its	PRON
epaa-3238	33	29	extensive	extensive	ADJ
epaa-3238	33	30	data	datum	NOUN
epaa-3238	33	31	.	.	PUNCT
epaa-3238	34	1	before	before	SCONJ
epaa-3238	34	2	ihes	ihe	NOUN
epaa-3238	34	3	craft	craft	VERB
epaa-3238	34	4	policies	policy	NOUN
epaa-3238	34	5	in	in	ADP
epaa-3238	34	6	response	response	NOUN
epaa-3238	34	7	to	to	ADP
epaa-3238	34	8	financial	financial	ADJ
epaa-3238	34	9	rankings	ranking	NOUN
epaa-3238	34	10	(	(	PUNCT
epaa-3238	34	11	as	as	SCONJ
epaa-3238	34	12	they	they	PRON
epaa-3238	34	13	have	have	VERB
epaa-3238	34	14	with	with	ADP
epaa-3238	34	15	other	other	ADJ
epaa-3238	34	16	institutional	institutional	ADJ
epaa-3238	34	17	rankings	ranking	NOUN
epaa-3238	34	18	indices	index	NOUN
epaa-3238	34	19	;	;	PUNCT
epaa-3238	34	20	ehrenberg	ehrenberg	PROPN
epaa-3238	34	21	,	,	PUNCT
epaa-3238	34	22	2005	2005	NUM
epaa-3238	34	23	;	;	PUNCT
epaa-3238	34	24	meredith	meredith	NOUN
epaa-3238	34	25	,	,	PUNCT
epaa-3238	34	26	2004	2004	NUM
epaa-3238	34	27	;	;	PUNCT
epaa-3238	34	28	monks	monk	NOUN
epaa-3238	34	29	&	&	CCONJ
epaa-3238	34	30	ehrenberg	ehrenberg	PROPN
epaa-3238	34	31	,	,	PUNCT
epaa-3238	34	32	1999	1999	NUM
epaa-3238	34	33	)	)	PUNCT
epaa-3238	34	34	,	,	PUNCT
epaa-3238	34	35	it	it	PRON
epaa-3238	34	36	is	be	AUX
epaa-3238	34	37	critical	critical	ADJ
epaa-3238	34	38	to	to	PART
epaa-3238	34	39	consider	consider	VERB
epaa-3238	34	40	the	the	DET
epaa-3238	34	41	validity	validity	NOUN
epaa-3238	34	42	of	of	ADP
epaa-3238	34	43	such	such	ADJ
epaa-3238	34	44	rankings	ranking	NOUN
epaa-3238	34	45	and	and	CCONJ
epaa-3238	34	46	the	the	DET
epaa-3238	34	47	mechanisms	mechanism	NOUN
epaa-3238	34	48	that	that	PRON
epaa-3238	34	49	produce	produce	VERB
epaa-3238	34	50	inter	inter	ADJ
epaa-3238	34	51	-	-	ADJ
epaa-3238	34	52	university	university	ADJ
epaa-3238	34	53	variation	variation	NOUN
epaa-3238	34	54	in	in	ADP
epaa-3238	34	55	roi	roi	NOUN
epaa-3238	34	56	.	.	PUNCT
epaa-3238	35	1	as	as	ADV
epaa-3238	35	2	yet	yet	ADV
epaa-3238	35	3	,	,	PUNCT
epaa-3238	35	4	however	however	ADV
epaa-3238	35	5	,	,	PUNCT
epaa-3238	35	6	there	there	PRON
epaa-3238	35	7	is	be	VERB
epaa-3238	35	8	scant	scant	ADJ
epaa-3238	35	9	evidence	evidence	NOUN
epaa-3238	35	10	concerning	concern	VERB
epaa-3238	35	11	institutional	institutional	ADJ
epaa-3238	35	12	roi	roi	NOUN
epaa-3238	35	13	.	.	PUNCT
epaa-3238	36	1	the	the	DET
epaa-3238	36	2	purpose	purpose	NOUN
epaa-3238	36	3	of	of	ADP
epaa-3238	36	4	the	the	DET
epaa-3238	36	5	present	present	ADJ
epaa-3238	36	6	study	study	NOUN
epaa-3238	36	7	is	be	AUX
epaa-3238	36	8	to	to	PART
epaa-3238	36	9	identify	identify	VERB
epaa-3238	36	10	the	the	DET
epaa-3238	36	11	student	student	NOUN
epaa-3238	36	12	-	-	PUNCT
epaa-3238	36	13	body	body	NOUN
epaa-3238	36	14	and	and	CCONJ
epaa-3238	36	15	institutional	institutional	ADJ
epaa-3238	36	16	attributes	attribute	NOUN
epaa-3238	36	17	that	that	PRON
epaa-3238	36	18	produce	produce	VERB
epaa-3238	36	19	systematic	systematic	ADJ
epaa-3238	36	20	variation	variation	NOUN
epaa-3238	36	21	in	in	ADP
epaa-3238	36	22	institutional	institutional	ADJ
epaa-3238	36	23	roi	roi	NOUN
epaa-3238	36	24	.	.	PUNCT
epaa-3238	37	1	ihes	ihe	NOUN
epaa-3238	37	2	have	have	VERB
epaa-3238	37	3	considerable	considerable	ADJ
epaa-3238	37	4	control	control	NOUN
epaa-3238	37	5	over	over	ADP
epaa-3238	37	6	a	a	PRON
epaa-3238	37	7	)	)	PUNCT
epaa-3238	37	8	the	the	DET
epaa-3238	37	9	composition	composition	NOUN
epaa-3238	37	10	of	of	ADP
epaa-3238	37	11	their	their	PRON
epaa-3238	37	12	student	student	NOUN
epaa-3238	37	13	body	body	NOUN
epaa-3238	37	14	’s	’s	PART
epaa-3238	37	15	and	and	CCONJ
epaa-3238	37	16	b	b	X
epaa-3238	37	17	)	)	PUNCT
epaa-3238	37	18	institutional	institutional	ADJ
epaa-3238	37	19	policies	policy	NOUN
epaa-3238	37	20	that	that	PRON
epaa-3238	37	21	directly	directly	ADV
epaa-3238	37	22	and	and	CCONJ
epaa-3238	37	23	indirectly	indirectly	ADV
epaa-3238	37	24	affect	affect	VERB
epaa-3238	37	25	student	student	NOUN
epaa-3238	37	26	’s	’s	PART
epaa-3238	37	27	ability	ability	NOUN
epaa-3238	37	28	to	to	PART
epaa-3238	37	29	find	find	VERB
epaa-3238	37	30	gainful	gainful	ADJ
epaa-3238	37	31	,	,	PUNCT
epaa-3238	37	32	high	high	ADJ
epaa-3238	37	33	-	-	PUNCT
epaa-3238	37	34	quality	quality	NOUN
epaa-3238	37	35	employment	employment	NOUN
epaa-3238	37	36	following	follow	VERB
epaa-3238	37	37	graduation	graduation	NOUN
epaa-3238	37	38	.	.	PUNCT
epaa-3238	38	1	ihes	ihe	NOUN
epaa-3238	38	2	have	have	VERB
epaa-3238	38	3	far	far	ADV
epaa-3238	38	4	less	less	ADJ
epaa-3238	38	5	control	control	NOUN
epaa-3238	38	6	over	over	ADP
epaa-3238	38	7	the	the	DET
epaa-3238	38	8	labor	labor	NOUN
epaa-3238	38	9	market	market	NOUN
epaa-3238	38	10	itself	itself	PRON
epaa-3238	38	11	,	,	PUNCT
epaa-3238	38	12	including	include	VERB
epaa-3238	38	13	the	the	DET
epaa-3238	38	14	characteristics	characteristic	NOUN
epaa-3238	38	15	of	of	ADP
epaa-3238	38	16	college	college	NOUN
epaa-3238	38	17	graduates	graduate	NOUN
epaa-3238	38	18	that	that	SCONJ
epaa-3238	38	19	firms	firm	NOUN
epaa-3238	38	20	target	target	VERB
epaa-3238	38	21	when	when	SCONJ
epaa-3238	38	22	making	make	VERB
epaa-3238	38	23	hiring	hiring	NOUN
epaa-3238	38	24	and	and	CCONJ
epaa-3238	38	25	compensation	compensation	NOUN
epaa-3238	38	26	decisions	decision	NOUN
epaa-3238	38	27	or	or	CCONJ
epaa-3238	38	28	larger	large	ADJ
epaa-3238	38	29	,	,	PUNCT
epaa-3238	38	30	macro	macro	ADJ
epaa-3238	38	31	-	-	ADJ
epaa-3238	38	32	economic	economic	ADJ
epaa-3238	38	33	conditions	condition	NOUN
epaa-3238	38	34	such	such	ADJ
epaa-3238	38	35	as	as	ADP
epaa-3238	38	36	prevailing	prevail	VERB
epaa-3238	38	37	wages	wage	NOUN
epaa-3238	38	38	and	and	CCONJ
epaa-3238	38	39	demand	demand	NOUN
epaa-3238	38	40	for	for	ADP
epaa-3238	38	41	labor	labor	NOUN
epaa-3238	38	42	.	.	PUNCT
epaa-3238	39	1	the	the	DET
epaa-3238	39	2	labor	labor	NOUN
epaa-3238	39	3	market	market	NOUN
epaa-3238	39	4	is	be	AUX
epaa-3238	39	5	not	not	PART
epaa-3238	39	6	blind	blind	ADJ
epaa-3238	39	7	to	to	ADP
epaa-3238	39	8	the	the	DET
epaa-3238	39	9	race	race	NOUN
epaa-3238	39	10	,	,	PUNCT
epaa-3238	39	11	sex	sex	NOUN
epaa-3238	39	12	,	,	PUNCT
epaa-3238	39	13	and	and	CCONJ
epaa-3238	39	14	1	1	NUM
epaa-3238	39	15	when	when	SCONJ
epaa-3238	39	16	we	we	PRON
epaa-3238	39	17	reference	reference	VERB
epaa-3238	39	18	payscale	payscale	PROPN
epaa-3238	39	19	’s	’s	PART
epaa-3238	39	20	measure	measure	NOUN
epaa-3238	39	21	of	of	ADP
epaa-3238	39	22	institutional	institutional	ADJ
epaa-3238	39	23	roi	roi	NOUN
epaa-3238	39	24	we	we	PRON
epaa-3238	39	25	do	do	AUX
epaa-3238	39	26	not	not	PART
epaa-3238	39	27	mean	mean	VERB
epaa-3238	39	28	to	to	PART
epaa-3238	39	29	assert	assert	VERB
epaa-3238	39	30	that	that	SCONJ
epaa-3238	39	31	their	their	PRON
epaa-3238	39	32	measure	measure	NOUN
epaa-3238	39	33	accurately	accurately	ADV
epaa-3238	39	34	captures	capture	VERB
epaa-3238	39	35	an	an	DET
epaa-3238	39	36	institution	institution	NOUN
epaa-3238	39	37	’s	’s	PART
epaa-3238	39	38	true	true	ADJ
epaa-3238	39	39	roi	roi	NOUN
epaa-3238	39	40	.	.	PUNCT
epaa-3238	40	1	instead	instead	ADV
epaa-3238	40	2	we	we	PRON
epaa-3238	40	3	mean	mean	VERB
epaa-3238	40	4	an	an	DET
epaa-3238	40	5	‘	'	PUNCT
epaa-3238	40	6	institution	institution	NOUN
epaa-3238	40	7	’s	’s	PART
epaa-3238	40	8	roi	roi	NOUN
epaa-3238	40	9	as	as	SCONJ
epaa-3238	40	10	measured	measure	VERB
epaa-3238	40	11	by	by	ADP
epaa-3238	40	12	payscale	payscale	NOUN
epaa-3238	40	13	.	.	PUNCT
epaa-3238	40	14	’	'	PUNCT
epaa-3238	41	1	we	we	PRON
epaa-3238	41	2	simply	simply	ADV
epaa-3238	41	3	assert	assert	VERB
epaa-3238	41	4	that	that	SCONJ
epaa-3238	41	5	since	since	SCONJ
epaa-3238	41	6	payscale	payscale	PROPN
epaa-3238	41	7	’s	’s	PART
epaa-3238	41	8	measure	measure	NOUN
epaa-3238	41	9	already	already	ADV
epaa-3238	41	10	appears	appear	VERB
epaa-3238	41	11	to	to	PART
epaa-3238	41	12	have	have	AUX
epaa-3238	41	13	achieved	achieve	VERB
epaa-3238	41	14	a	a	DET
epaa-3238	41	15	taken	take	VERB
epaa-3238	41	16	-	-	PUNCT
epaa-3238	41	17	for	for	ADP
epaa-3238	41	18	-	-	PUNCT
epaa-3238	41	19	granted	grant	VERB
epaa-3238	41	20	status	status	NOUN
epaa-3238	41	21	among	among	ADP
epaa-3238	41	22	many	many	ADJ
epaa-3238	41	23	in	in	ADP
epaa-3238	41	24	the	the	DET
epaa-3238	41	25	lay	lay	ADJ
epaa-3238	41	26	public	public	NOUN
epaa-3238	41	27	and	and	CCONJ
epaa-3238	41	28	among	among	ADP
epaa-3238	41	29	many	many	ADJ
epaa-3238	41	30	university	university	NOUN
epaa-3238	41	31	administrators	administrator	NOUN
epaa-3238	41	32	,	,	PUNCT
epaa-3238	41	33	it	it	PRON
epaa-3238	41	34	is	be	AUX
epaa-3238	41	35	important	important	ADJ
epaa-3238	41	36	for	for	SCONJ
epaa-3238	41	37	researchers	researcher	NOUN
epaa-3238	41	38	to	to	PART
epaa-3238	41	39	investigate	investigate	VERB
epaa-3238	41	40	the	the	DET
epaa-3238	41	41	factors	factor	NOUN
epaa-3238	41	42	impacting	impact	VERB
epaa-3238	41	43	an	an	DET
epaa-3238	41	44	institution	institution	NOUN
epaa-3238	41	45	’s	’s	PART
epaa-3238	41	46	ranking	ranking	NOUN
epaa-3238	41	47	,	,	PUNCT
epaa-3238	41	48	and	and	CCONJ
epaa-3238	41	49	the	the	DET
epaa-3238	41	50	possible	possible	ADJ
epaa-3238	41	51	implications	implication	NOUN
epaa-3238	41	52	of	of	ADP
epaa-3238	41	53	a	a	DET
epaa-3238	41	54	reliance	reliance	NOUN
epaa-3238	41	55	on	on	ADP
epaa-3238	41	56	the	the	DET
epaa-3238	41	57	metric	metric	NOUN
epaa-3238	41	58	for	for	ADP
epaa-3238	41	59	variety	variety	NOUN
epaa-3238	41	60	institutional	institutional	ADJ
epaa-3238	41	61	outcomes	outcome	NOUN
epaa-3238	41	62	.	.	PUNCT
epaa-3238	42	1	education	education	NOUN
epaa-3238	42	2	policy	policy	NOUN
epaa-3238	42	3	analysis	analysis	NOUN
epaa-3238	42	4	archives	archive	NOUN
epaa-3238	42	5	vol	vol	NOUN
epaa-3238	42	6	.	.	PUNCT
epaa-3238	43	1	25	25	NUM
epaa-3238	43	2	no	no	NOUN
epaa-3238	43	3	.	.	PUNCT
epaa-3238	44	1	110	110	NUM
epaa-3238	44	2	4	4	NUM
epaa-3238	44	3	socioeconomic	socioeconomic	ADJ
epaa-3238	44	4	background	background	NOUN
epaa-3238	44	5	of	of	ADP
epaa-3238	44	6	workers	worker	NOUN
epaa-3238	44	7	and	and	CCONJ
epaa-3238	44	8	many	many	ADJ
epaa-3238	44	9	firms	firm	NOUN
epaa-3238	44	10	target	target	VERB
epaa-3238	44	11	graduates	graduate	NOUN
epaa-3238	44	12	based	base	VERB
epaa-3238	44	13	on	on	ADP
epaa-3238	44	14	these	these	DET
epaa-3238	44	15	and	and	CCONJ
epaa-3238	44	16	related	related	ADJ
epaa-3238	44	17	non	non	ADJ
epaa-3238	44	18	-	-	ADJ
epaa-3238	44	19	market	market	ADJ
epaa-3238	44	20	considerations	consideration	NOUN
epaa-3238	44	21	,	,	PUNCT
epaa-3238	44	22	such	such	ADJ
epaa-3238	44	23	as	as	ADP
epaa-3238	44	24	the	the	DET
epaa-3238	44	25	prestige	prestige	NOUN
epaa-3238	44	26	of	of	ADP
epaa-3238	44	27	degree	degree	NOUN
epaa-3238	44	28	-	-	PUNCT
epaa-3238	44	29	granting	grant	VERB
epaa-3238	44	30	institution	institution	NOUN
epaa-3238	44	31	and	and	CCONJ
epaa-3238	44	32	perceptions	perception	NOUN
epaa-3238	44	33	of	of	ADP
epaa-3238	44	34	institutional	institutional	ADJ
epaa-3238	44	35	quality	quality	NOUN
epaa-3238	44	36	.	.	PUNCT
epaa-3238	45	1	also	also	ADV
epaa-3238	45	2	,	,	PUNCT
epaa-3238	45	3	well	well	ADV
epaa-3238	45	4	-	-	PUNCT
epaa-3238	45	5	documented	document	VERB
epaa-3238	45	6	is	be	AUX
epaa-3238	45	7	that	that	SCONJ
epaa-3238	45	8	wage	wage	NOUN
epaa-3238	45	9	inequality	inequality	NOUN
epaa-3238	45	10	among	among	ADP
epaa-3238	45	11	college	college	NOUN
epaa-3238	45	12	graduates	graduate	NOUN
epaa-3238	45	13	is	be	AUX
epaa-3238	45	14	strongly	strongly	ADV
epaa-3238	45	15	influenced	influence	VERB
epaa-3238	45	16	by	by	ADP
epaa-3238	45	17	factors	factor	NOUN
epaa-3238	45	18	such	such	ADJ
epaa-3238	45	19	as	as	ADP
epaa-3238	45	20	choice	choice	NOUN
epaa-3238	45	21	of	of	ADP
epaa-3238	45	22	major	major	ADJ
epaa-3238	45	23	and	and	CCONJ
epaa-3238	45	24	local	local	ADJ
epaa-3238	45	25	(	(	PUNCT
epaa-3238	45	26	e.g.	e.g.	ADV
epaa-3238	45	27	state	state	NOUN
epaa-3238	45	28	,	,	PUNCT
epaa-3238	45	29	region	region	NOUN
epaa-3238	45	30	)	)	PUNCT
epaa-3238	45	31	labor	labor	NOUN
epaa-3238	45	32	market	market	NOUN
epaa-3238	45	33	conditions	condition	NOUN
epaa-3238	45	34	.	.	PUNCT
epaa-3238	46	1	if	if	SCONJ
epaa-3238	46	2	we	we	PRON
epaa-3238	46	3	are	be	AUX
epaa-3238	46	4	to	to	PART
epaa-3238	46	5	evaluate	evaluate	VERB
epaa-3238	46	6	ihes	ihe	NOUN
epaa-3238	46	7	according	accord	VERB
epaa-3238	46	8	to	to	ADP
epaa-3238	46	9	alumni	alumnus	NOUN
epaa-3238	46	10	roi	roi	NOUN
epaa-3238	46	11	,	,	PUNCT
epaa-3238	46	12	it	it	PRON
epaa-3238	46	13	is	be	AUX
epaa-3238	46	14	important	important	ADJ
epaa-3238	46	15	to	to	PART
epaa-3238	46	16	understand	understand	VERB
epaa-3238	46	17	whether	whether	SCONJ
epaa-3238	46	18	roi	roi	NOUN
epaa-3238	46	19	metrics	metric	NOUN
epaa-3238	46	20	capture	capture	VERB
epaa-3238	46	21	real	real	ADJ
epaa-3238	46	22	differences	difference	NOUN
epaa-3238	46	23	in	in	ADP
epaa-3238	46	24	ihes	ihe	NOUN
epaa-3238	46	25	ability	ability	NOUN
epaa-3238	46	26	to	to	PART
epaa-3238	46	27	deliver	deliver	VERB
epaa-3238	46	28	the	the	DET
epaa-3238	46	29	expected	expect	VERB
epaa-3238	46	30	returns	return	NOUN
epaa-3238	46	31	on	on	ADP
epaa-3238	46	32	investment	investment	NOUN
epaa-3238	46	33	in	in	ADP
epaa-3238	46	34	higher	high	ADJ
epaa-3238	46	35	education	education	NOUN
epaa-3238	46	36	or	or	CCONJ
epaa-3238	46	37	if	if	SCONJ
epaa-3238	46	38	such	such	ADJ
epaa-3238	46	39	differences	difference	NOUN
epaa-3238	46	40	merely	merely	ADV
epaa-3238	46	41	reflect	reflect	VERB
epaa-3238	46	42	back	back	ADV
epaa-3238	46	43	onto	onto	ADP
epaa-3238	46	44	ihes	ihe	NOUN
epaa-3238	46	45	the	the	DET
epaa-3238	46	46	inequalities	inequality	NOUN
epaa-3238	46	47	embedded	embed	VERB
epaa-3238	46	48	in	in	ADP
epaa-3238	46	49	the	the	DET
epaa-3238	46	50	american	american	ADJ
epaa-3238	46	51	labor	labor	NOUN
epaa-3238	46	52	market	market	NOUN
epaa-3238	46	53	.	.	PUNCT
epaa-3238	47	1	put	put	VERB
epaa-3238	47	2	another	another	DET
epaa-3238	47	3	way	way	NOUN
epaa-3238	47	4	,	,	PUNCT
epaa-3238	47	5	if	if	SCONJ
epaa-3238	47	6	roi	roi	NOUN
epaa-3238	47	7	rankings	ranking	NOUN
epaa-3238	47	8	are	be	AUX
epaa-3238	47	9	an	an	DET
epaa-3238	47	10	error	error	NOUN
epaa-3238	47	11	-	-	PUNCT
epaa-3238	47	12	prone	prone	ADJ
epaa-3238	47	13	measure	measure	NOUN
epaa-3238	47	14	of	of	ADP
epaa-3238	47	15	labor	labor	NOUN
epaa-3238	47	16	market	market	NOUN
epaa-3238	47	17	inequalities	inequality	NOUN
epaa-3238	47	18	,	,	PUNCT
epaa-3238	47	19	ihe	ihe	PROPN
epaa-3238	47	20	’s	’s	PART
epaa-3238	47	21	may	may	AUX
epaa-3238	47	22	suffer	suffer	VERB
epaa-3238	47	23	an	an	DET
epaa-3238	47	24	roi	roi	NOUN
epaa-3238	47	25	ranking	rank	VERB
epaa-3238	47	26	‘	'	PUNCT
epaa-3238	47	27	penalty	penalty	NOUN
epaa-3238	47	28	’	'	PUNCT
epaa-3238	47	29	for	for	ADP
epaa-3238	47	30	graduating	graduate	VERB
epaa-3238	47	31	nontraditional	nontraditional	ADJ
epaa-3238	47	32	and	and	CCONJ
epaa-3238	47	33	under	under	ADV
epaa-3238	47	34	-	-	PUNCT
epaa-3238	47	35	represented	represent	VERB
epaa-3238	47	36	students	student	NOUN
epaa-3238	47	37	and	and	CCONJ
epaa-3238	47	38	for	for	ADP
epaa-3238	47	39	conferring	confer	VERB
epaa-3238	47	40	degrees	degree	NOUN
epaa-3238	47	41	that	that	PRON
epaa-3238	47	42	do	do	AUX
epaa-3238	47	43	not	not	PART
epaa-3238	47	44	map	map	VERB
epaa-3238	47	45	onto	onto	ADP
epaa-3238	47	46	highincome	highincome	ADJ
epaa-3238	47	47	occupations	occupation	NOUN
epaa-3238	47	48	.	.	PUNCT
epaa-3238	48	1	if	if	SCONJ
epaa-3238	48	2	so	so	ADV
epaa-3238	48	3	,	,	PUNCT
epaa-3238	48	4	administrators	administrator	NOUN
epaa-3238	48	5	attuned	attune	VERB
epaa-3238	48	6	to	to	ADP
epaa-3238	48	7	roi	roi	NOUN
epaa-3238	48	8	rankings	ranking	NOUN
epaa-3238	48	9	might	might	AUX
epaa-3238	48	10	alter	alter	VERB
epaa-3238	48	11	recruitment	recruitment	NOUN
epaa-3238	48	12	and	and	CCONJ
epaa-3238	48	13	admissions	admission	NOUN
epaa-3238	48	14	policies	policy	NOUN
epaa-3238	48	15	to	to	PART
epaa-3238	48	16	better	well	ADV
epaa-3238	48	17	align	align	VERB
epaa-3238	48	18	their	their	PRON
epaa-3238	48	19	student	student	NOUN
epaa-3238	48	20	profiles	profile	NOUN
epaa-3238	48	21	with	with	ADP
epaa-3238	48	22	non	non	ADJ
epaa-3238	48	23	-	-	ADJ
epaa-3238	48	24	market	market	ADJ
epaa-3238	48	25	considerations	consideration	NOUN
epaa-3238	48	26	embed	embe	VERB
epaa-3238	48	27	in	in	ADP
epaa-3238	48	28	the	the	DET
epaa-3238	48	29	labor	labor	NOUN
epaa-3238	48	30	market	market	NOUN
epaa-3238	48	31	(	(	PUNCT
epaa-3238	48	32	meredith	meredith	NOUN
epaa-3238	48	33	,	,	PUNCT
epaa-3238	48	34	2004	2004	NUM
epaa-3238	48	35	;	;	PUNCT
epaa-3238	48	36	monks	monk	NOUN
epaa-3238	48	37	&	&	CCONJ
epaa-3238	48	38	ehrenberg	ehrenberg	PROPN
epaa-3238	48	39	,	,	PUNCT
epaa-3238	48	40	1999	1999	NUM
epaa-3238	48	41	)	)	PUNCT
epaa-3238	48	42	.	.	PUNCT
epaa-3238	49	1	they	they	PRON
epaa-3238	49	2	might	might	AUX
epaa-3238	49	3	also	also	ADV
epaa-3238	49	4	reduce	reduce	VERB
epaa-3238	49	5	or	or	CCONJ
epaa-3238	49	6	eliminate	eliminate	VERB
epaa-3238	49	7	degree	degree	NOUN
epaa-3238	49	8	programs	program	NOUN
epaa-3238	49	9	associated	associate	VERB
epaa-3238	49	10	with	with	ADP
epaa-3238	49	11	lower	low	ADJ
epaa-3238	49	12	earnings	earning	NOUN
epaa-3238	49	13	without	without	ADP
epaa-3238	49	14	considering	consider	VERB
epaa-3238	49	15	the	the	DET
epaa-3238	49	16	larger	large	ADJ
epaa-3238	49	17	societal	societal	ADJ
epaa-3238	49	18	benefits	benefit	NOUN
epaa-3238	49	19	of	of	ADP
epaa-3238	49	20	such	such	ADJ
epaa-3238	49	21	training	training	NOUN
epaa-3238	49	22	programs	program	NOUN
epaa-3238	49	23	.	.	PUNCT
epaa-3238	50	1	growing	grow	VERB
epaa-3238	50	2	evidence	evidence	NOUN
epaa-3238	50	3	that	that	SCONJ
epaa-3238	50	4	institutional	institutional	ADJ
epaa-3238	50	5	response	response	NOUN
epaa-3238	50	6	to	to	ADP
epaa-3238	50	7	ihe	ihe	ADJ
epaa-3238	50	8	rankings	ranking	NOUN
epaa-3238	50	9	sometimes	sometimes	ADV
epaa-3238	50	10	have	have	AUX
epaa-3238	50	11	unintended	unintended	ADJ
epaa-3238	50	12	negative	negative	ADJ
epaa-3238	50	13	consequences	consequence	NOUN
epaa-3238	50	14	give	give	VERB
epaa-3238	50	15	us	we	PRON
epaa-3238	50	16	reason	reason	NOUN
epaa-3238	50	17	to	to	PART
epaa-3238	50	18	expect	expect	VERB
epaa-3238	50	19	similar	similar	ADJ
epaa-3238	50	20	policy	policy	NOUN
epaa-3238	50	21	responses	response	NOUN
epaa-3238	50	22	(	(	PUNCT
epaa-3238	50	23	and	and	CCONJ
epaa-3238	50	24	consequences	consequence	NOUN
epaa-3238	50	25	)	)	PUNCT
epaa-3238	50	26	to	to	PART
epaa-3238	50	27	roi	roi	VERB
epaa-3238	50	28	metrics	metric	NOUN
epaa-3238	50	29	(	(	PUNCT
epaa-3238	50	30	e.g.	e.g.	ADV
epaa-3238	50	31	,	,	PUNCT
epaa-3238	50	32	clarke	clarke	PROPN
epaa-3238	50	33	,	,	PUNCT
epaa-3238	50	34	2007	2007	NUM
epaa-3238	50	35	;	;	PUNCT
epaa-3238	50	36	ehrenberg	ehrenberg	PROPN
epaa-3238	50	37	,	,	PUNCT
epaa-3238	50	38	2005	2005	NUM
epaa-3238	50	39	;	;	PUNCT
epaa-3238	50	40	farrell	farrell	PROPN
epaa-3238	50	41	&	&	CCONJ
epaa-3238	50	42	der	der	PROPN
epaa-3238	50	43	werf	werf	NOUN
epaa-3238	50	44	,	,	PUNCT
epaa-3238	50	45	2007	2007	NUM
epaa-3238	50	46	;	;	PUNCT
epaa-3238	50	47	machung	machung	PROPN
epaa-3238	50	48	,	,	PUNCT
epaa-3238	50	49	1995	1995	NUM
epaa-3238	50	50	;	;	PUNCT
epaa-3238	50	51	mcdonough	mcdonough	PROPN
epaa-3238	50	52	et	et	PROPN
epaa-3238	50	53	al	al	PROPN
epaa-3238	50	54	.	.	PROPN
epaa-3238	50	55	,	,	PUNCT
epaa-3238	50	56	1998	1998	NUM
epaa-3238	50	57	)	)	PUNCT
epaa-3238	50	58	.	.	PUNCT
epaa-3238	51	1	we	we	PRON
epaa-3238	51	2	leverage	leverage	VERB
epaa-3238	51	3	human	human	ADJ
epaa-3238	51	4	capital	capital	NOUN
epaa-3238	51	5	theory	theory	NOUN
epaa-3238	51	6	to	to	PART
epaa-3238	51	7	identify	identify	VERB
epaa-3238	51	8	a	a	DET
epaa-3238	51	9	large	large	ADJ
epaa-3238	51	10	number	number	NOUN
epaa-3238	51	11	of	of	ADP
epaa-3238	51	12	covariates	covariate	NOUN
epaa-3238	51	13	theorized	theorize	VERB
epaa-3238	51	14	to	to	PART
epaa-3238	51	15	account	account	VERB
epaa-3238	51	16	for	for	ADP
epaa-3238	51	17	roi	roi	NOUN
epaa-3238	51	18	in	in	ADP
epaa-3238	51	19	higher	high	ADJ
epaa-3238	51	20	education	education	NOUN
epaa-3238	51	21	and	and	CCONJ
epaa-3238	51	22	we	we	PRON
epaa-3238	51	23	measure	measure	VERB
epaa-3238	51	24	their	their	PRON
epaa-3238	51	25	bivariate	bivariate	ADJ
epaa-3238	51	26	and	and	CCONJ
epaa-3238	51	27	multivariate	multivariate	NOUN
epaa-3238	51	28	correlations	correlation	NOUN
epaa-3238	51	29	with	with	ADP
epaa-3238	51	30	a	a	DET
epaa-3238	51	31	newly	newly	ADV
epaa-3238	51	32	available	available	ADJ
epaa-3238	51	33	measure	measure	NOUN
epaa-3238	51	34	of	of	ADP
epaa-3238	51	35	institutional	institutional	ADJ
epaa-3238	51	36	roi	roi	NOUN
epaa-3238	51	37	.	.	PUNCT
epaa-3238	52	1	we	we	PRON
epaa-3238	52	2	propose	propose	VERB
epaa-3238	52	3	that	that	SCONJ
epaa-3238	52	4	mechanisms	mechanism	NOUN
epaa-3238	52	5	at	at	ADP
epaa-3238	52	6	the	the	DET
epaa-3238	52	7	level	level	NOUN
epaa-3238	52	8	of	of	ADP
epaa-3238	52	9	students	student	NOUN
epaa-3238	52	10	,	,	PUNCT
epaa-3238	52	11	institutions	institution	NOUN
epaa-3238	52	12	,	,	PUNCT
epaa-3238	52	13	and	and	CCONJ
epaa-3238	52	14	states	state	NOUN
epaa-3238	52	15	stand	stand	VERB
epaa-3238	52	16	to	to	PART
epaa-3238	52	17	influence	influence	VERB
epaa-3238	52	18	ihe	ihe	ADJ
epaa-3238	52	19	-	-	PUNCT
epaa-3238	52	20	level	level	NOUN
epaa-3238	52	21	variation	variation	NOUN
epaa-3238	52	22	in	in	ADP
epaa-3238	52	23	roi	roi	NOUN
epaa-3238	52	24	.	.	PUNCT
epaa-3238	53	1	in	in	ADP
epaa-3238	53	2	the	the	DET
epaa-3238	53	3	present	present	ADJ
epaa-3238	53	4	research	research	NOUN
epaa-3238	53	5	,	,	PUNCT
epaa-3238	53	6	we	we	PRON
epaa-3238	53	7	use	use	VERB
epaa-3238	53	8	a	a	DET
epaa-3238	53	9	nested	nested	ADJ
epaa-3238	53	10	modelling	modelling	NOUN
epaa-3238	53	11	strategy	strategy	NOUN
epaa-3238	53	12	to	to	PART
epaa-3238	53	13	consider	consider	VERB
epaa-3238	53	14	a	a	DET
epaa-3238	53	15	large	large	ADJ
epaa-3238	53	16	number	number	NOUN
epaa-3238	53	17	of	of	ADP
epaa-3238	53	18	these	these	DET
epaa-3238	53	19	mechanisms	mechanism	NOUN
epaa-3238	53	20	.	.	PUNCT
epaa-3238	54	1	we	we	PRON
epaa-3238	54	2	also	also	ADV
epaa-3238	54	3	draw	draw	VERB
epaa-3238	54	4	attention	attention	NOUN
epaa-3238	54	5	to	to	ADP
epaa-3238	54	6	several	several	ADJ
epaa-3238	54	7	negative	negative	ADJ
epaa-3238	54	8	externalities	externality	NOUN
epaa-3238	54	9	associated	associate	VERB
epaa-3238	54	10	with	with	ADP
epaa-3238	54	11	a	a	DET
epaa-3238	54	12	reliance	reliance	NOUN
epaa-3238	54	13	on	on	ADP
epaa-3238	54	14	such	such	ADJ
epaa-3238	54	15	rankings	ranking	NOUN
epaa-3238	54	16	.	.	PUNCT
epaa-3238	55	1	our	our	PRON
epaa-3238	55	2	investigation	investigation	NOUN
epaa-3238	55	3	breaks	break	VERB
epaa-3238	55	4	new	new	ADJ
epaa-3238	55	5	,	,	PUNCT
epaa-3238	55	6	exploratory	exploratory	ADJ
epaa-3238	55	7	ground	ground	NOUN
epaa-3238	55	8	and	and	CCONJ
epaa-3238	55	9	we	we	PRON
epaa-3238	55	10	expect	expect	VERB
epaa-3238	55	11	that	that	SCONJ
epaa-3238	55	12	future	future	ADJ
epaa-3238	55	13	research	research	NOUN
epaa-3238	55	14	will	will	AUX
epaa-3238	55	15	augment	augment	VERB
epaa-3238	55	16	,	,	PUNCT
epaa-3238	55	17	enhance	enhance	VERB
epaa-3238	55	18	,	,	PUNCT
epaa-3238	55	19	and	and	CCONJ
epaa-3238	55	20	otherwise	otherwise	ADV
epaa-3238	55	21	expand	expand	VERB
epaa-3238	55	22	on	on	ADP
epaa-3238	55	23	the	the	DET
epaa-3238	55	24	work	work	NOUN
epaa-3238	55	25	present	present	ADJ
epaa-3238	55	26	here	here	ADV
epaa-3238	55	27	.	.	PUNCT
epaa-3238	56	1	we	we	PRON
epaa-3238	56	2	welcome	welcome	VERB
epaa-3238	56	3	and	and	CCONJ
epaa-3238	56	4	encourage	encourage	VERB
epaa-3238	56	5	additional	additional	ADJ
epaa-3238	56	6	research	research	NOUN
epaa-3238	56	7	to	to	PART
epaa-3238	56	8	understand	understand	VERB
epaa-3238	56	9	the	the	DET
epaa-3238	56	10	mechanisms	mechanism	NOUN
epaa-3238	56	11	that	that	PRON
epaa-3238	56	12	produce	produce	VERB
epaa-3238	56	13	variation	variation	NOUN
epaa-3238	56	14	in	in	ADP
epaa-3238	56	15	roi	roi	NOUN
epaa-3238	56	16	at	at	ADP
epaa-3238	56	17	the	the	DET
epaa-3238	56	18	level	level	NOUN
epaa-3238	56	19	of	of	ADP
epaa-3238	56	20	institutions	institution	NOUN
epaa-3238	56	21	.	.	PUNCT
epaa-3238	57	1	background	background	NOUN
epaa-3238	57	2	return	return	NOUN
epaa-3238	57	3	on	on	ADP
epaa-3238	57	4	investment	investment	NOUN
epaa-3238	57	5	in	in	ADP
epaa-3238	57	6	higher	high	ADJ
epaa-3238	57	7	education	education	NOUN
epaa-3238	57	8	seventy	seventy	NUM
epaa-3238	57	9	percent	percent	NOUN
epaa-3238	57	10	of	of	ADP
epaa-3238	57	11	students	student	NOUN
epaa-3238	57	12	graduate	graduate	VERB
epaa-3238	57	13	with	with	ADP
epaa-3238	57	14	student	student	NOUN
epaa-3238	57	15	debt	debt	NOUN
epaa-3238	57	16	and	and	CCONJ
epaa-3238	57	17	the	the	DET
epaa-3238	57	18	average	average	ADJ
epaa-3238	57	19	debt	debt	NOUN
epaa-3238	57	20	is	be	AUX
epaa-3238	57	21	roughly	roughly	ADV
epaa-3238	57	22	$	$	SYM
epaa-3238	57	23	30,000	30,000	NUM
epaa-3238	57	24	.	.	PUNCT
epaa-3238	58	1	student	student	NOUN
epaa-3238	58	2	debt	debt	NOUN
epaa-3238	58	3	is	be	AUX
epaa-3238	58	4	not	not	PART
epaa-3238	58	5	only	only	ADV
epaa-3238	58	6	high	high	ADJ
epaa-3238	58	7	but	but	CCONJ
epaa-3238	58	8	also	also	ADV
epaa-3238	58	9	growing	grow	VERB
epaa-3238	58	10	:	:	PUNCT
epaa-3238	58	11	debt	debt	NOUN
epaa-3238	58	12	levels	level	NOUN
epaa-3238	58	13	increased	increase	VERB
epaa-3238	58	14	4	4	NUM
epaa-3238	58	15	%	%	NOUN
epaa-3238	58	16	from	from	ADP
epaa-3238	58	17	2014	2014	NUM
epaa-3238	58	18	to	to	ADP
epaa-3238	58	19	2015	2015	NUM
epaa-3238	58	20	(	(	PUNCT
epaa-3238	58	21	the	the	DET
epaa-3238	58	22	institute	institute	NOUN
epaa-3238	58	23	for	for	ADP
epaa-3238	58	24	college	college	NOUN
epaa-3238	58	25	access	access	NOUN
epaa-3238	58	26	and	and	CCONJ
epaa-3238	58	27	success	success	NOUN
epaa-3238	58	28	,	,	PUNCT
epaa-3238	58	29	2016	2016	NUM
epaa-3238	58	30	)	)	PUNCT
epaa-3238	58	31	.	.	PUNCT
epaa-3238	59	1	the	the	DET
epaa-3238	59	2	financial	financial	ADJ
epaa-3238	59	3	costs	cost	NOUN
epaa-3238	59	4	to	to	PART
epaa-3238	59	5	attend	attend	VERB
epaa-3238	59	6	college	college	NOUN
epaa-3238	59	7	raise	raise	VERB
epaa-3238	59	8	legitimate	legitimate	ADJ
epaa-3238	59	9	questions	question	NOUN
epaa-3238	59	10	about	about	ADP
epaa-3238	59	11	student	student	NOUN
epaa-3238	59	12	returns	return	NOUN
epaa-3238	59	13	on	on	ADP
epaa-3238	59	14	investment	investment	NOUN
epaa-3238	59	15	in	in	ADP
epaa-3238	59	16	higher	high	ADJ
epaa-3238	59	17	education	education	NOUN
epaa-3238	59	18	and	and	CCONJ
epaa-3238	59	19	which	which	PRON
epaa-3238	59	20	universities	university	NOUN
epaa-3238	59	21	are	be	AUX
epaa-3238	59	22	best	well	ADV
epaa-3238	59	23	equipped	equip	VERB
epaa-3238	59	24	to	to	PART
epaa-3238	59	25	deliver	deliver	VERB
epaa-3238	59	26	high	high	ADJ
epaa-3238	59	27	roi	roi	NOUN
epaa-3238	59	28	.	.	PUNCT
epaa-3238	60	1	despite	despite	SCONJ
epaa-3238	60	2	rising	rise	VERB
epaa-3238	60	3	skepticism	skepticism	NOUN
epaa-3238	60	4	among	among	ADP
epaa-3238	60	5	the	the	DET
epaa-3238	60	6	public	public	NOUN
epaa-3238	60	7	,	,	PUNCT
epaa-3238	60	8	research	research	NOUN
epaa-3238	60	9	shows	show	VERB
epaa-3238	60	10	that	that	SCONJ
epaa-3238	60	11	average	average	ADJ
epaa-3238	60	12	returns	return	NOUN
epaa-3238	60	13	to	to	ADP
epaa-3238	60	14	a	a	DET
epaa-3238	60	15	baccalaureate	baccalaureate	NOUN
epaa-3238	60	16	degree	degree	NOUN
epaa-3238	60	17	are	be	AUX
epaa-3238	60	18	positive	positive	ADJ
epaa-3238	60	19	,	,	PUNCT
epaa-3238	60	20	exceed	exceed	VERB
epaa-3238	60	21	those	those	PRON
epaa-3238	60	22	associated	associate	VERB
epaa-3238	60	23	with	with	ADP
epaa-3238	60	24	a	a	DET
epaa-3238	60	25	high	high	ADJ
epaa-3238	60	26	school	school	NOUN
epaa-3238	60	27	diploma	diploma	NOUN
epaa-3238	60	28	,	,	PUNCT
epaa-3238	60	29	and	and	CCONJ
epaa-3238	60	30	that	that	SCONJ
epaa-3238	60	31	the	the	DET
epaa-3238	60	32	gap	gap	NOUN
epaa-3238	60	33	between	between	ADP
epaa-3238	60	34	the	the	DET
epaa-3238	60	35	earnings	earning	NOUN
epaa-3238	60	36	for	for	ADP
epaa-3238	60	37	high	high	ADJ
epaa-3238	60	38	school	school	NOUN
epaa-3238	60	39	graduates	graduate	NOUN
epaa-3238	60	40	and	and	CCONJ
epaa-3238	60	41	those	those	PRON
epaa-3238	60	42	with	with	ADP
epaa-3238	60	43	a	a	DET
epaa-3238	60	44	bachelor	bachelor	NOUN
epaa-3238	60	45	’s	’s	PART
epaa-3238	60	46	degree	degree	NOUN
epaa-3238	60	47	continues	continue	VERB
epaa-3238	60	48	to	to	PART
epaa-3238	60	49	grow	grow	VERB
epaa-3238	60	50	.	.	PUNCT
epaa-3238	61	1	carnevale	carnevale	NOUN
epaa-3238	61	2	and	and	CCONJ
epaa-3238	61	3	cheah	cheah	PROPN
epaa-3238	61	4	(	(	PUNCT
epaa-3238	61	5	2015	2015	NUM
epaa-3238	61	6	)	)	PUNCT
epaa-3238	61	7	report	report	NOUN
epaa-3238	61	8	that	that	SCONJ
epaa-3238	61	9	the	the	DET
epaa-3238	61	10	college	college	NOUN
epaa-3238	61	11	wage	wage	NOUN
epaa-3238	61	12	premium	premium	NOUN
epaa-3238	61	13	over	over	ADP
epaa-3238	61	14	a	a	DET
epaa-3238	61	15	high	high	ADJ
epaa-3238	61	16	school	school	NOUN
epaa-3238	61	17	diploma	diploma	NOUN
epaa-3238	61	18	has	have	AUX
epaa-3238	61	19	risen	rise	VERB
epaa-3238	61	20	from	from	ADP
epaa-3238	61	21	52	52	NUM
epaa-3238	61	22	%	%	NOUN
epaa-3238	61	23	to	to	ADP
epaa-3238	61	24	54	54	NUM
epaa-3238	61	25	%	%	NOUN
epaa-3238	61	26	for	for	ADP
epaa-3238	61	27	experienced	experienced	ADJ
epaa-3238	61	28	college	college	NOUN
epaa-3238	61	29	graduates	graduate	NOUN
epaa-3238	61	30	and	and	CCONJ
epaa-3238	61	31	from	from	ADP
epaa-3238	61	32	78	78	NUM
epaa-3238	61	33	%	%	NOUN
epaa-3238	61	34	to	to	PART
epaa-3238	61	35	83	83	NUM
epaa-3238	61	36	%	%	NOUN
epaa-3238	61	37	for	for	ADP
epaa-3238	61	38	recent	recent	ADJ
epaa-3238	61	39	college	college	NOUN
epaa-3238	61	40	graduates	graduate	NOUN
epaa-3238	61	41	.	.	PUNCT
epaa-3238	62	1	in	in	ADP
epaa-3238	62	2	contrast	contrast	NOUN
epaa-3238	62	3	,	,	PUNCT
epaa-3238	62	4	earnings	earning	NOUN
epaa-3238	62	5	among	among	ADP
epaa-3238	62	6	experienced	experienced	ADJ
epaa-3238	62	7	workers	worker	NOUN
epaa-3238	62	8	with	with	ADP
epaa-3238	62	9	high	high	ADJ
epaa-3238	62	10	school	school	NOUN
epaa-3238	62	11	diplomas	diploma	VERB
epaa-3238	62	12	ages	age	NOUN
epaa-3238	62	13	35	35	NUM
epaa-3238	62	14	to	to	PART
epaa-3238	62	15	54	54	NUM
epaa-3238	62	16	declined	decline	VERB
epaa-3238	62	17	from	from	ADP
epaa-3238	62	18	$	$	SYM
epaa-3238	62	19	37,000	37,000	NUM
epaa-3238	62	20	to	to	PART
epaa-3238	62	21	$	$	SYM
epaa-3238	62	22	36,000	36,000	NUM
epaa-3238	62	23	since	since	SCONJ
epaa-3238	62	24	2009	2009	NUM
epaa-3238	62	25	.	.	PUNCT
epaa-3238	63	1	recent	recent	ADJ
epaa-3238	63	2	labor	labor	NOUN
epaa-3238	63	3	market	market	NOUN
epaa-3238	63	4	entrants	entrant	NOUN
epaa-3238	63	5	with	with	ADP
epaa-3238	63	6	a	a	DET
epaa-3238	63	7	high	high	ADJ
epaa-3238	63	8	school	school	NOUN
epaa-3238	63	9	diploma	diploma	NOUN
epaa-3238	63	10	have	have	AUX
epaa-3238	63	11	also	also	ADV
epaa-3238	63	12	seen	see	VERB
epaa-3238	63	13	their	their	PRON
epaa-3238	63	14	earnings	earning	NOUN
epaa-3238	63	15	decline	decline	NOUN
epaa-3238	63	16	.	.	PUNCT
epaa-3238	64	1	research	research	NOUN
epaa-3238	64	2	also	also	ADV
epaa-3238	64	3	indicates	indicate	VERB
epaa-3238	64	4	that	that	SCONJ
epaa-3238	64	5	wages	wage	NOUN
epaa-3238	64	6	vary	vary	VERB
epaa-3238	64	7	by	by	ADP
epaa-3238	64	8	choice	choice	NOUN
epaa-3238	64	9	of	of	ADP
epaa-3238	64	10	college	college	NOUN
epaa-3238	64	11	,	,	PUNCT
epaa-3238	64	12	choice	choice	NOUN
epaa-3238	64	13	of	of	ADP
epaa-3238	64	14	major	major	ADJ
epaa-3238	64	15	,	,	PUNCT
epaa-3238	64	16	and	and	CCONJ
epaa-3238	64	17	by	by	ADP
epaa-3238	64	18	the	the	DET
epaa-3238	64	19	characteristics	characteristic	NOUN
epaa-3238	64	20	of	of	ADP
epaa-3238	64	21	students	student	NOUN
epaa-3238	64	22	themselves	themselves	PRON
epaa-3238	64	23	(	(	PUNCT
epaa-3238	64	24	carnevale	carnevale	NOUN
epaa-3238	64	25	&	&	CCONJ
epaa-3238	64	26	cheah	cheah	PROPN
epaa-3238	64	27	,	,	PUNCT
epaa-3238	64	28	2015	2015	NUM
epaa-3238	64	29	;	;	PUNCT
epaa-3238	64	30	hout	hout	PROPN
epaa-3238	64	31	,	,	PUNCT
epaa-3238	64	32	2012	2012	NUM
epaa-3238	64	33	;	;	PUNCT
epaa-3238	64	34	oreopoulos	oreopoulos	PROPN
epaa-3238	64	35	&	&	CCONJ
epaa-3238	64	36	petronijevic	petronijevic	PROPN
epaa-3238	64	37	,	,	PUNCT
epaa-3238	64	38	2013	2013	NUM
epaa-3238	64	39	;	;	PUNCT
epaa-3238	64	40	tamborini	tamborini	PROPN
epaa-3238	64	41	,	,	PUNCT
epaa-3238	64	42	kim	kim	PROPN
epaa-3238	64	43	,	,	PUNCT
epaa-3238	64	44	&	&	CCONJ
epaa-3238	64	45	sakamoto	sakamoto	PROPN
epaa-3238	64	46	,	,	PUNCT
epaa-3238	64	47	2015	2015	NUM
epaa-3238	64	48	)	)	PUNCT
epaa-3238	64	49	.	.	PUNCT
epaa-3238	65	1	choice	choice	NOUN
epaa-3238	65	2	of	of	ADP
epaa-3238	65	3	major	major	ADJ
epaa-3238	65	4	is	be	AUX
epaa-3238	65	5	among	among	ADP
epaa-3238	65	6	the	the	DET
epaa-3238	65	7	most	most	ADV
epaa-3238	65	8	ranking	ranking	ADJ
epaa-3238	65	9	colleges	college	NOUN
epaa-3238	65	10	and	and	CCONJ
epaa-3238	65	11	universities	university	NOUN
epaa-3238	65	12	on	on	ADP
epaa-3238	65	13	returns	return	NOUN
epaa-3238	65	14	to	to	ADP
epaa-3238	65	15	education	education	NOUN
epaa-3238	65	16	5	5	NUM
epaa-3238	65	17	important	important	ADJ
epaa-3238	65	18	for	for	ADP
epaa-3238	65	19	explaining	explain	VERB
epaa-3238	65	20	between	between	ADP
epaa-3238	65	21	-	-	PUNCT
epaa-3238	65	22	college	college	NOUN
epaa-3238	65	23	variation	variation	NOUN
epaa-3238	65	24	in	in	ADP
epaa-3238	65	25	the	the	DET
epaa-3238	65	26	salaries	salary	NOUN
epaa-3238	65	27	of	of	ADP
epaa-3238	65	28	college	college	NOUN
epaa-3238	65	29	graduates	graduate	NOUN
epaa-3238	65	30	(	(	PUNCT
epaa-3238	65	31	e.g.	e.g.	ADV
epaa-3238	65	32	,	,	PUNCT
epaa-3238	65	33	schneider	schneider	NOUN
epaa-3238	65	34	,	,	PUNCT
epaa-3238	65	35	2010	2010	NUM
epaa-3238	65	36	)	)	PUNCT
epaa-3238	65	37	.	.	PUNCT
epaa-3238	66	1	as	as	ADP
epaa-3238	66	2	carnevale	carnevale	NOUN
epaa-3238	66	3	,	,	PUNCT
epaa-3238	66	4	cheah	cheah	PROPN
epaa-3238	66	5	,	,	PUNCT
epaa-3238	66	6	&	&	CCONJ
epaa-3238	66	7	hanson	hanson	PROPN
epaa-3238	66	8	(	(	PUNCT
epaa-3238	66	9	2015	2015	NUM
epaa-3238	66	10	,	,	PUNCT
epaa-3238	66	11	p.	p.	NOUN
epaa-3238	66	12	1	1	NUM
epaa-3238	66	13	)	)	PUNCT
epaa-3238	66	14	note	note	NOUN
epaa-3238	66	15	,	,	PUNCT
epaa-3238	66	16	in	in	ADP
epaa-3238	66	17	some	some	DET
epaa-3238	66	18	sense	sense	NOUN
epaa-3238	66	19	,	,	PUNCT
epaa-3238	66	20	deciding	decide	VERB
epaa-3238	66	21	what	what	PRON
epaa-3238	66	22	to	to	PART
epaa-3238	66	23	major	major	VERB
epaa-3238	66	24	in	in	ADP
epaa-3238	66	25	is	be	AUX
epaa-3238	66	26	more	more	ADV
epaa-3238	66	27	important	important	ADJ
epaa-3238	66	28	than	than	ADP
epaa-3238	66	29	deciding	decide	VERB
epaa-3238	66	30	whether	whether	SCONJ
epaa-3238	66	31	to	to	PART
epaa-3238	66	32	attend	attend	VERB
epaa-3238	66	33	college	college	NOUN
epaa-3238	66	34	.	.	PUNCT
epaa-3238	67	1	over	over	ADP
epaa-3238	67	2	a	a	DET
epaa-3238	67	3	lifetime	lifetime	NOUN
epaa-3238	67	4	,	,	PUNCT
epaa-3238	67	5	the	the	DET
epaa-3238	67	6	average	average	ADJ
epaa-3238	67	7	difference	difference	NOUN
epaa-3238	67	8	between	between	ADP
epaa-3238	67	9	a	a	DET
epaa-3238	67	10	high	high	ADJ
epaa-3238	67	11	school	school	NOUN
epaa-3238	67	12	and	and	CCONJ
epaa-3238	67	13	college	college	NOUN
epaa-3238	67	14	graduate	graduate	NOUN
epaa-3238	67	15	’s	’s	PART
epaa-3238	67	16	wages	wage	NOUN
epaa-3238	67	17	is	be	AUX
epaa-3238	67	18	$	$	SYM
epaa-3238	67	19	1	1	NUM
epaa-3238	67	20	million	million	NUM
epaa-3238	67	21	,	,	PUNCT
epaa-3238	67	22	but	but	CCONJ
epaa-3238	67	23	the	the	DET
epaa-3238	67	24	difference	difference	NOUN
epaa-3238	67	25	between	between	ADP
epaa-3238	67	26	the	the	DET
epaa-3238	67	27	lowest	low	ADJ
epaa-3238	67	28	-	-	PUNCT
epaa-3238	67	29	and	and	CCONJ
epaa-3238	67	30	the	the	DET
epaa-3238	67	31	highest	highest	ADV
epaa-3238	67	32	-	-	PUNCT
epaa-3238	67	33	paying	pay	VERB
epaa-3238	67	34	majors	major	NOUN
epaa-3238	67	35	is	be	AUX
epaa-3238	67	36	$	$	SYM
epaa-3238	67	37	3.4	3.4	NUM
epaa-3238	67	38	million	million	NUM
epaa-3238	67	39	.	.	PUNCT
epaa-3238	68	1	over	over	ADP
epaa-3238	68	2	a	a	DET
epaa-3238	68	3	career	career	NOUN
epaa-3238	68	4	,	,	PUNCT
epaa-3238	68	5	a	a	DET
epaa-3238	68	6	bachelor	bachelor	NOUN
epaa-3238	68	7	’s	’s	NOUN
epaa-3238	68	8	degree	degree	NOUN
epaa-3238	68	9	in	in	ADP
epaa-3238	68	10	petroleum	petroleum	NOUN
epaa-3238	68	11	engineering	engineering	NOUN
epaa-3238	68	12	pays	pay	VERB
epaa-3238	68	13	$	$	SYM
epaa-3238	68	14	4.8	4.8	NUM
epaa-3238	68	15	million	million	NUM
epaa-3238	68	16	,	,	PUNCT
epaa-3238	68	17	while	while	SCONJ
epaa-3238	68	18	a	a	DET
epaa-3238	68	19	bachelor	bachelor	NOUN
epaa-3238	68	20	’s	’s	PART
epaa-3238	68	21	degree	degree	NOUN
epaa-3238	68	22	in	in	ADP
epaa-3238	68	23	early	early	ADJ
epaa-3238	68	24	childhood	childhood	NOUN
epaa-3238	68	25	education	education	NOUN
epaa-3238	68	26	pays	pay	VERB
epaa-3238	68	27	$	$	SYM
epaa-3238	68	28	1.4	1.4	NUM
epaa-3238	68	29	million	million	NUM
epaa-3238	68	30	.	.	PUNCT
epaa-3238	69	1	these	these	DET
epaa-3238	69	2	findings	finding	NOUN
epaa-3238	69	3	highlight	highlight	VERB
epaa-3238	69	4	the	the	DET
epaa-3238	69	5	financial	financial	ADJ
epaa-3238	69	6	implications	implication	NOUN
epaa-3238	69	7	of	of	ADP
epaa-3238	69	8	choice	choice	NOUN
epaa-3238	69	9	of	of	ADP
epaa-3238	69	10	college	college	NOUN
epaa-3238	69	11	and	and	CCONJ
epaa-3238	69	12	major	major	NOUN
epaa-3238	69	13	for	for	ADP
epaa-3238	69	14	long	long	ADV
epaa-3238	69	15	-	-	PUNCT
epaa-3238	69	16	run	run	VERB
epaa-3238	69	17	earnings	earning	NOUN
epaa-3238	69	18	and	and	CCONJ
epaa-3238	69	19	give	give	VERB
epaa-3238	69	20	reason	reason	NOUN
epaa-3238	69	21	for	for	SCONJ
epaa-3238	69	22	students	student	NOUN
epaa-3238	69	23	to	to	PART
epaa-3238	69	24	consider	consider	VERB
epaa-3238	69	25	these	these	PRON
epaa-3238	69	26	and	and	CCONJ
epaa-3238	69	27	related	related	ADJ
epaa-3238	69	28	factors	factor	NOUN
epaa-3238	69	29	when	when	SCONJ
epaa-3238	69	30	evaluating	evaluate	VERB
epaa-3238	69	31	the	the	DET
epaa-3238	69	32	payoff	payoff	NOUN
epaa-3238	69	33	of	of	ADP
epaa-3238	69	34	investment	investment	NOUN
epaa-3238	69	35	in	in	ADP
epaa-3238	69	36	college	college	NOUN
epaa-3238	69	37	.	.	PUNCT
epaa-3238	70	1	students	student	NOUN
epaa-3238	70	2	and	and	CCONJ
epaa-3238	70	3	their	their	PRON
epaa-3238	70	4	families	family	NOUN
epaa-3238	70	5	are	be	AUX
epaa-3238	70	6	looking	look	VERB
epaa-3238	70	7	for	for	ADP
epaa-3238	70	8	additional	additional	ADJ
epaa-3238	70	9	information	information	NOUN
epaa-3238	70	10	to	to	PART
epaa-3238	70	11	help	help	VERB
epaa-3238	70	12	them	they	PRON
epaa-3238	70	13	navigate	navigate	VERB
epaa-3238	70	14	the	the	DET
epaa-3238	70	15	high	high	ADJ
epaa-3238	70	16	-	-	PUNCT
epaa-3238	70	17	stakes	stake	NOUN
epaa-3238	70	18	of	of	ADP
epaa-3238	70	19	college	college	NOUN
epaa-3238	70	20	education	education	NOUN
epaa-3238	70	21	.	.	PUNCT
epaa-3238	71	1	this	this	PRON
epaa-3238	71	2	has	have	AUX
epaa-3238	71	3	fueled	fuel	VERB
epaa-3238	71	4	interest	interest	NOUN
epaa-3238	71	5	in	in	ADP
epaa-3238	71	6	two	two	NUM
epaa-3238	71	7	newly	newly	ADV
epaa-3238	71	8	developed	develop	VERB
epaa-3238	71	9	metrics	metric	NOUN
epaa-3238	71	10	that	that	PRON
epaa-3238	71	11	evaluate	evaluate	VERB
epaa-3238	71	12	institutions	institution	NOUN
epaa-3238	71	13	on	on	ADP
epaa-3238	71	14	roi	roi	NOUN
epaa-3238	71	15	,	,	PUNCT
epaa-3238	71	16	include	include	VERB
epaa-3238	71	17	one	one	NUM
epaa-3238	71	18	sponsored	sponsor	VERB
epaa-3238	71	19	by	by	ADP
epaa-3238	71	20	the	the	DET
epaa-3238	71	21	u.s	u.s	PROPN
epaa-3238	71	22	.	.	PROPN
epaa-3238	71	23	department	department	PROPN
epaa-3238	71	24	of	of	ADP
epaa-3238	71	25	education	education	NOUN
epaa-3238	71	26	and	and	CCONJ
epaa-3238	71	27	another	another	PRON
epaa-3238	71	28	developed	develop	VERB
epaa-3238	71	29	by	by	ADP
epaa-3238	71	30	a	a	DET
epaa-3238	71	31	private	private	ADJ
epaa-3238	71	32	-	-	PUNCT
epaa-3238	71	33	sector	sector	NOUN
epaa-3238	71	34	compensation	compensation	NOUN
epaa-3238	71	35	firm	firm	NOUN
epaa-3238	71	36	.	.	PUNCT
epaa-3238	72	1	institutional	institutional	ADJ
epaa-3238	72	2	rankings	ranking	VERB
epaa-3238	72	3	the	the	DET
epaa-3238	72	4	ranking	ranking	NOUN
epaa-3238	72	5	of	of	ADP
epaa-3238	72	6	ihes	ihe	NOUN
epaa-3238	72	7	on	on	ADP
epaa-3238	72	8	a	a	DET
epaa-3238	72	9	wide	wide	ADJ
epaa-3238	72	10	range	range	NOUN
epaa-3238	72	11	of	of	ADP
epaa-3238	72	12	dimensions	dimension	NOUN
epaa-3238	72	13	has	have	VERB
epaa-3238	72	14	a	a	DET
epaa-3238	72	15	long	long	ADJ
epaa-3238	72	16	tradition	tradition	NOUN
epaa-3238	72	17	and	and	CCONJ
epaa-3238	72	18	the	the	DET
epaa-3238	72	19	popularity	popularity	NOUN
epaa-3238	72	20	of	of	ADP
epaa-3238	72	21	ihe	ihe	ADJ
epaa-3238	72	22	rankings	ranking	NOUN
epaa-3238	72	23	persists	persist	NOUN
epaa-3238	72	24	(	(	PUNCT
epaa-3238	72	25	e.g.	e.g.	ADV
epaa-3238	72	26	u.s	u.s	PROPN
epaa-3238	72	27	.	.	PROPN
epaa-3238	72	28	news	news	PROPN
epaa-3238	72	29	,	,	PUNCT
epaa-3238	72	30	barron	barron	PROPN
epaa-3238	72	31	’s	’s	PROPN
epaa-3238	72	32	,	,	PUNCT
epaa-3238	72	33	peterson	peterson	PROPN
epaa-3238	72	34	’s	’s	PROPN
epaa-3238	72	35	,	,	PUNCT
epaa-3238	72	36	fiske	fiske	PROPN
epaa-3238	72	37	,	,	PUNCT
epaa-3238	72	38	princeton	princeton	PROPN
epaa-3238	72	39	review	review	PROPN
epaa-3238	72	40	)	)	PUNCT
epaa-3238	72	41	.	.	PUNCT
epaa-3238	73	1	parents	parent	NOUN
epaa-3238	73	2	,	,	PUNCT
epaa-3238	73	3	students	student	NOUN
epaa-3238	73	4	,	,	PUNCT
epaa-3238	73	5	and	and	CCONJ
epaa-3238	73	6	councilors	councilor	NOUN
epaa-3238	73	7	pay	pay	VERB
epaa-3238	73	8	attention	attention	NOUN
epaa-3238	73	9	to	to	ADP
epaa-3238	73	10	and	and	CCONJ
epaa-3238	73	11	use	use	VERB
epaa-3238	73	12	rankings	ranking	NOUN
epaa-3238	73	13	in	in	ADP
epaa-3238	73	14	making	make	VERB
epaa-3238	73	15	their	their	PRON
epaa-3238	73	16	application	application	NOUN
epaa-3238	73	17	and	and	CCONJ
epaa-3238	73	18	enrollment	enrollment	NOUN
epaa-3238	73	19	decisions	decision	NOUN
epaa-3238	73	20	(	(	PUNCT
epaa-3238	73	21	hossler	hossler	PROPN
epaa-3238	73	22	&	&	CCONJ
epaa-3238	73	23	foley	foley	PROPN
epaa-3238	73	24	,	,	PUNCT
epaa-3238	73	25	1995	1995	NUM
epaa-3238	73	26	;	;	PUNCT
epaa-3238	73	27	mcdonough	mcdonough	PROPN
epaa-3238	73	28	et	et	PROPN
epaa-3238	73	29	al	al	PROPN
epaa-3238	73	30	.	.	PROPN
epaa-3238	73	31	,	,	PUNCT
epaa-3238	73	32	1998	1998	NUM
epaa-3238	73	33	)	)	PUNCT
epaa-3238	73	34	.	.	PUNCT
epaa-3238	74	1	institutions	institution	NOUN
epaa-3238	74	2	often	often	ADV
epaa-3238	74	3	view	view	VERB
epaa-3238	74	4	college	college	NOUN
epaa-3238	74	5	rankings	ranking	NOUN
epaa-3238	74	6	as	as	ADP
epaa-3238	74	7	both	both	DET
epaa-3238	74	8	indicators	indicator	NOUN
epaa-3238	74	9	and	and	CCONJ
epaa-3238	74	10	sources	source	NOUN
epaa-3238	74	11	of	of	ADP
epaa-3238	74	12	prestige	prestige	NOUN
epaa-3238	74	13	(	(	PUNCT
epaa-3238	74	14	ehrenberg	ehrenberg	PROPN
epaa-3238	74	15	;	;	PUNCT
epaa-3238	74	16	2005	2005	NUM
epaa-3238	74	17	;	;	PUNCT
epaa-3238	74	18	o’meara	o’meara	NUM
epaa-3238	74	19	,	,	PUNCT
epaa-3238	74	20	2007	2007	NUM
epaa-3238	74	21	)	)	PUNCT
epaa-3238	74	22	.	.	PUNCT
epaa-3238	75	1	while	while	SCONJ
epaa-3238	75	2	we	we	PRON
epaa-3238	75	3	acknowledge	acknowledge	VERB
epaa-3238	75	4	that	that	SCONJ
epaa-3238	75	5	ihe	ihe	ADJ
epaa-3238	75	6	leaders	leader	NOUN
epaa-3238	75	7	necessarily	necessarily	ADV
epaa-3238	75	8	consider	consider	VERB
epaa-3238	75	9	many	many	ADJ
epaa-3238	75	10	factors	factor	NOUN
epaa-3238	75	11	when	when	SCONJ
epaa-3238	75	12	making	make	VERB
epaa-3238	75	13	decisions	decision	NOUN
epaa-3238	75	14	such	such	ADJ
epaa-3238	75	15	as	as	ADP
epaa-3238	75	16	admissions	admission	NOUN
epaa-3238	75	17	selectivity	selectivity	NOUN
epaa-3238	75	18	,	,	PUNCT
epaa-3238	75	19	resource	resource	NOUN
epaa-3238	75	20	investments	investment	NOUN
epaa-3238	75	21	in	in	ADP
epaa-3238	75	22	education	education	NOUN
epaa-3238	75	23	and	and	CCONJ
epaa-3238	75	24	student	student	NOUN
epaa-3238	75	25	services	service	NOUN
epaa-3238	75	26	,	,	PUNCT
epaa-3238	75	27	and	and	CCONJ
epaa-3238	75	28	student	student	NOUN
epaa-3238	75	29	attributes	attribute	NOUN
epaa-3238	75	30	that	that	PRON
epaa-3238	75	31	determine	determine	VERB
epaa-3238	75	32	the	the	DET
epaa-3238	75	33	demographic	demographic	ADJ
epaa-3238	75	34	makeup	makeup	NOUN
epaa-3238	75	35	of	of	ADP
epaa-3238	75	36	their	their	PRON
epaa-3238	75	37	incoming	incoming	ADJ
epaa-3238	75	38	classes	class	NOUN
epaa-3238	75	39	,	,	PUNCT
epaa-3238	75	40	a	a	DET
epaa-3238	75	41	growing	grow	VERB
epaa-3238	75	42	body	body	NOUN
epaa-3238	75	43	of	of	ADP
epaa-3238	75	44	evidence	evidence	NOUN
epaa-3238	75	45	indicates	indicate	VERB
epaa-3238	75	46	that	that	SCONJ
epaa-3238	75	47	ihes	ihe	NOUN
epaa-3238	75	48	alter	alter	VERB
epaa-3238	75	49	their	their	PRON
epaa-3238	75	50	business	business	NOUN
epaa-3238	75	51	practices	practice	NOUN
epaa-3238	75	52	for	for	ADP
epaa-3238	75	53	the	the	DET
epaa-3238	75	54	express	express	ADJ
epaa-3238	75	55	purpose	purpose	NOUN
epaa-3238	75	56	of	of	ADP
epaa-3238	75	57	improving	improve	VERB
epaa-3238	75	58	their	their	PRON
epaa-3238	75	59	position	position	NOUN
epaa-3238	75	60	in	in	ADP
epaa-3238	75	61	various	various	ADJ
epaa-3238	75	62	ranking	ranking	ADJ
epaa-3238	75	63	systems	system	NOUN
epaa-3238	75	64	(	(	PUNCT
epaa-3238	75	65	sharkey	sharkey	PROPN
epaa-3238	75	66	&	&	CCONJ
epaa-3238	75	67	bromley	bromley	PROPN
epaa-3238	75	68	2015	2015	NUM
epaa-3238	75	69	)	)	PUNCT
epaa-3238	75	70	.	.	PUNCT
epaa-3238	76	1	in	in	ADP
epaa-3238	76	2	fact	fact	NOUN
epaa-3238	76	3	,	,	PUNCT
epaa-3238	76	4	some	some	DET
epaa-3238	76	5	institutions	institution	NOUN
epaa-3238	76	6	develop	develop	VERB
epaa-3238	76	7	rankingsspecific	rankingsspecific	ADJ
epaa-3238	76	8	goals	goal	NOUN
epaa-3238	76	9	,	,	PUNCT
epaa-3238	76	10	at	at	ADP
epaa-3238	76	11	times	time	NOUN
epaa-3238	76	12	including	include	VERB
epaa-3238	76	13	such	such	ADJ
epaa-3238	76	14	goals	goal	NOUN
epaa-3238	76	15	in	in	ADP
epaa-3238	76	16	departmental	departmental	NOUN
epaa-3238	76	17	,	,	PUNCT
epaa-3238	76	18	college	college	NOUN
epaa-3238	76	19	,	,	PUNCT
epaa-3238	76	20	and	and	CCONJ
epaa-3238	76	21	university	university	NOUN
epaa-3238	76	22	strategic	strategic	ADJ
epaa-3238	76	23	plans	plan	NOUN
epaa-3238	76	24	(	(	PUNCT
epaa-3238	76	25	ehrenberg	ehrenberg	PROPN
epaa-3238	76	26	,	,	PUNCT
epaa-3238	76	27	2005	2005	NUM
epaa-3238	76	28	;	;	PUNCT
epaa-3238	76	29	espinosa	espinosa	PROPN
epaa-3238	76	30	,	,	PUNCT
epaa-3238	76	31	crandall	crandall	PROPN
epaa-3238	76	32	,	,	PUNCT
epaa-3238	76	33	&	&	CCONJ
epaa-3238	76	34	tukibayeva	tukibayeva	PROPN
epaa-3238	76	35	,	,	PUNCT
epaa-3238	76	36	2014	2014	NUM
epaa-3238	76	37	)	)	PUNCT
epaa-3238	76	38	.	.	PUNCT
epaa-3238	77	1	responding	respond	VERB
epaa-3238	77	2	to	to	ADP
epaa-3238	77	3	rankings	ranking	NOUN
epaa-3238	77	4	such	such	ADJ
epaa-3238	77	5	as	as	ADP
epaa-3238	77	6	these	these	PRON
epaa-3238	77	7	is	be	AUX
epaa-3238	77	8	a	a	DET
epaa-3238	77	9	well	well	ADV
epaa-3238	77	10	-	-	PUNCT
epaa-3238	77	11	documented	document	VERB
epaa-3238	77	12	phenomenon	phenomenon	NOUN
epaa-3238	77	13	(	(	PUNCT
epaa-3238	77	14	campbell	campbell	PROPN
epaa-3238	77	15	,	,	PUNCT
epaa-3238	77	16	1976	1976	NUM
epaa-3238	77	17	)	)	PUNCT
epaa-3238	77	18	that	that	PRON
epaa-3238	77	19	can	can	AUX
epaa-3238	77	20	have	have	VERB
epaa-3238	77	21	direct	direct	ADJ
epaa-3238	77	22	and	and	CCONJ
epaa-3238	77	23	indirect	indirect	ADJ
epaa-3238	77	24	consequences	consequence	NOUN
epaa-3238	77	25	for	for	ADP
epaa-3238	77	26	students	student	NOUN
epaa-3238	77	27	.	.	PUNCT
epaa-3238	78	1	how	how	SCONJ
epaa-3238	78	2	institutions	institution	NOUN
epaa-3238	78	3	respond	respond	VERB
epaa-3238	78	4	to	to	ADP
epaa-3238	78	5	rankings	ranking	NOUN
epaa-3238	78	6	can	can	AUX
epaa-3238	78	7	impact	impact	VERB
epaa-3238	78	8	the	the	DET
epaa-3238	78	9	racial	racial	ADJ
epaa-3238	78	10	composition	composition	NOUN
epaa-3238	78	11	of	of	ADP
epaa-3238	78	12	incoming	incoming	ADJ
epaa-3238	78	13	cohorts	cohort	NOUN
epaa-3238	78	14	,	,	PUNCT
epaa-3238	78	15	student	student	NOUN
epaa-3238	78	16	acceptance	acceptance	NOUN
epaa-3238	78	17	rates	rate	NOUN
epaa-3238	78	18	,	,	PUNCT
epaa-3238	78	19	the	the	DET
epaa-3238	78	20	share	share	NOUN
epaa-3238	78	21	of	of	ADP
epaa-3238	78	22	accepted	accept	VERB
epaa-3238	78	23	low	low	ADJ
epaa-3238	78	24	-	-	PUNCT
epaa-3238	78	25	income	income	NOUN
epaa-3238	78	26	students	student	NOUN
epaa-3238	78	27	,	,	PUNCT
epaa-3238	78	28	the	the	DET
epaa-3238	78	29	average	average	NOUN
epaa-3238	78	30	sat	sit	VERB
epaa-3238	78	31	scores	score	NOUN
epaa-3238	78	32	of	of	ADP
epaa-3238	78	33	incoming	incoming	ADJ
epaa-3238	78	34	students	student	NOUN
epaa-3238	78	35	,	,	PUNCT
epaa-3238	78	36	and	and	CCONJ
epaa-3238	78	37	institutional	institutional	ADJ
epaa-3238	78	38	spending	spending	NOUN
epaa-3238	78	39	patterns	pattern	NOUN
epaa-3238	78	40	,	,	PUNCT
epaa-3238	78	41	to	to	PART
epaa-3238	78	42	name	name	VERB
epaa-3238	78	43	a	a	DET
epaa-3238	78	44	few	few	ADJ
epaa-3238	78	45	(	(	PUNCT
epaa-3238	78	46	e.g.	e.g.	ADJ
epaa-3238	78	47	,	,	PUNCT
epaa-3238	78	48	clarke	clarke	PROPN
epaa-3238	78	49	,	,	PUNCT
epaa-3238	78	50	2007	2007	NUM
epaa-3238	78	51	;	;	PUNCT
epaa-3238	78	52	ehrenberg	ehrenberg	PROPN
epaa-3238	78	53	,	,	PUNCT
epaa-3238	78	54	2003	2003	NUM
epaa-3238	78	55	;	;	PUNCT
epaa-3238	78	56	espinosa	espinosa	PROPN
epaa-3238	78	57	,	,	PUNCT
epaa-3238	78	58	crandall	crandall	PROPN
epaa-3238	78	59	,	,	PUNCT
epaa-3238	78	60	&	&	CCONJ
epaa-3238	78	61	tukibayeva	tukibayeva	PROPN
epaa-3238	78	62	,	,	PUNCT
epaa-3238	78	63	2014	2014	NUM
epaa-3238	78	64	;	;	PUNCT
epaa-3238	78	65	farrell	farrell	PROPN
epaa-3238	78	66	&	&	CCONJ
epaa-3238	78	67	van	van	PROPN
epaa-3238	78	68	der	der	PROPN
epaa-3238	78	69	werf	werf	NOUN
epaa-3238	78	70	,	,	PUNCT
epaa-3238	78	71	2007	2007	NUM
epaa-3238	78	72	;	;	PUNCT
epaa-3238	78	73	machung	machung	PROPN
epaa-3238	78	74	,	,	PUNCT
epaa-3238	78	75	1995	1995	NUM
epaa-3238	78	76	;	;	PUNCT
epaa-3238	78	77	mcdonough	mcdonough	PROPN
epaa-3238	78	78	et	et	PROPN
epaa-3238	78	79	al	al	PROPN
epaa-3238	78	80	.	.	PROPN
epaa-3238	78	81	,	,	PUNCT
epaa-3238	78	82	1998	1998	NUM
epaa-3238	78	83	;	;	PUNCT
epaa-3238	78	84	meredith	meredith	NOUN
epaa-3238	78	85	,	,	PUNCT
epaa-3238	78	86	2004	2004	NUM
epaa-3238	78	87	;	;	PUNCT
epaa-3238	78	88	monks	monk	NOUN
epaa-3238	78	89	&	&	CCONJ
epaa-3238	78	90	ehrenberg	ehrenberg	PROPN
epaa-3238	78	91	,	,	PUNCT
epaa-3238	78	92	1999	1999	NUM
epaa-3238	78	93	;	;	PUNCT
epaa-3238	78	94	o’meara	o’meara	PROPN
epaa-3238	78	95	,	,	PUNCT
epaa-3238	78	96	2007	2007	NUM
epaa-3238	78	97	;	;	PUNCT
epaa-3238	78	98	shin	shin	NOUN
epaa-3238	78	99	,	,	PUNCT
epaa-3238	78	100	toutkoushian	toutkoushian	ADJ
epaa-3238	78	101	,	,	PUNCT
epaa-3238	78	102	&	&	CCONJ
epaa-3238	78	103	teichler	teichler	NOUN
epaa-3238	78	104	,	,	PUNCT
epaa-3238	78	105	2011	2011	NUM
epaa-3238	78	106	)	)	PUNCT
epaa-3238	78	107	.	.	PUNCT
epaa-3238	79	1	a	a	DET
epaa-3238	79	2	key	key	ADJ
epaa-3238	79	3	point	point	NOUN
epaa-3238	79	4	here	here	ADV
epaa-3238	79	5	is	be	AUX
epaa-3238	79	6	that	that	SCONJ
epaa-3238	79	7	institutional	institutional	ADJ
epaa-3238	79	8	rankings	ranking	NOUN
epaa-3238	79	9	,	,	PUNCT
epaa-3238	79	10	including	include	VERB
epaa-3238	79	11	reputation	reputation	NOUN
epaa-3238	79	12	,	,	PUNCT
epaa-3238	79	13	quality	quality	NOUN
epaa-3238	79	14	,	,	PUNCT
epaa-3238	79	15	and	and	CCONJ
epaa-3238	79	16	financial	financial	ADJ
epaa-3238	79	17	rankings	ranking	NOUN
epaa-3238	79	18	,	,	PUNCT
epaa-3238	79	19	are	be	AUX
epaa-3238	79	20	often	often	ADV
epaa-3238	79	21	accepted	accept	VERB
epaa-3238	79	22	by	by	ADP
epaa-3238	79	23	both	both	CCONJ
epaa-3238	79	24	the	the	DET
epaa-3238	79	25	lay	lay	ADJ
epaa-3238	79	26	public	public	ADJ
epaa-3238	79	27	and	and	CCONJ
epaa-3238	79	28	ihe	ihe	ADJ
epaa-3238	79	29	administrations	administration	NOUN
epaa-3238	79	30	as	as	ADP
epaa-3238	79	31	representing	represent	VERB
epaa-3238	79	32	real	real	ADJ
epaa-3238	79	33	quality	quality	NOUN
epaa-3238	79	34	differences	difference	NOUN
epaa-3238	79	35	between	between	ADP
epaa-3238	79	36	ihes	ihe	NOUN
epaa-3238	79	37	,	,	PUNCT
epaa-3238	79	38	or	or	CCONJ
epaa-3238	79	39	as	as	ADP
epaa-3238	79	40	factors	factor	NOUN
epaa-3238	79	41	which	which	PRON
epaa-3238	79	42	might	might	AUX
epaa-3238	79	43	contribute	contribute	VERB
epaa-3238	79	44	to	to	ADP
epaa-3238	79	45	the	the	DET
epaa-3238	79	46	perception	perception	NOUN
epaa-3238	79	47	of	of	ADP
epaa-3238	79	48	ihe	ihe	ADJ
epaa-3238	79	49	quality	quality	NOUN
epaa-3238	79	50	,	,	PUNCT
epaa-3238	79	51	notwithstanding	notwithstanding	ADP
epaa-3238	79	52	the	the	DET
epaa-3238	79	53	questionable	questionable	ADJ
epaa-3238	79	54	methods	method	NOUN
epaa-3238	79	55	employed	employ	VERB
epaa-3238	79	56	in	in	ADP
epaa-3238	79	57	many	many	ADJ
epaa-3238	79	58	ratings	rating	NOUN
epaa-3238	79	59	metrics	metric	NOUN
epaa-3238	79	60	.	.	PUNCT
epaa-3238	80	1	for	for	ADP
epaa-3238	80	2	many	many	ADJ
epaa-3238	80	3	university	university	NOUN
epaa-3238	80	4	administrators	administrator	NOUN
epaa-3238	80	5	,	,	PUNCT
epaa-3238	80	6	ihe	ihe	ADJ
epaa-3238	80	7	rankings	ranking	NOUN
epaa-3238	80	8	represent	represent	VERB
epaa-3238	80	9	real	real	ADJ
epaa-3238	80	10	social	social	ADJ
epaa-3238	80	11	phenomena	phenomenon	NOUN
epaa-3238	80	12	that	that	PRON
epaa-3238	80	13	warrant	warrant	VERB
epaa-3238	80	14	adjustment	adjustment	NOUN
epaa-3238	80	15	to	to	ADP
epaa-3238	80	16	university	university	NOUN
epaa-3238	80	17	policies	policy	NOUN
epaa-3238	80	18	and	and	CCONJ
epaa-3238	80	19	practices	practice	NOUN
epaa-3238	80	20	(	(	PUNCT
epaa-3238	80	21	espinosa	espinosa	PROPN
epaa-3238	80	22	,	,	PUNCT
epaa-3238	80	23	crandall	crandall	PROPN
epaa-3238	80	24	,	,	PUNCT
epaa-3238	80	25	&	&	CCONJ
epaa-3238	80	26	tukibayeva	tukibayeva	PROPN
epaa-3238	80	27	,	,	PUNCT
epaa-3238	80	28	2014	2014	NUM
epaa-3238	80	29	;	;	PUNCT
epaa-3238	80	30	o’meara	o’meara	NUM
epaa-3238	80	31	,	,	PUNCT
epaa-3238	80	32	2007	2007	NUM
epaa-3238	80	33	)	)	PUNCT
epaa-3238	80	34	.	.	PUNCT
epaa-3238	81	1	in	in	ADP
epaa-3238	81	2	this	this	DET
epaa-3238	81	3	research	research	NOUN
epaa-3238	81	4	,	,	PUNCT
epaa-3238	81	5	we	we	PRON
epaa-3238	81	6	evaluate	evaluate	VERB
epaa-3238	81	7	one	one	NUM
epaa-3238	81	8	such	such	ADJ
epaa-3238	81	9	financial	financial	ADJ
epaa-3238	81	10	ranking	ranking	NOUN
epaa-3238	81	11	index	index	NOUN
epaa-3238	81	12	,	,	PUNCT
epaa-3238	81	13	payscale	payscale	NOUN
epaa-3238	81	14	,	,	PUNCT
epaa-3238	81	15	due	due	ADP
epaa-3238	81	16	to	to	ADP
epaa-3238	81	17	its	its	PRON
epaa-3238	81	18	rapid	rapid	ADJ
epaa-3238	81	19	ascension	ascension	NOUN
epaa-3238	81	20	within	within	ADP
epaa-3238	81	21	the	the	DET
epaa-3238	81	22	ihe	ihe	NOUN
epaa-3238	81	23	ranking	ranking	NOUN
epaa-3238	81	24	industry	industry	NOUN
epaa-3238	81	25	and	and	CCONJ
epaa-3238	81	26	the	the	DET
epaa-3238	81	27	extensiveness	extensiveness	NOUN
epaa-3238	81	28	of	of	ADP
epaa-3238	81	29	its	its	PRON
epaa-3238	81	30	data	datum	NOUN
epaa-3238	81	31	.	.	PUNCT
epaa-3238	82	1	payscale	payscale	PROPN
epaa-3238	82	2	’s	’s	PART
epaa-3238	82	3	roi	roi	NOUN
epaa-3238	82	4	rankings	ranking	NOUN
epaa-3238	82	5	have	have	AUX
epaa-3238	82	6	been	be	AUX
epaa-3238	82	7	widely	widely	ADV
epaa-3238	82	8	distributed	distribute	VERB
epaa-3238	82	9	and	and	CCONJ
epaa-3238	82	10	garnered	garnered	VERB
epaa-3238	82	11	significant	significant	ADJ
epaa-3238	82	12	attention	attention	NOUN
epaa-3238	82	13	among	among	ADP
epaa-3238	82	14	both	both	DET
epaa-3238	82	15	news	news	NOUN
epaa-3238	82	16	organizations	organization	NOUN
epaa-3238	82	17	and	and	CCONJ
epaa-3238	82	18	higher	high	ADJ
epaa-3238	82	19	education	education	NOUN
epaa-3238	82	20	scholars	scholar	NOUN
epaa-3238	82	21	(	(	PUNCT
epaa-3238	82	22	e.g.	e.g.	ADV
epaa-3238	82	23	,	,	PUNCT
epaa-3238	82	24	adams	adams	PROPN
epaa-3238	82	25	,	,	PUNCT
epaa-3238	82	26	2013	2013	NUM
epaa-3238	82	27	;	;	PUNCT
epaa-3238	82	28	carey	carey	PROPN
epaa-3238	82	29	,	,	PUNCT
epaa-3238	82	30	2011	2011	NUM
epaa-3238	82	31	;	;	PUNCT
epaa-3238	82	32	heller	heller	NOUN
epaa-3238	82	33	,	,	PUNCT
epaa-3238	82	34	2013	2013	NUM
epaa-3238	82	35	;	;	PUNCT
epaa-3238	82	36	huffington	huffington	PROPN
epaa-3238	82	37	post	post	PROPN
epaa-3238	82	38	,	,	PUNCT
epaa-3238	82	39	2013	2013	NUM
epaa-3238	82	40	;	;	PUNCT
epaa-3238	82	41	mangan	mangan	PROPN
epaa-3238	82	42	,	,	PUNCT
epaa-3238	82	43	2013	2013	NUM
epaa-3238	82	44	;	;	PUNCT
epaa-3238	82	45	o'shaughnessy	o'shaughnessy	PROPN
epaa-3238	82	46	,	,	PUNCT
epaa-3238	82	47	2013	2013	NUM
epaa-3238	82	48	)	)	PUNCT
epaa-3238	82	49	.	.	PUNCT
epaa-3238	83	1	often	often	ADV
epaa-3238	83	2	,	,	PUNCT
epaa-3238	83	3	the	the	DET
epaa-3238	83	4	payscale	payscale	ADJ
epaa-3238	83	5	rankings	ranking	NOUN
epaa-3238	83	6	are	be	AUX
epaa-3238	83	7	portrayed	portray	VERB
epaa-3238	83	8	as	as	ADP
epaa-3238	83	9	objective	objective	ADJ
epaa-3238	83	10	education	education	NOUN
epaa-3238	83	11	policy	policy	NOUN
epaa-3238	83	12	analysis	analysis	NOUN
epaa-3238	83	13	archives	archive	NOUN
epaa-3238	83	14	vol	vol	NOUN
epaa-3238	83	15	.	.	PUNCT
epaa-3238	84	1	25	25	NUM
epaa-3238	84	2	no	no	NOUN
epaa-3238	84	3	.	.	NOUN
epaa-3238	85	1	110	110	NUM
epaa-3238	85	2	6	6	NUM
epaa-3238	85	3	measures	measure	NOUN
epaa-3238	85	4	of	of	ADP
epaa-3238	85	5	reality	reality	NOUN
epaa-3238	85	6	,	,	PUNCT
epaa-3238	85	7	garnering	garner	VERB
epaa-3238	85	8	such	such	ADJ
epaa-3238	85	9	headlines	headline	NOUN
epaa-3238	85	10	as	as	SCONJ
epaa-3238	85	11	:	:	PUNCT
epaa-3238	85	12	“	"	PUNCT
epaa-3238	85	13	these	these	DET
epaa-3238	85	14	u.s	u.s	PROPN
epaa-3238	85	15	.	.	PROPN
epaa-3238	85	16	colleges	college	NOUN
epaa-3238	85	17	and	and	CCONJ
epaa-3238	85	18	majors	major	NOUN
epaa-3238	85	19	are	be	AUX
epaa-3238	85	20	the	the	DET
epaa-3238	85	21	biggest	big	ADJ
epaa-3238	85	22	waste	waste	NOUN
epaa-3238	85	23	of	of	ADP
epaa-3238	85	24	money	money	NOUN
epaa-3238	85	25	”	"	PUNCT
epaa-3238	85	26	(	(	PUNCT
epaa-3238	85	27	thompson	thompson	NOUN
epaa-3238	85	28	,	,	PUNCT
epaa-3238	85	29	2014	2014	NUM
epaa-3238	85	30	)	)	PUNCT
epaa-3238	85	31	.	.	PUNCT
epaa-3238	86	1	in	in	ADP
epaa-3238	86	2	fact	fact	NOUN
epaa-3238	86	3	,	,	PUNCT
epaa-3238	86	4	forbes	forbes	PROPN
epaa-3238	86	5	,	,	PUNCT
epaa-3238	86	6	the	the	DET
epaa-3238	86	7	daily	daily	ADJ
epaa-3238	86	8	beast	beast	NOUN
epaa-3238	86	9	,	,	PUNCT
epaa-3238	86	10	and	and	CCONJ
epaa-3238	86	11	the	the	DET
epaa-3238	86	12	chronicle	chronicle	NOUN
epaa-3238	86	13	of	of	ADP
epaa-3238	86	14	higher	high	ADJ
epaa-3238	86	15	education	education	NOUN
epaa-3238	86	16	,	,	PUNCT
epaa-3238	86	17	to	to	PART
epaa-3238	86	18	name	name	VERB
epaa-3238	86	19	a	a	DET
epaa-3238	86	20	few	few	ADJ
epaa-3238	86	21	,	,	PUNCT
epaa-3238	86	22	now	now	ADV
epaa-3238	86	23	utilize	utilize	VERB
epaa-3238	86	24	the	the	DET
epaa-3238	86	25	payscale	payscale	PROPN
epaa-3238	86	26	roi	roi	NOUN
epaa-3238	86	27	data	datum	NOUN
epaa-3238	86	28	as	as	ADP
epaa-3238	86	29	critical	critical	ADJ
epaa-3238	86	30	metrics	metric	NOUN
epaa-3238	86	31	in	in	ADP
epaa-3238	86	32	their	their	PRON
epaa-3238	86	33	institutional	institutional	ADJ
epaa-3238	86	34	rankings	ranking	NOUN
epaa-3238	86	35	and	and	CCONJ
epaa-3238	86	36	information	information	NOUN
epaa-3238	86	37	tools	tool	NOUN
epaa-3238	86	38	(	(	PUNCT
epaa-3238	86	39	noer	noer	NOUN
epaa-3238	86	40	,	,	PUNCT
epaa-3238	86	41	2012	2012	NUM
epaa-3238	86	42	;	;	PUNCT
epaa-3238	86	43	the	the	DET
epaa-3238	86	44	chronicle	chronicle	NOUN
epaa-3238	86	45	of	of	ADP
epaa-3238	86	46	higher	high	ADJ
epaa-3238	86	47	education	education	NOUN
epaa-3238	86	48	,	,	PUNCT
epaa-3238	86	49	2013	2013	NUM
epaa-3238	86	50	;	;	PUNCT
epaa-3238	86	51	the	the	DET
epaa-3238	86	52	daily	daily	ADJ
epaa-3238	86	53	beast	beast	NOUN
epaa-3238	86	54	,	,	PUNCT
epaa-3238	86	55	2013	2013	NUM
epaa-3238	86	56	)	)	PUNCT
epaa-3238	86	57	.	.	PUNCT
epaa-3238	87	1	the	the	DET
epaa-3238	87	2	recent	recent	ADJ
epaa-3238	87	3	inclusion	inclusion	NOUN
epaa-3238	87	4	of	of	ADP
epaa-3238	87	5	measures	measure	NOUN
epaa-3238	87	6	of	of	ADP
epaa-3238	87	7	roi	roi	NOUN
epaa-3238	87	8	in	in	ADP
epaa-3238	87	9	the	the	DET
epaa-3238	87	10	department	department	NOUN
epaa-3238	87	11	of	of	ADP
epaa-3238	87	12	education	education	PROPN
epaa-3238	87	13	’s	’s	PART
epaa-3238	87	14	college	college	NOUN
epaa-3238	87	15	information	information	NOUN
epaa-3238	87	16	system	system	NOUN
epaa-3238	87	17	perpetuates	perpetuate	VERB
epaa-3238	87	18	what	what	PRON
epaa-3238	87	19	some	some	DET
epaa-3238	87	20	observers	observer	NOUN
epaa-3238	87	21	argue	argue	VERB
epaa-3238	87	22	is	be	AUX
epaa-3238	87	23	a	a	DET
epaa-3238	87	24	growing	grow	VERB
epaa-3238	87	25	emphasis	emphasis	NOUN
epaa-3238	87	26	on	on	ADP
epaa-3238	87	27	the	the	DET
epaa-3238	87	28	economic	economic	ADJ
epaa-3238	87	29	value	value	NOUN
epaa-3238	87	30	of	of	ADP
epaa-3238	87	31	college	college	NOUN
epaa-3238	87	32	at	at	ADP
epaa-3238	87	33	the	the	DET
epaa-3238	87	34	expense	expense	NOUN
epaa-3238	87	35	of	of	ADP
epaa-3238	87	36	non	non	ADJ
epaa-3238	87	37	-	-	ADJ
epaa-3238	87	38	market	market	ADJ
epaa-3238	87	39	benefits	benefit	NOUN
epaa-3238	87	40	(	(	PUNCT
epaa-3238	87	41	carlson	carlson	PROPN
epaa-3238	87	42	,	,	PUNCT
epaa-3238	87	43	2013	2013	NUM
epaa-3238	87	44	)	)	PUNCT
epaa-3238	87	45	.	.	PUNCT
epaa-3238	88	1	for	for	ADP
epaa-3238	88	2	these	these	DET
epaa-3238	88	3	reasons	reason	NOUN
epaa-3238	88	4	,	,	PUNCT
epaa-3238	88	5	we	we	PRON
epaa-3238	88	6	argue	argue	VERB
epaa-3238	88	7	that	that	SCONJ
epaa-3238	88	8	rigorous	rigorous	ADJ
epaa-3238	88	9	investigation	investigation	NOUN
epaa-3238	88	10	of	of	ADP
epaa-3238	88	11	the	the	DET
epaa-3238	88	12	payscale	payscale	PROPN
epaa-3238	88	13	roi	roi	NOUN
epaa-3238	88	14	index	index	NOUN
epaa-3238	88	15	is	be	AUX
epaa-3238	88	16	warranted	warrant	VERB
epaa-3238	88	17	.	.	PUNCT
epaa-3238	89	1	apart	apart	ADV
epaa-3238	89	2	from	from	ADP
epaa-3238	89	3	the	the	DET
epaa-3238	89	4	limitations	limitation	NOUN
epaa-3238	89	5	of	of	ADP
epaa-3238	89	6	the	the	DET
epaa-3238	89	7	payscale	payscale	ADJ
epaa-3238	89	8	data	datum	NOUN
epaa-3238	89	9	,	,	PUNCT
epaa-3238	89	10	which	which	PRON
epaa-3238	89	11	we	we	PRON
epaa-3238	89	12	discuss	discuss	VERB
epaa-3238	89	13	later	later	ADV
epaa-3238	89	14	,	,	PUNCT
epaa-3238	89	15	we	we	PRON
epaa-3238	89	16	view	view	VERB
epaa-3238	89	17	it	it	PRON
epaa-3238	89	18	as	as	ADP
epaa-3238	89	19	a	a	DET
epaa-3238	89	20	useful	useful	ADJ
epaa-3238	89	21	index	index	NOUN
epaa-3238	89	22	to	to	PART
epaa-3238	89	23	develop	develop	VERB
epaa-3238	89	24	a	a	DET
epaa-3238	89	25	fuller	full	ADJ
epaa-3238	89	26	understanding	understanding	NOUN
epaa-3238	89	27	of	of	ADP
epaa-3238	89	28	the	the	DET
epaa-3238	89	29	determinants	determinant	NOUN
epaa-3238	89	30	of	of	ADP
epaa-3238	89	31	variation	variation	NOUN
epaa-3238	89	32	in	in	ADP
epaa-3238	89	33	roi	roi	NOUN
epaa-3238	89	34	across	across	ADP
epaa-3238	89	35	institutions	institution	NOUN
epaa-3238	89	36	of	of	ADP
epaa-3238	89	37	higher	high	ADJ
epaa-3238	89	38	education	education	NOUN
epaa-3238	89	39	and	and	CCONJ
epaa-3238	89	40	a	a	DET
epaa-3238	89	41	benchmark	benchmark	NOUN
epaa-3238	89	42	against	against	ADP
epaa-3238	89	43	which	which	PRON
epaa-3238	89	44	to	to	PART
epaa-3238	89	45	gauge	gauge	VERB
epaa-3238	89	46	findings	finding	NOUN
epaa-3238	89	47	from	from	ADP
epaa-3238	89	48	research	research	NOUN
epaa-3238	89	49	based	base	VERB
epaa-3238	89	50	on	on	ADP
epaa-3238	89	51	other	other	ADJ
epaa-3238	89	52	institutional	institutional	ADJ
epaa-3238	89	53	roi	roi	NOUN
epaa-3238	89	54	metrics	metric	NOUN
epaa-3238	89	55	.	.	PUNCT
epaa-3238	90	1	and	and	CCONJ
epaa-3238	90	2	further	far	ADV
epaa-3238	90	3	,	,	PUNCT
epaa-3238	90	4	previous	previous	ADJ
epaa-3238	90	5	research	research	NOUN
epaa-3238	90	6	has	have	AUX
epaa-3238	90	7	shown	show	VERB
epaa-3238	90	8	that	that	SCONJ
epaa-3238	90	9	the	the	DET
epaa-3238	90	10	earnings	earning	NOUN
epaa-3238	90	11	data	datum	NOUN
epaa-3238	90	12	contained	contain	VERB
epaa-3238	90	13	in	in	ADP
epaa-3238	90	14	the	the	DET
epaa-3238	90	15	department	department	NOUN
epaa-3238	90	16	of	of	ADP
epaa-3238	90	17	education	education	PROPN
epaa-3238	90	18	’s	’s	PART
epaa-3238	90	19	college	college	NOUN
epaa-3238	90	20	scorecard	scorecard	NOUN
epaa-3238	90	21	database	database	NOUN
epaa-3238	90	22	is	be	AUX
epaa-3238	90	23	highly	highly	ADV
epaa-3238	90	24	correlated	correlate	VERB
epaa-3238	90	25	with	with	ADP
epaa-3238	90	26	the	the	DET
epaa-3238	90	27	payscale	payscale	ADJ
epaa-3238	90	28	data	datum	NOUN
epaa-3238	90	29	across	across	ADP
epaa-3238	90	30	matched	match	VERB
epaa-3238	90	31	schools	school	NOUN
epaa-3238	90	32	(	(	PUNCT
epaa-3238	90	33	kulkarni	kulkarni	PROPN
epaa-3238	90	34	&	&	CCONJ
epaa-3238	90	35	rothwell	rothwell	PROPN
epaa-3238	90	36	,	,	PUNCT
epaa-3238	90	37	2015	2015	NUM
epaa-3238	90	38	)	)	PUNCT
epaa-3238	90	39	,	,	PUNCT
epaa-3238	90	40	suggesting	suggest	VERB
epaa-3238	90	41	that	that	SCONJ
epaa-3238	90	42	the	the	DET
epaa-3238	90	43	statistical	statistical	ADJ
epaa-3238	90	44	associations	association	NOUN
epaa-3238	90	45	reported	report	VERB
epaa-3238	90	46	below	below	ADV
epaa-3238	90	47	would	would	AUX
epaa-3238	90	48	be	be	AUX
epaa-3238	90	49	broadly	broadly	ADV
epaa-3238	90	50	similar	similar	ADJ
epaa-3238	90	51	for	for	ADP
epaa-3238	90	52	the	the	DET
epaa-3238	90	53	scorecard	scorecard	NOUN
epaa-3238	90	54	data	datum	NOUN
epaa-3238	90	55	,	,	PUNCT
epaa-3238	90	56	though	though	SCONJ
epaa-3238	90	57	future	future	ADJ
epaa-3238	90	58	work	work	NOUN
epaa-3238	90	59	will	will	AUX
epaa-3238	90	60	need	need	VERB
epaa-3238	90	61	to	to	PART
epaa-3238	90	62	confirm	confirm	VERB
epaa-3238	90	63	this	this	DET
epaa-3238	90	64	assertion	assertion	NOUN
epaa-3238	90	65	.	.	PUNCT
epaa-3238	91	1	theoretical	theoretical	ADJ
epaa-3238	91	2	framework	framework	NOUN
epaa-3238	91	3	human	human	ADJ
epaa-3238	91	4	capital	capital	NOUN
epaa-3238	91	5	theory	theory	NOUN
epaa-3238	91	6	posits	posit	NOUN
epaa-3238	91	7	that	that	SCONJ
epaa-3238	91	8	investments	investment	NOUN
epaa-3238	91	9	in	in	ADP
epaa-3238	91	10	human	human	ADJ
epaa-3238	91	11	capital	capital	NOUN
epaa-3238	91	12	will	will	AUX
epaa-3238	91	13	yield	yield	VERB
epaa-3238	91	14	significant	significant	ADJ
epaa-3238	91	15	individual	individual	ADJ
epaa-3238	91	16	and	and	CCONJ
epaa-3238	91	17	societal	societal	ADJ
epaa-3238	91	18	returns	return	NOUN
epaa-3238	91	19	(	(	PUNCT
epaa-3238	91	20	becker	becker	NOUN
epaa-3238	91	21	,	,	PUNCT
epaa-3238	91	22	1993	1993	NUM
epaa-3238	91	23	;	;	PUNCT
epaa-3238	91	24	bowen	bowen	PROPN
epaa-3238	91	25	,	,	PUNCT
epaa-3238	91	26	1977	1977	NUM
epaa-3238	91	27	)	)	PUNCT
epaa-3238	91	28	.	.	PUNCT
epaa-3238	92	1	the	the	DET
epaa-3238	92	2	central	central	ADJ
epaa-3238	92	3	idea	idea	NOUN
epaa-3238	92	4	of	of	ADP
epaa-3238	92	5	human	human	ADJ
epaa-3238	92	6	capital	capital	NOUN
epaa-3238	92	7	theory	theory	NOUN
epaa-3238	92	8	is	be	AUX
epaa-3238	92	9	that	that	SCONJ
epaa-3238	92	10	observed	observe	VERB
epaa-3238	92	11	variation	variation	NOUN
epaa-3238	92	12	in	in	ADP
epaa-3238	92	13	post	post	ADJ
epaa-3238	92	14	-	-	ADJ
epaa-3238	92	15	graduation	graduation	ADJ
epaa-3238	92	16	earnings	earning	NOUN
epaa-3238	92	17	by	by	ADP
epaa-3238	92	18	level	level	NOUN
epaa-3238	92	19	of	of	ADP
epaa-3238	92	20	education	education	NOUN
epaa-3238	92	21	reflects	reflect	VERB
epaa-3238	92	22	returns	return	NOUN
epaa-3238	92	23	to	to	ADP
epaa-3238	92	24	individuals	individual	NOUN
epaa-3238	92	25	’	'	PUNCT
epaa-3238	92	26	rational	rational	ADJ
epaa-3238	92	27	investment	investment	NOUN
epaa-3238	92	28	in	in	ADP
epaa-3238	92	29	education	education	NOUN
epaa-3238	92	30	.	.	PUNCT
epaa-3238	93	1	mincer	mincer	NOUN
epaa-3238	93	2	’s	’s	PART
epaa-3238	93	3	(	(	PUNCT
epaa-3238	93	4	1974	1974	NUM
epaa-3238	93	5	)	)	PUNCT
epaa-3238	93	6	pioneering	pioneer	VERB
epaa-3238	93	7	work	work	NOUN
epaa-3238	93	8	on	on	ADP
epaa-3238	93	9	the	the	DET
epaa-3238	93	10	economic	economic	ADJ
epaa-3238	93	11	returns	return	NOUN
epaa-3238	93	12	to	to	ADP
epaa-3238	93	13	education	education	NOUN
epaa-3238	93	14	operated	operate	VERB
epaa-3238	93	15	from	from	ADP
epaa-3238	93	16	an	an	DET
epaa-3238	93	17	expanded	expand	VERB
epaa-3238	93	18	human	human	ADJ
epaa-3238	93	19	capital	capital	NOUN
epaa-3238	93	20	framework	framework	NOUN
epaa-3238	93	21	.	.	PUNCT
epaa-3238	94	1	prior	prior	ADV
epaa-3238	94	2	to	to	ADP
epaa-3238	94	3	mincer	mincer	NOUN
epaa-3238	94	4	,	,	PUNCT
epaa-3238	94	5	researchers	researcher	NOUN
epaa-3238	94	6	attempted	attempt	VERB
epaa-3238	94	7	to	to	PART
epaa-3238	94	8	tie	tie	VERB
epaa-3238	94	9	education	education	NOUN
epaa-3238	94	10	to	to	ADP
epaa-3238	94	11	earnings	earning	NOUN
epaa-3238	94	12	without	without	ADP
epaa-3238	94	13	accounting	account	VERB
epaa-3238	94	14	for	for	ADP
epaa-3238	94	15	other	other	ADJ
epaa-3238	94	16	important	important	ADJ
epaa-3238	94	17	human	human	ADJ
epaa-3238	94	18	capital	capital	NOUN
epaa-3238	94	19	investments	investment	NOUN
epaa-3238	94	20	such	such	ADJ
epaa-3238	94	21	as	as	ADP
epaa-3238	94	22	post	post	ADJ
epaa-3238	94	23	-	-	ADJ
epaa-3238	94	24	school	school	ADJ
epaa-3238	94	25	investments	investment	NOUN
epaa-3238	94	26	.	.	PUNCT
epaa-3238	95	1	mincer	mincer	NOUN
epaa-3238	95	2	’s	’s	PART
epaa-3238	95	3	earnings	earning	NOUN
epaa-3238	95	4	function	function	NOUN
epaa-3238	95	5	has	have	AUX
epaa-3238	95	6	formed	form	VERB
epaa-3238	95	7	the	the	DET
epaa-3238	95	8	cornerstone	cornerstone	NOUN
epaa-3238	95	9	of	of	ADP
epaa-3238	95	10	research	research	NOUN
epaa-3238	95	11	meant	mean	VERB
epaa-3238	95	12	to	to	PART
epaa-3238	95	13	predict	predict	VERB
epaa-3238	95	14	returns	return	NOUN
epaa-3238	95	15	to	to	ADP
epaa-3238	95	16	education	education	NOUN
epaa-3238	95	17	and	and	CCONJ
epaa-3238	95	18	explain	explain	VERB
epaa-3238	95	19	income	income	NOUN
epaa-3238	95	20	inequality	inequality	NOUN
epaa-3238	95	21	in	in	ADP
epaa-3238	95	22	the	the	DET
epaa-3238	95	23	united	united	PROPN
epaa-3238	95	24	states	states	PROPN
epaa-3238	95	25	.	.	PUNCT
epaa-3238	96	1	recent	recent	ADJ
epaa-3238	96	2	extensions	extension	NOUN
epaa-3238	96	3	of	of	ADP
epaa-3238	96	4	mincer	mincer	NOUN
epaa-3238	96	5	’s	’s	PART
epaa-3238	96	6	work	work	NOUN
epaa-3238	96	7	that	that	PRON
epaa-3238	96	8	relax	relax	VERB
epaa-3238	96	9	key	key	ADJ
epaa-3238	96	10	model	model	NOUN
epaa-3238	96	11	assumptions	assumption	NOUN
epaa-3238	96	12	to	to	PART
epaa-3238	96	13	account	account	VERB
epaa-3238	96	14	for	for	ADP
epaa-3238	96	15	uncertainty	uncertainty	NOUN
epaa-3238	96	16	,	,	PUNCT
epaa-3238	96	17	taxes	taxis	NOUN
epaa-3238	96	18	,	,	PUNCT
epaa-3238	96	19	tuition	tuition	NOUN
epaa-3238	96	20	,	,	PUNCT
epaa-3238	96	21	nonlinearity	nonlinearity	NOUN
epaa-3238	96	22	in	in	ADP
epaa-3238	96	23	schooling	schooling	NOUN
epaa-3238	96	24	,	,	PUNCT
epaa-3238	96	25	and	and	CCONJ
epaa-3238	96	26	inseparability	inseparability	NOUN
epaa-3238	96	27	of	of	ADP
epaa-3238	96	28	schooling	schooling	NOUN
epaa-3238	96	29	and	and	CCONJ
epaa-3238	96	30	work	work	NOUN
epaa-3238	96	31	experience	experience	NOUN
epaa-3238	96	32	have	have	AUX
epaa-3238	96	33	further	far	ADV
epaa-3238	96	34	extended	extend	VERB
epaa-3238	96	35	the	the	DET
epaa-3238	96	36	explanatory	explanatory	ADJ
epaa-3238	96	37	power	power	NOUN
epaa-3238	96	38	of	of	ADP
epaa-3238	96	39	the	the	DET
epaa-3238	96	40	human	human	ADJ
epaa-3238	96	41	capital	capital	NOUN
epaa-3238	96	42	framework	framework	NOUN
epaa-3238	96	43	(	(	PUNCT
epaa-3238	96	44	heckman	heckman	PROPN
epaa-3238	96	45	,	,	PUNCT
epaa-3238	96	46	lochner	lochner	NOUN
epaa-3238	96	47	,	,	PUNCT
epaa-3238	96	48	&	&	CCONJ
epaa-3238	96	49	todd	todd	NOUN
epaa-3238	96	50	,	,	PUNCT
epaa-3238	96	51	2003	2003	NUM
epaa-3238	96	52	)	)	PUNCT
epaa-3238	96	53	.	.	PUNCT
epaa-3238	97	1	others	other	NOUN
epaa-3238	97	2	have	have	AUX
epaa-3238	97	3	explored	explore	VERB
epaa-3238	97	4	the	the	DET
epaa-3238	97	5	relationship	relationship	NOUN
epaa-3238	97	6	between	between	ADP
epaa-3238	97	7	institutional	institutional	ADJ
epaa-3238	97	8	type	type	NOUN
epaa-3238	97	9	,	,	PUNCT
epaa-3238	97	10	race	race	NOUN
epaa-3238	97	11	,	,	PUNCT
epaa-3238	97	12	major	major	ADJ
epaa-3238	97	13	,	,	PUNCT
epaa-3238	97	14	level	level	NOUN
epaa-3238	97	15	of	of	ADP
epaa-3238	97	16	education	education	NOUN
epaa-3238	97	17	,	,	PUNCT
epaa-3238	97	18	and	and	CCONJ
epaa-3238	97	19	earnings	earning	NOUN
epaa-3238	97	20	outcomes	outcome	NOUN
epaa-3238	97	21	(	(	PUNCT
epaa-3238	97	22	e.g.	e.g.	ADV
epaa-3238	97	23	,	,	PUNCT
epaa-3238	97	24	altonji	altonji	X
epaa-3238	97	25	,	,	PUNCT
epaa-3238	97	26	blom	blom	NOUN
epaa-3238	97	27	,	,	PUNCT
epaa-3238	97	28	&	&	CCONJ
epaa-3238	97	29	meghir	meghir	NOUN
epaa-3238	97	30	,	,	PUNCT
epaa-3238	97	31	2012	2012	NUM
epaa-3238	97	32	;	;	PUNCT
epaa-3238	97	33	bowen	bowen	PROPN
epaa-3238	97	34	,	,	PUNCT
epaa-3238	97	35	1977	1977	NUM
epaa-3238	97	36	;	;	PUNCT
epaa-3238	97	37	pascarella	pascarella	PROPN
epaa-3238	97	38	&	&	CCONJ
epaa-3238	97	39	terenzini	terenzini	PROPN
epaa-3238	97	40	,	,	PUNCT
epaa-3238	97	41	2005	2005	NUM
epaa-3238	97	42	;	;	PUNCT
epaa-3238	97	43	sanders	sanders	PROPN
epaa-3238	97	44	&	&	CCONJ
epaa-3238	97	45	taber	taber	PROPN
epaa-3238	97	46	,	,	PUNCT
epaa-3238	97	47	2012	2012	NUM
epaa-3238	97	48	;	;	PUNCT
epaa-3238	97	49	thomas	thomas	PROPN
epaa-3238	97	50	&	&	CCONJ
epaa-3238	97	51	zhang	zhang	PROPN
epaa-3238	97	52	,	,	PUNCT
epaa-3238	97	53	2005	2005	NUM
epaa-3238	97	54	)	)	PUNCT
epaa-3238	97	55	.	.	PUNCT
epaa-3238	98	1	most	most	ADV
epaa-3238	98	2	recently	recently	ADV
epaa-3238	98	3	,	,	PUNCT
epaa-3238	98	4	postsecondary	postsecondary	ADJ
epaa-3238	98	5	researchers	researcher	NOUN
epaa-3238	98	6	have	have	AUX
epaa-3238	98	7	extended	extend	VERB
epaa-3238	98	8	the	the	DET
epaa-3238	98	9	traditional	traditional	ADJ
epaa-3238	98	10	view	view	NOUN
epaa-3238	98	11	of	of	ADP
epaa-3238	98	12	human	human	ADJ
epaa-3238	98	13	capital	capital	NOUN
epaa-3238	98	14	theory	theory	NOUN
epaa-3238	98	15	to	to	PART
epaa-3238	98	16	include	include	VERB
epaa-3238	98	17	the	the	DET
epaa-3238	98	18	wider	wide	ADJ
epaa-3238	98	19	social	social	ADJ
epaa-3238	98	20	,	,	PUNCT
epaa-3238	98	21	economic	economic	ADJ
epaa-3238	98	22	,	,	PUNCT
epaa-3238	98	23	and	and	CCONJ
epaa-3238	98	24	policy	policy	NOUN
epaa-3238	98	25	context	context	NOUN
epaa-3238	98	26	in	in	ADP
epaa-3238	98	27	which	which	PRON
epaa-3238	98	28	colleges	college	NOUN
epaa-3238	98	29	and	and	CCONJ
epaa-3238	98	30	universities	university	NOUN
epaa-3238	98	31	operate	operate	VERB
epaa-3238	98	32	(	(	PUNCT
epaa-3238	98	33	perna	perna	NOUN
epaa-3238	98	34	,	,	PUNCT
epaa-3238	98	35	2006	2006	NUM
epaa-3238	98	36	)	)	PUNCT
epaa-3238	98	37	.	.	PUNCT
epaa-3238	99	1	although	although	SCONJ
epaa-3238	99	2	human	human	ADJ
epaa-3238	99	3	capital	capital	NOUN
epaa-3238	99	4	theory	theory	NOUN
epaa-3238	99	5	was	be	AUX
epaa-3238	99	6	formulated	formulate	VERB
epaa-3238	99	7	to	to	PART
epaa-3238	99	8	explain	explain	VERB
epaa-3238	99	9	individual	individual	ADJ
epaa-3238	99	10	-	-	PUNCT
epaa-3238	99	11	level	level	NOUN
epaa-3238	99	12	differences	difference	NOUN
epaa-3238	99	13	in	in	ADP
epaa-3238	99	14	roi	roi	NOUN
epaa-3238	99	15	,	,	PUNCT
epaa-3238	99	16	the	the	DET
epaa-3238	99	17	strong	strong	ADJ
epaa-3238	99	18	linkage	linkage	NOUN
epaa-3238	99	19	between	between	ADP
epaa-3238	99	20	the	the	DET
epaa-3238	99	21	earnings	earning	NOUN
epaa-3238	99	22	of	of	ADP
epaa-3238	99	23	college	college	NOUN
epaa-3238	99	24	graduates	graduate	NOUN
epaa-3238	99	25	and	and	CCONJ
epaa-3238	99	26	institutional	institutional	ADJ
epaa-3238	99	27	differences	difference	NOUN
epaa-3238	99	28	in	in	ADP
epaa-3238	99	29	the	the	DET
epaa-3238	99	30	earning	earn	VERB
epaa-3238	99	31	potential	potential	NOUN
epaa-3238	99	32	of	of	ADP
epaa-3238	99	33	their	their	PRON
epaa-3238	99	34	alumni	alumnus	NOUN
epaa-3238	99	35	suggest	suggest	VERB
epaa-3238	99	36	the	the	DET
epaa-3238	99	37	theory	theory	NOUN
epaa-3238	99	38	can	can	AUX
epaa-3238	99	39	be	be	AUX
epaa-3238	99	40	leveraged	leverage	VERB
epaa-3238	99	41	to	to	PART
epaa-3238	99	42	gain	gain	VERB
epaa-3238	99	43	traction	traction	NOUN
epaa-3238	99	44	on	on	ADP
epaa-3238	99	45	the	the	DET
epaa-3238	99	46	mechanisms	mechanism	NOUN
epaa-3238	99	47	influencing	influence	VERB
epaa-3238	99	48	institutional	institutional	ADJ
epaa-3238	99	49	variation	variation	NOUN
epaa-3238	99	50	in	in	ADP
epaa-3238	99	51	roi	roi	NOUN
epaa-3238	99	52	.	.	PUNCT
epaa-3238	100	1	in	in	ADP
epaa-3238	100	2	his	his	PRON
epaa-3238	100	3	study	study	NOUN
epaa-3238	100	4	of	of	ADP
epaa-3238	100	5	the	the	DET
epaa-3238	100	6	determinants	determinant	NOUN
epaa-3238	100	7	of	of	ADP
epaa-3238	100	8	studentlevel	studentlevel	ADJ
epaa-3238	100	9	variation	variation	NOUN
epaa-3238	100	10	in	in	ADP
epaa-3238	100	11	roi	roi	NOUN
epaa-3238	100	12	,	,	PUNCT
epaa-3238	100	13	thomas	thomas	PROPN
epaa-3238	100	14	(	(	PUNCT
epaa-3238	100	15	2000	2000	NUM
epaa-3238	100	16	)	)	PUNCT
epaa-3238	100	17	used	use	VERB
epaa-3238	100	18	multi	multi	ADJ
epaa-3238	100	19	-	-	ADJ
epaa-3238	100	20	level	level	ADJ
epaa-3238	100	21	models	model	NOUN
epaa-3238	100	22	that	that	PRON
epaa-3238	100	23	allowed	allow	VERB
epaa-3238	100	24	him	he	PRON
epaa-3238	100	25	to	to	PART
epaa-3238	100	26	decompose	decompose	VERB
epaa-3238	100	27	total	total	ADJ
epaa-3238	100	28	roi	roi	NOUN
epaa-3238	100	29	variation	variation	NOUN
epaa-3238	100	30	into	into	ADP
epaa-3238	100	31	an	an	DET
epaa-3238	100	32	individual	individual	ADJ
epaa-3238	100	33	-	-	PUNCT
epaa-3238	100	34	level	level	NOUN
epaa-3238	100	35	and	and	CCONJ
epaa-3238	100	36	an	an	DET
epaa-3238	100	37	institution	institution	NOUN
epaa-3238	100	38	-	-	PUNCT
epaa-3238	100	39	level	level	NOUN
epaa-3238	100	40	component	component	NOUN
epaa-3238	100	41	.	.	PUNCT
epaa-3238	101	1	that	that	DET
epaa-3238	101	2	work	work	NOUN
epaa-3238	101	3	,	,	PUNCT
epaa-3238	101	4	which	which	PRON
epaa-3238	101	5	was	be	AUX
epaa-3238	101	6	based	base	VERB
epaa-3238	101	7	on	on	ADP
epaa-3238	101	8	surveys	survey	NOUN
epaa-3238	101	9	of	of	ADP
epaa-3238	101	10	recent	recent	ADJ
epaa-3238	101	11	college	college	NOUN
epaa-3238	101	12	graduates	graduate	NOUN
epaa-3238	101	13	,	,	PUNCT
epaa-3238	101	14	produced	produce	VERB
epaa-3238	101	15	two	two	NUM
epaa-3238	101	16	important	important	ADJ
epaa-3238	101	17	findings	finding	NOUN
epaa-3238	101	18	that	that	PRON
epaa-3238	101	19	are	be	AUX
epaa-3238	101	20	germane	germane	ADJ
epaa-3238	101	21	to	to	ADP
epaa-3238	101	22	our	our	PRON
epaa-3238	101	23	own	own	ADJ
epaa-3238	101	24	investigation	investigation	NOUN
epaa-3238	101	25	.	.	PUNCT
epaa-3238	102	1	first	first	ADV
epaa-3238	102	2	,	,	PUNCT
epaa-3238	102	3	thomas	thomas	PROPN
epaa-3238	102	4	(	(	PUNCT
epaa-3238	102	5	2000	2000	NUM
epaa-3238	102	6	)	)	PUNCT
epaa-3238	102	7	showed	show	VERB
epaa-3238	102	8	that	that	SCONJ
epaa-3238	102	9	ihe	ihe	ADJ
epaa-3238	102	10	-	-	PUNCT
epaa-3238	102	11	level	level	NOUN
epaa-3238	102	12	variation	variation	NOUN
epaa-3238	102	13	in	in	ADP
epaa-3238	102	14	roi	roi	NOUN
epaa-3238	102	15	was	be	AUX
epaa-3238	102	16	substantial	substantial	ADJ
epaa-3238	102	17	and	and	CCONJ
epaa-3238	102	18	systematic	systematic	ADJ
epaa-3238	102	19	,	,	PUNCT
epaa-3238	102	20	and	and	CCONJ
epaa-3238	102	21	second	second	ADJ
epaa-3238	102	22	,	,	PUNCT
epaa-3238	102	23	student	student	NOUN
epaa-3238	102	24	-	-	PUNCT
epaa-3238	102	25	level	level	NOUN
epaa-3238	102	26	attributes	attribute	NOUN
epaa-3238	102	27	were	be	AUX
epaa-3238	102	28	able	able	ADJ
epaa-3238	102	29	to	to	PART
epaa-3238	102	30	account	account	VERB
epaa-3238	102	31	for	for	ADP
epaa-3238	102	32	a	a	DET
epaa-3238	102	33	sizable	sizable	ADJ
epaa-3238	102	34	portion	portion	NOUN
epaa-3238	102	35	of	of	ADP
epaa-3238	102	36	inter	inter	ADJ
epaa-3238	102	37	-	-	ADJ
epaa-3238	102	38	ihe	ihe	ADJ
epaa-3238	102	39	variation	variation	NOUN
epaa-3238	102	40	in	in	ADP
epaa-3238	102	41	roi	roi	NOUN
epaa-3238	102	42	.	.	PUNCT
epaa-3238	103	1	we	we	PRON
epaa-3238	103	2	posit	posit	VERB
epaa-3238	103	3	that	that	DET
epaa-3238	103	4	variation	variation	NOUN
epaa-3238	103	5	in	in	ADP
epaa-3238	103	6	institutional	institutional	ADJ
epaa-3238	103	7	roi	roi	NOUN
epaa-3238	103	8	is	be	AUX
epaa-3238	103	9	primarily	primarily	ADV
epaa-3238	103	10	a	a	DET
epaa-3238	103	11	reflection	reflection	NOUN
epaa-3238	103	12	of	of	ADP
epaa-3238	103	13	economic	economic	ADJ
epaa-3238	103	14	inequalities	inequality	NOUN
epaa-3238	103	15	embedded	embed	VERB
epaa-3238	103	16	in	in	ADP
epaa-3238	103	17	the	the	DET
epaa-3238	103	18	labor	labor	NOUN
epaa-3238	103	19	market	market	NOUN
epaa-3238	103	20	itself	itself	PRON
epaa-3238	103	21	,	,	PUNCT
epaa-3238	103	22	owing	owe	VERB
epaa-3238	103	23	to	to	ADP
epaa-3238	103	24	the	the	DET
epaa-3238	103	25	fact	fact	NOUN
epaa-3238	103	26	that	that	SCONJ
epaa-3238	103	27	institutional	institutional	ADJ
epaa-3238	103	28	roi	roi	NOUN
epaa-3238	103	29	is	be	AUX
epaa-3238	103	30	derived	derive	VERB
epaa-3238	103	31	from	from	ADP
epaa-3238	103	32	the	the	DET
epaa-3238	103	33	aggregation	aggregation	NOUN
epaa-3238	103	34	of	of	ADP
epaa-3238	103	35	individual	individual	ADJ
epaa-3238	103	36	-	-	PUNCT
epaa-3238	103	37	level	level	NOUN
epaa-3238	103	38	,	,	PUNCT
epaa-3238	103	39	alumni	alumnus	NOUN
epaa-3238	103	40	data	datum	NOUN
epaa-3238	103	41	.	.	PUNCT
epaa-3238	104	1	insofar	insofar	ADV
epaa-3238	104	2	as	as	SCONJ
epaa-3238	104	3	the	the	DET
epaa-3238	104	4	labor	labor	NOUN
epaa-3238	104	5	market	market	NOUN
epaa-3238	104	6	unequally	unequally	ADV
epaa-3238	104	7	confers	confer	VERB
epaa-3238	104	8	wages	wage	NOUN
epaa-3238	104	9	according	accord	VERB
epaa-3238	104	10	to	to	ADP
epaa-3238	104	11	a	a	DET
epaa-3238	104	12	person	person	NOUN
epaa-3238	104	13	’s	’s	PART
epaa-3238	104	14	age	age	NOUN
epaa-3238	104	15	,	,	PUNCT
epaa-3238	104	16	race	race	NOUN
epaa-3238	104	17	,	,	PUNCT
epaa-3238	104	18	sex	sex	NOUN
epaa-3238	104	19	,	,	PUNCT
epaa-3238	104	20	socioeconomic	socioeconomic	ADJ
epaa-3238	104	21	background	background	NOUN
epaa-3238	104	22	,	,	PUNCT
epaa-3238	104	23	type	type	NOUN
epaa-3238	104	24	of	of	ADP
epaa-3238	104	25	degree	degree	NOUN
epaa-3238	104	26	,	,	PUNCT
epaa-3238	104	27	or	or	CCONJ
epaa-3238	104	28	university	university	NOUN
epaa-3238	104	29	reputation	reputation	NOUN
epaa-3238	104	30	,	,	PUNCT
epaa-3238	104	31	we	we	PRON
epaa-3238	104	32	expect	expect	VERB
epaa-3238	104	33	that	that	SCONJ
epaa-3238	104	34	institutional	institutional	ADJ
epaa-3238	104	35	roi	roi	NOUN
epaa-3238	104	36	will	will	AUX
epaa-3238	104	37	similarly	similarly	ADV
epaa-3238	104	38	vary	vary	VERB
epaa-3238	104	39	by	by	ADP
epaa-3238	104	40	these	these	DET
epaa-3238	104	41	same	same	ADJ
epaa-3238	104	42	characteristics	characteristic	NOUN
epaa-3238	104	43	when	when	SCONJ
epaa-3238	104	44	ranking	ranking	ADJ
epaa-3238	104	45	colleges	college	NOUN
epaa-3238	104	46	and	and	CCONJ
epaa-3238	104	47	universities	university	NOUN
epaa-3238	104	48	on	on	ADP
epaa-3238	104	49	returns	return	NOUN
epaa-3238	104	50	to	to	ADP
epaa-3238	104	51	education	education	NOUN
epaa-3238	104	52	7	7	NUM
epaa-3238	104	53	they	they	PRON
epaa-3238	104	54	are	be	AUX
epaa-3238	104	55	aggregated	aggregate	VERB
epaa-3238	104	56	into	into	ADP
epaa-3238	104	57	student	student	NOUN
epaa-3238	104	58	body	body	NOUN
epaa-3238	104	59	attributes	attribute	NOUN
epaa-3238	104	60	of	of	ADP
epaa-3238	104	61	ihes	ihe	NOUN
epaa-3238	104	62	.	.	PUNCT
epaa-3238	105	1	socioeconomic	socioeconomic	ADJ
epaa-3238	105	2	and	and	CCONJ
epaa-3238	105	3	demographic	demographic	ADJ
epaa-3238	105	4	attributes	attribute	NOUN
epaa-3238	105	5	of	of	ADP
epaa-3238	105	6	individuals	individual	NOUN
epaa-3238	105	7	and	and	CCONJ
epaa-3238	105	8	student	student	NOUN
epaa-3238	105	9	choice	choice	NOUN
epaa-3238	105	10	of	of	ADP
epaa-3238	105	11	major	major	ADJ
epaa-3238	105	12	are	be	AUX
epaa-3238	105	13	known	know	VERB
epaa-3238	105	14	to	to	PART
epaa-3238	105	15	account	account	VERB
epaa-3238	105	16	for	for	ADP
epaa-3238	105	17	variation	variation	NOUN
epaa-3238	105	18	in	in	ADP
epaa-3238	105	19	labor	labor	NOUN
epaa-3238	105	20	market	market	NOUN
epaa-3238	105	21	outcomes	outcome	NOUN
epaa-3238	105	22	such	such	ADJ
epaa-3238	105	23	as	as	ADP
epaa-3238	105	24	returns	return	NOUN
epaa-3238	105	25	to	to	ADP
epaa-3238	105	26	educational	educational	ADJ
epaa-3238	105	27	investment	investment	NOUN
epaa-3238	105	28	.	.	PUNCT
epaa-3238	106	1	it	it	PRON
epaa-3238	106	2	is	be	AUX
epaa-3238	106	3	,	,	PUNCT
epaa-3238	106	4	for	for	ADP
epaa-3238	106	5	example	example	NOUN
epaa-3238	106	6	,	,	PUNCT
epaa-3238	106	7	well	well	ADV
epaa-3238	106	8	-	-	PUNCT
epaa-3238	106	9	established	establish	VERB
epaa-3238	106	10	that	that	SCONJ
epaa-3238	106	11	engineers	engineer	NOUN
epaa-3238	106	12	earn	earn	VERB
epaa-3238	106	13	more	more	ADJ
epaa-3238	106	14	than	than	ADP
epaa-3238	106	15	social	social	ADJ
epaa-3238	106	16	workers	worker	NOUN
epaa-3238	106	17	and	and	CCONJ
epaa-3238	106	18	that	that	SCONJ
epaa-3238	106	19	net	net	NOUN
epaa-3238	106	20	of	of	ADP
epaa-3238	106	21	other	other	ADJ
epaa-3238	106	22	factors	factor	NOUN
epaa-3238	106	23	,	,	PUNCT
epaa-3238	106	24	wages	wage	NOUN
epaa-3238	106	25	vary	vary	VERB
epaa-3238	106	26	by	by	ADP
epaa-3238	106	27	sex	sex	NOUN
epaa-3238	106	28	and	and	CCONJ
epaa-3238	106	29	race	race	NOUN
epaa-3238	106	30	.	.	PUNCT
epaa-3238	107	1	the	the	DET
epaa-3238	107	2	literature	literature	NOUN
epaa-3238	107	3	on	on	ADP
epaa-3238	107	4	the	the	DET
epaa-3238	107	5	determinants	determinant	NOUN
epaa-3238	107	6	of	of	ADP
epaa-3238	107	7	economic	economic	ADJ
epaa-3238	107	8	inequality	inequality	NOUN
epaa-3238	107	9	suggest	suggest	VERB
epaa-3238	107	10	that	that	SCONJ
epaa-3238	107	11	variation	variation	NOUN
epaa-3238	107	12	in	in	ADP
epaa-3238	107	13	the	the	DET
epaa-3238	107	14	composition	composition	NOUN
epaa-3238	107	15	of	of	ADP
epaa-3238	107	16	the	the	DET
epaa-3238	107	17	student	student	NOUN
epaa-3238	107	18	body	body	NOUN
epaa-3238	107	19	is	be	AUX
epaa-3238	107	20	a	a	DET
epaa-3238	107	21	key	key	ADJ
epaa-3238	107	22	source	source	NOUN
epaa-3238	107	23	of	of	ADP
epaa-3238	107	24	institutional	institutional	ADJ
epaa-3238	107	25	variation	variation	NOUN
epaa-3238	107	26	in	in	ADP
epaa-3238	107	27	roi	roi	NOUN
epaa-3238	107	28	.	.	PUNCT
epaa-3238	108	1	ihes	ihe	NOUN
epaa-3238	108	2	with	with	ADP
epaa-3238	108	3	large	large	ADJ
epaa-3238	108	4	female	female	ADJ
epaa-3238	108	5	or	or	CCONJ
epaa-3238	108	6	minority	minority	NOUN
epaa-3238	108	7	enrollments	enrollment	NOUN
epaa-3238	108	8	might	might	AUX
epaa-3238	108	9	suffer	suffer	VERB
epaa-3238	108	10	an	an	DET
epaa-3238	108	11	roi	roi	NOUN
epaa-3238	108	12	‘	'	PUNCT
epaa-3238	108	13	penalty	penalty	NOUN
epaa-3238	108	14	’	'	PUNCT
epaa-3238	108	15	,	,	PUNCT
epaa-3238	108	16	while	while	SCONJ
epaa-3238	108	17	those	those	PRON
epaa-3238	108	18	conferring	confer	VERB
epaa-3238	108	19	a	a	DET
epaa-3238	108	20	large	large	ADJ
epaa-3238	108	21	number	number	NOUN
epaa-3238	108	22	of	of	ADP
epaa-3238	108	23	engineering	engineering	NOUN
epaa-3238	108	24	degrees	degree	NOUN
epaa-3238	108	25	are	be	AUX
epaa-3238	108	26	likely	likely	ADJ
epaa-3238	108	27	to	to	PART
epaa-3238	108	28	be	be	AUX
epaa-3238	108	29	higher	higher	ADV
epaa-3238	108	30	ranked	rank	VERB
epaa-3238	108	31	on	on	ADP
epaa-3238	108	32	economic	economic	ADJ
epaa-3238	108	33	outcomes	outcome	NOUN
epaa-3238	108	34	.	.	PUNCT
epaa-3238	109	1	one	one	NUM
epaa-3238	109	2	reason	reason	NOUN
epaa-3238	109	3	for	for	ADP
epaa-3238	109	4	caution	caution	NOUN
epaa-3238	109	5	in	in	ADP
epaa-3238	109	6	simply	simply	ADV
epaa-3238	109	7	extending	extend	VERB
epaa-3238	109	8	expectations	expectation	NOUN
epaa-3238	109	9	from	from	ADP
epaa-3238	109	10	individual	individual	ADJ
epaa-3238	109	11	-	-	PUNCT
epaa-3238	109	12	level	level	NOUN
epaa-3238	109	13	roi	roi	NOUN
epaa-3238	109	14	data	datum	NOUN
epaa-3238	109	15	to	to	ADP
epaa-3238	109	16	data	datum	NOUN
epaa-3238	109	17	aggregated	aggregate	VERB
epaa-3238	109	18	at	at	ADP
epaa-3238	109	19	the	the	DET
epaa-3238	109	20	level	level	NOUN
epaa-3238	109	21	of	of	ADP
epaa-3238	109	22	institutions	institution	NOUN
epaa-3238	109	23	involves	involve	VERB
epaa-3238	109	24	what	what	PRON
epaa-3238	109	25	is	be	AUX
epaa-3238	109	26	referred	refer	VERB
epaa-3238	109	27	to	to	ADP
epaa-3238	109	28	as	as	ADP
epaa-3238	109	29	the	the	DET
epaa-3238	109	30	atomistic	atomistic	ADJ
epaa-3238	109	31	/	/	SYM
epaa-3238	109	32	individualistic	individualistic	ADJ
epaa-3238	109	33	fallacy	fallacy	NOUN
epaa-3238	109	34	(	(	PUNCT
epaa-3238	109	35	alker	alker	NOUN
epaa-3238	109	36	,	,	PUNCT
epaa-3238	109	37	1969	1969	NUM
epaa-3238	109	38	)	)	PUNCT
epaa-3238	109	39	.	.	PUNCT
epaa-3238	110	1	researchers	researcher	NOUN
epaa-3238	110	2	expose	expose	VERB
epaa-3238	110	3	themselves	themselves	PRON
epaa-3238	110	4	to	to	ADP
epaa-3238	110	5	risk	risk	NOUN
epaa-3238	110	6	of	of	ADP
epaa-3238	110	7	the	the	DET
epaa-3238	110	8	atomistic	atomistic	ADJ
epaa-3238	110	9	fallacy	fallacy	NOUN
epaa-3238	110	10	when	when	SCONJ
epaa-3238	110	11	they	they	PRON
epaa-3238	110	12	draw	draw	VERB
epaa-3238	110	13	inferences	inference	NOUN
epaa-3238	110	14	about	about	ADP
epaa-3238	110	15	a	a	DET
epaa-3238	110	16	group	group	NOUN
epaa-3238	110	17	from	from	ADP
epaa-3238	110	18	information	information	NOUN
epaa-3238	110	19	about	about	ADP
epaa-3238	110	20	the	the	DET
epaa-3238	110	21	individuals	individual	NOUN
epaa-3238	110	22	comprising	comprise	VERB
epaa-3238	110	23	the	the	DET
epaa-3238	110	24	group	group	NOUN
epaa-3238	110	25	.	.	PUNCT
epaa-3238	111	1	the	the	DET
epaa-3238	111	2	related	related	ADJ
epaa-3238	111	3	and	and	CCONJ
epaa-3238	111	4	more	more	ADV
epaa-3238	111	5	widely	widely	ADV
epaa-3238	111	6	known	know	VERB
epaa-3238	111	7	ecological	ecological	ADJ
epaa-3238	111	8	fallacy	fallacy	NOUN
epaa-3238	111	9	occurs	occur	VERB
epaa-3238	111	10	when	when	SCONJ
epaa-3238	111	11	inferences	inference	NOUN
epaa-3238	111	12	about	about	ADP
epaa-3238	111	13	individuals	individual	NOUN
epaa-3238	111	14	are	be	AUX
epaa-3238	111	15	based	base	VERB
epaa-3238	111	16	on	on	ADP
epaa-3238	111	17	observations	observation	NOUN
epaa-3238	111	18	of	of	ADP
epaa-3238	111	19	groups	group	NOUN
epaa-3238	111	20	(	(	PUNCT
epaa-3238	111	21	robinson	robinson	PROPN
epaa-3238	111	22	,	,	PUNCT
epaa-3238	111	23	1950	1950	NUM
epaa-3238	111	24	;	;	PUNCT
epaa-3238	111	25	selvin	selvin	PROPN
epaa-3238	111	26	,	,	PUNCT
epaa-3238	111	27	1958	1958	NUM
epaa-3238	111	28	)	)	PUNCT
epaa-3238	111	29	.	.	PUNCT
epaa-3238	112	1	research	research	NOUN
epaa-3238	112	2	on	on	ADP
epaa-3238	112	3	the	the	DET
epaa-3238	112	4	individualist	individualist	ADJ
epaa-3238	112	5	and	and	CCONJ
epaa-3238	112	6	ecological	ecological	ADJ
epaa-3238	112	7	fallacies	fallacy	NOUN
epaa-3238	112	8	shows	show	VERB
epaa-3238	112	9	that	that	SCONJ
epaa-3238	112	10	aggregating	aggregate	VERB
epaa-3238	112	11	data	datum	NOUN
epaa-3238	112	12	from	from	ADP
epaa-3238	112	13	a	a	DET
epaa-3238	112	14	lower	low	ADJ
epaa-3238	112	15	level	level	NOUN
epaa-3238	112	16	(	(	PUNCT
epaa-3238	112	17	e.g.	e.g.	ADV
epaa-3238	112	18	alumni	alumnus	NOUN
epaa-3238	112	19	roi	roi	NOUN
epaa-3238	112	20	data	datum	NOUN
epaa-3238	112	21	)	)	PUNCT
epaa-3238	112	22	into	into	ADP
epaa-3238	112	23	higher	high	ADJ
epaa-3238	112	24	-	-	PUNCT
epaa-3238	112	25	level	level	NOUN
epaa-3238	112	26	measures	measure	NOUN
epaa-3238	112	27	(	(	PUNCT
epaa-3238	112	28	e.g.	e.g.	ADV
epaa-3238	112	29	institutional	institutional	ADJ
epaa-3238	112	30	roi	roi	NOUN
epaa-3238	112	31	)	)	PUNCT
epaa-3238	112	32	changes	change	VERB
epaa-3238	112	33	the	the	DET
epaa-3238	112	34	unit	unit	NOUN
epaa-3238	112	35	of	of	ADP
epaa-3238	112	36	analysis	analysis	NOUN
epaa-3238	112	37	and	and	CCONJ
epaa-3238	112	38	the	the	DET
epaa-3238	112	39	field	field	NOUN
epaa-3238	112	40	of	of	ADP
epaa-3238	112	41	social	social	ADJ
epaa-3238	112	42	action	action	NOUN
epaa-3238	112	43	.	.	PUNCT
epaa-3238	113	1	what	what	PRON
epaa-3238	113	2	determines	determine	VERB
epaa-3238	113	3	student	student	NOUN
epaa-3238	113	4	roi	roi	NOUN
epaa-3238	113	5	might	might	AUX
epaa-3238	113	6	be	be	AUX
epaa-3238	113	7	different	different	ADJ
epaa-3238	113	8	than	than	ADP
epaa-3238	113	9	what	what	PRON
epaa-3238	113	10	determines	determine	VERB
epaa-3238	113	11	institutional	institutional	ADJ
epaa-3238	113	12	roi	roi	NOUN
epaa-3238	113	13	because	because	SCONJ
epaa-3238	113	14	of	of	ADP
epaa-3238	113	15	exposure	exposure	NOUN
epaa-3238	113	16	to	to	ADP
epaa-3238	113	17	different	different	ADJ
epaa-3238	113	18	mechanisms	mechanism	NOUN
epaa-3238	113	19	,	,	PUNCT
epaa-3238	113	20	which	which	PRON
epaa-3238	113	21	raises	raise	VERB
epaa-3238	113	22	the	the	DET
epaa-3238	113	23	possibility	possibility	NOUN
epaa-3238	113	24	that	that	SCONJ
epaa-3238	113	25	what	what	PRON
epaa-3238	113	26	predicts	predict	VERB
epaa-3238	113	27	individual	individual	ADJ
epaa-3238	113	28	-	-	PUNCT
epaa-3238	113	29	level	level	NOUN
epaa-3238	113	30	roi	roi	NOUN
epaa-3238	113	31	either	either	CCONJ
epaa-3238	113	32	a	a	X
epaa-3238	113	33	)	)	PUNCT
epaa-3238	113	34	does	do	AUX
epaa-3238	113	35	not	not	PART
epaa-3238	113	36	influence	influence	VERB
epaa-3238	113	37	institutional	institutional	ADJ
epaa-3238	113	38	roi	roi	NOUN
epaa-3238	113	39	,	,	PUNCT
epaa-3238	113	40	or	or	CCONJ
epaa-3238	113	41	b	b	X
epaa-3238	113	42	)	)	PUNCT
epaa-3238	113	43	influences	influence	VERB
epaa-3238	113	44	institutional	institutional	ADJ
epaa-3238	113	45	roi	roi	NOUN
epaa-3238	113	46	,	,	PUNCT
epaa-3238	113	47	but	but	CCONJ
epaa-3238	113	48	differs	differ	VERB
epaa-3238	113	49	from	from	ADP
epaa-3238	113	50	the	the	DET
epaa-3238	113	51	individual	individual	ADJ
epaa-3238	113	52	-	-	PUNCT
epaa-3238	113	53	level	level	NOUN
epaa-3238	113	54	association	association	NOUN
epaa-3238	113	55	with	with	ADP
epaa-3238	113	56	respect	respect	NOUN
epaa-3238	113	57	to	to	ADP
epaa-3238	113	58	either	either	DET
epaa-3238	113	59	magnitude	magnitude	NOUN
epaa-3238	113	60	or	or	CCONJ
epaa-3238	113	61	direction	direction	NOUN
epaa-3238	113	62	.	.	PUNCT
epaa-3238	114	1	mindful	mindful	ADJ
epaa-3238	114	2	of	of	ADP
epaa-3238	114	3	these	these	DET
epaa-3238	114	4	concerns	concern	NOUN
epaa-3238	114	5	,	,	PUNCT
epaa-3238	114	6	we	we	PRON
epaa-3238	114	7	next	next	ADV
epaa-3238	114	8	consider	consider	VERB
epaa-3238	114	9	the	the	DET
epaa-3238	114	10	student	student	NOUN
epaa-3238	114	11	body	body	NOUN
epaa-3238	114	12	compositional	compositional	ADJ
epaa-3238	114	13	factors	factor	NOUN
epaa-3238	114	14	and	and	CCONJ
epaa-3238	114	15	institutional	institutional	ADJ
epaa-3238	114	16	attributes	attribute	NOUN
epaa-3238	114	17	that	that	PRON
epaa-3238	114	18	give	give	VERB
epaa-3238	114	19	rise	rise	NOUN
epaa-3238	114	20	to	to	ADP
epaa-3238	114	21	differences	difference	NOUN
epaa-3238	114	22	in	in	ADP
epaa-3238	114	23	roi	roi	NOUN
epaa-3238	114	24	.	.	PUNCT
epaa-3238	115	1	compositional	compositional	ADJ
epaa-3238	115	2	factors	factor	NOUN
epaa-3238	115	3	student	student	NOUN
epaa-3238	115	4	ability	ability	NOUN
epaa-3238	115	5	.	.	PUNCT
epaa-3238	116	1	prestigious	prestigious	ADJ
epaa-3238	116	2	universities	university	NOUN
epaa-3238	116	3	are	be	AUX
epaa-3238	116	4	able	able	ADJ
epaa-3238	116	5	to	to	PART
epaa-3238	116	6	attract	attract	VERB
epaa-3238	116	7	a	a	DET
epaa-3238	116	8	relatively	relatively	ADV
epaa-3238	116	9	larger	large	ADJ
epaa-3238	116	10	share	share	NOUN
epaa-3238	116	11	of	of	ADP
epaa-3238	116	12	highquality	highquality	NOUN
epaa-3238	116	13	students	student	NOUN
epaa-3238	116	14	,	,	PUNCT
epaa-3238	116	15	as	as	SCONJ
epaa-3238	116	16	measured	measure	VERB
epaa-3238	116	17	by	by	ADP
epaa-3238	116	18	standardized	standardized	ADJ
epaa-3238	116	19	test	test	NOUN
epaa-3238	116	20	scores	score	NOUN
epaa-3238	116	21	such	such	ADJ
epaa-3238	116	22	as	as	ADP
epaa-3238	116	23	the	the	DET
epaa-3238	116	24	act	act	NOUN
epaa-3238	116	25	and	and	CCONJ
epaa-3238	116	26	sat	sit	VERB
epaa-3238	116	27	(	(	PUNCT
epaa-3238	116	28	cook	cook	NOUN
epaa-3238	116	29	&	&	CCONJ
epaa-3238	116	30	frank	frank	PROPN
epaa-3238	116	31	,	,	PUNCT
epaa-3238	116	32	1993	1993	NUM
epaa-3238	116	33	;	;	PUNCT
epaa-3238	116	34	geiger	geiger	NOUN
epaa-3238	116	35	,	,	PUNCT
epaa-3238	116	36	2002	2002	NUM
epaa-3238	116	37	)	)	PUNCT
epaa-3238	116	38	.	.	PUNCT
epaa-3238	117	1	student	student	NOUN
epaa-3238	117	2	test	test	NOUN
epaa-3238	117	3	scores	score	NOUN
epaa-3238	117	4	have	have	AUX
epaa-3238	117	5	been	be	AUX
epaa-3238	117	6	operationalized	operationalize	VERB
epaa-3238	117	7	at	at	ADP
epaa-3238	117	8	two	two	NUM
epaa-3238	117	9	-	-	PUNCT
epaa-3238	117	10	levels	level	NOUN
epaa-3238	117	11	of	of	ADP
epaa-3238	117	12	analysis	analysis	NOUN
epaa-3238	117	13	in	in	ADP
epaa-3238	117	14	prior	prior	ADJ
epaa-3238	117	15	research	research	NOUN
epaa-3238	117	16	:	:	PUNCT
epaa-3238	117	17	at	at	ADP
epaa-3238	117	18	the	the	DET
epaa-3238	117	19	individual	individual	ADJ
epaa-3238	117	20	level	level	NOUN
epaa-3238	117	21	as	as	ADP
epaa-3238	117	22	a	a	DET
epaa-3238	117	23	measure	measure	NOUN
epaa-3238	117	24	of	of	ADP
epaa-3238	117	25	student	student	NOUN
epaa-3238	117	26	ability	ability	NOUN
epaa-3238	117	27	/	/	SYM
epaa-3238	117	28	academic	academic	ADJ
epaa-3238	117	29	potential	potential	NOUN
epaa-3238	117	30	and	and	CCONJ
epaa-3238	117	31	at	at	ADP
epaa-3238	117	32	the	the	DET
epaa-3238	117	33	organizational	organizational	ADJ
epaa-3238	117	34	level	level	NOUN
epaa-3238	117	35	as	as	ADP
epaa-3238	117	36	an	an	DET
epaa-3238	117	37	indicator	indicator	NOUN
epaa-3238	117	38	of	of	ADP
epaa-3238	117	39	institutional	institutional	ADJ
epaa-3238	117	40	quality	quality	NOUN
epaa-3238	117	41	(	(	PUNCT
epaa-3238	117	42	e.g.	e.g.	ADV
epaa-3238	117	43	,	,	PUNCT
epaa-3238	117	44	davies	davy	NOUN
epaa-3238	117	45	&	&	CCONJ
epaa-3238	117	46	guppy	guppy	PROPN
epaa-3238	117	47	,	,	PUNCT
epaa-3238	117	48	1997	1997	NUM
epaa-3238	117	49	;	;	PUNCT
epaa-3238	117	50	fox	fox	PROPN
epaa-3238	117	51	,	,	PUNCT
epaa-3238	117	52	1993	1993	NUM
epaa-3238	117	53	;	;	PUNCT
epaa-3238	117	54	long	long	ADV
epaa-3238	117	55	,	,	PUNCT
epaa-3238	117	56	2010	2010	NUM
epaa-3238	117	57	;	;	PUNCT
epaa-3238	117	58	paglin	paglin	PROPN
epaa-3238	117	59	&	&	CCONJ
epaa-3238	117	60	rufolo	rufolo	PROPN
epaa-3238	117	61	,	,	PUNCT
epaa-3238	117	62	1990	1990	NUM
epaa-3238	117	63	;	;	PUNCT
epaa-3238	117	64	thomas	thomas	PROPN
epaa-3238	117	65	&	&	CCONJ
epaa-3238	117	66	zhang	zhang	PROPN
epaa-3238	117	67	,	,	PUNCT
epaa-3238	117	68	2005	2005	NUM
epaa-3238	117	69	;	;	PUNCT
epaa-3238	117	70	zhang	zhang	PROPN
epaa-3238	117	71	,	,	PUNCT
epaa-3238	117	72	2005	2005	NUM
epaa-3238	117	73	)	)	PUNCT
epaa-3238	117	74	.	.	PUNCT
epaa-3238	118	1	in	in	ADP
epaa-3238	118	2	both	both	DET
epaa-3238	118	3	cases	case	NOUN
epaa-3238	118	4	,	,	PUNCT
epaa-3238	118	5	test	test	NOUN
epaa-3238	118	6	scores	score	NOUN
epaa-3238	118	7	were	be	AUX
epaa-3238	118	8	significant	significant	ADJ
epaa-3238	118	9	predictors	predictor	NOUN
epaa-3238	118	10	of	of	ADP
epaa-3238	118	11	student	student	NOUN
epaa-3238	118	12	roi	roi	NOUN
epaa-3238	118	13	and/or	and/or	CCONJ
epaa-3238	118	14	post	post	ADJ
epaa-3238	118	15	-	-	ADJ
epaa-3238	118	16	graduation	graduation	ADJ
epaa-3238	118	17	earnings	earning	NOUN
epaa-3238	118	18	(	(	PUNCT
epaa-3238	118	19	davies	davy	NOUN
epaa-3238	118	20	&	&	CCONJ
epaa-3238	118	21	guppy	guppy	PROPN
epaa-3238	118	22	,	,	PUNCT
epaa-3238	118	23	1997	1997	NUM
epaa-3238	118	24	;	;	PUNCT
epaa-3238	118	25	fox	fox	PROPN
epaa-3238	118	26	,	,	PUNCT
epaa-3238	118	27	1993	1993	NUM
epaa-3238	118	28	;	;	PUNCT
epaa-3238	118	29	long	long	ADV
epaa-3238	118	30	,	,	PUNCT
epaa-3238	118	31	2010	2010	NUM
epaa-3238	118	32	;	;	PUNCT
epaa-3238	118	33	paglin	paglin	PROPN
epaa-3238	118	34	&	&	CCONJ
epaa-3238	118	35	rufolo	rufolo	PROPN
epaa-3238	118	36	,	,	PUNCT
epaa-3238	118	37	1990	1990	NUM
epaa-3238	118	38	;	;	PUNCT
epaa-3238	118	39	thomas	thomas	PROPN
epaa-3238	118	40	&	&	CCONJ
epaa-3238	118	41	zhang	zhang	PROPN
epaa-3238	118	42	,	,	PUNCT
epaa-3238	118	43	2005	2005	NUM
epaa-3238	118	44	;	;	PUNCT
epaa-3238	118	45	zhang	zhang	PROPN
epaa-3238	118	46	,	,	PUNCT
epaa-3238	118	47	2005	2005	NUM
epaa-3238	118	48	)	)	PUNCT
epaa-3238	118	49	.	.	PUNCT
epaa-3238	119	1	studies	study	NOUN
epaa-3238	119	2	of	of	ADP
epaa-3238	119	3	institutional	institutional	ADJ
epaa-3238	119	4	quality	quality	NOUN
epaa-3238	119	5	that	that	PRON
epaa-3238	119	6	have	have	AUX
epaa-3238	119	7	investigated	investigate	VERB
epaa-3238	119	8	the	the	DET
epaa-3238	119	9	relationship	relationship	NOUN
epaa-3238	119	10	between	between	ADP
epaa-3238	119	11	sat	sit	VERB
epaa-3238	119	12	scores	score	NOUN
epaa-3238	119	13	(	(	PUNCT
epaa-3238	119	14	among	among	ADP
epaa-3238	119	15	other	other	ADJ
epaa-3238	119	16	measures	measure	NOUN
epaa-3238	119	17	of	of	ADP
epaa-3238	119	18	selectivity	selectivity	NOUN
epaa-3238	119	19	and	and	CCONJ
epaa-3238	119	20	quality	quality	NOUN
epaa-3238	119	21	)	)	PUNCT
epaa-3238	119	22	and	and	CCONJ
epaa-3238	119	23	graduates	graduate	NOUN
epaa-3238	119	24	’	'	PUNCT
epaa-3238	119	25	earnings	earning	NOUN
epaa-3238	119	26	find	find	VERB
epaa-3238	119	27	a	a	DET
epaa-3238	119	28	positive	positive	ADJ
epaa-3238	119	29	relationship	relationship	NOUN
epaa-3238	119	30	between	between	ADP
epaa-3238	119	31	graduate	graduate	ADJ
epaa-3238	119	32	earnings	earning	NOUN
epaa-3238	119	33	and	and	CCONJ
epaa-3238	119	34	test	test	NOUN
epaa-3238	119	35	scores	score	NOUN
epaa-3238	119	36	(	(	PUNCT
epaa-3238	119	37	black	black	PROPN
epaa-3238	119	38	&	&	CCONJ
epaa-3238	119	39	smith	smith	PROPN
epaa-3238	119	40	,	,	PUNCT
epaa-3238	119	41	2004	2004	NUM
epaa-3238	119	42	,	,	PUNCT
epaa-3238	119	43	2006	2006	NUM
epaa-3238	119	44	;	;	PUNCT
epaa-3238	119	45	dale	dale	PROPN
epaa-3238	119	46	&	&	CCONJ
epaa-3238	119	47	krueger	krueger	PROPN
epaa-3238	119	48	,	,	PUNCT
epaa-3238	119	49	2002	2002	NUM
epaa-3238	119	50	,	,	PUNCT
epaa-3238	119	51	2014	2014	NUM
epaa-3238	119	52	;	;	PUNCT
epaa-3238	119	53	long	long	ADV
epaa-3238	119	54	,	,	PUNCT
epaa-3238	119	55	2008	2008	NUM
epaa-3238	119	56	,	,	PUNCT
epaa-3238	119	57	2010	2010	NUM
epaa-3238	119	58	)	)	PUNCT
epaa-3238	119	59	.	.	PUNCT
epaa-3238	120	1	because	because	SCONJ
epaa-3238	120	2	results	result	NOUN
epaa-3238	120	3	vary	vary	VERB
epaa-3238	120	4	by	by	ADP
epaa-3238	120	5	student	student	NOUN
epaa-3238	120	6	characteristics	characteristic	NOUN
epaa-3238	120	7	such	such	ADJ
epaa-3238	120	8	as	as	ADP
epaa-3238	120	9	race	race	NOUN
epaa-3238	120	10	/	/	SYM
epaa-3238	120	11	ethnicity	ethnicity	NOUN
epaa-3238	120	12	and	and	CCONJ
epaa-3238	120	13	student	student	NOUN
epaa-3238	120	14	background	background	NOUN
epaa-3238	120	15	,	,	PUNCT
epaa-3238	120	16	it	it	PRON
epaa-3238	120	17	is	be	AUX
epaa-3238	120	18	necessary	necessary	ADJ
epaa-3238	120	19	to	to	PART
epaa-3238	120	20	cleanse	cleanse	VERB
epaa-3238	120	21	student	student	NOUN
epaa-3238	120	22	test	test	NOUN
epaa-3238	120	23	scores	score	NOUN
epaa-3238	120	24	of	of	ADP
epaa-3238	120	25	other	other	ADJ
epaa-3238	120	26	student	student	NOUN
epaa-3238	120	27	attributes	attribute	NOUN
epaa-3238	120	28	that	that	PRON
epaa-3238	120	29	also	also	ADV
epaa-3238	120	30	influence	influence	VERB
epaa-3238	120	31	roi	roi	NOUN
epaa-3238	120	32	(	(	PUNCT
epaa-3238	120	33	dale	dale	PROPN
epaa-3238	120	34	&	&	CCONJ
epaa-3238	120	35	kruger	kruger	PROPN
epaa-3238	120	36	,	,	PUNCT
epaa-3238	120	37	2014	2014	NUM
epaa-3238	120	38	)	)	PUNCT
epaa-3238	120	39	.	.	PUNCT
epaa-3238	121	1	family	family	NOUN
epaa-3238	121	2	background	background	NOUN
epaa-3238	121	3	.	.	PUNCT
epaa-3238	122	1	college	college	NOUN
epaa-3238	122	2	graduates	graduate	NOUN
epaa-3238	122	3	from	from	ADP
epaa-3238	122	4	low	low	ADJ
epaa-3238	122	5	-	-	PUNCT
epaa-3238	122	6	income	income	NOUN
epaa-3238	122	7	families	family	NOUN
epaa-3238	122	8	earn	earn	VERB
epaa-3238	122	9	less	less	ADJ
epaa-3238	122	10	than	than	ADP
epaa-3238	122	11	graduates	graduate	NOUN
epaa-3238	122	12	from	from	ADP
epaa-3238	122	13	high	high	ADJ
epaa-3238	122	14	-	-	PUNCT
epaa-3238	122	15	income	income	NOUN
epaa-3238	122	16	families	family	NOUN
epaa-3238	122	17	,	,	PUNCT
epaa-3238	122	18	net	net	NOUN
epaa-3238	122	19	of	of	ADP
epaa-3238	122	20	controls	control	NOUN
epaa-3238	122	21	for	for	ADP
epaa-3238	122	22	differences	difference	NOUN
epaa-3238	122	23	in	in	ADP
epaa-3238	122	24	other	other	ADJ
epaa-3238	122	25	factors	factor	NOUN
epaa-3238	122	26	associated	associate	VERB
epaa-3238	122	27	with	with	ADP
epaa-3238	122	28	postcollege	postcollege	NOUN
epaa-3238	122	29	earnings	earning	NOUN
epaa-3238	122	30	(	(	PUNCT
epaa-3238	122	31	andrews	andrews	PROPN
epaa-3238	122	32	,	,	PUNCT
epaa-3238	122	33	li	li	PROPN
epaa-3238	122	34	,	,	PUNCT
epaa-3238	122	35	&	&	CCONJ
epaa-3238	122	36	lovenheim	lovenheim	PROPN
epaa-3238	122	37	,	,	PUNCT
epaa-3238	122	38	2012	2012	NUM
epaa-3238	122	39	;	;	PUNCT
epaa-3238	122	40	blanden	blanden	PROPN
epaa-3238	122	41	,	,	PUNCT
epaa-3238	122	42	gregg	gregg	PROPN
epaa-3238	122	43	,	,	PUNCT
epaa-3238	122	44	&	&	CCONJ
epaa-3238	122	45	macmillan	macmillan	PROPN
epaa-3238	122	46	,	,	PUNCT
epaa-3238	122	47	2007	2007	NUM
epaa-3238	122	48	;	;	PUNCT
epaa-3238	122	49	davies	davy	NOUN
epaa-3238	122	50	&	&	CCONJ
epaa-3238	122	51	guppy	guppy	PROPN
epaa-3238	122	52	,	,	PUNCT
epaa-3238	122	53	1997	1997	NUM
epaa-3238	122	54	;	;	PUNCT
epaa-3238	122	55	monks	monk	NOUN
epaa-3238	122	56	,	,	PUNCT
epaa-3238	122	57	2000	2000	NUM
epaa-3238	122	58	;	;	PUNCT
epaa-3238	122	59	restuccia	restuccia	PROPN
epaa-3238	122	60	&	&	CCONJ
epaa-3238	122	61	urrutia	urrutia	PROPN
epaa-3238	122	62	,	,	PUNCT
epaa-3238	122	63	2004	2004	NUM
epaa-3238	122	64	;	;	PUNCT
epaa-3238	122	65	thomas	thomas	PROPN
epaa-3238	122	66	&	&	CCONJ
epaa-3238	122	67	zhang	zhang	PROPN
epaa-3238	122	68	,	,	PUNCT
epaa-3238	122	69	2005	2005	NUM
epaa-3238	122	70	)	)	PUNCT
epaa-3238	122	71	.	.	PUNCT
epaa-3238	123	1	taken	take	VERB
epaa-3238	123	2	together	together	ADV
epaa-3238	123	3	,	,	PUNCT
epaa-3238	123	4	our	our	PRON
epaa-3238	123	5	review	review	NOUN
epaa-3238	123	6	of	of	ADP
epaa-3238	123	7	the	the	DET
epaa-3238	123	8	literature	literature	NOUN
epaa-3238	123	9	suggests	suggest	VERB
epaa-3238	123	10	that	that	SCONJ
epaa-3238	123	11	share	share	NOUN
epaa-3238	123	12	of	of	ADP
epaa-3238	123	13	low	low	ADJ
epaa-3238	123	14	-	-	PUNCT
epaa-3238	123	15	income	income	NOUN
epaa-3238	123	16	students	student	NOUN
epaa-3238	123	17	will	will	AUX
epaa-3238	123	18	be	be	AUX
epaa-3238	123	19	negatively	negatively	ADV
epaa-3238	123	20	correlated	correlate	VERB
epaa-3238	123	21	with	with	ADP
epaa-3238	123	22	ihe	ihe	PROPN
epaa-3238	123	23	roi	roi	PROPN
epaa-3238	123	24	,	,	PUNCT
epaa-3238	123	25	net	net	NOUN
epaa-3238	123	26	of	of	ADP
epaa-3238	123	27	other	other	ADJ
epaa-3238	123	28	factors	factor	NOUN
epaa-3238	123	29	.	.	PUNCT
epaa-3238	124	1	non	non	ADJ
epaa-3238	124	2	-	-	ADJ
epaa-3238	124	3	traditional	traditional	ADJ
epaa-3238	124	4	students	student	NOUN
epaa-3238	124	5	.	.	PUNCT
epaa-3238	125	1	we	we	PRON
epaa-3238	125	2	also	also	ADV
epaa-3238	125	3	consider	consider	VERB
epaa-3238	125	4	whether	whether	SCONJ
epaa-3238	125	5	non	non	ADJ
epaa-3238	125	6	-	-	ADJ
epaa-3238	125	7	traditional	traditional	ADJ
epaa-3238	125	8	students	student	NOUN
epaa-3238	125	9	,	,	PUNCT
epaa-3238	125	10	here	here	ADV
epaa-3238	125	11	defined	define	VERB
epaa-3238	125	12	as	as	ADP
epaa-3238	125	13	share	share	NOUN
epaa-3238	125	14	of	of	ADP
epaa-3238	125	15	students	student	NOUN
epaa-3238	125	16	over	over	ADP
epaa-3238	125	17	the	the	DET
epaa-3238	125	18	age	age	NOUN
epaa-3238	125	19	of	of	ADP
epaa-3238	125	20	25	25	NUM
epaa-3238	125	21	,	,	PUNCT
epaa-3238	125	22	impact	impact	NOUN
epaa-3238	125	23	institutional	institutional	ADJ
epaa-3238	125	24	roi	roi	NOUN
epaa-3238	125	25	.	.	PUNCT
epaa-3238	126	1	non	non	ADJ
epaa-3238	126	2	-	-	ADJ
epaa-3238	126	3	traditional	traditional	ADJ
epaa-3238	126	4	students	student	NOUN
epaa-3238	126	5	often	often	ADV
epaa-3238	126	6	have	have	VERB
epaa-3238	126	7	more	more	ADJ
epaa-3238	126	8	life	life	NOUN
epaa-3238	126	9	-	-	PUNCT
epaa-3238	126	10	experience	experience	NOUN
epaa-3238	126	11	and	and	CCONJ
epaa-3238	126	12	labor	labor	NOUN
epaa-3238	126	13	market	market	NOUN
epaa-3238	126	14	experience	experience	NOUN
epaa-3238	126	15	(	(	PUNCT
epaa-3238	126	16	on	on	ADP
epaa-3238	126	17	account	account	NOUN
epaa-3238	126	18	of	of	ADP
epaa-3238	126	19	their	their	PRON
epaa-3238	126	20	age	age	NOUN
epaa-3238	126	21	)	)	PUNCT
epaa-3238	126	22	than	than	ADP
epaa-3238	126	23	students	student	NOUN
epaa-3238	126	24	who	who	PRON
epaa-3238	126	25	education	education	VERB
epaa-3238	126	26	policy	policy	NOUN
epaa-3238	126	27	analysis	analysis	NOUN
epaa-3238	126	28	archives	archive	NOUN
epaa-3238	126	29	vol	vol	NOUN
epaa-3238	126	30	.	.	PUNCT
epaa-3238	127	1	25	25	NUM
epaa-3238	127	2	no	no	NOUN
epaa-3238	127	3	.	.	NOUN
epaa-3238	128	1	110	110	NUM
epaa-3238	128	2	8	8	NUM
epaa-3238	128	3	enter	enter	VERB
epaa-3238	128	4	college	college	NOUN
epaa-3238	128	5	directly	directly	ADV
epaa-3238	128	6	from	from	ADP
epaa-3238	128	7	high	high	ADJ
epaa-3238	128	8	school	school	NOUN
epaa-3238	128	9	.	.	PUNCT
epaa-3238	129	1	these	these	DET
epaa-3238	129	2	benefits	benefit	NOUN
epaa-3238	129	3	may	may	AUX
epaa-3238	129	4	be	be	AUX
epaa-3238	129	5	attenuated	attenuate	VERB
epaa-3238	129	6	by	by	ADP
epaa-3238	129	7	age	age	NOUN
epaa-3238	129	8	discrimination	discrimination	NOUN
epaa-3238	129	9	,	,	PUNCT
epaa-3238	129	10	of	of	ADP
epaa-3238	129	11	which	which	PRON
epaa-3238	129	12	non	non	ADJ
epaa-3238	129	13	-	-	ADJ
epaa-3238	129	14	traditional	traditional	ADJ
epaa-3238	129	15	students	student	NOUN
epaa-3238	129	16	are	be	AUX
epaa-3238	129	17	at	at	ADP
epaa-3238	129	18	greater	great	ADJ
epaa-3238	129	19	risk	risk	NOUN
epaa-3238	129	20	of	of	ADP
epaa-3238	129	21	experiencing	experience	VERB
epaa-3238	129	22	.	.	PUNCT
epaa-3238	130	1	at	at	ADV
epaa-3238	130	2	least	least	ADV
epaa-3238	130	3	one	one	NUM
epaa-3238	130	4	study	study	NOUN
epaa-3238	130	5	has	have	AUX
epaa-3238	130	6	found	find	VERB
epaa-3238	130	7	that	that	SCONJ
epaa-3238	130	8	delaying	delay	VERB
epaa-3238	130	9	postsecondary	postsecondary	ADJ
epaa-3238	130	10	education	education	NOUN
epaa-3238	130	11	mutes	mute	VERB
epaa-3238	130	12	the	the	DET
epaa-3238	130	13	expected	expect	VERB
epaa-3238	130	14	roi	roi	NOUN
epaa-3238	130	15	(	(	PUNCT
epaa-3238	130	16	elman	elman	PROPN
epaa-3238	130	17	&	&	CCONJ
epaa-3238	130	18	o'rand	o'rand	PROPN
epaa-3238	130	19	,	,	PUNCT
epaa-3238	130	20	2004	2004	NUM
epaa-3238	130	21	)	)	PUNCT
epaa-3238	130	22	,	,	PUNCT
epaa-3238	130	23	leading	lead	VERB
epaa-3238	130	24	us	we	PRON
epaa-3238	130	25	to	to	PART
epaa-3238	130	26	expect	expect	VERB
epaa-3238	130	27	a	a	DET
epaa-3238	130	28	negative	negative	ADJ
epaa-3238	130	29	association	association	NOUN
epaa-3238	130	30	between	between	ADP
epaa-3238	130	31	non	non	ADJ
epaa-3238	130	32	-	-	ADJ
epaa-3238	130	33	traditional	traditional	ADJ
epaa-3238	130	34	student	student	NOUN
epaa-3238	130	35	share	share	NOUN
epaa-3238	130	36	and	and	CCONJ
epaa-3238	130	37	roi	roi	NOUN
epaa-3238	130	38	.	.	PUNCT
epaa-3238	131	1	race	race	NOUN
epaa-3238	131	2	.	.	PUNCT
epaa-3238	132	1	of	of	ADP
epaa-3238	132	2	particular	particular	ADJ
epaa-3238	132	3	concern	concern	NOUN
epaa-3238	132	4	for	for	ADP
epaa-3238	132	5	higher	high	ADJ
epaa-3238	132	6	education	education	NOUN
epaa-3238	132	7	policy	policy	NOUN
epaa-3238	132	8	is	be	AUX
epaa-3238	132	9	consistent	consistent	ADJ
epaa-3238	132	10	evidence	evidence	NOUN
epaa-3238	132	11	of	of	ADP
epaa-3238	132	12	lower	low	ADJ
epaa-3238	132	13	earnings	earning	NOUN
epaa-3238	132	14	by	by	ADP
epaa-3238	132	15	black	black	ADJ
epaa-3238	132	16	and	and	CCONJ
epaa-3238	132	17	hispanic	hispanic	ADJ
epaa-3238	132	18	college	college	NOUN
epaa-3238	132	19	graduates	graduate	NOUN
epaa-3238	132	20	than	than	ADP
epaa-3238	132	21	their	their	PRON
epaa-3238	132	22	white	white	ADJ
epaa-3238	132	23	counterparts	counterpart	NOUN
epaa-3238	132	24	;	;	PUNCT
epaa-3238	132	25	a	a	DET
epaa-3238	132	26	finding	finding	NOUN
epaa-3238	132	27	that	that	PRON
epaa-3238	132	28	holds	hold	VERB
epaa-3238	132	29	at	at	ADP
epaa-3238	132	30	every	every	DET
epaa-3238	132	31	level	level	NOUN
epaa-3238	132	32	of	of	ADP
epaa-3238	132	33	educational	educational	ADJ
epaa-3238	132	34	attainment.2	attainment.2	PROPN
epaa-3238	132	35	according	accord	VERB
epaa-3238	132	36	to	to	ADP
epaa-3238	132	37	the	the	DET
epaa-3238	132	38	2000	2000	NUM
epaa-3238	132	39	census	census	NOUN
epaa-3238	132	40	,	,	PUNCT
epaa-3238	132	41	white	white	ADJ
epaa-3238	132	42	americans	americans	PROPN
epaa-3238	132	43	with	with	ADP
epaa-3238	132	44	a	a	DET
epaa-3238	132	45	bachelor	bachelor	NOUN
epaa-3238	132	46	’s	’s	NOUN
epaa-3238	132	47	degree	degree	NOUN
epaa-3238	132	48	earned	earn	VERB
epaa-3238	132	49	an	an	DET
epaa-3238	132	50	average	average	NOUN
epaa-3238	132	51	of	of	ADP
epaa-3238	132	52	$	$	SYM
epaa-3238	132	53	55,781	55,781	NUM
epaa-3238	132	54	annually	annually	ADV
epaa-3238	132	55	,	,	PUNCT
epaa-3238	132	56	while	while	SCONJ
epaa-3238	132	57	black	black	ADJ
epaa-3238	132	58	and	and	CCONJ
epaa-3238	132	59	hispanic	hispanic	ADJ
epaa-3238	132	60	americans	americans	PROPN
epaa-3238	132	61	with	with	ADP
epaa-3238	132	62	the	the	DET
epaa-3238	132	63	same	same	ADJ
epaa-3238	132	64	level	level	NOUN
epaa-3238	132	65	of	of	ADP
epaa-3238	132	66	education	education	NOUN
epaa-3238	132	67	earned	earn	VERB
epaa-3238	132	68	$	$	SYM
epaa-3238	132	69	14,500	14,500	NUM
epaa-3238	132	70	and	and	CCONJ
epaa-3238	132	71	$	$	SYM
epaa-3238	132	72	13,500	13,500	NUM
epaa-3238	132	73	less	less	ADJ
epaa-3238	132	74	,	,	PUNCT
epaa-3238	132	75	respectively	respectively	ADV
epaa-3238	132	76	.	.	PUNCT
epaa-3238	133	1	more	more	ADV
epaa-3238	133	2	recent	recent	ADJ
epaa-3238	133	3	data	datum	NOUN
epaa-3238	133	4	from	from	ADP
epaa-3238	133	5	the	the	DET
epaa-3238	133	6	pew	pew	NOUN
epaa-3238	133	7	research	research	NOUN
epaa-3238	133	8	center	center	NOUN
epaa-3238	133	9	paints	paint	VERB
epaa-3238	133	10	an	an	DET
epaa-3238	133	11	even	even	ADV
epaa-3238	133	12	bleaker	bleaker	ADJ
epaa-3238	133	13	picture	picture	NOUN
epaa-3238	133	14	.	.	PUNCT
epaa-3238	134	1	household	household	NOUN
epaa-3238	134	2	wealth	wealth	NOUN
epaa-3238	134	3	—	—	PUNCT
epaa-3238	134	4	defined	define	VERB
epaa-3238	134	5	as	as	ADP
epaa-3238	134	6	assets	asset	NOUN
epaa-3238	134	7	minus	minus	ADP
epaa-3238	134	8	debts	debt	NOUN
epaa-3238	134	9	—	—	PUNCT
epaa-3238	134	10	for	for	ADP
epaa-3238	134	11	the	the	DET
epaa-3238	134	12	typical	typical	ADJ
epaa-3238	134	13	black	black	ADJ
epaa-3238	134	14	and	and	CCONJ
epaa-3238	134	15	hispanic	hispanic	ADJ
epaa-3238	134	16	household	household	NOUN
epaa-3238	134	17	was	be	AUX
epaa-3238	134	18	$	$	SYM
epaa-3238	134	19	5,677	5,677	NUM
epaa-3238	134	20	and	and	CCONJ
epaa-3238	134	21	$	$	SYM
epaa-3238	134	22	6,325	6,325	NUM
epaa-3238	134	23	,	,	PUNCT
epaa-3238	134	24	respectively	respectively	ADV
epaa-3238	134	25	,	,	PUNCT
epaa-3238	134	26	in	in	ADP
epaa-3238	134	27	2009	2009	NUM
epaa-3238	134	28	compared	compare	VERB
epaa-3238	134	29	to	to	ADP
epaa-3238	134	30	$	$	SYM
epaa-3238	134	31	113,149	113,149	NUM
epaa-3238	134	32	in	in	ADP
epaa-3238	134	33	the	the	DET
epaa-3238	134	34	average	average	ADJ
epaa-3238	134	35	white	white	ADJ
epaa-3238	134	36	household	household	NOUN
epaa-3238	134	37	during	during	ADP
epaa-3238	134	38	the	the	DET
epaa-3238	134	39	same	same	ADJ
epaa-3238	134	40	period	period	NOUN
epaa-3238	134	41	(	(	PUNCT
epaa-3238	134	42	kochhar	kochhar	NOUN
epaa-3238	134	43	et	et	PROPN
epaa-3238	134	44	al	al	PROPN
epaa-3238	134	45	.	.	PROPN
epaa-3238	134	46	,	,	PUNCT
epaa-3238	134	47	2011	2011	NUM
epaa-3238	134	48	)	)	PUNCT
epaa-3238	134	49	.	.	PUNCT
epaa-3238	135	1	black	black	ADJ
epaa-3238	135	2	and	and	CCONJ
epaa-3238	135	3	hispanic	hispanic	ADJ
epaa-3238	135	4	college	college	NOUN
epaa-3238	135	5	graduates	graduate	NOUN
epaa-3238	135	6	are	be	AUX
epaa-3238	135	7	also	also	ADV
epaa-3238	135	8	more	more	ADV
epaa-3238	135	9	likely	likely	ADJ
epaa-3238	135	10	to	to	PART
epaa-3238	135	11	be	be	AUX
epaa-3238	135	12	unemployed	unemployed	ADJ
epaa-3238	135	13	than	than	ADP
epaa-3238	135	14	white	white	ADJ
epaa-3238	135	15	graduates	graduate	NOUN
epaa-3238	135	16	(	(	PUNCT
epaa-3238	135	17	u.s	u.s	PROPN
epaa-3238	135	18	.	.	PROPN
epaa-3238	135	19	department	department	PROPN
epaa-3238	135	20	of	of	ADP
epaa-3238	135	21	labor	labor	PROPN
epaa-3238	135	22	and	and	CCONJ
epaa-3238	135	23	u.s	u.s	PROPN
epaa-3238	135	24	.	.	PROPN
epaa-3238	135	25	bureau	bureau	PROPN
epaa-3238	135	26	of	of	ADP
epaa-3238	135	27	labor	labor	PROPN
epaa-3238	135	28	statistics	statistic	NOUN
epaa-3238	135	29	,	,	PUNCT
epaa-3238	135	30	2011	2011	NUM
epaa-3238	135	31	)	)	PUNCT
epaa-3238	135	32	.	.	PUNCT
epaa-3238	136	1	while	while	SCONJ
epaa-3238	136	2	black	black	ADJ
epaa-3238	136	3	individuals	individual	NOUN
epaa-3238	136	4	are	be	AUX
epaa-3238	136	5	less	less	ADV
epaa-3238	136	6	likely	likely	ADJ
epaa-3238	136	7	to	to	PART
epaa-3238	136	8	attend	attend	VERB
epaa-3238	136	9	selective	selective	ADJ
epaa-3238	136	10	institutions	institution	NOUN
epaa-3238	136	11	despite	despite	SCONJ
epaa-3238	136	12	being	be	AUX
epaa-3238	136	13	qualified	qualified	ADJ
epaa-3238	136	14	to	to	PART
epaa-3238	136	15	attend	attend	VERB
epaa-3238	136	16	,	,	PUNCT
epaa-3238	136	17	they	they	PRON
epaa-3238	136	18	are	be	AUX
epaa-3238	136	19	more	more	ADV
epaa-3238	136	20	likely	likely	ADJ
epaa-3238	136	21	to	to	PART
epaa-3238	136	22	graduate	graduate	VERB
epaa-3238	136	23	when	when	SCONJ
epaa-3238	136	24	they	they	PRON
epaa-3238	136	25	attend	attend	VERB
epaa-3238	136	26	the	the	DET
epaa-3238	136	27	most	most	ADV
epaa-3238	136	28	selective	selective	ADJ
epaa-3238	136	29	or	or	CCONJ
epaa-3238	136	30	prestigious	prestigious	ADJ
epaa-3238	136	31	institutions	institution	NOUN
epaa-3238	136	32	to	to	PART
epaa-3238	136	33	which	which	PRON
epaa-3238	136	34	they	they	PRON
epaa-3238	136	35	qualify	qualify	VERB
epaa-3238	136	36	(	(	PUNCT
epaa-3238	136	37	bowen	bowen	PROPN
epaa-3238	136	38	,	,	PUNCT
epaa-3238	136	39	chingos	chingos	PROPN
epaa-3238	136	40	,	,	PUNCT
epaa-3238	136	41	&	&	CCONJ
epaa-3238	136	42	mcpherson	mcpherson	PROPN
epaa-3238	136	43	,	,	PUNCT
epaa-3238	136	44	2009	2009	NUM
epaa-3238	136	45	;	;	PUNCT
epaa-3238	136	46	roderick	roderick	PROPN
epaa-3238	136	47	,	,	PUNCT
epaa-3238	136	48	nagaoka	nagaoka	PROPN
epaa-3238	136	49	&	&	CCONJ
epaa-3238	136	50	moeller	moeller	PROPN
epaa-3238	136	51	,	,	PUNCT
epaa-3238	136	52	2009	2009	NUM
epaa-3238	136	53	)	)	PUNCT
epaa-3238	136	54	.	.	PUNCT
epaa-3238	137	1	even	even	ADV
epaa-3238	137	2	at	at	ADP
epaa-3238	137	3	prestigious	prestigious	ADJ
epaa-3238	137	4	universities	university	NOUN
epaa-3238	137	5	,	,	PUNCT
epaa-3238	137	6	however	however	ADV
epaa-3238	137	7	,	,	PUNCT
epaa-3238	137	8	black	black	ADJ
epaa-3238	137	9	students	student	NOUN
epaa-3238	137	10	suffer	suffer	VERB
epaa-3238	137	11	a	a	DET
epaa-3238	137	12	race	race	NOUN
epaa-3238	137	13	penalty	penalty	NOUN
epaa-3238	137	14	in	in	ADP
epaa-3238	137	15	the	the	DET
epaa-3238	137	16	labor	labor	NOUN
epaa-3238	137	17	market	market	NOUN
epaa-3238	137	18	,	,	PUNCT
epaa-3238	137	19	which	which	PRON
epaa-3238	137	20	may	may	AUX
epaa-3238	137	21	effectively	effectively	ADV
epaa-3238	137	22	neutralize	neutralize	VERB
epaa-3238	137	23	the	the	DET
epaa-3238	137	24	labor	labor	NOUN
epaa-3238	137	25	market	market	NOUN
epaa-3238	137	26	advantage	advantage	NOUN
epaa-3238	137	27	of	of	ADP
epaa-3238	137	28	attending	attend	VERB
epaa-3238	137	29	an	an	DET
epaa-3238	137	30	elite	elite	ADJ
epaa-3238	137	31	school	school	NOUN
epaa-3238	137	32	(	(	PUNCT
epaa-3238	137	33	gaddis	gaddis	PROPN
epaa-3238	137	34	,	,	PUNCT
epaa-3238	137	35	2015	2015	NUM
epaa-3238	137	36	)	)	PUNCT
epaa-3238	137	37	.	.	PUNCT
epaa-3238	138	1	still	still	ADV
epaa-3238	138	2	,	,	PUNCT
epaa-3238	138	3	black	black	ADJ
epaa-3238	138	4	and	and	CCONJ
epaa-3238	138	5	hispanic	hispanic	ADJ
epaa-3238	138	6	americans	americans	PROPN
epaa-3238	138	7	appear	appear	VERB
epaa-3238	138	8	to	to	PART
epaa-3238	138	9	benefit	benefit	VERB
epaa-3238	138	10	from	from	ADP
epaa-3238	138	11	negative	negative	ADJ
epaa-3238	138	12	selection	selection	NOUN
epaa-3238	138	13	,	,	PUNCT
epaa-3238	138	14	where	where	SCONJ
epaa-3238	138	15	those	those	PRON
epaa-3238	138	16	least	least	ADV
epaa-3238	138	17	likely	likely	ADJ
epaa-3238	138	18	to	to	PART
epaa-3238	138	19	graduate	graduate	VERB
epaa-3238	138	20	from	from	ADP
epaa-3238	138	21	college	college	NOUN
epaa-3238	138	22	stand	stand	NOUN
epaa-3238	138	23	to	to	PART
epaa-3238	138	24	benefit	benefit	VERB
epaa-3238	138	25	the	the	DET
epaa-3238	138	26	most	most	ADJ
epaa-3238	138	27	from	from	ADP
epaa-3238	138	28	it	it	PRON
epaa-3238	138	29	(	(	PUNCT
epaa-3238	138	30	brand	brand	PROPN
epaa-3238	138	31	&	&	CCONJ
epaa-3238	138	32	xie	xie	PROPN
epaa-3238	138	33	,	,	PUNCT
epaa-3238	138	34	2010	2010	NUM
epaa-3238	138	35	)	)	PUNCT
epaa-3238	138	36	.	.	PUNCT
epaa-3238	139	1	by	by	ADP
epaa-3238	139	2	some	some	DET
epaa-3238	139	3	estimates	estimate	NOUN
epaa-3238	139	4	,	,	PUNCT
epaa-3238	139	5	the	the	DET
epaa-3238	139	6	increased	increase	VERB
epaa-3238	139	7	earning	earn	VERB
epaa-3238	139	8	potential	potential	NOUN
epaa-3238	139	9	among	among	ADP
epaa-3238	139	10	underrepresented	underrepresented	ADJ
epaa-3238	139	11	minority	minority	NOUN
epaa-3238	139	12	students	student	NOUN
epaa-3238	139	13	that	that	PRON
epaa-3238	139	14	can	can	AUX
epaa-3238	139	15	be	be	AUX
epaa-3238	139	16	attributed	attribute	VERB
epaa-3238	139	17	to	to	ADP
epaa-3238	139	18	college	college	NOUN
epaa-3238	139	19	graduation	graduation	NOUN
epaa-3238	139	20	exceeds	exceed	VERB
epaa-3238	139	21	that	that	PRON
epaa-3238	139	22	of	of	ADP
epaa-3238	139	23	white	white	ADJ
epaa-3238	139	24	americans	americans	PROPN
epaa-3238	139	25	(	(	PUNCT
epaa-3238	139	26	barrow	barrow	NOUN
epaa-3238	139	27	&	&	CCONJ
epaa-3238	139	28	rouse	rouse	PROPN
epaa-3238	139	29	,	,	PUNCT
epaa-3238	139	30	2005	2005	NUM
epaa-3238	139	31	;	;	PUNCT
epaa-3238	139	32	brand	brand	PROPN
epaa-3238	139	33	&	&	CCONJ
epaa-3238	139	34	xie	xie	PROPN
epaa-3238	139	35	,	,	PUNCT
epaa-3238	139	36	2010	2010	NUM
epaa-3238	139	37	;	;	PUNCT
epaa-3238	139	38	long	long	ADV
epaa-3238	139	39	,	,	PUNCT
epaa-3238	139	40	2010	2010	NUM
epaa-3238	139	41	)	)	PUNCT
epaa-3238	139	42	.	.	PUNCT
epaa-3238	140	1	however	however	ADV
epaa-3238	140	2	,	,	PUNCT
epaa-3238	140	3	black	black	ADJ
epaa-3238	140	4	and	and	CCONJ
epaa-3238	140	5	hispanic	hispanic	ADJ
epaa-3238	140	6	americans	americans	PROPN
epaa-3238	140	7	have	have	AUX
epaa-3238	140	8	not	not	PART
epaa-3238	140	9	yet	yet	ADV
epaa-3238	140	10	closed	close	VERB
epaa-3238	140	11	the	the	DET
epaa-3238	140	12	race	race	NOUN
epaa-3238	140	13	gap	gap	NOUN
epaa-3238	140	14	in	in	ADP
epaa-3238	140	15	first	first	ADJ
epaa-3238	140	16	year	year	NOUN
epaa-3238	140	17	,	,	PUNCT
epaa-3238	140	18	annual	annual	ADJ
epaa-3238	140	19	,	,	PUNCT
epaa-3238	140	20	or	or	CCONJ
epaa-3238	140	21	lifetime	lifetime	NOUN
epaa-3238	140	22	earnings	earning	NOUN
epaa-3238	140	23	(	(	PUNCT
epaa-3238	140	24	hout	hout	PROPN
epaa-3238	140	25	,	,	PUNCT
epaa-3238	140	26	2012	2012	NUM
epaa-3238	140	27	;	;	PUNCT
epaa-3238	140	28	kochhar	kochhar	PROPN
epaa-3238	140	29	et	et	PROPN
epaa-3238	140	30	al	al	PROPN
epaa-3238	140	31	,	,	PUNCT
epaa-3238	140	32	2011	2011	NUM
epaa-3238	140	33	)	)	PUNCT
epaa-3238	140	34	.	.	PUNCT
epaa-3238	141	1	we	we	PRON
epaa-3238	141	2	hypothesize	hypothesize	VERB
epaa-3238	141	3	that	that	SCONJ
epaa-3238	141	4	black	black	ADJ
epaa-3238	141	5	and	and	CCONJ
epaa-3238	141	6	hispanic	hispanic	ADJ
epaa-3238	141	7	student	student	NOUN
epaa-3238	141	8	enrollments	enrollment	NOUN
epaa-3238	141	9	will	will	AUX
epaa-3238	141	10	be	be	AUX
epaa-3238	141	11	negatively	negatively	ADV
epaa-3238	141	12	associated	associate	VERB
epaa-3238	141	13	with	with	ADP
epaa-3238	141	14	institutional	institutional	ADJ
epaa-3238	141	15	roi	roi	NOUN
epaa-3238	141	16	,	,	PUNCT
epaa-3238	141	17	holding	hold	VERB
epaa-3238	141	18	other	other	ADJ
epaa-3238	141	19	factors	factor	NOUN
epaa-3238	141	20	constant	constant	ADJ
epaa-3238	141	21	(	(	PUNCT
epaa-3238	141	22	andrews	andrews	PROPN
epaa-3238	141	23	&	&	CCONJ
epaa-3238	141	24	lovenheim	lovenheim	PROPN
epaa-3238	141	25	,	,	PUNCT
epaa-3238	141	26	2012	2012	NUM
epaa-3238	141	27	)	)	PUNCT
epaa-3238	141	28	.	.	PUNCT
epaa-3238	142	1	we	we	PRON
epaa-3238	142	2	also	also	ADV
epaa-3238	142	3	consider	consider	VERB
epaa-3238	142	4	the	the	DET
epaa-3238	142	5	impact	impact	NOUN
epaa-3238	142	6	of	of	ADP
epaa-3238	142	7	asian	asian	ADJ
epaa-3238	142	8	share	share	NOUN
epaa-3238	142	9	of	of	ADP
epaa-3238	142	10	student	student	NOUN
epaa-3238	142	11	body	body	NOUN
epaa-3238	142	12	on	on	ADP
epaa-3238	142	13	institutional	institutional	ADJ
epaa-3238	142	14	roi	roi	NOUN
epaa-3238	142	15	.	.	PUNCT
epaa-3238	143	1	here	here	ADV
epaa-3238	143	2	we	we	PRON
epaa-3238	143	3	anticipate	anticipate	VERB
epaa-3238	143	4	a	a	DET
epaa-3238	143	5	positive	positive	ADJ
epaa-3238	143	6	relationship	relationship	NOUN
epaa-3238	143	7	between	between	ADP
epaa-3238	143	8	the	the	DET
epaa-3238	143	9	share	share	NOUN
epaa-3238	143	10	of	of	ADP
epaa-3238	143	11	asian	asian	ADJ
epaa-3238	143	12	students	student	NOUN
epaa-3238	143	13	and	and	CCONJ
epaa-3238	143	14	institutional	institutional	ADJ
epaa-3238	143	15	roi	roi	NOUN
epaa-3238	143	16	.	.	PUNCT
epaa-3238	144	1	asian	asian	PROPN
epaa-3238	144	2	college	college	NOUN
epaa-3238	144	3	graduates	graduate	NOUN
epaa-3238	144	4	in	in	ADP
epaa-3238	144	5	the	the	DET
epaa-3238	144	6	united	united	PROPN
epaa-3238	144	7	states	states	PROPN
epaa-3238	144	8	have	have	VERB
epaa-3238	144	9	incomes	income	NOUN
epaa-3238	144	10	that	that	PRON
epaa-3238	144	11	closely	closely	ADV
epaa-3238	144	12	match	match	VERB
epaa-3238	144	13	white	white	PROPN
epaa-3238	144	14	college	college	PROPN
epaa-3238	144	15	graduates	graduate	NOUN
epaa-3238	144	16	and	and	CCONJ
epaa-3238	144	17	often	often	ADV
epaa-3238	144	18	report	report	VERB
epaa-3238	144	19	higher	high	ADJ
epaa-3238	144	20	household	household	NOUN
epaa-3238	144	21	wealth	wealth	NOUN
epaa-3238	144	22	than	than	SCONJ
epaa-3238	144	23	white	white	PROPN
epaa-3238	144	24	americans	americans	PROPN
epaa-3238	144	25	report	report	VERB
epaa-3238	144	26	(	(	PUNCT
epaa-3238	144	27	kochhar	kochhar	PROPN
epaa-3238	144	28	,	,	PUNCT
epaa-3238	144	29	et	et	PROPN
epaa-3238	144	30	al	al	PROPN
epaa-3238	144	31	,	,	PUNCT
epaa-3238	144	32	2011	2011	NUM
epaa-3238	144	33	;	;	PUNCT
epaa-3238	144	34	u.s	u.s	PROPN
epaa-3238	144	35	.	.	PROPN
epaa-3238	144	36	census	census	PROPN
epaa-3238	144	37	,	,	PUNCT
epaa-3238	144	38	2011	2011	NUM
epaa-3238	144	39	)	)	PUNCT
epaa-3238	144	40	.	.	PUNCT
epaa-3238	145	1	we	we	PRON
epaa-3238	145	2	expect	expect	VERB
epaa-3238	145	3	that	that	SCONJ
epaa-3238	145	4	asian	asian	ADJ
epaa-3238	145	5	enrollments	enrollment	NOUN
epaa-3238	145	6	will	will	AUX
epaa-3238	145	7	be	be	AUX
epaa-3238	145	8	associated	associate	VERB
epaa-3238	145	9	with	with	ADP
epaa-3238	145	10	higher	high	ADJ
epaa-3238	145	11	institutional	institutional	ADJ
epaa-3238	145	12	roi	roi	NOUN
epaa-3238	145	13	,	,	PUNCT
epaa-3238	145	14	ceteris	ceteris	NOUN
epaa-3238	145	15	paribus	paribus	NOUN
epaa-3238	145	16	.	.	PUNCT
epaa-3238	146	1	gender	gender	NOUN
epaa-3238	146	2	.	.	PUNCT
epaa-3238	147	1	sizable	sizable	ADJ
epaa-3238	147	2	wage	wage	NOUN
epaa-3238	147	3	disparities	disparity	NOUN
epaa-3238	147	4	also	also	ADV
epaa-3238	147	5	exist	exist	VERB
epaa-3238	147	6	between	between	ADP
epaa-3238	147	7	women	woman	NOUN
epaa-3238	147	8	and	and	CCONJ
epaa-3238	147	9	men	man	NOUN
epaa-3238	147	10	(	(	PUNCT
epaa-3238	147	11	budig	budig	PROPN
epaa-3238	147	12	&	&	CCONJ
epaa-3238	147	13	england	england	PROPN
epaa-3238	147	14	,	,	PUNCT
epaa-3238	147	15	2001	2001	NUM
epaa-3238	147	16	;	;	PUNCT
epaa-3238	147	17	daniel	daniel	PROPN
epaa-3238	147	18	,	,	PUNCT
epaa-3238	147	19	black	black	ADJ
epaa-3238	147	20	,	,	PUNCT
epaa-3238	147	21	&	&	CCONJ
epaa-3238	147	22	smith	smith	PROPN
epaa-3238	147	23	,	,	PUNCT
epaa-3238	147	24	1995	1995	NUM
epaa-3238	147	25	;	;	PUNCT
epaa-3238	147	26	fox	fox	PROPN
epaa-3238	147	27	,	,	PUNCT
epaa-3238	147	28	1993	1993	NUM
epaa-3238	147	29	;	;	PUNCT
epaa-3238	147	30	hout	hout	PROPN
epaa-3238	147	31	,	,	PUNCT
epaa-3238	147	32	2012	2012	NUM
epaa-3238	147	33	;	;	PUNCT
epaa-3238	147	34	long	long	ADV
epaa-3238	147	35	,	,	PUNCT
epaa-3238	147	36	2010	2010	NUM
epaa-3238	147	37	;	;	PUNCT
epaa-3238	147	38	monks	monk	NOUN
epaa-3238	147	39	,	,	PUNCT
epaa-3238	147	40	2000	2000	NUM
epaa-3238	147	41	;	;	PUNCT
epaa-3238	147	42	pascarella	pascarella	PROPN
epaa-3238	147	43	&	&	CCONJ
epaa-3238	147	44	terenzini	terenzini	PROPN
epaa-3238	147	45	,	,	PUNCT
epaa-3238	147	46	2005	2005	NUM
epaa-3238	147	47	;	;	PUNCT
epaa-3238	147	48	thomas	thomas	PROPN
epaa-3238	147	49	&	&	CCONJ
epaa-3238	147	50	zhang	zhang	PROPN
epaa-3238	147	51	,	,	PUNCT
epaa-3238	147	52	2005	2005	NUM
epaa-3238	147	53	)	)	PUNCT
epaa-3238	147	54	.	.	PUNCT
epaa-3238	148	1	by	by	ADP
epaa-3238	148	2	one	one	NUM
epaa-3238	148	3	estimate	estimate	NOUN
epaa-3238	148	4	,	,	PUNCT
epaa-3238	148	5	women	woman	NOUN
epaa-3238	148	6	experience	experience	VERB
epaa-3238	148	7	an	an	DET
epaa-3238	148	8	earnings	earning	NOUN
epaa-3238	148	9	penalty	penalty	NOUN
epaa-3238	148	10	of	of	ADP
epaa-3238	148	11	up	up	ADP
epaa-3238	148	12	to	to	PART
epaa-3238	148	13	11	11	NUM
epaa-3238	148	14	%	%	NOUN
epaa-3238	148	15	,	,	PUNCT
epaa-3238	148	16	net	net	NOUN
epaa-3238	148	17	of	of	ADP
epaa-3238	148	18	other	other	ADJ
epaa-3238	148	19	factors	factor	NOUN
epaa-3238	148	20	(	(	PUNCT
epaa-3238	148	21	thomas	thomas	PROPN
epaa-3238	148	22	&	&	CCONJ
epaa-3238	148	23	zhang	zhang	PROPN
epaa-3238	148	24	,	,	PUNCT
epaa-3238	148	25	2005	2005	NUM
epaa-3238	148	26	)	)	PUNCT
epaa-3238	148	27	.	.	PUNCT
epaa-3238	149	1	similarly	similarly	ADV
epaa-3238	149	2	,	,	PUNCT
epaa-3238	149	3	daniel	daniel	PROPN
epaa-3238	149	4	,	,	PUNCT
epaa-3238	149	5	black	black	ADJ
epaa-3238	149	6	,	,	PUNCT
epaa-3238	149	7	and	and	CCONJ
epaa-3238	149	8	smith	smith	PROPN
epaa-3238	149	9	(	(	PUNCT
epaa-3238	149	10	1995	1995	NUM
epaa-3238	149	11	)	)	PUNCT
epaa-3238	149	12	and	and	CCONJ
epaa-3238	149	13	long	long	ADV
epaa-3238	149	14	(	(	PUNCT
epaa-3238	149	15	2010	2010	NUM
epaa-3238	149	16	)	)	PUNCT
epaa-3238	149	17	also	also	ADV
epaa-3238	149	18	find	find	VERB
epaa-3238	149	19	that	that	SCONJ
epaa-3238	149	20	positive	positive	ADJ
epaa-3238	149	21	returns	return	NOUN
epaa-3238	149	22	from	from	ADP
epaa-3238	149	23	higher	high	ADJ
epaa-3238	149	24	education	education	NOUN
epaa-3238	149	25	are	be	AUX
epaa-3238	149	26	larger	large	ADJ
epaa-3238	149	27	for	for	ADP
epaa-3238	149	28	men	man	NOUN
epaa-3238	149	29	than	than	ADP
epaa-3238	149	30	for	for	ADP
epaa-3238	149	31	women	woman	NOUN
epaa-3238	149	32	.	.	PUNCT
epaa-3238	150	1	this	this	PRON
epaa-3238	150	2	leads	lead	VERB
epaa-3238	150	3	us	we	PRON
epaa-3238	150	4	to	to	PART
epaa-3238	150	5	posit	posit	VERB
epaa-3238	150	6	that	that	PRON
epaa-3238	150	7	female	female	ADJ
epaa-3238	150	8	enrollments	enrollment	NOUN
epaa-3238	150	9	are	be	AUX
epaa-3238	150	10	negatively	negatively	ADV
epaa-3238	150	11	associated	associate	VERB
epaa-3238	150	12	with	with	ADP
epaa-3238	150	13	institutional	institutional	ADJ
epaa-3238	150	14	roi	roi	NOUN
epaa-3238	150	15	,	,	PUNCT
epaa-3238	150	16	ceteris	ceteris	NOUN
epaa-3238	150	17	paribus	paribus	NOUN
epaa-3238	150	18	.	.	PUNCT
epaa-3238	151	1	2	2	NUM
epaa-3238	151	2	we	we	PRON
epaa-3238	151	3	use	use	VERB
epaa-3238	151	4	the	the	DET
epaa-3238	151	5	term	term	NOUN
epaa-3238	151	6	‘	'	PUNCT
epaa-3238	151	7	black	black	ADJ
epaa-3238	151	8	’	'	PUNCT
epaa-3238	151	9	rather	rather	ADV
epaa-3238	151	10	than	than	ADP
epaa-3238	151	11	african	african	ADJ
epaa-3238	151	12	american	american	PROPN
epaa-3238	151	13	because	because	SCONJ
epaa-3238	151	14	the	the	DET
epaa-3238	151	15	aggregate	aggregate	ADJ
epaa-3238	151	16	data	datum	NOUN
epaa-3238	151	17	we	we	PRON
epaa-3238	151	18	analyze	analyze	VERB
epaa-3238	151	19	only	only	ADV
epaa-3238	151	20	identifies	identify	VERB
epaa-3238	151	21	student	student	NOUN
epaa-3238	151	22	in	in	ADP
epaa-3238	151	23	this	this	DET
epaa-3238	151	24	way	way	NOUN
epaa-3238	151	25	.	.	PUNCT
epaa-3238	152	1	since	since	SCONJ
epaa-3238	152	2	we	we	PRON
epaa-3238	152	3	can	can	AUX
epaa-3238	152	4	not	not	PART
epaa-3238	152	5	differentiate	differentiate	VERB
epaa-3238	152	6	between	between	ADP
epaa-3238	152	7	african	african	ADJ
epaa-3238	152	8	americans	americans	PROPN
epaa-3238	152	9	,	,	PUNCT
epaa-3238	152	10	caribbean	caribbean	ADJ
epaa-3238	152	11	migrants	migrant	NOUN
epaa-3238	152	12	,	,	PUNCT
epaa-3238	152	13	migrants	migrant	NOUN
epaa-3238	152	14	from	from	ADP
epaa-3238	152	15	continental	continental	PROPN
epaa-3238	152	16	africa	africa	PROPN
epaa-3238	152	17	,	,	PUNCT
epaa-3238	152	18	and	and	CCONJ
epaa-3238	152	19	the	the	DET
epaa-3238	152	20	broad	broad	ADJ
epaa-3238	152	21	range	range	NOUN
epaa-3238	152	22	of	of	ADP
epaa-3238	152	23	other	other	ADJ
epaa-3238	152	24	peoples	people	NOUN
epaa-3238	152	25	who	who	PRON
epaa-3238	152	26	self	self	NOUN
epaa-3238	152	27	-	-	PUNCT
epaa-3238	152	28	identify	identify	VERB
epaa-3238	152	29	as	as	ADP
epaa-3238	152	30	'	'	PUNCT
epaa-3238	152	31	black	black	NOUN
epaa-3238	152	32	'	'	PUNCT
epaa-3238	152	33	in	in	ADP
epaa-3238	152	34	these	these	DET
epaa-3238	152	35	data	datum	NOUN
epaa-3238	152	36	,	,	PUNCT
epaa-3238	152	37	we	we	PRON
epaa-3238	152	38	are	be	AUX
epaa-3238	152	39	not	not	PART
epaa-3238	152	40	able	able	ADJ
epaa-3238	152	41	to	to	PART
epaa-3238	152	42	make	make	VERB
epaa-3238	152	43	finer	fine	ADJ
epaa-3238	152	44	distinctions	distinction	NOUN
epaa-3238	152	45	between	between	ADP
epaa-3238	152	46	racial	racial	ADJ
epaa-3238	152	47	and	and	CCONJ
epaa-3238	152	48	ethnic	ethnic	ADJ
epaa-3238	152	49	groups	group	NOUN
epaa-3238	152	50	.	.	PUNCT
epaa-3238	153	1	ranking	rank	VERB
epaa-3238	153	2	colleges	college	NOUN
epaa-3238	153	3	and	and	CCONJ
epaa-3238	153	4	universities	university	NOUN
epaa-3238	153	5	on	on	ADP
epaa-3238	153	6	returns	return	NOUN
epaa-3238	153	7	to	to	ADP
epaa-3238	153	8	education	education	NOUN
epaa-3238	153	9	9	9	NUM
epaa-3238	153	10	choice	choice	NOUN
epaa-3238	153	11	of	of	ADP
epaa-3238	153	12	major	major	NOUN
epaa-3238	153	13	.	.	PUNCT
epaa-3238	154	1	among	among	ADP
epaa-3238	154	2	the	the	DET
epaa-3238	154	3	most	most	ADV
epaa-3238	154	4	important	important	ADJ
epaa-3238	154	5	ways	way	NOUN
epaa-3238	154	6	that	that	PRON
epaa-3238	154	7	student	student	NOUN
epaa-3238	154	8	body	body	NOUN
epaa-3238	154	9	composition	composition	NOUN
epaa-3238	154	10	varies	vary	VERB
epaa-3238	154	11	is	be	AUX
epaa-3238	154	12	with	with	ADP
epaa-3238	154	13	respect	respect	NOUN
epaa-3238	154	14	to	to	ADP
epaa-3238	154	15	the	the	DET
epaa-3238	154	16	distribution	distribution	NOUN
epaa-3238	154	17	of	of	ADP
epaa-3238	154	18	conferred	conferred	ADJ
epaa-3238	154	19	degrees	degree	NOUN
epaa-3238	154	20	.	.	PUNCT
epaa-3238	155	1	recent	recent	ADJ
epaa-3238	155	2	application	application	NOUN
epaa-3238	155	3	of	of	ADP
epaa-3238	155	4	human	human	ADJ
epaa-3238	155	5	capital	capital	NOUN
epaa-3238	155	6	theory	theory	NOUN
epaa-3238	155	7	to	to	ADP
epaa-3238	155	8	the	the	DET
epaa-3238	155	9	returns	return	NOUN
epaa-3238	155	10	to	to	ADP
epaa-3238	155	11	college	college	NOUN
epaa-3238	155	12	education	education	NOUN
epaa-3238	155	13	finds	find	VERB
epaa-3238	155	14	that	that	DET
epaa-3238	155	15	choice	choice	NOUN
epaa-3238	155	16	of	of	ADP
epaa-3238	155	17	major	major	ADJ
epaa-3238	155	18	is	be	AUX
epaa-3238	155	19	a	a	DET
epaa-3238	155	20	significant	significant	ADJ
epaa-3238	155	21	predictor	predictor	NOUN
epaa-3238	155	22	of	of	ADP
epaa-3238	155	23	future	future	ADJ
epaa-3238	155	24	occupation	occupation	NOUN
epaa-3238	155	25	,	,	PUNCT
epaa-3238	155	26	which	which	PRON
epaa-3238	155	27	,	,	PUNCT
epaa-3238	155	28	in	in	ADP
epaa-3238	155	29	turn	turn	NOUN
epaa-3238	155	30	,	,	PUNCT
epaa-3238	155	31	has	have	VERB
epaa-3238	155	32	a	a	DET
epaa-3238	155	33	direct	direct	ADJ
epaa-3238	155	34	impact	impact	NOUN
epaa-3238	155	35	on	on	ADP
epaa-3238	155	36	post	post	ADJ
epaa-3238	155	37	-	-	ADJ
epaa-3238	155	38	graduation	graduation	ADJ
epaa-3238	155	39	earnings	earning	NOUN
epaa-3238	155	40	(	(	PUNCT
epaa-3238	155	41	e.g.	e.g.	ADV
epaa-3238	155	42	,	,	PUNCT
epaa-3238	155	43	altonji	altonji	X
epaa-3238	155	44	,	,	PUNCT
epaa-3238	155	45	blom	blom	NOUN
epaa-3238	155	46	&	&	CCONJ
epaa-3238	155	47	meghir	meghir	NOUN
epaa-3238	155	48	,	,	PUNCT
epaa-3238	155	49	2012	2012	NUM
epaa-3238	155	50	;	;	PUNCT
epaa-3238	155	51	davies	davy	NOUN
epaa-3238	155	52	&	&	CCONJ
epaa-3238	155	53	guppy	guppy	PROPN
epaa-3238	155	54	,	,	PUNCT
epaa-3238	155	55	1997	1997	NUM
epaa-3238	155	56	;	;	PUNCT
epaa-3238	155	57	fitzgerald	fitzgerald	PROPN
epaa-3238	155	58	&	&	CCONJ
epaa-3238	155	59	burns	burn	NOUN
epaa-3238	155	60	,	,	PUNCT
epaa-3238	155	61	2000	2000	NUM
epaa-3238	155	62	;	;	PUNCT
epaa-3238	155	63	fox	fox	PROPN
epaa-3238	155	64	,	,	PUNCT
epaa-3238	155	65	1993	1993	NUM
epaa-3238	155	66	;	;	PUNCT
epaa-3238	155	67	james	james	PROPN
epaa-3238	155	68	et	et	PROPN
epaa-3238	155	69	al	al	PROPN
epaa-3238	155	70	,	,	PUNCT
epaa-3238	155	71	1989	1989	NUM
epaa-3238	155	72	;	;	PUNCT
epaa-3238	155	73	simpson	simpson	PROPN
epaa-3238	155	74	,	,	PUNCT
epaa-3238	155	75	2001	2001	NUM
epaa-3238	155	76	;	;	PUNCT
epaa-3238	155	77	thomas	thomas	PROPN
epaa-3238	155	78	&	&	CCONJ
epaa-3238	155	79	zhang	zhang	PROPN
epaa-3238	155	80	,	,	PUNCT
epaa-3238	155	81	2005).3	2005).3	NUM
epaa-3238	155	82	pascarella	pascarella	VERB
epaa-3238	155	83	and	and	CCONJ
epaa-3238	155	84	terenzini	terenzini	PROPN
epaa-3238	155	85	(	(	PUNCT
epaa-3238	155	86	2005	2005	NUM
epaa-3238	155	87	)	)	PUNCT
epaa-3238	155	88	caution	caution	NOUN
epaa-3238	155	89	that	that	PRON
epaa-3238	155	90	failure	failure	NOUN
epaa-3238	155	91	to	to	PART
epaa-3238	155	92	account	account	VERB
epaa-3238	155	93	for	for	ADP
epaa-3238	155	94	academic	academic	ADJ
epaa-3238	155	95	field	field	NOUN
epaa-3238	155	96	of	of	ADP
epaa-3238	155	97	study	study	NOUN
epaa-3238	155	98	could	could	AUX
epaa-3238	155	99	lead	lead	VERB
epaa-3238	155	100	researchers	researcher	NOUN
epaa-3238	155	101	and	and	CCONJ
epaa-3238	155	102	ihe	ihe	PROPN
epaa-3238	155	103	administrators	administrator	NOUN
epaa-3238	155	104	to	to	PART
epaa-3238	155	105	wrongfully	wrongfully	ADV
epaa-3238	155	106	attribute	attribute	VERB
epaa-3238	155	107	graduate	graduate	NOUN
epaa-3238	155	108	earnings	earning	NOUN
epaa-3238	155	109	to	to	ADP
epaa-3238	155	110	institutions	institution	NOUN
epaa-3238	155	111	rather	rather	ADV
epaa-3238	155	112	than	than	ADP
epaa-3238	155	113	to	to	ADP
epaa-3238	155	114	a	a	DET
epaa-3238	155	115	student	student	NOUN
epaa-3238	155	116	’s	’s	PART
epaa-3238	155	117	field	field	NOUN
epaa-3238	155	118	-	-	PUNCT
epaa-3238	155	119	of	of	ADP
epaa-3238	155	120	-	-	PUNCT
epaa-3238	155	121	study	study	NOUN
epaa-3238	155	122	preferences	preference	NOUN
epaa-3238	155	123	.	.	PUNCT
epaa-3238	156	1	for	for	ADP
epaa-3238	156	2	example	example	NOUN
epaa-3238	156	3	,	,	PUNCT
epaa-3238	156	4	the	the	DET
epaa-3238	156	5	stem	stem	NOUN
epaa-3238	156	6	field	field	NOUN
epaa-3238	156	7	degrees	degree	NOUN
epaa-3238	156	8	of	of	ADP
epaa-3238	156	9	science	science	NOUN
epaa-3238	156	10	,	,	PUNCT
epaa-3238	156	11	technology	technology	NOUN
epaa-3238	156	12	,	,	PUNCT
epaa-3238	156	13	engineering	engineering	NOUN
epaa-3238	156	14	,	,	PUNCT
epaa-3238	156	15	and	and	CCONJ
epaa-3238	156	16	mathematics	mathematic	NOUN
epaa-3238	156	17	yield	yield	VERB
epaa-3238	156	18	higher	high	ADJ
epaa-3238	156	19	starting	start	VERB
epaa-3238	156	20	salaries	salary	NOUN
epaa-3238	156	21	than	than	ADP
epaa-3238	156	22	degrees	degree	NOUN
epaa-3238	156	23	in	in	ADP
epaa-3238	156	24	the	the	DET
epaa-3238	156	25	humanities	humanity	NOUN
epaa-3238	156	26	and	and	CCONJ
epaa-3238	156	27	education	education	NOUN
epaa-3238	156	28	.	.	PUNCT
epaa-3238	157	1	we	we	PRON
epaa-3238	157	2	hypothesize	hypothesize	VERB
epaa-3238	157	3	that	that	DET
epaa-3238	157	4	share	share	NOUN
epaa-3238	157	5	of	of	ADP
epaa-3238	157	6	degrees	degree	NOUN
epaa-3238	157	7	in	in	ADP
epaa-3238	157	8	high	high	ADV
epaa-3238	157	9	-	-	PUNCT
epaa-3238	157	10	earning	earn	VERB
epaa-3238	157	11	fields	field	NOUN
epaa-3238	157	12	such	such	ADJ
epaa-3238	157	13	as	as	ADP
epaa-3238	157	14	engineering	engineering	NOUN
epaa-3238	157	15	and	and	CCONJ
epaa-3238	157	16	science	science	NOUN
epaa-3238	157	17	will	will	AUX
epaa-3238	157	18	be	be	AUX
epaa-3238	157	19	positively	positively	ADV
epaa-3238	157	20	correlated	correlate	VERB
epaa-3238	157	21	with	with	ADP
epaa-3238	157	22	institutional	institutional	ADJ
epaa-3238	157	23	roi	roi	NOUN
epaa-3238	157	24	and	and	CCONJ
epaa-3238	157	25	that	that	SCONJ
epaa-3238	157	26	degrees	degree	NOUN
epaa-3238	157	27	in	in	ADP
epaa-3238	157	28	low	low	ADV
epaa-3238	157	29	-	-	PUNCT
epaa-3238	157	30	earning	earn	VERB
epaa-3238	157	31	fields	field	NOUN
epaa-3238	157	32	such	such	ADJ
epaa-3238	157	33	as	as	ADP
epaa-3238	157	34	the	the	DET
epaa-3238	157	35	humanities	humanity	NOUN
epaa-3238	157	36	will	will	AUX
epaa-3238	157	37	be	be	AUX
epaa-3238	157	38	negatively	negatively	ADV
epaa-3238	157	39	correlated	correlate	VERB
epaa-3238	157	40	with	with	ADP
epaa-3238	157	41	roi	roi	NOUN
epaa-3238	157	42	.	.	PUNCT
epaa-3238	158	1	to	to	PART
epaa-3238	158	2	summarize	summarize	VERB
epaa-3238	158	3	,	,	PUNCT
epaa-3238	158	4	we	we	PRON
epaa-3238	158	5	operationalize	operationalize	VERB
epaa-3238	158	6	compositional	compositional	ADJ
epaa-3238	158	7	characteristics	characteristic	NOUN
epaa-3238	158	8	of	of	ADP
epaa-3238	158	9	ihes	ihe	NOUN
epaa-3238	158	10	on	on	ADP
epaa-3238	158	11	six	six	NUM
epaa-3238	158	12	dimensions	dimension	NOUN
epaa-3238	158	13	,	,	PUNCT
epaa-3238	158	14	including	include	VERB
epaa-3238	158	15	,	,	PUNCT
epaa-3238	158	16	student	student	NOUN
epaa-3238	158	17	ability	ability	NOUN
epaa-3238	158	18	and	and	CCONJ
epaa-3238	158	19	background	background	NOUN
epaa-3238	158	20	,	,	PUNCT
epaa-3238	158	21	non	non	ADJ
epaa-3238	158	22	-	-	ADJ
epaa-3238	158	23	traditional	traditional	ADJ
epaa-3238	158	24	composition	composition	NOUN
epaa-3238	158	25	of	of	ADP
epaa-3238	158	26	enrolled	enrol	VERB
epaa-3238	158	27	students	student	NOUN
epaa-3238	158	28	,	,	PUNCT
epaa-3238	158	29	race	race	NOUN
epaa-3238	158	30	,	,	PUNCT
epaa-3238	158	31	sex	sex	NOUN
epaa-3238	158	32	and	and	CCONJ
epaa-3238	158	33	field	field	NOUN
epaa-3238	158	34	of	of	ADP
epaa-3238	158	35	study	study	NOUN
epaa-3238	158	36	.	.	PUNCT
epaa-3238	159	1	student	student	NOUN
epaa-3238	159	2	quality	quality	NOUN
epaa-3238	159	3	is	be	AUX
epaa-3238	159	4	here	here	ADV
epaa-3238	159	5	operationalized	operationalize	VERB
epaa-3238	159	6	using	use	VERB
epaa-3238	159	7	the	the	DET
epaa-3238	159	8	average	average	NOUN
epaa-3238	159	9	of	of	ADP
epaa-3238	159	10	the	the	DET
epaa-3238	159	11	25th	25th	NOUN
epaa-3238	159	12	to	to	ADP
epaa-3238	159	13	75th	75th	ADJ
epaa-3238	159	14	percentile	percentile	NOUN
epaa-3238	159	15	sat	sit	VERB
epaa-3238	159	16	scores	score	NOUN
epaa-3238	159	17	and	and	CCONJ
epaa-3238	159	18	student	student	NOUN
epaa-3238	159	19	background	background	NOUN
epaa-3238	159	20	is	be	AUX
epaa-3238	159	21	measured	measure	VERB
epaa-3238	159	22	as	as	ADP
epaa-3238	159	23	the	the	DET
epaa-3238	159	24	percentage	percentage	NOUN
epaa-3238	159	25	of	of	ADP
epaa-3238	159	26	students	student	NOUN
epaa-3238	159	27	receiving	receive	VERB
epaa-3238	159	28	need	need	NOUN
epaa-3238	159	29	-	-	PUNCT
epaa-3238	159	30	based	base	VERB
epaa-3238	159	31	federal	federal	ADJ
epaa-3238	159	32	aid	aid	NOUN
epaa-3238	159	33	in	in	ADP
epaa-3238	159	34	the	the	DET
epaa-3238	159	35	form	form	NOUN
epaa-3238	159	36	of	of	ADP
epaa-3238	159	37	pell	pell	NOUN
epaa-3238	159	38	grants.4	grants.4	PROPN
epaa-3238	159	39	share	share	NOUN
epaa-3238	159	40	of	of	ADP
epaa-3238	159	41	student	student	NOUN
epaa-3238	159	42	body	body	NOUN
epaa-3238	159	43	receiving	receive	VERB
epaa-3238	159	44	pell	pell	NOUN
epaa-3238	159	45	grants	grant	NOUN
epaa-3238	159	46	allows	allow	VERB
epaa-3238	159	47	us	we	PRON
epaa-3238	159	48	to	to	PART
epaa-3238	159	49	partial	partial	VERB
epaa-3238	159	50	out	out	ADP
epaa-3238	159	51	the	the	DET
epaa-3238	159	52	influence	influence	NOUN
epaa-3238	159	53	of	of	ADP
epaa-3238	159	54	disadvantaged	disadvantaged	ADJ
epaa-3238	159	55	background	background	NOUN
epaa-3238	159	56	(	(	PUNCT
epaa-3238	159	57	i.e.	i.e.	X
epaa-3238	159	58	poverty	poverty	NOUN
epaa-3238	159	59	)	)	PUNCT
epaa-3238	159	60	from	from	ADP
epaa-3238	159	61	student	student	NOUN
epaa-3238	159	62	ability	ability	NOUN
epaa-3238	159	63	,	,	PUNCT
epaa-3238	159	64	as	as	SCONJ
epaa-3238	159	65	measured	measure	VERB
epaa-3238	159	66	by	by	ADP
epaa-3238	159	67	sat	sit	VERB
epaa-3238	159	68	scores	score	NOUN
epaa-3238	159	69	.	.	PUNCT
epaa-3238	160	1	the	the	DET
epaa-3238	160	2	ability	ability	NOUN
epaa-3238	160	3	of	of	ADP
epaa-3238	160	4	prestigious	prestigious	ADJ
epaa-3238	160	5	schools	school	NOUN
epaa-3238	160	6	to	to	PART
epaa-3238	160	7	selectively	selectively	ADV
epaa-3238	160	8	admit	admit	VERB
epaa-3238	160	9	exceptionally	exceptionally	ADV
epaa-3238	160	10	high	high	ADJ
epaa-3238	160	11	ability	ability	NOUN
epaa-3238	160	12	students	student	NOUN
epaa-3238	160	13	from	from	ADP
epaa-3238	160	14	low	low	ADJ
epaa-3238	160	15	-	-	PUNCT
epaa-3238	160	16	ses	se	NOUN
epaa-3238	160	17	backgrounds	background	NOUN
epaa-3238	160	18	further	far	ADV
epaa-3238	160	19	suggests	suggest	VERB
epaa-3238	160	20	the	the	DET
epaa-3238	160	21	need	need	NOUN
epaa-3238	160	22	to	to	PART
epaa-3238	160	23	consider	consider	VERB
epaa-3238	160	24	student	student	NOUN
epaa-3238	160	25	ability	ability	NOUN
epaa-3238	160	26	net	net	NOUN
epaa-3238	160	27	of	of	ADP
epaa-3238	160	28	family	family	NOUN
epaa-3238	160	29	background	background	NOUN
epaa-3238	160	30	.	.	PUNCT
epaa-3238	161	1	non	non	ADJ
epaa-3238	161	2	-	-	ADJ
epaa-3238	161	3	traditional	traditional	ADJ
epaa-3238	161	4	students	student	NOUN
epaa-3238	161	5	is	be	AUX
epaa-3238	161	6	operationalized	operationalize	VERB
epaa-3238	161	7	as	as	ADP
epaa-3238	161	8	share	share	NOUN
epaa-3238	161	9	of	of	ADP
epaa-3238	161	10	undergraduates	undergraduate	NOUN
epaa-3238	161	11	over	over	ADP
epaa-3238	161	12	the	the	DET
epaa-3238	161	13	age	age	NOUN
epaa-3238	161	14	of	of	ADP
epaa-3238	161	15	25	25	NUM
epaa-3238	161	16	.	.	PUNCT
epaa-3238	162	1	we	we	PRON
epaa-3238	162	2	measure	measure	VERB
epaa-3238	162	3	racial	racial	ADJ
epaa-3238	162	4	composition	composition	NOUN
epaa-3238	162	5	of	of	ADP
epaa-3238	162	6	student	student	NOUN
epaa-3238	162	7	body	body	NOUN
epaa-3238	162	8	using	use	VERB
epaa-3238	162	9	the	the	DET
epaa-3238	162	10	share	share	NOUN
epaa-3238	162	11	of	of	ADP
epaa-3238	162	12	asian	asian	ADJ
epaa-3238	162	13	,	,	PUNCT
epaa-3238	162	14	black	black	ADJ
epaa-3238	162	15	,	,	PUNCT
epaa-3238	162	16	and	and	CCONJ
epaa-3238	162	17	hispanic	hispanic	ADJ
epaa-3238	162	18	students	student	NOUN
epaa-3238	162	19	and	and	CCONJ
epaa-3238	162	20	gender	gender	NOUN
epaa-3238	162	21	using	use	VERB
epaa-3238	162	22	female	female	ADJ
epaa-3238	162	23	share	share	NOUN
epaa-3238	162	24	of	of	ADP
epaa-3238	162	25	student	student	NOUN
epaa-3238	162	26	body	body	NOUN
epaa-3238	162	27	.	.	PUNCT
epaa-3238	163	1	field	field	NOUN
epaa-3238	163	2	of	of	ADP
epaa-3238	163	3	study	study	NOUN
epaa-3238	163	4	is	be	AUX
epaa-3238	163	5	measured	measure	VERB
epaa-3238	163	6	using	use	VERB
epaa-3238	163	7	the	the	DET
epaa-3238	163	8	share	share	NOUN
epaa-3238	163	9	of	of	ADP
epaa-3238	163	10	degrees	degree	NOUN
epaa-3238	163	11	awarded	award	VERB
epaa-3238	163	12	in	in	ADP
epaa-3238	163	13	business	business	NOUN
epaa-3238	163	14	,	,	PUNCT
epaa-3238	163	15	engineering	engineering	NOUN
epaa-3238	163	16	,	,	PUNCT
epaa-3238	163	17	humanities	humanity	NOUN
epaa-3238	163	18	,	,	PUNCT
epaa-3238	163	19	and	and	CCONJ
epaa-3238	163	20	science	science	NOUN
epaa-3238	163	21	,	,	PUNCT
epaa-3238	163	22	respectively	respectively	ADV
epaa-3238	163	23	.	.	PUNCT
epaa-3238	164	1	detailed	detailed	ADJ
epaa-3238	164	2	descriptive	descriptive	ADJ
epaa-3238	164	3	statistics	statistic	NOUN
epaa-3238	164	4	on	on	ADP
epaa-3238	164	5	these	these	DET
epaa-3238	164	6	and	and	CCONJ
epaa-3238	164	7	related	related	ADJ
epaa-3238	164	8	variables	variable	NOUN
epaa-3238	164	9	are	be	AUX
epaa-3238	164	10	reported	report	VERB
epaa-3238	164	11	in	in	ADP
epaa-3238	164	12	table	table	NOUN
epaa-3238	164	13	1	1	NUM
epaa-3238	164	14	.	.	PUNCT
epaa-3238	165	1	institutional	institutional	ADJ
epaa-3238	165	2	factors	factor	NOUN
epaa-3238	165	3	the	the	DET
epaa-3238	165	4	composition	composition	NOUN
epaa-3238	165	5	of	of	ADP
epaa-3238	165	6	incoming	incoming	ADJ
epaa-3238	165	7	cohorts	cohort	NOUN
epaa-3238	165	8	of	of	ADP
epaa-3238	165	9	students	student	NOUN
epaa-3238	165	10	is	be	AUX
epaa-3238	165	11	one	one	NUM
epaa-3238	165	12	area	area	NOUN
epaa-3238	165	13	in	in	ADP
epaa-3238	165	14	which	which	PRON
epaa-3238	165	15	ihes	ihe	NOUN
epaa-3238	165	16	have	have	VERB
epaa-3238	165	17	considerable	considerable	ADJ
epaa-3238	165	18	room	room	NOUN
epaa-3238	165	19	to	to	PART
epaa-3238	165	20	craft	craft	VERB
epaa-3238	165	21	institution	institution	NOUN
epaa-3238	165	22	-	-	PUNCT
epaa-3238	165	23	specific	specific	ADJ
epaa-3238	165	24	policies	policy	NOUN
epaa-3238	165	25	that	that	PRON
epaa-3238	165	26	directly	directly	ADV
epaa-3238	165	27	or	or	CCONJ
epaa-3238	165	28	indirectly	indirectly	ADV
epaa-3238	165	29	affect	affect	VERB
epaa-3238	165	30	institutional	institutional	ADJ
epaa-3238	165	31	roi	roi	NOUN
epaa-3238	165	32	.	.	PUNCT
epaa-3238	166	1	another	another	DET
epaa-3238	166	2	class	class	NOUN
epaa-3238	166	3	of	of	ADP
epaa-3238	166	4	attributes	attribute	NOUN
epaa-3238	166	5	identified	identify	VERB
epaa-3238	166	6	by	by	ADP
epaa-3238	166	7	human	human	ADJ
epaa-3238	166	8	capital	capital	NOUN
epaa-3238	166	9	theory	theory	NOUN
epaa-3238	166	10	as	as	SCONJ
epaa-3238	166	11	it	it	PRON
epaa-3238	166	12	relates	relate	VERB
epaa-3238	166	13	to	to	ADP
epaa-3238	166	14	financial	financial	ADJ
epaa-3238	166	15	returns	return	NOUN
epaa-3238	166	16	on	on	ADP
epaa-3238	166	17	investment	investment	NOUN
epaa-3238	166	18	in	in	ADP
epaa-3238	166	19	higher	high	ADJ
epaa-3238	166	20	education	education	NOUN
epaa-3238	166	21	are	be	AUX
epaa-3238	166	22	the	the	DET
epaa-3238	166	23	characteristics	characteristic	NOUN
epaa-3238	166	24	of	of	ADP
epaa-3238	166	25	the	the	DET
epaa-3238	166	26	institutions	institution	NOUN
epaa-3238	166	27	themselves	themselves	PRON
epaa-3238	166	28	.	.	PUNCT
epaa-3238	167	1	ihe	ihe	PROPN
epaa-3238	167	2	characteristics	characteristic	NOUN
epaa-3238	167	3	such	such	ADJ
epaa-3238	167	4	as	as	ADP
epaa-3238	167	5	research	research	NOUN
epaa-3238	167	6	intensity	intensity	NOUN
epaa-3238	167	7	,	,	PUNCT
epaa-3238	167	8	selectivity	selectivity	NOUN
epaa-3238	167	9	,	,	PUNCT
epaa-3238	167	10	public	public	ADJ
epaa-3238	167	11	/	/	SYM
epaa-3238	167	12	private	private	ADJ
epaa-3238	167	13	status	status	NOUN
epaa-3238	167	14	,	,	PUNCT
epaa-3238	167	15	and	and	CCONJ
epaa-3238	167	16	institution	institution	NOUN
epaa-3238	167	17	-	-	PUNCT
epaa-3238	167	18	specific	specific	ADJ
epaa-3238	167	19	patterns	pattern	NOUN
epaa-3238	167	20	of	of	ADP
epaa-3238	167	21	expenditure	expenditure	NOUN
epaa-3238	167	22	have	have	AUX
epaa-3238	167	23	previously	previously	ADV
epaa-3238	167	24	been	be	AUX
epaa-3238	167	25	shown	show	VERB
epaa-3238	167	26	to	to	PART
epaa-3238	167	27	influence	influence	VERB
epaa-3238	167	28	alumni	alumnus	NOUN
epaa-3238	167	29	returns	return	NOUN
epaa-3238	167	30	to	to	ADP
epaa-3238	167	31	education	education	NOUN
epaa-3238	167	32	.	.	PUNCT
epaa-3238	168	1	institutional	institutional	ADJ
epaa-3238	168	2	quality	quality	NOUN
epaa-3238	168	3	.	.	PUNCT
epaa-3238	169	1	human	human	ADJ
epaa-3238	169	2	capital	capital	NOUN
epaa-3238	169	3	theory	theory	NOUN
epaa-3238	169	4	views	view	VERB
epaa-3238	169	5	the	the	DET
epaa-3238	169	6	link	link	NOUN
epaa-3238	169	7	between	between	ADP
epaa-3238	169	8	ihe	ihe	ADJ
epaa-3238	169	9	quality	quality	NOUN
epaa-3238	169	10	and	and	CCONJ
epaa-3238	169	11	student	student	NOUN
epaa-3238	169	12	roi	roi	NOUN
epaa-3238	169	13	as	as	ADP
epaa-3238	169	14	a	a	DET
epaa-3238	169	15	resource	resource	NOUN
epaa-3238	169	16	advantage	advantage	NOUN
epaa-3238	169	17	that	that	PRON
epaa-3238	169	18	high	high	ADJ
epaa-3238	169	19	quality	quality	NOUN
epaa-3238	169	20	institutions	institution	NOUN
epaa-3238	169	21	leverage	leverage	NOUN
epaa-3238	169	22	to	to	PART
epaa-3238	169	23	make	make	VERB
epaa-3238	169	24	strategic	strategic	ADJ
epaa-3238	169	25	investments	investment	NOUN
epaa-3238	169	26	in	in	ADP
epaa-3238	169	27	the	the	DET
epaa-3238	169	28	human	human	ADJ
epaa-3238	169	29	capital	capital	NOUN
epaa-3238	169	30	development	development	NOUN
epaa-3238	169	31	of	of	ADP
epaa-3238	169	32	their	their	PRON
epaa-3238	169	33	students	student	NOUN
epaa-3238	169	34	(	(	PUNCT
epaa-3238	169	35	thomas	thomas	PROPN
epaa-3238	169	36	&	&	CCONJ
epaa-3238	169	37	zhang	zhang	PROPN
epaa-3238	169	38	,	,	PUNCT
epaa-3238	169	39	2005	2005	NUM
epaa-3238	169	40	)	)	PUNCT
epaa-3238	169	41	.	.	PUNCT
epaa-3238	170	1	ihe	ihe	PROPN
epaa-3238	170	2	quality	quality	NOUN
epaa-3238	170	3	has	have	AUX
epaa-3238	170	4	been	be	AUX
epaa-3238	170	5	measured	measure	VERB
epaa-3238	170	6	in	in	ADP
epaa-3238	170	7	a	a	DET
epaa-3238	170	8	number	number	NOUN
epaa-3238	170	9	of	of	ADP
epaa-3238	170	10	ways	way	NOUN
epaa-3238	170	11	,	,	PUNCT
epaa-3238	170	12	including	include	VERB
epaa-3238	170	13	with	with	ADP
epaa-3238	170	14	subjective	subjective	ADJ
epaa-3238	170	15	measures	measure	NOUN
epaa-3238	170	16	of	of	ADP
epaa-3238	170	17	reputation	reputation	NOUN
epaa-3238	170	18	and	and	CCONJ
epaa-3238	170	19	objective	objective	ADJ
epaa-3238	170	20	measures	measure	NOUN
epaa-3238	170	21	of	of	ADP
epaa-3238	170	22	institutional	institutional	ADJ
epaa-3238	170	23	selectivity	selectivity	NOUN
epaa-3238	170	24	such	such	ADJ
epaa-3238	170	25	as	as	ADP
epaa-3238	170	26	sat	sit	VERB
epaa-3238	170	27	scores	score	NOUN
epaa-3238	170	28	,	,	PUNCT
epaa-3238	170	29	faculty	faculty	NOUN
epaa-3238	170	30	salaries	salary	NOUN
epaa-3238	170	31	,	,	PUNCT
epaa-3238	170	32	and	and	CCONJ
epaa-3238	170	33	tuition	tuition	NOUN
epaa-3238	170	34	and	and	CCONJ
epaa-3238	170	35	fees	fee	NOUN
epaa-3238	170	36	(	(	PUNCT
epaa-3238	170	37	black	black	PROPN
epaa-3238	170	38	&	&	CCONJ
epaa-3238	170	39	smith	smith	PROPN
epaa-3238	170	40	,	,	PUNCT
epaa-3238	170	41	2006	2006	NUM
epaa-3238	170	42	;	;	PUNCT
epaa-3238	170	43	brewer	brewer	NOUN
epaa-3238	170	44	,	,	PUNCT
epaa-3238	170	45	eide	eide	PROPN
epaa-3238	170	46	,	,	PUNCT
epaa-3238	170	47	&	&	CCONJ
epaa-3238	170	48	ehrenberg	ehrenberg	PROPN
epaa-3238	170	49	1999	1999	NUM
epaa-3238	170	50	;	;	PUNCT
epaa-3238	170	51	long	long	ADV
epaa-3238	170	52	,	,	PUNCT
epaa-3238	170	53	2008	2008	NUM
epaa-3238	170	54	,	,	PUNCT
epaa-3238	170	55	2010	2010	NUM
epaa-3238	170	56	;	;	PUNCT
epaa-3238	170	57	thomas	thomas	PROPN
epaa-3238	170	58	,	,	PUNCT
epaa-3238	170	59	2000	2000	NUM
epaa-3238	170	60	;	;	PUNCT
epaa-3238	170	61	zhang	zhang	PROPN
epaa-3238	170	62	,	,	PUNCT
epaa-3238	170	63	2005	2005	NUM
epaa-3238	170	64	)	)	PUNCT
epaa-3238	170	65	.	.	PUNCT
epaa-3238	171	1	the	the	DET
epaa-3238	171	2	validity	validity	NOUN
epaa-3238	171	3	of	of	ADP
epaa-3238	171	4	these	these	DET
epaa-3238	171	5	measures	measure	NOUN
epaa-3238	171	6	has	have	AUX
epaa-3238	171	7	been	be	AUX
epaa-3238	171	8	called	call	VERB
epaa-3238	171	9	into	into	ADP
epaa-3238	171	10	question	question	NOUN
epaa-3238	171	11	(	(	PUNCT
epaa-3238	171	12	e.g.	e.g.	ADV
epaa-3238	171	13	,	,	PUNCT
epaa-3238	171	14	kuh	kuh	PROPN
epaa-3238	171	15	&	&	CCONJ
epaa-3238	171	16	pascarella	pascarella	PROPN
epaa-3238	171	17	,	,	PUNCT
epaa-3238	171	18	2004	2004	NUM
epaa-3238	171	19	;	;	PUNCT
epaa-3238	171	20	pike	pike	NOUN
epaa-3238	171	21	,	,	PUNCT
epaa-3238	171	22	2004	2004	NUM
epaa-3238	171	23	)	)	PUNCT
epaa-3238	171	24	and	and	CCONJ
epaa-3238	171	25	we	we	PRON
epaa-3238	171	26	tend	tend	VERB
epaa-3238	171	27	to	to	PART
epaa-3238	171	28	share	share	VERB
epaa-3238	171	29	this	this	DET
epaa-3238	171	30	skepticism	skepticism	NOUN
epaa-3238	171	31	.	.	PUNCT
epaa-3238	172	1	however	however	ADV
epaa-3238	172	2	,	,	PUNCT
epaa-3238	172	3	because	because	SCONJ
epaa-3238	172	4	the	the	DET
epaa-3238	172	5	public	public	NOUN
epaa-3238	172	6	does	do	AUX
epaa-3238	172	7	not	not	PART
epaa-3238	172	8	fully	fully	ADV
epaa-3238	172	9	share	share	VERB
epaa-3238	172	10	our	our	PRON
epaa-3238	172	11	3	3	NUM
epaa-3238	172	12	see	see	VERB
epaa-3238	172	13	altonji	altonji	PRON
epaa-3238	172	14	,	,	PUNCT
epaa-3238	172	15	blom	blom	NOUN
epaa-3238	172	16	and	and	CCONJ
epaa-3238	172	17	meghir	meghir	NOUN
epaa-3238	172	18	(	(	PUNCT
epaa-3238	172	19	2012	2012	NUM
epaa-3238	172	20	)	)	PUNCT
epaa-3238	172	21	for	for	ADP
epaa-3238	172	22	a	a	DET
epaa-3238	172	23	comprehensive	comprehensive	ADJ
epaa-3238	172	24	discussion	discussion	NOUN
epaa-3238	172	25	of	of	ADP
epaa-3238	172	26	human	human	ADJ
epaa-3238	172	27	capital	capital	NOUN
epaa-3238	172	28	investments	investment	NOUN
epaa-3238	172	29	,	,	PUNCT
epaa-3238	172	30	college	college	NOUN
epaa-3238	172	31	major	major	NOUN
epaa-3238	172	32	,	,	PUNCT
epaa-3238	172	33	and	and	CCONJ
epaa-3238	172	34	labor	labor	NOUN
epaa-3238	172	35	market	market	NOUN
epaa-3238	172	36	outcomes	outcome	NOUN
epaa-3238	172	37	.	.	PUNCT
epaa-3238	173	1	4	4	NUM
epaa-3238	173	2	ipeds	iped	NOUN
epaa-3238	173	3	only	only	ADV
epaa-3238	173	4	reports	report	NOUN
epaa-3238	173	5	sat	sit	VERB
epaa-3238	173	6	scores	score	NOUN
epaa-3238	173	7	at	at	ADP
epaa-3238	173	8	fixed	fix	VERB
epaa-3238	173	9	thresholds	threshold	NOUN
epaa-3238	173	10	such	such	ADJ
epaa-3238	173	11	as	as	ADP
epaa-3238	173	12	the	the	DET
epaa-3238	173	13	25th	25th	ADJ
epaa-3238	173	14	percentile	percentile	NOUN
epaa-3238	173	15	,	,	PUNCT
epaa-3238	173	16	the	the	DET
epaa-3238	173	17	75th	75th	ADJ
epaa-3238	173	18	percentile	percentile	NOUN
epaa-3238	173	19	and	and	CCONJ
epaa-3238	173	20	so	so	ADV
epaa-3238	173	21	forth	forth	ADV
epaa-3238	173	22	.	.	PUNCT
epaa-3238	174	1	we	we	PRON
epaa-3238	174	2	used	use	VERB
epaa-3238	174	3	the	the	DET
epaa-3238	174	4	average	average	NOUN
epaa-3238	174	5	of	of	ADP
epaa-3238	174	6	the	the	DET
epaa-3238	174	7	25th	25th	ADJ
epaa-3238	174	8	and	and	CCONJ
epaa-3238	174	9	75th	75th	ADJ
epaa-3238	174	10	percentile	percentile	ADJ
epaa-3238	174	11	to	to	PART
epaa-3238	174	12	get	get	VERB
epaa-3238	174	13	as	as	ADV
epaa-3238	174	14	close	close	ADJ
epaa-3238	174	15	as	as	ADP
epaa-3238	174	16	possible	possible	ADJ
epaa-3238	174	17	to	to	ADP
epaa-3238	174	18	the	the	DET
epaa-3238	174	19	‘	'	PUNCT
epaa-3238	174	20	average	average	ADJ
epaa-3238	174	21	’	'	PUNCT
epaa-3238	174	22	student	student	NOUN
epaa-3238	174	23	sat	sit	VERB
epaa-3238	174	24	score	score	NOUN
epaa-3238	174	25	.	.	PUNCT
epaa-3238	175	1	education	education	NOUN
epaa-3238	175	2	policy	policy	NOUN
epaa-3238	175	3	analysis	analysis	NOUN
epaa-3238	175	4	archives	archive	NOUN
epaa-3238	175	5	vol	vol	NOUN
epaa-3238	175	6	.	.	PUNCT
epaa-3238	176	1	25	25	NUM
epaa-3238	176	2	no	no	NOUN
epaa-3238	176	3	.	.	PUNCT
epaa-3238	177	1	110	110	NUM
epaa-3238	177	2	10	10	NUM
epaa-3238	177	3	skepticism	skepticism	NOUN
epaa-3238	177	4	and	and	CCONJ
epaa-3238	177	5	administrators	administrator	NOUN
epaa-3238	177	6	are	be	AUX
epaa-3238	177	7	responsive	responsive	ADJ
epaa-3238	177	8	to	to	ADP
epaa-3238	177	9	institutional	institutional	ADJ
epaa-3238	177	10	quality	quality	NOUN
epaa-3238	177	11	metrics	metric	NOUN
epaa-3238	177	12	,	,	PUNCT
epaa-3238	177	13	we	we	PRON
epaa-3238	177	14	consider	consider	VERB
epaa-3238	177	15	several	several	ADJ
epaa-3238	177	16	of	of	ADP
epaa-3238	177	17	these	these	DET
epaa-3238	177	18	measures	measure	NOUN
epaa-3238	177	19	in	in	ADP
epaa-3238	177	20	the	the	DET
epaa-3238	177	21	present	present	ADJ
epaa-3238	177	22	research	research	NOUN
epaa-3238	177	23	.	.	PUNCT
epaa-3238	178	1	regarding	regard	VERB
epaa-3238	178	2	sat	sit	VERB
epaa-3238	178	3	scores	score	NOUN
epaa-3238	178	4	as	as	ADP
epaa-3238	178	5	a	a	DET
epaa-3238	178	6	measure	measure	NOUN
epaa-3238	178	7	of	of	ADP
epaa-3238	178	8	ihe	ihe	ADJ
epaa-3238	178	9	quality	quality	NOUN
epaa-3238	178	10	,	,	PUNCT
epaa-3238	178	11	it	it	PRON
epaa-3238	178	12	is	be	AUX
epaa-3238	178	13	true	true	ADJ
epaa-3238	178	14	that	that	SCONJ
epaa-3238	178	15	prestigious	prestigious	ADJ
epaa-3238	178	16	colleges	college	NOUN
epaa-3238	178	17	and	and	CCONJ
epaa-3238	178	18	universities	university	NOUN
epaa-3238	178	19	are	be	AUX
epaa-3238	178	20	able	able	ADJ
epaa-3238	178	21	to	to	PART
epaa-3238	178	22	attract	attract	VERB
epaa-3238	178	23	high	high	ADJ
epaa-3238	178	24	-	-	PUNCT
epaa-3238	178	25	ability	ability	NOUN
epaa-3238	178	26	students	student	NOUN
epaa-3238	178	27	and	and	CCONJ
epaa-3238	178	28	a	a	DET
epaa-3238	178	29	large	large	ADJ
epaa-3238	178	30	literature	literature	NOUN
epaa-3238	178	31	on	on	ADP
epaa-3238	178	32	credentialing	credentiale	VERB
epaa-3238	178	33	speaks	speak	VERB
epaa-3238	178	34	to	to	ADP
epaa-3238	178	35	this	this	DET
epaa-3238	178	36	vein	vein	NOUN
epaa-3238	178	37	of	of	ADP
epaa-3238	178	38	research	research	NOUN
epaa-3238	178	39	.	.	PUNCT
epaa-3238	179	1	still	still	ADV
epaa-3238	179	2	,	,	PUNCT
epaa-3238	179	3	it	it	PRON
epaa-3238	179	4	is	be	AUX
epaa-3238	179	5	our	our	PRON
epaa-3238	179	6	view	view	NOUN
epaa-3238	179	7	that	that	PRON
epaa-3238	179	8	sat	sit	VERB
epaa-3238	179	9	scores	score	NOUN
epaa-3238	179	10	are	be	AUX
epaa-3238	179	11	first	first	ADJ
epaa-3238	179	12	and	and	CCONJ
epaa-3238	179	13	foremost	foremost	ADV
epaa-3238	179	14	a	a	DET
epaa-3238	179	15	measure	measure	NOUN
epaa-3238	179	16	of	of	ADP
epaa-3238	179	17	student	student	NOUN
epaa-3238	179	18	ability	ability	NOUN
epaa-3238	179	19	,	,	PUNCT
epaa-3238	179	20	especially	especially	ADV
epaa-3238	179	21	in	in	ADP
epaa-3238	179	22	conditional	conditional	ADJ
epaa-3238	179	23	models	model	NOUN
epaa-3238	179	24	that	that	PRON
epaa-3238	179	25	account	account	VERB
epaa-3238	179	26	for	for	ADP
epaa-3238	179	27	more	more	ADJ
epaa-3238	179	28	direct	direct	ADJ
epaa-3238	179	29	measures	measure	NOUN
epaa-3238	179	30	of	of	ADP
epaa-3238	179	31	ihe	ihe	ADJ
epaa-3238	179	32	quality	quality	NOUN
epaa-3238	179	33	.	.	PUNCT
epaa-3238	180	1	several	several	ADJ
epaa-3238	180	2	other	other	ADJ
epaa-3238	180	3	university	university	NOUN
epaa-3238	180	4	characteristics	characteristic	NOUN
epaa-3238	180	5	that	that	PRON
epaa-3238	180	6	may	may	AUX
epaa-3238	180	7	function	function	VERB
epaa-3238	180	8	as	as	ADP
epaa-3238	180	9	indicators	indicator	NOUN
epaa-3238	180	10	of	of	ADP
epaa-3238	180	11	ihe	ihe	ADJ
epaa-3238	180	12	quality	quality	NOUN
epaa-3238	180	13	among	among	ADP
epaa-3238	180	14	prospective	prospective	ADJ
epaa-3238	180	15	students	student	NOUN
epaa-3238	180	16	and	and	CCONJ
epaa-3238	180	17	that	that	PRON
epaa-3238	180	18	have	have	AUX
epaa-3238	180	19	previously	previously	ADV
epaa-3238	180	20	been	be	AUX
epaa-3238	180	21	shown	show	VERB
epaa-3238	180	22	to	to	PART
epaa-3238	180	23	correlate	correlate	VERB
epaa-3238	180	24	with	with	ADP
epaa-3238	180	25	higher	high	ADJ
epaa-3238	180	26	roi	roi	NOUN
epaa-3238	180	27	are	be	AUX
epaa-3238	180	28	research	research	NOUN
epaa-3238	180	29	intensity	intensity	NOUN
epaa-3238	180	30	,	,	PUNCT
epaa-3238	180	31	being	be	AUX
epaa-3238	180	32	a	a	DET
epaa-3238	180	33	private	private	ADJ
epaa-3238	180	34	university	university	NOUN
epaa-3238	180	35	,	,	PUNCT
epaa-3238	180	36	and	and	CCONJ
epaa-3238	180	37	being	be	AUX
epaa-3238	180	38	a	a	DET
epaa-3238	180	39	highly	highly	ADV
epaa-3238	180	40	selective	selective	ADJ
epaa-3238	180	41	university	university	NOUN
epaa-3238	180	42	(	(	PUNCT
epaa-3238	180	43	daniel	daniel	PROPN
epaa-3238	180	44	,	,	PUNCT
epaa-3238	180	45	black	black	ADJ
epaa-3238	180	46	,	,	PUNCT
epaa-3238	180	47	&	&	CCONJ
epaa-3238	180	48	smith	smith	PROPN
epaa-3238	180	49	,	,	PUNCT
epaa-3238	180	50	1995	1995	NUM
epaa-3238	180	51	;	;	PUNCT
epaa-3238	180	52	fox	fox	PROPN
epaa-3238	180	53	,	,	PUNCT
epaa-3238	180	54	1993	1993	NUM
epaa-3238	180	55	;	;	PUNCT
epaa-3238	180	56	james	james	PROPN
epaa-3238	180	57	et	et	PROPN
epaa-3238	180	58	al	al	PROPN
epaa-3238	180	59	,	,	PUNCT
epaa-3238	180	60	1989	1989	NUM
epaa-3238	180	61	;	;	PUNCT
epaa-3238	180	62	monks	monk	NOUN
epaa-3238	180	63	,	,	PUNCT
epaa-3238	180	64	2000	2000	NUM
epaa-3238	180	65	;	;	PUNCT
epaa-3238	180	66	schneider	schneider	NOUN
epaa-3238	180	67	,	,	PUNCT
epaa-3238	180	68	2010	2010	NUM
epaa-3238	180	69	;	;	PUNCT
epaa-3238	180	70	thomas	thomas	PROPN
epaa-3238	180	71	2000	2000	NUM
epaa-3238	180	72	;	;	PUNCT
epaa-3238	180	73	thomas	thomas	PROPN
epaa-3238	180	74	&	&	CCONJ
epaa-3238	180	75	zhang	zhang	PROPN
epaa-3238	180	76	,	,	PUNCT
epaa-3238	180	77	2005	2005	NUM
epaa-3238	180	78	)	)	PUNCT
epaa-3238	180	79	.	.	PUNCT
epaa-3238	181	1	we	we	PRON
epaa-3238	181	2	measure	measure	VERB
epaa-3238	181	3	institutional	institutional	ADJ
epaa-3238	181	4	reputation	reputation	NOUN
epaa-3238	181	5	using	use	VERB
epaa-3238	181	6	peer	peer	NOUN
epaa-3238	181	7	assessment	assessment	NOUN
epaa-3238	181	8	data	datum	NOUN
epaa-3238	181	9	from	from	ADP
epaa-3238	181	10	the	the	DET
epaa-3238	181	11	2010	2010	NUM
epaa-3238	181	12	u.s	u.s	PROPN
epaa-3238	181	13	.	.	PROPN
epaa-3238	181	14	news	news	PROPN
epaa-3238	181	15	college	college	NOUN
epaa-3238	181	16	rankings	ranking	NOUN
epaa-3238	181	17	survey	survey	NOUN
epaa-3238	181	18	.	.	PUNCT
epaa-3238	182	1	we	we	PRON
epaa-3238	182	2	identify	identify	VERB
epaa-3238	182	3	research	research	NOUN
epaa-3238	182	4	intensive	intensive	ADJ
epaa-3238	182	5	and	and	CCONJ
epaa-3238	182	6	private	private	ADJ
epaa-3238	182	7	universities	university	NOUN
epaa-3238	182	8	with	with	ADP
epaa-3238	182	9	dummy	dummy	ADJ
epaa-3238	182	10	variables	variable	NOUN
epaa-3238	182	11	(	(	PUNCT
epaa-3238	182	12	1=	1=	NUM
epaa-3238	182	13	research	research	NOUN
epaa-3238	182	14	;	;	PUNCT
epaa-3238	182	15	1	1	NUM
epaa-3238	182	16	=	=	NOUN
epaa-3238	182	17	private	private	ADJ
epaa-3238	182	18	)	)	PUNCT
epaa-3238	182	19	.	.	PUNCT
epaa-3238	183	1	we	we	PRON
epaa-3238	183	2	operationalize	operationalize	VERB
epaa-3238	183	3	institutional	institutional	ADJ
epaa-3238	183	4	selectivity	selectivity	NOUN
epaa-3238	183	5	using	use	VERB
epaa-3238	183	6	admission	admission	NOUN
epaa-3238	183	7	rates	rate	NOUN
epaa-3238	183	8	.	.	PUNCT
epaa-3238	184	1	while	while	SCONJ
epaa-3238	184	2	not	not	PART
epaa-3238	184	3	an	an	DET
epaa-3238	184	4	explicit	explicit	ADJ
epaa-3238	184	5	measure	measure	NOUN
epaa-3238	184	6	of	of	ADP
epaa-3238	184	7	institutional	institutional	ADJ
epaa-3238	184	8	quality	quality	NOUN
epaa-3238	184	9	,	,	PUNCT
epaa-3238	184	10	we	we	PRON
epaa-3238	184	11	also	also	ADV
epaa-3238	184	12	consider	consider	VERB
epaa-3238	184	13	how	how	SCONJ
epaa-3238	184	14	size	size	NOUN
epaa-3238	184	15	of	of	ADP
epaa-3238	184	16	student	student	NOUN
epaa-3238	184	17	body	body	NOUN
epaa-3238	184	18	affects	affect	VERB
epaa-3238	184	19	ihe	ihe	PROPN
epaa-3238	184	20	roi	roi	PROPN
epaa-3238	184	21	,	,	PUNCT
epaa-3238	184	22	an	an	DET
epaa-3238	184	23	institutional	institutional	ADJ
epaa-3238	184	24	attribute	attribute	NOUN
epaa-3238	184	25	previously	previously	ADV
epaa-3238	184	26	found	find	VERB
epaa-3238	184	27	to	to	PART
epaa-3238	184	28	influence	influence	VERB
epaa-3238	184	29	school	school	NOUN
epaa-3238	184	30	choice	choice	NOUN
epaa-3238	184	31	and	and	CCONJ
epaa-3238	184	32	individual	individual	ADJ
epaa-3238	184	33	roi	roi	NOUN
epaa-3238	184	34	(	(	PUNCT
epaa-3238	184	35	thomas	thomas	PROPN
epaa-3238	184	36	,	,	PUNCT
epaa-3238	184	37	2000	2000	NUM
epaa-3238	184	38	)	)	PUNCT
epaa-3238	184	39	.	.	PUNCT
epaa-3238	185	1	large	large	ADJ
epaa-3238	185	2	schools	school	NOUN
epaa-3238	185	3	that	that	PRON
epaa-3238	185	4	produce	produce	VERB
epaa-3238	185	5	many	many	ADJ
epaa-3238	185	6	graduates	graduate	NOUN
epaa-3238	185	7	have	have	VERB
epaa-3238	185	8	more	more	ADJ
epaa-3238	185	9	salient	salient	ADJ
epaa-3238	185	10	‘	'	PUNCT
epaa-3238	185	11	brands	brand	NOUN
epaa-3238	185	12	’	'	PUNCT
epaa-3238	185	13	and	and	CCONJ
epaa-3238	185	14	hiring	hire	VERB
epaa-3238	185	15	managers	manager	NOUN
epaa-3238	185	16	are	be	AUX
epaa-3238	185	17	more	more	ADV
epaa-3238	185	18	likely	likely	ADJ
epaa-3238	185	19	to	to	PART
epaa-3238	185	20	be	be	AUX
epaa-3238	185	21	aware	aware	ADJ
epaa-3238	185	22	of	of	ADP
epaa-3238	185	23	large	large	ADJ
epaa-3238	185	24	,	,	PUNCT
epaa-3238	185	25	visible	visible	ADJ
epaa-3238	185	26	schools	school	NOUN
epaa-3238	185	27	.	.	PUNCT
epaa-3238	186	1	size	size	NOUN
epaa-3238	186	2	of	of	ADP
epaa-3238	186	3	institution	institution	NOUN
epaa-3238	186	4	is	be	AUX
epaa-3238	186	5	measured	measure	VERB
epaa-3238	186	6	using	use	VERB
epaa-3238	186	7	the	the	DET
epaa-3238	186	8	full	full	ADJ
epaa-3238	186	9	-	-	PUNCT
epaa-3238	186	10	time	time	NOUN
epaa-3238	186	11	equivalent	equivalent	ADJ
epaa-3238	186	12	(	(	PUNCT
epaa-3238	186	13	fte	fte	NOUN
epaa-3238	186	14	)	)	PUNCT
epaa-3238	186	15	undergraduate	undergraduate	NOUN
epaa-3238	186	16	enrollment	enrollment	NOUN
epaa-3238	186	17	.	.	PUNCT
epaa-3238	187	1	we	we	PRON
epaa-3238	187	2	expect	expect	VERB
epaa-3238	187	3	that	that	SCONJ
epaa-3238	187	4	measures	measure	NOUN
epaa-3238	187	5	of	of	ADP
epaa-3238	187	6	institutional	institutional	ADJ
epaa-3238	187	7	quality	quality	NOUN
epaa-3238	187	8	will	will	AUX
epaa-3238	187	9	be	be	AUX
epaa-3238	187	10	positively	positively	ADV
epaa-3238	187	11	correlated	correlate	VERB
epaa-3238	187	12	with	with	ADP
epaa-3238	187	13	roi	roi	NOUN
epaa-3238	187	14	.	.	PUNCT
epaa-3238	188	1	institutional	institutional	ADJ
epaa-3238	188	2	policies	policy	NOUN
epaa-3238	188	3	.	.	PUNCT
epaa-3238	189	1	among	among	ADP
epaa-3238	189	2	the	the	DET
epaa-3238	189	3	many	many	ADJ
epaa-3238	189	4	factors	factor	NOUN
epaa-3238	189	5	we	we	PRON
epaa-3238	189	6	have	have	AUX
epaa-3238	189	7	discussed	discuss	VERB
epaa-3238	189	8	,	,	PUNCT
epaa-3238	189	9	few	few	ADJ
epaa-3238	189	10	are	be	AUX
epaa-3238	189	11	more	more	ADV
epaa-3238	189	12	directly	directly	ADV
epaa-3238	189	13	within	within	ADP
epaa-3238	189	14	the	the	DET
epaa-3238	189	15	control	control	NOUN
epaa-3238	189	16	of	of	ADP
epaa-3238	189	17	ihes	ihe	NOUN
epaa-3238	189	18	than	than	ADP
epaa-3238	189	19	the	the	DET
epaa-3238	189	20	policies	policy	NOUN
epaa-3238	189	21	they	they	PRON
epaa-3238	189	22	enact	enact	VERB
epaa-3238	189	23	and	and	CCONJ
epaa-3238	189	24	education	education	NOUN
epaa-3238	189	25	programs	program	NOUN
epaa-3238	189	26	they	they	PRON
epaa-3238	189	27	administer	administer	VERB
epaa-3238	189	28	.	.	PUNCT
epaa-3238	190	1	how	how	SCONJ
epaa-3238	190	2	an	an	DET
epaa-3238	190	3	institution	institution	NOUN
epaa-3238	190	4	invests	invest	VERB
epaa-3238	190	5	resources	resource	NOUN
epaa-3238	190	6	in	in	ADP
epaa-3238	190	7	student	student	NOUN
epaa-3238	190	8	outcomes	outcome	NOUN
epaa-3238	190	9	and	and	CCONJ
epaa-3238	190	10	what	what	DET
epaa-3238	190	11	kinds	kind	NOUN
epaa-3238	190	12	of	of	ADP
epaa-3238	190	13	training	training	NOUN
epaa-3238	190	14	programs	program	NOUN
epaa-3238	190	15	institutions	institution	NOUN
epaa-3238	190	16	develop	develop	VERB
epaa-3238	190	17	represent	represent	VERB
epaa-3238	190	18	areas	area	NOUN
epaa-3238	190	19	where	where	SCONJ
epaa-3238	190	20	ihes	ihe	NOUN
epaa-3238	190	21	have	have	VERB
epaa-3238	190	22	considerable	considerable	ADJ
epaa-3238	190	23	influence	influence	NOUN
epaa-3238	190	24	over	over	ADP
epaa-3238	190	25	post	post	ADJ
epaa-3238	190	26	-	-	ADJ
epaa-3238	190	27	graduation	graduation	ADJ
epaa-3238	190	28	outcomes	outcome	NOUN
epaa-3238	190	29	such	such	ADJ
epaa-3238	190	30	as	as	ADP
epaa-3238	190	31	earnings	earning	NOUN
epaa-3238	190	32	.	.	PUNCT
epaa-3238	191	1	institutions	institution	NOUN
epaa-3238	191	2	that	that	PRON
epaa-3238	191	3	invest	invest	VERB
epaa-3238	191	4	relatively	relatively	ADV
epaa-3238	191	5	more	more	ADJ
epaa-3238	191	6	resources	resource	NOUN
epaa-3238	191	7	into	into	ADP
epaa-3238	191	8	academic	academic	ADJ
epaa-3238	191	9	and	and	CCONJ
epaa-3238	191	10	student	student	NOUN
epaa-3238	191	11	support	support	NOUN
epaa-3238	191	12	services	service	NOUN
epaa-3238	191	13	are	be	AUX
epaa-3238	191	14	expected	expect	VERB
epaa-3238	191	15	to	to	PART
epaa-3238	191	16	yield	yield	VERB
epaa-3238	191	17	relatively	relatively	ADV
epaa-3238	191	18	higher	high	ADJ
epaa-3238	191	19	labor	labor	NOUN
epaa-3238	191	20	market	market	NOUN
epaa-3238	191	21	placements	placement	NOUN
epaa-3238	191	22	and	and	CCONJ
epaa-3238	191	23	higher	high	ADJ
epaa-3238	191	24	starting	starting	NOUN
epaa-3238	191	25	salaries	salary	NOUN
epaa-3238	191	26	for	for	ADP
epaa-3238	191	27	their	their	PRON
epaa-3238	191	28	graduates	graduate	NOUN
epaa-3238	191	29	.	.	PUNCT
epaa-3238	192	1	we	we	PRON
epaa-3238	192	2	consider	consider	VERB
epaa-3238	192	3	institutional	institutional	ADJ
epaa-3238	192	4	expenditures	expenditure	NOUN
epaa-3238	192	5	on	on	ADP
epaa-3238	192	6	academic	academic	ADJ
epaa-3238	192	7	support	support	NOUN
epaa-3238	192	8	,	,	PUNCT
epaa-3238	192	9	instruction	instruction	NOUN
epaa-3238	192	10	,	,	PUNCT
epaa-3238	192	11	research	research	NOUN
epaa-3238	192	12	,	,	PUNCT
epaa-3238	192	13	and	and	CCONJ
epaa-3238	192	14	student	student	NOUN
epaa-3238	192	15	services	service	NOUN
epaa-3238	192	16	,	,	PUNCT
epaa-3238	192	17	adjusted	adjust	VERB
epaa-3238	192	18	to	to	ADP
epaa-3238	192	19	full	full	ADJ
epaa-3238	192	20	-	-	PUNCT
epaa-3238	192	21	time	time	NOUN
epaa-3238	192	22	equivalent	equivalent	ADJ
epaa-3238	192	23	student	student	NOUN
epaa-3238	192	24	enrollment	enrollment	NOUN
epaa-3238	192	25	.	.	PUNCT
epaa-3238	193	1	policies	policy	NOUN
epaa-3238	193	2	provide	provide	VERB
epaa-3238	193	3	insights	insight	NOUN
epaa-3238	193	4	into	into	ADP
epaa-3238	193	5	the	the	DET
epaa-3238	193	6	effectiveness	effectiveness	NOUN
epaa-3238	193	7	of	of	ADP
epaa-3238	193	8	ihes	ihe	NOUN
epaa-3238	193	9	in	in	ADP
epaa-3238	193	10	meeting	meet	VERB
epaa-3238	193	11	their	their	PRON
epaa-3238	193	12	core	core	NOUN
epaa-3238	193	13	mission	mission	NOUN
epaa-3238	193	14	to	to	PART
epaa-3238	193	15	provide	provide	VERB
epaa-3238	193	16	training	training	NOUN
epaa-3238	193	17	and	and	CCONJ
epaa-3238	193	18	confer	confer	NOUN
epaa-3238	193	19	degrees	degree	NOUN
epaa-3238	193	20	.	.	PUNCT
epaa-3238	194	1	thus	thus	ADV
epaa-3238	194	2	,	,	PUNCT
epaa-3238	194	3	graduation	graduation	NOUN
epaa-3238	194	4	rates	rate	NOUN
epaa-3238	194	5	(	(	PUNCT
epaa-3238	194	6	when	when	SCONJ
epaa-3238	194	7	considered	consider	VERB
epaa-3238	194	8	in	in	ADP
epaa-3238	194	9	conditional	conditional	ADJ
epaa-3238	194	10	models	model	NOUN
epaa-3238	194	11	)	)	PUNCT
epaa-3238	194	12	are	be	AUX
epaa-3238	194	13	another	another	DET
epaa-3238	194	14	important	important	ADJ
epaa-3238	194	15	factor	factor	NOUN
epaa-3238	194	16	that	that	PRON
epaa-3238	194	17	broadly	broadly	ADV
epaa-3238	194	18	captures	capture	VERB
epaa-3238	194	19	the	the	DET
epaa-3238	194	20	net	net	ADJ
epaa-3238	194	21	effect	effect	NOUN
epaa-3238	194	22	of	of	ADP
epaa-3238	194	23	the	the	DET
epaa-3238	194	24	several	several	ADJ
epaa-3238	194	25	policies	policy	NOUN
epaa-3238	194	26	,	,	PUNCT
epaa-3238	194	27	programs	program	NOUN
epaa-3238	194	28	,	,	PUNCT
epaa-3238	194	29	and	and	CCONJ
epaa-3238	194	30	resource	resource	NOUN
epaa-3238	194	31	investments	investment	NOUN
epaa-3238	194	32	that	that	PRON
epaa-3238	194	33	administrators	administrator	NOUN
epaa-3238	194	34	enact	enact	VERB
epaa-3238	194	35	.	.	PUNCT
epaa-3238	195	1	graduation	graduation	NOUN
epaa-3238	195	2	rates	rate	NOUN
epaa-3238	195	3	are	be	AUX
epaa-3238	195	4	thought	think	VERB
epaa-3238	195	5	to	to	PART
epaa-3238	195	6	influence	influence	VERB
epaa-3238	195	7	roi	roi	NOUN
epaa-3238	195	8	through	through	ADP
epaa-3238	195	9	their	their	PRON
epaa-3238	195	10	effect	effect	NOUN
epaa-3238	195	11	on	on	ADP
epaa-3238	195	12	future	future	ADJ
epaa-3238	195	13	earnings	earning	NOUN
epaa-3238	195	14	(	(	PUNCT
epaa-3238	195	15	andrews	andrews	PROPN
epaa-3238	195	16	et	et	PROPN
epaa-3238	195	17	al	al	PROPN
epaa-3238	195	18	,	,	PUNCT
epaa-3238	195	19	2012	2012	NUM
epaa-3238	195	20	;	;	PUNCT
epaa-3238	195	21	black	black	PROPN
epaa-3238	195	22	&	&	CCONJ
epaa-3238	195	23	smith	smith	PROPN
epaa-3238	195	24	,	,	PUNCT
epaa-3238	195	25	2006	2006	NUM
epaa-3238	195	26	)	)	PUNCT
epaa-3238	195	27	.	.	PUNCT
epaa-3238	196	1	when	when	SCONJ
epaa-3238	196	2	graduation	graduation	NOUN
epaa-3238	196	3	rates	rate	NOUN
epaa-3238	196	4	are	be	AUX
epaa-3238	196	5	adjusted	adjust	VERB
epaa-3238	196	6	for	for	ADP
epaa-3238	196	7	student	student	NOUN
epaa-3238	196	8	inputs	input	NOUN
epaa-3238	196	9	,	,	PUNCT
epaa-3238	196	10	they	they	PRON
epaa-3238	196	11	are	be	AUX
epaa-3238	196	12	viewed	view	VERB
epaa-3238	196	13	as	as	ADP
epaa-3238	196	14	a	a	DET
epaa-3238	196	15	reasonable	reasonable	ADJ
epaa-3238	196	16	proxy	proxy	NOUN
epaa-3238	196	17	for	for	ADP
epaa-3238	196	18	how	how	SCONJ
epaa-3238	196	19	well	well	ADV
epaa-3238	196	20	an	an	DET
epaa-3238	196	21	institution	institution	NOUN
epaa-3238	196	22	serves	serve	VERB
epaa-3238	196	23	the	the	DET
epaa-3238	196	24	students	student	NOUN
epaa-3238	196	25	it	it	PRON
epaa-3238	196	26	enrolls	enroll	VERB
epaa-3238	196	27	(	(	PUNCT
epaa-3238	196	28	scott	scott	PROPN
epaa-3238	196	29	,	,	PUNCT
epaa-3238	196	30	bailey	bailey	PROPN
epaa-3238	196	31	,	,	PUNCT
epaa-3238	196	32	&	&	CCONJ
epaa-3238	196	33	kienzl	kienzl	PROPN
epaa-3238	196	34	,	,	PUNCT
epaa-3238	196	35	2006	2006	NUM
epaa-3238	196	36	)	)	PUNCT
epaa-3238	196	37	.	.	PUNCT
epaa-3238	197	1	contextual	contextual	ADJ
epaa-3238	197	2	factors	factor	NOUN
epaa-3238	197	3	contextual	contextual	ADJ
epaa-3238	197	4	factors	factor	NOUN
epaa-3238	197	5	such	such	ADJ
epaa-3238	197	6	as	as	ADP
epaa-3238	197	7	prevailing	prevail	VERB
epaa-3238	197	8	wages	wage	NOUN
epaa-3238	197	9	,	,	PUNCT
epaa-3238	197	10	unemployment	unemployment	NOUN
epaa-3238	197	11	rates	rate	NOUN
epaa-3238	197	12	,	,	PUNCT
epaa-3238	197	13	and	and	CCONJ
epaa-3238	197	14	demand	demand	NOUN
epaa-3238	197	15	for	for	ADP
epaa-3238	197	16	specialized	specialized	ADJ
epaa-3238	197	17	degrees	degree	NOUN
epaa-3238	197	18	have	have	AUX
epaa-3238	197	19	been	be	AUX
epaa-3238	197	20	shown	show	VERB
epaa-3238	197	21	to	to	PART
epaa-3238	197	22	impact	impact	VERB
epaa-3238	197	23	institutional	institutional	ADJ
epaa-3238	197	24	performance	performance	NOUN
epaa-3238	197	25	and	and	CCONJ
epaa-3238	197	26	the	the	DET
epaa-3238	197	27	benefits	benefit	NOUN
epaa-3238	197	28	derived	derive	VERB
epaa-3238	197	29	from	from	ADP
epaa-3238	197	30	college	college	NOUN
epaa-3238	197	31	completion	completion	NOUN
epaa-3238	197	32	(	(	PUNCT
epaa-3238	197	33	volkwein	volkwein	X
epaa-3238	197	34	&	&	CCONJ
epaa-3238	197	35	tandberg	tandberg	PROPN
epaa-3238	197	36	,	,	PUNCT
epaa-3238	197	37	2008	2008	NUM
epaa-3238	197	38	)	)	PUNCT
epaa-3238	197	39	.	.	PUNCT
epaa-3238	198	1	because	because	SCONJ
epaa-3238	198	2	many	many	ADJ
epaa-3238	198	3	graduates	graduate	NOUN
epaa-3238	198	4	turn	turn	VERB
epaa-3238	198	5	first	first	ADV
epaa-3238	198	6	to	to	ADP
epaa-3238	198	7	their	their	PRON
epaa-3238	198	8	local	local	ADJ
epaa-3238	198	9	labor	labor	NOUN
epaa-3238	198	10	market	market	NOUN
epaa-3238	198	11	for	for	ADP
epaa-3238	198	12	employment	employment	NOUN
epaa-3238	198	13	(	(	PUNCT
epaa-3238	198	14	perry	perry	NOUN
epaa-3238	198	15	,	,	PUNCT
epaa-3238	198	16	2001	2001	NUM
epaa-3238	198	17	)	)	PUNCT
epaa-3238	198	18	,	,	PUNCT
epaa-3238	198	19	we	we	PRON
epaa-3238	198	20	expect	expect	VERB
epaa-3238	198	21	between	between	ADP
epaa-3238	198	22	-	-	PUNCT
epaa-3238	198	23	state	state	NOUN
epaa-3238	198	24	variation	variation	NOUN
epaa-3238	198	25	in	in	ADP
epaa-3238	198	26	labor	labor	NOUN
epaa-3238	198	27	market	market	NOUN
epaa-3238	198	28	conditions	condition	NOUN
epaa-3238	198	29	to	to	PART
epaa-3238	198	30	affect	affect	VERB
epaa-3238	198	31	roi	roi	NOUN
epaa-3238	198	32	,	,	PUNCT
epaa-3238	198	33	net	net	NOUN
epaa-3238	198	34	of	of	ADP
epaa-3238	198	35	student	student	NOUN
epaa-3238	198	36	and	and	CCONJ
epaa-3238	198	37	institutional	institutional	ADJ
epaa-3238	198	38	factors	factor	NOUN
epaa-3238	198	39	.	.	PUNCT
epaa-3238	199	1	for	for	ADP
epaa-3238	199	2	present	present	ADJ
epaa-3238	199	3	purposes	purpose	NOUN
epaa-3238	199	4	,	,	PUNCT
epaa-3238	199	5	we	we	PRON
epaa-3238	199	6	consider	consider	VERB
epaa-3238	199	7	state	state	NOUN
epaa-3238	199	8	-	-	PUNCT
epaa-3238	199	9	level	level	NOUN
epaa-3238	199	10	characteristics	characteristic	NOUN
epaa-3238	199	11	as	as	ADP
epaa-3238	199	12	‘	'	PUNCT
epaa-3238	199	13	nuisance	nuisance	ADJ
epaa-3238	199	14	factors	factor	NOUN
epaa-3238	199	15	’	'	PUNCT
epaa-3238	199	16	which	which	PRON
epaa-3238	199	17	we	we	PRON
epaa-3238	199	18	net	net	VERB
epaa-3238	199	19	out	out	ADP
epaa-3238	199	20	of	of	ADP
epaa-3238	199	21	our	our	PRON
epaa-3238	199	22	models	model	NOUN
epaa-3238	199	23	using	use	VERB
epaa-3238	199	24	random	random	ADJ
epaa-3238	199	25	effects	effect	NOUN
epaa-3238	199	26	regression	regression	NOUN
epaa-3238	199	27	.	.	PUNCT
epaa-3238	200	1	we	we	PRON
epaa-3238	200	2	encourage	encourage	VERB
epaa-3238	200	3	future	future	ADJ
epaa-3238	200	4	research	research	NOUN
epaa-3238	200	5	to	to	PART
epaa-3238	200	6	give	give	VERB
epaa-3238	200	7	detailed	detailed	ADJ
epaa-3238	200	8	consideration	consideration	NOUN
epaa-3238	200	9	to	to	ADP
epaa-3238	200	10	the	the	DET
epaa-3238	200	11	many	many	ADJ
epaa-3238	200	12	time	time	NOUN
epaa-3238	200	13	-	-	PUNCT
epaa-3238	200	14	varying	vary	VERB
epaa-3238	200	15	state	state	NOUN
epaa-3238	200	16	-	-	PUNCT
epaa-3238	200	17	level	level	NOUN
epaa-3238	200	18	factors	factor	NOUN
epaa-3238	200	19	that	that	PRON
epaa-3238	200	20	influence	influence	VERB
epaa-3238	200	21	institutional	institutional	ADJ
epaa-3238	200	22	roi	roi	NOUN
epaa-3238	200	23	.	.	PUNCT
epaa-3238	201	1	ranking	rank	VERB
epaa-3238	201	2	colleges	college	NOUN
epaa-3238	201	3	and	and	CCONJ
epaa-3238	201	4	universities	university	NOUN
epaa-3238	201	5	on	on	ADP
epaa-3238	201	6	returns	return	NOUN
epaa-3238	201	7	to	to	ADP
epaa-3238	201	8	education	education	NOUN
epaa-3238	201	9	11	11	NUM
epaa-3238	201	10	data	datum	NOUN
epaa-3238	201	11	and	and	CCONJ
epaa-3238	201	12	methods	method	NOUN
epaa-3238	201	13	dependent	dependent	ADJ
epaa-3238	201	14	variable	variable	NOUN
epaa-3238	201	15	our	our	PRON
epaa-3238	201	16	dependent	dependent	ADJ
epaa-3238	201	17	variable	variable	NOUN
epaa-3238	201	18	comes	come	VERB
epaa-3238	201	19	from	from	ADP
epaa-3238	201	20	the	the	DET
epaa-3238	201	21	payscale	payscale	NOUN
epaa-3238	201	22	“	"	PUNCT
epaa-3238	201	23	return	return	VERB
epaa-3238	201	24	on	on	ADP
epaa-3238	201	25	investment	investment	NOUN
epaa-3238	201	26	data	datum	NOUN
epaa-3238	201	27	package	package	NOUN
epaa-3238	201	28	”	"	PUNCT
epaa-3238	201	29	(	(	PUNCT
epaa-3238	201	30	payscale	payscale	NOUN
epaa-3238	201	31	,	,	PUNCT
epaa-3238	201	32	2012	2012	NUM
epaa-3238	201	33	)	)	PUNCT
epaa-3238	201	34	.	.	PUNCT
epaa-3238	202	1	payscale	payscale	PROPN
epaa-3238	202	2	is	be	AUX
epaa-3238	202	3	an	an	DET
epaa-3238	202	4	online	online	ADJ
epaa-3238	202	5	salary	salary	NOUN
epaa-3238	202	6	,	,	PUNCT
epaa-3238	202	7	benefits	benefit	NOUN
epaa-3238	202	8	,	,	PUNCT
epaa-3238	202	9	and	and	CCONJ
epaa-3238	202	10	compensation	compensation	NOUN
epaa-3238	202	11	information	information	NOUN
epaa-3238	202	12	firm	firm	NOUN
epaa-3238	202	13	that	that	PRON
epaa-3238	202	14	uses	use	VERB
epaa-3238	202	15	surveys	survey	NOUN
epaa-3238	202	16	to	to	PART
epaa-3238	202	17	collect	collect	VERB
epaa-3238	202	18	a	a	DET
epaa-3238	202	19	wide	wide	ADJ
epaa-3238	202	20	range	range	NOUN
epaa-3238	202	21	of	of	ADP
epaa-3238	202	22	financial	financial	ADJ
epaa-3238	202	23	,	,	PUNCT
epaa-3238	202	24	education	education	NOUN
epaa-3238	202	25	,	,	PUNCT
epaa-3238	202	26	and	and	CCONJ
epaa-3238	202	27	labor	labor	NOUN
epaa-3238	202	28	market	market	NOUN
epaa-3238	202	29	data	datum	NOUN
epaa-3238	202	30	.	.	PUNCT
epaa-3238	203	1	the	the	DET
epaa-3238	203	2	payscale	payscale	ADJ
epaa-3238	203	3	national	national	ADJ
epaa-3238	203	4	survey	survey	NOUN
epaa-3238	203	5	,	,	PUNCT
epaa-3238	203	6	which	which	PRON
epaa-3238	203	7	collects	collect	VERB
epaa-3238	203	8	millions	million	NOUN
epaa-3238	203	9	of	of	ADP
epaa-3238	203	10	salary	salary	NOUN
epaa-3238	203	11	profiles	profile	NOUN
epaa-3238	203	12	,	,	PUNCT
epaa-3238	203	13	is	be	AUX
epaa-3238	203	14	the	the	DET
epaa-3238	203	15	world	world	NOUN
epaa-3238	203	16	’s	’s	PART
epaa-3238	203	17	largest	large	ADJ
epaa-3238	203	18	online	online	ADJ
epaa-3238	203	19	salary	salary	NOUN
epaa-3238	203	20	survey	survey	NOUN
epaa-3238	203	21	and	and	CCONJ
epaa-3238	203	22	database	database	NOUN
epaa-3238	203	23	.	.	PUNCT
epaa-3238	204	1	the	the	DET
epaa-3238	204	2	sample	sample	NOUN
epaa-3238	204	3	used	use	VERB
epaa-3238	204	4	by	by	ADP
epaa-3238	204	5	payscale	payscale	NOUN
epaa-3238	204	6	to	to	PART
epaa-3238	204	7	calculate	calculate	VERB
epaa-3238	204	8	institutional	institutional	ADJ
epaa-3238	204	9	estimates	estimate	NOUN
epaa-3238	204	10	of	of	ADP
epaa-3238	204	11	roi	roi	NOUN
epaa-3238	204	12	was	be	AUX
epaa-3238	204	13	restricted	restrict	VERB
epaa-3238	204	14	to	to	ADP
epaa-3238	204	15	fulltime	fulltime	VERB
epaa-3238	204	16	u.s	u.s	PROPN
epaa-3238	204	17	.	.	PROPN
epaa-3238	204	18	workers	worker	NOUN
epaa-3238	204	19	,	,	PUNCT
epaa-3238	204	20	paid	pay	VERB
epaa-3238	204	21	either	either	CCONJ
epaa-3238	204	22	hourly	hourly	ADJ
epaa-3238	204	23	or	or	CCONJ
epaa-3238	204	24	by	by	ADP
epaa-3238	204	25	an	an	DET
epaa-3238	204	26	annual	annual	ADJ
epaa-3238	204	27	salary	salary	NOUN
epaa-3238	204	28	,	,	PUNCT
epaa-3238	204	29	who	who	PRON
epaa-3238	204	30	had	have	AUX
epaa-3238	204	31	completed	complete	VERB
epaa-3238	204	32	a	a	DET
epaa-3238	204	33	bachelor	bachelor	NOUN
epaa-3238	204	34	’s	’s	PART
epaa-3238	204	35	degree	degree	NOUN
epaa-3238	204	36	at	at	ADP
epaa-3238	204	37	the	the	DET
epaa-3238	204	38	time	time	NOUN
epaa-3238	204	39	of	of	ADP
epaa-3238	204	40	the	the	DET
epaa-3238	204	41	survey	survey	NOUN
epaa-3238	204	42	,	,	PUNCT
epaa-3238	204	43	in	in	ADP
epaa-3238	204	44	this	this	DET
epaa-3238	204	45	case	case	NOUN
epaa-3238	204	46	,	,	PUNCT
epaa-3238	204	47	by	by	ADP
epaa-3238	204	48	2009	2009	NUM
epaa-3238	204	49	,	,	PUNCT
epaa-3238	204	50	and	and	CCONJ
epaa-3238	204	51	had	have	AUX
epaa-3238	204	52	not	not	PART
epaa-3238	204	53	earned	earn	VERB
epaa-3238	204	54	any	any	DET
epaa-3238	204	55	degree	degree	NOUN
epaa-3238	204	56	beyond	beyond	ADP
epaa-3238	204	57	a	a	DET
epaa-3238	204	58	baccalaureate	baccalaureate	NOUN
epaa-3238	204	59	degree	degree	NOUN
epaa-3238	204	60	(	(	PUNCT
epaa-3238	204	61	e.g.	e.g.	ADV
epaa-3238	204	62	ma	ma	PROPN
epaa-3238	204	63	,	,	PUNCT
epaa-3238	204	64	jd	jd	PROPN
epaa-3238	204	65	,	,	PUNCT
epaa-3238	204	66	phd	phd	PROPN
epaa-3238	204	67	)	)	PUNCT
epaa-3238	204	68	.	.	PUNCT
epaa-3238	205	1	therefore	therefore	ADV
epaa-3238	205	2	,	,	PUNCT
epaa-3238	205	3	self	self	NOUN
epaa-3238	205	4	-	-	PUNCT
epaa-3238	205	5	employed	employ	VERB
epaa-3238	205	6	workers	worker	NOUN
epaa-3238	205	7	such	such	ADJ
epaa-3238	205	8	as	as	ADP
epaa-3238	205	9	artists	artist	NOUN
epaa-3238	205	10	,	,	PUNCT
epaa-3238	205	11	small	small	ADJ
epaa-3238	205	12	business	business	NOUN
epaa-3238	205	13	owners	owner	NOUN
epaa-3238	205	14	,	,	PUNCT
epaa-3238	205	15	and	and	CCONJ
epaa-3238	205	16	writers	writer	NOUN
epaa-3238	205	17	,	,	PUNCT
epaa-3238	205	18	for	for	ADP
epaa-3238	205	19	example	example	NOUN
epaa-3238	205	20	,	,	PUNCT
epaa-3238	205	21	were	be	AUX
epaa-3238	205	22	not	not	PART
epaa-3238	205	23	included	include	VERB
epaa-3238	205	24	in	in	ADP
epaa-3238	205	25	the	the	DET
epaa-3238	205	26	study	study	NOUN
epaa-3238	205	27	,	,	PUNCT
epaa-3238	205	28	nor	nor	CCONJ
epaa-3238	205	29	were	be	AUX
epaa-3238	205	30	those	those	PRON
epaa-3238	205	31	with	with	ADP
epaa-3238	205	32	advanced	advanced	ADJ
epaa-3238	205	33	degrees	degree	NOUN
epaa-3238	205	34	.	.	PUNCT
epaa-3238	206	1	based	base	VERB
epaa-3238	206	2	on	on	ADP
epaa-3238	206	3	respondent	respondent	NOUN
epaa-3238	206	4	self	self	NOUN
epaa-3238	206	5	-	-	PUNCT
epaa-3238	206	6	reports	report	NOUN
epaa-3238	206	7	of	of	ADP
epaa-3238	206	8	degree	degree	NOUN
epaa-3238	206	9	granting	grant	VERB
epaa-3238	206	10	institution	institution	NOUN
epaa-3238	206	11	,	,	PUNCT
epaa-3238	206	12	payscale	payscale	PROPN
epaa-3238	206	13	linked	link	VERB
epaa-3238	206	14	respondent	respondent	NOUN
epaa-3238	206	15	data	datum	NOUN
epaa-3238	206	16	from	from	ADP
epaa-3238	206	17	their	their	PRON
epaa-3238	206	18	employee	employee	NOUN
epaa-3238	206	19	survey	survey	NOUN
epaa-3238	206	20	to	to	ADP
epaa-3238	206	21	ihe	ihe	ADJ
epaa-3238	206	22	data	datum	NOUN
epaa-3238	206	23	drawn	draw	VERB
epaa-3238	206	24	from	from	ADP
epaa-3238	206	25	the	the	DET
epaa-3238	206	26	ipeds	iped	NOUN
epaa-3238	206	27	database	database	NOUN
epaa-3238	206	28	.	.	PUNCT
epaa-3238	207	1	to	to	PART
epaa-3238	207	2	calculate	calculate	VERB
epaa-3238	207	3	roi	roi	NOUN
epaa-3238	207	4	estimates	estimate	NOUN
epaa-3238	207	5	by	by	ADP
epaa-3238	207	6	ihe	ihe	ADJ
epaa-3238	207	7	,	,	PUNCT
epaa-3238	207	8	payscale	payscale	ADJ
epaa-3238	207	9	utilized	utilize	VERB
epaa-3238	207	10	data	datum	NOUN
epaa-3238	207	11	on	on	ADP
epaa-3238	207	12	total	total	ADJ
epaa-3238	207	13	earnings	earning	NOUN
epaa-3238	207	14	,	,	PUNCT
epaa-3238	207	15	excluding	exclude	VERB
epaa-3238	207	16	equity	equity	NOUN
epaa-3238	207	17	benefits	benefit	NOUN
epaa-3238	207	18	and/or	and/or	CCONJ
epaa-3238	207	19	other	other	ADJ
epaa-3238	207	20	benefits	benefit	NOUN
epaa-3238	207	21	such	such	ADJ
epaa-3238	207	22	as	as	ADP
epaa-3238	207	23	healthcare	healthcare	NOUN
epaa-3238	207	24	benefits	benefit	NOUN
epaa-3238	207	25	and	and	CCONJ
epaa-3238	207	26	retirement	retirement	NOUN
epaa-3238	207	27	savings	saving	NOUN
epaa-3238	208	1	accounts.5	accounts.5	ADV
epaa-3238	208	2	they	they	PRON
epaa-3238	208	3	then	then	ADV
epaa-3238	208	4	used	use	VERB
epaa-3238	208	5	ipeds	iped	NOUN
epaa-3238	208	6	financial	financial	ADJ
epaa-3238	208	7	data	datum	NOUN
epaa-3238	208	8	to	to	PART
epaa-3238	208	9	calculate	calculate	VERB
epaa-3238	208	10	the	the	DET
epaa-3238	208	11	average	average	ADJ
epaa-3238	208	12	cost	cost	NOUN
epaa-3238	208	13	of	of	ADP
epaa-3238	208	14	successful	successful	ADJ
epaa-3238	208	15	completion	completion	NOUN
epaa-3238	208	16	of	of	ADP
epaa-3238	208	17	a	a	DET
epaa-3238	208	18	bachelor	bachelor	NOUN
epaa-3238	208	19	’s	’s	NOUN
epaa-3238	208	20	degree	degree	NOUN
epaa-3238	208	21	in	in	ADP
epaa-3238	208	22	either	either	PRON
epaa-3238	208	23	four	four	NUM
epaa-3238	208	24	,	,	PUNCT
epaa-3238	208	25	five	five	NUM
epaa-3238	208	26	,	,	PUNCT
epaa-3238	208	27	or	or	CCONJ
epaa-3238	208	28	six	six	NUM
epaa-3238	208	29	years	year	NOUN
epaa-3238	208	30	at	at	ADP
epaa-3238	208	31	each	each	DET
epaa-3238	208	32	ihe	ihe	NOUN
epaa-3238	208	33	,	,	PUNCT
epaa-3238	208	34	net	net	NOUN
epaa-3238	208	35	of	of	ADP
epaa-3238	208	36	the	the	DET
epaa-3238	208	37	cost	cost	NOUN
epaa-3238	208	38	of	of	ADP
epaa-3238	208	39	student	student	NOUN
epaa-3238	208	40	tuition	tuition	NOUN
epaa-3238	208	41	(	(	PUNCT
epaa-3238	208	42	restricted	restrict	VERB
epaa-3238	208	43	to	to	ADP
epaa-3238	208	44	in	in	ADP
epaa-3238	208	45	-	-	PUNCT
epaa-3238	208	46	state	state	NOUN
epaa-3238	208	47	tuition	tuition	NOUN
epaa-3238	208	48	in	in	ADP
epaa-3238	208	49	our	our	PRON
epaa-3238	208	50	sample	sample	NOUN
epaa-3238	208	51	)	)	PUNCT
epaa-3238	208	52	,	,	PUNCT
epaa-3238	208	53	fees	fee	NOUN
epaa-3238	208	54	,	,	PUNCT
epaa-3238	208	55	on	on	ADP
epaa-3238	208	56	-	-	PUNCT
epaa-3238	208	57	campus	campus	NOUN
epaa-3238	208	58	room	room	NOUN
epaa-3238	208	59	and	and	CCONJ
epaa-3238	208	60	board	board	NOUN
epaa-3238	208	61	,	,	PUNCT
epaa-3238	208	62	and	and	CCONJ
epaa-3238	208	63	books	book	NOUN
epaa-3238	208	64	and	and	CCONJ
epaa-3238	208	65	supplies	supply	NOUN
epaa-3238	208	66	.	.	PUNCT
epaa-3238	209	1	after	after	SCONJ
epaa-3238	209	2	adjusted	adjust	VERB
epaa-3238	209	3	for	for	ADP
epaa-3238	209	4	these	these	DET
epaa-3238	209	5	costs	cost	NOUN
epaa-3238	209	6	by	by	ADP
epaa-3238	209	7	share	share	NOUN
epaa-3238	209	8	of	of	ADP
epaa-3238	209	9	graduates	graduate	NOUN
epaa-3238	209	10	completing	complete	VERB
epaa-3238	209	11	their	their	PRON
epaa-3238	209	12	degree	degree	NOUN
epaa-3238	209	13	in	in	ADP
epaa-3238	209	14	either	either	PRON
epaa-3238	209	15	four	four	NUM
epaa-3238	209	16	,	,	PUNCT
epaa-3238	209	17	five	five	NUM
epaa-3238	209	18	,	,	PUNCT
epaa-3238	209	19	or	or	CCONJ
epaa-3238	209	20	six	six	NUM
epaa-3238	209	21	years	year	NOUN
epaa-3238	209	22	,	,	PUNCT
epaa-3238	209	23	payscale	payscale	PROPN
epaa-3238	209	24	also	also	ADV
epaa-3238	209	25	adjusted	adjust	VERB
epaa-3238	209	26	for	for	ADP
epaa-3238	209	27	deferred	deferred	ADJ
epaa-3238	209	28	earnings	earning	NOUN
epaa-3238	209	29	,	,	PUNCT
epaa-3238	209	30	defined	define	VERB
epaa-3238	209	31	as	as	ADP
epaa-3238	209	32	wages	wage	NOUN
epaa-3238	209	33	foregone	foregone	NOUN
epaa-3238	209	34	by	by	ADP
epaa-3238	209	35	choosing	choose	VERB
epaa-3238	209	36	to	to	PART
epaa-3238	209	37	attend	attend	VERB
epaa-3238	209	38	college	college	NOUN
epaa-3238	209	39	and	and	CCONJ
epaa-3238	209	40	calculated	calculate	VERB
epaa-3238	209	41	as	as	ADP
epaa-3238	209	42	the	the	DET
epaa-3238	209	43	difference	difference	NOUN
epaa-3238	209	44	between	between	ADP
epaa-3238	209	45	the	the	DET
epaa-3238	209	46	median	median	ADJ
epaa-3238	209	47	pay	pay	NOUN
epaa-3238	209	48	for	for	ADP
epaa-3238	209	49	a	a	DET
epaa-3238	209	50	2010	2010	NUM
epaa-3238	209	51	college	college	NOUN
epaa-3238	209	52	graduate	graduate	NOUN
epaa-3238	209	53	and	and	CCONJ
epaa-3238	209	54	the	the	DET
epaa-3238	209	55	weighted	weight	VERB
epaa-3238	209	56	median	median	ADJ
epaa-3238	209	57	pay	pay	NOUN
epaa-3238	209	58	for	for	ADP
epaa-3238	209	59	a	a	DET
epaa-3238	209	60	high	high	ADJ
epaa-3238	209	61	school	school	NOUN
epaa-3238	209	62	graduate	graduate	NOUN
epaa-3238	209	63	.	.	PUNCT
epaa-3238	210	1	this	this	PRON
epaa-3238	210	2	is	be	AUX
epaa-3238	210	3	the	the	DET
epaa-3238	210	4	estimated	estimate	VERB
epaa-3238	210	5	average	average	ADJ
epaa-3238	210	6	student	student	NOUN
epaa-3238	210	7	investment	investment	NOUN
epaa-3238	210	8	to	to	PART
epaa-3238	210	9	attend	attend	VERB
epaa-3238	210	10	each	each	DET
epaa-3238	210	11	ihe	ihe	NOUN
epaa-3238	210	12	.	.	PUNCT
epaa-3238	211	1	payscale	payscale	PROPN
epaa-3238	211	2	also	also	ADV
epaa-3238	211	3	adjusted	adjust	VERB
epaa-3238	211	4	cost	cost	NOUN
epaa-3238	211	5	to	to	PART
epaa-3238	211	6	account	account	VERB
epaa-3238	211	7	for	for	ADP
epaa-3238	211	8	federal	federal	ADJ
epaa-3238	211	9	aid	aid	NOUN
epaa-3238	211	10	.	.	PUNCT
epaa-3238	212	1	from	from	ADP
epaa-3238	212	2	these	these	DET
epaa-3238	212	3	data	datum	NOUN
epaa-3238	212	4	,	,	PUNCT
epaa-3238	212	5	payscale	payscale	NOUN
epaa-3238	212	6	published	publish	VERB
epaa-3238	212	7	aid	aid	NOUN
epaa-3238	212	8	-	-	PUNCT
epaa-3238	212	9	adjusted	adjust	VERB
epaa-3238	212	10	annualized	annualize	VERB
epaa-3238	212	11	estimates	estimate	NOUN
epaa-3238	212	12	of	of	ADP
epaa-3238	212	13	roi	roi	NOUN
epaa-3238	212	14	for	for	ADP
epaa-3238	212	15	more	more	ADJ
epaa-3238	212	16	than	than	ADP
epaa-3238	212	17	600	600	NUM
epaa-3238	212	18	u.s	u.s	PROPN
epaa-3238	212	19	.	.	PROPN
epaa-3238	212	20	institutions	institution	NOUN
epaa-3238	212	21	of	of	ADP
epaa-3238	212	22	higher	high	ADJ
epaa-3238	212	23	education.6	education.6	NOUN
epaa-3238	212	24	this	this	PRON
epaa-3238	212	25	is	be	AUX
epaa-3238	212	26	our	our	PRON
epaa-3238	212	27	dependent	dependent	ADJ
epaa-3238	212	28	variable	variable	NOUN
epaa-3238	212	29	,	,	PUNCT
epaa-3238	212	30	which	which	PRON
epaa-3238	212	31	can	can	AUX
epaa-3238	212	32	be	be	AUX
epaa-3238	212	33	interpreted	interpret	VERB
epaa-3238	212	34	as	as	ADP
epaa-3238	212	35	an	an	DET
epaa-3238	212	36	estimate	estimate	NOUN
epaa-3238	212	37	of	of	ADP
epaa-3238	212	38	the	the	DET
epaa-3238	212	39	average	average	ADJ
epaa-3238	212	40	,	,	PUNCT
epaa-3238	212	41	annualized	annualize	VERB
epaa-3238	212	42	expected	expect	VERB
epaa-3238	212	43	return	return	NOUN
epaa-3238	212	44	on	on	ADP
epaa-3238	212	45	education	education	NOUN
epaa-3238	212	46	net	net	NOUN
epaa-3238	212	47	of	of	ADP
epaa-3238	212	48	financial	financial	ADJ
epaa-3238	212	49	aid	aid	NOUN
epaa-3238	212	50	and	and	CCONJ
epaa-3238	212	51	adjusted	adjust	VERB
epaa-3238	212	52	for	for	ADP
epaa-3238	212	53	initial	initial	ADJ
epaa-3238	212	54	investment	investment	NOUN
epaa-3238	212	55	(	(	PUNCT
epaa-3238	212	56	e.g.	e.g.	ADV
epaa-3238	212	57	tuition	tuition	NOUN
epaa-3238	212	58	,	,	PUNCT
epaa-3238	212	59	fees	fee	NOUN
epaa-3238	212	60	)	)	PUNCT
epaa-3238	212	61	.	.	PUNCT
epaa-3238	213	1	payscale	payscale	PROPN
epaa-3238	213	2	’s	’s	PART
epaa-3238	213	3	rankings	ranking	NOUN
epaa-3238	213	4	,	,	PUNCT
epaa-3238	213	5	and	and	CCONJ
epaa-3238	213	6	institutional	institutional	ADJ
epaa-3238	213	7	roi	roi	NOUN
epaa-3238	213	8	measures	measure	NOUN
epaa-3238	213	9	in	in	ADP
epaa-3238	213	10	general	general	ADJ
epaa-3238	213	11	,	,	PUNCT
epaa-3238	213	12	have	have	AUX
epaa-3238	213	13	come	come	VERB
epaa-3238	213	14	under	under	ADP
epaa-3238	213	15	recent	recent	ADJ
epaa-3238	213	16	criticism	criticism	NOUN
epaa-3238	213	17	,	,	PUNCT
epaa-3238	213	18	with	with	ADP
epaa-3238	213	19	questions	question	NOUN
epaa-3238	213	20	being	be	AUX
epaa-3238	213	21	raised	raise	VERB
epaa-3238	213	22	about	about	ADP
epaa-3238	213	23	the	the	DET
epaa-3238	213	24	validity	validity	NOUN
epaa-3238	213	25	and	and	CCONJ
epaa-3238	213	26	generalizability	generalizability	NOUN
epaa-3238	213	27	of	of	ADP
epaa-3238	213	28	the	the	DET
epaa-3238	213	29	data	datum	NOUN
epaa-3238	213	30	(	(	PUNCT
epaa-3238	213	31	see	see	PROPN
epaa-3238	213	32	heller	heller	NOUN
epaa-3238	213	33	,	,	PUNCT
epaa-3238	213	34	2013	2013	NUM
epaa-3238	213	35	)	)	PUNCT
epaa-3238	213	36	.	.	PUNCT
epaa-3238	214	1	to	to	PART
epaa-3238	214	2	address	address	VERB
epaa-3238	214	3	this	this	DET
epaa-3238	214	4	concern	concern	NOUN
epaa-3238	214	5	,	,	PUNCT
epaa-3238	214	6	payscale	payscale	PROPN
epaa-3238	214	7	routinely	routinely	ADV
epaa-3238	214	8	compares	compare	VERB
epaa-3238	214	9	their	their	PRON
epaa-3238	214	10	sample	sample	NOUN
epaa-3238	214	11	with	with	ADP
epaa-3238	214	12	similar	similar	ADJ
epaa-3238	214	13	national	national	ADJ
epaa-3238	214	14	-	-	PUNCT
epaa-3238	214	15	level	level	NOUN
epaa-3238	214	16	data	datum	NOUN
epaa-3238	214	17	collection	collection	NOUN
epaa-3238	214	18	programs	program	NOUN
epaa-3238	214	19	such	such	ADJ
epaa-3238	214	20	as	as	ADP
epaa-3238	214	21	the	the	DET
epaa-3238	214	22	u.s	u.s	PROPN
epaa-3238	214	23	.	.	PROPN
epaa-3238	214	24	census	census	PROPN
epaa-3238	214	25	and	and	CCONJ
epaa-3238	214	26	the	the	DET
epaa-3238	214	27	bureau	bureau	NOUN
epaa-3238	214	28	of	of	ADP
epaa-3238	214	29	labor	labor	PROPN
epaa-3238	214	30	statistics	statistic	NOUN
epaa-3238	214	31	,	,	PUNCT
epaa-3238	214	32	and	and	CCONJ
epaa-3238	214	33	reports	report	VERB
epaa-3238	214	34	no	no	DET
epaa-3238	214	35	systematic	systematic	ADJ
epaa-3238	214	36	bias	bias	NOUN
epaa-3238	214	37	in	in	ADP
epaa-3238	214	38	their	their	PRON
epaa-3238	214	39	data	datum	NOUN
epaa-3238	214	40	when	when	SCONJ
epaa-3238	214	41	comparing	compare	VERB
epaa-3238	214	42	information	information	NOUN
epaa-3238	214	43	for	for	ADP
epaa-3238	214	44	workers	worker	NOUN
epaa-3238	214	45	with	with	ADP
epaa-3238	214	46	similar	similar	ADJ
epaa-3238	214	47	traits	trait	NOUN
epaa-3238	214	48	.	.	PUNCT
epaa-3238	215	1	payscale	payscale	ADJ
epaa-3238	215	2	reports	report	NOUN
epaa-3238	215	3	,	,	PUNCT
epaa-3238	215	4	for	for	ADP
epaa-3238	215	5	example	example	NOUN
epaa-3238	215	6	,	,	PUNCT
epaa-3238	215	7	that	that	SCONJ
epaa-3238	215	8	samples	sample	VERB
epaa-3238	215	9	sizes	size	NOUN
epaa-3238	215	10	of	of	ADP
epaa-3238	215	11	data	datum	NOUN
epaa-3238	215	12	for	for	ADP
epaa-3238	215	13	each	each	DET
epaa-3238	215	14	institution	institution	NOUN
epaa-3238	215	15	in	in	ADP
epaa-3238	215	16	their	their	PRON
epaa-3238	215	17	database	database	NOUN
epaa-3238	215	18	is	be	AUX
epaa-3238	215	19	proportional	proportional	ADJ
epaa-3238	215	20	to	to	ADP
epaa-3238	215	21	the	the	DET
epaa-3238	215	22	actual	actual	ADJ
epaa-3238	215	23	size	size	NOUN
epaa-3238	215	24	of	of	ADP
epaa-3238	215	25	the	the	DET
epaa-3238	215	26	schools	school	NOUN
epaa-3238	215	27	(	(	PUNCT
epaa-3238	215	28	bardaro	bardaro	NOUN
epaa-3238	215	29	,	,	PUNCT
epaa-3238	215	30	2012	2012	NUM
epaa-3238	215	31	)	)	PUNCT
epaa-3238	215	32	and	and	CCONJ
epaa-3238	215	33	that	that	SCONJ
epaa-3238	215	34	when	when	SCONJ
epaa-3238	215	35	matched	match	VERB
epaa-3238	215	36	on	on	ADP
epaa-3238	215	37	a	a	DET
epaa-3238	215	38	wide	wide	ADJ
epaa-3238	215	39	range	range	NOUN
epaa-3238	215	40	of	of	ADP
epaa-3238	215	41	student	student	NOUN
epaa-3238	215	42	attribute	attribute	NOUN
epaa-3238	215	43	data	datum	NOUN
epaa-3238	215	44	contained	contain	VERB
epaa-3238	215	45	in	in	ADP
epaa-3238	215	46	integrated	integrate	VERB
epaa-3238	215	47	postsecondary	postsecondary	ADJ
epaa-3238	215	48	education	education	NOUN
epaa-3238	215	49	data	data	NOUN
epaa-3238	215	50	system	system	NOUN
epaa-3238	215	51	(	(	PUNCT
epaa-3238	215	52	ipeds	iped	NOUN
epaa-3238	215	53	)	)	PUNCT
epaa-3238	215	54	,	,	PUNCT
epaa-3238	215	55	the	the	DET
epaa-3238	215	56	correlation	correlation	NOUN
epaa-3238	215	57	between	between	ADP
epaa-3238	215	58	the	the	DET
epaa-3238	215	59	payscale	payscale	ADJ
epaa-3238	215	60	data	datum	NOUN
epaa-3238	215	61	and	and	CCONJ
epaa-3238	215	62	ipeds	iped	NOUN
epaa-3238	215	63	data	datum	NOUN
epaa-3238	215	64	for	for	ADP
epaa-3238	215	65	the	the	DET
epaa-3238	215	66	same	same	ADJ
epaa-3238	215	67	set	set	NOUN
epaa-3238	215	68	of	of	ADP
epaa-3238	215	69	schools	school	NOUN
epaa-3238	215	70	is	be	AUX
epaa-3238	215	71	0.85	0.85	NUM
epaa-3238	215	72	.	.	PUNCT
epaa-3238	216	1	payscale	payscale	ADJ
epaa-3238	216	2	reports	report	NOUN
epaa-3238	216	3	similarly	similarly	ADV
epaa-3238	216	4	high	high	ADJ
epaa-3238	216	5	agreement	agreement	NOUN
epaa-3238	216	6	to	to	ADP
epaa-3238	216	7	the	the	DET
epaa-3238	216	8	ipeds	iped	NOUN
epaa-3238	216	9	data	datum	NOUN
epaa-3238	216	10	on	on	ADP
epaa-3238	216	11	share	share	NOUN
epaa-3238	216	12	of	of	ADP
epaa-3238	216	13	students	student	NOUN
epaa-3238	216	14	by	by	ADP
epaa-3238	216	15	degree	degree	NOUN
epaa-3238	216	16	field	field	NOUN
epaa-3238	216	17	(	(	PUNCT
epaa-3238	216	18	bardaro	bardaro	NOUN
epaa-3238	216	19	,	,	PUNCT
epaa-3238	216	20	2012	2012	NUM
epaa-3238	216	21	)	)	PUNCT
epaa-3238	216	22	.	.	PUNCT
epaa-3238	217	1	payscale	payscale	PROPN
epaa-3238	217	2	does	do	AUX
epaa-3238	217	3	not	not	PART
epaa-3238	217	4	release	release	VERB
epaa-3238	217	5	their	their	PRON
epaa-3238	217	6	respondent	respondent	ADJ
epaa-3238	217	7	level	level	NOUN
epaa-3238	217	8	data	datum	NOUN
epaa-3238	217	9	,	,	PUNCT
epaa-3238	217	10	which	which	PRON
epaa-3238	217	11	precludes	preclude	VERB
epaa-3238	217	12	independent	independent	ADJ
epaa-3238	217	13	validation	validation	NOUN
epaa-3238	217	14	of	of	ADP
epaa-3238	217	15	the	the	DET
epaa-3238	217	16	original	original	ADJ
epaa-3238	217	17	survey	survey	NOUN
epaa-3238	217	18	data	datum	NOUN
epaa-3238	217	19	.	.	PUNCT
epaa-3238	218	1	researchers	researcher	NOUN
epaa-3238	218	2	at	at	ADP
epaa-3238	218	3	the	the	DET
epaa-3238	218	4	brookings	brookings	PROPN
epaa-3238	218	5	institution	institution	NOUN
epaa-3238	218	6	compared	compare	VERB
epaa-3238	218	7	the	the	DET
epaa-3238	218	8	payscale	payscale	ADJ
epaa-3238	218	9	earnings	earning	NOUN
epaa-3238	218	10	data	datum	NOUN
epaa-3238	218	11	to	to	ADP
epaa-3238	218	12	similar	similar	ADJ
epaa-3238	218	13	earnings	earning	NOUN
epaa-3238	218	14	data	datum	NOUN
epaa-3238	218	15	from	from	ADP
epaa-3238	218	16	the	the	DET
epaa-3238	218	17	american	american	PROPN
epaa-3238	218	18	community	community	NOUN
epaa-3238	218	19	survey	survey	NOUN
epaa-3238	218	20	and	and	CCONJ
epaa-3238	218	21	concluded	conclude	VERB
epaa-3238	218	22	that	that	SCONJ
epaa-3238	218	23	“	"	PUNCT
epaa-3238	218	24	the	the	DET
epaa-3238	218	25	5	5	NUM
epaa-3238	218	26	the	the	DET
epaa-3238	218	27	payscale	payscale	ADJ
epaa-3238	218	28	data	datum	NOUN
epaa-3238	218	29	do	do	AUX
epaa-3238	218	30	skew	skew	VERB
epaa-3238	218	31	slightly	slightly	ADV
epaa-3238	218	32	younger	young	ADJ
epaa-3238	218	33	and	and	CCONJ
epaa-3238	218	34	more	more	ADV
epaa-3238	218	35	white	white	ADJ
epaa-3238	218	36	-	-	PUNCT
epaa-3238	218	37	collar	collar	NOUN
epaa-3238	218	38	than	than	ADP
epaa-3238	218	39	the	the	DET
epaa-3238	218	40	u.s	u.s	PROPN
epaa-3238	218	41	.	.	PROPN
epaa-3238	218	42	workforce	workforce	PROPN
epaa-3238	218	43	,	,	PUNCT
epaa-3238	218	44	which	which	PRON
epaa-3238	218	45	is	be	AUX
epaa-3238	218	46	to	to	PART
epaa-3238	218	47	be	be	AUX
epaa-3238	218	48	expected	expect	VERB
epaa-3238	218	49	since	since	SCONJ
epaa-3238	218	50	their	their	PRON
epaa-3238	218	51	sample	sample	NOUN
epaa-3238	218	52	only	only	ADV
epaa-3238	218	53	includes	include	VERB
epaa-3238	218	54	college	college	NOUN
epaa-3238	218	55	graduates	graduate	NOUN
epaa-3238	218	56	(	(	PUNCT
epaa-3238	218	57	bardaro	bardaro	NOUN
epaa-3238	218	58	,	,	PUNCT
epaa-3238	218	59	2012	2012	NUM
epaa-3238	218	60	)	)	PUNCT
epaa-3238	218	61	.	.	PUNCT
epaa-3238	219	1	6	6	NUM
epaa-3238	219	2	branch	branch	NOUN
epaa-3238	219	3	campuses	campus	NOUN
epaa-3238	219	4	are	be	AUX
epaa-3238	219	5	included	include	VERB
epaa-3238	219	6	when	when	SCONJ
epaa-3238	219	7	they	they	PRON
epaa-3238	219	8	appear	appear	VERB
epaa-3238	219	9	in	in	ADP
epaa-3238	219	10	each	each	PRON
epaa-3238	219	11	of	of	ADP
epaa-3238	219	12	the	the	DET
epaa-3238	219	13	payscale	payscale	ADJ
epaa-3238	219	14	,	,	PUNCT
epaa-3238	219	15	ipeds	iped	NOUN
epaa-3238	219	16	,	,	PUNCT
epaa-3238	219	17	and	and	CCONJ
epaa-3238	219	18	u.s	u.s	PROPN
epaa-3238	219	19	.	.	PROPN
epaa-3238	219	20	news	news	PROPN
epaa-3238	219	21	and	and	CCONJ
epaa-3238	219	22	world	world	NOUN
epaa-3238	219	23	report	report	NOUN
epaa-3238	219	24	data	datum	NOUN
epaa-3238	219	25	sets	set	NOUN
epaa-3238	219	26	.	.	PUNCT
epaa-3238	220	1	education	education	NOUN
epaa-3238	220	2	policy	policy	NOUN
epaa-3238	220	3	analysis	analysis	NOUN
epaa-3238	220	4	archives	archive	NOUN
epaa-3238	220	5	vol	vol	NOUN
epaa-3238	220	6	.	.	PUNCT
epaa-3238	221	1	25	25	NUM
epaa-3238	221	2	no	no	NOUN
epaa-3238	221	3	.	.	PUNCT
epaa-3238	222	1	110	110	NUM
epaa-3238	222	2	12	12	NUM
epaa-3238	222	3	correlation	correlation	NOUN
epaa-3238	222	4	between	between	ADP
epaa-3238	222	5	bachelor	bachelor	NOUN
epaa-3238	222	6	’s	’s	NOUN
epaa-3238	222	7	degree	degree	NOUN
epaa-3238	222	8	holders	holder	NOUN
epaa-3238	222	9	from	from	ADP
epaa-3238	222	10	payscale	payscale	ADJ
epaa-3238	222	11	and	and	CCONJ
epaa-3238	222	12	median	median	ADJ
epaa-3238	222	13	salaries	salary	NOUN
epaa-3238	222	14	by	by	ADP
epaa-3238	222	15	major	major	NOUN
epaa-3238	222	16	for	for	ADP
epaa-3238	222	17	workers	worker	NOUN
epaa-3238	222	18	in	in	ADP
epaa-3238	222	19	the	the	DET
epaa-3238	222	20	labor	labor	NOUN
epaa-3238	222	21	force	force	NOUN
epaa-3238	222	22	from	from	ADP
epaa-3238	222	23	the	the	DET
epaa-3238	222	24	census	census	NOUN
epaa-3238	222	25	bureau	bureau	NOUN
epaa-3238	222	26	is	be	AUX
epaa-3238	222	27	0.85	0.85	NUM
epaa-3238	222	28	across	across	ADP
epaa-3238	222	29	158	158	NUM
epaa-3238	222	30	majors	major	NOUN
epaa-3238	222	31	matched	match	VERB
epaa-3238	222	32	between	between	ADP
epaa-3238	222	33	the	the	DET
epaa-3238	222	34	two	two	NUM
epaa-3238	222	35	databases	database	NOUN
epaa-3238	222	36	”	"	PUNCT
epaa-3238	222	37	(	(	PUNCT
epaa-3238	222	38	rowell	rowell	PROPN
epaa-3238	222	39	&	&	CCONJ
epaa-3238	222	40	kulkarni	kulkarni	PROPN
epaa-3238	222	41	,	,	PUNCT
epaa-3238	222	42	2015	2015	NUM
epaa-3238	222	43	,	,	PUNCT
epaa-3238	222	44	p.	p.	NOUN
epaa-3238	222	45	9	9	NUM
epaa-3238	222	46	)	)	PUNCT
epaa-3238	222	47	.	.	PUNCT
epaa-3238	223	1	the	the	DET
epaa-3238	223	2	payscale	payscale	PROPN
epaa-3238	223	3	data	datum	NOUN
epaa-3238	223	4	have	have	AUX
epaa-3238	223	5	also	also	ADV
epaa-3238	223	6	been	be	AUX
epaa-3238	223	7	shown	show	VERB
epaa-3238	223	8	to	to	PART
epaa-3238	223	9	strongly	strongly	ADV
epaa-3238	223	10	correlate	correlate	VERB
epaa-3238	223	11	with	with	ADP
epaa-3238	223	12	roi	roi	NOUN
epaa-3238	223	13	measures	measure	NOUN
epaa-3238	223	14	derived	derive	VERB
epaa-3238	223	15	from	from	ADP
epaa-3238	223	16	different	different	ADJ
epaa-3238	223	17	samples	sample	NOUN
epaa-3238	223	18	,	,	PUNCT
epaa-3238	223	19	methods	method	NOUN
epaa-3238	223	20	,	,	PUNCT
epaa-3238	223	21	and	and	CCONJ
epaa-3238	223	22	ranking	rank	VERB
epaa-3238	223	23	organizations	organization	NOUN
epaa-3238	223	24	such	such	ADJ
epaa-3238	223	25	as	as	ADP
epaa-3238	223	26	the	the	DET
epaa-3238	223	27	linkedin	linkedin	NOUN
epaa-3238	223	28	employee	employee	NOUN
epaa-3238	223	29	earnings	earning	NOUN
epaa-3238	223	30	data	datum	NOUN
epaa-3238	223	31	(	(	PUNCT
epaa-3238	223	32	rowell	rowell	PROPN
epaa-3238	223	33	&	&	CCONJ
epaa-3238	223	34	kulkarni	kulkarni	PROPN
epaa-3238	223	35	2015	2015	NUM
epaa-3238	223	36	)	)	PUNCT
epaa-3238	223	37	.	.	PUNCT
epaa-3238	224	1	these	these	DET
epaa-3238	224	2	findings	finding	NOUN
epaa-3238	224	3	give	give	VERB
epaa-3238	224	4	us	we	PRON
epaa-3238	224	5	reason	reason	NOUN
epaa-3238	224	6	to	to	PART
epaa-3238	224	7	believe	believe	VERB
epaa-3238	224	8	payscale	payscale	PROPN
epaa-3238	224	9	roi	roi	NOUN
epaa-3238	224	10	data	datum	NOUN
epaa-3238	224	11	are	be	AUX
epaa-3238	224	12	reasonably	reasonably	ADV
epaa-3238	224	13	accurate	accurate	ADJ
epaa-3238	224	14	measures	measure	NOUN
epaa-3238	224	15	of	of	ADP
epaa-3238	224	16	college	college	NOUN
epaa-3238	224	17	and	and	CCONJ
epaa-3238	224	18	university	university	NOUN
epaa-3238	224	19	roi	roi	NOUN
epaa-3238	224	20	.	.	PUNCT
epaa-3238	225	1	advantages	advantage	NOUN
epaa-3238	225	2	of	of	ADP
epaa-3238	225	3	the	the	DET
epaa-3238	225	4	payscale	payscale	ADJ
epaa-3238	225	5	data	datum	NOUN
epaa-3238	225	6	over	over	ADP
epaa-3238	225	7	the	the	DET
epaa-3238	225	8	college	college	NOUN
epaa-3238	225	9	scorecard	scorecard	NOUN
epaa-3238	225	10	data	datum	NOUN
epaa-3238	225	11	are	be	AUX
epaa-3238	225	12	that	that	SCONJ
epaa-3238	225	13	the	the	DET
epaa-3238	225	14	college	college	NOUN
epaa-3238	225	15	scorecard	scorecard	NOUN
epaa-3238	225	16	data	datum	NOUN
epaa-3238	225	17	only	only	ADV
epaa-3238	225	18	report	report	VERB
epaa-3238	225	19	earnings	earning	NOUN
epaa-3238	225	20	for	for	ADP
epaa-3238	225	21	students	student	NOUN
epaa-3238	225	22	that	that	PRON
epaa-3238	225	23	received	receive	VERB
epaa-3238	225	24	federal	federal	ADJ
epaa-3238	225	25	aid	aid	NOUN
epaa-3238	225	26	,	,	PUNCT
epaa-3238	225	27	which	which	PRON
epaa-3238	225	28	means	mean	VERB
epaa-3238	225	29	that	that	SCONJ
epaa-3238	225	30	data	datum	NOUN
epaa-3238	225	31	on	on	ADP
epaa-3238	225	32	roughly	roughly	ADV
epaa-3238	225	33	onehalf	onehalf	NOUN
epaa-3238	225	34	the	the	DET
epaa-3238	225	35	college	college	NOUN
epaa-3238	225	36	student	student	NOUN
epaa-3238	225	37	population	population	NOUN
epaa-3238	225	38	is	be	AUX
epaa-3238	225	39	excluded	exclude	VERB
epaa-3238	225	40	from	from	ADP
epaa-3238	225	41	the	the	DET
epaa-3238	225	42	college	college	NOUN
epaa-3238	225	43	scorecard	scorecard	NOUN
epaa-3238	225	44	database	database	NOUN
epaa-3238	225	45	.	.	PUNCT
epaa-3238	226	1	the	the	DET
epaa-3238	226	2	college	college	NOUN
epaa-3238	226	3	scorecard	scorecard	NOUN
epaa-3238	226	4	data	datum	NOUN
epaa-3238	226	5	also	also	ADV
epaa-3238	226	6	do	do	AUX
epaa-3238	226	7	not	not	PART
epaa-3238	226	8	distinguish	distinguish	VERB
epaa-3238	226	9	between	between	ADP
epaa-3238	226	10	main	main	ADJ
epaa-3238	226	11	campus	campus	NOUN
epaa-3238	226	12	and	and	CCONJ
epaa-3238	226	13	branch	branch	NOUN
epaa-3238	226	14	campuses	campus	NOUN
epaa-3238	226	15	,	,	PUNCT
epaa-3238	226	16	instead	instead	ADV
epaa-3238	226	17	aggregating	aggregate	VERB
epaa-3238	226	18	all	all	DET
epaa-3238	226	19	branches	branch	NOUN
epaa-3238	226	20	.	.	PUNCT
epaa-3238	227	1	although	although	SCONJ
epaa-3238	227	2	the	the	DET
epaa-3238	227	3	payscale	payscale	ADJ
epaa-3238	227	4	data	datum	NOUN
epaa-3238	227	5	are	be	AUX
epaa-3238	227	6	not	not	PART
epaa-3238	227	7	an	an	DET
epaa-3238	227	8	error	error	NOUN
epaa-3238	227	9	-	-	PUNCT
epaa-3238	227	10	free	free	ADJ
epaa-3238	227	11	measure	measure	NOUN
epaa-3238	227	12	of	of	ADP
epaa-3238	227	13	institutional	institutional	ADJ
epaa-3238	227	14	roi	roi	NOUN
epaa-3238	227	15	—	—	PUNCT
epaa-3238	227	16	like	like	ADP
epaa-3238	227	17	similar	similar	ADJ
epaa-3238	227	18	measures	measure	NOUN
epaa-3238	227	19	,	,	PUNCT
epaa-3238	227	20	they	they	PRON
epaa-3238	227	21	contain	contain	VERB
epaa-3238	227	22	errors	error	NOUN
epaa-3238	227	23	of	of	ADP
epaa-3238	227	24	measurement	measurement	NOUN
epaa-3238	227	25	and	and	CCONJ
epaa-3238	227	26	errors	error	NOUN
epaa-3238	227	27	attributable	attributable	ADJ
epaa-3238	227	28	to	to	ADP
epaa-3238	227	29	poor	poor	ADJ
epaa-3238	227	30	coverage	coverage	NOUN
epaa-3238	227	31	(	(	PUNCT
epaa-3238	227	32	groves	grove	NOUN
epaa-3238	227	33	,	,	PUNCT
epaa-3238	227	34	2004)—they	2004)—they	NUM
epaa-3238	227	35	still	still	ADV
epaa-3238	227	36	warrant	warrant	VERB
epaa-3238	227	37	investigation	investigation	NOUN
epaa-3238	227	38	for	for	ADP
epaa-3238	227	39	three	three	NUM
epaa-3238	227	40	reasons	reason	NOUN
epaa-3238	227	41	.	.	PUNCT
epaa-3238	228	1	first	first	ADV
epaa-3238	228	2	,	,	PUNCT
epaa-3238	228	3	the	the	DET
epaa-3238	228	4	general	general	ADJ
epaa-3238	228	5	public	public	NOUN
epaa-3238	228	6	believes	believe	VERB
epaa-3238	228	7	roi	roi	NOUN
epaa-3238	228	8	is	be	AUX
epaa-3238	228	9	important	important	ADJ
epaa-3238	228	10	and	and	CCONJ
epaa-3238	228	11	that	that	SCONJ
epaa-3238	228	12	it	it	PRON
epaa-3238	228	13	is	be	AUX
epaa-3238	228	14	one	one	NUM
epaa-3238	228	15	of	of	ADP
epaa-3238	228	16	the	the	DET
epaa-3238	228	17	factors	factor	NOUN
epaa-3238	228	18	they	they	PRON
epaa-3238	228	19	should	should	AUX
epaa-3238	228	20	consider	consider	VERB
epaa-3238	228	21	when	when	SCONJ
epaa-3238	228	22	evaluating	evaluate	VERB
epaa-3238	228	23	schools	school	NOUN
epaa-3238	228	24	.	.	PUNCT
epaa-3238	229	1	second	second	ADJ
epaa-3238	229	2	,	,	PUNCT
epaa-3238	229	3	higher	high	ADJ
epaa-3238	229	4	education	education	NOUN
epaa-3238	229	5	decision	decision	NOUN
epaa-3238	229	6	-	-	PUNCT
epaa-3238	229	7	makers	maker	NOUN
epaa-3238	229	8	believe	believe	VERB
epaa-3238	229	9	these	these	DET
epaa-3238	229	10	rankings	ranking	NOUN
epaa-3238	229	11	matter	matter	NOUN
epaa-3238	229	12	.	.	PUNCT
epaa-3238	230	1	members	member	NOUN
epaa-3238	230	2	of	of	ADP
epaa-3238	230	3	the	the	DET
epaa-3238	230	4	general	general	ADJ
epaa-3238	230	5	public	public	NOUN
epaa-3238	230	6	and	and	CCONJ
epaa-3238	230	7	administrators	administrator	NOUN
epaa-3238	230	8	often	often	ADV
epaa-3238	230	9	act	act	VERB
epaa-3238	230	10	in	in	ADP
epaa-3238	230	11	ways	way	NOUN
epaa-3238	230	12	that	that	PRON
epaa-3238	230	13	suggest	suggest	VERB
epaa-3238	230	14	they	they	PRON
epaa-3238	230	15	accept	accept	VERB
epaa-3238	230	16	the	the	DET
epaa-3238	230	17	payscale	payscale	ADJ
epaa-3238	230	18	index	index	NOUN
epaa-3238	230	19	as	as	ADP
epaa-3238	230	20	an	an	DET
epaa-3238	230	21	accurate	accurate	ADJ
epaa-3238	230	22	reflection	reflection	NOUN
epaa-3238	230	23	of	of	ADP
epaa-3238	230	24	objective	objective	ADJ
epaa-3238	230	25	reality	reality	NOUN
epaa-3238	230	26	.	.	PUNCT
epaa-3238	231	1	the	the	DET
epaa-3238	231	2	same	same	ADJ
epaa-3238	231	3	can	can	AUX
epaa-3238	231	4	be	be	AUX
epaa-3238	231	5	said	say	VERB
epaa-3238	231	6	about	about	ADP
epaa-3238	231	7	the	the	DET
epaa-3238	231	8	other	other	ADJ
epaa-3238	231	9	institutional	institutional	ADJ
epaa-3238	231	10	rankings	ranking	NOUN
epaa-3238	231	11	(	(	PUNCT
epaa-3238	231	12	hossler	hossler	PROPN
epaa-3238	231	13	&	&	CCONJ
epaa-3238	231	14	foley	foley	PROPN
epaa-3238	231	15	,	,	PUNCT
epaa-3238	231	16	1995	1995	NUM
epaa-3238	231	17	;	;	PUNCT
epaa-3238	231	18	mcdonough	mcdonough	PROPN
epaa-3238	231	19	et	et	PROPN
epaa-3238	231	20	al	al	PROPN
epaa-3238	231	21	.	.	PROPN
epaa-3238	231	22	,	,	PUNCT
epaa-3238	231	23	1998	1998	NUM
epaa-3238	231	24	;	;	PUNCT
epaa-3238	231	25	o’meara	o’meara	PROPN
epaa-3238	231	26	,	,	PUNCT
epaa-3238	231	27	2007	2007	NUM
epaa-3238	231	28	)	)	PUNCT
epaa-3238	231	29	.	.	PUNCT
epaa-3238	232	1	insofar	insofar	ADV
epaa-3238	232	2	as	as	SCONJ
epaa-3238	232	3	any	any	DET
epaa-3238	232	4	rank	rank	NOUN
epaa-3238	232	5	ordering	ordering	NOUN
epaa-3238	232	6	of	of	ADP
epaa-3238	232	7	ihes	ihe	NOUN
epaa-3238	232	8	is	be	AUX
epaa-3238	232	9	accepted	accept	VERB
epaa-3238	232	10	as	as	ADP
epaa-3238	232	11	true	true	ADJ
epaa-3238	232	12	by	by	ADP
epaa-3238	232	13	a	a	DET
epaa-3238	232	14	large	large	ADJ
epaa-3238	232	15	segment	segment	NOUN
epaa-3238	232	16	of	of	ADP
epaa-3238	232	17	society	society	NOUN
epaa-3238	232	18	,	,	PUNCT
epaa-3238	232	19	it	it	PRON
epaa-3238	232	20	has	have	VERB
epaa-3238	232	21	the	the	DET
epaa-3238	232	22	potential	potential	NOUN
epaa-3238	232	23	to	to	PART
epaa-3238	232	24	influence	influence	VERB
epaa-3238	232	25	the	the	DET
epaa-3238	232	26	beliefs	belief	NOUN
epaa-3238	232	27	and	and	CCONJ
epaa-3238	232	28	behaviors	behavior	NOUN
epaa-3238	232	29	of	of	ADP
epaa-3238	232	30	individuals	individual	NOUN
epaa-3238	232	31	and	and	CCONJ
epaa-3238	232	32	organizations	organization	NOUN
epaa-3238	232	33	(	(	PUNCT
epaa-3238	232	34	campbell	campbell	PROPN
epaa-3238	232	35	,	,	PUNCT
epaa-3238	232	36	1976	1976	NUM
epaa-3238	232	37	;	;	PUNCT
epaa-3238	232	38	sharkey	sharkey	PROPN
epaa-3238	232	39	&	&	CCONJ
epaa-3238	232	40	bromley	bromley	PROPN
epaa-3238	232	41	2015	2015	NUM
epaa-3238	232	42	)	)	PUNCT
epaa-3238	232	43	,	,	PUNCT
epaa-3238	232	44	suggesting	suggest	VERB
epaa-3238	232	45	that	that	SCONJ
epaa-3238	232	46	roi	roi	NOUN
epaa-3238	232	47	rankings	ranking	NOUN
epaa-3238	232	48	are	be	AUX
epaa-3238	232	49	a	a	DET
epaa-3238	232	50	source	source	NOUN
epaa-3238	232	51	of	of	ADP
epaa-3238	232	52	cultural	cultural	ADJ
epaa-3238	232	53	and	and	CCONJ
epaa-3238	232	54	institutional	institutional	ADJ
epaa-3238	232	55	change	change	NOUN
epaa-3238	232	56	in	in	ADP
epaa-3238	232	57	higher	high	ADJ
epaa-3238	232	58	education	education	NOUN
epaa-3238	232	59	(	(	PUNCT
epaa-3238	232	60	campbell	campbell	PROPN
epaa-3238	232	61	1976	1976	NUM
epaa-3238	232	62	)	)	PUNCT
epaa-3238	232	63	.	.	PUNCT
epaa-3238	233	1	and	and	CCONJ
epaa-3238	233	2	third	third	ADV
epaa-3238	233	3	,	,	PUNCT
epaa-3238	233	4	until	until	SCONJ
epaa-3238	233	5	better	well	ADJ
epaa-3238	233	6	data	datum	NOUN
epaa-3238	233	7	become	become	VERB
epaa-3238	233	8	available	available	ADJ
epaa-3238	233	9	,	,	PUNCT
epaa-3238	233	10	the	the	DET
epaa-3238	233	11	payscale	payscale	ADJ
epaa-3238	233	12	data	datum	NOUN
epaa-3238	233	13	allow	allow	VERB
epaa-3238	233	14	us	we	PRON
epaa-3238	233	15	to	to	PART
epaa-3238	233	16	develop	develop	VERB
epaa-3238	233	17	models	model	NOUN
epaa-3238	233	18	and	and	CCONJ
epaa-3238	233	19	test	test	NOUN
epaa-3238	233	20	hypotheses	hypothesis	NOUN
epaa-3238	233	21	concerning	concern	VERB
epaa-3238	233	22	the	the	DET
epaa-3238	233	23	determinants	determinant	NOUN
epaa-3238	233	24	of	of	ADP
epaa-3238	233	25	institutional	institutional	ADJ
epaa-3238	233	26	roi	roi	NOUN
epaa-3238	233	27	.	.	PUNCT
epaa-3238	234	1	we	we	PRON
epaa-3238	234	2	caution	caution	VERB
epaa-3238	234	3	against	against	ADP
epaa-3238	234	4	generalization	generalization	NOUN
epaa-3238	234	5	of	of	ADP
epaa-3238	234	6	our	our	PRON
epaa-3238	234	7	results	result	NOUN
epaa-3238	234	8	to	to	ADP
epaa-3238	234	9	other	other	ADJ
epaa-3238	234	10	populations	population	NOUN
epaa-3238	234	11	such	such	ADJ
epaa-3238	234	12	as	as	ADP
epaa-3238	234	13	u.s	u.s	PROPN
epaa-3238	234	14	.	.	PROPN
epaa-3238	234	15	workers	worker	NOUN
epaa-3238	234	16	or	or	CCONJ
epaa-3238	234	17	all	all	DET
epaa-3238	234	18	degree	degree	NOUN
epaa-3238	234	19	holders	holder	NOUN
epaa-3238	234	20	or	or	CCONJ
epaa-3238	234	21	to	to	ADP
epaa-3238	234	22	other	other	ADJ
epaa-3238	234	23	measures	measure	NOUN
epaa-3238	234	24	of	of	ADP
epaa-3238	234	25	institutional	institutional	ADJ
epaa-3238	234	26	roi	roi	NOUN
epaa-3238	234	27	.	.	PUNCT
epaa-3238	235	1	our	our	PRON
epaa-3238	235	2	data	datum	NOUN
epaa-3238	235	3	are	be	AUX
epaa-3238	235	4	limited	limit	VERB
epaa-3238	235	5	to	to	ADP
epaa-3238	235	6	alumni	alumnus	NOUN
epaa-3238	235	7	who	who	PRON
epaa-3238	235	8	completed	complete	VERB
epaa-3238	235	9	their	their	PRON
epaa-3238	235	10	degree	degree	NOUN
epaa-3238	235	11	and	and	CCONJ
epaa-3238	235	12	to	to	ADP
epaa-3238	235	13	colleges	college	NOUN
epaa-3238	235	14	and	and	CCONJ
epaa-3238	235	15	universities	university	NOUN
epaa-3238	235	16	that	that	PRON
epaa-3238	235	17	award	award	VERB
epaa-3238	235	18	the	the	DET
epaa-3238	235	19	baccalaureate	baccalaureate	NOUN
epaa-3238	235	20	degree	degree	NOUN
epaa-3238	235	21	.	.	PUNCT
epaa-3238	236	1	we	we	PRON
epaa-3238	236	2	expect	expect	VERB
epaa-3238	236	3	that	that	SCONJ
epaa-3238	236	4	results	result	NOUN
epaa-3238	236	5	might	might	AUX
epaa-3238	236	6	be	be	AUX
epaa-3238	236	7	different	different	ADJ
epaa-3238	236	8	if	if	SCONJ
epaa-3238	236	9	two	two	NUM
epaa-3238	236	10	-	-	PUNCT
epaa-3238	236	11	year	year	NOUN
epaa-3238	236	12	colleges	college	NOUN
epaa-3238	236	13	were	be	AUX
epaa-3238	236	14	considered	consider	VERB
epaa-3238	236	15	or	or	CCONJ
epaa-3238	236	16	if	if	SCONJ
epaa-3238	236	17	part	part	ADJ
epaa-3238	236	18	-	-	PUNCT
epaa-3238	236	19	time	time	NOUN
epaa-3238	236	20	workers	worker	NOUN
epaa-3238	236	21	or	or	CCONJ
epaa-3238	236	22	advanced	advanced	ADJ
epaa-3238	236	23	degree	degree	NOUN
epaa-3238	236	24	earners	earner	NOUN
epaa-3238	236	25	were	be	AUX
epaa-3238	236	26	factored	factor	VERB
epaa-3238	236	27	into	into	ADP
epaa-3238	236	28	institutional	institutional	ADJ
epaa-3238	236	29	roi	roi	NOUN
epaa-3238	236	30	.	.	PUNCT
epaa-3238	237	1	future	future	ADJ
epaa-3238	237	2	research	research	NOUN
epaa-3238	237	3	should	should	AUX
epaa-3238	237	4	explore	explore	VERB
epaa-3238	237	5	alternate	alternate	ADJ
epaa-3238	237	6	measures	measure	NOUN
epaa-3238	237	7	of	of	ADP
epaa-3238	237	8	institutional	institutional	ADJ
epaa-3238	237	9	roi	roi	NOUN
epaa-3238	237	10	,	,	PUNCT
epaa-3238	237	11	but	but	CCONJ
epaa-3238	237	12	for	for	ADP
epaa-3238	237	13	present	present	ADJ
epaa-3238	237	14	purposes	purpose	NOUN
epaa-3238	237	15	,	,	PUNCT
epaa-3238	237	16	limiting	limit	VERB
epaa-3238	237	17	ourselves	ourselves	PRON
epaa-3238	237	18	to	to	ADP
epaa-3238	237	19	full	full	ADJ
epaa-3238	237	20	-	-	PUNCT
epaa-3238	237	21	time	time	NOUN
epaa-3238	237	22	workers	worker	NOUN
epaa-3238	237	23	with	with	ADP
epaa-3238	237	24	a	a	DET
epaa-3238	237	25	terminal	terminal	ADJ
epaa-3238	237	26	baccalaureate	baccalaureate	NOUN
epaa-3238	237	27	degree	degree	NOUN
epaa-3238	237	28	and	and	CCONJ
epaa-3238	237	29	to	to	PART
epaa-3238	237	30	baccalaureate	baccalaureate	VERB
epaa-3238	237	31	degree	degree	NOUN
epaa-3238	237	32	-	-	PUNCT
epaa-3238	237	33	granting	grant	VERB
epaa-3238	237	34	institutions	institution	NOUN
epaa-3238	237	35	allows	allow	VERB
epaa-3238	237	36	us	we	PRON
epaa-3238	237	37	to	to	PART
epaa-3238	237	38	more	more	ADV
epaa-3238	237	39	closely	closely	ADV
epaa-3238	237	40	approximate	approximate	ADJ
epaa-3238	237	41	like	like	ADP
epaa-3238	237	42	-	-	PUNCT
epaa-3238	237	43	with	with	ADP
epaa-3238	237	44	-	-	PUNCT
epaa-3238	237	45	like	like	ADJ
epaa-3238	237	46	comparisons	comparison	NOUN
epaa-3238	237	47	.	.	PUNCT
epaa-3238	238	1	independent	independent	ADJ
epaa-3238	238	2	variables	variable	NOUN
epaa-3238	238	3	we	we	PRON
epaa-3238	238	4	use	use	VERB
epaa-3238	238	5	2010	2010	NUM
epaa-3238	238	6	data	datum	NOUN
epaa-3238	238	7	for	for	ADP
epaa-3238	238	8	all	all	DET
epaa-3238	238	9	reported	report	VERB
epaa-3238	238	10	independent	independent	ADJ
epaa-3238	238	11	variables	variable	NOUN
epaa-3238	238	12	in	in	ADP
epaa-3238	238	13	order	order	NOUN
epaa-3238	238	14	to	to	PART
epaa-3238	238	15	calibrate	calibrate	VERB
epaa-3238	238	16	our	our	PRON
epaa-3238	238	17	data	datum	NOUN
epaa-3238	238	18	with	with	ADP
epaa-3238	238	19	the	the	DET
epaa-3238	238	20	payscale	payscale	PROPN
epaa-3238	238	21	roi	roi	NOUN
epaa-3238	238	22	data	datum	NOUN
epaa-3238	238	23	.	.	PUNCT
epaa-3238	239	1	except	except	SCONJ
epaa-3238	239	2	for	for	ADP
epaa-3238	239	3	the	the	DET
epaa-3238	239	4	u.s	u.s	PROPN
epaa-3238	239	5	.	.	PROPN
epaa-3238	239	6	news	news	PROPN
epaa-3238	239	7	reputational	reputational	ADJ
epaa-3238	239	8	data	datum	NOUN
epaa-3238	239	9	,	,	PUNCT
epaa-3238	239	10	all	all	DET
epaa-3238	239	11	compositional	compositional	ADJ
epaa-3238	239	12	and	and	CCONJ
epaa-3238	239	13	institutional	institutional	ADJ
epaa-3238	239	14	data	datum	NOUN
epaa-3238	239	15	were	be	AUX
epaa-3238	239	16	drawn	draw	VERB
epaa-3238	239	17	from	from	ADP
epaa-3238	239	18	ipeds	iped	NOUN
epaa-3238	239	19	,	,	PUNCT
epaa-3238	239	20	the	the	DET
epaa-3238	239	21	most	most	ADV
epaa-3238	239	22	comprehensive	comprehensive	ADJ
epaa-3238	239	23	source	source	NOUN
epaa-3238	239	24	of	of	ADP
epaa-3238	239	25	institution	institution	NOUN
epaa-3238	239	26	level	level	NOUN
epaa-3238	239	27	data	datum	NOUN
epaa-3238	239	28	on	on	ADP
epaa-3238	239	29	u.s	u.s	PROPN
epaa-3238	239	30	.	.	PROPN
epaa-3238	239	31	ihes	ihe	NOUN
epaa-3238	239	32	.	.	PUNCT
epaa-3238	240	1	ipeds	iped	NOUN
epaa-3238	240	2	is	be	AUX
epaa-3238	240	3	a	a	DET
epaa-3238	240	4	compilation	compilation	NOUN
epaa-3238	240	5	of	of	ADP
epaa-3238	240	6	a	a	DET
epaa-3238	240	7	large	large	ADJ
epaa-3238	240	8	number	number	NOUN
epaa-3238	240	9	of	of	ADP
epaa-3238	240	10	institutional	institutional	ADJ
epaa-3238	240	11	surveys	survey	NOUN
epaa-3238	240	12	,	,	PUNCT
epaa-3238	240	13	most	most	ADJ
epaa-3238	240	14	of	of	ADP
epaa-3238	240	15	which	which	PRON
epaa-3238	240	16	are	be	AUX
epaa-3238	240	17	administered	administer	VERB
epaa-3238	240	18	annually	annually	ADV
epaa-3238	240	19	.	.	PUNCT
epaa-3238	241	1	cleaning	clean	VERB
epaa-3238	241	2	and	and	CCONJ
epaa-3238	241	3	matching	match	VERB
epaa-3238	241	4	the	the	DET
epaa-3238	241	5	payscale	payscale	ADJ
epaa-3238	241	6	and	and	CCONJ
epaa-3238	241	7	independent	independent	ADJ
epaa-3238	241	8	variables	variable	NOUN
epaa-3238	241	9	data	datum	NOUN
epaa-3238	241	10	,	,	PUNCT
epaa-3238	241	11	coupled	couple	VERB
epaa-3238	241	12	with	with	ADP
epaa-3238	241	13	the	the	DET
epaa-3238	241	14	removal	removal	NOUN
epaa-3238	241	15	of	of	ADP
epaa-3238	241	16	a	a	DET
epaa-3238	241	17	small	small	ADJ
epaa-3238	241	18	number	number	NOUN
epaa-3238	241	19	of	of	ADP
epaa-3238	241	20	influential	influential	ADJ
epaa-3238	241	21	observations	observation	NOUN
epaa-3238	241	22	(	(	PUNCT
epaa-3238	241	23	n=19	n=19	PROPN
epaa-3238	241	24	)	)	PUNCT
epaa-3238	241	25	,	,	PUNCT
epaa-3238	241	26	resulted	result	VERB
epaa-3238	241	27	in	in	ADP
epaa-3238	241	28	listwise	listwise	ADJ
epaa-3238	241	29	complete	complete	ADJ
epaa-3238	241	30	measurements	measurement	NOUN
epaa-3238	241	31	for	for	ADP
epaa-3238	241	32	441	441	NUM
epaa-3238	241	33	ihes	ihe	NOUN
epaa-3238	241	34	,	,	PUNCT
epaa-3238	241	35	nearly	nearly	ADV
epaa-3238	241	36	all	all	PRON
epaa-3238	241	37	of	of	ADP
epaa-3238	241	38	which	which	PRON
epaa-3238	241	39	are	be	AUX
epaa-3238	241	40	main	main	ADJ
epaa-3238	241	41	campuses	campus	NOUN
epaa-3238	241	42	,	,	PUNCT
epaa-3238	241	43	as	as	SCONJ
epaa-3238	241	44	opposed	oppose	VERB
epaa-3238	241	45	to	to	ADP
epaa-3238	241	46	branch	branch	NOUN
epaa-3238	241	47	campuses.7	campuses.7	VERB
epaa-3238	241	48	distributional	distributional	ADJ
epaa-3238	241	49	analysis	analysis	NOUN
epaa-3238	241	50	of	of	ADP
epaa-3238	241	51	the	the	DET
epaa-3238	241	52	independent	independent	ADJ
epaa-3238	241	53	variables	variable	NOUN
epaa-3238	241	54	showed	show	VERB
epaa-3238	241	55	that	that	SCONJ
epaa-3238	241	56	several	several	ADJ
epaa-3238	241	57	were	be	AUX
epaa-3238	241	58	highly	highly	ADV
epaa-3238	241	59	skewed	skewed	ADJ
epaa-3238	241	60	.	.	PUNCT
epaa-3238	242	1	to	to	PART
epaa-3238	242	2	facilitate	facilitate	VERB
epaa-3238	242	3	hypothesis	hypothesis	NOUN
epaa-3238	242	4	testing	testing	NOUN
epaa-3238	242	5	,	,	PUNCT
epaa-3238	242	6	these	these	DET
epaa-3238	242	7	variables	variable	NOUN
epaa-3238	242	8	were	be	AUX
epaa-3238	242	9	log	log	NOUN
epaa-3238	242	10	-	-	PUNCT
epaa-3238	242	11	transformed	transform	VERB
epaa-3238	242	12	and	and	CCONJ
epaa-3238	242	13	are	be	AUX
epaa-3238	242	14	duly	duly	ADV
epaa-3238	242	15	noted	note	VERB
epaa-3238	242	16	in	in	ADP
epaa-3238	242	17	7	7	NUM
epaa-3238	242	18	branch	branch	NOUN
epaa-3238	242	19	campuses	campus	NOUN
epaa-3238	242	20	that	that	PRON
epaa-3238	242	21	did	do	AUX
epaa-3238	242	22	not	not	PART
epaa-3238	242	23	have	have	VERB
epaa-3238	242	24	complete	complete	ADJ
epaa-3238	242	25	data	datum	NOUN
epaa-3238	242	26	were	be	AUX
epaa-3238	242	27	not	not	PART
epaa-3238	242	28	included	include	VERB
epaa-3238	242	29	in	in	ADP
epaa-3238	242	30	the	the	DET
epaa-3238	242	31	analytical	analytical	ADJ
epaa-3238	242	32	sample	sample	NOUN
epaa-3238	242	33	.	.	PUNCT
epaa-3238	243	1	in	in	ADP
epaa-3238	243	2	a	a	DET
epaa-3238	243	3	few	few	ADJ
epaa-3238	243	4	instances	instance	NOUN
epaa-3238	243	5	main	main	ADJ
epaa-3238	243	6	campuses	campus	NOUN
epaa-3238	243	7	’	'	PUNCT
epaa-3238	243	8	financial	financial	ADJ
epaa-3238	243	9	data	datum	NOUN
epaa-3238	243	10	also	also	ADV
epaa-3238	243	11	reflect	reflect	VERB
epaa-3238	243	12	the	the	DET
epaa-3238	243	13	finances	finance	NOUN
epaa-3238	243	14	of	of	ADP
epaa-3238	243	15	a	a	DET
epaa-3238	243	16	number	number	NOUN
epaa-3238	243	17	of	of	ADP
epaa-3238	243	18	their	their	PRON
epaa-3238	243	19	branch	branch	NOUN
epaa-3238	243	20	campuses	campus	NOUN
epaa-3238	243	21	.	.	PUNCT
epaa-3238	244	1	this	this	DET
epaa-3238	244	2	fact	fact	NOUN
epaa-3238	244	3	does	do	AUX
epaa-3238	244	4	not	not	PART
epaa-3238	244	5	appear	appear	VERB
epaa-3238	244	6	to	to	PART
epaa-3238	244	7	impact	impact	VERB
epaa-3238	244	8	our	our	PRON
epaa-3238	244	9	results	result	NOUN
epaa-3238	244	10	;	;	PUNCT
epaa-3238	244	11	however	however	ADV
epaa-3238	244	12	,	,	PUNCT
epaa-3238	244	13	it	it	PRON
epaa-3238	244	14	does	do	AUX
epaa-3238	244	15	represent	represent	VERB
epaa-3238	244	16	a	a	DET
epaa-3238	244	17	limitation	limitation	NOUN
epaa-3238	244	18	of	of	ADP
epaa-3238	244	19	the	the	DET
epaa-3238	244	20	ipeds	iped	NOUN
epaa-3238	244	21	data	datum	NOUN
epaa-3238	244	22	.	.	PUNCT
epaa-3238	245	1	ranking	rank	VERB
epaa-3238	245	2	colleges	college	NOUN
epaa-3238	245	3	and	and	CCONJ
epaa-3238	245	4	universities	university	NOUN
epaa-3238	245	5	on	on	ADP
epaa-3238	245	6	returns	return	NOUN
epaa-3238	245	7	to	to	ADP
epaa-3238	245	8	education	education	NOUN
epaa-3238	245	9	13	13	NUM
epaa-3238	245	10	the	the	DET
epaa-3238	245	11	reported	report	VERB
epaa-3238	245	12	results	result	NOUN
epaa-3238	245	13	.	.	PUNCT
epaa-3238	246	1	our	our	PRON
epaa-3238	246	2	descriptive	descriptive	ADJ
epaa-3238	246	3	statistics	statistic	NOUN
epaa-3238	246	4	,	,	PUNCT
epaa-3238	246	5	list	list	NOUN
epaa-3238	246	6	of	of	ADP
epaa-3238	246	7	variables	variable	NOUN
epaa-3238	246	8	,	,	PUNCT
epaa-3238	246	9	and	and	CCONJ
epaa-3238	246	10	data	datum	NOUN
epaa-3238	246	11	sources	source	NOUN
epaa-3238	246	12	are	be	AUX
epaa-3238	246	13	reported	report	VERB
epaa-3238	246	14	in	in	ADP
epaa-3238	246	15	table	table	NOUN
epaa-3238	246	16	1	1	NUM
epaa-3238	246	17	.	.	PUNCT
epaa-3238	246	18	table	table	NOUN
epaa-3238	246	19	1	1	NUM
epaa-3238	246	20	descriptive	descriptive	ADJ
epaa-3238	246	21	statistics	statistic	NOUN
epaa-3238	246	22	and	and	CCONJ
epaa-3238	246	23	data	datum	NOUN
epaa-3238	246	24	sources	source	NOUN
epaa-3238	246	25	measures	measure	NOUN
epaa-3238	246	26	mean	mean	VERB
epaa-3238	246	27	std	std	X
epaa-3238	246	28	.	.	PROPN
epaa-3238	246	29	dev	dev	PROPN
epaa-3238	246	30	.	.	PUNCT
epaa-3238	247	1	min	min	PROPN
epaa-3238	247	2	max	max	PROPN
epaa-3238	247	3	source	source	PROPN
epaa-3238	247	4	dependent	dependent	ADJ
epaa-3238	247	5	variable	variable	ADJ
epaa-3238	247	6	net	net	ADJ
epaa-3238	247	7	roi	roi	NOUN
epaa-3238	247	8	with	with	ADP
epaa-3238	247	9	aid	aid	NOUN
epaa-3238	247	10	(	(	PUNCT
epaa-3238	247	11	%	%	INTJ
epaa-3238	247	12	)	)	PUNCT
epaa-3238	247	13	10.6	10.6	NUM
epaa-3238	247	14	1.8	1.8	NUM
epaa-3238	247	15	5.7	5.7	NUM
epaa-3238	247	16	17.5	17.5	NUM
epaa-3238	247	17	payscale	payscale	ADJ
epaa-3238	247	18	compositional	compositional	ADJ
epaa-3238	247	19	factors	factor	NOUN
epaa-3238	247	20	sat	sit	VERB
epaa-3238	247	21	average	average	ADJ
epaa-3238	247	22	(	(	PUNCT
epaa-3238	247	23	25	25	NUM
epaa-3238	247	24	-	-	PUNCT
epaa-3238	247	25	75th	75th	NOUN
epaa-3238	247	26	percentile	percentile	NOUN
epaa-3238	247	27	)	)	PUNCT
epaa-3238	247	28	1086	1086	NUM
epaa-3238	247	29	121.0	121.0	NUM
epaa-3238	247	30	580	580	NUM
epaa-3238	247	31	1445	1445	NUM
epaa-3238	247	32	ipeds	iped	NOUN
epaa-3238	247	33	pell	pell	NOUN
epaa-3238	247	34	grant	grant	NOUN
epaa-3238	247	35	(	(	PUNCT
epaa-3238	247	36	%	%	NOUN
epaa-3238	247	37	of	of	ADP
epaa-3238	247	38	students	student	NOUN
epaa-3238	247	39	receiving	receive	VERB
epaa-3238	247	40	)	)	PUNCT
epaa-3238	247	41	28.6	28.6	NUM
epaa-3238	247	42	11.1	11.1	NUM
epaa-3238	247	43	6.0	6.0	NUM
epaa-3238	247	44	74.0	74.0	NUM
epaa-3238	247	45	ipeds	iped	NOUN
epaa-3238	247	46	non	non	ADJ
epaa-3238	247	47	-	-	ADJ
epaa-3238	247	48	traditional	traditional	ADJ
epaa-3238	247	49	students	student	NOUN
epaa-3238	247	50	(	(	PUNCT
epaa-3238	247	51	%	%	INTJ
epaa-3238	247	52	)	)	PUNCT
epaa-3238	247	53	16.3	16.3	NUM
epaa-3238	247	54	12.1	12.1	NUM
epaa-3238	247	55	0.1	0.1	NUM
epaa-3238	247	56	76.4	76.4	NUM
epaa-3238	247	57	asian	asian	ADJ
epaa-3238	247	58	students	student	NOUN
epaa-3238	247	59	(	(	PUNCT
epaa-3238	247	60	%	%	INTJ
epaa-3238	247	61	)	)	PUNCT
epaa-3238	247	62	5.2	5.2	NUM
epaa-3238	247	63	6.7	6.7	NUM
epaa-3238	247	64	0.0	0.0	NUM
epaa-3238	247	65	49.0	49.0	NUM
epaa-3238	247	66	ipeds	iped	NOUN
epaa-3238	247	67	black	black	ADJ
epaa-3238	247	68	students	student	NOUN
epaa-3238	247	69	(	(	PUNCT
epaa-3238	247	70	%	%	INTJ
epaa-3238	247	71	)	)	PUNCT
epaa-3238	247	72	10.6	10.6	NUM
epaa-3238	247	73	15.6	15.6	NUM
epaa-3238	247	74	0.0	0.0	NUM
epaa-3238	247	75	95.0	95.0	NUM
epaa-3238	247	76	ipeds	iped	NOUN
epaa-3238	247	77	hispanic	hispanic	ADJ
epaa-3238	247	78	students	student	NOUN
epaa-3238	247	79	(	(	PUNCT
epaa-3238	247	80	%	%	INTJ
epaa-3238	247	81	)	)	PUNCT
epaa-3238	247	82	6.9	6.9	NUM
epaa-3238	247	83	8.0	8.0	NUM
epaa-3238	247	84	0.0	0.0	NUM
epaa-3238	247	85	64.0	64.0	NUM
epaa-3238	247	86	ipeds	iped	NOUN
epaa-3238	247	87	female	female	ADJ
epaa-3238	247	88	students	student	NOUN
epaa-3238	247	89	(	(	PUNCT
epaa-3238	247	90	%	%	INTJ
epaa-3238	247	91	)	)	PUNCT
epaa-3238	247	92	55.9	55.9	NUM
epaa-3238	247	93	7.7	7.7	NUM
epaa-3238	247	94	25	25	NUM
epaa-3238	247	95	100	100	NUM
epaa-3238	247	96	ipeds	iped	NOUN
epaa-3238	247	97	business	business	NOUN
epaa-3238	247	98	degrees	degree	NOUN
epaa-3238	247	99	(	(	PUNCT
epaa-3238	247	100	%	%	NOUN
epaa-3238	247	101	)	)	PUNCT
epaa-3238	247	102	20.1	20.1	NUM
epaa-3238	247	103	9.1	9.1	NUM
epaa-3238	247	104	0.0	0.0	NUM
epaa-3238	247	105	65.4	65.4	NUM
epaa-3238	247	106	engineer	engineer	NOUN
epaa-3238	247	107	degrees	degree	NOUN
epaa-3238	247	108	(	(	PUNCT
epaa-3238	247	109	%	%	NOUN
epaa-3238	247	110	)	)	PUNCT
epaa-3238	247	111	5.0	5.0	NUM
epaa-3238	247	112	7.9	7.9	NUM
epaa-3238	247	113	0.0	0.0	NUM
epaa-3238	247	114	61.3	61.3	NUM
epaa-3238	247	115	ipeds	iped	NOUN
epaa-3238	247	116	humanities	humanity	NOUN
epaa-3238	247	117	degrees	degree	NOUN
epaa-3238	247	118	(	(	PUNCT
epaa-3238	247	119	%	%	NOUN
epaa-3238	247	120	)	)	PUNCT
epaa-3238	247	121	10.9	10.9	NUM
epaa-3238	247	122	6.5	6.5	NUM
epaa-3238	247	123	0.0	0.0	NUM
epaa-3238	247	124	56.7	56.7	NUM
epaa-3238	247	125	ipeds	iped	NOUN
epaa-3238	247	126	science	science	NOUN
epaa-3238	247	127	degrees	degree	NOUN
epaa-3238	247	128	(	(	PUNCT
epaa-3238	247	129	%	%	NOUN
epaa-3238	247	130	)	)	PUNCT
epaa-3238	247	131	8.4	8.4	NUM
epaa-3238	247	132	5.0	5.0	NUM
epaa-3238	247	133	0.0	0.0	NUM
epaa-3238	247	134	36.3	36.3	NUM
epaa-3238	247	135	ipeds	iped	NOUN
epaa-3238	247	136	institutional	institutional	ADJ
epaa-3238	247	137	factors	factor	NOUN
epaa-3238	247	138	admission	admission	NOUN
epaa-3238	247	139	rate	rate	NOUN
epaa-3238	247	140	(	(	PUNCT
epaa-3238	247	141	%	%	NOUN
epaa-3238	247	142	)	)	PUNCT
epaa-3238	247	143	66.4	66.4	NUM
epaa-3238	247	144	16.7	16.7	NUM
epaa-3238	247	145	11	11	NUM
epaa-3238	247	146	100	100	NUM
epaa-3238	247	147	ipeds	iped	NOUN
epaa-3238	247	148	private	private	ADJ
epaa-3238	247	149	college	college	NOUN
epaa-3238	247	150	/	/	SYM
epaa-3238	247	151	university	university	NOUN
epaa-3238	247	152	0.34	0.34	NUM
epaa-3238	247	153	0.5	0.5	NUM
epaa-3238	247	154	0.0	0.0	NUM
epaa-3238	247	155	1.0	1.0	NUM
epaa-3238	247	156	ipeds	iped	NOUN
epaa-3238	247	157	reputation	reputation	NOUN
epaa-3238	247	158	2.9	2.9	NUM
epaa-3238	247	159	0.5	0.5	NUM
epaa-3238	247	160	1.8	1.8	NUM
epaa-3238	247	161	4.7	4.7	NUM
epaa-3238	247	162	us	us	PROPN
epaa-3238	247	163	news	news	PROPN
epaa-3238	247	164	&	&	CCONJ
epaa-3238	247	165	world	world	PROPN
epaa-3238	247	166	report	report	PROPN
epaa-3238	247	167	research	research	NOUN
epaa-3238	247	168	college	college	NOUN
epaa-3238	247	169	/	/	SYM
epaa-3238	247	170	university	university	NOUN
epaa-3238	247	171	0.26	0.26	NUM
epaa-3238	247	172	0.4	0.4	NUM
epaa-3238	247	173	0.0	0.0	NUM
epaa-3238	247	174	1.0	1.0	NUM
epaa-3238	247	175	ipeds	iped	NOUN
epaa-3238	247	176	full	full	ADJ
epaa-3238	247	177	-	-	PUNCT
epaa-3238	247	178	time	time	NOUN
epaa-3238	247	179	equivalent	equivalent	ADJ
epaa-3238	247	180	(	(	PUNCT
epaa-3238	247	181	fte	fte	NOUN
epaa-3238	247	182	)	)	PUNCT
epaa-3238	247	183	undergraduate	undergraduate	NOUN
epaa-3238	247	184	enrollment	enrollment	NOUN
epaa-3238	247	185	8.9	8.9	NUM
epaa-3238	247	186	0.8	0.8	NUM
epaa-3238	247	187	7.2	7.2	NUM
epaa-3238	247	188	10.9	10.9	NUM
epaa-3238	247	189	ipeds	iped	NOUN
epaa-3238	247	190	expenditures	expenditure	NOUN
epaa-3238	247	191	per	per	ADP
epaa-3238	247	192	fte	fte	NOUN
epaa-3238	247	193	,	,	PUNCT
epaa-3238	247	194	academic	academic	ADJ
epaa-3238	247	195	support	support	NOUN
epaa-3238	247	196	(	(	PUNCT
epaa-3238	247	197	$	$	SYM
epaa-3238	247	198	)	)	PUNCT
epaa-3238	247	199	2.1	2.1	NUM
epaa-3238	247	200	1.3	1.3	NUM
epaa-3238	247	201	0.5	0.5	NUM
epaa-3238	247	202	7.6	7.6	NUM
epaa-3238	247	203	ipeds	iped	NOUN
epaa-3238	247	204	expenditures	expenditure	NOUN
epaa-3238	247	205	per	per	ADP
epaa-3238	247	206	fte	fte	NOUN
epaa-3238	247	207	,	,	PUNCT
epaa-3238	247	208	instruction	instruction	NOUN
epaa-3238	247	209	(	(	PUNCT
epaa-3238	247	210	$	$	SYM
epaa-3238	247	211	)	)	PUNCT
epaa-3238	247	212	2.8	2.8	NUM
epaa-3238	247	213	5.0	5.0	NUM
epaa-3238	247	214	0.0	0.0	NUM
epaa-3238	247	215	44.7	44.7	NUM
epaa-3238	247	216	ipeds	iped	NOUN
epaa-3238	247	217	expenditures	expenditure	NOUN
epaa-3238	247	218	per	per	ADP
epaa-3238	247	219	fte	fte	NOUN
epaa-3238	247	220	,	,	PUNCT
epaa-3238	247	221	research	research	NOUN
epaa-3238	247	222	(	(	PUNCT
epaa-3238	247	223	$	$	SYM
epaa-3238	247	224	)	)	PUNCT
epaa-3238	247	225	9.4	9.4	NUM
epaa-3238	247	226	4.8	4.8	NUM
epaa-3238	247	227	3.1	3.1	NUM
epaa-3238	247	228	36.9	36.9	NUM
epaa-3238	247	229	ipeds	iped	NOUN
epaa-3238	247	230	expenditures	expenditure	NOUN
epaa-3238	247	231	per	per	ADP
epaa-3238	247	232	fte	fte	NOUN
epaa-3238	247	233	,	,	PUNCT
epaa-3238	247	234	student	student	NOUN
epaa-3238	247	235	services	service	NOUN
epaa-3238	247	236	(	(	PUNCT
epaa-3238	247	237	$	$	SYM
epaa-3238	247	238	)	)	PUNCT
epaa-3238	247	239	2.4	2.4	NUM
epaa-3238	247	240	1.5	1.5	NUM
epaa-3238	247	241	0.3	0.3	NUM
epaa-3238	247	242	9.8	9.8	NUM
epaa-3238	247	243	ipeds	iped	NOUN
epaa-3238	247	244	graduation	graduation	NOUN
epaa-3238	247	245	rate	rate	NOUN
epaa-3238	247	246	(	(	PUNCT
epaa-3238	247	247	%	%	INTJ
epaa-3238	247	248	)	)	PUNCT
epaa-3238	247	249	58.0	58.0	NUM
epaa-3238	247	250	16.5	16.5	NUM
epaa-3238	247	251	11	11	NUM
epaa-3238	247	252	96.0	96.0	NUM
epaa-3238	247	253	ipeds	iped	NOUN
epaa-3238	247	254	note	note	NOUN
epaa-3238	247	255	:	:	PUNCT
epaa-3238	247	256	reported	report	VERB
epaa-3238	247	257	descriptive	descriptive	ADJ
epaa-3238	247	258	statistics	statistic	NOUN
epaa-3238	247	259	are	be	AUX
epaa-3238	247	260	based	base	VERB
epaa-3238	247	261	on	on	ADP
epaa-3238	247	262	listwise	listwise	ADJ
epaa-3238	247	263	complete	complete	ADJ
epaa-3238	247	264	data	datum	NOUN
epaa-3238	247	265	(	(	PUNCT
epaa-3238	247	266	n=441	n=441	NUM
epaa-3238	247	267	)	)	PUNCT
epaa-3238	247	268	.	.	PUNCT
epaa-3238	248	1	education	education	NOUN
epaa-3238	248	2	policy	policy	NOUN
epaa-3238	248	3	analysis	analysis	NOUN
epaa-3238	248	4	archives	archive	NOUN
epaa-3238	248	5	vol	vol	NOUN
epaa-3238	248	6	.	.	PUNCT
epaa-3238	249	1	25	25	NUM
epaa-3238	249	2	no	no	NOUN
epaa-3238	249	3	.	.	PUNCT
epaa-3238	250	1	110	110	NUM
epaa-3238	250	2	14	14	NUM
epaa-3238	250	3	analysis	analysis	NOUN
epaa-3238	250	4	strategy	strategy	NOUN
epaa-3238	250	5	our	our	PRON
epaa-3238	250	6	primary	primary	ADJ
epaa-3238	250	7	focus	focus	NOUN
epaa-3238	250	8	is	be	AUX
epaa-3238	250	9	the	the	DET
epaa-3238	250	10	factors	factor	NOUN
epaa-3238	250	11	over	over	ADP
epaa-3238	250	12	which	which	PRON
epaa-3238	250	13	ihes	ihe	NOUN
epaa-3238	250	14	have	have	VERB
epaa-3238	250	15	some	some	DET
epaa-3238	250	16	level	level	NOUN
epaa-3238	250	17	of	of	ADP
epaa-3238	250	18	control	control	NOUN
epaa-3238	250	19	,	,	PUNCT
epaa-3238	250	20	but	but	CCONJ
epaa-3238	250	21	the	the	DET
epaa-3238	250	22	data	datum	NOUN
epaa-3238	250	23	and	and	CCONJ
epaa-3238	250	24	prior	prior	ADJ
epaa-3238	250	25	research	research	NOUN
epaa-3238	250	26	(	(	PUNCT
epaa-3238	250	27	rowell	rowell	PROPN
epaa-3238	250	28	&	&	CCONJ
epaa-3238	250	29	kulkarni	kulkarni	PROPN
epaa-3238	250	30	2015	2015	NUM
epaa-3238	250	31	;	;	PUNCT
epaa-3238	250	32	zaback	zaback	PROPN
epaa-3238	250	33	,	,	PUNCT
epaa-3238	250	34	carlson	carlson	PROPN
epaa-3238	250	35	,	,	PUNCT
epaa-3238	250	36	&	&	CCONJ
epaa-3238	250	37	crellin	crellin	PROPN
epaa-3238	250	38	,	,	PUNCT
epaa-3238	250	39	2012	2012	NUM
epaa-3238	250	40	)	)	PUNCT
epaa-3238	250	41	show	show	VERB
epaa-3238	250	42	considerable	considerable	ADJ
epaa-3238	250	43	state	state	NOUN
epaa-3238	250	44	-	-	PUNCT
epaa-3238	250	45	level	level	NOUN
epaa-3238	250	46	variation	variation	NOUN
epaa-3238	250	47	in	in	ADP
epaa-3238	250	48	returns	return	NOUN
epaa-3238	250	49	to	to	ADP
epaa-3238	250	50	higher	high	ADJ
epaa-3238	250	51	education	education	NOUN
epaa-3238	250	52	.	.	PUNCT
epaa-3238	251	1	after	after	ADP
epaa-3238	251	2	adjusting	adjust	VERB
epaa-3238	251	3	for	for	ADP
epaa-3238	251	4	financial	financial	ADJ
epaa-3238	251	5	aid	aid	NOUN
epaa-3238	251	6	,	,	PUNCT
epaa-3238	251	7	for	for	ADP
epaa-3238	251	8	example	example	NOUN
epaa-3238	251	9	,	,	PUNCT
epaa-3238	251	10	the	the	DET
epaa-3238	251	11	average	average	ADJ
epaa-3238	251	12	roi	roi	NOUN
epaa-3238	251	13	of	of	ADP
epaa-3238	251	14	ihes	ihe	NOUN
epaa-3238	251	15	in	in	ADP
epaa-3238	251	16	delaware	delaware	PROPN
epaa-3238	251	17	was	be	AUX
epaa-3238	251	18	13.1	13.1	NUM
epaa-3238	251	19	%	%	NOUN
epaa-3238	251	20	,	,	PUNCT
epaa-3238	251	21	while	while	SCONJ
epaa-3238	251	22	the	the	DET
epaa-3238	251	23	average	average	ADJ
epaa-3238	251	24	roi	roi	NOUN
epaa-3238	251	25	across	across	ADP
epaa-3238	251	26	measured	measured	ADJ
epaa-3238	251	27	ihes	ihe	NOUN
epaa-3238	251	28	in	in	ADP
epaa-3238	251	29	arkansas	arkansas	PROPN
epaa-3238	251	30	was	be	AUX
epaa-3238	251	31	9.8	9.8	NUM
epaa-3238	251	32	%	%	NOUN
epaa-3238	251	33	(	(	PUNCT
epaa-3238	251	34	see	see	VERB
epaa-3238	251	35	figure	figure	NOUN
epaa-3238	251	36	1	1	NUM
epaa-3238	251	37	,	,	PUNCT
epaa-3238	251	38	panel	panel	NOUN
epaa-3238	251	39	b	b	NOUN
epaa-3238	251	40	)	)	PUNCT
epaa-3238	251	41	.	.	PUNCT
epaa-3238	252	1	we	we	PRON
epaa-3238	252	2	deployed	deploy	VERB
epaa-3238	252	3	random	random	ADJ
epaa-3238	252	4	effects	effect	NOUN
epaa-3238	252	5	regression	regression	NOUN
epaa-3238	252	6	models	model	NOUN
epaa-3238	252	7	with	with	ADP
epaa-3238	252	8	robust	robust	ADJ
epaa-3238	252	9	standard	standard	ADJ
epaa-3238	252	10	errors	error	NOUN
epaa-3238	252	11	to	to	PART
epaa-3238	252	12	account	account	VERB
epaa-3238	252	13	for	for	ADP
epaa-3238	252	14	unmeasured	unmeasured	ADJ
epaa-3238	252	15	,	,	PUNCT
epaa-3238	252	16	time	time	NOUN
epaa-3238	252	17	-	-	PUNCT
epaa-3238	252	18	invariant	invariant	ADJ
epaa-3238	252	19	characteristics	characteristic	NOUN
epaa-3238	252	20	of	of	ADP
epaa-3238	252	21	states	state	NOUN
epaa-3238	252	22	and	and	CCONJ
epaa-3238	252	23	within	within	ADP
epaa-3238	252	24	-	-	PUNCT
epaa-3238	252	25	state	state	NOUN
epaa-3238	252	26	clustering	clustering	NOUN
epaa-3238	252	27	of	of	ADP
epaa-3238	252	28	errors	error	NOUN
epaa-3238	252	29	among	among	ADP
epaa-3238	252	30	ihes	ihe	NOUN
epaa-3238	252	31	.	.	PUNCT
epaa-3238	253	1	this	this	DET
epaa-3238	253	2	strategy	strategy	NOUN
epaa-3238	253	3	allowed	allow	VERB
epaa-3238	253	4	us	we	PRON
epaa-3238	253	5	to	to	PART
epaa-3238	253	6	directly	directly	ADV
epaa-3238	253	7	measure	measure	VERB
epaa-3238	253	8	compositional	compositional	ADJ
epaa-3238	253	9	and	and	CCONJ
epaa-3238	253	10	institutional	institutional	ADJ
epaa-3238	253	11	factors	factor	NOUN
epaa-3238	253	12	,	,	PUNCT
epaa-3238	253	13	while	while	SCONJ
epaa-3238	253	14	also	also	ADV
epaa-3238	253	15	accounting	account	VERB
epaa-3238	253	16	for	for	ADP
epaa-3238	253	17	within	within	ADP
epaa-3238	253	18	-	-	PUNCT
epaa-3238	253	19	state	state	NOUN
epaa-3238	253	20	dependence	dependence	NOUN
epaa-3238	253	21	among	among	ADP
epaa-3238	253	22	ihes	ihe	NOUN
epaa-3238	253	23	.	.	PUNCT
epaa-3238	254	1	in	in	ADP
epaa-3238	254	2	unreported	unreported	ADJ
epaa-3238	254	3	analysis	analysis	NOUN
epaa-3238	254	4	,	,	PUNCT
epaa-3238	254	5	we	we	PRON
epaa-3238	254	6	also	also	ADV
epaa-3238	254	7	estimated	estimate	VERB
epaa-3238	254	8	:	:	PUNCT
epaa-3238	254	9	a	a	X
epaa-3238	254	10	)	)	PUNCT
epaa-3238	254	11	ols	ol	NOUN
epaa-3238	254	12	models	model	NOUN
epaa-3238	254	13	with	with	ADP
epaa-3238	254	14	robust	robust	ADJ
epaa-3238	254	15	standard	standard	ADJ
epaa-3238	254	16	errors	error	NOUN
epaa-3238	254	17	and	and	CCONJ
epaa-3238	254	18	state	state	NOUN
epaa-3238	254	19	-	-	PUNCT
epaa-3238	254	20	level	level	NOUN
epaa-3238	254	21	dummy	dummy	ADJ
epaa-3238	254	22	variables	variable	NOUN
epaa-3238	254	23	and	and	CCONJ
epaa-3238	254	24	b	b	X
epaa-3238	254	25	)	)	PUNCT
epaa-3238	254	26	fixed	fix	VERB
epaa-3238	254	27	effects	effect	NOUN
epaa-3238	254	28	models	model	NOUN
epaa-3238	254	29	,	,	PUNCT
epaa-3238	254	30	also	also	ADV
epaa-3238	254	31	with	with	ADP
epaa-3238	254	32	robust	robust	ADJ
epaa-3238	254	33	standard	standard	ADJ
epaa-3238	254	34	errors	error	NOUN
epaa-3238	254	35	.	.	PUNCT
epaa-3238	255	1	model	model	NOUN
epaa-3238	255	2	parameters	parameter	NOUN
epaa-3238	255	3	,	,	PUNCT
epaa-3238	255	4	including	include	VERB
epaa-3238	255	5	coefficients	coefficient	NOUN
epaa-3238	255	6	and	and	CCONJ
epaa-3238	255	7	standard	standard	ADJ
epaa-3238	255	8	errors	error	NOUN
epaa-3238	255	9	,	,	PUNCT
epaa-3238	255	10	were	be	AUX
epaa-3238	255	11	substantively	substantively	ADV
epaa-3238	255	12	equivalent	equivalent	ADJ
epaa-3238	255	13	,	,	PUNCT
epaa-3238	255	14	but	but	CCONJ
epaa-3238	255	15	a	a	DET
epaa-3238	255	16	hausman	hausman	ADJ
epaa-3238	255	17	test	test	NOUN
epaa-3238	255	18	showed	show	VERB
epaa-3238	255	19	that	that	SCONJ
epaa-3238	255	20	the	the	DET
epaa-3238	255	21	random	random	ADJ
epaa-3238	255	22	effects	effect	NOUN
epaa-3238	255	23	model	model	NOUN
epaa-3238	255	24	was	be	AUX
epaa-3238	255	25	preferred	prefer	VERB
epaa-3238	255	26	over	over	ADP
epaa-3238	255	27	the	the	DET
epaa-3238	255	28	fixed	fix	VERB
epaa-3238	255	29	effects	effect	NOUN
epaa-3238	255	30	model	model	NOUN
epaa-3238	255	31	.	.	PUNCT
epaa-3238	256	1	the	the	DET
epaa-3238	256	2	random	random	ADJ
epaa-3238	256	3	effects	effect	NOUN
epaa-3238	256	4	regression	regression	VERB
epaa-3238	256	5	equation	equation	NOUN
epaa-3238	256	6	(	(	PUNCT
epaa-3238	256	7	1	1	X
epaa-3238	256	8	)	)	PUNCT
epaa-3238	256	9	models	model	VERB
epaa-3238	256	10	ihe	ihe	ADJ
epaa-3238	256	11	-	-	PUNCT
epaa-3238	256	12	specific	specific	ADJ
epaa-3238	256	13	predictions	prediction	NOUN
epaa-3238	256	14	of	of	ADP
epaa-3238	256	15	roi	roi	NOUN
epaa-3238	256	16	(	(	PUNCT
epaa-3238	256	17	yij	yij	NOUN
epaa-3238	256	18	)	)	PUNCT
epaa-3238	256	19	as	as	ADP
epaa-3238	256	20	a	a	DET
epaa-3238	256	21	function	function	NOUN
epaa-3238	256	22	of	of	ADP
epaa-3238	256	23	the	the	DET
epaa-3238	256	24	mean	mean	ADJ
epaa-3238	256	25	roi	roi	NOUN
epaa-3238	256	26	(	(	PUNCT
epaa-3238	256	27	β0	β0	NOUN
epaa-3238	256	28	)	)	PUNCT
epaa-3238	256	29	,	,	PUNCT
epaa-3238	256	30	a	a	DET
epaa-3238	256	31	vector	vector	NOUN
epaa-3238	256	32	of	of	ADP
epaa-3238	256	33	covariates	covariate	NOUN
epaa-3238	256	34	(	(	PUNCT
epaa-3238	256	35	β1xij	β1xij	NOUN
epaa-3238	256	36	)	)	PUNCT
epaa-3238	256	37	and	and	CCONJ
epaa-3238	256	38	measurement	measurement	NOUN
epaa-3238	256	39	error	error	NOUN
epaa-3238	256	40	partitioned	partition	VERB
epaa-3238	256	41	into	into	ADP
epaa-3238	256	42	a	a	DET
epaa-3238	256	43	between	between	ADP
epaa-3238	256	44	-	-	PUNCT
epaa-3238	256	45	state	state	NOUN
epaa-3238	256	46	term	term	NOUN
epaa-3238	256	47	(	(	PUNCT
epaa-3238	256	48	uij	uij	PROPN
epaa-3238	256	49	)	)	PUNCT
epaa-3238	256	50	and	and	CCONJ
epaa-3238	256	51	a	a	DET
epaa-3238	256	52	within	within	ADP
epaa-3238	256	53	-	-	PUNCT
epaa-3238	256	54	state	state	NOUN
epaa-3238	256	55	term	term	NOUN
epaa-3238	256	56	(	(	PUNCT
epaa-3238	256	57	εij	εij	NOUN
epaa-3238	256	58	)	)	PUNCT
epaa-3238	256	59	.	.	PUNCT
epaa-3238	257	1	note	note	VERB
epaa-3238	257	2	that	that	SCONJ
epaa-3238	257	3	the	the	DET
epaa-3238	257	4	equation	equation	NOUN
epaa-3238	257	5	includes	include	VERB
epaa-3238	257	6	the	the	DET
epaa-3238	257	7	subscript	subscript	NOUN
epaa-3238	257	8	,	,	PUNCT
epaa-3238	257	9	j	j	PROPN
epaa-3238	257	10	,	,	PUNCT
epaa-3238	257	11	which	which	PRON
epaa-3238	257	12	identifies	identify	VERB
epaa-3238	257	13	states	state	NOUN
epaa-3238	257	14	,	,	PUNCT
epaa-3238	257	15	and	and	CCONJ
epaa-3238	257	16	an	an	DET
epaa-3238	257	17	additional	additional	ADJ
epaa-3238	257	18	term	term	NOUN
epaa-3238	257	19	,	,	PUNCT
epaa-3238	257	20	αi	αi	PRON
epaa-3238	257	21	,	,	PUNCT
epaa-3238	257	22	that	that	PRON
epaa-3238	257	23	captures	capture	VERB
epaa-3238	257	24	all	all	DET
epaa-3238	257	25	stable	stable	ADJ
epaa-3238	257	26	characteristics	characteristic	NOUN
epaa-3238	257	27	of	of	ADP
epaa-3238	257	28	universities	university	NOUN
epaa-3238	257	29	.	.	PUNCT
epaa-3238	258	1	thus	thus	ADV
epaa-3238	258	2	,	,	PUNCT
epaa-3238	258	3	ihes	ihe	NOUN
epaa-3238	258	4	(	(	PUNCT
epaa-3238	258	5	i	i	NOUN
epaa-3238	258	6	)	)	PUNCT
epaa-3238	258	7	are	be	AUX
epaa-3238	258	8	nested	nest	VERB
epaa-3238	258	9	within	within	ADP
epaa-3238	258	10	states	state	NOUN
epaa-3238	258	11	(	(	PUNCT
epaa-3238	258	12	j	j	NOUN
epaa-3238	258	13	)	)	PUNCT
epaa-3238	258	14	and	and	CCONJ
epaa-3238	258	15	we	we	PRON
epaa-3238	258	16	are	be	AUX
epaa-3238	258	17	able	able	ADJ
epaa-3238	258	18	to	to	PART
epaa-3238	258	19	hold	hold	VERB
epaa-3238	258	20	constant	constant	ADJ
epaa-3238	258	21	a	a	DET
epaa-3238	258	22	large	large	ADJ
epaa-3238	258	23	number	number	NOUN
epaa-3238	258	24	of	of	ADP
epaa-3238	258	25	unmeasured	unmeasured	ADJ
epaa-3238	258	26	,	,	PUNCT
epaa-3238	258	27	invariant	invariant	ADJ
epaa-3238	258	28	factors	factor	NOUN
epaa-3238	258	29	that	that	PRON
epaa-3238	258	30	may	may	AUX
epaa-3238	258	31	be	be	AUX
epaa-3238	258	32	associated	associate	VERB
epaa-3238	258	33	with	with	ADP
epaa-3238	258	34	variation	variation	NOUN
epaa-3238	258	35	in	in	ADP
epaa-3238	258	36	roi	roi	NOUN
epaa-3238	258	37	across	across	ADP
epaa-3238	258	38	ihes	ihe	NOUN
epaa-3238	258	39	.	.	PUNCT
epaa-3238	259	1	yij	yij	NOUN
epaa-3238	259	2	=	=	SYM
epaa-3238	259	3	β0	β0	PROPN
epaa-3238	260	1	+	+	CCONJ
epaa-3238	260	2	β1xij	β1xij	PROPN
epaa-3238	261	1	+	+	CCONJ
epaa-3238	261	2	αi	αi	VERB
epaa-3238	262	1	+	+	CCONJ
epaa-3238	262	2	uij	uij	PRON
epaa-3238	262	3	+	+	CCONJ
epaa-3238	262	4	εij	εij	NOUN
epaa-3238	262	5	(	(	PUNCT
epaa-3238	262	6	1	1	X
epaa-3238	262	7	)	)	PUNCT
epaa-3238	262	8	we	we	PRON
epaa-3238	262	9	remind	remind	VERB
epaa-3238	262	10	readers	reader	NOUN
epaa-3238	262	11	that	that	SCONJ
epaa-3238	262	12	statistical	statistical	ADJ
epaa-3238	262	13	models	model	NOUN
epaa-3238	262	14	based	base	VERB
epaa-3238	262	15	on	on	ADP
epaa-3238	262	16	observational	observational	ADJ
epaa-3238	262	17	data	datum	NOUN
epaa-3238	262	18	such	such	ADJ
epaa-3238	262	19	as	as	ADP
epaa-3238	262	20	those	those	PRON
epaa-3238	262	21	used	use	VERB
epaa-3238	262	22	in	in	ADP
epaa-3238	262	23	this	this	DET
epaa-3238	262	24	research	research	NOUN
epaa-3238	262	25	are	be	AUX
epaa-3238	262	26	unable	unable	ADJ
epaa-3238	262	27	to	to	PART
epaa-3238	262	28	identify	identify	VERB
epaa-3238	262	29	causal	causal	ADJ
epaa-3238	262	30	mechanisms	mechanism	NOUN
epaa-3238	262	31	.	.	PUNCT
epaa-3238	263	1	the	the	DET
epaa-3238	263	2	nature	nature	NOUN
epaa-3238	263	3	of	of	ADP
epaa-3238	263	4	our	our	PRON
epaa-3238	263	5	data	datum	NOUN
epaa-3238	263	6	(	(	PUNCT
epaa-3238	263	7	cross	cross	ADJ
epaa-3238	263	8	-	-	ADJ
epaa-3238	263	9	sectional	sectional	ADJ
epaa-3238	263	10	and	and	CCONJ
epaa-3238	263	11	institutional	institutional	ADJ
epaa-3238	263	12	)	)	PUNCT
epaa-3238	263	13	do	do	AUX
epaa-3238	263	14	not	not	PART
epaa-3238	263	15	allow	allow	VERB
epaa-3238	263	16	us	we	PRON
epaa-3238	263	17	to	to	PART
epaa-3238	263	18	fully	fully	ADV
epaa-3238	263	19	rule	rule	VERB
epaa-3238	263	20	out	out	ADP
epaa-3238	263	21	alternative	alternative	ADJ
epaa-3238	263	22	explanations	explanation	NOUN
epaa-3238	263	23	.	.	PUNCT
epaa-3238	264	1	therefore	therefore	ADV
epaa-3238	264	2	,	,	PUNCT
epaa-3238	264	3	the	the	DET
epaa-3238	264	4	results	result	NOUN
epaa-3238	264	5	we	we	PRON
epaa-3238	264	6	present	present	VERB
epaa-3238	264	7	here	here	ADV
epaa-3238	264	8	should	should	AUX
epaa-3238	264	9	not	not	PART
epaa-3238	264	10	be	be	AUX
epaa-3238	264	11	interpreted	interpret	VERB
epaa-3238	264	12	as	as	ADP
epaa-3238	264	13	causal	causal	ADJ
epaa-3238	264	14	relations	relation	NOUN
epaa-3238	264	15	,	,	PUNCT
epaa-3238	264	16	but	but	CCONJ
epaa-3238	264	17	rather	rather	ADV
epaa-3238	264	18	,	,	PUNCT
epaa-3238	264	19	as	as	ADP
epaa-3238	264	20	associations	association	NOUN
epaa-3238	264	21	between	between	ADP
epaa-3238	264	22	the	the	DET
epaa-3238	264	23	dependent	dependent	ADJ
epaa-3238	264	24	and	and	CCONJ
epaa-3238	264	25	independent	independent	ADJ
epaa-3238	264	26	variables	variable	NOUN
epaa-3238	264	27	.	.	PUNCT
epaa-3238	265	1	results	result	NOUN
epaa-3238	265	2	and	and	CCONJ
epaa-3238	265	3	discussion	discussion	NOUN
epaa-3238	265	4	descriptive	descriptive	ADJ
epaa-3238	265	5	analysis	analysis	NOUN
epaa-3238	265	6	descriptive	descriptive	ADJ
epaa-3238	265	7	analysis	analysis	NOUN
epaa-3238	265	8	of	of	ADP
epaa-3238	265	9	these	these	DET
epaa-3238	265	10	data	datum	NOUN
epaa-3238	265	11	reveal	reveal	VERB
epaa-3238	265	12	substantial	substantial	ADJ
epaa-3238	265	13	variation	variation	NOUN
epaa-3238	265	14	in	in	ADP
epaa-3238	265	15	roi	roi	NOUN
epaa-3238	265	16	across	across	ADP
epaa-3238	265	17	u.s	u.s	PROPN
epaa-3238	265	18	.	.	PROPN
epaa-3238	265	19	colleges	college	NOUN
epaa-3238	265	20	and	and	CCONJ
epaa-3238	265	21	universities	university	NOUN
epaa-3238	265	22	(	(	PUNCT
epaa-3238	265	23	see	see	VERB
epaa-3238	265	24	figure	figure	NOUN
epaa-3238	265	25	1	1	NUM
epaa-3238	265	26	,	,	PUNCT
epaa-3238	265	27	panel	panel	NOUN
epaa-3238	265	28	a	a	PRON
epaa-3238	265	29	)	)	PUNCT
epaa-3238	265	30	.	.	PUNCT
epaa-3238	266	1	leading	lead	VERB
epaa-3238	266	2	institutions	institution	NOUN
epaa-3238	266	3	have	have	AUX
epaa-3238	266	4	annualized	annualize	VERB
epaa-3238	266	5	roi	roi	NOUN
epaa-3238	266	6	values	value	NOUN
epaa-3238	266	7	in	in	ADP
epaa-3238	266	8	excess	excess	NOUN
epaa-3238	266	9	of	of	ADP
epaa-3238	266	10	15	15	NUM
epaa-3238	266	11	%	%	NOUN
epaa-3238	266	12	,	,	PUNCT
epaa-3238	266	13	while	while	SCONJ
epaa-3238	266	14	lagging	lag	VERB
epaa-3238	266	15	institutions	institution	NOUN
epaa-3238	266	16	have	have	VERB
epaa-3238	266	17	roi	roi	NOUN
epaa-3238	266	18	values	value	NOUN
epaa-3238	266	19	below	below	ADP
epaa-3238	266	20	7	7	NUM
epaa-3238	266	21	%	%	NOUN
epaa-3238	266	22	.	.	PUNCT
epaa-3238	267	1	variation	variation	NOUN
epaa-3238	267	2	in	in	ADP
epaa-3238	267	3	roi	roi	NOUN
epaa-3238	267	4	is	be	AUX
epaa-3238	267	5	patterned	pattern	VERB
epaa-3238	267	6	by	by	ADP
epaa-3238	267	7	state	state	NOUN
epaa-3238	267	8	,	,	PUNCT
epaa-3238	267	9	where	where	SCONJ
epaa-3238	267	10	,	,	PUNCT
epaa-3238	267	11	for	for	ADP
epaa-3238	267	12	example	example	NOUN
epaa-3238	267	13	,	,	PUNCT
epaa-3238	267	14	the	the	DET
epaa-3238	267	15	average	average	ADJ
epaa-3238	267	16	roi	roi	NOUN
epaa-3238	267	17	among	among	ADP
epaa-3238	267	18	ihe	ihe	PROPN
epaa-3238	267	19	’s	’s	PROPN
epaa-3238	267	20	in	in	ADP
epaa-3238	267	21	delaware	delaware	PROPN
epaa-3238	267	22	,	,	PUNCT
epaa-3238	267	23	virginia	virginia	PROPN
epaa-3238	267	24	,	,	PUNCT
epaa-3238	267	25	wyoming	wyoming	PROPN
epaa-3238	267	26	,	,	PUNCT
epaa-3238	267	27	utah	utah	PROPN
epaa-3238	267	28	,	,	PUNCT
epaa-3238	267	29	and	and	CCONJ
epaa-3238	267	30	arizona	arizona	PROPN
epaa-3238	267	31	is	be	AUX
epaa-3238	267	32	equal	equal	ADJ
epaa-3238	267	33	to	to	ADP
epaa-3238	267	34	or	or	CCONJ
epaa-3238	267	35	greater	great	ADJ
epaa-3238	267	36	than	than	ADP
epaa-3238	267	37	12	12	NUM
epaa-3238	267	38	%	%	NOUN
epaa-3238	267	39	(	(	PUNCT
epaa-3238	267	40	figure	figure	NOUN
epaa-3238	267	41	1	1	NUM
epaa-3238	267	42	,	,	PUNCT
epaa-3238	267	43	panel	panel	NOUN
epaa-3238	267	44	b	b	NOUN
epaa-3238	267	45	)	)	PUNCT
epaa-3238	267	46	.	.	PUNCT
epaa-3238	268	1	the	the	DET
epaa-3238	268	2	average	average	ADJ
epaa-3238	268	3	roi	roi	NOUN
epaa-3238	268	4	of	of	ADP
epaa-3238	268	5	ihes	ihe	NOUN
epaa-3238	268	6	in	in	ADP
epaa-3238	268	7	states	state	NOUN
epaa-3238	268	8	such	such	ADJ
epaa-3238	268	9	as	as	ADP
epaa-3238	268	10	arkansas	arkansas	PROPN
epaa-3238	268	11	,	,	PUNCT
epaa-3238	268	12	hawaii	hawaii	PROPN
epaa-3238	268	13	,	,	PUNCT
epaa-3238	268	14	south	south	NOUN
epaa-3238	268	15	dakota	dakota	PROPN
epaa-3238	268	16	,	,	PUNCT
epaa-3238	268	17	and	and	CCONJ
epaa-3238	268	18	alabama	alabama	PROPN
epaa-3238	268	19	is	be	AUX
epaa-3238	268	20	below	below	ADP
epaa-3238	268	21	10	10	NUM
epaa-3238	268	22	%	%	NOUN
epaa-3238	268	23	.	.	PUNCT
epaa-3238	269	1	such	such	ADJ
epaa-3238	269	2	state	state	NOUN
epaa-3238	269	3	level	level	NOUN
epaa-3238	269	4	variation	variation	NOUN
epaa-3238	269	5	is	be	AUX
epaa-3238	269	6	also	also	ADV
epaa-3238	269	7	patterned	pattern	VERB
epaa-3238	269	8	by	by	ADP
epaa-3238	269	9	region	region	NOUN
epaa-3238	269	10	,	,	PUNCT
epaa-3238	269	11	where	where	SCONJ
epaa-3238	269	12	all	all	DET
epaa-3238	269	13	but	but	SCONJ
epaa-3238	269	14	three	three	NUM
epaa-3238	269	15	southern	southern	ADJ
epaa-3238	269	16	states	state	NOUN
epaa-3238	269	17	(	(	PUNCT
epaa-3238	269	18	south	south	ADJ
epaa-3238	269	19	and	and	CCONJ
epaa-3238	269	20	north	north	PROPN
epaa-3238	269	21	carolina	carolina	PROPN
epaa-3238	269	22	and	and	CCONJ
epaa-3238	269	23	virginia	virginia	PROPN
epaa-3238	269	24	)	)	PUNCT
epaa-3238	269	25	have	have	VERB
epaa-3238	269	26	an	an	DET
epaa-3238	269	27	average	average	ADJ
epaa-3238	269	28	roi	roi	NOUN
epaa-3238	269	29	value	value	NOUN
epaa-3238	269	30	at	at	ADP
epaa-3238	269	31	or	or	CCONJ
epaa-3238	269	32	below	below	ADP
epaa-3238	269	33	the	the	DET
epaa-3238	269	34	sample	sample	NOUN
epaa-3238	269	35	mean	mean	VERB
epaa-3238	269	36	,	,	PUNCT
epaa-3238	269	37	compared	compare	VERB
epaa-3238	269	38	to	to	ADP
epaa-3238	269	39	12	12	NUM
epaa-3238	269	40	non	non	ADJ
epaa-3238	269	41	-	-	ADJ
epaa-3238	269	42	southern	southern	ADJ
epaa-3238	269	43	states	state	NOUN
epaa-3238	269	44	with	with	ADP
epaa-3238	269	45	average	average	ADJ
epaa-3238	269	46	roi	roi	NOUN
epaa-3238	269	47	above	above	ADP
epaa-3238	269	48	the	the	DET
epaa-3238	269	49	mean	mean	NOUN
epaa-3238	269	50	.	.	PUNCT
epaa-3238	270	1	ranking	rank	VERB
epaa-3238	270	2	colleges	college	NOUN
epaa-3238	270	3	and	and	CCONJ
epaa-3238	270	4	universities	university	NOUN
epaa-3238	270	5	on	on	ADP
epaa-3238	270	6	returns	return	NOUN
epaa-3238	270	7	to	to	ADP
epaa-3238	270	8	education	education	NOUN
epaa-3238	270	9	15	15	NUM
epaa-3238	270	10	0.00	0.00	NUM
epaa-3238	270	11	0.02	0.02	NUM
epaa-3238	270	12	0.04	0.04	NUM
epaa-3238	270	13	0.06	0.06	NUM
epaa-3238	270	14	0.08	0.08	NUM
epaa-3238	270	15	0.10	0.10	NUM
epaa-3238	270	16	0.12	0.12	NUM
epaa-3238	270	17	0.14	0.14	NUM
epaa-3238	270	18	p	p	NOUN
epaa-3238	271	1	ro	ro	NOUN
epaa-3238	271	2	p	p	X
epaa-3238	271	3	o	o	X
epaa-3238	271	4	rt	rt	PROPN
epaa-3238	271	5	io	io	PROPN
epaa-3238	271	6	n	n	PROPN
epaa-3238	271	7	o	o	X
epaa-3238	271	8	f	f	X
epaa-3238	271	9	to	to	PART
epaa-3238	271	10	ta	ta	ADP
epaa-3238	271	11	l	l	NOUN
epaa-3238	271	12	5	5	NUM
epaa-3238	271	13	10	10	NUM
epaa-3238	271	14	15	15	NUM
epaa-3238	271	15	20	20	NUM
epaa-3238	271	16	annual	annual	ADJ
epaa-3238	271	17	roi	roi	NOUN
epaa-3238	271	18	,	,	PUNCT
epaa-3238	271	19	with	with	ADP
epaa-3238	271	20	aid	aid	NOUN
epaa-3238	271	21	(	(	PUNCT
epaa-3238	271	22	%	%	INTJ
epaa-3238	271	23	)	)	PUNCT
epaa-3238	271	24	(	(	PUNCT
epaa-3238	271	25	a	a	X
epaa-3238	271	26	)	)	PUNCT
epaa-3238	271	27	roi	roi	NOUN
epaa-3238	271	28	across	across	ADP
epaa-3238	271	29	us	us	PROPN
epaa-3238	271	30	colleges	college	NOUN
epaa-3238	271	31	and	and	CCONJ
epaa-3238	271	32	universities	university	NOUN
epaa-3238	271	33	9.8	9.8	NUM
epaa-3238	271	34	9.9	9.9	NUM
epaa-3238	271	35	9.9	9.9	NUM
epaa-3238	271	36	10.1	10.1	NUM
epaa-3238	271	37	10.3	10.3	NUM
epaa-3238	271	38	10.4	10.4	NUM
epaa-3238	271	39	10.4	10.4	NUM
epaa-3238	271	40	10.5	10.5	NUM
epaa-3238	271	41	10.5	10.5	NUM
epaa-3238	271	42	10.6	10.6	NUM
epaa-3238	271	43	11.0	11.0	NUM
epaa-3238	271	44	11.2	11.2	NUM
epaa-3238	271	45	11.9	11.9	NUM
epaa-3238	271	46	8.4	8.4	NUM
epaa-3238	271	47	8.5	8.5	NUM
epaa-3238	271	48	9.4	9.4	NUM
epaa-3238	271	49	9.4	9.4	NUM
epaa-3238	271	50	9.6	9.6	NUM
epaa-3238	271	51	9.7	9.7	NUM
epaa-3238	271	52	9.8	9.8	NUM
epaa-3238	271	53	10.0	10.0	NUM
epaa-3238	271	54	10.0	10.0	NUM
epaa-3238	271	55	10.1	10.1	NUM
epaa-3238	271	56	10.2	10.2	NUM
epaa-3238	271	57	10.2	10.2	NUM
epaa-3238	271	58	10.2	10.2	NUM
epaa-3238	271	59	10.3	10.3	NUM
epaa-3238	271	60	10.3	10.3	NUM
epaa-3238	271	61	10.3	10.3	NUM
epaa-3238	271	62	10.3	10.3	NUM
epaa-3238	271	63	10.4	10.4	NUM
epaa-3238	271	64	10.4	10.4	NUM
epaa-3238	271	65	10.4	10.4	NUM
epaa-3238	271	66	10.5	10.5	NUM
epaa-3238	271	67	10.5	10.5	NUM
epaa-3238	271	68	10.5	10.5	NUM
epaa-3238	271	69	10.6	10.6	NUM
epaa-3238	271	70	10.9	10.9	NUM
epaa-3238	271	71	11.0	11.0	NUM
epaa-3238	271	72	11.0	11.0	NUM
epaa-3238	271	73	11.5	11.5	NUM
epaa-3238	271	74	11.6	11.6	NUM
epaa-3238	271	75	11.7	11.7	NUM
epaa-3238	271	76	12.0	12.0	NUM
epaa-3238	271	77	12.0	12.0	NUM
epaa-3238	271	78	12.0	12.0	NUM
epaa-3238	271	79	12.0	12.0	NUM
epaa-3238	271	80	12.6	12.6	NUM
epaa-3238	271	81	13.1	13.1	NUM
epaa-3238	271	82	<	<	NOUN
epaa-3238	271	83	-sample	-sample	NOUN
epaa-3238	271	84	mean	mean	NOUN
epaa-3238	271	85	0	0	NUM
epaa-3238	271	86	2	2	NUM
epaa-3238	271	87	4	4	NUM
epaa-3238	271	88	6	6	NUM
epaa-3238	271	89	8	8	NUM
epaa-3238	271	90	10	10	NUM
epaa-3238	271	91	12	12	NUM
epaa-3238	271	92	14	14	NUM
epaa-3238	271	93	annual	annual	ADJ
epaa-3238	271	94	roi	roi	NOUN
epaa-3238	271	95	,	,	PUNCT
epaa-3238	271	96	with	with	ADP
epaa-3238	271	97	aid	aid	NOUN
epaa-3238	271	98	(	(	PUNCT
epaa-3238	271	99	%	%	INTJ
epaa-3238	271	100	)	)	PUNCT
epaa-3238	271	101	south	south	PROPN
epaa-3238	271	102	non	non	ADJ
epaa-3238	271	103	-	-	ADJ
epaa-3238	271	104	south	south	PROPN
epaa-3238	271	105	ar	ar	PROPN
epaa-3238	271	106	tn	tn	PROPN
epaa-3238	271	107	al	al	PROPN
epaa-3238	272	1	ms	ms	PROPN
epaa-3238	272	2	ky	ky	PROPN
epaa-3238	272	3	ok	ok	PROPN
epaa-3238	272	4	ga	ga	PROPN
epaa-3238	272	5	tx	tx	PROPN
epaa-3238	272	6	fl	fl	PROPN
epaa-3238	272	7	la	la	PROPN
epaa-3238	272	8	sc	sc	PROPN
epaa-3238	272	9	nc	nc	PROPN
epaa-3238	272	10	va	va	PROPN
epaa-3238	272	11	mt	mt	PROPN
epaa-3238	272	12	ak	ak	PROPN
epaa-3238	272	13	me	me	PROPN
epaa-3238	272	14	mo	mo	PROPN
epaa-3238	272	15	ks	ks	PROPN
epaa-3238	272	16	nv	nv	PROPN
epaa-3238	273	1	oh	oh	INTJ
epaa-3238	273	2	i	i	INTJ
epaa-3238	273	3	d	d	PROPN
epaa-3238	273	4	sd	sd	ADP
epaa-3238	273	5	or	or	CCONJ
epaa-3238	273	6	wv	wv	PROPN
epaa-3238	273	7	nh	nh	PROPN
epaa-3238	274	1	ct	ct	PROPN
epaa-3238	274	2	mn	mn	PROPN
epaa-3238	274	3	mi	mi	PROPN
epaa-3238	274	4	nj	nj	PROPN
epaa-3238	274	5	ne	ne	PROPN
epaa-3238	274	6	co	co	PROPN
epaa-3238	274	7	ia	ia	PROPN
epaa-3238	274	8	pa	pa	PROPN
epaa-3238	274	9	ma	ma	PROPN
epaa-3238	274	10	il	il	PROPN
epaa-3238	274	11	in	in	ADP
epaa-3238	274	12	wi	wi	PROPN
epaa-3238	274	13	nm	nm	PROPN
epaa-3238	274	14	ny	ny	PROPN
epaa-3238	274	15	wa	wa	PROPN
epaa-3238	274	16	nd	nd	PROPN
epaa-3238	274	17	md	md	PROPN
epaa-3238	274	18	ri	ri	PROPN
epaa-3238	274	19	az	az	PROPN
epaa-3238	274	20	ut	ut	PROPN
epaa-3238	274	21	wy	wy	PROPN
epaa-3238	274	22	ca	ca	PROPN
epaa-3238	274	23	vt	vt	PROPN
epaa-3238	274	24	de	de	X
epaa-3238	274	25	(	(	PUNCT
epaa-3238	274	26	b	b	NOUN
epaa-3238	274	27	)	)	PUNCT
epaa-3238	274	28	state	state	NOUN
epaa-3238	274	29	-	-	PUNCT
epaa-3238	274	30	level	level	NOUN
epaa-3238	274	31	variation	variation	NOUN
epaa-3238	274	32	in	in	ADP
epaa-3238	274	33	annual	annual	ADJ
epaa-3238	274	34	roi	roi	NOUN
epaa-3238	274	35	figure	figure	NOUN
epaa-3238	274	36	1	1	NUM
epaa-3238	274	37	.	.	PUNCT
epaa-3238	275	1	distribution	distribution	NOUN
epaa-3238	275	2	of	of	ADP
epaa-3238	275	3	average	average	ADJ
epaa-3238	275	4	returns	return	NOUN
epaa-3238	275	5	to	to	ADP
epaa-3238	275	6	investment	investment	NOUN
epaa-3238	275	7	in	in	ADP
epaa-3238	275	8	higher	high	ADJ
epaa-3238	275	9	education	education	NOUN
epaa-3238	275	10	(	(	PUNCT
epaa-3238	275	11	roi	roi	NOUN
epaa-3238	275	12	)	)	PUNCT
epaa-3238	275	13	across	across	ADP
epaa-3238	275	14	u.s	u.s	PROPN
epaa-3238	275	15	.	.	PROPN
epaa-3238	275	16	colleges	college	NOUN
epaa-3238	275	17	,	,	PUNCT
epaa-3238	275	18	universities	university	NOUN
epaa-3238	275	19	,	,	PUNCT
epaa-3238	275	20	and	and	CCONJ
epaa-3238	275	21	states	state	NOUN
epaa-3238	275	22	note	note	VERB
epaa-3238	275	23	:	:	PUNCT
epaa-3238	275	24	roi	roi	NOUN
epaa-3238	275	25	estimates	estimate	VERB
epaa-3238	275	26	the	the	DET
epaa-3238	275	27	average	average	ADJ
epaa-3238	275	28	annualized	annualize	VERB
epaa-3238	275	29	returns	return	NOUN
epaa-3238	275	30	to	to	ADP
epaa-3238	275	31	investment	investment	NOUN
epaa-3238	275	32	in	in	ADP
epaa-3238	275	33	higher	high	ADJ
epaa-3238	275	34	education	education	NOUN
epaa-3238	275	35	of	of	ADP
epaa-3238	275	36	graduates	graduate	NOUN
epaa-3238	275	37	from	from	ADP
epaa-3238	275	38	each	each	DET
epaa-3238	275	39	institution	institution	NOUN
epaa-3238	275	40	,	,	PUNCT
epaa-3238	275	41	adjusted	adjust	VERB
epaa-3238	275	42	for	for	ADP
epaa-3238	275	43	financial	financial	ADJ
epaa-3238	275	44	aid	aid	NOUN
epaa-3238	275	45	and	and	CCONJ
epaa-3238	275	46	costs	cost	NOUN
epaa-3238	275	47	(	(	PUNCT
epaa-3238	275	48	e.g.	e.g.	ADV
epaa-3238	275	49	tuition	tuition	NOUN
epaa-3238	275	50	,	,	PUNCT
epaa-3238	275	51	fees	fee	NOUN
epaa-3238	275	52	)	)	PUNCT
epaa-3238	275	53	.	.	PUNCT
epaa-3238	276	1	line	line	NOUN
epaa-3238	276	2	in	in	ADP
epaa-3238	276	3	panel	panel	NOUN
epaa-3238	276	4	a	a	PRON
epaa-3238	276	5	is	be	AUX
epaa-3238	276	6	the	the	DET
epaa-3238	276	7	kernel	kernel	PROPN
epaa-3238	276	8	density	density	NOUN
epaa-3238	276	9	estimate	estimate	NOUN
epaa-3238	276	10	.	.	PUNCT
epaa-3238	277	1	state	state	NOUN
epaa-3238	277	2	bars	bar	NOUN
epaa-3238	277	3	are	be	AUX
epaa-3238	277	4	sorted	sort	VERB
epaa-3238	277	5	by	by	ADP
epaa-3238	277	6	roi	roi	NOUN
epaa-3238	277	7	.	.	PUNCT
epaa-3238	278	1	n=441	n=441	NUM
epaa-3238	278	2	.	.	PUNCT
epaa-3238	278	3	inspection	inspection	NOUN
epaa-3238	278	4	of	of	ADP
epaa-3238	278	5	select	select	ADJ
epaa-3238	278	6	attributes	attribute	NOUN
epaa-3238	278	7	of	of	ADP
epaa-3238	278	8	the	the	DET
epaa-3238	278	9	highest	high	ADJ
epaa-3238	278	10	and	and	CCONJ
epaa-3238	278	11	lowest	low	ADJ
epaa-3238	278	12	roi	roi	NOUN
epaa-3238	278	13	schools	school	NOUN
epaa-3238	278	14	in	in	ADP
epaa-3238	278	15	our	our	PRON
epaa-3238	278	16	samples	sample	NOUN
epaa-3238	278	17	(	(	PUNCT
epaa-3238	278	18	reported	report	VERB
epaa-3238	278	19	in	in	ADP
epaa-3238	278	20	table	table	NOUN
epaa-3238	278	21	2	2	NUM
epaa-3238	278	22	)	)	PUNCT
epaa-3238	278	23	,	,	PUNCT
epaa-3238	278	24	show	show	VERB
epaa-3238	278	25	that	that	SCONJ
epaa-3238	278	26	low	low	ADJ
epaa-3238	278	27	-	-	PUNCT
epaa-3238	278	28	roi	roi	NOUN
epaa-3238	278	29	schools	school	NOUN
epaa-3238	278	30	share	share	VERB
epaa-3238	278	31	a	a	DET
epaa-3238	278	32	number	number	NOUN
epaa-3238	278	33	of	of	ADP
epaa-3238	278	34	common	common	ADJ
epaa-3238	278	35	characteristics	characteristic	NOUN
epaa-3238	278	36	.	.	PUNCT
epaa-3238	279	1	in	in	ADP
epaa-3238	279	2	terms	term	NOUN
epaa-3238	279	3	of	of	ADP
epaa-3238	279	4	the	the	DET
epaa-3238	279	5	student	student	NOUN
epaa-3238	279	6	-	-	PUNCT
epaa-3238	279	7	body	body	NOUN
epaa-3238	279	8	composition	composition	NOUN
epaa-3238	279	9	,	,	PUNCT
epaa-3238	279	10	the	the	DET
epaa-3238	279	11	lowest	low	ADJ
epaa-3238	279	12	ranked	rank	VERB
epaa-3238	279	13	ihes	ihe	NOUN
epaa-3238	279	14	in	in	ADP
epaa-3238	279	15	our	our	PRON
epaa-3238	279	16	study	study	NOUN
epaa-3238	279	17	have	have	VERB
epaa-3238	279	18	a	a	DET
epaa-3238	279	19	disproportionally	disproportionally	ADV
epaa-3238	279	20	high	high	ADJ
epaa-3238	279	21	share	share	NOUN
epaa-3238	279	22	of	of	ADP
epaa-3238	279	23	minority	minority	NOUN
epaa-3238	279	24	,	,	PUNCT
epaa-3238	279	25	non	non	ADJ
epaa-3238	279	26	-	-	ADJ
epaa-3238	279	27	traditional	traditional	ADJ
epaa-3238	279	28	,	,	PUNCT
epaa-3238	279	29	and	and	CCONJ
epaa-3238	279	30	low	low	ADJ
epaa-3238	279	31	-	-	PUNCT
epaa-3238	279	32	income	income	NOUN
epaa-3238	279	33	students	student	NOUN
epaa-3238	279	34	(	(	PUNCT
epaa-3238	279	35	as	as	SCONJ
epaa-3238	279	36	indicated	indicate	VERB
epaa-3238	279	37	by	by	ADP
epaa-3238	279	38	the	the	DET
epaa-3238	279	39	share	share	NOUN
epaa-3238	279	40	of	of	ADP
epaa-3238	279	41	students	student	NOUN
epaa-3238	279	42	receiving	receive	VERB
epaa-3238	279	43	pell	pell	NOUN
epaa-3238	279	44	grants	grant	NOUN
epaa-3238	279	45	)	)	PUNCT
epaa-3238	279	46	.	.	PUNCT
epaa-3238	280	1	none	none	NOUN
epaa-3238	280	2	of	of	ADP
epaa-3238	280	3	the	the	DET
epaa-3238	280	4	top	top	ADV
epaa-3238	280	5	-	-	PUNCT
epaa-3238	280	6	ranked	rank	VERB
epaa-3238	280	7	schools	school	NOUN
epaa-3238	280	8	listed	list	VERB
epaa-3238	280	9	in	in	ADP
epaa-3238	280	10	table	table	NOUN
epaa-3238	280	11	2	2	NUM
epaa-3238	280	12	had	have	VERB
epaa-3238	280	13	pell	pell	NOUN
epaa-3238	280	14	grant	grant	NOUN
epaa-3238	280	15	rates	rate	NOUN
epaa-3238	280	16	in	in	ADP
epaa-3238	280	17	excess	excess	NOUN
epaa-3238	280	18	of	of	ADP
epaa-3238	280	19	35	35	NUM
epaa-3238	280	20	%	%	NOUN
epaa-3238	280	21	of	of	ADP
epaa-3238	280	22	the	the	DET
epaa-3238	280	23	student	student	NOUN
epaa-3238	280	24	body	body	NOUN
epaa-3238	280	25	,	,	PUNCT
epaa-3238	280	26	compared	compare	VERB
epaa-3238	280	27	to	to	ADP
epaa-3238	280	28	an	an	DET
epaa-3238	280	29	average	average	NOUN
epaa-3238	280	30	of	of	ADP
epaa-3238	280	31	53	53	NUM
epaa-3238	280	32	%	%	NOUN
epaa-3238	280	33	among	among	ADP
epaa-3238	280	34	the	the	DET
epaa-3238	280	35	lowest	low	ADJ
epaa-3238	280	36	ranked	rank	VERB
epaa-3238	280	37	schools	school	NOUN
epaa-3238	280	38	.	.	PUNCT
epaa-3238	281	1	expenditures	expenditure	NOUN
epaa-3238	281	2	on	on	ADP
epaa-3238	281	3	instruction	instruction	NOUN
epaa-3238	281	4	per	per	ADP
epaa-3238	281	5	full	full	ADJ
epaa-3238	281	6	-	-	PUNCT
epaa-3238	281	7	time	time	NOUN
epaa-3238	281	8	student	student	NOUN
epaa-3238	281	9	(	(	PUNCT
epaa-3238	281	10	fte	fte	PROPN
epaa-3238	281	11	)	)	PUNCT
epaa-3238	281	12	was	be	AUX
epaa-3238	281	13	greater	great	ADJ
epaa-3238	281	14	than	than	ADP
epaa-3238	281	15	$	$	SYM
epaa-3238	281	16	10,000	10,000	NUM
epaa-3238	281	17	in	in	ADP
epaa-3238	281	18	all	all	PRON
epaa-3238	281	19	of	of	ADP
epaa-3238	281	20	the	the	DET
epaa-3238	281	21	top	top	ADV
epaa-3238	281	22	-	-	PUNCT
epaa-3238	281	23	ranked	rank	VERB
epaa-3238	281	24	schools	school	NOUN
epaa-3238	281	25	,	,	PUNCT
epaa-3238	281	26	but	but	CCONJ
epaa-3238	281	27	exceeded	exceed	VERB
epaa-3238	281	28	$	$	SYM
epaa-3238	281	29	10,000	10,000	NUM
epaa-3238	281	30	in	in	ADP
epaa-3238	281	31	only	only	ADV
epaa-3238	281	32	two	two	NUM
epaa-3238	281	33	of	of	ADP
epaa-3238	281	34	the	the	DET
epaa-3238	281	35	bottom	bottom	ADJ
epaa-3238	281	36	ranked	rank	VERB
epaa-3238	281	37	schools	school	NOUN
epaa-3238	281	38	.	.	PUNCT
epaa-3238	282	1	another	another	DET
epaa-3238	282	2	feature	feature	NOUN
epaa-3238	282	3	of	of	ADP
epaa-3238	282	4	ihes	ihe	NOUN
epaa-3238	282	5	that	that	PRON
epaa-3238	282	6	varied	vary	VERB
epaa-3238	282	7	considerably	considerably	ADV
epaa-3238	282	8	by	by	ADP
epaa-3238	282	9	the	the	DET
epaa-3238	282	10	top	top	ADJ
epaa-3238	282	11	and	and	CCONJ
epaa-3238	282	12	bottom	bottom	ADJ
epaa-3238	282	13	ranked	ranked	ADJ
epaa-3238	282	14	schools	school	NOUN
epaa-3238	282	15	was	be	AUX
epaa-3238	282	16	graduation	graduation	NOUN
epaa-3238	282	17	rates	rate	NOUN
epaa-3238	282	18	:	:	PUNCT
epaa-3238	282	19	each	each	PRON
epaa-3238	282	20	of	of	ADP
epaa-3238	282	21	the	the	DET
epaa-3238	282	22	top	top	ADJ
epaa-3238	282	23	10	10	NUM
epaa-3238	282	24	schools	school	NOUN
epaa-3238	282	25	had	have	VERB
epaa-3238	282	26	graduation	graduation	NOUN
epaa-3238	282	27	rates	rate	NOUN
epaa-3238	282	28	in	in	ADP
epaa-3238	282	29	excess	excess	NOUN
epaa-3238	282	30	of	of	ADP
epaa-3238	282	31	75	75	NUM
epaa-3238	282	32	%	%	NOUN
epaa-3238	282	33	;	;	PUNCT
epaa-3238	282	34	all	all	PRON
epaa-3238	282	35	but	but	SCONJ
epaa-3238	282	36	one	one	NUM
epaa-3238	282	37	of	of	ADP
epaa-3238	282	38	the	the	DET
epaa-3238	282	39	lowest	low	ADJ
epaa-3238	282	40	ranked	rank	VERB
epaa-3238	282	41	schools	school	NOUN
epaa-3238	282	42	(	(	PUNCT
epaa-3238	282	43	cedarville	cedarville	PROPN
epaa-3238	282	44	university	university	PROPN
epaa-3238	282	45	)	)	PUNCT
epaa-3238	282	46	had	have	VERB
epaa-3238	282	47	graduation	graduation	NOUN
epaa-3238	282	48	rates	rate	NOUN
epaa-3238	282	49	below	below	ADP
epaa-3238	282	50	50	50	NUM
epaa-3238	282	51	%	%	NOUN
epaa-3238	282	52	.	.	PUNCT
epaa-3238	283	1	five	five	NUM
epaa-3238	283	2	of	of	ADP
epaa-3238	283	3	the	the	DET
epaa-3238	283	4	10	10	NUM
epaa-3238	283	5	lowest	low	ADJ
epaa-3238	283	6	ranked	rank	VERB
epaa-3238	283	7	ihes	ihe	NOUN
epaa-3238	283	8	were	be	AUX
epaa-3238	283	9	private	private	ADJ
epaa-3238	283	10	universities	university	NOUN
epaa-3238	283	11	,	,	PUNCT
epaa-3238	283	12	while	while	SCONJ
epaa-3238	283	13	none	none	NOUN
epaa-3238	283	14	of	of	ADP
epaa-3238	283	15	the	the	DET
epaa-3238	283	16	10	10	NUM
epaa-3238	283	17	highest	high	ADJ
epaa-3238	283	18	ranked	rank	VERB
epaa-3238	283	19	ihes	ihe	NOUN
epaa-3238	283	20	were	be	AUX
epaa-3238	283	21	private	private	ADJ
epaa-3238	283	22	schools	school	NOUN
epaa-3238	283	23	.	.	PUNCT
epaa-3238	284	1	these	these	DET
epaa-3238	284	2	differences	difference	NOUN
epaa-3238	284	3	provide	provide	VERB
epaa-3238	284	4	some	some	DET
epaa-3238	284	5	indication	indication	NOUN
epaa-3238	284	6	as	as	ADP
epaa-3238	284	7	to	to	ADP
epaa-3238	284	8	the	the	DET
epaa-3238	284	9	correlates	correlate	NOUN
epaa-3238	284	10	of	of	ADP
epaa-3238	284	11	roi	roi	NOUN
epaa-3238	284	12	and	and	CCONJ
epaa-3238	284	13	foreshadow	foreshadow	VERB
epaa-3238	284	14	results	result	NOUN
epaa-3238	284	15	of	of	ADP
epaa-3238	284	16	the	the	DET
epaa-3238	284	17	multivariate	multivariate	NOUN
epaa-3238	284	18	analysis	analysis	NOUN
epaa-3238	284	19	that	that	SCONJ
epaa-3238	284	20	we	we	PRON
epaa-3238	284	21	report	report	VERB
epaa-3238	284	22	and	and	CCONJ
epaa-3238	284	23	discussion	discussion	NOUN
epaa-3238	284	24	below	below	ADP
epaa-3238	284	25	.	.	PUNCT
epaa-3238	285	1	table	table	NOUN
epaa-3238	285	2	2	2	NUM
epaa-3238	285	3	select	select	ADJ
epaa-3238	285	4	characteristics	characteristic	NOUN
epaa-3238	285	5	of	of	ADP
epaa-3238	285	6	highest	high	ADJ
epaa-3238	285	7	and	and	CCONJ
epaa-3238	285	8	lowest	low	ADJ
epaa-3238	285	9	ranked	rank	VERB
epaa-3238	285	10	colleges	college	NOUN
epaa-3238	285	11	and	and	CCONJ
epaa-3238	285	12	universities	university	NOUN
epaa-3238	285	13	roi	roi	NOUN
epaa-3238	285	14	(	(	PUNCT
epaa-3238	285	15	%	%	NOUN
epaa-3238	285	16	)	)	PUNCT
epaa-3238	285	17	black	black	ADJ
epaa-3238	285	18	(	(	PUNCT
epaa-3238	285	19	%	%	INTJ
epaa-3238	285	20	)	)	PUNCT
epaa-3238	285	21	pell	pell	NOUN
epaa-3238	285	22	grants	grant	NOUN
epaa-3238	285	23	(	(	PUNCT
epaa-3238	285	24	%	%	INTJ
epaa-3238	285	25	)	)	PUNCT
epaa-3238	285	26	nontrad	nontrad	PROPN
epaa-3238	285	27	(	(	PUNCT
epaa-3238	285	28	%	%	INTJ
epaa-3238	285	29	)	)	PUNCT
epaa-3238	285	30	enginr	enginr	NOUN
epaa-3238	285	31	.	.	PUNCT
epaa-3238	286	1	degrees	degree	NOUN
epaa-3238	286	2	(	(	PUNCT
epaa-3238	286	3	%	%	INTJ
epaa-3238	286	4	)	)	PUNCT
epaa-3238	286	5	grad	grad	ADJ
epaa-3238	286	6	rate	rate	NOUN
epaa-3238	286	7	(	(	PUNCT
epaa-3238	286	8	%	%	INTJ
epaa-3238	286	9	)	)	PUNCT
epaa-3238	286	10	fte	fte	NOUN
epaa-3238	286	11	expend	expend	NOUN
epaa-3238	286	12	instruct	instruct	VERB
epaa-3238	286	13	.	.	PUNCT
epaa-3238	287	1	(	(	PUNCT
epaa-3238	287	2	$	$	SYM
epaa-3238	287	3	1000s	1000s	NUM
epaa-3238	287	4	)	)	PUNCT
epaa-3238	287	5	private	private	ADJ
epaa-3238	287	6	southern	southern	ADJ
epaa-3238	287	7	state	state	NOUN
epaa-3238	287	8	highest	high	ADJ
epaa-3238	287	9	(	(	PUNCT
epaa-3238	287	10	ranked	ranked	ADJ
epaa-3238	287	11	)	)	PUNCT
epaa-3238	287	12	ihes	ihe	NOUN
epaa-3238	287	13	(	(	PUNCT
epaa-3238	287	14	1	1	X
epaa-3238	287	15	)	)	PUNCT
epaa-3238	287	16	u	u	NOUN
epaa-3238	287	17	of	of	ADP
epaa-3238	287	18	virginia	virginia	PROPN
epaa-3238	287	19	-	-	PUNCT
epaa-3238	287	20	main	main	ADJ
epaa-3238	287	21	campus	campus	NOUN
epaa-3238	287	22	17.5	17.5	NUM
epaa-3238	287	23	8	8	NUM
epaa-3238	287	24	11	11	NUM
epaa-3238	287	25	7	7	NUM
epaa-3238	287	26	11	11	NUM
epaa-3238	287	27	93	93	NUM
epaa-3238	287	28	14.6	14.6	NUM
epaa-3238	287	29	no	no	INTJ
epaa-3238	288	1	yes	yes	INTJ
epaa-3238	288	2	(	(	PUNCT
epaa-3238	288	3	2	2	NUM
epaa-3238	288	4	)	)	PUNCT
epaa-3238	288	5	georgia	georgia	PROPN
epaa-3238	288	6	institute	institute	PROPN
epaa-3238	288	7	of	of	ADP
epaa-3238	288	8	technology	technology	NOUN
epaa-3238	288	9	-	-	PUNCT
epaa-3238	288	10	main	main	ADJ
epaa-3238	288	11	campus	campus	NOUN
epaa-3238	288	12	16.5	16.5	NUM
epaa-3238	288	13	6	6	NUM
epaa-3238	288	14	16	16	NUM
epaa-3238	288	15	4	4	NUM
epaa-3238	288	16	57	57	NUM
epaa-3238	288	17	79	79	NUM
epaa-3238	288	18	11.5	11.5	NUM
epaa-3238	288	19	no	no	INTJ
epaa-3238	288	20	yes	yes	INTJ
epaa-3238	288	21	(	(	PUNCT
epaa-3238	288	22	3	3	NUM
epaa-3238	288	23	)	)	PUNCT
epaa-3238	288	24	college	college	NOUN
epaa-3238	288	25	of	of	ADP
epaa-3238	288	26	william	william	PROPN
epaa-3238	288	27	and	and	CCONJ
epaa-3238	288	28	mary	mary	PROPN
epaa-3238	288	29	16.1	16.1	NUM
epaa-3238	288	30	7	7	NUM
epaa-3238	288	31	11	11	NUM
epaa-3238	288	32	2	2	NUM
epaa-3238	288	33	0	0	NUM
epaa-3238	288	34	91	91	NUM
epaa-3238	288	35	11.6	11.6	NUM
epaa-3238	289	1	no	no	INTJ
epaa-3238	289	2	yes	yes	INTJ
epaa-3238	289	3	(	(	PUNCT
epaa-3238	289	4	4	4	NUM
epaa-3238	289	5	)	)	PUNCT
epaa-3238	289	6	u	u	NOUN
epaa-3238	289	7	of	of	ADP
epaa-3238	289	8	north	north	PROPN
epaa-3238	289	9	carolina	carolina	PROPN
epaa-3238	289	10	at	at	ADP
epaa-3238	289	11	chapel	chapel	PROPN
epaa-3238	289	12	hill	hill	PROPN
epaa-3238	289	13	15.3	15.3	NUM
epaa-3238	289	14	11	11	NUM
epaa-3238	289	15	18	18	NUM
epaa-3238	289	16	5	5	NUM
epaa-3238	289	17	0	0	NUM
epaa-3238	289	18	85	85	NUM
epaa-3238	289	19	24.7	24.7	NUM
epaa-3238	289	20	no	no	INTJ
epaa-3238	289	21	yes	yes	INTJ
epaa-3238	289	22	(	(	PUNCT
epaa-3238	289	23	4	4	NUM
epaa-3238	289	24	)	)	PUNCT
epaa-3238	289	25	north	north	PROPN
epaa-3238	289	26	carolina	carolina	PROPN
epaa-3238	289	27	state	state	PROPN
epaa-3238	289	28	university	university	PROPN
epaa-3238	289	29	at	at	ADP
epaa-3238	289	30	raleigh	raleigh	PROPN
epaa-3238	289	31	15.3	15.3	NUM
epaa-3238	289	32	8	8	NUM
epaa-3238	289	33	20	20	NUM
epaa-3238	289	34	10	10	NUM
epaa-3238	289	35	23	23	NUM
epaa-3238	289	36	73	73	NUM
epaa-3238	289	37	12.0	12.0	NUM
epaa-3238	290	1	no	no	INTJ
epaa-3238	290	2	yes	yes	INTJ
epaa-3238	290	3	(	(	PUNCT
epaa-3238	290	4	6	6	NUM
epaa-3238	290	5	)	)	PUNCT
epaa-3238	290	6	u	u	NOUN
epaa-3238	290	7	of	of	ADP
epaa-3238	290	8	california	california	PROPN
epaa-3238	290	9	-	-	PUNCT
epaa-3238	290	10	berkeley	berkeley	PROPN
epaa-3238	290	11	15.2	15.2	NUM
epaa-3238	290	12	4	4	NUM
epaa-3238	290	13	32	32	NUM
epaa-3238	290	14	6	6	NUM
epaa-3238	290	15	11	11	NUM
epaa-3238	290	16	90	90	NUM
epaa-3238	290	17	15.0	15.0	NUM
epaa-3238	290	18	no	no	INTJ
epaa-3238	290	19	no	no	INTJ
epaa-3238	290	20	(	(	PUNCT
epaa-3238	290	21	6	6	NUM
epaa-3238	290	22	)	)	PUNCT
epaa-3238	290	23	texas	texas	PROPN
epaa-3238	290	24	a&m	a&m	PROPN
epaa-3238	290	25	-college	-college	PROPN
epaa-3238	290	26	station	station	NOUN
epaa-3238	290	27	15.2	15.2	NUM
epaa-3238	290	28	3	3	NUM
epaa-3238	290	29	19	19	NUM
epaa-3238	290	30	3	3	NUM
epaa-3238	290	31	16	16	NUM
epaa-3238	290	32	80	80	NUM
epaa-3238	290	33	14.5	14.5	NUM
epaa-3238	290	34	no	no	INTJ
epaa-3238	291	1	yes	yes	INTJ
epaa-3238	291	2	(	(	PUNCT
epaa-3238	291	3	8)	8)	NUM
epaa-3238	291	4	u	u	NOUN
epaa-3238	291	5	of	of	ADP
epaa-3238	291	6	california	california	PROPN
epaa-3238	291	7	-	-	PUNCT
epaa-3238	291	8	san	san	PROPN
epaa-3238	291	9	diego	diego	PROPN
epaa-3238	291	10	15	15	NUM
epaa-3238	291	11	2	2	NUM
epaa-3238	291	12	40	40	NUM
epaa-3238	291	13	7	7	NUM
epaa-3238	291	14	12	12	NUM
epaa-3238	291	15	84	84	NUM
epaa-3238	291	16	17.6	17.6	NUM
epaa-3238	291	17	no	no	INTJ
epaa-3238	292	1	no	no	INTJ
epaa-3238	292	2	(	(	PUNCT
epaa-3238	292	3	9	9	NUM
epaa-3238	292	4	)	)	PUNCT
epaa-3238	292	5	u	u	NOUN
epaa-3238	292	6	of	of	ADP
epaa-3238	292	7	california	california	PROPN
epaa-3238	292	8	-	-	PUNCT
epaa-3238	292	9	los	los	PROPN
epaa-3238	292	10	angeles	angeles	PROPN
epaa-3238	292	11	14.7	14.7	NUM
epaa-3238	292	12	4	4	NUM
epaa-3238	292	13	34	34	NUM
epaa-3238	292	14	6	6	NUM
epaa-3238	292	15	7	7	NUM
epaa-3238	292	16	89	89	NUM
epaa-3238	292	17	30.7	30.7	NUM
epaa-3238	292	18	no	no	INTJ
epaa-3238	292	19	no	no	INTJ
epaa-3238	292	20	(	(	PUNCT
epaa-3238	292	21	10	10	NUM
epaa-3238	292	22	)	)	PUNCT
epaa-3238	292	23	u	u	NOUN
epaa-3238	292	24	of	of	ADP
epaa-3238	292	25	florida	florida	PROPN
epaa-3238	292	26	14.6	14.6	NUM
epaa-3238	292	27	10	10	NUM
epaa-3238	292	28	28	28	NUM
epaa-3238	292	29	5	5	NUM
epaa-3238	292	30	12	12	NUM
epaa-3238	292	31	82	82	NUM
epaa-3238	292	32	14.8	14.8	NUM
epaa-3238	293	1	no	no	INTJ
epaa-3238	293	2	yes	yes	INTJ
epaa-3238	293	3	lowest	low	ADJ
epaa-3238	293	4	(	(	PUNCT
epaa-3238	293	5	ranked	ranked	ADJ
epaa-3238	293	6	)	)	PUNCT
epaa-3238	293	7	ihes	ihe	NOUN
epaa-3238	293	8	(	(	PUNCT
epaa-3238	293	9	432	432	X
epaa-3238	293	10	)	)	PUNCT
epaa-3238	293	11	norfolk	norfolk	PROPN
epaa-3238	293	12	state	state	PROPN
epaa-3238	293	13	university	university	PROPN
epaa-3238	293	14	7.2	7.2	NUM
epaa-3238	293	15	88	88	NUM
epaa-3238	293	16	60	60	NUM
epaa-3238	293	17	26	26	NUM
epaa-3238	293	18	7	7	NUM
epaa-3238	293	19	31	31	NUM
epaa-3238	293	20	7.2	7.2	NUM
epaa-3238	293	21	no	no	INTJ
epaa-3238	294	1	yes	yes	INTJ
epaa-3238	294	2	(	(	PUNCT
epaa-3238	294	3	434	434	NUM
epaa-3238	294	4	)	)	PUNCT
epaa-3238	294	5	grambling	grambling	PROPN
epaa-3238	294	6	state	state	PROPN
epaa-3238	294	7	university	university	PROPN
epaa-3238	294	8	7.1	7.1	NUM
epaa-3238	294	9	88	88	NUM
epaa-3238	294	10	67	67	NUM
epaa-3238	294	11	16	16	NUM
epaa-3238	294	12	3	3	NUM
epaa-3238	294	13	30	30	NUM
epaa-3238	294	14	6.1	6.1	NUM
epaa-3238	295	1	no	no	INTJ
epaa-3238	295	2	yes	yes	INTJ
epaa-3238	295	3	(	(	PUNCT
epaa-3238	295	4	434	434	NUM
epaa-3238	295	5	)	)	PUNCT
epaa-3238	295	6	jackson	jackson	PROPN
epaa-3238	295	7	state	state	PROPN
epaa-3238	295	8	university	university	PROPN
epaa-3238	295	9	7.1	7.1	NUM
epaa-3238	295	10	95	95	NUM
epaa-3238	295	11	74	74	NUM
epaa-3238	295	12	39	39	NUM
epaa-3238	295	13	5	5	NUM
epaa-3238	295	14	47	47	NUM
epaa-3238	295	15	7.3	7.3	NUM
epaa-3238	296	1	no	no	INTJ
epaa-3238	296	2	yes	yes	INTJ
epaa-3238	296	3	(	(	PUNCT
epaa-3238	296	4	434	434	NUM
epaa-3238	296	5	)	)	PUNCT
epaa-3238	296	6	friends	friend	NOUN
epaa-3238	296	7	university	university	NOUN
epaa-3238	296	8	7.1	7.1	NUM
epaa-3238	296	9	9	9	NUM
epaa-3238	296	10	40	40	NUM
epaa-3238	296	11	51	51	NUM
epaa-3238	296	12	0	0	NUM
epaa-3238	296	13	35	35	NUM
epaa-3238	296	14	5.2	5.2	NUM
epaa-3238	297	1	yes	yes	INTJ
epaa-3238	297	2	no	no	INTJ
epaa-3238	297	3	(	(	PUNCT
epaa-3238	297	4	434	434	NUM
epaa-3238	297	5	)	)	PUNCT
epaa-3238	297	6	lee	lee	PROPN
epaa-3238	297	7	university	university	PROPN
epaa-3238	297	8	7.1	7.1	NUM
epaa-3238	297	9	4	4	NUM
epaa-3238	297	10	31	31	NUM
epaa-3238	297	11	12	12	NUM
epaa-3238	297	12	0	0	NUM
epaa-3238	297	13	48	48	NUM
epaa-3238	297	14	5.4	5.4	NUM
epaa-3238	298	1	yes	yes	INTJ
epaa-3238	298	2	yes	yes	INTJ
epaa-3238	298	3	(	(	PUNCT
epaa-3238	298	4	437	437	NUM
epaa-3238	298	5	)	)	PUNCT
epaa-3238	298	6	cedarville	cedarville	PROPN
epaa-3238	298	7	university	university	NOUN
epaa-3238	298	8	6.9	6.9	NUM
epaa-3238	298	9	2	2	NUM
epaa-3238	298	10	22	22	NUM
epaa-3238	298	11	2	2	NUM
epaa-3238	298	12	7	7	NUM
epaa-3238	298	13	70	70	NUM
epaa-3238	298	14	10.1	10.1	NUM
epaa-3238	299	1	yes	yes	INTJ
epaa-3238	300	1	no	no	INTJ
epaa-3238	300	2	(	(	PUNCT
epaa-3238	300	3	438	438	NUM
epaa-3238	300	4	)	)	PUNCT
epaa-3238	300	5	texas	texas	PROPN
epaa-3238	300	6	southern	southern	PROPN
epaa-3238	300	7	university	university	PROPN
epaa-3238	300	8	6.8	6.8	NUM
epaa-3238	300	9	89	89	NUM
epaa-3238	300	10	69	69	NUM
epaa-3238	300	11	29	29	NUM
epaa-3238	300	12	3	3	NUM
epaa-3238	300	13	11	11	NUM
epaa-3238	300	14	9.8	9.8	NUM
epaa-3238	301	1	no	no	INTJ
epaa-3238	301	2	yes	yes	INTJ
epaa-3238	301	3	(	(	PUNCT
epaa-3238	301	4	439	439	NUM
epaa-3238	301	5	)	)	PUNCT
epaa-3238	301	6	clark	clark	PROPN
epaa-3238	301	7	atlanta	atlanta	PROPN
epaa-3238	301	8	university	university	PROPN
epaa-3238	301	9	5.9	5.9	NUM
epaa-3238	301	10	90	90	NUM
epaa-3238	301	11	65	65	NUM
epaa-3238	301	12	4	4	NUM
epaa-3238	301	13	1	1	NUM
epaa-3238	301	14	43	43	NUM
epaa-3238	301	15	7.1	7.1	NUM
epaa-3238	302	1	yes	yes	INTJ
epaa-3238	302	2	yes	yes	INTJ
epaa-3238	302	3	(	(	PUNCT
epaa-3238	302	4	440	440	NUM
epaa-3238	302	5	)	)	PUNCT
epaa-3238	302	6	chicago	chicago	PROPN
epaa-3238	302	7	state	state	PROPN
epaa-3238	302	8	university	university	PROPN
epaa-3238	302	9	5.8	5.8	NUM
epaa-3238	302	10	85	85	NUM
epaa-3238	302	11	72	72	NUM
epaa-3238	302	12	56	56	NUM
epaa-3238	302	13	0	0	NUM
epaa-3238	302	14	14	14	NUM
epaa-3238	302	15	10.4	10.4	NUM
epaa-3238	302	16	no	no	INTJ
epaa-3238	303	1	no	no	INTJ
epaa-3238	303	2	(	(	PUNCT
epaa-3238	303	3	441	441	NUM
epaa-3238	303	4	)	)	PUNCT
epaa-3238	303	5	lindenwood	lindenwood	PROPN
epaa-3238	303	6	university	university	PROPN
epaa-3238	303	7	5.7	5.7	NUM
epaa-3238	303	8	9	9	NUM
epaa-3238	303	9	30	30	NUM
epaa-3238	303	10	32	32	NUM
epaa-3238	303	11	0	0	NUM
epaa-3238	303	12	44	44	NUM
epaa-3238	303	13	3.1	3.1	NUM
epaa-3238	303	14	yes	yes	INTJ
epaa-3238	304	1	no	no	DET
epaa-3238	304	2	note	note	NOUN
epaa-3238	304	3	:	:	PUNCT
epaa-3238	304	4	rankings	ranking	NOUN
epaa-3238	304	5	are	be	AUX
epaa-3238	304	6	based	base	VERB
epaa-3238	304	7	annual	annual	ADJ
epaa-3238	304	8	roi	roi	NOUN
epaa-3238	304	9	,	,	PUNCT
epaa-3238	304	10	adjusted	adjust	VERB
epaa-3238	304	11	for	for	ADP
epaa-3238	304	12	aid	aid	NOUN
epaa-3238	304	13	and	and	CCONJ
epaa-3238	304	14	cost	cost	NOUN
epaa-3238	304	15	.	.	PUNCT
epaa-3238	305	1	data	datum	NOUN
epaa-3238	305	2	are	be	AUX
epaa-3238	305	3	listwise	listwise	ADJ
epaa-3238	305	4	complete	complete	ADJ
epaa-3238	305	5	and	and	CCONJ
epaa-3238	305	6	represent	represent	VERB
epaa-3238	305	7	the	the	DET
epaa-3238	305	8	colleges	college	NOUN
epaa-3238	305	9	and	and	CCONJ
epaa-3238	305	10	universities	university	NOUN
epaa-3238	305	11	included	include	VERB
epaa-3238	305	12	in	in	ADP
epaa-3238	305	13	reported	report	VERB
epaa-3238	305	14	analysis	analysis	NOUN
epaa-3238	305	15	.	.	PUNCT
epaa-3238	306	1	education	education	NOUN
epaa-3238	306	2	policy	policy	NOUN
epaa-3238	306	3	analysis	analysis	NOUN
epaa-3238	306	4	archives	archive	NOUN
epaa-3238	306	5	vol	vol	NOUN
epaa-3238	306	6	.	.	PUNCT
epaa-3238	307	1	25	25	NUM
epaa-3238	307	2	no	no	NOUN
epaa-3238	307	3	.	.	PUNCT
epaa-3238	308	1	110	110	NUM
epaa-3238	308	2	16	16	NUM
epaa-3238	308	3	model	model	NOUN
epaa-3238	308	4	results	result	NOUN
epaa-3238	308	5	table	table	NOUN
epaa-3238	308	6	3	3	NUM
epaa-3238	308	7	reports	report	NOUN
epaa-3238	308	8	regression	regression	NOUN
epaa-3238	308	9	coefficients	coefficient	NOUN
epaa-3238	308	10	and	and	CCONJ
epaa-3238	308	11	standard	standard	ADJ
epaa-3238	308	12	errors	error	NOUN
epaa-3238	308	13	as	as	SCONJ
epaa-3238	308	14	follows	follow	VERB
epaa-3238	308	15	:	:	PUNCT
epaa-3238	308	16	column	column	NOUN
epaa-3238	308	17	one	one	NUM
epaa-3238	308	18	reports	report	VERB
epaa-3238	308	19	the	the	DET
epaa-3238	308	20	bivariate	bivariate	ADJ
epaa-3238	308	21	relationship	relationship	NOUN
epaa-3238	308	22	between	between	ADP
epaa-3238	308	23	roi	roi	NOUN
epaa-3238	308	24	and	and	CCONJ
epaa-3238	308	25	each	each	DET
epaa-3238	308	26	independent	independent	ADJ
epaa-3238	308	27	variable	variable	NOUN
epaa-3238	308	28	(	(	PUNCT
epaa-3238	308	29	model	model	NOUN
epaa-3238	308	30	1	1	NUM
epaa-3238	308	31	)	)	PUNCT
epaa-3238	308	32	;	;	PUNCT
epaa-3238	308	33	columns	column	NOUN
epaa-3238	308	34	3	3	NUM
epaa-3238	308	35	and	and	CCONJ
epaa-3238	308	36	4	4	NUM
epaa-3238	308	37	report	report	VERB
epaa-3238	308	38	the	the	DET
epaa-3238	308	39	joint	joint	ADJ
epaa-3238	308	40	-	-	PUNCT
epaa-3238	308	41	effects	effect	NOUN
epaa-3238	308	42	of	of	ADP
epaa-3238	308	43	all	all	DET
epaa-3238	308	44	compositional	compositional	ADJ
epaa-3238	308	45	and	and	CCONJ
epaa-3238	308	46	institutional	institutional	ADJ
epaa-3238	308	47	variables	variable	NOUN
epaa-3238	308	48	,	,	PUNCT
epaa-3238	308	49	respectively	respectively	ADV
epaa-3238	308	50	,	,	PUNCT
epaa-3238	308	51	and	and	CCONJ
epaa-3238	308	52	column	column	NOUN
epaa-3238	308	53	4	4	NUM
epaa-3238	308	54	reports	report	VERB
epaa-3238	308	55	model	model	NOUN
epaa-3238	308	56	parameters	parameter	NOUN
epaa-3238	308	57	for	for	ADP
epaa-3238	308	58	a	a	DET
epaa-3238	308	59	fully	fully	ADV
epaa-3238	308	60	specified	specify	VERB
epaa-3238	308	61	model	model	NOUN
epaa-3238	308	62	that	that	PRON
epaa-3238	308	63	includes	include	VERB
epaa-3238	308	64	all	all	DET
epaa-3238	308	65	compositional	compositional	ADJ
epaa-3238	308	66	and	and	CCONJ
epaa-3238	308	67	institutional	institutional	ADJ
epaa-3238	308	68	variables	variable	NOUN
epaa-3238	308	69	.	.	PUNCT
epaa-3238	309	1	8	8	NUM
epaa-3238	309	2	bivariate	bivariate	ADJ
epaa-3238	309	3	correlations	correlation	NOUN
epaa-3238	309	4	with	with	ADP
epaa-3238	309	5	few	few	ADJ
epaa-3238	309	6	exceptions	exception	NOUN
epaa-3238	309	7	,	,	PUNCT
epaa-3238	309	8	the	the	DET
epaa-3238	309	9	bivariate	bivariate	ADJ
epaa-3238	309	10	correlations	correlation	NOUN
epaa-3238	309	11	align	align	VERB
epaa-3238	309	12	with	with	ADP
epaa-3238	309	13	expectations	expectation	NOUN
epaa-3238	309	14	from	from	ADP
epaa-3238	309	15	prior	prior	ADJ
epaa-3238	309	16	research	research	NOUN
epaa-3238	309	17	.	.	PUNCT
epaa-3238	310	1	except	except	SCONJ
epaa-3238	310	2	for	for	ADP
epaa-3238	310	3	share	share	NOUN
epaa-3238	310	4	of	of	ADP
epaa-3238	310	5	humanities	humanity	NOUN
epaa-3238	310	6	degrees	degree	NOUN
epaa-3238	310	7	and	and	CCONJ
epaa-3238	310	8	hispanic	hispanic	ADJ
epaa-3238	310	9	share	share	NOUN
epaa-3238	310	10	of	of	ADP
epaa-3238	310	11	students	student	NOUN
epaa-3238	310	12	,	,	PUNCT
epaa-3238	310	13	all	all	DET
epaa-3238	310	14	compositional	compositional	ADJ
epaa-3238	310	15	coefficients	coefficient	NOUN
epaa-3238	310	16	were	be	AUX
epaa-3238	310	17	statistically	statistically	ADV
epaa-3238	310	18	significant	significant	ADJ
epaa-3238	310	19	and	and	CCONJ
epaa-3238	310	20	in	in	ADP
epaa-3238	310	21	the	the	DET
epaa-3238	310	22	expected	expect	VERB
epaa-3238	310	23	direction	direction	NOUN
epaa-3238	310	24	:	:	PUNCT
epaa-3238	310	25	sat	sit	VERB
epaa-3238	310	26	scores	score	NOUN
epaa-3238	310	27	(	(	PUNCT
epaa-3238	310	28	+	+	ADJ
epaa-3238	310	29	)	)	PUNCT
epaa-3238	310	30	,	,	PUNCT
epaa-3238	310	31	pell	pell	NOUN
epaa-3238	310	32	grants	grant	NOUN
epaa-3238	310	33	(	(	PUNCT
epaa-3238	310	34	-	-	PUNCT
epaa-3238	310	35	)	)	PUNCT
epaa-3238	310	36	,	,	PUNCT
epaa-3238	310	37	non	non	ADJ
epaa-3238	310	38	-	-	ADJ
epaa-3238	310	39	traditional	traditional	ADJ
epaa-3238	310	40	share	share	NOUN
epaa-3238	310	41	(	(	PUNCT
epaa-3238	310	42	-	-	PUNCT
epaa-3238	310	43	)	)	PUNCT
epaa-3238	310	44	,	,	PUNCT
epaa-3238	310	45	asian	asian	ADJ
epaa-3238	310	46	share	share	NOUN
epaa-3238	310	47	(	(	PUNCT
epaa-3238	310	48	+	+	NOUN
epaa-3238	310	49	)	)	PUNCT
epaa-3238	310	50	,	,	PUNCT
epaa-3238	310	51	black	black	ADJ
epaa-3238	310	52	share	share	NOUN
epaa-3238	310	53	(	(	PUNCT
epaa-3238	310	54	-	-	PUNCT
epaa-3238	310	55	)	)	PUNCT
epaa-3238	310	56	,	,	PUNCT
epaa-3238	310	57	female	female	ADJ
epaa-3238	310	58	share	share	NOUN
epaa-3238	310	59	(	(	PUNCT
epaa-3238	310	60	-	-	PUNCT
epaa-3238	310	61	)	)	PUNCT
epaa-3238	310	62	,	,	PUNCT
epaa-3238	310	63	business	business	NOUN
epaa-3238	310	64	degrees	degree	NOUN
epaa-3238	310	65	(	(	PUNCT
epaa-3238	310	66	-	-	PUNCT
epaa-3238	310	67	)	)	PUNCT
epaa-3238	310	68	,	,	PUNCT
epaa-3238	310	69	engineering	engineering	NOUN
epaa-3238	310	70	degrees	degree	NOUN
epaa-3238	310	71	(	(	PUNCT
epaa-3238	310	72	+	+	NOUN
epaa-3238	310	73	)	)	PUNCT
epaa-3238	310	74	,	,	PUNCT
epaa-3238	310	75	and	and	CCONJ
epaa-3238	310	76	science	science	NOUN
epaa-3238	310	77	degrees	degree	NOUN
epaa-3238	310	78	(	(	PUNCT
epaa-3238	310	79	+	+	NOUN
epaa-3238	310	80	)	)	PUNCT
epaa-3238	310	81	.	.	PUNCT
epaa-3238	311	1	bivariate	bivariate	ADJ
epaa-3238	311	2	correlations	correlation	NOUN
epaa-3238	311	3	for	for	ADP
epaa-3238	311	4	institutional	institutional	ADJ
epaa-3238	311	5	factors	factor	NOUN
epaa-3238	311	6	largely	largely	ADV
epaa-3238	311	7	conformed	conform	VERB
epaa-3238	311	8	to	to	ADP
epaa-3238	311	9	our	our	PRON
epaa-3238	311	10	expectation	expectation	NOUN
epaa-3238	311	11	that	that	SCONJ
epaa-3238	311	12	high	high	ADJ
epaa-3238	311	13	-	-	PUNCT
epaa-3238	311	14	quality	quality	NOUN
epaa-3238	311	15	institutions	institution	NOUN
epaa-3238	311	16	have	have	AUX
epaa-3238	311	17	above	above	ADP
epaa-3238	311	18	average	average	ADJ
epaa-3238	311	19	roi	roi	NOUN
epaa-3238	311	20	,	,	PUNCT
epaa-3238	311	21	with	with	ADP
epaa-3238	311	22	one	one	NUM
epaa-3238	311	23	exception	exception	NOUN
epaa-3238	311	24	:	:	PUNCT
epaa-3238	311	25	in	in	ADP
epaa-3238	311	26	these	these	DET
epaa-3238	311	27	data	datum	NOUN
epaa-3238	311	28	,	,	PUNCT
epaa-3238	311	29	private	private	ADJ
epaa-3238	311	30	university	university	NOUN
epaa-3238	311	31	status	status	NOUN
epaa-3238	311	32	had	have	VERB
epaa-3238	311	33	an	an	DET
epaa-3238	311	34	unconditional	unconditional	ADJ
epaa-3238	311	35	,	,	PUNCT
epaa-3238	311	36	negative	negative	ADJ
epaa-3238	311	37	correlation	correlation	NOUN
epaa-3238	311	38	with	with	ADP
epaa-3238	311	39	ihe	ihe	PROPN
epaa-3238	311	40	roi	roi	PROPN
epaa-3238	311	41	,	,	PUNCT
epaa-3238	311	42	which	which	PRON
epaa-3238	311	43	runs	run	VERB
epaa-3238	311	44	counter	counter	ADV
epaa-3238	311	45	to	to	ADP
epaa-3238	311	46	prior	prior	ADJ
epaa-3238	311	47	research	research	NOUN
epaa-3238	311	48	(	(	PUNCT
epaa-3238	311	49	see	see	VERB
epaa-3238	311	50	,	,	PUNCT
epaa-3238	311	51	for	for	ADP
epaa-3238	311	52	example	example	NOUN
epaa-3238	311	53	,	,	PUNCT
epaa-3238	311	54	thomas	thomas	PROPN
epaa-3238	311	55	,	,	PUNCT
epaa-3238	311	56	2000	2000	NUM
epaa-3238	311	57	)	)	PUNCT
epaa-3238	311	58	.	.	PUNCT
epaa-3238	312	1	targeted	target	VERB
epaa-3238	312	2	investments	investment	NOUN
epaa-3238	312	3	in	in	ADP
epaa-3238	312	4	areas	area	NOUN
epaa-3238	312	5	such	such	ADJ
epaa-3238	312	6	as	as	ADP
epaa-3238	312	7	student	student	NOUN
epaa-3238	312	8	learning	learning	NOUN
epaa-3238	312	9	and	and	CCONJ
epaa-3238	312	10	instruction	instruction	NOUN
epaa-3238	312	11	are	be	AUX
epaa-3238	312	12	positively	positively	ADV
epaa-3238	312	13	correlated	correlate	VERB
epaa-3238	312	14	with	with	ADP
epaa-3238	312	15	roi	roi	NOUN
epaa-3238	312	16	,	,	PUNCT
epaa-3238	312	17	though	though	SCONJ
epaa-3238	312	18	academic	academic	ADJ
epaa-3238	312	19	support	support	NOUN
epaa-3238	312	20	expenditures	expenditure	NOUN
epaa-3238	312	21	was	be	AUX
epaa-3238	312	22	not	not	PART
epaa-3238	312	23	statistically	statistically	ADV
epaa-3238	312	24	significant	significant	ADJ
epaa-3238	312	25	.	.	PUNCT
epaa-3238	313	1	multivariate	multivariate	NOUN
epaa-3238	313	2	correlations	correlation	VERB
epaa-3238	313	3	the	the	DET
epaa-3238	313	4	composition	composition	NOUN
epaa-3238	313	5	of	of	ADP
epaa-3238	313	6	the	the	DET
epaa-3238	313	7	student	student	NOUN
epaa-3238	313	8	body	body	NOUN
epaa-3238	313	9	that	that	PRON
epaa-3238	313	10	ihes	ihe	NOUN
epaa-3238	313	11	assemble	assemble	VERB
epaa-3238	313	12	have	have	VERB
epaa-3238	313	13	substantial	substantial	ADJ
epaa-3238	313	14	bearing	bearing	NOUN
epaa-3238	313	15	on	on	ADP
epaa-3238	313	16	the	the	DET
epaa-3238	313	17	aggregate	aggregate	ADJ
epaa-3238	313	18	return	return	NOUN
epaa-3238	313	19	on	on	ADP
epaa-3238	313	20	investment	investment	NOUN
epaa-3238	313	21	of	of	ADP
epaa-3238	313	22	their	their	PRON
epaa-3238	313	23	graduates	graduate	NOUN
epaa-3238	313	24	.	.	PUNCT
epaa-3238	314	1	collectively	collectively	ADV
epaa-3238	314	2	,	,	PUNCT
epaa-3238	314	3	variables	variable	NOUN
epaa-3238	314	4	measuring	measure	VERB
epaa-3238	314	5	student	student	NOUN
epaa-3238	314	6	body	body	NOUN
epaa-3238	314	7	attributes	attribute	NOUN
epaa-3238	314	8	explain	explain	VERB
epaa-3238	314	9	59	59	NUM
epaa-3238	314	10	%	%	NOUN
epaa-3238	314	11	of	of	ADP
epaa-3238	314	12	the	the	DET
epaa-3238	314	13	variation	variation	NOUN
epaa-3238	314	14	in	in	ADP
epaa-3238	314	15	roi	roi	NOUN
epaa-3238	314	16	across	across	ADP
epaa-3238	314	17	more	more	ADJ
epaa-3238	314	18	than	than	ADP
epaa-3238	314	19	400	400	NUM
epaa-3238	314	20	american	american	ADJ
epaa-3238	314	21	ihes	ihe	NOUN
epaa-3238	314	22	(	(	PUNCT
epaa-3238	314	23	column	column	NOUN
epaa-3238	314	24	2	2	NUM
epaa-3238	314	25	)	)	PUNCT
epaa-3238	314	26	.	.	PUNCT
epaa-3238	315	1	when	when	SCONJ
epaa-3238	315	2	measures	measure	NOUN
epaa-3238	315	3	of	of	ADP
epaa-3238	315	4	student	student	NOUN
epaa-3238	315	5	body	body	NOUN
epaa-3238	315	6	composition	composition	NOUN
epaa-3238	315	7	were	be	AUX
epaa-3238	315	8	jointly	jointly	ADV
epaa-3238	315	9	estimated	estimate	VERB
epaa-3238	315	10	,	,	PUNCT
epaa-3238	315	11	changes	change	NOUN
epaa-3238	315	12	in	in	ADP
epaa-3238	315	13	association	association	NOUN
epaa-3238	315	14	between	between	ADP
epaa-3238	315	15	roi	roi	NOUN
epaa-3238	315	16	and	and	CCONJ
epaa-3238	315	17	student	student	NOUN
epaa-3238	315	18	body	body	NOUN
epaa-3238	315	19	variables	variable	VERB
epaa-3238	315	20	over	over	ADP
epaa-3238	315	21	the	the	DET
epaa-3238	315	22	bivariate	bivariate	ADJ
epaa-3238	315	23	correlations	correlation	NOUN
epaa-3238	315	24	were	be	AUX
epaa-3238	315	25	often	often	ADV
epaa-3238	315	26	substantial	substantial	ADJ
epaa-3238	315	27	.	.	PUNCT
epaa-3238	316	1	net	net	NOUN
epaa-3238	316	2	of	of	ADP
epaa-3238	316	3	other	other	ADJ
epaa-3238	316	4	student	student	NOUN
epaa-3238	316	5	body	body	NOUN
epaa-3238	316	6	attributes	attribute	VERB
epaa-3238	316	7	,	,	PUNCT
epaa-3238	316	8	coefficients	coefficient	NOUN
epaa-3238	316	9	for	for	ADP
epaa-3238	316	10	five	five	NUM
epaa-3238	316	11	variables	variable	NOUN
epaa-3238	316	12	that	that	PRON
epaa-3238	316	13	were	be	AUX
epaa-3238	316	14	statistically	statistically	ADV
epaa-3238	316	15	significant	significant	ADJ
epaa-3238	316	16	in	in	ADP
epaa-3238	316	17	the	the	DET
epaa-3238	316	18	bivariate	bivariate	ADJ
epaa-3238	316	19	models	model	NOUN
epaa-3238	316	20	,	,	PUNCT
epaa-3238	316	21	including	include	VERB
epaa-3238	316	22	sat	sit	VERB
epaa-3238	316	23	scores	score	NOUN
epaa-3238	316	24	,	,	PUNCT
epaa-3238	316	25	non	non	ADJ
epaa-3238	316	26	-	-	ADJ
epaa-3238	316	27	traditional	traditional	ADJ
epaa-3238	316	28	students	student	NOUN
epaa-3238	316	29	,	,	PUNCT
epaa-3238	316	30	black	black	ADJ
epaa-3238	316	31	share	share	NOUN
epaa-3238	316	32	of	of	ADP
epaa-3238	316	33	student	student	NOUN
epaa-3238	316	34	body	body	NOUN
epaa-3238	316	35	,	,	PUNCT
epaa-3238	316	36	and	and	CCONJ
epaa-3238	316	37	share	share	NOUN
epaa-3238	316	38	of	of	ADP
epaa-3238	316	39	degrees	degree	NOUN
epaa-3238	316	40	in	in	ADP
epaa-3238	316	41	business	business	NOUN
epaa-3238	316	42	and	and	CCONJ
epaa-3238	316	43	the	the	DET
epaa-3238	316	44	humanities	humanity	NOUN
epaa-3238	316	45	were	be	AUX
epaa-3238	316	46	no	no	ADV
epaa-3238	316	47	longer	long	ADV
epaa-3238	316	48	significant	significant	ADJ
epaa-3238	316	49	.	.	PUNCT
epaa-3238	317	1	after	after	ADP
epaa-3238	317	2	controlling	control	VERB
epaa-3238	317	3	for	for	ADP
epaa-3238	317	4	other	other	ADJ
epaa-3238	317	5	student	student	NOUN
epaa-3238	317	6	body	body	NOUN
epaa-3238	317	7	characteristics	characteristic	NOUN
epaa-3238	317	8	,	,	PUNCT
epaa-3238	317	9	the	the	DET
epaa-3238	317	10	negative	negative	ADJ
epaa-3238	317	11	effect	effect	NOUN
epaa-3238	317	12	of	of	ADP
epaa-3238	317	13	student	student	NOUN
epaa-3238	317	14	background	background	NOUN
epaa-3238	317	15	decreased	decrease	VERB
epaa-3238	317	16	by	by	ADP
epaa-3238	317	17	63	63	NUM
epaa-3238	317	18	%	%	NOUN
epaa-3238	317	19	and	and	CCONJ
epaa-3238	317	20	the	the	DET
epaa-3238	317	21	gender	gender	NOUN
epaa-3238	317	22	coefficient	coefficient	NOUN
epaa-3238	317	23	decreased	decrease	VERB
epaa-3238	317	24	by	by	ADP
epaa-3238	317	25	77	77	NUM
epaa-3238	317	26	%	%	NOUN
epaa-3238	317	27	.	.	PUNCT
epaa-3238	318	1	adjusting	adjust	VERB
epaa-3238	318	2	for	for	ADP
epaa-3238	318	3	other	other	ADJ
epaa-3238	318	4	student	student	NOUN
epaa-3238	318	5	body	body	NOUN
epaa-3238	318	6	attributes	attribute	VERB
epaa-3238	318	7	,	,	PUNCT
epaa-3238	318	8	the	the	DET
epaa-3238	318	9	coefficients	coefficient	NOUN
epaa-3238	318	10	increased	increase	VERB
epaa-3238	318	11	for	for	ADP
epaa-3238	318	12	asian	asian	ADJ
epaa-3238	318	13	students	student	NOUN
epaa-3238	318	14	(	(	PUNCT
epaa-3238	318	15	350	350	NUM
epaa-3238	318	16	%	%	NOUN
epaa-3238	318	17	)	)	PUNCT
epaa-3238	318	18	,	,	PUNCT
epaa-3238	318	19	engineering	engineering	NOUN
epaa-3238	318	20	(	(	PUNCT
epaa-3238	318	21	217	217	NUM
epaa-3238	318	22	%	%	NOUN
epaa-3238	318	23	)	)	PUNCT
epaa-3238	318	24	and	and	CCONJ
epaa-3238	318	25	science	science	NOUN
epaa-3238	318	26	degrees	degree	NOUN
epaa-3238	318	27	(	(	PUNCT
epaa-3238	318	28	220	220	NUM
epaa-3238	318	29	%	%	NOUN
epaa-3238	318	30	)	)	PUNCT
epaa-3238	318	31	.	.	PUNCT
epaa-3238	319	1	results	result	NOUN
epaa-3238	319	2	in	in	ADP
epaa-3238	319	3	column	column	NOUN
epaa-3238	319	4	2	2	NUM
epaa-3238	319	5	show	show	VERB
epaa-3238	319	6	that	that	SCONJ
epaa-3238	319	7	holding	hold	VERB
epaa-3238	319	8	constant	constant	ADJ
epaa-3238	319	9	many	many	ADJ
epaa-3238	319	10	other	other	ADJ
epaa-3238	319	11	attributes	attribute	NOUN
epaa-3238	319	12	of	of	ADP
epaa-3238	319	13	student	student	NOUN
epaa-3238	319	14	body	body	NOUN
epaa-3238	319	15	composition	composition	NOUN
epaa-3238	319	16	,	,	PUNCT
epaa-3238	319	17	share	share	NOUN
epaa-3238	319	18	of	of	ADP
epaa-3238	319	19	stem	stem	NOUN
epaa-3238	319	20	degrees	degree	NOUN
epaa-3238	319	21	is	be	AUX
epaa-3238	319	22	positively	positively	ADV
epaa-3238	319	23	correlated	correlate	VERB
epaa-3238	319	24	with	with	ADP
epaa-3238	319	25	roi	roi	NOUN
epaa-3238	319	26	,	,	PUNCT
epaa-3238	319	27	but	but	CCONJ
epaa-3238	319	28	awarding	award	VERB
epaa-3238	319	29	humanities	humanity	NOUN
epaa-3238	319	30	and	and	CCONJ
epaa-3238	319	31	business	business	NOUN
epaa-3238	319	32	degrees	degree	NOUN
epaa-3238	319	33	are	be	AUX
epaa-3238	319	34	not	not	PART
epaa-3238	319	35	.	.	PUNCT
epaa-3238	320	1	minority	minority	NOUN
epaa-3238	320	2	student	student	NOUN
epaa-3238	320	3	body	body	NOUN
epaa-3238	320	4	share	share	NOUN
epaa-3238	320	5	,	,	PUNCT
epaa-3238	320	6	here	here	ADV
epaa-3238	320	7	measured	measure	VERB
epaa-3238	320	8	by	by	ADP
epaa-3238	320	9	share	share	NOUN
epaa-3238	320	10	of	of	ADP
epaa-3238	320	11	black	black	ADJ
epaa-3238	320	12	and	and	CCONJ
epaa-3238	320	13	hispanic	hispanic	ADJ
epaa-3238	320	14	students	student	NOUN
epaa-3238	320	15	,	,	PUNCT
epaa-3238	320	16	is	be	AUX
epaa-3238	320	17	unrelated	unrelated	ADJ
epaa-3238	320	18	to	to	ADP
epaa-3238	320	19	ihe	ihe	PROPN
epaa-3238	320	20	roi	roi	PROPN
epaa-3238	320	21	once	once	SCONJ
epaa-3238	320	22	other	other	ADJ
epaa-3238	320	23	factors	factor	NOUN
epaa-3238	320	24	,	,	PUNCT
epaa-3238	320	25	such	such	ADJ
epaa-3238	320	26	as	as	ADP
epaa-3238	320	27	choice	choice	NOUN
epaa-3238	320	28	of	of	ADP
epaa-3238	320	29	degree	degree	NOUN
epaa-3238	320	30	,	,	PUNCT
epaa-3238	320	31	family	family	NOUN
epaa-3238	320	32	background	background	NOUN
epaa-3238	320	33	,	,	PUNCT
epaa-3238	320	34	and	and	CCONJ
epaa-3238	320	35	student	student	NOUN
epaa-3238	320	36	ability	ability	NOUN
epaa-3238	320	37	,	,	PUNCT
epaa-3238	320	38	are	be	AUX
epaa-3238	320	39	held	hold	VERB
epaa-3238	320	40	constant	constant	ADJ
epaa-3238	320	41	.	.	PUNCT
epaa-3238	321	1	high	high	ADJ
epaa-3238	321	2	quality	quality	NOUN
epaa-3238	321	3	,	,	PUNCT
epaa-3238	321	4	effective	effective	ADJ
epaa-3238	321	5	institutions	institution	NOUN
epaa-3238	321	6	(	(	PUNCT
epaa-3238	321	7	e.g.	e.g.	ADV
epaa-3238	321	8	graduation	graduation	NOUN
epaa-3238	321	9	rates	rate	NOUN
epaa-3238	321	10	)	)	PUNCT
epaa-3238	321	11	that	that	PRON
epaa-3238	321	12	make	make	VERB
epaa-3238	321	13	relatively	relatively	ADV
epaa-3238	321	14	large	large	ADJ
epaa-3238	321	15	,	,	PUNCT
epaa-3238	321	16	strategic	strategic	ADJ
epaa-3238	321	17	investments	investment	NOUN
epaa-3238	321	18	in	in	ADP
epaa-3238	321	19	student	student	NOUN
epaa-3238	321	20	outcomes	outcome	NOUN
epaa-3238	321	21	tend	tend	VERB
epaa-3238	321	22	to	to	PART
epaa-3238	321	23	have	have	VERB
epaa-3238	321	24	higher	high	ADJ
epaa-3238	321	25	roi	roi	NOUN
epaa-3238	321	26	scores	score	NOUN
epaa-3238	321	27	than	than	ADP
epaa-3238	321	28	lower	low	ADJ
epaa-3238	321	29	quality	quality	NOUN
epaa-3238	321	30	institutions	institution	NOUN
epaa-3238	321	31	making	make	VERB
epaa-3238	321	32	fewer	few	ADJ
epaa-3238	321	33	investments	investment	NOUN
epaa-3238	321	34	(	(	PUNCT
epaa-3238	321	35	column	column	NOUN
epaa-3238	321	36	3	3	NUM
epaa-3238	321	37	)	)	PUNCT
epaa-3238	321	38	.	.	PUNCT
epaa-3238	322	1	collectively	collectively	ADV
epaa-3238	322	2	,	,	PUNCT
epaa-3238	322	3	variables	variable	NOUN
epaa-3238	322	4	measuring	measure	VERB
epaa-3238	322	5	institutional	institutional	ADJ
epaa-3238	322	6	characteristics	characteristic	NOUN
epaa-3238	322	7	accounted	account	VERB
epaa-3238	322	8	for	for	ADP
epaa-3238	322	9	66	66	NUM
epaa-3238	322	10	%	%	NOUN
epaa-3238	322	11	of	of	ADP
epaa-3238	322	12	inter	inter	ADJ
epaa-3238	322	13	-	-	ADJ
epaa-3238	322	14	university	university	NOUN
epaa-3238	322	15	variation	variation	NOUN
epaa-3238	322	16	in	in	ADP
epaa-3238	322	17	annual	annual	ADJ
epaa-3238	322	18	roi	roi	NOUN
epaa-3238	322	19	.	.	PUNCT
epaa-3238	323	1	four	four	NUM
epaa-3238	323	2	variables	variable	NOUN
epaa-3238	323	3	that	that	PRON
epaa-3238	323	4	showed	show	VERB
epaa-3238	323	5	a	a	DET
epaa-3238	323	6	robust	robust	ADJ
epaa-3238	323	7	,	,	PUNCT
epaa-3238	323	8	statistically	statistically	ADV
epaa-3238	323	9	significant	significant	ADJ
epaa-3238	323	10	correlation	correlation	NOUN
epaa-3238	323	11	with	with	ADP
epaa-3238	323	12	roi	roi	NOUN
epaa-3238	323	13	were	be	AUX
epaa-3238	323	14	private	private	ADJ
epaa-3238	323	15	institutions	institution	NOUN
epaa-3238	323	16	,	,	PUNCT
epaa-3238	323	17	graduation	graduation	NOUN
epaa-3238	323	18	rates	rate	NOUN
epaa-3238	323	19	,	,	PUNCT
epaa-3238	323	20	student	student	NOUN
epaa-3238	323	21	body	body	NOUN
epaa-3238	323	22	size	size	NOUN
epaa-3238	323	23	,	,	PUNCT
epaa-3238	323	24	and	and	CCONJ
epaa-3238	323	25	expenditures	expenditure	NOUN
epaa-3238	323	26	per	per	ADP
epaa-3238	323	27	fte	fte	NOUN
epaa-3238	323	28	on	on	ADP
epaa-3238	323	29	instruction	instruction	NOUN
epaa-3238	323	30	.	.	PUNCT
epaa-3238	324	1	after	after	ADP
epaa-3238	324	2	controlling	control	VERB
epaa-3238	324	3	for	for	ADP
epaa-3238	324	4	other	other	ADJ
epaa-3238	324	5	measures	measure	NOUN
epaa-3238	324	6	of	of	ADP
epaa-3238	324	7	institutional	institutional	ADJ
epaa-3238	324	8	quality	quality	NOUN
epaa-3238	324	9	,	,	PUNCT
epaa-3238	324	10	private	private	ADJ
epaa-3238	324	11	schools	school	NOUN
epaa-3238	324	12	deliver	deliver	VERB
epaa-3238	324	13	,	,	PUNCT
epaa-3238	324	14	on	on	ADP
epaa-3238	324	15	average	average	ADJ
epaa-3238	324	16	,	,	PUNCT
epaa-3238	324	17	a	a	DET
epaa-3238	324	18	roughly	roughly	ADV
epaa-3238	324	19	1.2	1.2	NUM
epaa-3238	324	20	%	%	NOUN
epaa-3238	324	21	lower	low	ADJ
epaa-3238	324	22	annual	annual	ADJ
epaa-3238	324	23	return	return	NOUN
epaa-3238	324	24	on	on	ADP
epaa-3238	324	25	investment	investment	NOUN
epaa-3238	324	26	than	than	ADP
epaa-3238	324	27	8	8	NUM
epaa-3238	324	28	inspection	inspection	NOUN
epaa-3238	324	29	of	of	ADP
epaa-3238	324	30	variance	variance	NOUN
epaa-3238	324	31	inflation	inflation	NOUN
epaa-3238	324	32	factors	factor	NOUN
epaa-3238	324	33	(	(	PUNCT
epaa-3238	324	34	vif	vif	NOUN
epaa-3238	324	35	)	)	PUNCT
epaa-3238	324	36	offered	offer	VERB
epaa-3238	324	37	no	no	DET
epaa-3238	324	38	evidence	evidence	NOUN
epaa-3238	324	39	of	of	ADP
epaa-3238	324	40	significant	significant	ADJ
epaa-3238	324	41	multi	multi	NOUN
epaa-3238	324	42	-	-	NOUN
epaa-3238	324	43	collinearity	collinearity	NOUN
epaa-3238	324	44	among	among	ADP
epaa-3238	324	45	the	the	DET
epaa-3238	324	46	variables	variable	NOUN
epaa-3238	324	47	.	.	PUNCT
epaa-3238	325	1	ranking	rank	VERB
epaa-3238	325	2	colleges	college	NOUN
epaa-3238	325	3	and	and	CCONJ
epaa-3238	325	4	universities	university	NOUN
epaa-3238	325	5	on	on	ADP
epaa-3238	325	6	returns	return	NOUN
epaa-3238	325	7	to	to	ADP
epaa-3238	325	8	education	education	NOUN
epaa-3238	325	9	17	17	NUM
epaa-3238	325	10	education	education	NOUN
epaa-3238	325	11	policy	policy	NOUN
epaa-3238	325	12	analysis	analysis	NOUN
epaa-3238	325	13	archives	archive	NOUN
epaa-3238	325	14	vol	vol	NOUN
epaa-3238	325	15	.	.	PUNCT
epaa-3238	326	1	25	25	NUM
epaa-3238	326	2	no	no	NOUN
epaa-3238	326	3	.	.	PUNCT
epaa-3238	327	1	110	110	NUM
epaa-3238	327	2	18	18	NUM
epaa-3238	327	3	public	public	ADJ
epaa-3238	327	4	schools	school	NOUN
epaa-3238	327	5	.	.	PUNCT
epaa-3238	328	1	a	a	DET
epaa-3238	328	2	1	1	NUM
epaa-3238	328	3	%	%	NOUN
epaa-3238	328	4	increase	increase	NOUN
epaa-3238	328	5	in	in	ADP
epaa-3238	328	6	graduation	graduation	NOUN
epaa-3238	328	7	rate	rate	NOUN
epaa-3238	328	8	was	be	AUX
epaa-3238	328	9	associated	associate	VERB
epaa-3238	328	10	with	with	ADP
epaa-3238	328	11	a	a	DET
epaa-3238	328	12	0.076	0.076	NUM
epaa-3238	328	13	%	%	NOUN
epaa-3238	328	14	increase	increase	NOUN
epaa-3238	328	15	in	in	ADP
epaa-3238	328	16	expected	expected	ADJ
epaa-3238	328	17	roi	roi	NOUN
epaa-3238	328	18	.	.	PUNCT
epaa-3238	329	1	column	column	NOUN
epaa-3238	329	2	3	3	NUM
epaa-3238	329	3	results	result	NOUN
epaa-3238	329	4	also	also	ADV
epaa-3238	329	5	indicate	indicate	VERB
epaa-3238	329	6	that	that	SCONJ
epaa-3238	329	7	after	after	ADP
epaa-3238	329	8	controlling	control	VERB
epaa-3238	329	9	for	for	ADP
epaa-3238	329	10	many	many	ADJ
epaa-3238	329	11	other	other	ADJ
epaa-3238	329	12	institutional	institutional	ADJ
epaa-3238	329	13	variables	variable	NOUN
epaa-3238	329	14	,	,	PUNCT
epaa-3238	329	15	neither	neither	PRON
epaa-3238	329	16	university	university	NOUN
epaa-3238	329	17	reputation	reputation	NOUN
epaa-3238	329	18	nor	nor	CCONJ
epaa-3238	329	19	selectivity	selectivity	NOUN
epaa-3238	329	20	were	be	AUX
epaa-3238	329	21	related	relate	VERB
epaa-3238	329	22	to	to	PART
epaa-3238	329	23	roi	roi	VERB
epaa-3238	329	24	in	in	ADP
epaa-3238	329	25	these	these	DET
epaa-3238	329	26	data	datum	NOUN
epaa-3238	329	27	.	.	PUNCT
epaa-3238	330	1	column	column	NOUN
epaa-3238	330	2	4	4	NUM
epaa-3238	330	3	,	,	PUNCT
epaa-3238	330	4	which	which	PRON
epaa-3238	330	5	reports	report	VERB
epaa-3238	330	6	joint	joint	ADJ
epaa-3238	330	7	estimates	estimate	NOUN
epaa-3238	330	8	for	for	ADP
epaa-3238	330	9	all	all	DET
epaa-3238	330	10	compositional	compositional	ADJ
epaa-3238	330	11	and	and	CCONJ
epaa-3238	330	12	institutional	institutional	ADJ
epaa-3238	330	13	factors	factor	NOUN
epaa-3238	330	14	,	,	PUNCT
epaa-3238	330	15	indicates	indicate	VERB
epaa-3238	330	16	that	that	SCONJ
epaa-3238	330	17	coefficients	coefficient	NOUN
epaa-3238	330	18	for	for	ADP
epaa-3238	330	19	just	just	ADV
epaa-3238	330	20	seven	seven	NUM
epaa-3238	330	21	of	of	ADP
epaa-3238	330	22	21	21	NUM
epaa-3238	330	23	variables	variable	NOUN
epaa-3238	330	24	were	be	AUX
epaa-3238	330	25	beyond	beyond	ADP
epaa-3238	330	26	chance	chance	NOUN
epaa-3238	330	27	occurrence	occurrence	NOUN
epaa-3238	330	28	.	.	PUNCT
epaa-3238	331	1	student	student	NOUN
epaa-3238	331	2	compositional	compositional	ADJ
epaa-3238	331	3	factors	factor	NOUN
epaa-3238	331	4	that	that	PRON
epaa-3238	331	5	were	be	AUX
epaa-3238	331	6	robust	robust	ADJ
epaa-3238	331	7	to	to	ADP
epaa-3238	331	8	the	the	DET
epaa-3238	331	9	presence	presence	NOUN
epaa-3238	331	10	of	of	ADP
epaa-3238	331	11	other	other	ADJ
epaa-3238	331	12	covariates	covariate	NOUN
epaa-3238	331	13	included	include	VERB
epaa-3238	331	14	engineering	engineering	NOUN
epaa-3238	331	15	and	and	CCONJ
epaa-3238	331	16	science	science	NOUN
epaa-3238	331	17	degrees	degree	NOUN
epaa-3238	331	18	(	(	PUNCT
epaa-3238	331	19	+	+	NOUN
epaa-3238	331	20	)	)	PUNCT
epaa-3238	331	21	,	,	PUNCT
epaa-3238	331	22	non	non	ADJ
epaa-3238	331	23	-	-	ADJ
epaa-3238	331	24	traditional	traditional	ADJ
epaa-3238	331	25	and	and	CCONJ
epaa-3238	331	26	asian	asian	ADJ
epaa-3238	331	27	share	share	NOUN
epaa-3238	331	28	of	of	ADP
epaa-3238	331	29	student	student	NOUN
epaa-3238	331	30	body	body	NOUN
epaa-3238	331	31	(	(	PUNCT
epaa-3238	331	32	+	+	NOUN
epaa-3238	331	33	)	)	PUNCT
epaa-3238	331	34	,	,	PUNCT
epaa-3238	331	35	and	and	CCONJ
epaa-3238	331	36	female	female	ADJ
epaa-3238	331	37	share	share	NOUN
epaa-3238	331	38	of	of	ADP
epaa-3238	331	39	student	student	NOUN
epaa-3238	331	40	body	body	NOUN
epaa-3238	331	41	(	(	PUNCT
epaa-3238	331	42	-	-	PUNCT
epaa-3238	331	43	)	)	PUNCT
epaa-3238	331	44	.	.	PUNCT
epaa-3238	332	1	institutional	institutional	ADJ
epaa-3238	332	2	variables	variable	NOUN
epaa-3238	332	3	that	that	PRON
epaa-3238	332	4	were	be	AUX
epaa-3238	332	5	robust	robust	ADJ
epaa-3238	332	6	to	to	ADP
epaa-3238	332	7	the	the	DET
epaa-3238	332	8	presence	presence	NOUN
epaa-3238	332	9	of	of	ADP
epaa-3238	332	10	other	other	ADJ
epaa-3238	332	11	covariates	covariate	NOUN
epaa-3238	332	12	in	in	ADP
epaa-3238	332	13	the	the	DET
epaa-3238	332	14	full	full	ADJ
epaa-3238	332	15	model	model	NOUN
epaa-3238	332	16	included	include	VERB
epaa-3238	332	17	graduation	graduation	NOUN
epaa-3238	332	18	rates	rate	NOUN
epaa-3238	332	19	(	(	PUNCT
epaa-3238	332	20	+	+	NOUN
epaa-3238	332	21	)	)	PUNCT
epaa-3238	332	22	and	and	CCONJ
epaa-3238	332	23	private	private	ADJ
epaa-3238	332	24	research	research	NOUN
epaa-3238	332	25	university	university	NOUN
epaa-3238	332	26	status	status	NOUN
epaa-3238	332	27	(	(	PUNCT
epaa-3238	332	28	-	-	PUNCT
epaa-3238	332	29	)	)	PUNCT
epaa-3238	332	30	.	.	PUNCT
epaa-3238	333	1	in	in	ADP
epaa-3238	333	2	combination	combination	NOUN
epaa-3238	333	3	,	,	PUNCT
epaa-3238	333	4	compositional	compositional	ADJ
epaa-3238	333	5	and	and	CCONJ
epaa-3238	333	6	institutional	institutional	ADJ
epaa-3238	333	7	variables	variable	NOUN
epaa-3238	333	8	explained	explain	VERB
epaa-3238	333	9	75	75	NUM
epaa-3238	333	10	%	%	NOUN
epaa-3238	333	11	of	of	ADP
epaa-3238	333	12	the	the	DET
epaa-3238	333	13	variation	variation	NOUN
epaa-3238	333	14	in	in	ADP
epaa-3238	333	15	roi	roi	NOUN
epaa-3238	333	16	.	.	PUNCT
epaa-3238	334	1	we	we	PRON
epaa-3238	334	2	can	can	AUX
epaa-3238	334	3	draw	draw	VERB
epaa-3238	334	4	several	several	ADJ
epaa-3238	334	5	conclusions	conclusion	NOUN
epaa-3238	334	6	from	from	ADP
epaa-3238	334	7	these	these	DET
epaa-3238	334	8	model	model	NOUN
epaa-3238	334	9	results	result	NOUN
epaa-3238	334	10	.	.	PUNCT
epaa-3238	335	1	first	first	ADV
epaa-3238	335	2	,	,	PUNCT
epaa-3238	335	3	and	and	CCONJ
epaa-3238	335	4	perhaps	perhaps	ADV
epaa-3238	335	5	not	not	PART
epaa-3238	335	6	surprisingly	surprisingly	ADV
epaa-3238	335	7	,	,	PUNCT
epaa-3238	335	8	ihes	ihe	NOUN
epaa-3238	335	9	that	that	PRON
epaa-3238	335	10	award	award	VERB
epaa-3238	335	11	a	a	DET
epaa-3238	335	12	large	large	ADJ
epaa-3238	335	13	share	share	NOUN
epaa-3238	335	14	of	of	ADP
epaa-3238	335	15	degrees	degree	NOUN
epaa-3238	335	16	in	in	ADP
epaa-3238	335	17	stem	stem	NOUN
epaa-3238	335	18	fields	field	NOUN
epaa-3238	335	19	such	such	ADJ
epaa-3238	335	20	as	as	ADP
epaa-3238	335	21	engineering	engineering	NOUN
epaa-3238	335	22	and	and	CCONJ
epaa-3238	335	23	science	science	NOUN
epaa-3238	335	24	produce	produce	VERB
epaa-3238	335	25	higher	high	ADJ
epaa-3238	335	26	average	average	ADJ
epaa-3238	335	27	returns	return	NOUN
epaa-3238	335	28	to	to	ADP
epaa-3238	335	29	student	student	NOUN
epaa-3238	335	30	investment	investment	NOUN
epaa-3238	335	31	in	in	ADP
epaa-3238	335	32	higher	high	ADJ
epaa-3238	335	33	education	education	NOUN
epaa-3238	335	34	and	and	CCONJ
epaa-3238	335	35	this	this	DET
epaa-3238	335	36	return	return	NOUN
epaa-3238	335	37	is	be	AUX
epaa-3238	335	38	robust	robust	ADJ
epaa-3238	335	39	to	to	ADP
epaa-3238	335	40	the	the	DET
epaa-3238	335	41	presence	presence	NOUN
epaa-3238	335	42	of	of	ADP
epaa-3238	335	43	a	a	DET
epaa-3238	335	44	large	large	ADJ
epaa-3238	335	45	number	number	NOUN
epaa-3238	335	46	of	of	ADP
epaa-3238	335	47	controls	control	NOUN
epaa-3238	335	48	.	.	PUNCT
epaa-3238	336	1	although	although	SCONJ
epaa-3238	336	2	differences	difference	NOUN
epaa-3238	336	3	in	in	ADP
epaa-3238	336	4	roi	roi	NOUN
epaa-3238	336	5	by	by	ADP
epaa-3238	336	6	major	major	ADJ
epaa-3238	336	7	are	be	AUX
epaa-3238	336	8	well	well	ADV
epaa-3238	336	9	-	-	PUNCT
epaa-3238	336	10	documented	document	VERB
epaa-3238	336	11	in	in	ADP
epaa-3238	336	12	student	student	NOUN
epaa-3238	336	13	-	-	PUNCT
epaa-3238	336	14	level	level	NOUN
epaa-3238	336	15	studies	study	NOUN
epaa-3238	336	16	(	(	PUNCT
epaa-3238	336	17	e.g.	e.g.	ADV
epaa-3238	336	18	,	,	PUNCT
epaa-3238	336	19	thomas	thomas	PROPN
epaa-3238	336	20	&	&	CCONJ
epaa-3238	336	21	zhang	zhang	PROPN
epaa-3238	336	22	,	,	PUNCT
epaa-3238	336	23	2005	2005	NUM
epaa-3238	336	24	)	)	PUNCT
epaa-3238	336	25	,	,	PUNCT
epaa-3238	336	26	our	our	PRON
epaa-3238	336	27	analysis	analysis	NOUN
epaa-3238	336	28	,	,	PUNCT
epaa-3238	336	29	based	base	VERB
epaa-3238	336	30	on	on	ADP
epaa-3238	336	31	different	different	ADJ
epaa-3238	336	32	data	datum	NOUN
epaa-3238	336	33	,	,	PUNCT
epaa-3238	336	34	reached	reach	VERB
epaa-3238	336	35	the	the	DET
epaa-3238	336	36	same	same	ADJ
epaa-3238	336	37	conclusion	conclusion	NOUN
epaa-3238	336	38	using	use	VERB
epaa-3238	336	39	an	an	DET
epaa-3238	336	40	institutional	institutional	ADJ
epaa-3238	336	41	measure	measure	NOUN
epaa-3238	336	42	.	.	PUNCT
epaa-3238	337	1	second	second	ADV
epaa-3238	337	2	,	,	PUNCT
epaa-3238	337	3	the	the	DET
epaa-3238	337	4	data	datum	NOUN
epaa-3238	337	5	suggest	suggest	VERB
epaa-3238	337	6	that	that	SCONJ
epaa-3238	337	7	student	student	NOUN
epaa-3238	337	8	body	body	NOUN
epaa-3238	337	9	diversity	diversity	NOUN
epaa-3238	337	10	is	be	AUX
epaa-3238	337	11	not	not	PART
epaa-3238	337	12	itself	itself	PRON
epaa-3238	337	13	associated	associate	VERB
epaa-3238	337	14	with	with	ADP
epaa-3238	337	15	lower	low	ADJ
epaa-3238	337	16	institutional	institutional	ADJ
epaa-3238	337	17	roi	roi	NOUN
epaa-3238	337	18	,	,	PUNCT
epaa-3238	337	19	once	once	SCONJ
epaa-3238	337	20	other	other	ADJ
epaa-3238	337	21	factors	factor	NOUN
epaa-3238	337	22	are	be	AUX
epaa-3238	337	23	held	hold	VERB
epaa-3238	337	24	constant	constant	ADJ
epaa-3238	337	25	.	.	PUNCT
epaa-3238	338	1	on	on	ADP
epaa-3238	338	2	the	the	DET
epaa-3238	338	3	contrary	contrary	NOUN
epaa-3238	338	4	,	,	PUNCT
epaa-3238	338	5	the	the	DET
epaa-3238	338	6	enrollment	enrollment	NOUN
epaa-3238	338	7	of	of	ADP
epaa-3238	338	8	nontraditional	nontraditional	ADJ
epaa-3238	338	9	,	,	PUNCT
epaa-3238	338	10	black	black	ADJ
epaa-3238	338	11	,	,	PUNCT
epaa-3238	338	12	and	and	CCONJ
epaa-3238	338	13	hispanic	hispanic	ADJ
epaa-3238	338	14	students	student	NOUN
epaa-3238	338	15	is	be	AUX
epaa-3238	338	16	a	a	DET
epaa-3238	338	17	net	net	ADJ
epaa-3238	338	18	positive	positive	ADJ
epaa-3238	338	19	to	to	ADP
epaa-3238	338	20	institutional	institutional	ADJ
epaa-3238	338	21	roi	roi	NOUN
epaa-3238	338	22	,	,	PUNCT
epaa-3238	338	23	though	though	SCONJ
epaa-3238	338	24	only	only	ADV
epaa-3238	338	25	in	in	ADP
epaa-3238	338	26	the	the	DET
epaa-3238	338	27	case	case	NOUN
epaa-3238	338	28	of	of	ADP
epaa-3238	338	29	non	non	ADJ
epaa-3238	338	30	-	-	ADJ
epaa-3238	338	31	traditional	traditional	ADJ
epaa-3238	338	32	students	student	NOUN
epaa-3238	338	33	was	be	AUX
epaa-3238	338	34	the	the	DET
epaa-3238	338	35	correlation	correlation	NOUN
epaa-3238	338	36	significant	significant	ADJ
epaa-3238	338	37	.	.	PUNCT
epaa-3238	339	1	if	if	SCONJ
epaa-3238	339	2	the	the	DET
epaa-3238	339	3	unconditional	unconditional	ADJ
epaa-3238	339	4	negative	negative	ADJ
epaa-3238	339	5	coefficients	coefficient	NOUN
epaa-3238	339	6	for	for	ADP
epaa-3238	339	7	black	black	ADJ
epaa-3238	339	8	and	and	CCONJ
epaa-3238	339	9	hispanic	hispanic	ADJ
epaa-3238	339	10	student	student	NOUN
epaa-3238	339	11	share	share	NOUN
epaa-3238	339	12	was	be	AUX
epaa-3238	339	13	capturing	capture	VERB
epaa-3238	339	14	a	a	DET
epaa-3238	339	15	‘	'	PUNCT
epaa-3238	339	16	race	race	NOUN
epaa-3238	339	17	’	'	PUNCT
epaa-3238	339	18	effect	effect	NOUN
epaa-3238	339	19	,	,	PUNCT
epaa-3238	339	20	then	then	ADV
epaa-3238	339	21	we	we	PRON
epaa-3238	339	22	would	would	AUX
epaa-3238	339	23	expect	expect	VERB
epaa-3238	339	24	the	the	DET
epaa-3238	339	25	correlations	correlation	NOUN
epaa-3238	339	26	to	to	PART
epaa-3238	339	27	remain	remain	VERB
epaa-3238	339	28	negative	negative	ADJ
epaa-3238	339	29	and	and	CCONJ
epaa-3238	339	30	significant	significant	ADJ
epaa-3238	339	31	in	in	ADP
epaa-3238	339	32	the	the	DET
epaa-3238	339	33	presence	presence	NOUN
epaa-3238	339	34	of	of	ADP
epaa-3238	339	35	other	other	ADJ
epaa-3238	339	36	variables	variable	NOUN
epaa-3238	339	37	.	.	PUNCT
epaa-3238	340	1	instead	instead	ADV
epaa-3238	340	2	,	,	PUNCT
epaa-3238	340	3	once	once	SCONJ
epaa-3238	340	4	we	we	PRON
epaa-3238	340	5	accounted	account	VERB
epaa-3238	340	6	for	for	ADP
epaa-3238	340	7	other	other	ADJ
epaa-3238	340	8	characteristics	characteristic	NOUN
epaa-3238	340	9	of	of	ADP
epaa-3238	340	10	student	student	NOUN
epaa-3238	340	11	body	body	NOUN
epaa-3238	340	12	composition	composition	NOUN
epaa-3238	340	13	,	,	PUNCT
epaa-3238	340	14	the	the	DET
epaa-3238	340	15	coefficient	coefficient	NOUN
epaa-3238	340	16	for	for	ADP
epaa-3238	340	17	minority	minority	NOUN
epaa-3238	340	18	student	student	NOUN
epaa-3238	340	19	slope	slope	NOUN
epaa-3238	340	20	was	be	AUX
epaa-3238	340	21	eliminated	eliminate	VERB
epaa-3238	340	22	or	or	CCONJ
epaa-3238	340	23	reversed	reverse	VERB
epaa-3238	340	24	.	.	PUNCT
epaa-3238	341	1	results	result	NOUN
epaa-3238	341	2	offer	offer	VERB
epaa-3238	341	3	empirical	empirical	ADJ
epaa-3238	341	4	support	support	NOUN
epaa-3238	341	5	to	to	ADP
epaa-3238	341	6	the	the	DET
epaa-3238	341	7	minority	minority	NOUN
epaa-3238	341	8	student	student	NOUN
epaa-3238	341	9	selection	selection	NOUN
epaa-3238	341	10	hypothesis	hypothesis	NOUN
epaa-3238	341	11	,	,	PUNCT
epaa-3238	341	12	whereby	whereby	SCONJ
epaa-3238	341	13	black	black	ADJ
epaa-3238	341	14	students	student	NOUN
epaa-3238	341	15	tend	tend	VERB
epaa-3238	341	16	to	to	PART
epaa-3238	341	17	under	under	ADP
epaa-3238	341	18	match	match	VERB
epaa-3238	341	19	with	with	ADP
epaa-3238	341	20	quality	quality	NOUN
epaa-3238	341	21	ihes	ihe	NOUN
epaa-3238	341	22	(	(	PUNCT
epaa-3238	341	23	bowen	bowen	PROPN
epaa-3238	341	24	et	et	PROPN
epaa-3238	341	25	al	al	PROPN
epaa-3238	341	26	,	,	PUNCT
epaa-3238	341	27	2009	2009	NUM
epaa-3238	341	28	;	;	PUNCT
epaa-3238	341	29	roderick	roderick	PROPN
epaa-3238	341	30	et	et	PROPN
epaa-3238	341	31	al	al	PROPN
epaa-3238	341	32	,	,	PUNCT
epaa-3238	341	33	2009	2009	NUM
epaa-3238	341	34	)	)	PUNCT
epaa-3238	341	35	.	.	PUNCT
epaa-3238	342	1	these	these	DET
epaa-3238	342	2	findings	finding	NOUN
epaa-3238	342	3	should	should	AUX
epaa-3238	342	4	give	give	VERB
epaa-3238	342	5	pause	pause	NOUN
epaa-3238	342	6	to	to	ADP
epaa-3238	342	7	college	college	NOUN
epaa-3238	342	8	diversity	diversity	NOUN
epaa-3238	342	9	skeptics	skeptic	NOUN
epaa-3238	342	10	,	,	PUNCT
epaa-3238	342	11	at	at	ADP
epaa-3238	342	12	least	least	ADJ
epaa-3238	342	13	on	on	ADP
epaa-3238	342	14	financial	financial	ADJ
epaa-3238	342	15	grounds	ground	NOUN
epaa-3238	342	16	,	,	PUNCT
epaa-3238	342	17	since	since	SCONJ
epaa-3238	342	18	the	the	DET
epaa-3238	342	19	data	datum	NOUN
epaa-3238	342	20	show	show	VERB
epaa-3238	342	21	generally	generally	ADV
epaa-3238	342	22	positive	positive	ADJ
epaa-3238	342	23	,	,	PUNCT
epaa-3238	342	24	conditional	conditional	ADJ
epaa-3238	342	25	returns	return	NOUN
epaa-3238	342	26	to	to	ADP
epaa-3238	342	27	students	student	NOUN
epaa-3238	342	28	who	who	PRON
epaa-3238	342	29	attend	attend	VERB
epaa-3238	342	30	racially	racially	ADV
epaa-3238	342	31	diverse	diverse	ADJ
epaa-3238	342	32	schools	school	NOUN
epaa-3238	342	33	.	.	PUNCT
epaa-3238	343	1	third	third	ADV
epaa-3238	343	2	,	,	PUNCT
epaa-3238	343	3	the	the	DET
epaa-3238	343	4	inclusion	inclusion	NOUN
epaa-3238	343	5	of	of	ADP
epaa-3238	343	6	compositional	compositional	ADJ
epaa-3238	343	7	and	and	CCONJ
epaa-3238	343	8	institutional	institutional	ADJ
epaa-3238	343	9	control	control	NOUN
epaa-3238	343	10	variables	variable	NOUN
epaa-3238	343	11	reduced	reduce	VERB
epaa-3238	343	12	the	the	DET
epaa-3238	343	13	correlation	correlation	NOUN
epaa-3238	343	14	between	between	ADP
epaa-3238	343	15	roi	roi	NOUN
epaa-3238	343	16	and	and	CCONJ
epaa-3238	343	17	female	female	ADJ
epaa-3238	343	18	share	share	NOUN
epaa-3238	343	19	of	of	ADP
epaa-3238	343	20	student	student	NOUN
epaa-3238	343	21	body	body	NOUN
epaa-3238	343	22	by	by	ADP
epaa-3238	343	23	more	more	ADJ
epaa-3238	343	24	than	than	ADP
epaa-3238	343	25	70	70	NUM
epaa-3238	343	26	%	%	NOUN
epaa-3238	343	27	.	.	PUNCT
epaa-3238	344	1	while	while	SCONJ
epaa-3238	344	2	still	still	ADV
epaa-3238	344	3	negative	negative	ADJ
epaa-3238	344	4	and	and	CCONJ
epaa-3238	344	5	statistically	statistically	ADV
epaa-3238	344	6	significant	significant	ADJ
epaa-3238	344	7	,	,	PUNCT
epaa-3238	344	8	the	the	DET
epaa-3238	344	9	correlation	correlation	NOUN
epaa-3238	344	10	is	be	AUX
epaa-3238	344	11	far	far	ADV
epaa-3238	344	12	less	less	ADV
epaa-3238	344	13	consequential	consequential	ADJ
epaa-3238	344	14	to	to	PART
epaa-3238	344	15	expected	expect	VERB
epaa-3238	344	16	returns	return	NOUN
epaa-3238	344	17	on	on	ADP
epaa-3238	344	18	investment	investment	NOUN
epaa-3238	344	19	in	in	ADP
epaa-3238	344	20	education	education	NOUN
epaa-3238	344	21	than	than	ADP
epaa-3238	344	22	a	a	DET
epaa-3238	344	23	number	number	NOUN
epaa-3238	344	24	of	of	ADP
epaa-3238	344	25	other	other	ADJ
epaa-3238	344	26	factors	factor	NOUN
epaa-3238	344	27	.	.	PUNCT
epaa-3238	345	1	future	future	ADJ
epaa-3238	345	2	research	research	NOUN
epaa-3238	345	3	is	be	AUX
epaa-3238	345	4	needed	need	VERB
epaa-3238	345	5	to	to	PART
epaa-3238	345	6	further	far	ADV
epaa-3238	345	7	understand	understand	VERB
epaa-3238	345	8	the	the	DET
epaa-3238	345	9	mechanisms	mechanism	NOUN
epaa-3238	345	10	by	by	ADP
epaa-3238	345	11	which	which	PRON
epaa-3238	345	12	the	the	DET
epaa-3238	345	13	gender	gender	NOUN
epaa-3238	345	14	composition	composition	NOUN
epaa-3238	345	15	of	of	ADP
epaa-3238	345	16	student	student	NOUN
epaa-3238	345	17	body	body	NOUN
epaa-3238	345	18	influences	influence	VERB
epaa-3238	345	19	institutional	institutional	ADJ
epaa-3238	345	20	roi	roi	NOUN
epaa-3238	345	21	,	,	PUNCT
epaa-3238	345	22	but	but	CCONJ
epaa-3238	345	23	we	we	PRON
epaa-3238	345	24	propose	propose	VERB
epaa-3238	345	25	a	a	DET
epaa-3238	345	26	least	least	ADV
epaa-3238	345	27	one	one	NUM
epaa-3238	345	28	avenue	avenue	NOUN
epaa-3238	345	29	that	that	PRON
epaa-3238	345	30	warrants	warrant	VERB
epaa-3238	345	31	further	further	ADJ
epaa-3238	345	32	investigation	investigation	NOUN
epaa-3238	345	33	.	.	PUNCT
epaa-3238	346	1	in	in	ADP
epaa-3238	346	2	unreported	unreported	ADJ
epaa-3238	346	3	analysis	analysis	NOUN
epaa-3238	346	4	,	,	PUNCT
epaa-3238	346	5	we	we	PRON
epaa-3238	346	6	included	include	VERB
epaa-3238	346	7	an	an	DET
epaa-3238	346	8	additional	additional	ADJ
epaa-3238	346	9	term	term	NOUN
epaa-3238	346	10	that	that	PRON
epaa-3238	346	11	measured	measure	VERB
epaa-3238	346	12	the	the	DET
epaa-3238	346	13	interaction	interaction	NOUN
epaa-3238	346	14	between	between	ADP
epaa-3238	346	15	female	female	ADJ
epaa-3238	346	16	share	share	NOUN
epaa-3238	346	17	and	and	CCONJ
epaa-3238	346	18	engineering	engineering	NOUN
epaa-3238	346	19	degrees	degree	NOUN
epaa-3238	346	20	:	:	PUNCT
epaa-3238	346	21	the	the	DET
epaa-3238	346	22	interaction	interaction	NOUN
epaa-3238	346	23	term	term	NOUN
epaa-3238	346	24	was	be	AUX
epaa-3238	346	25	significant	significant	ADJ
epaa-3238	346	26	and	and	CCONJ
epaa-3238	346	27	negative	negative	ADJ
epaa-3238	346	28	.	.	PUNCT
epaa-3238	347	1	further	further	ADJ
epaa-3238	347	2	investigation	investigation	NOUN
epaa-3238	347	3	pointed	point	VERB
epaa-3238	347	4	to	to	ADP
epaa-3238	347	5	engineering	engineering	NOUN
epaa-3238	347	6	schools	school	NOUN
epaa-3238	347	7	and	and	CCONJ
epaa-3238	347	8	engineering	engineer	VERB
epaa-3238	347	9	intensive	intensive	ADJ
epaa-3238	347	10	ihes	ihe	NOUN
epaa-3238	347	11	,	,	PUNCT
epaa-3238	347	12	which	which	PRON
epaa-3238	347	13	appear	appear	VERB
epaa-3238	347	14	to	to	PART
epaa-3238	347	15	magnify	magnify	VERB
epaa-3238	347	16	the	the	DET
epaa-3238	347	17	twin	twin	ADJ
epaa-3238	347	18	effects	effect	NOUN
epaa-3238	347	19	of	of	ADP
epaa-3238	347	20	lower	low	ADJ
epaa-3238	347	21	female	female	ADJ
epaa-3238	347	22	earnings	earning	NOUN
epaa-3238	347	23	and	and	CCONJ
epaa-3238	347	24	higher	high	ADJ
epaa-3238	347	25	engineering	engineering	NOUN
epaa-3238	347	26	degree	degree	NOUN
epaa-3238	347	27	earnings	earning	NOUN
epaa-3238	347	28	,	,	PUNCT
epaa-3238	347	29	relative	relative	ADJ
epaa-3238	347	30	to	to	ADP
epaa-3238	347	31	investment	investment	NOUN
epaa-3238	347	32	in	in	ADP
epaa-3238	347	33	higher	high	ADJ
epaa-3238	347	34	education	education	NOUN
epaa-3238	347	35	.	.	PUNCT
epaa-3238	348	1	fourth	fourth	ADJ
epaa-3238	348	2	,	,	PUNCT
epaa-3238	348	3	university	university	NOUN
epaa-3238	348	4	efforts	effort	NOUN
epaa-3238	348	5	to	to	PART
epaa-3238	348	6	recruit	recruit	VERB
epaa-3238	348	7	the	the	DET
epaa-3238	348	8	brightest	bright	ADJ
epaa-3238	348	9	and	and	CCONJ
epaa-3238	348	10	richest	rich	ADJ
epaa-3238	348	11	of	of	ADP
epaa-3238	348	12	students	student	NOUN
epaa-3238	348	13	,	,	PUNCT
epaa-3238	348	14	here	here	ADV
epaa-3238	348	15	measured	measure	VERB
epaa-3238	348	16	by	by	ADP
epaa-3238	348	17	sat	sit	VERB
epaa-3238	348	18	scores	score	NOUN
epaa-3238	348	19	and	and	CCONJ
epaa-3238	348	20	share	share	NOUN
epaa-3238	348	21	of	of	ADP
epaa-3238	348	22	students	student	NOUN
epaa-3238	348	23	with	with	ADP
epaa-3238	348	24	pell	pell	NOUN
epaa-3238	348	25	grants	grant	NOUN
epaa-3238	348	26	,	,	PUNCT
epaa-3238	348	27	do	do	AUX
epaa-3238	348	28	not	not	PART
epaa-3238	348	29	appear	appear	VERB
epaa-3238	348	30	to	to	PART
epaa-3238	348	31	translate	translate	VERB
epaa-3238	348	32	into	into	ADP
epaa-3238	348	33	higher	high	ADJ
epaa-3238	348	34	institutional	institutional	ADJ
epaa-3238	348	35	roi	roi	NOUN
epaa-3238	348	36	.	.	PUNCT
epaa-3238	349	1	neither	neither	DET
epaa-3238	349	2	correlation	correlation	NOUN
epaa-3238	349	3	was	be	AUX
epaa-3238	349	4	robust	robust	ADJ
epaa-3238	349	5	to	to	ADP
epaa-3238	349	6	the	the	DET
epaa-3238	349	7	presence	presence	NOUN
epaa-3238	349	8	of	of	ADP
epaa-3238	349	9	additional	additional	ADJ
epaa-3238	349	10	control	control	NOUN
epaa-3238	349	11	variables	variable	NOUN
epaa-3238	349	12	.	.	PUNCT
epaa-3238	350	1	this	this	PRON
epaa-3238	350	2	is	be	AUX
epaa-3238	350	3	important	important	ADJ
epaa-3238	350	4	because	because	SCONJ
epaa-3238	350	5	there	there	PRON
epaa-3238	350	6	is	be	VERB
epaa-3238	350	7	a	a	DET
epaa-3238	350	8	perception	perception	NOUN
epaa-3238	350	9	that	that	PRON
epaa-3238	350	10	sat	sit	VERB
epaa-3238	350	11	scores	score	NOUN
epaa-3238	350	12	are	be	AUX
epaa-3238	350	13	a	a	DET
epaa-3238	350	14	powerful	powerful	ADJ
epaa-3238	350	15	and	and	CCONJ
epaa-3238	350	16	reliable	reliable	ADJ
epaa-3238	350	17	indicator	indicator	NOUN
epaa-3238	350	18	of	of	ADP
epaa-3238	350	19	student	student	NOUN
epaa-3238	350	20	quality	quality	NOUN
epaa-3238	350	21	(	(	PUNCT
epaa-3238	350	22	grissmer	grissmer	NOUN
epaa-3238	350	23	,	,	PUNCT
epaa-3238	350	24	2000	2000	NUM
epaa-3238	350	25	)	)	PUNCT
epaa-3238	350	26	,	,	PUNCT
epaa-3238	350	27	which	which	PRON
epaa-3238	350	28	,	,	PUNCT
epaa-3238	350	29	in	in	ADP
epaa-3238	350	30	turn	turn	NOUN
epaa-3238	350	31	,	,	PUNCT
epaa-3238	350	32	is	be	AUX
epaa-3238	350	33	believed	believe	VERB
epaa-3238	350	34	to	to	PART
epaa-3238	350	35	enhance	enhance	VERB
epaa-3238	350	36	roi	roi	NOUN
epaa-3238	350	37	.	.	PUNCT
epaa-3238	351	1	if	if	SCONJ
epaa-3238	351	2	it	it	PRON
epaa-3238	351	3	were	be	AUX
epaa-3238	351	4	purely	purely	ADV
epaa-3238	351	5	an	an	DET
epaa-3238	351	6	issue	issue	NOUN
epaa-3238	351	7	of	of	ADP
epaa-3238	351	8	student	student	NOUN
epaa-3238	351	9	‘	'	PUNCT
epaa-3238	351	10	quality	quality	NOUN
epaa-3238	351	11	’	'	PUNCT
epaa-3238	351	12	,	,	PUNCT
epaa-3238	351	13	the	the	DET
epaa-3238	351	14	sat	sit	VERB
epaa-3238	351	15	score	score	NOUN
epaa-3238	351	16	would	would	AUX
epaa-3238	351	17	have	have	AUX
epaa-3238	351	18	remained	remain	VERB
epaa-3238	351	19	positive	positive	ADJ
epaa-3238	351	20	and	and	CCONJ
epaa-3238	351	21	statistically	statistically	ADV
epaa-3238	351	22	significant	significant	ADJ
epaa-3238	351	23	even	even	ADV
epaa-3238	351	24	in	in	ADP
epaa-3238	351	25	the	the	DET
epaa-3238	351	26	presence	presence	NOUN
epaa-3238	351	27	of	of	ADP
epaa-3238	351	28	other	other	ADJ
epaa-3238	351	29	control	control	NOUN
epaa-3238	351	30	variables	variable	NOUN
epaa-3238	351	31	.	.	PUNCT
epaa-3238	352	1	this	this	DET
epaa-3238	352	2	scenario	scenario	NOUN
epaa-3238	352	3	was	be	AUX
epaa-3238	352	4	not	not	PART
epaa-3238	352	5	born	bear	VERB
epaa-3238	352	6	out	out	ADP
epaa-3238	352	7	in	in	ADP
epaa-3238	352	8	the	the	DET
epaa-3238	352	9	data	datum	NOUN
epaa-3238	352	10	.	.	PUNCT
epaa-3238	353	1	fifth	fifth	ADJ
epaa-3238	353	2	,	,	PUNCT
epaa-3238	353	3	in	in	ADP
epaa-3238	353	4	terms	term	NOUN
epaa-3238	353	5	of	of	ADP
epaa-3238	353	6	student	student	NOUN
epaa-3238	353	7	returns	return	NOUN
epaa-3238	353	8	,	,	PUNCT
epaa-3238	353	9	investments	investment	NOUN
epaa-3238	353	10	in	in	ADP
epaa-3238	353	11	student	student	NOUN
epaa-3238	353	12	services	service	NOUN
epaa-3238	353	13	,	,	PUNCT
epaa-3238	353	14	research	research	NOUN
epaa-3238	353	15	activities	activity	NOUN
epaa-3238	353	16	,	,	PUNCT
epaa-3238	353	17	instruction	instruction	NOUN
epaa-3238	353	18	,	,	PUNCT
epaa-3238	353	19	or	or	CCONJ
epaa-3238	353	20	academic	academic	ADJ
epaa-3238	353	21	support	support	NOUN
epaa-3238	353	22	do	do	AUX
epaa-3238	353	23	not	not	PART
epaa-3238	353	24	appear	appear	VERB
epaa-3238	353	25	to	to	PART
epaa-3238	353	26	have	have	VERB
epaa-3238	353	27	a	a	DET
epaa-3238	353	28	meaningful	meaningful	ADJ
epaa-3238	353	29	effect	effect	NOUN
epaa-3238	353	30	on	on	ADP
epaa-3238	353	31	roi	roi	NOUN
epaa-3238	353	32	.	.	PUNCT
epaa-3238	354	1	our	our	PRON
epaa-3238	354	2	model	model	NOUN
epaa-3238	354	3	ranking	rank	VERB
epaa-3238	354	4	colleges	college	NOUN
epaa-3238	354	5	and	and	CCONJ
epaa-3238	354	6	universities	university	NOUN
epaa-3238	354	7	on	on	ADP
epaa-3238	354	8	returns	return	NOUN
epaa-3238	354	9	to	to	ADP
epaa-3238	354	10	education	education	NOUN
epaa-3238	354	11	19	19	NUM
epaa-3238	354	12	results	result	NOUN
epaa-3238	354	13	indicate	indicate	VERB
epaa-3238	354	14	that	that	SCONJ
epaa-3238	354	15	a	a	DET
epaa-3238	354	16	better	well	ADJ
epaa-3238	354	17	way	way	NOUN
epaa-3238	354	18	to	to	PART
epaa-3238	354	19	ensure	ensure	VERB
epaa-3238	354	20	that	that	PRON
epaa-3238	354	21	student	student	NOUN
epaa-3238	354	22	investments	investment	NOUN
epaa-3238	354	23	in	in	ADP
epaa-3238	354	24	higher	high	ADJ
epaa-3238	354	25	education	education	NOUN
epaa-3238	354	26	yield	yield	NOUN
epaa-3238	354	27	meaningful	meaningful	ADJ
epaa-3238	354	28	returns	return	NOUN
epaa-3238	354	29	is	be	AUX
epaa-3238	354	30	to	to	PART
epaa-3238	354	31	maintain	maintain	VERB
epaa-3238	354	32	a	a	DET
epaa-3238	354	33	laser	laser	NOUN
epaa-3238	354	34	focus	focus	NOUN
epaa-3238	354	35	on	on	ADP
epaa-3238	354	36	graduation	graduation	NOUN
epaa-3238	354	37	rates	rate	NOUN
epaa-3238	354	38	.	.	PUNCT
epaa-3238	355	1	policies	policy	NOUN
epaa-3238	355	2	,	,	PUNCT
epaa-3238	355	3	programs	program	NOUN
epaa-3238	355	4	,	,	PUNCT
epaa-3238	355	5	and	and	CCONJ
epaa-3238	355	6	strategic	strategic	ADJ
epaa-3238	355	7	investments	investment	NOUN
epaa-3238	355	8	aimed	aim	VERB
epaa-3238	355	9	at	at	ADP
epaa-3238	355	10	maintaining	maintain	VERB
epaa-3238	355	11	or	or	CCONJ
epaa-3238	355	12	enhancing	enhance	VERB
epaa-3238	355	13	graduation	graduation	NOUN
epaa-3238	355	14	rates	rate	NOUN
epaa-3238	355	15	is	be	AUX
epaa-3238	355	16	a	a	DET
epaa-3238	355	17	promising	promising	ADJ
epaa-3238	355	18	area	area	NOUN
epaa-3238	355	19	for	for	ADP
epaa-3238	355	20	administrators	administrator	NOUN
epaa-3238	355	21	interested	interested	ADJ
epaa-3238	355	22	in	in	ADP
epaa-3238	355	23	improving	improve	VERB
epaa-3238	355	24	their	their	PRON
epaa-3238	355	25	institutional	institutional	ADJ
epaa-3238	355	26	roi	roi	NOUN
epaa-3238	355	27	ranking	ranking	NOUN
epaa-3238	355	28	.	.	PUNCT
epaa-3238	356	1	institutions	institution	NOUN
epaa-3238	356	2	with	with	ADP
epaa-3238	356	3	high	high	ADJ
epaa-3238	356	4	graduations	graduation	NOUN
epaa-3238	356	5	are	be	AUX
epaa-3238	356	6	far	far	ADV
epaa-3238	356	7	more	more	ADV
epaa-3238	356	8	likely	likely	ADJ
epaa-3238	356	9	to	to	PART
epaa-3238	356	10	be	be	AUX
epaa-3238	356	11	found	find	VERB
epaa-3238	356	12	at	at	ADP
epaa-3238	356	13	the	the	DET
epaa-3238	356	14	top	top	NOUN
epaa-3238	356	15	of	of	ADP
epaa-3238	356	16	the	the	DET
epaa-3238	356	17	roi	roi	NOUN
epaa-3238	356	18	rankings	ranking	NOUN
epaa-3238	356	19	than	than	ADP
epaa-3238	356	20	those	those	PRON
epaa-3238	356	21	that	that	PRON
epaa-3238	356	22	fail	fail	VERB
epaa-3238	356	23	to	to	PART
epaa-3238	356	24	see	see	VERB
epaa-3238	356	25	their	their	PRON
epaa-3238	356	26	students	student	NOUN
epaa-3238	356	27	through	through	ADP
epaa-3238	356	28	to	to	ADP
epaa-3238	356	29	graduation	graduation	NOUN
epaa-3238	356	30	.	.	PUNCT
epaa-3238	357	1	it	it	PRON
epaa-3238	357	2	is	be	AUX
epaa-3238	357	3	possible	possible	ADJ
epaa-3238	357	4	that	that	SCONJ
epaa-3238	357	5	targeted	target	VERB
epaa-3238	357	6	investments	investment	NOUN
epaa-3238	357	7	have	have	VERB
epaa-3238	357	8	indirect	indirect	ADJ
epaa-3238	357	9	effects	effect	NOUN
epaa-3238	357	10	on	on	ADP
epaa-3238	357	11	roi	roi	NOUN
epaa-3238	357	12	by	by	ADP
epaa-3238	357	13	way	way	NOUN
epaa-3238	357	14	of	of	ADP
epaa-3238	357	15	higher	high	ADJ
epaa-3238	357	16	graduation	graduation	NOUN
epaa-3238	357	17	rates	rate	NOUN
epaa-3238	357	18	,	,	PUNCT
epaa-3238	357	19	but	but	CCONJ
epaa-3238	357	20	further	further	ADJ
epaa-3238	357	21	research	research	NOUN
epaa-3238	357	22	is	be	AUX
epaa-3238	357	23	needed	need	VERB
epaa-3238	357	24	to	to	PART
epaa-3238	357	25	know	know	VERB
epaa-3238	357	26	if	if	SCONJ
epaa-3238	357	27	this	this	PRON
epaa-3238	357	28	is	be	AUX
epaa-3238	357	29	the	the	DET
epaa-3238	357	30	case	case	NOUN
epaa-3238	357	31	.	.	PUNCT
epaa-3238	358	1	these	these	DET
epaa-3238	358	2	findings	finding	NOUN
epaa-3238	358	3	highlight	highlight	VERB
epaa-3238	358	4	a	a	DET
epaa-3238	358	5	larger	large	ADJ
epaa-3238	358	6	point	point	NOUN
epaa-3238	358	7	,	,	PUNCT
epaa-3238	358	8	which	which	PRON
epaa-3238	358	9	is	be	AUX
epaa-3238	358	10	that	that	DET
epaa-3238	358	11	traditional	traditional	ADJ
epaa-3238	358	12	measures	measure	NOUN
epaa-3238	358	13	of	of	ADP
epaa-3238	358	14	institutional	institutional	ADJ
epaa-3238	358	15	quality	quality	NOUN
epaa-3238	358	16	such	such	ADJ
epaa-3238	358	17	as	as	ADP
epaa-3238	358	18	reputation	reputation	NOUN
epaa-3238	358	19	,	,	PUNCT
epaa-3238	358	20	selectivity	selectivity	NOUN
epaa-3238	358	21	,	,	PUNCT
epaa-3238	358	22	and	and	CCONJ
epaa-3238	358	23	being	be	AUX
epaa-3238	358	24	a	a	DET
epaa-3238	358	25	research	research	NOUN
epaa-3238	358	26	university	university	NOUN
epaa-3238	358	27	have	have	VERB
epaa-3238	358	28	little	little	ADJ
epaa-3238	358	29	relationship	relationship	NOUN
epaa-3238	358	30	with	with	ADP
epaa-3238	358	31	payscale	payscale	ADJ
epaa-3238	358	32	institutional	institutional	ADJ
epaa-3238	358	33	roi	roi	NOUN
epaa-3238	358	34	rankings	ranking	NOUN
epaa-3238	358	35	,	,	PUNCT
epaa-3238	358	36	once	once	SCONJ
epaa-3238	358	37	other	other	ADJ
epaa-3238	358	38	factors	factor	NOUN
epaa-3238	358	39	are	be	AUX
epaa-3238	358	40	conditioned	condition	VERB
epaa-3238	358	41	out	out	ADP
epaa-3238	358	42	of	of	ADP
epaa-3238	358	43	the	the	DET
epaa-3238	358	44	models	model	NOUN
epaa-3238	358	45	.	.	PUNCT
epaa-3238	359	1	a	a	DET
epaa-3238	359	2	simple	simple	ADJ
epaa-3238	359	3	scan	scan	NOUN
epaa-3238	359	4	of	of	ADP
epaa-3238	359	5	the	the	DET
epaa-3238	359	6	published	publish	VERB
epaa-3238	359	7	payscale	payscale	ADJ
epaa-3238	359	8	rankings	ranking	NOUN
epaa-3238	359	9	would	would	AUX
epaa-3238	359	10	tell	tell	VERB
epaa-3238	359	11	the	the	DET
epaa-3238	359	12	opposite	opposite	ADJ
epaa-3238	359	13	story	story	NOUN
epaa-3238	359	14	and	and	CCONJ
epaa-3238	359	15	lead	lead	VERB
epaa-3238	359	16	to	to	ADP
epaa-3238	359	17	faulty	faulty	ADJ
epaa-3238	359	18	assumptions	assumption	NOUN
epaa-3238	359	19	.	.	PUNCT
epaa-3238	360	1	table	table	NOUN
epaa-3238	360	2	3	3	NUM
epaa-3238	360	3	.	.	PUNCT
epaa-3238	361	1	the	the	DET
epaa-3238	361	2	correlates	correlate	NOUN
epaa-3238	361	3	of	of	ADP
epaa-3238	361	4	institutional	institutional	ADJ
epaa-3238	361	5	returns	return	NOUN
epaa-3238	361	6	to	to	ADP
epaa-3238	361	7	investment	investment	NOUN
epaa-3238	361	8	in	in	ADP
epaa-3238	361	9	higher	high	ADJ
epaa-3238	361	10	education	education	NOUN
epaa-3238	361	11	(	(	PUNCT
epaa-3238	361	12	roi	roi	NOUN
epaa-3238	361	13	)	)	PUNCT
epaa-3238	361	14	,	,	PUNCT
epaa-3238	361	15	random	random	ADJ
epaa-3238	361	16	effects	effect	NOUN
epaa-3238	361	17	regression	regression	NOUN
epaa-3238	361	18	(	(	PUNCT
epaa-3238	361	19	1	1	NUM
epaa-3238	361	20	)	)	PUNCT
epaa-3238	361	21	(	(	PUNCT
epaa-3238	361	22	2	2	NUM
epaa-3238	361	23	)	)	PUNCT
epaa-3238	361	24	(	(	PUNCT
epaa-3238	361	25	3	3	X
epaa-3238	361	26	)	)	PUNCT
epaa-3238	361	27	(	(	PUNCT
epaa-3238	361	28	4	4	X
epaa-3238	361	29	)	)	PUNCT
epaa-3238	361	30	bivariate	bivariate	ADJ
epaa-3238	361	31	corr	corr	PROPN
epaa-3238	361	32	compositional	compositional	ADJ
epaa-3238	361	33	institutional	institutional	ADJ
epaa-3238	361	34	comp	comp	NOUN
epaa-3238	361	35	+	+	CCONJ
epaa-3238	361	36	inst	inst	VERB
epaa-3238	361	37	compositional	compositional	ADJ
epaa-3238	361	38	factors	factor	NOUN
epaa-3238	361	39	sat	sit	VERB
epaa-3238	361	40	average	average	ADJ
epaa-3238	361	41	(	(	PUNCT
epaa-3238	361	42	25	25	NUM
epaa-3238	361	43	-	-	PUNCT
epaa-3238	361	44	75th	75th	NOUN
epaa-3238	361	45	perc	perc	NOUN
epaa-3238	361	46	)	)	PUNCT
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epaa-3238	361	50	*	*	PROPN
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epaa-3238	361	52	..	..	PUNCT
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epaa-3238	361	54	(	(	PUNCT
epaa-3238	361	55	se	se	X
epaa-3238	361	56	)	)	PUNCT
epaa-3238	361	57	(	(	PUNCT
epaa-3238	361	58	0.001	0.001	NUM
epaa-3238	361	59	)	)	PUNCT
epaa-3238	361	60	(	(	PUNCT
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epaa-3238	361	62	)	)	PUNCT
epaa-3238	361	63	..	..	PUNCT
epaa-3238	362	1	(	(	PUNCT
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epaa-3238	362	3	)	)	PUNCT
epaa-3238	362	4	pell	pell	NOUN
epaa-3238	362	5	grant	grant	NOUN
epaa-3238	362	6	(	(	PUNCT
epaa-3238	362	7	%	%	INTJ
epaa-3238	362	8	receiving	receiving	NOUN
epaa-3238	362	9	)	)	PUNCT
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epaa-3238	363	1	*	*	PUNCT
epaa-3238	363	2	*	*	PUNCT
epaa-3238	363	3	*	*	PUNCT
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epaa-3238	363	5	*	*	PUNCT
epaa-3238	363	6	..	..	PUNCT
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epaa-3238	363	8	(	(	PUNCT
epaa-3238	363	9	se	se	X
epaa-3238	363	10	)	)	PUNCT
epaa-3238	363	11	(	(	PUNCT
epaa-3238	363	12	0.012	0.012	NUM
epaa-3238	363	13	)	)	PUNCT
epaa-3238	363	14	(	(	PUNCT
epaa-3238	363	15	0.014	0.014	NUM
epaa-3238	363	16	)	)	PUNCT
epaa-3238	363	17	..	..	PUNCT
epaa-3238	363	18	(	(	PUNCT
epaa-3238	363	19	0.012	0.012	NUM
epaa-3238	363	20	)	)	PUNCT
epaa-3238	363	21	non	non	ADJ
epaa-3238	363	22	-	-	ADJ
epaa-3238	363	23	traditional	traditional	ADJ
epaa-3238	363	24	student	student	NOUN
epaa-3238	363	25	share	share	NOUN
epaa-3238	363	26	(	(	PUNCT
epaa-3238	363	27	%	%	NOUN
epaa-3238	363	28	)	)	PUNCT
epaa-3238	363	29	†	†	NOUN
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epaa-3238	364	6	..	..	PUNCT
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epaa-3238	364	12	(	(	PUNCT
epaa-3238	364	13	0.005	0.005	NUM
epaa-3238	364	14	)	)	PUNCT
epaa-3238	364	15	(	(	PUNCT
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epaa-3238	364	17	)	)	PUNCT
epaa-3238	364	18	..	..	PUNCT
epaa-3238	365	1	(	(	PUNCT
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epaa-3238	365	3	)	)	PUNCT
epaa-3238	365	4	asian	asian	ADJ
epaa-3238	365	5	student	student	NOUN
epaa-3238	365	6	share	share	NOUN
epaa-3238	365	7	(	(	PUNCT
epaa-3238	365	8	%	%	NOUN
epaa-3238	365	9	)	)	PUNCT
epaa-3238	365	10	†	†	NOUN
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epaa-3238	366	2	*	*	PUNCT
epaa-3238	366	3	*	*	PUNCT
epaa-3238	366	4	*	*	PUNCT
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epaa-3238	366	6	*	*	PUNCT
epaa-3238	366	7	*	*	PUNCT
epaa-3238	366	8	*	*	PUNCT
epaa-3238	366	9	..	..	PUNCT
epaa-3238	367	1	0.438	0.438	NUM
epaa-3238	367	2	*	*	PUNCT
epaa-3238	367	3	*	*	PUNCT
epaa-3238	367	4	*	*	PUNCT
epaa-3238	367	5	(	(	PUNCT
epaa-3238	367	6	se	se	X
epaa-3238	367	7	)	)	PUNCT
epaa-3238	367	8	(	(	PUNCT
epaa-3238	367	9	0.030	0.030	NUM
epaa-3238	367	10	)	)	PUNCT
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epaa-3238	367	13	)	)	PUNCT
epaa-3238	367	14	..	..	PUNCT
epaa-3238	367	15	(	(	PUNCT
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epaa-3238	367	17	)	)	PUNCT
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epaa-3238	367	20	share	share	NOUN
epaa-3238	367	21	(	(	PUNCT
epaa-3238	367	22	%	%	NOUN
epaa-3238	367	23	)	)	PUNCT
epaa-3238	367	24	†	†	NOUN
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epaa-3238	367	27	*	*	PUNCT
epaa-3238	367	28	*	*	PROPN
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epaa-3238	367	30	..	..	PUNCT
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epaa-3238	367	34	)	)	PUNCT
epaa-3238	367	35	(	(	PUNCT
epaa-3238	367	36	0.009	0.009	NUM
epaa-3238	367	37	)	)	PUNCT
epaa-3238	367	38	(	(	PUNCT
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epaa-3238	367	40	)	)	PUNCT
epaa-3238	367	41	..	..	PUNCT
epaa-3238	367	42	(	(	PUNCT
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epaa-3238	367	44	)	)	PUNCT
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epaa-3238	367	47	share	share	NOUN
epaa-3238	367	48	(	(	PUNCT
epaa-3238	367	49	%	%	NOUN
epaa-3238	367	50	)	)	PUNCT
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epaa-3238	367	54	..	..	PUNCT
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epaa-3238	367	61	)	)	PUNCT
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epaa-3238	367	64	)	)	PUNCT
epaa-3238	367	65	..	..	PUNCT
epaa-3238	368	1	(	(	PUNCT
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epaa-3238	368	3	)	)	PUNCT
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epaa-3238	368	9	)	)	PUNCT
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epaa-3238	368	11	*	*	PUNCT
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epaa-3238	369	5	)	)	PUNCT
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epaa-3238	369	8	)	)	PUNCT
epaa-3238	369	9	(	(	PUNCT
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epaa-3238	369	11	)	)	PUNCT
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epaa-3238	370	3	)	)	PUNCT
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epaa-3238	370	8	)	)	PUNCT
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epaa-3238	370	22	)	)	PUNCT
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epaa-3238	370	25	)	)	PUNCT
epaa-3238	370	26	..	..	PUNCT
epaa-3238	371	1	(	(	PUNCT
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epaa-3238	371	3	)	)	PUNCT
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epaa-3238	371	8	)	)	PUNCT
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epaa-3238	373	7	)	)	PUNCT
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epaa-3238	373	10	)	)	PUNCT
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epaa-3238	373	13	)	)	PUNCT
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epaa-3238	373	17	)	)	PUNCT
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epaa-3238	373	20	(	(	PUNCT
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epaa-3238	373	22	)	)	PUNCT
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epaa-3238	373	32	se	se	X
epaa-3238	373	33	)	)	PUNCT
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epaa-3238	373	36	)	)	PUNCT
epaa-3238	373	37	(	(	PUNCT
epaa-3238	373	38	0.093	0.093	NUM
epaa-3238	373	39	)	)	PUNCT
epaa-3238	373	40	..	..	PUNCT
epaa-3238	374	1	(	(	PUNCT
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epaa-3238	374	3	)	)	PUNCT
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epaa-3238	374	6	(	(	PUNCT
epaa-3238	374	7	%	%	NOUN
epaa-3238	374	8	)	)	PUNCT
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epaa-3238	374	18	..	..	PUNCT
epaa-3238	375	1	0.215	0.215	NUM
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epaa-3238	375	3	(	(	PUNCT
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epaa-3238	375	5	)	)	PUNCT
epaa-3238	375	6	(	(	PUNCT
epaa-3238	375	7	0.018	0.018	NUM
epaa-3238	375	8	)	)	PUNCT
epaa-3238	375	9	(	(	PUNCT
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epaa-3238	375	11	)	)	PUNCT
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epaa-3238	375	13	(	(	PUNCT
epaa-3238	375	14	0.108	0.108	NUM
epaa-3238	375	15	)	)	PUNCT
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epaa-3238	375	17	policy	policy	NOUN
epaa-3238	375	18	analysis	analysis	NOUN
epaa-3238	375	19	archives	archive	NOUN
epaa-3238	375	20	vol	vol	NOUN
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epaa-3238	377	9	)	)	PUNCT
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epaa-3238	378	5	returns	return	NOUN
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epaa-3238	378	7	investment	investment	NOUN
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epaa-3238	378	9	higher	high	ADJ
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epaa-3238	378	11	(	(	PUNCT
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epaa-3238	378	13	)	)	PUNCT
epaa-3238	378	14	,	,	PUNCT
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epaa-3238	378	16	effects	effect	NOUN
epaa-3238	378	17	regression	regression	NOUN
epaa-3238	378	18	(	(	PUNCT
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epaa-3238	378	20	)	)	PUNCT
epaa-3238	378	21	(	(	PUNCT
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epaa-3238	378	23	)	)	PUNCT
epaa-3238	378	24	(	(	PUNCT
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epaa-3238	378	26	)	)	PUNCT
epaa-3238	378	27	(	(	PUNCT
epaa-3238	378	28	4	4	X
epaa-3238	378	29	)	)	PUNCT
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epaa-3238	378	31	corr	corr	PROPN
epaa-3238	378	32	compositional	compositional	ADJ
epaa-3238	378	33	institutional	institutional	ADJ
epaa-3238	378	34	comp	comp	NOUN
epaa-3238	378	35	+	+	CCONJ
epaa-3238	378	36	inst	inst	VERB
epaa-3238	378	37	institutional	institutional	ADJ
epaa-3238	378	38	factors	factor	NOUN
epaa-3238	378	39	admission	admission	NOUN
epaa-3238	378	40	rate	rate	NOUN
epaa-3238	378	41	(	(	PUNCT
epaa-3238	378	42	%	%	INTJ
epaa-3238	378	43	)	)	PUNCT
epaa-3238	378	44	-0.036	-0.036	PROPN
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epaa-3238	378	46	*	*	PUNCT
epaa-3238	378	47	*	*	PUNCT
epaa-3238	378	48	..	..	PUNCT
epaa-3238	378	49	-0.005	-0.005	PUNCT
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epaa-3238	378	51	(	(	PUNCT
epaa-3238	378	52	se	se	X
epaa-3238	378	53	)	)	PUNCT
epaa-3238	378	54	(	(	PUNCT
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epaa-3238	378	56	)	)	PUNCT
epaa-3238	378	57	..	..	PUNCT
epaa-3238	378	58	(	(	PUNCT
epaa-3238	378	59	0.005	0.005	NUM
epaa-3238	378	60	)	)	PUNCT
epaa-3238	378	61	(	(	PUNCT
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epaa-3238	378	63	)	)	PUNCT
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epaa-3238	378	69	..	..	PUNCT
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epaa-3238	380	7	)	)	PUNCT
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epaa-3238	380	10	)	)	PUNCT
epaa-3238	380	11	..	..	PUNCT
epaa-3238	381	1	(	(	PUNCT
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epaa-3238	381	6	)	)	PUNCT
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epaa-3238	381	10	*	*	PUNCT
epaa-3238	381	11	*	*	PUNCT
epaa-3238	381	12	..	..	PUNCT
epaa-3238	381	13	0.139	0.139	NUM
epaa-3238	381	14	-0.044	-0.044	PROPN
epaa-3238	381	15	(	(	PUNCT
epaa-3238	381	16	se	se	X
epaa-3238	381	17	)	)	PUNCT
epaa-3238	381	18	(	(	PUNCT
epaa-3238	381	19	0.169	0.169	NUM
epaa-3238	381	20	)	)	PUNCT
epaa-3238	381	21	..	..	PUNCT
epaa-3238	381	22	(	(	PUNCT
epaa-3238	381	23	0.198	0.198	NUM
epaa-3238	381	24	)	)	PUNCT
epaa-3238	381	25	(	(	PUNCT
epaa-3238	381	26	0.133	0.133	NUM
epaa-3238	381	27	)	)	PUNCT
epaa-3238	381	28	research	research	NOUN
epaa-3238	381	29	university	university	NOUN
epaa-3238	381	30	2.380	2.380	NUM
epaa-3238	381	31	*	*	PUNCT
epaa-3238	381	32	*	*	PUNCT
epaa-3238	381	33	*	*	PUNCT
epaa-3238	381	34	..	..	PUNCT
epaa-3238	381	35	0.134	0.134	NUM
epaa-3238	381	36	0.116	0.116	NUM
epaa-3238	381	37	(	(	PUNCT
epaa-3238	381	38	se	se	X
epaa-3238	381	39	)	)	PUNCT
epaa-3238	381	40	(	(	PUNCT
epaa-3238	381	41	0.151	0.151	NUM
epaa-3238	381	42	)	)	PUNCT
epaa-3238	381	43	..	..	PUNCT
epaa-3238	381	44	(	(	PUNCT
epaa-3238	381	45	0.201	0.201	NUM
epaa-3238	381	46	)	)	PUNCT
epaa-3238	381	47	(	(	PUNCT
epaa-3238	381	48	0.150	0.150	NUM
epaa-3238	381	49	)	)	PUNCT
epaa-3238	381	50	size	size	NOUN
epaa-3238	381	51	of	of	ADP
epaa-3238	381	52	student	student	NOUN
epaa-3238	381	53	body	body	NOUN
epaa-3238	381	54	/	/	SYM
epaa-3238	381	55	fte†	fte†	NOUN
epaa-3238	381	56	1.127	1.127	NUM
epaa-3238	381	57	*	*	PUNCT
epaa-3238	381	58	*	*	PUNCT
epaa-3238	381	59	*	*	PUNCT
epaa-3238	381	60	..	..	PUNCT
epaa-3238	382	1	0.439	0.439	NUM
epaa-3238	382	2	*	*	SYM
epaa-3238	382	3	-0.124	-0.124	PUNCT
epaa-3238	382	4	(	(	PUNCT
epaa-3238	382	5	se	se	X
epaa-3238	382	6	)	)	PUNCT
epaa-3238	382	7	(	(	PUNCT
epaa-3238	382	8	0.103	0.103	NUM
epaa-3238	382	9	)	)	PUNCT
epaa-3238	382	10	..	..	PUNCT
epaa-3238	383	1	(	(	PUNCT
epaa-3238	383	2	0.172	0.172	NUM
epaa-3238	383	3	)	)	PUNCT
epaa-3238	383	4	(	(	PUNCT
epaa-3238	383	5	0.127	0.127	NUM
epaa-3238	383	6	)	)	PUNCT
epaa-3238	383	7	exp	exp	NOUN
epaa-3238	383	8	/	/	SYM
epaa-3238	383	9	fte	fte	NOUN
epaa-3238	383	10	,	,	PUNCT
epaa-3238	383	11	academic	academic	ADJ
epaa-3238	383	12	support	support	NOUN
epaa-3238	383	13	(	(	PUNCT
epaa-3238	383	14	$	$	SYM
epaa-3238	383	15	)	)	PUNCT
epaa-3238	383	16	0.050	0.050	NUM
epaa-3238	383	17	..	..	PUNCT
epaa-3238	384	1	0.024	0.024	NUM
epaa-3238	384	2	-0.070	-0.070	NUM
epaa-3238	384	3	(	(	PUNCT
epaa-3238	384	4	se	se	X
epaa-3238	384	5	)	)	PUNCT
epaa-3238	384	6	(	(	PUNCT
epaa-3238	384	7	0.082	0.082	NUM
epaa-3238	384	8	)	)	PUNCT
epaa-3238	384	9	..	..	PUNCT
epaa-3238	384	10	(	(	PUNCT
epaa-3238	384	11	0.109	0.109	NUM
epaa-3238	384	12	)	)	PUNCT
epaa-3238	384	13	(	(	PUNCT
epaa-3238	384	14	0.074	0.074	NUM
epaa-3238	384	15	)	)	PUNCT
epaa-3238	384	16	exp	exp	NOUN
epaa-3238	384	17	/	/	SYM
epaa-3238	384	18	fte	fte	NOUN
epaa-3238	384	19	,	,	PUNCT
epaa-3238	384	20	instruction	instruction	NOUN
epaa-3238	384	21	(	(	PUNCT
epaa-3238	384	22	$	$	SYM
epaa-3238	384	23	)	)	PUNCT
epaa-3238	384	24	0.197	0.197	NUM
epaa-3238	384	25	*	*	PUNCT
epaa-3238	384	26	*	*	PUNCT
epaa-3238	384	27	*	*	PUNCT
epaa-3238	384	28	..	..	PUNCT
epaa-3238	385	1	0.055	0.055	NUM
epaa-3238	385	2	*	*	PUNCT
epaa-3238	385	3	*	*	PUNCT
epaa-3238	385	4	0.014	0.014	NUM
epaa-3238	385	5	(	(	PUNCT
epaa-3238	385	6	se	se	ADJ
epaa-3238	385	7	)	)	PUNCT
epaa-3238	385	8	(	(	PUNCT
epaa-3238	385	9	0.027	0.027	NUM
epaa-3238	385	10	)	)	PUNCT
epaa-3238	385	11	..	..	PUNCT
epaa-3238	385	12	(	(	PUNCT
epaa-3238	385	13	0.017	0.017	NUM
epaa-3238	385	14	)	)	PUNCT
epaa-3238	385	15	(	(	PUNCT
epaa-3238	385	16	0.015	0.015	NUM
epaa-3238	385	17	)	)	PUNCT
epaa-3238	385	18	exp	exp	NOUN
epaa-3238	385	19	/	/	SYM
epaa-3238	385	20	fte	fte	NOUN
epaa-3238	385	21	,	,	PUNCT
epaa-3238	385	22	research	research	NOUN
epaa-3238	385	23	(	(	PUNCT
epaa-3238	385	24	$	$	SYM
epaa-3238	385	25	)	)	PUNCT
epaa-3238	385	26	0.166	0.166	NUM
epaa-3238	385	27	*	*	PUNCT
epaa-3238	385	28	*	*	PUNCT
epaa-3238	385	29	*	*	PUNCT
epaa-3238	385	30	..	..	PUNCT
epaa-3238	385	31	-0.019	-0.019	X
epaa-3238	385	32	-0.020	-0.020	PUNCT
epaa-3238	385	33	(	(	PUNCT
epaa-3238	385	34	se	se	X
epaa-3238	385	35	)	)	PUNCT
epaa-3238	385	36	(	(	PUNCT
epaa-3238	385	37	0.020	0.020	NUM
epaa-3238	385	38	)	)	PUNCT
epaa-3238	385	39	..	..	PUNCT
epaa-3238	385	40	(	(	PUNCT
epaa-3238	385	41	0.026	0.026	NUM
epaa-3238	385	42	)	)	PUNCT
epaa-3238	385	43	(	(	PUNCT
epaa-3238	385	44	0.021	0.021	NUM
epaa-3238	385	45	)	)	PUNCT
epaa-3238	385	46	exp	exp	PROPN
epaa-3238	385	47	/	/	SYM
epaa-3238	385	48	fte	fte	NOUN
epaa-3238	385	49	,	,	PUNCT
epaa-3238	385	50	student	student	NOUN
epaa-3238	385	51	services	service	NOUN
epaa-3238	385	52	(	(	PUNCT
epaa-3238	385	53	$	$	SYM
epaa-3238	385	54	)	)	PUNCT
epaa-3238	385	55	0.500	0.500	NUM
epaa-3238	385	56	*	*	PUNCT
epaa-3238	385	57	*	*	PUNCT
epaa-3238	385	58	*	*	PUNCT
epaa-3238	385	59	..	..	PUNCT
epaa-3238	385	60	0.026	0.026	NUM
epaa-3238	385	61	0.008	0.008	NUM
epaa-3238	385	62	(	(	PUNCT
epaa-3238	385	63	se	se	X
epaa-3238	385	64	)	)	PUNCT
epaa-3238	385	65	(	(	PUNCT
epaa-3238	385	66	0.048	0.048	NUM
epaa-3238	385	67	)	)	PUNCT
epaa-3238	385	68	..	..	PUNCT
epaa-3238	385	69	(	(	PUNCT
epaa-3238	385	70	0.055	0.055	NUM
epaa-3238	385	71	)	)	PUNCT
epaa-3238	385	72	(	(	PUNCT
epaa-3238	385	73	0.044	0.044	NUM
epaa-3238	385	74	)	)	PUNCT
epaa-3238	385	75	graduation	graduation	NOUN
epaa-3238	385	76	rate	rate	NOUN
epaa-3238	385	77	(	(	PUNCT
epaa-3238	385	78	%	%	INTJ
epaa-3238	385	79	)	)	PUNCT
epaa-3238	385	80	0.076	0.076	NUM
epaa-3238	385	81	*	*	PUNCT
epaa-3238	385	82	*	*	PUNCT
epaa-3238	385	83	*	*	PUNCT
epaa-3238	385	84	..	..	PUNCT
epaa-3238	386	1	0.071	0.071	NUM
epaa-3238	386	2	*	*	PUNCT
epaa-3238	386	3	*	*	PUNCT
epaa-3238	386	4	*	*	PUNCT
epaa-3238	386	5	0.086	0.086	NUM
epaa-3238	386	6	*	*	PUNCT
epaa-3238	386	7	*	*	PUNCT
epaa-3238	386	8	*	*	PUNCT
epaa-3238	386	9	(	(	PUNCT
epaa-3238	386	10	se	se	X
epaa-3238	386	11	)	)	PUNCT
epaa-3238	386	12	(	(	PUNCT
epaa-3238	386	13	0.006	0.006	NUM
epaa-3238	386	14	)	)	PUNCT
epaa-3238	386	15	..	..	PUNCT
epaa-3238	386	16	(	(	PUNCT
epaa-3238	386	17	0.007	0.007	NUM
epaa-3238	386	18	)	)	PUNCT
epaa-3238	386	19	(	(	PUNCT
epaa-3238	386	20	0.010	0.010	NUM
epaa-3238	386	21	)	)	PUNCT
epaa-3238	386	22	intercept	intercept	NOUN
epaa-3238	386	23	..	..	PUNCT
epaa-3238	387	1	9.518	9.518	NUM
epaa-3238	387	2	*	*	PUNCT
epaa-3238	387	3	*	*	PUNCT
epaa-3238	387	4	*	*	PUNCT
epaa-3238	387	5	2.798	2.798	NUM
epaa-3238	387	6	7.483	7.483	NUM
epaa-3238	387	7	*	*	PUNCT
epaa-3238	387	8	*	*	PUNCT
epaa-3238	387	9	*	*	PUNCT
epaa-3238	387	10	model	model	NOUN
epaa-3238	387	11	r2	r2	PROPN
epaa-3238	387	12	..	..	PUNCT
epaa-3238	387	13	0.590	0.590	NUM
epaa-3238	387	14	0.663	0.663	NUM
epaa-3238	387	15	0.752	0.752	NUM
epaa-3238	387	16	note	note	NOUN
epaa-3238	387	17	:	:	PUNCT
epaa-3238	387	18	*	*	PUNCT
epaa-3238	387	19	p<0.05	p<0.05	NOUN
epaa-3238	387	20	,	,	PUNCT
epaa-3238	387	21	*	*	PUNCT
epaa-3238	387	22	*	*	PUNCT
epaa-3238	387	23	p<0.01	p<0.01	PROPN
epaa-3238	387	24	,	,	PUNCT
epaa-3238	387	25	*	*	PUNCT
epaa-3238	387	26	*	*	PUNCT
epaa-3238	387	27	*	*	PUNCT
epaa-3238	387	28	p<0.001	p<0.001	ADJ
epaa-3238	387	29	dependent	dependent	ADJ
epaa-3238	387	30	variable	variable	NOUN
epaa-3238	387	31	is	be	AUX
epaa-3238	387	32	annualized	annualize	VERB
epaa-3238	387	33	roi	roi	NOUN
epaa-3238	387	34	,	,	PUNCT
epaa-3238	387	35	adjusted	adjust	VERB
epaa-3238	387	36	for	for	ADP
epaa-3238	387	37	aid	aid	NOUN
epaa-3238	387	38	and	and	CCONJ
epaa-3238	387	39	costs	cost	NOUN
epaa-3238	387	40	.	.	PUNCT
epaa-3238	388	1	models	model	NOUN
epaa-3238	388	2	derived	derive	VERB
epaa-3238	388	3	from	from	ADP
epaa-3238	388	4	random	random	ADJ
epaa-3238	388	5	effects	effect	NOUN
epaa-3238	388	6	regressions	regression	NOUN
epaa-3238	388	7	to	to	PART
epaa-3238	388	8	account	account	VERB
epaa-3238	388	9	for	for	ADP
epaa-3238	388	10	state	state	NOUN
epaa-3238	388	11	-	-	PUNCT
epaa-3238	388	12	level	level	NOUN
epaa-3238	388	13	variation	variation	NOUN
epaa-3238	388	14	in	in	ADP
epaa-3238	388	15	roi	roi	NOUN
epaa-3238	388	16	.	.	PUNCT
epaa-3238	389	1	robust	robust	ADJ
epaa-3238	389	2	standard	standard	ADJ
epaa-3238	389	3	errors	error	NOUN
epaa-3238	389	4	employed	employ	VERB
epaa-3238	389	5	.	.	PUNCT
epaa-3238	390	1	expenditures	expenditure	NOUN
epaa-3238	390	2	variables	variable	NOUN
epaa-3238	390	3	were	be	AUX
epaa-3238	390	4	rescaled	rescale	VERB
epaa-3238	390	5	to	to	ADP
epaa-3238	390	6	(	(	PUNCT
epaa-3238	390	7	expend/1000	expend/1000	PROPN
epaa-3238	390	8	)	)	PUNCT
epaa-3238	390	9	to	to	PART
epaa-3238	390	10	facilitate	facilitate	VERB
epaa-3238	390	11	interpretation	interpretation	NOUN
epaa-3238	390	12	of	of	ADP
epaa-3238	390	13	coefficients	coefficient	NOUN
epaa-3238	390	14	.	.	PUNCT
epaa-3238	391	1	†	†	PROPN
epaa-3238	391	2	identifies	identify	VERB
epaa-3238	391	3	log	log	PROPN
epaa-3238	391	4	transformed	transform	VERB
epaa-3238	391	5	variables	variable	NOUN
epaa-3238	391	6	.	.	PUNCT
epaa-3238	392	1	n=441	n=441	NUM
epaa-3238	392	2	.	.	PUNCT
epaa-3238	392	3	ranking	rank	VERB
epaa-3238	392	4	colleges	college	NOUN
epaa-3238	392	5	and	and	CCONJ
epaa-3238	392	6	universities	university	NOUN
epaa-3238	392	7	on	on	ADP
epaa-3238	392	8	returns	return	NOUN
epaa-3238	392	9	to	to	ADP
epaa-3238	392	10	education	education	NOUN
epaa-3238	392	11	21	21	NUM
epaa-3238	392	12	which	which	DET
epaa-3238	392	13	factors	factor	NOUN
epaa-3238	392	14	matter	matter	VERB
epaa-3238	392	15	most	most	ADJ
epaa-3238	392	16	for	for	ADP
epaa-3238	392	17	explaining	explain	VERB
epaa-3238	392	18	inter	inter	ADJ
epaa-3238	392	19	-	-	ADJ
epaa-3238	392	20	ihe	ihe	ADJ
epaa-3238	392	21	variation	variation	NOUN
epaa-3238	392	22	in	in	ADP
epaa-3238	392	23	roi	roi	NOUN
epaa-3238	392	24	?	?	PUNCT
epaa-3238	393	1	to	to	PART
epaa-3238	393	2	answer	answer	VERB
epaa-3238	393	3	this	this	DET
epaa-3238	393	4	question	question	NOUN
epaa-3238	393	5	,	,	PUNCT
epaa-3238	393	6	we	we	PRON
epaa-3238	393	7	report	report	VERB
epaa-3238	393	8	standardized	standardized	ADJ
epaa-3238	393	9	coefficients	coefficient	NOUN
epaa-3238	393	10	(	(	PUNCT
epaa-3238	393	11	betas	beta	NOUN
epaa-3238	393	12	)	)	PUNCT
epaa-3238	393	13	derived	derive	VERB
epaa-3238	393	14	from	from	ADP
epaa-3238	393	15	column	column	NOUN
epaa-3238	393	16	4	4	NUM
epaa-3238	393	17	of	of	ADP
epaa-3238	393	18	table	table	NOUN
epaa-3238	393	19	3	3	NUM
epaa-3238	393	20	in	in	ADP
epaa-3238	393	21	the	the	DET
epaa-3238	393	22	form	form	NOUN
epaa-3238	393	23	of	of	ADP
epaa-3238	393	24	an	an	DET
epaa-3238	393	25	‘	'	PUNCT
epaa-3238	393	26	effect	effect	NOUN
epaa-3238	393	27	tree	tree	NOUN
epaa-3238	393	28	’	'	PUNCT
epaa-3238	393	29	(	(	PUNCT
epaa-3238	393	30	figure	figure	NOUN
epaa-3238	393	31	2	2	NUM
epaa-3238	393	32	)	)	PUNCT
epaa-3238	393	33	.	.	PUNCT
epaa-3238	394	1	standardized	standardized	ADJ
epaa-3238	394	2	coefficients	coefficient	NOUN
epaa-3238	394	3	are	be	AUX
epaa-3238	394	4	listed	list	VERB
epaa-3238	394	5	in	in	ADP
epaa-3238	394	6	ascending	ascend	VERB
epaa-3238	394	7	order	order	NOUN
epaa-3238	394	8	of	of	ADP
epaa-3238	394	9	absolute	absolute	ADJ
epaa-3238	394	10	size	size	NOUN
epaa-3238	394	11	,	,	PUNCT
epaa-3238	394	12	such	such	ADJ
epaa-3238	394	13	that	that	SCONJ
epaa-3238	394	14	the	the	DET
epaa-3238	394	15	weakest	weak	ADJ
epaa-3238	394	16	correlations	correlation	NOUN
epaa-3238	394	17	are	be	AUX
epaa-3238	394	18	at	at	ADP
epaa-3238	394	19	the	the	DET
epaa-3238	394	20	top	top	NOUN
epaa-3238	394	21	of	of	ADP
epaa-3238	394	22	the	the	DET
epaa-3238	394	23	tree	tree	NOUN
epaa-3238	394	24	and	and	CCONJ
epaa-3238	394	25	the	the	DET
epaa-3238	394	26	strongest	strong	ADJ
epaa-3238	394	27	correlations	correlation	NOUN
epaa-3238	394	28	are	be	AUX
epaa-3238	394	29	at	at	ADP
epaa-3238	394	30	the	the	DET
epaa-3238	394	31	bottom	bottom	NOUN
epaa-3238	394	32	.	.	PUNCT
epaa-3238	395	1	graduation	graduation	NOUN
epaa-3238	395	2	rates	rate	NOUN
epaa-3238	395	3	(	(	PUNCT
epaa-3238	395	4	.792	.792	NUM
epaa-3238	395	5	)	)	PUNCT
epaa-3238	395	6	had	have	VERB
epaa-3238	395	7	the	the	DET
epaa-3238	395	8	largest	large	ADJ
epaa-3238	395	9	conditional	conditional	ADJ
epaa-3238	395	10	correlation	correlation	NOUN
epaa-3238	395	11	with	with	ADP
epaa-3238	395	12	institutional	institutional	ADJ
epaa-3238	395	13	roi	roi	NOUN
epaa-3238	395	14	,	,	PUNCT
epaa-3238	395	15	followed	follow	VERB
epaa-3238	395	16	by	by	ADP
epaa-3238	395	17	private	private	ADJ
epaa-3238	395	18	university	university	NOUN
epaa-3238	395	19	status	status	NOUN
epaa-3238	395	20	(	(	PUNCT
epaa-3238	395	21	-0.365	-0.365	NOUN
epaa-3238	395	22	)	)	PUNCT
epaa-3238	395	23	.	.	PUNCT
epaa-3238	396	1	asian	asian	ADJ
epaa-3238	396	2	(	(	PUNCT
epaa-3238	396	3	0.189	0.189	NUM
epaa-3238	396	4	)	)	PUNCT
epaa-3238	396	5	,	,	PUNCT
epaa-3238	396	6	engineering	engineering	NOUN
epaa-3238	396	7	(	(	PUNCT
epaa-3238	396	8	0.182	0.182	NUM
epaa-3238	396	9	)	)	PUNCT
epaa-3238	396	10	,	,	PUNCT
epaa-3238	396	11	and	and	CCONJ
epaa-3238	396	12	non	non	ADJ
epaa-3238	396	13	-	-	ADJ
epaa-3238	396	14	traditional	traditional	ADJ
epaa-3238	396	15	student	student	NOUN
epaa-3238	396	16	shares	share	NOUN
epaa-3238	396	17	(	(	PUNCT
epaa-3238	396	18	0.120	0.120	NUM
epaa-3238	396	19	)	)	PUNCT
epaa-3238	396	20	also	also	ADV
epaa-3238	396	21	had	have	VERB
epaa-3238	396	22	relatively	relatively	ADV
epaa-3238	396	23	large	large	ADJ
epaa-3238	396	24	effect	effect	NOUN
epaa-3238	396	25	sizes	size	NOUN
epaa-3238	396	26	.	.	PUNCT
epaa-3238	397	1	from	from	ADP
epaa-3238	397	2	a	a	DET
epaa-3238	397	3	policy	policy	NOUN
epaa-3238	397	4	perspective	perspective	NOUN
epaa-3238	397	5	,	,	PUNCT
epaa-3238	397	6	if	if	SCONJ
epaa-3238	397	7	university	university	NOUN
epaa-3238	397	8	administrators	administrator	NOUN
epaa-3238	397	9	wish	wish	VERB
epaa-3238	397	10	to	to	PART
epaa-3238	397	11	improve	improve	VERB
epaa-3238	397	12	their	their	PRON
epaa-3238	397	13	ranking	ranking	NOUN
epaa-3238	397	14	on	on	ADP
epaa-3238	397	15	the	the	DET
epaa-3238	397	16	payscale	payscale	ADJ
epaa-3238	397	17	roi	roi	NOUN
epaa-3238	397	18	list	list	NOUN
epaa-3238	397	19	,	,	PUNCT
epaa-3238	397	20	our	our	PRON
epaa-3238	397	21	analysis	analysis	NOUN
epaa-3238	397	22	indicates	indicate	VERB
epaa-3238	397	23	that	that	SCONJ
epaa-3238	397	24	attention	attention	NOUN
epaa-3238	397	25	to	to	ADP
epaa-3238	397	26	graduation	graduation	NOUN
epaa-3238	397	27	rates	rate	NOUN
epaa-3238	397	28	,	,	PUNCT
epaa-3238	397	29	increases	increase	NOUN
epaa-3238	397	30	in	in	ADP
epaa-3238	397	31	stem	stem	NOUN
epaa-3238	397	32	degree	degree	NOUN
epaa-3238	397	33	conferrals	conferral	NOUN
epaa-3238	397	34	,	,	PUNCT
epaa-3238	397	35	and	and	CCONJ
epaa-3238	397	36	diversifying	diversify	VERB
epaa-3238	397	37	the	the	DET
epaa-3238	397	38	student	student	NOUN
epaa-3238	397	39	body	body	NOUN
epaa-3238	397	40	will	will	AUX
epaa-3238	397	41	bring	bring	VERB
epaa-3238	397	42	the	the	DET
epaa-3238	397	43	largest	large	ADJ
epaa-3238	397	44	gains	gain	NOUN
epaa-3238	397	45	.	.	PUNCT
epaa-3238	398	1	of	of	ADP
epaa-3238	398	2	course	course	NOUN
epaa-3238	398	3	,	,	PUNCT
epaa-3238	398	4	these	these	PRON
epaa-3238	398	5	are	be	AUX
epaa-3238	398	6	conditional	conditional	ADJ
epaa-3238	398	7	results	result	NOUN
epaa-3238	398	8	that	that	PRON
epaa-3238	398	9	assume	assume	VERB
epaa-3238	398	10	ihes	ihe	NOUN
epaa-3238	398	11	are	be	AUX
epaa-3238	398	12	able	able	ADJ
epaa-3238	398	13	to	to	PART
epaa-3238	398	14	enroll	enroll	VERB
epaa-3238	398	15	similar	similar	ADJ
epaa-3238	398	16	quality	quality	NOUN
epaa-3238	398	17	students	student	NOUN
epaa-3238	398	18	and	and	CCONJ
epaa-3238	398	19	that	that	SCONJ
epaa-3238	398	20	graduates	graduate	NOUN
epaa-3238	398	21	enter	enter	VERB
epaa-3238	398	22	uniform	uniform	ADJ
epaa-3238	398	23	labor	labor	NOUN
epaa-3238	398	24	market	market	NOUN
epaa-3238	398	25	conditions	condition	NOUN
epaa-3238	398	26	(	(	PUNCT
epaa-3238	398	27	similar	similar	ADJ
epaa-3238	398	28	wages	wage	NOUN
epaa-3238	398	29	and	and	CCONJ
epaa-3238	398	30	employment	employment	NOUN
epaa-3238	398	31	rates	rate	NOUN
epaa-3238	398	32	,	,	PUNCT
epaa-3238	398	33	for	for	ADP
epaa-3238	398	34	example	example	NOUN
epaa-3238	398	35	)	)	PUNCT
epaa-3238	398	36	.	.	PUNCT
epaa-3238	399	1	this	this	PRON
epaa-3238	399	2	also	also	ADV
epaa-3238	399	3	assumes	assume	VERB
epaa-3238	399	4	that	that	SCONJ
epaa-3238	399	5	the	the	DET
epaa-3238	399	6	only	only	ADJ
epaa-3238	399	7	,	,	PUNCT
epaa-3238	399	8	or	or	CCONJ
epaa-3238	399	9	at	at	ADP
epaa-3238	399	10	least	least	ADJ
epaa-3238	399	11	the	the	DET
epaa-3238	399	12	primary	primary	NOUN
epaa-3238	399	13	,	,	PUNCT
epaa-3238	399	14	outcome	outcome	VERB
epaa-3238	399	15	that	that	SCONJ
epaa-3238	399	16	matters	matter	VERB
epaa-3238	399	17	for	for	ADP
epaa-3238	399	18	a	a	DET
epaa-3238	399	19	college	college	NOUN
epaa-3238	399	20	education	education	NOUN
epaa-3238	399	21	is	be	AUX
epaa-3238	399	22	earnings	earning	NOUN
epaa-3238	399	23	.	.	PUNCT
epaa-3238	400	1	we	we	PRON
epaa-3238	400	2	are	be	AUX
epaa-3238	400	3	not	not	PART
epaa-3238	400	4	advocating	advocate	VERB
epaa-3238	400	5	for	for	ADP
epaa-3238	400	6	such	such	DET
epaa-3238	400	7	a	a	DET
epaa-3238	400	8	narrow	narrow	ADJ
epaa-3238	400	9	definition	definition	NOUN
epaa-3238	400	10	of	of	ADP
epaa-3238	400	11	‘	'	PUNCT
epaa-3238	400	12	returns	return	NOUN
epaa-3238	400	13	’	'	PUNCT
epaa-3238	400	14	to	to	ADP
epaa-3238	400	15	investment	investment	NOUN
epaa-3238	400	16	in	in	ADP
epaa-3238	400	17	higher	high	ADJ
epaa-3238	400	18	education	education	NOUN
epaa-3238	400	19	.	.	PUNCT
epaa-3238	401	1	0.792	0.792	NUM
epaa-3238	401	2	-0.365	-0.365	NUM
epaa-3238	401	3	0.189	0.189	DET
epaa-3238	401	4	0.182	0.182	NUM
epaa-3238	401	5	0.120	0.120	NUM
epaa-3238	401	6	-0.103	-0.103	NUM
epaa-3238	401	7	0.087	0.087	NUM
epaa-3238	401	8	-0.082	-0.082	NUM
epaa-3238	401	9	0.066	0.066	NUM
epaa-3238	401	10	0.063	0.063	NUM
epaa-3238	401	11	-0.054	-0.054	PRON
epaa-3238	401	12	-0.052	-0.052	NUM
epaa-3238	401	13	-0.049	-0.049	PUNCT
epaa-3238	401	14	0.045	0.045	NUM
epaa-3238	401	15	-0.044	-0.044	NOUN
epaa-3238	401	16	0.039	0.039	NUM
epaa-3238	401	17	-0.032	-0.032	ADP
epaa-3238	401	18	0.028	0.028	NUM
epaa-3238	401	19	-0.013	-0.013	PUNCT
epaa-3238	401	20	0.007	0.007	NUM
epaa-3238	401	21	0.006	0.006	NUM
epaa-3238	401	22	-0	-0	SYM
epaa-3238	401	23	.5	.5	NUM
epaa-3238	401	24	0	0	NUM
epaa-3238	402	1	-0	-0	X
epaa-3238	402	2	.4	.4	NUM
epaa-3238	402	3	0	0	NUM
epaa-3238	402	4	-0	-0	SYM
epaa-3238	402	5	.3	.3	NUM
epaa-3238	402	6	0	0	NUM
epaa-3238	402	7	-0	-0	INTJ
epaa-3238	403	1	.2	.2	NUM
epaa-3238	403	2	0	0	NUM
epaa-3238	403	3	-0	-0	SYM
epaa-3238	403	4	.1	.1	NUM
epaa-3238	403	5	0	0	NUM
epaa-3238	403	6	0	0	NUM
epaa-3238	403	7	.	.	PUNCT
epaa-3238	403	8	00	00	NUM
epaa-3238	403	9	0	0	NUM
epaa-3238	403	10	.	.	PUNCT
epaa-3238	404	1	10	10	NUM
epaa-3238	404	2	0	0	NUM
epaa-3238	404	3	.	.	PROPN
epaa-3238	405	1	20	20	NUM
epaa-3238	405	2	0	0	NUM
epaa-3238	405	3	.	.	PUNCT
epaa-3238	405	4	30	30	NUM
epaa-3238	405	5	0	0	NUM
epaa-3238	405	6	.	.	PUNCT
epaa-3238	406	1	40	40	NUM
epaa-3238	406	2	0	0	NUM
epaa-3238	406	3	.	.	PUNCT
epaa-3238	407	1	50	50	NUM
epaa-3238	407	2	0	0	NUM
epaa-3238	407	3	.	.	PUNCT
epaa-3238	408	1	60	60	NUM
epaa-3238	408	2	0	0	NUM
epaa-3238	408	3	.	.	PUNCT
epaa-3238	409	1	70	70	NUM
epaa-3238	409	2	0	0	NUM
epaa-3238	409	3	.	.	PUNCT
epaa-3238	410	1	80	80	NUM
epaa-3238	410	2	0	0	NUM
epaa-3238	410	3	.	.	PUNCT
epaa-3238	411	1	90	90	NUM
epaa-3238	411	2	standardized	standardized	ADJ
epaa-3238	411	3	effects	effect	NOUN
epaa-3238	411	4	(	(	PUNCT
epaa-3238	411	5	beta	beta	NOUN
epaa-3238	411	6	)	)	PUNCT
epaa-3238	411	7	graduation	graduation	NOUN
epaa-3238	411	8	*	*	PUNCT
epaa-3238	411	9	*	*	PUNCT
epaa-3238	411	10	*	*	PUNCT
epaa-3238	411	11	private	private	ADJ
epaa-3238	411	12	*	*	PUNCT
epaa-3238	411	13	*	*	PUNCT
epaa-3238	411	14	*	*	ADJ
epaa-3238	411	15	asian	asian	ADJ
epaa-3238	411	16	*	*	PUNCT
epaa-3238	411	17	*	*	PUNCT
epaa-3238	411	18	*	*	PUNCT
epaa-3238	411	19	engineer	engineer	NOUN
epaa-3238	411	20	*	*	PUNCT
epaa-3238	411	21	*	*	PUNCT
epaa-3238	411	22	*	*	PUNCT
epaa-3238	411	23	non	non	ADJ
epaa-3238	411	24	-	-	ADJ
epaa-3238	411	25	traditional	traditional	ADJ
epaa-3238	411	26	*	*	ADJ
epaa-3238	411	27	female	female	NOUN
epaa-3238	411	28	*	*	PUNCT
epaa-3238	411	29	hispanic	hispanic	ADJ
epaa-3238	411	30	pell	pell	NOUN
epaa-3238	411	31	*	*	PUNCT
epaa-3238	411	32	black	black	PROPN
epaa-3238	411	33	*	*	PUNCT
epaa-3238	411	34	science	science	NOUN
epaa-3238	411	35	*	*	NOUN
epaa-3238	411	36	size	size	NOUN
epaa-3238	411	37	exp	exp	NOUN
epaa-3238	411	38	/	/	SYM
epaa-3238	411	39	fte	fte	NOUN
epaa-3238	411	40	,	,	PUNCT
epaa-3238	411	41	instruction	instruction	NOUN
epaa-3238	411	42	exp	exp	NOUN
epaa-3238	411	43	/	/	SYM
epaa-3238	411	44	fte	fte	NOUN
epaa-3238	411	45	,	,	PUNCT
epaa-3238	411	46	student	student	NOUN
epaa-3238	411	47	services	service	NOUN
epaa-3238	411	48	admission	admission	NOUN
epaa-3238	411	49	sat	sit	VERB
epaa-3238	411	50	exp	exp	NOUN
epaa-3238	411	51	/	/	SYM
epaa-3238	411	52	fte	fte	NOUN
epaa-3238	411	53	,	,	PUNCT
epaa-3238	411	54	research	research	NOUN
epaa-3238	411	55	humanities	humanity	NOUN
epaa-3238	411	56	research	research	NOUN
epaa-3238	411	57	reputation	reputation	NOUN
epaa-3238	411	58	business	business	NOUN
epaa-3238	411	59	exp	exp	NOUN
epaa-3238	411	60	/	/	SYM
epaa-3238	411	61	fte	fte	NOUN
epaa-3238	411	62	,	,	PUNCT
epaa-3238	411	63	academic	academic	ADJ
epaa-3238	411	64	support	support	NOUN
epaa-3238	411	65	figure	figure	NOUN
epaa-3238	411	66	2	2	NUM
epaa-3238	411	67	.	.	PUNCT
epaa-3238	412	1	conditional	conditional	ADJ
epaa-3238	412	2	,	,	PUNCT
epaa-3238	412	3	standardized	standardized	ADJ
epaa-3238	412	4	effects	effect	NOUN
epaa-3238	412	5	note	note	NOUN
epaa-3238	412	6	:	:	PUNCT
epaa-3238	412	7	standardized	standardized	ADJ
epaa-3238	412	8	effects	effect	NOUN
epaa-3238	412	9	(	(	PUNCT
epaa-3238	412	10	betas	beta	NOUN
epaa-3238	412	11	)	)	PUNCT
epaa-3238	412	12	are	be	AUX
epaa-3238	412	13	derived	derive	VERB
epaa-3238	412	14	from	from	ADP
epaa-3238	412	15	table	table	NOUN
epaa-3238	412	16	3	3	NUM
epaa-3238	412	17	,	,	PUNCT
epaa-3238	412	18	model	model	NOUN
epaa-3238	412	19	7	7	NUM
epaa-3238	412	20	.	.	PUNCT
epaa-3238	413	1	asterisks	asterisk	NOUN
epaa-3238	413	2	denote	denote	VERB
epaa-3238	413	3	significance	significance	NOUN
epaa-3238	413	4	levels	level	NOUN
epaa-3238	413	5	(	(	PUNCT
epaa-3238	413	6	*	*	PUNCT
epaa-3238	413	7	p<0.05	p<0.05	NOUN
epaa-3238	413	8	,	,	PUNCT
epaa-3238	413	9	*	*	PUNCT
epaa-3238	413	10	*	*	PUNCT
epaa-3238	413	11	p<0.01	p<0.01	PROPN
epaa-3238	413	12	,	,	PUNCT
epaa-3238	413	13	*	*	PUNCT
epaa-3238	413	14	*	*	PUNCT
epaa-3238	413	15	*	*	PUNCT
epaa-3238	413	16	p<0.001	p<0.001	PROPN
epaa-3238	413	17	.	.	PUNCT
epaa-3238	413	18	)	)	PUNCT
epaa-3238	414	1	education	education	NOUN
epaa-3238	414	2	policy	policy	NOUN
epaa-3238	414	3	analysis	analysis	NOUN
epaa-3238	414	4	archives	archive	NOUN
epaa-3238	414	5	vol	vol	NOUN
epaa-3238	414	6	.	.	PUNCT
epaa-3238	415	1	25	25	NUM
epaa-3238	415	2	no	no	NOUN
epaa-3238	415	3	.	.	PUNCT
epaa-3238	416	1	110	110	NUM
epaa-3238	416	2	22	22	NUM
epaa-3238	416	3	the	the	DET
epaa-3238	416	4	accuracy	accuracy	NOUN
epaa-3238	416	5	of	of	ADP
epaa-3238	416	6	the	the	DET
epaa-3238	416	7	model	model	NOUN
epaa-3238	416	8	in	in	ADP
epaa-3238	416	9	reproducing	reproduce	VERB
epaa-3238	416	10	the	the	DET
epaa-3238	416	11	observed	observe	VERB
epaa-3238	416	12	values	value	NOUN
epaa-3238	416	13	of	of	ADP
epaa-3238	416	14	roi	roi	NOUN
epaa-3238	416	15	can	can	AUX
epaa-3238	416	16	be	be	AUX
epaa-3238	416	17	seen	see	VERB
epaa-3238	416	18	in	in	ADP
epaa-3238	416	19	figure	figure	NOUN
epaa-3238	416	20	3	3	NUM
epaa-3238	416	21	,	,	PUNCT
epaa-3238	416	22	where	where	SCONJ
epaa-3238	416	23	we	we	PRON
epaa-3238	416	24	regressed	regress	VERB
epaa-3238	416	25	the	the	DET
epaa-3238	416	26	observed	observe	VERB
epaa-3238	416	27	values	value	NOUN
epaa-3238	416	28	of	of	ADP
epaa-3238	416	29	roi	roi	NOUN
epaa-3238	416	30	on	on	ADP
epaa-3238	416	31	predicted	predict	VERB
epaa-3238	416	32	values	value	NOUN
epaa-3238	416	33	derived	derive	VERB
epaa-3238	416	34	from	from	ADP
epaa-3238	416	35	the	the	DET
epaa-3238	416	36	full	full	ADJ
epaa-3238	416	37	model	model	NOUN
epaa-3238	416	38	(	(	PUNCT
epaa-3238	416	39	model	model	NOUN
epaa-3238	416	40	4	4	NUM
epaa-3238	416	41	of	of	ADP
epaa-3238	416	42	table	table	NOUN
epaa-3238	416	43	3	3	NUM
epaa-3238	416	44	)	)	PUNCT
epaa-3238	416	45	.	.	PUNCT
epaa-3238	417	1	figure	figure	NOUN
epaa-3238	417	2	2	2	NUM
epaa-3238	417	3	also	also	ADV
epaa-3238	417	4	identifies	identify	VERB
epaa-3238	417	5	a	a	DET
epaa-3238	417	6	number	number	NOUN
epaa-3238	417	7	of	of	ADP
epaa-3238	417	8	schools	school	NOUN
epaa-3238	417	9	that	that	PRON
epaa-3238	417	10	either	either	CCONJ
epaa-3238	417	11	under	under	ADV
epaa-3238	417	12	-	-	PUNCT
epaa-3238	417	13	performed	perform	VERB
epaa-3238	417	14	or	or	CCONJ
epaa-3238	417	15	over	over	ADV
epaa-3238	417	16	-	-	PUNCT
epaa-3238	417	17	performed	perform	VERB
epaa-3238	417	18	,	,	PUNCT
epaa-3238	417	19	relative	relative	ADJ
epaa-3238	417	20	to	to	ADP
epaa-3238	417	21	the	the	DET
epaa-3238	417	22	model	model	NOUN
epaa-3238	417	23	prediction	prediction	NOUN
epaa-3238	417	24	,	,	PUNCT
epaa-3238	417	25	which	which	PRON
epaa-3238	417	26	we	we	PRON
epaa-3238	417	27	defined	define	VERB
epaa-3238	417	28	as	as	ADP
epaa-3238	417	29	schools	school	NOUN
epaa-3238	417	30	with	with	ADP
epaa-3238	417	31	an	an	DET
epaa-3238	417	32	absolute	absolute	ADJ
epaa-3238	417	33	deviation	deviation	NOUN
epaa-3238	417	34	from	from	ADP
epaa-3238	417	35	their	their	PRON
epaa-3238	417	36	predicted	predict	VERB
epaa-3238	417	37	roi	roi	NOUN
epaa-3238	417	38	in	in	ADP
epaa-3238	417	39	excess	excess	NOUN
epaa-3238	417	40	of	of	ADP
epaa-3238	417	41	2	2	NUM
epaa-3238	417	42	%	%	NOUN
epaa-3238	417	43	.	.	PUNCT
epaa-3238	418	1	insofar	insofar	ADV
epaa-3238	418	2	as	as	SCONJ
epaa-3238	418	3	roi	roi	NOUN
epaa-3238	418	4	is	be	AUX
epaa-3238	418	5	a	a	DET
epaa-3238	418	6	positive	positive	ADJ
epaa-3238	418	7	attribute	attribute	NOUN
epaa-3238	418	8	of	of	ADP
epaa-3238	418	9	universities	university	NOUN
epaa-3238	418	10	,	,	PUNCT
epaa-3238	418	11	10	10	NUM
epaa-3238	418	12	schools	school	NOUN
epaa-3238	418	13	,	,	PUNCT
epaa-3238	418	14	spanning	span	VERB
epaa-3238	418	15	the	the	DET
epaa-3238	418	16	full	full	ADJ
epaa-3238	418	17	spectrum	spectrum	NOUN
epaa-3238	418	18	of	of	ADP
epaa-3238	418	19	the	the	DET
epaa-3238	418	20	roi	roi	NOUN
epaa-3238	418	21	distribution	distribution	NOUN
epaa-3238	418	22	(	(	PUNCT
epaa-3238	418	23	low	low	ADJ
epaa-3238	418	24	,	,	PUNCT
epaa-3238	418	25	medium	medium	ADJ
epaa-3238	418	26	,	,	PUNCT
epaa-3238	418	27	and	and	CCONJ
epaa-3238	418	28	high	high	ADJ
epaa-3238	418	29	roi	roi	NOUN
epaa-3238	418	30	values	value	NOUN
epaa-3238	418	31	)	)	PUNCT
epaa-3238	418	32	,	,	PUNCT
epaa-3238	418	33	stand	stand	VERB
epaa-3238	418	34	out	out	ADP
epaa-3238	418	35	.	.	PUNCT
epaa-3238	419	1	in	in	ADP
epaa-3238	419	2	our	our	PRON
epaa-3238	419	3	sample	sample	NOUN
epaa-3238	419	4	of	of	ADP
epaa-3238	419	5	441	441	NUM
epaa-3238	419	6	schools	school	NOUN
epaa-3238	419	7	,	,	PUNCT
epaa-3238	419	8	the	the	DET
epaa-3238	419	9	university	university	NOUN
epaa-3238	419	10	of	of	ADP
epaa-3238	419	11	virginia	virginia	PROPN
epaa-3238	419	12	not	not	PART
epaa-3238	419	13	only	only	ADV
epaa-3238	419	14	had	have	VERB
epaa-3238	419	15	the	the	DET
epaa-3238	419	16	highest	high	ADJ
epaa-3238	419	17	observed	observed	ADJ
epaa-3238	419	18	roi	roi	NOUN
epaa-3238	419	19	,	,	PUNCT
epaa-3238	419	20	but	but	CCONJ
epaa-3238	419	21	also	also	ADV
epaa-3238	419	22	the	the	DET
epaa-3238	419	23	largest	large	ADJ
epaa-3238	419	24	positive	positive	ADJ
epaa-3238	419	25	deviation	deviation	NOUN
epaa-3238	419	26	from	from	ADP
epaa-3238	419	27	the	the	DET
epaa-3238	419	28	model	model	NOUN
epaa-3238	419	29	prediction	prediction	NOUN
epaa-3238	419	30	.	.	PUNCT
epaa-3238	420	1	the	the	DET
epaa-3238	420	2	college	college	PROPN
epaa-3238	420	3	of	of	ADP
epaa-3238	420	4	william	william	PROPN
epaa-3238	420	5	and	and	CCONJ
epaa-3238	420	6	mary	mary	PROPN
epaa-3238	420	7	,	,	PUNCT
epaa-3238	420	8	unc	unc	PROPN
epaa-3238	420	9	chapel	chapel	PROPN
epaa-3238	420	10	-	-	PUNCT
epaa-3238	420	11	hill	hill	PROPN
epaa-3238	420	12	,	,	PUNCT
epaa-3238	420	13	washington	washington	PROPN
epaa-3238	420	14	and	and	CCONJ
epaa-3238	420	15	lee	lee	PROPN
epaa-3238	420	16	university	university	PROPN
epaa-3238	420	17	,	,	PUNCT
epaa-3238	420	18	brigham	brigham	PROPN
epaa-3238	420	19	young	young	PROPN
epaa-3238	420	20	university	university	NOUN
epaa-3238	420	21	,	,	PUNCT
epaa-3238	420	22	and	and	CCONJ
epaa-3238	420	23	louisiana	louisiana	PROPN
epaa-3238	420	24	tech	tech	PROPN
epaa-3238	420	25	university	university	PROPN
epaa-3238	420	26	each	each	PRON
epaa-3238	420	27	had	have	VERB
epaa-3238	420	28	above	above	ADP
epaa-3238	420	29	average	average	ADJ
epaa-3238	420	30	roi	roi	NOUN
epaa-3238	420	31	and	and	CCONJ
epaa-3238	420	32	better	well	ADJ
epaa-3238	420	33	than	than	SCONJ
epaa-3238	420	34	expected	expect	VERB
epaa-3238	420	35	roi	roi	NOUN
epaa-3238	420	36	,	,	PUNCT
epaa-3238	420	37	based	base	VERB
epaa-3238	420	38	on	on	ADP
epaa-3238	420	39	the	the	DET
epaa-3238	420	40	variables	variable	NOUN
epaa-3238	420	41	accounted	account	VERB
epaa-3238	420	42	for	for	ADP
epaa-3238	420	43	in	in	ADP
epaa-3238	420	44	our	our	PRON
epaa-3238	420	45	models	model	NOUN
epaa-3238	420	46	.	.	PUNCT
epaa-3238	421	1	among	among	ADP
epaa-3238	421	2	schools	school	NOUN
epaa-3238	421	3	with	with	ADP
epaa-3238	421	4	below	below	ADP
epaa-3238	421	5	average	average	ADJ
epaa-3238	421	6	roi	roi	NOUN
epaa-3238	421	7	,	,	PUNCT
epaa-3238	421	8	nc	nc	PROPN
epaa-3238	421	9	central	central	PROPN
epaa-3238	421	10	university	university	PROPN
epaa-3238	421	11	,	,	PUNCT
epaa-3238	421	12	mcneese	mcneese	PROPN
epaa-3238	421	13	state	state	PROPN
epaa-3238	421	14	university	university	PROPN
epaa-3238	421	15	,	,	PUNCT
epaa-3238	421	16	florida	florida	PROPN
epaa-3238	421	17	a&m	a&m	PROPN
epaa-3238	421	18	university	university	PROPN
epaa-3238	421	19	,	,	PUNCT
epaa-3238	421	20	and	and	CCONJ
epaa-3238	421	21	winston	winston	PROPN
epaa-3238	421	22	-	-	PUNCT
epaa-3238	421	23	salem	salem	PROPN
epaa-3238	421	24	state	state	NOUN
epaa-3238	421	25	university	university	NOUN
epaa-3238	421	26	also	also	ADV
epaa-3238	421	27	substantially	substantially	ADV
epaa-3238	421	28	outperformed	outperform	VERB
epaa-3238	421	29	the	the	DET
epaa-3238	421	30	model	model	NOUN
epaa-3238	421	31	expectations	expectation	NOUN
epaa-3238	421	32	.	.	PUNCT
epaa-3238	422	1	future	future	ADJ
epaa-3238	422	2	research	research	NOUN
epaa-3238	422	3	that	that	PRON
epaa-3238	422	4	investigates	investigate	VERB
epaa-3238	422	5	the	the	DET
epaa-3238	422	6	policies	policy	NOUN
epaa-3238	422	7	,	,	PUNCT
epaa-3238	422	8	programs	program	NOUN
epaa-3238	422	9	,	,	PUNCT
epaa-3238	422	10	and	and	CCONJ
epaa-3238	422	11	other	other	ADJ
epaa-3238	422	12	factors	factor	NOUN
epaa-3238	422	13	at	at	ADP
epaa-3238	422	14	these	these	DET
epaa-3238	422	15	and	and	CCONJ
epaa-3238	422	16	similar	similar	ADJ
epaa-3238	422	17	‘	'	PUNCT
epaa-3238	422	18	over	over	ADV
epaa-3238	422	19	-	-	PUNCT
epaa-3238	422	20	performing	perform	VERB
epaa-3238	422	21	’	'	PUNCT
epaa-3238	422	22	schools	school	NOUN
epaa-3238	422	23	to	to	PART
epaa-3238	422	24	understand	understand	VERB
epaa-3238	422	25	the	the	DET
epaa-3238	422	26	causes	cause	NOUN
epaa-3238	422	27	of	of	ADP
epaa-3238	422	28	above	above	ADP
epaa-3238	422	29	average	average	ADJ
epaa-3238	422	30	roi	roi	NOUN
epaa-3238	422	31	values	value	NOUN
epaa-3238	422	32	,	,	PUNCT
epaa-3238	422	33	net	net	NOUN
epaa-3238	422	34	of	of	ADP
epaa-3238	422	35	factors	factor	NOUN
epaa-3238	422	36	we	we	PRON
epaa-3238	422	37	have	have	AUX
epaa-3238	422	38	measured	measure	VERB
epaa-3238	422	39	in	in	ADP
epaa-3238	422	40	the	the	DET
epaa-3238	422	41	present	present	ADJ
epaa-3238	422	42	research	research	NOUN
epaa-3238	422	43	,	,	PUNCT
epaa-3238	422	44	might	might	AUX
epaa-3238	422	45	provide	provide	VERB
epaa-3238	422	46	further	further	ADJ
epaa-3238	422	47	insights	insight	NOUN
epaa-3238	422	48	into	into	ADP
epaa-3238	422	49	the	the	DET
epaa-3238	422	50	mechanisms	mechanism	NOUN
epaa-3238	422	51	that	that	PRON
epaa-3238	422	52	enhance	enhance	VERB
epaa-3238	422	53	institutional	institutional	ADJ
epaa-3238	422	54	roi	roi	NOUN
epaa-3238	422	55	.	.	PUNCT
epaa-3238	423	1	similar	similar	ADJ
epaa-3238	423	2	investigations	investigation	NOUN
epaa-3238	423	3	of	of	ADP
epaa-3238	423	4	schools	school	NOUN
epaa-3238	423	5	that	that	PRON
epaa-3238	423	6	performed	perform	VERB
epaa-3238	423	7	worse	bad	ADJ
epaa-3238	423	8	than	than	ADP
epaa-3238	423	9	model	model	NOUN
epaa-3238	423	10	predictions	prediction	NOUN
epaa-3238	423	11	is	be	AUX
epaa-3238	423	12	another	another	DET
epaa-3238	423	13	promising	promising	ADJ
epaa-3238	423	14	area	area	NOUN
epaa-3238	423	15	of	of	ADP
epaa-3238	423	16	future	future	ADJ
epaa-3238	423	17	research	research	NOUN
epaa-3238	423	18	.	.	PUNCT
epaa-3238	424	1	some	some	DET
epaa-3238	424	2	internal	internal	ADJ
epaa-3238	424	3	college	college	NOUN
epaa-3238	424	4	and	and	CCONJ
epaa-3238	424	5	university	university	NOUN
epaa-3238	424	6	practices	practice	NOUN
epaa-3238	424	7	that	that	PRON
epaa-3238	424	8	warrant	warrant	VERB
epaa-3238	424	9	further	further	ADJ
epaa-3238	424	10	consideration	consideration	NOUN
epaa-3238	424	11	include	include	VERB
epaa-3238	424	12	how	how	SCONJ
epaa-3238	424	13	career	career	NOUN
epaa-3238	424	14	counseling	counseling	NOUN
epaa-3238	424	15	,	,	PUNCT
epaa-3238	424	16	internships	internship	NOUN
epaa-3238	424	17	,	,	PUNCT
epaa-3238	424	18	and	and	CCONJ
epaa-3238	424	19	job	job	NOUN
epaa-3238	424	20	placement	placement	NOUN
epaa-3238	424	21	programs	program	NOUN
epaa-3238	424	22	impact	impact	VERB
epaa-3238	424	23	an	an	DET
epaa-3238	424	24	institution	institution	NOUN
epaa-3238	424	25	’s	’s	PART
epaa-3238	424	26	payscale	payscale	ADJ
epaa-3238	424	27	roi	roi	NOUN
epaa-3238	424	28	score	score	NOUN
epaa-3238	424	29	(	(	PUNCT
epaa-3238	424	30	e.g.	e.g.	ADV
epaa-3238	424	31	,	,	PUNCT
epaa-3238	424	32	day	day	NOUN
epaa-3238	424	33	&	&	CCONJ
epaa-3238	424	34	cruzvergara	cruzvergara	PROPN
epaa-3238	424	35	,	,	PUNCT
epaa-3238	424	36	2014	2014	NUM
epaa-3238	424	37	)	)	PUNCT
epaa-3238	424	38	.	.	PUNCT
epaa-3238	425	1	another	another	PRON
epaa-3238	425	2	would	would	AUX
epaa-3238	425	3	be	be	AUX
epaa-3238	425	4	to	to	PART
epaa-3238	425	5	investigate	investigate	VERB
epaa-3238	425	6	whether	whether	SCONJ
epaa-3238	425	7	college	college	NOUN
epaa-3238	425	8	and	and	CCONJ
epaa-3238	425	9	university	university	NOUN
epaa-3238	425	10	practices	practice	NOUN
epaa-3238	425	11	such	such	ADJ
epaa-3238	425	12	as	as	ADP
epaa-3238	425	13	financial	financial	ADJ
epaa-3238	425	14	aid	aid	NOUN
epaa-3238	425	15	programs	program	NOUN
epaa-3238	425	16	and	and	CCONJ
epaa-3238	425	17	faculty	faculty	NOUN
epaa-3238	425	18	and	and	CCONJ
epaa-3238	425	19	student	student	NOUN
epaa-3238	425	20	engagement	engagement	NOUN
epaa-3238	425	21	,	,	PUNCT
epaa-3238	425	22	which	which	PRON
epaa-3238	425	23	have	have	AUX
epaa-3238	425	24	been	be	AUX
epaa-3238	425	25	shown	show	VERB
epaa-3238	425	26	to	to	PART
epaa-3238	425	27	positively	positively	ADV
epaa-3238	425	28	impact	impact	VERB
epaa-3238	425	29	graduation	graduation	NOUN
epaa-3238	425	30	rates	rate	NOUN
epaa-3238	425	31	,	,	PUNCT
epaa-3238	425	32	indirectly	indirectly	ADV
epaa-3238	425	33	improve	improve	VERB
epaa-3238	425	34	institutions	institution	NOUN
epaa-3238	425	35	’	'	PUNCT
epaa-3238	425	36	payscale	payscale	ADJ
epaa-3238	425	37	rankings	ranking	NOUN
epaa-3238	425	38	(	(	PUNCT
epaa-3238	425	39	e.g.	e.g.	ADV
epaa-3238	425	40	,	,	PUNCT
epaa-3238	425	41	bowen	bowen	NOUN
epaa-3238	425	42	,	,	PUNCT
epaa-3238	425	43	chingos	chingos	PROPN
epaa-3238	425	44	,	,	PUNCT
epaa-3238	425	45	&	&	CCONJ
epaa-3238	425	46	mcpherson	mcpherson	PROPN
epaa-3238	425	47	,	,	PUNCT
epaa-3238	425	48	2009	2009	NUM
epaa-3238	425	49	;	;	PUNCT
epaa-3238	426	1	kuh	kuh	PROPN
epaa-3238	426	2	,	,	PUNCT
epaa-3238	426	3	et	et	PROPN
epaa-3238	426	4	al	al	PROPN
epaa-3238	426	5	,	,	PUNCT
epaa-3238	426	6	2011	2011	NUM
epaa-3238	426	7	)	)	PUNCT
epaa-3238	426	8	.	.	PUNCT
epaa-3238	427	1	while	while	SCONJ
epaa-3238	427	2	this	this	DET
epaa-3238	427	3	current	current	ADJ
epaa-3238	427	4	study	study	NOUN
epaa-3238	427	5	was	be	AUX
epaa-3238	427	6	unable	unable	ADJ
epaa-3238	427	7	to	to	PART
epaa-3238	427	8	examine	examine	VERB
epaa-3238	427	9	such	such	ADJ
epaa-3238	427	10	questions	question	NOUN
epaa-3238	427	11	,	,	PUNCT
epaa-3238	427	12	future	future	ADJ
epaa-3238	427	13	research	research	NOUN
epaa-3238	427	14	,	,	PUNCT
epaa-3238	427	15	utilizing	utilize	VERB
epaa-3238	427	16	different	different	ADJ
epaa-3238	427	17	data	datum	NOUN
epaa-3238	427	18	,	,	PUNCT
epaa-3238	427	19	might	might	AUX
epaa-3238	427	20	undertake	undertake	VERB
epaa-3238	427	21	such	such	ADJ
epaa-3238	427	22	investigations	investigation	NOUN
epaa-3238	427	23	.	.	PUNCT
epaa-3238	428	1	ranking	rank	VERB
epaa-3238	428	2	colleges	college	NOUN
epaa-3238	428	3	and	and	CCONJ
epaa-3238	428	4	universities	university	NOUN
epaa-3238	428	5	on	on	ADP
epaa-3238	428	6	returns	return	NOUN
epaa-3238	428	7	to	to	ADP
epaa-3238	428	8	education	education	NOUN
epaa-3238	428	9	23	23	NUM
epaa-3238	428	10	winston	winston	PROPN
epaa-3238	428	11	-	-	PUNCT
epaa-3238	428	12	salem	salem	PROPN
epaa-3238	428	13	state	state	PROPN
epaa-3238	428	14	university	university	PROPN
epaa-3238	428	15	university	university	PROPN
epaa-3238	428	16	of	of	ADP
epaa-3238	428	17	north	north	PROPN
epaa-3238	428	18	carolina	carolina	PROPN
epaa-3238	428	19	at	at	ADP
epaa-3238	428	20	chapel	chapel	PROPN
epaa-3238	428	21	hill	hill	PROPN
epaa-3238	428	22	florida	florida	PROPN
epaa-3238	428	23	agricultural	agricultural	ADJ
epaa-3238	428	24	and	and	CCONJ
epaa-3238	428	25	mechanical	mechanical	ADJ
epaa-3238	428	26	university	university	PROPN
epaa-3238	428	27	north	north	PROPN
epaa-3238	428	28	carolina	carolina	PROPN
epaa-3238	428	29	central	central	PROPN
epaa-3238	428	30	university	university	PROPN
epaa-3238	428	31	mcneese	mcneese	PROPN
epaa-3238	428	32	state	state	PROPN
epaa-3238	428	33	university	university	PROPN
epaa-3238	428	34	louisiana	louisiana	PROPN
epaa-3238	428	35	tech	tech	PROPN
epaa-3238	428	36	university	university	PROPN
epaa-3238	428	37	washington	washington	PROPN
epaa-3238	428	38	and	and	CCONJ
epaa-3238	428	39	lee	lee	PROPN
epaa-3238	428	40	university	university	PROPN
epaa-3238	428	41	college	college	PROPN
epaa-3238	428	42	of	of	ADP
epaa-3238	428	43	william	william	PROPN
epaa-3238	428	44	and	and	CCONJ
epaa-3238	428	45	mary	mary	PROPN
epaa-3238	428	46	university	university	PROPN
epaa-3238	428	47	of	of	ADP
epaa-3238	428	48	virginia	virginia	PROPN
epaa-3238	428	49	-	-	PUNCT
epaa-3238	428	50	main	main	ADJ
epaa-3238	428	51	campus	campus	NOUN
epaa-3238	428	52	brigham	brigham	PROPN
epaa-3238	428	53	young	young	PROPN
epaa-3238	428	54	university	university	PROPN
epaa-3238	428	55	-	-	PUNCT
epaa-3238	428	56	provo	provo	PROPN
epaa-3238	428	57	cedarville	cedarville	PROPN
epaa-3238	428	58	university	university	PROPN
epaa-3238	428	59	jackson	jackson	PROPN
epaa-3238	428	60	state	state	PROPN
epaa-3238	428	61	university	university	PROPN
epaa-3238	428	62	lindenwood	lindenwood	PROPN
epaa-3238	428	63	university	university	PROPN
epaa-3238	428	64	state	state	PROPN
epaa-3238	428	65	university	university	PROPN
epaa-3238	428	66	of	of	ADP
epaa-3238	428	67	new	new	PROPN
epaa-3238	428	68	york	york	PROPN
epaa-3238	428	69	at	at	ADP
epaa-3238	428	70	new	new	PROPN
epaa-3238	428	71	paltz	paltz	PROPN
epaa-3238	428	72	rowan	rowan	PROPN
epaa-3238	428	73	university	university	PROPN
epaa-3238	428	74	university	university	PROPN
epaa-3238	428	75	of	of	ADP
epaa-3238	428	76	missouri	missouri	PROPN
epaa-3238	428	77	-	-	PROPN
epaa-3238	428	78	st	st	PROPN
epaa-3238	428	79	louis	louis	PROPN
epaa-3238	428	80	5	5	NUM
epaa-3238	428	81	7	7	NUM
epaa-3238	428	82	9	9	NUM
epaa-3238	428	83	11	11	NUM
epaa-3238	428	84	13	13	NUM
epaa-3238	428	85	15	15	NUM
epaa-3238	428	86	17	17	NUM
epaa-3238	428	87	o	o	NOUN
epaa-3238	428	88	b	b	X
epaa-3238	428	89	se	se	PROPN
epaa-3238	428	90	rv	rv	PROPN
epaa-3238	429	1	ed	ed	PROPN
epaa-3238	429	2	a	a	DET
epaa-3238	429	3	n	n	CCONJ
epaa-3238	429	4	n	n	CCONJ
epaa-3238	429	5	u	u	NOUN
epaa-3238	430	1	al	al	PROPN
epaa-3238	430	2	r	r	NOUN
epaa-3238	430	3	o	o	X
epaa-3238	431	1	i	i	PRON
epaa-3238	431	2	(	(	PUNCT
epaa-3238	431	3	%	%	NOUN
epaa-3238	431	4	)	)	PUNCT
epaa-3238	431	5	6	6	NUM
epaa-3238	431	6	7	7	NUM
epaa-3238	431	7	8	8	NUM
epaa-3238	431	8	9	9	NUM
epaa-3238	431	9	10	10	NUM
epaa-3238	431	10	11	11	NUM
epaa-3238	431	11	12	12	NUM
epaa-3238	431	12	13	13	NUM
epaa-3238	431	13	14	14	NUM
epaa-3238	431	14	15	15	NUM
epaa-3238	431	15	16	16	NUM
epaa-3238	431	16	predicted	predict	VERB
epaa-3238	431	17	annual	annual	ADJ
epaa-3238	431	18	roi	roi	NOUN
epaa-3238	431	19	(	(	PUNCT
epaa-3238	431	20	%	%	NOUN
epaa-3238	431	21	)	)	PUNCT
epaa-3238	431	22	adj	adj	NOUN
epaa-3238	431	23	-	-	PUNCT
epaa-3238	431	24	r2	r2	NOUN
epaa-3238	431	25	=	=	SYM
epaa-3238	431	26	.75	.75	NUM
epaa-3238	431	27	figure	figure	NOUN
epaa-3238	431	28	3	3	NUM
epaa-3238	431	29	.	.	X
epaa-3238	431	30	relationship	relationship	NOUN
epaa-3238	431	31	between	between	ADP
epaa-3238	431	32	observed	observe	VERB
epaa-3238	431	33	and	and	CCONJ
epaa-3238	431	34	predicted	predict	VERB
epaa-3238	431	35	roi	roi	NOUN
epaa-3238	431	36	note	note	NOUN
epaa-3238	431	37	:	:	PUNCT
epaa-3238	431	38	predicted	predict	VERB
epaa-3238	431	39	values	value	NOUN
epaa-3238	431	40	are	be	AUX
epaa-3238	431	41	derived	derive	VERB
epaa-3238	431	42	from	from	ADP
epaa-3238	431	43	table	table	NOUN
epaa-3238	431	44	3	3	NUM
epaa-3238	431	45	,	,	PUNCT
epaa-3238	431	46	model	model	NOUN
epaa-3238	431	47	7	7	NUM
epaa-3238	431	48	.	.	PUNCT
epaa-3238	431	49	labeled	label	VERB
epaa-3238	431	50	schools	school	NOUN
epaa-3238	431	51	identify	identify	VERB
epaa-3238	431	52	top	top	ADV
epaa-3238	431	53	over	over	ADV
epaa-3238	431	54	and	and	CCONJ
epaa-3238	431	55	underperforming	underperform	VERB
epaa-3238	431	56	schools	school	NOUN
epaa-3238	431	57	,	,	PUNCT
epaa-3238	431	58	measured	measure	VERB
epaa-3238	431	59	as	as	ADP
epaa-3238	431	60	absolute	absolute	ADJ
epaa-3238	431	61	different	different	ADJ
epaa-3238	431	62	between	between	ADP
epaa-3238	431	63	observed	observe	VERB
epaa-3238	431	64	and	and	CCONJ
epaa-3238	431	65	predicted	predict	VERB
epaa-3238	431	66	roi	roi	NOUN
epaa-3238	431	67	(	(	PUNCT
epaa-3238	431	68	<	<	X
epaa-3238	431	69	-2	-2	INTJ
epaa-3238	431	70	,	,	PUNCT
epaa-3238	431	71	>	>	NOUN
epaa-3238	431	72	2	2	NUM
epaa-3238	431	73	)	)	PUNCT
epaa-3238	431	74	.	.	PUNCT
epaa-3238	432	1	conclusions	conclusion	NOUN
epaa-3238	432	2	this	this	DET
epaa-3238	432	3	study	study	NOUN
epaa-3238	432	4	proposed	propose	VERB
epaa-3238	432	5	and	and	CCONJ
epaa-3238	432	6	tested	test	VERB
epaa-3238	432	7	a	a	DET
epaa-3238	432	8	model	model	NOUN
epaa-3238	432	9	of	of	ADP
epaa-3238	432	10	institutional	institutional	ADJ
epaa-3238	432	11	variation	variation	NOUN
epaa-3238	432	12	in	in	ADP
epaa-3238	432	13	returns	return	NOUN
epaa-3238	432	14	to	to	ADP
epaa-3238	432	15	higher	high	ADJ
epaa-3238	432	16	education	education	NOUN
epaa-3238	432	17	to	to	PART
epaa-3238	432	18	account	account	VERB
epaa-3238	432	19	for	for	ADP
epaa-3238	432	20	a	a	DET
epaa-3238	432	21	large	large	ADJ
epaa-3238	432	22	number	number	NOUN
epaa-3238	432	23	of	of	ADP
epaa-3238	432	24	variables	variable	NOUN
epaa-3238	432	25	theorized	theorize	VERB
epaa-3238	432	26	to	to	PART
epaa-3238	432	27	influence	influence	VERB
epaa-3238	432	28	institutional	institutional	ADJ
epaa-3238	432	29	roi	roi	NOUN
epaa-3238	432	30	.	.	PUNCT
epaa-3238	433	1	using	use	VERB
epaa-3238	433	2	college	college	NOUN
epaa-3238	433	3	rankings	ranking	NOUN
epaa-3238	433	4	data	datum	NOUN
epaa-3238	433	5	on	on	ADP
epaa-3238	433	6	payscale	payscale	PROPN
epaa-3238	433	7	’s	’s	PART
epaa-3238	433	8	institutional	institutional	ADJ
epaa-3238	433	9	roi	roi	NOUN
epaa-3238	433	10	in	in	ADP
epaa-3238	433	11	postsecondary	postsecondary	ADJ
epaa-3238	433	12	education	education	NOUN
epaa-3238	433	13	for	for	ADP
epaa-3238	433	14	441	441	NUM
epaa-3238	433	15	four	four	NUM
epaa-3238	433	16	-	-	PUNCT
epaa-3238	433	17	year	year	NOUN
epaa-3238	433	18	colleges	college	NOUN
epaa-3238	433	19	and	and	CCONJ
epaa-3238	433	20	universities	university	NOUN
epaa-3238	433	21	,	,	PUNCT
epaa-3238	433	22	our	our	PRON
epaa-3238	433	23	analysis	analysis	NOUN
epaa-3238	433	24	identified	identify	VERB
epaa-3238	433	25	several	several	ADJ
epaa-3238	433	26	variables	variable	NOUN
epaa-3238	433	27	that	that	PRON
epaa-3238	433	28	are	be	AUX
epaa-3238	433	29	associated	associate	VERB
epaa-3238	433	30	with	with	ADP
epaa-3238	433	31	an	an	DET
epaa-3238	433	32	institution	institution	NOUN
epaa-3238	433	33	’s	’s	PART
epaa-3238	433	34	payscale	payscale	PROPN
epaa-3238	433	35	roi	roi	NOUN
epaa-3238	433	36	ranking	ranking	NOUN
epaa-3238	433	37	.	.	PUNCT
epaa-3238	434	1	while	while	SCONJ
epaa-3238	434	2	previous	previous	ADJ
epaa-3238	434	3	research	research	NOUN
epaa-3238	434	4	on	on	ADP
epaa-3238	434	5	roi	roi	NOUN
epaa-3238	434	6	has	have	AUX
epaa-3238	434	7	focused	focus	VERB
epaa-3238	434	8	on	on	ADP
epaa-3238	434	9	individual	individual	ADJ
epaa-3238	434	10	returns	return	NOUN
epaa-3238	434	11	on	on	ADP
epaa-3238	434	12	investment	investment	NOUN
epaa-3238	434	13	in	in	ADP
epaa-3238	434	14	higher	high	ADJ
epaa-3238	434	15	education	education	NOUN
epaa-3238	434	16	,	,	PUNCT
epaa-3238	434	17	the	the	DET
epaa-3238	434	18	work	work	NOUN
epaa-3238	434	19	presented	present	VERB
epaa-3238	434	20	here	here	ADV
epaa-3238	434	21	is	be	AUX
epaa-3238	434	22	among	among	ADP
epaa-3238	434	23	the	the	DET
epaa-3238	434	24	first	first	ADJ
epaa-3238	434	25	that	that	SCONJ
epaa-3238	434	26	we	we	PRON
epaa-3238	434	27	are	be	AUX
epaa-3238	434	28	aware	aware	ADJ
epaa-3238	434	29	to	to	PART
epaa-3238	434	30	explicitly	explicitly	ADV
epaa-3238	434	31	analyze	analyze	VERB
epaa-3238	434	32	institutional	institutional	ADJ
epaa-3238	434	33	roi	roi	NOUN
epaa-3238	434	34	.	.	PUNCT
epaa-3238	435	1	similar	similar	ADJ
epaa-3238	435	2	to	to	ADP
epaa-3238	435	3	past	past	ADJ
epaa-3238	435	4	research	research	NOUN
epaa-3238	435	5	on	on	ADP
epaa-3238	435	6	institutional	institutional	ADJ
epaa-3238	435	7	rankings	ranking	NOUN
epaa-3238	435	8	,	,	PUNCT
epaa-3238	435	9	our	our	PRON
epaa-3238	435	10	study	study	NOUN
epaa-3238	435	11	complicates	complicate	VERB
epaa-3238	435	12	the	the	DET
epaa-3238	435	13	roi	roi	NOUN
epaa-3238	435	14	ranking	ranking	NOUN
epaa-3238	435	15	.	.	PUNCT
epaa-3238	436	1	institutional	institutional	ADJ
epaa-3238	436	2	rankings	ranking	NOUN
epaa-3238	436	3	are	be	AUX
epaa-3238	436	4	impacted	impact	VERB
epaa-3238	436	5	by	by	ADP
epaa-3238	436	6	numerous	numerous	ADJ
epaa-3238	436	7	factors	factor	NOUN
epaa-3238	436	8	beyond	beyond	ADP
epaa-3238	436	9	the	the	DET
epaa-3238	436	10	simple	simple	ADJ
epaa-3238	436	11	metrics	metric	NOUN
epaa-3238	436	12	included	include	VERB
epaa-3238	436	13	in	in	ADP
epaa-3238	436	14	many	many	ADJ
epaa-3238	436	15	rankings	ranking	NOUN
epaa-3238	436	16	(	(	PUNCT
epaa-3238	436	17	altbach	altbach	ADJ
epaa-3238	436	18	,	,	PUNCT
epaa-3238	436	19	2006	2006	NUM
epaa-3238	436	20	;	;	PUNCT
epaa-3238	436	21	van	van	PROPN
epaa-3238	436	22	der	der	NOUN
epaa-3238	436	23	wende	wende	VERB
epaa-3238	436	24	,	,	PUNCT
epaa-3238	436	25	2008	2008	NUM
epaa-3238	436	26	)	)	PUNCT
epaa-3238	436	27	.	.	PUNCT
epaa-3238	437	1	we	we	PRON
epaa-3238	437	2	found	find	VERB
epaa-3238	437	3	an	an	DET
epaa-3238	437	4	unconditional	unconditional	ADJ
epaa-3238	437	5	negative	negative	ADJ
epaa-3238	437	6	association	association	NOUN
epaa-3238	437	7	between	between	ADP
epaa-3238	437	8	under	under	ADV
epaa-3238	437	9	-	-	PUNCT
epaa-3238	437	10	represented	represent	VERB
epaa-3238	437	11	share	share	NOUN
epaa-3238	437	12	of	of	ADP
epaa-3238	437	13	student	student	NOUN
epaa-3238	437	14	body	body	NOUN
epaa-3238	437	15	and	and	CCONJ
epaa-3238	437	16	returns	return	NOUN
epaa-3238	437	17	to	to	ADP
epaa-3238	437	18	education	education	NOUN
epaa-3238	437	19	.	.	PUNCT
epaa-3238	438	1	after	after	ADP
epaa-3238	438	2	controlling	control	VERB
epaa-3238	438	3	for	for	ADP
epaa-3238	438	4	other	other	ADJ
epaa-3238	438	5	factors	factor	NOUN
epaa-3238	438	6	,	,	PUNCT
epaa-3238	438	7	our	our	PRON
epaa-3238	438	8	analysis	analysis	NOUN
epaa-3238	438	9	indicates	indicate	VERB
epaa-3238	438	10	that	that	SCONJ
epaa-3238	438	11	diverse	diverse	ADJ
epaa-3238	438	12	student	student	NOUN
epaa-3238	438	13	body	body	NOUN
epaa-3238	438	14	is	be	AUX
epaa-3238	438	15	,	,	PUNCT
epaa-3238	438	16	in	in	ADP
epaa-3238	438	17	many	many	ADJ
epaa-3238	438	18	respects	respect	NOUN
epaa-3238	438	19	,	,	PUNCT
epaa-3238	438	20	a	a	DET
epaa-3238	438	21	net	net	ADJ
epaa-3238	438	22	positive	positive	ADJ
epaa-3238	438	23	for	for	ADP
epaa-3238	438	24	roi	roi	NOUN
epaa-3238	438	25	(	(	PUNCT
epaa-3238	438	26	or	or	CCONJ
epaa-3238	438	27	at	at	ADP
epaa-3238	438	28	least	least	ADJ
epaa-3238	438	29	,	,	PUNCT
epaa-3238	438	30	not	not	PART
epaa-3238	438	31	a	a	DET
epaa-3238	438	32	net	net	ADJ
epaa-3238	438	33	negative	negative	NOUN
epaa-3238	438	34	)	)	PUNCT
epaa-3238	438	35	.	.	PUNCT
epaa-3238	439	1	these	these	DET
epaa-3238	439	2	findings	finding	NOUN
epaa-3238	439	3	have	have	VERB
epaa-3238	439	4	important	important	ADJ
epaa-3238	439	5	theoretical	theoretical	ADJ
epaa-3238	439	6	and	and	CCONJ
epaa-3238	439	7	practical	practical	ADJ
epaa-3238	439	8	implications	implication	NOUN
epaa-3238	439	9	and	and	CCONJ
epaa-3238	439	10	appear	appear	VERB
epaa-3238	439	11	to	to	PART
epaa-3238	439	12	provide	provide	VERB
epaa-3238	439	13	additional	additional	ADJ
epaa-3238	439	14	support	support	NOUN
epaa-3238	439	15	for	for	ADP
epaa-3238	439	16	brand	brand	NOUN
epaa-3238	439	17	and	and	CCONJ
epaa-3238	439	18	xie	xie	PROPN
epaa-3238	439	19	’s	’s	PART
epaa-3238	439	20	(	(	PUNCT
epaa-3238	439	21	2010	2010	NUM
epaa-3238	439	22	)	)	PUNCT
epaa-3238	439	23	negative	negative	ADJ
epaa-3238	439	24	selection	selection	NOUN
epaa-3238	439	25	hypothesis	hypothesis	NOUN
epaa-3238	439	26	.	.	PUNCT
epaa-3238	440	1	education	education	NOUN
epaa-3238	440	2	policy	policy	NOUN
epaa-3238	440	3	analysis	analysis	NOUN
epaa-3238	440	4	archives	archive	NOUN
epaa-3238	440	5	vol	vol	NOUN
epaa-3238	440	6	.	.	PUNCT
epaa-3238	441	1	25	25	NUM
epaa-3238	441	2	no	no	NOUN
epaa-3238	441	3	.	.	PUNCT
epaa-3238	442	1	110	110	NUM
epaa-3238	442	2	24	24	NUM
epaa-3238	442	3	we	we	PRON
epaa-3238	442	4	also	also	ADV
epaa-3238	442	5	found	find	VERB
epaa-3238	442	6	that	that	SCONJ
epaa-3238	442	7	institutional	institutional	ADJ
epaa-3238	442	8	roi	roi	NOUN
epaa-3238	442	9	is	be	AUX
epaa-3238	442	10	more	more	ADV
epaa-3238	442	11	strongly	strongly	ADV
epaa-3238	442	12	associated	associate	VERB
epaa-3238	442	13	with	with	ADP
epaa-3238	442	14	college	college	NOUN
epaa-3238	442	15	graduation	graduation	NOUN
epaa-3238	442	16	rates	rate	NOUN
epaa-3238	442	17	than	than	ADP
epaa-3238	442	18	any	any	DET
epaa-3238	442	19	other	other	ADJ
epaa-3238	442	20	variable	variable	NOUN
epaa-3238	442	21	we	we	PRON
epaa-3238	442	22	considered	consider	VERB
epaa-3238	442	23	.	.	PUNCT
epaa-3238	443	1	in	in	ADP
epaa-3238	443	2	some	some	DET
epaa-3238	443	3	ways	way	NOUN
epaa-3238	443	4	,	,	PUNCT
epaa-3238	443	5	these	these	DET
epaa-3238	443	6	data	datum	NOUN
epaa-3238	443	7	suggest	suggest	VERB
epaa-3238	443	8	competing	compete	VERB
epaa-3238	443	9	conceptualizations	conceptualization	NOUN
epaa-3238	443	10	of	of	ADP
epaa-3238	443	11	what	what	PRON
epaa-3238	443	12	it	it	PRON
epaa-3238	443	13	is	be	AUX
epaa-3238	443	14	that	that	SCONJ
epaa-3238	443	15	ihes	ihe	NOUN
epaa-3238	443	16	do	do	VERB
epaa-3238	443	17	.	.	PUNCT
epaa-3238	444	1	do	do	AUX
epaa-3238	444	2	they	they	PRON
epaa-3238	444	3	attract	attract	VERB
epaa-3238	444	4	good	good	ADJ
epaa-3238	444	5	students	student	NOUN
epaa-3238	444	6	or	or	CCONJ
epaa-3238	444	7	do	do	AUX
epaa-3238	444	8	they	they	PRON
epaa-3238	444	9	produce	produce	VERB
epaa-3238	444	10	good	good	ADJ
epaa-3238	444	11	students	student	NOUN
epaa-3238	444	12	?	?	PUNCT
epaa-3238	445	1	ihes	ihe	NOUN
epaa-3238	445	2	placing	place	VERB
epaa-3238	445	3	heavy	heavy	ADJ
epaa-3238	445	4	emphasis	emphasis	NOUN
epaa-3238	445	5	on	on	ADP
epaa-3238	445	6	student	student	NOUN
epaa-3238	445	7	inputs	input	NOUN
epaa-3238	445	8	and	and	CCONJ
epaa-3238	445	9	ihe	ihe	ADJ
epaa-3238	445	10	rankings	ranking	NOUN
epaa-3238	445	11	appear	appear	VERB
epaa-3238	445	12	to	to	PART
epaa-3238	445	13	believe	believe	VERB
epaa-3238	445	14	that	that	PRON
epaa-3238	445	15	student	student	NOUN
epaa-3238	445	16	quality	quality	NOUN
epaa-3238	445	17	determines	determine	VERB
epaa-3238	445	18	institutional	institutional	ADJ
epaa-3238	445	19	rank	rank	NOUN
epaa-3238	445	20	.	.	PUNCT
epaa-3238	446	1	ihes	ihe	NOUN
epaa-3238	446	2	that	that	PRON
epaa-3238	446	3	focus	focus	VERB
epaa-3238	446	4	resources	resource	NOUN
epaa-3238	446	5	on	on	ADP
epaa-3238	446	6	education	education	NOUN
epaa-3238	446	7	investments	investment	NOUN
epaa-3238	446	8	,	,	PUNCT
epaa-3238	446	9	student	student	NOUN
epaa-3238	446	10	retention	retention	NOUN
epaa-3238	446	11	,	,	PUNCT
epaa-3238	446	12	and	and	CCONJ
epaa-3238	446	13	career	career	NOUN
epaa-3238	446	14	placement	placement	NOUN
epaa-3238	446	15	appear	appear	VERB
epaa-3238	446	16	to	to	PART
epaa-3238	446	17	be	be	AUX
epaa-3238	446	18	somewhat	somewhat	ADV
epaa-3238	446	19	more	more	ADJ
epaa-3238	446	20	self	self	NOUN
epaa-3238	446	21	-	-	PUNCT
epaa-3238	446	22	deterministic	deterministic	ADJ
epaa-3238	446	23	in	in	ADP
epaa-3238	446	24	their	their	PRON
epaa-3238	446	25	mission	mission	NOUN
epaa-3238	446	26	to	to	PART
epaa-3238	446	27	educate	educate	VERB
epaa-3238	446	28	students	student	NOUN
epaa-3238	446	29	.	.	PUNCT
epaa-3238	447	1	our	our	PRON
epaa-3238	447	2	results	result	NOUN
epaa-3238	447	3	suggest	suggest	VERB
epaa-3238	447	4	that	that	SCONJ
epaa-3238	447	5	both	both	DET
epaa-3238	447	6	ihes	ihe	NOUN
epaa-3238	447	7	and	and	CCONJ
epaa-3238	447	8	students	student	NOUN
epaa-3238	447	9	would	would	AUX
epaa-3238	447	10	be	be	AUX
epaa-3238	447	11	better	well	ADV
epaa-3238	447	12	served	serve	VERB
epaa-3238	447	13	by	by	ADP
epaa-3238	447	14	institutional	institutional	ADJ
epaa-3238	447	15	policies	policy	NOUN
epaa-3238	447	16	focused	focus	VERB
epaa-3238	447	17	on	on	ADP
epaa-3238	447	18	producing	produce	VERB
epaa-3238	447	19	quality	quality	NOUN
epaa-3238	447	20	graduates	graduate	NOUN
epaa-3238	447	21	from	from	ADP
epaa-3238	447	22	diverse	diverse	ADJ
epaa-3238	447	23	backgrounds	background	NOUN
epaa-3238	447	24	,	,	PUNCT
epaa-3238	447	25	rather	rather	ADV
epaa-3238	447	26	than	than	ADP
epaa-3238	447	27	further	further	ADJ
epaa-3238	447	28	investments	investment	NOUN
epaa-3238	447	29	aimed	aim	VERB
epaa-3238	447	30	at	at	ADP
epaa-3238	447	31	attracting	attract	VERB
epaa-3238	447	32	students	student	NOUN
epaa-3238	447	33	with	with	ADP
epaa-3238	447	34	high	high	ADJ
epaa-3238	447	35	sat	sit	VERB
epaa-3238	447	36	scores	score	NOUN
epaa-3238	447	37	.	.	PUNCT
epaa-3238	448	1	our	our	PRON
epaa-3238	448	2	research	research	NOUN
epaa-3238	448	3	offers	offer	VERB
epaa-3238	448	4	potential	potential	ADJ
epaa-3238	448	5	explanations	explanation	NOUN
epaa-3238	448	6	for	for	ADP
epaa-3238	448	7	why	why	SCONJ
epaa-3238	448	8	colleges	college	NOUN
epaa-3238	448	9	vary	vary	VERB
epaa-3238	448	10	in	in	ADP
epaa-3238	448	11	roi	roi	NOUN
epaa-3238	448	12	.	.	PUNCT
epaa-3238	449	1	the	the	DET
epaa-3238	449	2	unconditional	unconditional	ADJ
epaa-3238	449	3	correlations	correlation	NOUN
epaa-3238	449	4	represent	represent	VERB
epaa-3238	449	5	what	what	PRON
epaa-3238	449	6	is	be	AUX
epaa-3238	449	7	actually	actually	ADV
epaa-3238	449	8	happening	happen	VERB
epaa-3238	449	9	,	,	PUNCT
epaa-3238	449	10	while	while	SCONJ
epaa-3238	449	11	the	the	DET
epaa-3238	449	12	conditional	conditional	ADJ
epaa-3238	449	13	models	model	NOUN
epaa-3238	449	14	simply	simply	ADV
epaa-3238	449	15	point	point	VERB
epaa-3238	449	16	to	to	ADP
epaa-3238	449	17	the	the	DET
epaa-3238	449	18	counterfactual	counterfactual	ADJ
epaa-3238	449	19	conditions	condition	NOUN
epaa-3238	449	20	that	that	PRON
epaa-3238	449	21	would	would	AUX
epaa-3238	449	22	be	be	AUX
epaa-3238	449	23	necessary	necessary	ADJ
epaa-3238	449	24	to	to	PART
epaa-3238	449	25	achieve	achieve	VERB
epaa-3238	449	26	ihe	ihe	ADJ
epaa-3238	449	27	parity	parity	NOUN
epaa-3238	449	28	in	in	ADP
epaa-3238	449	29	roi	roi	NOUN
epaa-3238	449	30	.	.	PUNCT
epaa-3238	450	1	for	for	ADP
epaa-3238	450	2	example	example	NOUN
epaa-3238	450	3	,	,	PUNCT
epaa-3238	450	4	it	it	PRON
epaa-3238	450	5	is	be	AUX
epaa-3238	450	6	the	the	DET
epaa-3238	450	7	case	case	NOUN
epaa-3238	450	8	that	that	SCONJ
epaa-3238	450	9	colleges	college	NOUN
epaa-3238	450	10	with	with	ADP
epaa-3238	450	11	large	large	ADJ
epaa-3238	450	12	shares	share	NOUN
epaa-3238	450	13	of	of	ADP
epaa-3238	450	14	minority	minority	NOUN
epaa-3238	450	15	students	student	NOUN
epaa-3238	450	16	have	have	AUX
epaa-3238	450	17	,	,	PUNCT
epaa-3238	450	18	on	on	ADP
epaa-3238	450	19	average	average	ADJ
epaa-3238	450	20	,	,	PUNCT
epaa-3238	450	21	lower	low	ADJ
epaa-3238	450	22	roi	roi	NOUN
epaa-3238	450	23	than	than	ADP
epaa-3238	450	24	ihes	ihe	NOUN
epaa-3238	450	25	with	with	ADP
epaa-3238	450	26	few	few	ADJ
epaa-3238	450	27	minority	minority	NOUN
epaa-3238	450	28	students	student	NOUN
epaa-3238	450	29	,	,	PUNCT
epaa-3238	450	30	but	but	CCONJ
epaa-3238	450	31	this	this	PRON
epaa-3238	450	32	does	do	AUX
epaa-3238	450	33	not	not	PART
epaa-3238	450	34	mean	mean	VERB
epaa-3238	450	35	that	that	SCONJ
epaa-3238	450	36	the	the	DET
epaa-3238	450	37	school	school	NOUN
epaa-3238	450	38	itself	itself	PRON
epaa-3238	450	39	delivers	deliver	VERB
epaa-3238	450	40	a	a	DET
epaa-3238	450	41	lower	low	ADJ
epaa-3238	450	42	roi	roi	NOUN
epaa-3238	450	43	,	,	PUNCT
epaa-3238	450	44	since	since	SCONJ
epaa-3238	450	45	the	the	DET
epaa-3238	450	46	labor	labor	NOUN
epaa-3238	450	47	market	market	NOUN
epaa-3238	450	48	systematically	systematically	ADV
epaa-3238	450	49	underpays	underpay	VERB
epaa-3238	450	50	minorities	minority	NOUN
epaa-3238	450	51	.	.	PUNCT
epaa-3238	451	1	in	in	ADP
epaa-3238	451	2	the	the	DET
epaa-3238	451	3	case	case	NOUN
epaa-3238	451	4	of	of	ADP
epaa-3238	451	5	black	black	ADJ
epaa-3238	451	6	students	student	NOUN
epaa-3238	451	7	,	,	PUNCT
epaa-3238	451	8	it	it	PRON
epaa-3238	451	9	appears	appear	VERB
epaa-3238	451	10	that	that	SCONJ
epaa-3238	451	11	black	black	ADJ
epaa-3238	451	12	students	student	NOUN
epaa-3238	451	13	disproportionally	disproportionally	ADV
epaa-3238	451	14	enroll	enroll	VERB
epaa-3238	451	15	in	in	ADP
epaa-3238	451	16	colleges	college	NOUN
epaa-3238	451	17	with	with	ADP
epaa-3238	451	18	less	less	ADV
epaa-3238	451	19	favorable	favorable	ADJ
epaa-3238	451	20	institutional	institutional	ADJ
epaa-3238	451	21	characteristics	characteristic	NOUN
epaa-3238	451	22	(	(	PUNCT
epaa-3238	451	23	brand	brand	PROPN
epaa-3238	451	24	&	&	CCONJ
epaa-3238	451	25	xie	xie	PROPN
epaa-3238	451	26	,	,	PUNCT
epaa-3238	451	27	2010	2010	NUM
epaa-3238	451	28	)	)	PUNCT
epaa-3238	451	29	.	.	PUNCT
epaa-3238	452	1	our	our	PRON
epaa-3238	452	2	conditional	conditional	ADJ
epaa-3238	452	3	models	model	NOUN
epaa-3238	452	4	suggest	suggest	VERB
epaa-3238	452	5	a	a	DET
epaa-3238	452	6	similar	similar	ADJ
epaa-3238	452	7	story	story	NOUN
epaa-3238	452	8	for	for	ADP
epaa-3238	452	9	institutions	institution	NOUN
epaa-3238	452	10	that	that	PRON
epaa-3238	452	11	enroll	enroll	VERB
epaa-3238	452	12	an	an	DET
epaa-3238	452	13	above	above	ADJ
epaa-3238	452	14	average	average	ADJ
epaa-3238	452	15	share	share	NOUN
epaa-3238	452	16	of	of	ADP
epaa-3238	452	17	non	non	ADJ
epaa-3238	452	18	-	-	ADJ
epaa-3238	452	19	traditional	traditional	ADJ
epaa-3238	452	20	students	student	NOUN
epaa-3238	452	21	.	.	PUNCT
epaa-3238	453	1	this	this	DET
epaa-3238	453	2	phenomenon	phenomenon	NOUN
epaa-3238	453	3	is	be	AUX
epaa-3238	453	4	a	a	DET
epaa-3238	453	5	critical	critical	ADJ
epaa-3238	453	6	policy	policy	NOUN
epaa-3238	453	7	issue	issue	NOUN
epaa-3238	453	8	with	with	ADP
epaa-3238	453	9	significant	significant	ADJ
epaa-3238	453	10	implications	implication	NOUN
epaa-3238	453	11	for	for	ADP
epaa-3238	453	12	long	long	ADJ
epaa-3238	453	13	-	-	PUNCT
epaa-3238	453	14	term	term	NOUN
epaa-3238	453	15	patterns	pattern	NOUN
epaa-3238	453	16	of	of	ADP
epaa-3238	453	17	inequality	inequality	NOUN
epaa-3238	453	18	in	in	ADP
epaa-3238	453	19	american	american	ADJ
epaa-3238	453	20	society	society	NOUN
epaa-3238	453	21	.	.	PUNCT
epaa-3238	454	1	previous	previous	ADJ
epaa-3238	454	2	research	research	NOUN
epaa-3238	454	3	shows	show	VERB
epaa-3238	454	4	that	that	SCONJ
epaa-3238	454	5	minority	minority	NOUN
epaa-3238	454	6	students	student	NOUN
epaa-3238	454	7	perform	perform	VERB
epaa-3238	454	8	better	well	ADV
epaa-3238	454	9	when	when	SCONJ
epaa-3238	454	10	they	they	PRON
epaa-3238	454	11	attend	attend	VERB
epaa-3238	454	12	the	the	DET
epaa-3238	454	13	most	most	ADV
epaa-3238	454	14	selective	selective	ADJ
epaa-3238	454	15	institutions	institution	NOUN
epaa-3238	454	16	to	to	PART
epaa-3238	454	17	which	which	PRON
epaa-3238	454	18	they	they	PRON
epaa-3238	454	19	qualify	qualify	VERB
epaa-3238	454	20	(	(	PUNCT
epaa-3238	454	21	bowen	bowen	PROPN
epaa-3238	454	22	et	et	PROPN
epaa-3238	454	23	al	al	PROPN
epaa-3238	454	24	,	,	PUNCT
epaa-3238	454	25	2009	2009	NUM
epaa-3238	454	26	;	;	PUNCT
epaa-3238	454	27	melguizo	melguizo	PROPN
epaa-3238	454	28	,	,	PUNCT
epaa-3238	454	29	2010	2010	NUM
epaa-3238	454	30	;	;	PUNCT
epaa-3238	454	31	roderick	roderick	PROPN
epaa-3238	454	32	et	et	PROPN
epaa-3238	454	33	al	al	PROPN
epaa-3238	454	34	,	,	PUNCT
epaa-3238	454	35	2009	2009	NUM
epaa-3238	454	36	)	)	PUNCT
epaa-3238	454	37	and	and	CCONJ
epaa-3238	454	38	that	that	SCONJ
epaa-3238	454	39	racial	racial	ADJ
epaa-3238	454	40	stratification	stratification	NOUN
epaa-3238	454	41	by	by	ADP
epaa-3238	454	42	institutional	institutional	ADJ
epaa-3238	454	43	selectivity	selectivity	NOUN
epaa-3238	454	44	is	be	AUX
epaa-3238	454	45	a	a	DET
epaa-3238	454	46	durable	durable	ADJ
epaa-3238	454	47	feature	feature	NOUN
epaa-3238	454	48	of	of	ADP
epaa-3238	454	49	contemporary	contemporary	PROPN
epaa-3238	454	50	america	america	PROPN
epaa-3238	454	51	(	(	PUNCT
epaa-3238	454	52	massey	massey	PROPN
epaa-3238	454	53	et	et	PROPN
epaa-3238	454	54	al	al	PROPN
epaa-3238	454	55	,	,	PUNCT
epaa-3238	454	56	2002	2002	NUM
epaa-3238	454	57	)	)	PUNCT
epaa-3238	454	58	.	.	PUNCT
epaa-3238	455	1	in	in	ADP
epaa-3238	455	2	light	light	NOUN
epaa-3238	455	3	of	of	ADP
epaa-3238	455	4	these	these	DET
epaa-3238	455	5	findings	finding	NOUN
epaa-3238	455	6	,	,	PUNCT
epaa-3238	455	7	our	our	PRON
epaa-3238	455	8	results	result	NOUN
epaa-3238	455	9	should	should	AUX
epaa-3238	455	10	motivate	motivate	VERB
epaa-3238	455	11	institutional	institutional	ADJ
epaa-3238	455	12	leaders	leader	NOUN
epaa-3238	455	13	and	and	CCONJ
epaa-3238	455	14	state	state	NOUN
epaa-3238	455	15	and	and	CCONJ
epaa-3238	455	16	federal	federal	ADJ
epaa-3238	455	17	policymakers	policymaker	NOUN
epaa-3238	455	18	to	to	PART
epaa-3238	455	19	think	think	VERB
epaa-3238	455	20	creatively	creatively	ADV
epaa-3238	455	21	about	about	ADP
epaa-3238	455	22	policies	policy	NOUN
epaa-3238	455	23	and	and	CCONJ
epaa-3238	455	24	practices	practice	NOUN
epaa-3238	455	25	that	that	PRON
epaa-3238	455	26	increase	increase	VERB
epaa-3238	455	27	minority	minority	NOUN
epaa-3238	455	28	student	student	NOUN
epaa-3238	455	29	enrollments	enrollment	NOUN
epaa-3238	455	30	while	while	SCONJ
epaa-3238	455	31	simultaneously	simultaneously	ADV
epaa-3238	455	32	improving	improve	VERB
epaa-3238	455	33	retention	retention	NOUN
epaa-3238	455	34	and	and	CCONJ
epaa-3238	455	35	graduation	graduation	NOUN
epaa-3238	455	36	rates	rate	NOUN
epaa-3238	455	37	.	.	PUNCT
epaa-3238	456	1	roi	roi	NOUN
epaa-3238	456	2	rankings	ranking	NOUN
epaa-3238	456	3	that	that	PRON
epaa-3238	456	4	fail	fail	VERB
epaa-3238	456	5	to	to	PART
epaa-3238	456	6	account	account	VERB
epaa-3238	456	7	for	for	ADP
epaa-3238	456	8	ihe	ihe	ADJ
epaa-3238	456	9	variation	variation	NOUN
epaa-3238	456	10	in	in	ADP
epaa-3238	456	11	student	student	NOUN
epaa-3238	456	12	profile	profile	NOUN
epaa-3238	456	13	wrongly	wrongly	ADV
epaa-3238	456	14	attribute	attribute	NOUN
epaa-3238	456	15	wage	wage	NOUN
epaa-3238	456	16	inequalities	inequality	NOUN
epaa-3238	456	17	stemming	stem	VERB
epaa-3238	456	18	from	from	ADP
epaa-3238	456	19	structural	structural	ADJ
epaa-3238	456	20	disadvantage	disadvantage	NOUN
epaa-3238	456	21	in	in	ADP
epaa-3238	456	22	the	the	DET
epaa-3238	456	23	labor	labor	NOUN
epaa-3238	456	24	market	market	NOUN
epaa-3238	456	25	to	to	ADP
epaa-3238	456	26	ihes	ihe	NOUN
epaa-3238	456	27	in	in	ADP
epaa-3238	456	28	the	the	DET
epaa-3238	456	29	form	form	NOUN
epaa-3238	456	30	of	of	ADP
epaa-3238	456	31	relatively	relatively	ADV
epaa-3238	456	32	lower	low	ADJ
epaa-3238	456	33	roi	roi	NOUN
epaa-3238	456	34	scores	score	NOUN
epaa-3238	456	35	.	.	PUNCT
epaa-3238	457	1	implications	implication	NOUN
epaa-3238	457	2	for	for	ADP
epaa-3238	457	3	policy	policy	NOUN
epaa-3238	457	4	this	this	DET
epaa-3238	457	5	research	research	NOUN
epaa-3238	457	6	points	point	VERB
epaa-3238	457	7	to	to	ADP
epaa-3238	457	8	several	several	ADJ
epaa-3238	457	9	potentially	potentially	ADV
epaa-3238	457	10	rich	rich	ADJ
epaa-3238	457	11	applications	application	NOUN
epaa-3238	457	12	to	to	ADP
epaa-3238	457	13	higher	high	ADJ
epaa-3238	457	14	education	education	NOUN
epaa-3238	457	15	policy	policy	NOUN
epaa-3238	457	16	.	.	PUNCT
epaa-3238	458	1	institutional	institutional	ADJ
epaa-3238	458	2	leaders	leader	NOUN
epaa-3238	458	3	must	must	AUX
epaa-3238	458	4	consider	consider	VERB
epaa-3238	458	5	many	many	ADJ
epaa-3238	458	6	factors	factor	NOUN
epaa-3238	458	7	when	when	SCONJ
epaa-3238	458	8	making	make	VERB
epaa-3238	458	9	policy	policy	NOUN
epaa-3238	458	10	decisions	decision	NOUN
epaa-3238	458	11	and	and	CCONJ
epaa-3238	458	12	are	be	AUX
epaa-3238	458	13	likewise	likewise	ADV
epaa-3238	458	14	potentially	potentially	ADV
epaa-3238	458	15	influenced	influence	VERB
epaa-3238	458	16	by	by	ADP
epaa-3238	458	17	factors	factor	NOUN
epaa-3238	458	18	exogenous	exogenous	ADJ
epaa-3238	458	19	to	to	ADP
epaa-3238	458	20	the	the	DET
epaa-3238	458	21	institutions	institution	NOUN
epaa-3238	458	22	they	they	PRON
epaa-3238	458	23	lead	lead	VERB
epaa-3238	458	24	(	(	PUNCT
epaa-3238	458	25	sharkey	sharkey	PROPN
epaa-3238	458	26	&	&	CCONJ
epaa-3238	458	27	bromley	bromley	PROPN
epaa-3238	458	28	,	,	PUNCT
epaa-3238	458	29	2015	2015	NUM
epaa-3238	458	30	)	)	PUNCT
epaa-3238	458	31	.	.	PUNCT
epaa-3238	459	1	college	college	NOUN
epaa-3238	459	2	and	and	CCONJ
epaa-3238	459	3	university	university	NOUN
epaa-3238	459	4	rankings	ranking	NOUN
epaa-3238	459	5	are	be	AUX
epaa-3238	459	6	one	one	NUM
epaa-3238	459	7	such	such	ADJ
epaa-3238	459	8	outside	outside	ADJ
epaa-3238	459	9	influence	influence	NOUN
epaa-3238	459	10	.	.	PUNCT
epaa-3238	460	1	the	the	DET
epaa-3238	460	2	widely	widely	ADV
epaa-3238	460	3	documented	document	VERB
epaa-3238	460	4	influence	influence	NOUN
epaa-3238	460	5	of	of	ADP
epaa-3238	460	6	college	college	NOUN
epaa-3238	460	7	and	and	CCONJ
epaa-3238	460	8	university	university	NOUN
epaa-3238	460	9	rankings	ranking	NOUN
epaa-3238	460	10	on	on	ADP
epaa-3238	460	11	ihe	ihe	ADJ
epaa-3238	460	12	behaviors	behavior	NOUN
epaa-3238	460	13	indicate	indicate	VERB
epaa-3238	460	14	that	that	SCONJ
epaa-3238	460	15	greater	great	ADJ
epaa-3238	460	16	attention	attention	NOUN
epaa-3238	460	17	to	to	ADP
epaa-3238	460	18	the	the	DET
epaa-3238	460	19	reliability	reliability	NOUN
epaa-3238	460	20	,	,	PUNCT
epaa-3238	460	21	validity	validity	NOUN
epaa-3238	460	22	,	,	PUNCT
epaa-3238	460	23	and	and	CCONJ
epaa-3238	460	24	determinants	determinant	NOUN
epaa-3238	460	25	of	of	ADP
epaa-3238	460	26	emergent	emergent	ADJ
epaa-3238	460	27	ihe	ihe	PROPN
epaa-3238	460	28	league	league	NOUN
epaa-3238	460	29	tables	table	NOUN
epaa-3238	460	30	such	such	ADJ
epaa-3238	460	31	as	as	ADP
epaa-3238	460	32	the	the	DET
epaa-3238	460	33	payscale	payscale	ADJ
epaa-3238	460	34	rankings	ranking	NOUN
epaa-3238	460	35	is	be	AUX
epaa-3238	460	36	needed	need	VERB
epaa-3238	460	37	(	(	PUNCT
epaa-3238	460	38	e.g.	e.g.	ADV
epaa-3238	460	39	,	,	PUNCT
epaa-3238	460	40	clarke	clarke	PROPN
epaa-3238	460	41	,	,	PUNCT
epaa-3238	460	42	2007	2007	NUM
epaa-3238	460	43	;	;	PUNCT
epaa-3238	460	44	ehrenberg	ehrenberg	PROPN
epaa-3238	460	45	,	,	PUNCT
epaa-3238	460	46	2003	2003	NUM
epaa-3238	460	47	;	;	PUNCT
epaa-3238	460	48	espinosa	espinosa	PROPN
epaa-3238	460	49	et	et	PROPN
epaa-3238	460	50	al	al	PROPN
epaa-3238	460	51	,	,	PUNCT
epaa-3238	460	52	2014	2014	NUM
epaa-3238	460	53	;	;	PUNCT
epaa-3238	460	54	farrell	farrell	PROPN
epaa-3238	460	55	&	&	CCONJ
epaa-3238	460	56	der	der	PROPN
epaa-3238	460	57	werf	werf	NOUN
epaa-3238	460	58	,	,	PUNCT
epaa-3238	460	59	2007	2007	NUM
epaa-3238	460	60	;	;	PUNCT
epaa-3238	460	61	machung	machung	PROPN
epaa-3238	460	62	,	,	PUNCT
epaa-3238	460	63	1995	1995	NUM
epaa-3238	460	64	;	;	PUNCT
epaa-3238	460	65	mcdonough	mcdonough	PROPN
epaa-3238	460	66	et	et	PROPN
epaa-3238	460	67	al	al	PROPN
epaa-3238	460	68	.	.	PROPN
epaa-3238	460	69	,	,	PUNCT
epaa-3238	460	70	1998	1998	NUM
epaa-3238	460	71	;	;	PUNCT
epaa-3238	460	72	meredith	meredith	NOUN
epaa-3238	460	73	,	,	PUNCT
epaa-3238	460	74	2004	2004	NUM
epaa-3238	460	75	;	;	PUNCT
epaa-3238	460	76	monks	monk	NOUN
epaa-3238	460	77	&	&	CCONJ
epaa-3238	460	78	ehrenberg	ehrenberg	PROPN
epaa-3238	460	79	,	,	PUNCT
epaa-3238	460	80	1999	1999	NUM
epaa-3238	460	81	;	;	PUNCT
epaa-3238	460	82	o’meara	o’meara	PROPN
epaa-3238	460	83	,	,	PUNCT
epaa-3238	460	84	2007	2007	NUM
epaa-3238	460	85	;	;	PUNCT
epaa-3238	460	86	shin	shin	NOUN
epaa-3238	460	87	,	,	PUNCT
epaa-3238	460	88	toutkoushian	toutkoushian	PROPN
epaa-3238	460	89	&	&	CCONJ
epaa-3238	460	90	teichler	teichler	NOUN
epaa-3238	460	91	,	,	PUNCT
epaa-3238	460	92	2011	2011	NUM
epaa-3238	460	93	)	)	PUNCT
epaa-3238	460	94	.	.	PUNCT
epaa-3238	461	1	the	the	DET
epaa-3238	461	2	findings	finding	NOUN
epaa-3238	461	3	from	from	ADP
epaa-3238	461	4	our	our	PRON
epaa-3238	461	5	study	study	NOUN
epaa-3238	461	6	suggest	suggest	VERB
epaa-3238	461	7	that	that	SCONJ
epaa-3238	461	8	these	these	DET
epaa-3238	461	9	rankings	ranking	NOUN
epaa-3238	461	10	ought	ought	AUX
epaa-3238	461	11	not	not	PART
epaa-3238	461	12	to	to	PART
epaa-3238	461	13	be	be	AUX
epaa-3238	461	14	taken	take	VERB
epaa-3238	461	15	at	at	ADP
epaa-3238	461	16	face	face	NOUN
epaa-3238	461	17	value	value	NOUN
epaa-3238	461	18	.	.	PUNCT
epaa-3238	462	1	institutional	institutional	ADJ
epaa-3238	462	2	roi	roi	NOUN
epaa-3238	462	3	is	be	AUX
epaa-3238	462	4	impacted	impact	VERB
epaa-3238	462	5	by	by	ADP
epaa-3238	462	6	a	a	DET
epaa-3238	462	7	number	number	NOUN
epaa-3238	462	8	of	of	ADP
epaa-3238	462	9	factors	factor	NOUN
epaa-3238	462	10	,	,	PUNCT
epaa-3238	462	11	many	many	ADJ
epaa-3238	462	12	of	of	ADP
epaa-3238	462	13	which	which	PRON
epaa-3238	462	14	are	be	AUX
epaa-3238	462	15	obscured	obscure	VERB
epaa-3238	462	16	by	by	ADP
epaa-3238	462	17	the	the	DET
epaa-3238	462	18	payscale	payscale	ADJ
epaa-3238	462	19	metric	metric	NOUN
epaa-3238	462	20	.	.	PUNCT
epaa-3238	463	1	some	some	DET
epaa-3238	463	2	institutions	institution	NOUN
epaa-3238	463	3	have	have	VERB
epaa-3238	463	4	lower	low	ADJ
epaa-3238	463	5	roi	roi	NOUN
epaa-3238	463	6	scores	score	NOUN
epaa-3238	463	7	not	not	PART
epaa-3238	463	8	because	because	SCONJ
epaa-3238	463	9	they	they	PRON
epaa-3238	463	10	fail	fail	VERB
epaa-3238	463	11	to	to	PART
epaa-3238	463	12	deliver	deliver	VERB
epaa-3238	463	13	on	on	ADP
epaa-3238	463	14	their	their	PRON
epaa-3238	463	15	mission	mission	NOUN
epaa-3238	463	16	to	to	PART
epaa-3238	463	17	educate	educate	VERB
epaa-3238	463	18	and	and	CCONJ
epaa-3238	463	19	otherwise	otherwise	ADV
epaa-3238	463	20	prepare	prepare	VERB
epaa-3238	463	21	students	student	NOUN
epaa-3238	463	22	for	for	ADP
epaa-3238	463	23	the	the	DET
epaa-3238	463	24	labor	labor	NOUN
epaa-3238	463	25	market	market	NOUN
epaa-3238	463	26	,	,	PUNCT
epaa-3238	463	27	but	but	CCONJ
epaa-3238	463	28	rather	rather	ADV
epaa-3238	463	29	,	,	PUNCT
epaa-3238	463	30	because	because	SCONJ
epaa-3238	463	31	they	they	PRON
epaa-3238	463	32	train	train	VERB
epaa-3238	463	33	students	student	NOUN
epaa-3238	463	34	with	with	ADP
epaa-3238	463	35	characteristics	characteristic	NOUN
epaa-3238	463	36	that	that	PRON
epaa-3238	463	37	are	be	AUX
epaa-3238	463	38	penalized	penalize	VERB
epaa-3238	463	39	in	in	ADP
epaa-3238	463	40	the	the	DET
epaa-3238	463	41	american	american	ADJ
epaa-3238	463	42	labor	labor	NOUN
epaa-3238	463	43	market	market	NOUN
epaa-3238	463	44	(	(	PUNCT
epaa-3238	463	45	e.g.	e.g.	ADV
epaa-3238	463	46	race	race	NOUN
epaa-3238	463	47	,	,	PUNCT
epaa-3238	463	48	sex	sex	NOUN
epaa-3238	463	49	,	,	PUNCT
epaa-3238	463	50	family	family	NOUN
epaa-3238	463	51	ses	se	NOUN
epaa-3238	463	52	)	)	PUNCT
epaa-3238	463	53	or	or	CCONJ
epaa-3238	463	54	at	at	ADP
epaa-3238	463	55	least	least	ADJ
epaa-3238	463	56	unequally	unequally	ADV
epaa-3238	463	57	rewarded	reward	VERB
epaa-3238	463	58	(	(	PUNCT
epaa-3238	463	59	e.g.	e.g.	ADV
epaa-3238	463	60	teacher	teacher	NOUN
epaa-3238	463	61	salaries	salary	NOUN
epaa-3238	463	62	vis	vis	X
epaa-3238	463	63	-	-	PUNCT
epaa-3238	463	64	a	a	PRON
epaa-3238	463	65	-	-	PUNCT
epaa-3238	463	66	vis	vis	X
epaa-3238	463	67	engineer	engineer	NOUN
epaa-3238	463	68	salaries	salary	NOUN
epaa-3238	463	69	)	)	PUNCT
epaa-3238	463	70	.	.	PUNCT
epaa-3238	464	1	basing	base	VERB
epaa-3238	464	2	policy	policy	NOUN
epaa-3238	464	3	on	on	ADP
epaa-3238	464	4	raw	raw	ADJ
epaa-3238	464	5	rankings	ranking	NOUN
epaa-3238	464	6	or	or	CCONJ
epaa-3238	464	7	unconditional	unconditional	ADJ
epaa-3238	464	8	associations	association	NOUN
epaa-3238	464	9	might	might	AUX
epaa-3238	464	10	not	not	PART
epaa-3238	464	11	be	be	AUX
epaa-3238	464	12	in	in	ADP
epaa-3238	464	13	the	the	DET
epaa-3238	464	14	best	good	ADJ
epaa-3238	464	15	interest	interest	NOUN
epaa-3238	464	16	of	of	ADP
epaa-3238	464	17	schools	school	NOUN
epaa-3238	464	18	,	,	PUNCT
epaa-3238	464	19	students	student	NOUN
epaa-3238	464	20	,	,	PUNCT
epaa-3238	464	21	or	or	CCONJ
epaa-3238	464	22	society	society	NOUN
epaa-3238	464	23	.	.	PUNCT
epaa-3238	465	1	we	we	PRON
epaa-3238	465	2	think	think	VERB
epaa-3238	465	3	ranking	ranking	ADJ
epaa-3238	465	4	institutions	institution	NOUN
epaa-3238	465	5	on	on	ADP
epaa-3238	465	6	concepts	concept	NOUN
epaa-3238	465	7	such	such	ADJ
epaa-3238	465	8	as	as	ADP
epaa-3238	465	9	roi	roi	NOUN
epaa-3238	465	10	are	be	AUX
epaa-3238	465	11	more	more	ADV
epaa-3238	465	12	useful	useful	ADJ
epaa-3238	465	13	when	when	SCONJ
epaa-3238	465	14	considered	consider	VERB
epaa-3238	465	15	net	net	ADJ
epaa-3238	465	16	ranking	ranking	NOUN
epaa-3238	465	17	colleges	college	NOUN
epaa-3238	465	18	and	and	CCONJ
epaa-3238	465	19	universities	university	NOUN
epaa-3238	465	20	on	on	ADP
epaa-3238	465	21	returns	return	NOUN
epaa-3238	465	22	to	to	ADP
epaa-3238	465	23	education	education	NOUN
epaa-3238	465	24	25	25	NUM
epaa-3238	465	25	of	of	ADP
epaa-3238	465	26	factors	factor	NOUN
epaa-3238	465	27	such	such	ADJ
epaa-3238	465	28	as	as	ADP
epaa-3238	465	29	the	the	DET
epaa-3238	465	30	structural	structural	ADJ
epaa-3238	465	31	disadvantage	disadvantage	NOUN
epaa-3238	465	32	that	that	SCONJ
epaa-3238	465	33	some	some	DET
epaa-3238	465	34	groups	group	NOUN
epaa-3238	465	35	experience	experience	VERB
epaa-3238	465	36	and	and	CCONJ
epaa-3238	465	37	differences	difference	NOUN
epaa-3238	465	38	in	in	ADP
epaa-3238	465	39	the	the	DET
epaa-3238	465	40	earnings	earning	NOUN
epaa-3238	465	41	of	of	ADP
epaa-3238	465	42	occupations	occupation	NOUN
epaa-3238	465	43	.	.	PUNCT
epaa-3238	466	1	regarding	regard	VERB
epaa-3238	466	2	potential	potential	ADJ
epaa-3238	466	3	applications	application	NOUN
epaa-3238	466	4	for	for	ADP
epaa-3238	466	5	higher	high	ADJ
epaa-3238	466	6	education	education	NOUN
epaa-3238	466	7	policy	policy	NOUN
epaa-3238	466	8	and	and	CCONJ
epaa-3238	466	9	practice	practice	NOUN
epaa-3238	466	10	,	,	PUNCT
epaa-3238	466	11	we	we	PRON
epaa-3238	466	12	briefly	briefly	ADV
epaa-3238	466	13	discuss	discuss	VERB
epaa-3238	466	14	three	three	NUM
epaa-3238	466	15	such	such	ADJ
epaa-3238	466	16	areas	area	NOUN
epaa-3238	466	17	,	,	PUNCT
epaa-3238	466	18	including	include	VERB
epaa-3238	466	19	the	the	DET
epaa-3238	466	20	enrollments	enrollment	NOUN
epaa-3238	466	21	of	of	ADP
epaa-3238	466	22	under	under	ADV
epaa-3238	466	23	-	-	PUNCT
epaa-3238	466	24	represented	represent	VERB
epaa-3238	466	25	and	and	CCONJ
epaa-3238	466	26	non	non	ADJ
epaa-3238	466	27	-	-	ADJ
epaa-3238	466	28	traditional	traditional	ADJ
epaa-3238	466	29	students	student	NOUN
epaa-3238	466	30	,	,	PUNCT
epaa-3238	466	31	graduation	graduation	NOUN
epaa-3238	466	32	rates	rate	NOUN
epaa-3238	466	33	,	,	PUNCT
epaa-3238	466	34	and	and	CCONJ
epaa-3238	466	35	state	state	NOUN
epaa-3238	466	36	funding	funding	NOUN
epaa-3238	466	37	of	of	ADP
epaa-3238	466	38	higher	high	ADJ
epaa-3238	466	39	education	education	NOUN
epaa-3238	466	40	.	.	PUNCT
epaa-3238	467	1	these	these	DET
epaa-3238	467	2	policy	policy	NOUN
epaa-3238	467	3	areas	area	NOUN
epaa-3238	467	4	are	be	AUX
epaa-3238	467	5	prevalent	prevalent	ADJ
epaa-3238	467	6	within	within	ADP
epaa-3238	467	7	the	the	DET
epaa-3238	467	8	higher	high	ADJ
epaa-3238	467	9	education	education	NOUN
epaa-3238	467	10	community	community	NOUN
epaa-3238	467	11	and	and	CCONJ
epaa-3238	467	12	our	our	PRON
epaa-3238	467	13	findings	finding	NOUN
epaa-3238	467	14	should	should	AUX
epaa-3238	467	15	reinforce	reinforce	VERB
epaa-3238	467	16	such	such	ADJ
epaa-3238	467	17	efforts	effort	NOUN
epaa-3238	467	18	and	and	CCONJ
epaa-3238	467	19	give	give	VERB
epaa-3238	467	20	institutional	institutional	ADJ
epaa-3238	467	21	leaders	leader	NOUN
epaa-3238	467	22	confidence	confidence	NOUN
epaa-3238	467	23	that	that	SCONJ
epaa-3238	467	24	in	in	ADP
epaa-3238	467	25	pursuing	pursue	VERB
epaa-3238	467	26	such	such	ADJ
epaa-3238	467	27	goals	goal	NOUN
epaa-3238	467	28	they	they	PRON
epaa-3238	467	29	stand	stand	VERB
epaa-3238	467	30	to	to	PART
epaa-3238	467	31	benefit	benefit	VERB
epaa-3238	467	32	from	from	ADP
epaa-3238	467	33	a	a	DET
epaa-3238	467	34	payscale	payscale	ADJ
epaa-3238	467	35	ranking	ranking	NOUN
epaa-3238	467	36	bonus	bonus	NOUN
epaa-3238	467	37	.	.	PUNCT
epaa-3238	468	1	all	all	DET
epaa-3238	468	2	things	thing	NOUN
epaa-3238	468	3	equal	equal	ADJ
epaa-3238	468	4	,	,	PUNCT
epaa-3238	468	5	institutions	institution	NOUN
epaa-3238	468	6	do	do	AUX
epaa-3238	468	7	not	not	PART
epaa-3238	468	8	appear	appear	VERB
epaa-3238	468	9	to	to	PART
epaa-3238	468	10	suffer	suffer	VERB
epaa-3238	468	11	a	a	DET
epaa-3238	468	12	rankings	ranking	NOUN
epaa-3238	468	13	penalty	penalty	NOUN
epaa-3238	468	14	for	for	ADP
epaa-3238	468	15	enrolling	enrol	VERB
epaa-3238	468	16	underserved	underserved	ADJ
epaa-3238	468	17	student	student	NOUN
epaa-3238	468	18	groups	group	NOUN
epaa-3238	468	19	,	,	PUNCT
epaa-3238	468	20	so	so	ADV
epaa-3238	468	21	long	long	ADV
epaa-3238	468	22	as	as	SCONJ
epaa-3238	468	23	the	the	DET
epaa-3238	468	24	ihe	ihe	NOUN
epaa-3238	468	25	is	be	AUX
epaa-3238	468	26	attuned	attune	VERB
epaa-3238	468	27	to	to	ADP
epaa-3238	468	28	graduation	graduation	NOUN
epaa-3238	468	29	rates	rate	NOUN
epaa-3238	468	30	and	and	CCONJ
epaa-3238	468	31	the	the	DET
epaa-3238	468	32	distribution	distribution	NOUN
epaa-3238	468	33	of	of	ADP
epaa-3238	468	34	degree	degree	NOUN
epaa-3238	468	35	-	-	PUNCT
epaa-3238	468	36	conferrals	conferral	NOUN
epaa-3238	468	37	by	by	ADP
epaa-3238	468	38	occupational	occupational	ADJ
epaa-3238	468	39	earnings	earning	NOUN
epaa-3238	468	40	.	.	PUNCT
epaa-3238	469	1	between	between	ADP
epaa-3238	469	2	2004	2004	NUM
epaa-3238	469	3	and	and	CCONJ
epaa-3238	469	4	2014	2014	NUM
epaa-3238	469	5	enrollments	enrollment	NOUN
epaa-3238	469	6	of	of	ADP
epaa-3238	469	7	students	student	NOUN
epaa-3238	469	8	age	age	VERB
epaa-3238	469	9	25	25	NUM
epaa-3238	469	10	and	and	CCONJ
epaa-3238	469	11	over	over	ADV
epaa-3238	469	12	increased	increase	VERB
epaa-3238	469	13	by	by	ADP
epaa-3238	469	14	16	16	NUM
epaa-3238	469	15	%	%	NOUN
epaa-3238	469	16	(	(	PUNCT
epaa-3238	469	17	nces	nce	NOUN
epaa-3238	469	18	,	,	PUNCT
epaa-3238	469	19	2016	2016	NUM
epaa-3238	469	20	)	)	PUNCT
epaa-3238	469	21	.	.	PUNCT
epaa-3238	470	1	students	student	NOUN
epaa-3238	470	2	over	over	ADP
epaa-3238	470	3	the	the	DET
epaa-3238	470	4	age	age	NOUN
epaa-3238	470	5	of	of	ADP
epaa-3238	470	6	25	25	NUM
epaa-3238	470	7	now	now	ADV
epaa-3238	470	8	comprise	comprise	VERB
epaa-3238	470	9	40	40	NUM
epaa-3238	470	10	%	%	NOUN
epaa-3238	470	11	of	of	ADP
epaa-3238	470	12	undergraduate	undergraduate	ADJ
epaa-3238	470	13	students	student	NOUN
epaa-3238	470	14	in	in	ADP
epaa-3238	470	15	postsecondary	postsecondary	ADJ
epaa-3238	470	16	education	education	NOUN
epaa-3238	470	17	(	(	PUNCT
epaa-3238	470	18	taliaferro	taliaferro	PROPN
epaa-3238	470	19	&	&	CCONJ
epaa-3238	470	20	duke	duke	PROPN
epaa-3238	470	21	-	-	PUNCT
epaa-3238	470	22	benfield	benfield	PROPN
epaa-3238	470	23	,	,	PUNCT
epaa-3238	470	24	2016	2016	NUM
epaa-3238	470	25	)	)	PUNCT
epaa-3238	470	26	.	.	PUNCT
epaa-3238	471	1	these	these	DET
epaa-3238	471	2	students	student	NOUN
epaa-3238	471	3	represent	represent	VERB
epaa-3238	471	4	a	a	DET
epaa-3238	471	5	large	large	ADJ
epaa-3238	471	6	and	and	CCONJ
epaa-3238	471	7	growing	grow	VERB
epaa-3238	471	8	population	population	NOUN
epaa-3238	471	9	and	and	CCONJ
epaa-3238	471	10	,	,	PUNCT
epaa-3238	471	11	according	accord	VERB
epaa-3238	471	12	to	to	ADP
epaa-3238	471	13	our	our	PRON
epaa-3238	471	14	analysis	analysis	NOUN
epaa-3238	471	15	,	,	PUNCT
epaa-3238	471	16	contribute	contribute	VERB
epaa-3238	471	17	to	to	ADP
epaa-3238	471	18	an	an	DET
epaa-3238	471	19	roi	roi	NOUN
epaa-3238	471	20	premium	premium	NOUN
epaa-3238	471	21	for	for	ADP
epaa-3238	471	22	institutions	institution	NOUN
epaa-3238	471	23	.	.	PUNCT
epaa-3238	472	1	while	while	SCONJ
epaa-3238	472	2	asian	asian	ADJ
epaa-3238	472	3	students	student	NOUN
epaa-3238	472	4	enroll	enroll	VERB
epaa-3238	472	5	in	in	ADP
epaa-3238	472	6	postsecondary	postsecondary	ADJ
epaa-3238	472	7	education	education	NOUN
epaa-3238	472	8	at	at	ADP
epaa-3238	472	9	rates	rate	NOUN
epaa-3238	472	10	exceeding	exceed	VERB
epaa-3238	472	11	white	white	ADJ
epaa-3238	472	12	students	student	NOUN
epaa-3238	472	13	,	,	PUNCT
epaa-3238	472	14	black	black	ADJ
epaa-3238	472	15	and	and	CCONJ
epaa-3238	472	16	hispanic	hispanic	ADJ
epaa-3238	472	17	enrollment	enrollment	NOUN
epaa-3238	472	18	rates	rate	NOUN
epaa-3238	472	19	continue	continue	VERB
epaa-3238	472	20	to	to	PART
epaa-3238	472	21	lag	lag	VERB
epaa-3238	472	22	(	(	PUNCT
epaa-3238	472	23	nces	nce	NOUN
epaa-3238	472	24	,	,	PUNCT
epaa-3238	472	25	2010	2010	NUM
epaa-3238	472	26	)	)	PUNCT
epaa-3238	472	27	.	.	PUNCT
epaa-3238	473	1	current	current	ADJ
epaa-3238	473	2	policies	policy	NOUN
epaa-3238	473	3	that	that	PRON
epaa-3238	473	4	warrant	warrant	VERB
epaa-3238	473	5	continued	continued	ADJ
epaa-3238	473	6	support	support	NOUN
epaa-3238	473	7	might	might	AUX
epaa-3238	473	8	include	include	VERB
epaa-3238	473	9	affirmative	affirmative	ADJ
epaa-3238	473	10	action	action	NOUN
epaa-3238	473	11	policies	policy	NOUN
epaa-3238	473	12	that	that	PRON
epaa-3238	473	13	allow	allow	VERB
epaa-3238	473	14	for	for	ADP
epaa-3238	473	15	some	some	DET
epaa-3238	473	16	level	level	NOUN
epaa-3238	473	17	of	of	ADP
epaa-3238	473	18	preference	preference	NOUN
epaa-3238	473	19	for	for	ADP
epaa-3238	473	20	minority	minority	NOUN
epaa-3238	473	21	students	student	NOUN
epaa-3238	473	22	in	in	ADP
epaa-3238	473	23	admissions	admission	NOUN
epaa-3238	473	24	decisions	decision	NOUN
epaa-3238	473	25	and	and	CCONJ
epaa-3238	473	26	institutional	institutional	ADJ
epaa-3238	473	27	,	,	PUNCT
epaa-3238	473	28	federal	federal	ADJ
epaa-3238	473	29	,	,	PUNCT
epaa-3238	473	30	and	and	CCONJ
epaa-3238	473	31	state	state	NOUN
epaa-3238	473	32	programs	program	NOUN
epaa-3238	473	33	that	that	PRON
epaa-3238	473	34	seek	seek	VERB
epaa-3238	473	35	to	to	PART
epaa-3238	473	36	overcome	overcome	VERB
epaa-3238	473	37	the	the	DET
epaa-3238	473	38	many	many	ADJ
epaa-3238	473	39	barriers	barrier	NOUN
epaa-3238	473	40	underrepresented	underrepresented	ADJ
epaa-3238	473	41	students	student	NOUN
epaa-3238	473	42	face	face	VERB
epaa-3238	473	43	throughout	throughout	ADP
epaa-3238	473	44	the	the	DET
epaa-3238	473	45	college	college	NOUN
epaa-3238	473	46	enrollment	enrollment	NOUN
epaa-3238	473	47	process	process	NOUN
epaa-3238	473	48	(	(	PUNCT
epaa-3238	473	49	e.g.	e.g.	ADV
epaa-3238	473	50	,	,	PUNCT
epaa-3238	473	51	lack	lack	NOUN
epaa-3238	473	52	of	of	ADP
epaa-3238	473	53	awareness	awareness	NOUN
epaa-3238	473	54	,	,	PUNCT
epaa-3238	473	55	inadequate	inadequate	ADJ
epaa-3238	473	56	advising	advising	NOUN
epaa-3238	473	57	,	,	PUNCT
epaa-3238	473	58	inadequate	inadequate	ADJ
epaa-3238	473	59	academic	academic	ADJ
epaa-3238	473	60	preparation	preparation	NOUN
epaa-3238	473	61	,	,	PUNCT
epaa-3238	473	62	and	and	CCONJ
epaa-3238	473	63	cost	cost	NOUN
epaa-3238	473	64	)	)	PUNCT
epaa-3238	473	65	.	.	PUNCT
epaa-3238	474	1	examples	example	NOUN
epaa-3238	474	2	of	of	ADP
epaa-3238	474	3	programs	program	NOUN
epaa-3238	474	4	that	that	PRON
epaa-3238	474	5	address	address	VERB
epaa-3238	474	6	these	these	DET
epaa-3238	474	7	barriers	barrier	NOUN
epaa-3238	474	8	include	include	VERB
epaa-3238	474	9	federal	federal	ADJ
epaa-3238	474	10	programs	program	NOUN
epaa-3238	474	11	such	such	ADJ
epaa-3238	474	12	as	as	ADP
epaa-3238	474	13	gear	gear	NOUN
epaa-3238	474	14	up	up	ADP
epaa-3238	474	15	,	,	PUNCT
epaa-3238	474	16	the	the	DET
epaa-3238	474	17	pell	pell	NOUN
epaa-3238	474	18	grant	grant	NOUN
epaa-3238	474	19	,	,	PUNCT
epaa-3238	474	20	upward	upward	ADV
epaa-3238	474	21	bound	bind	VERB
epaa-3238	474	22	,	,	PUNCT
epaa-3238	474	23	and	and	CCONJ
epaa-3238	474	24	other	other	ADJ
epaa-3238	474	25	similar	similar	ADJ
epaa-3238	474	26	state	state	NOUN
epaa-3238	474	27	and	and	CCONJ
epaa-3238	474	28	institutional	institutional	ADJ
epaa-3238	474	29	programs	program	NOUN
epaa-3238	474	30	.	.	PUNCT
epaa-3238	475	1	however	however	ADV
epaa-3238	475	2	,	,	PUNCT
epaa-3238	475	3	many	many	ADJ
epaa-3238	475	4	of	of	ADP
epaa-3238	475	5	these	these	DET
epaa-3238	475	6	programs	program	NOUN
epaa-3238	475	7	suffer	suffer	VERB
epaa-3238	475	8	from	from	ADP
epaa-3238	475	9	scarce	scarce	ADJ
epaa-3238	475	10	resources	resource	NOUN
epaa-3238	475	11	and	and	CCONJ
epaa-3238	475	12	challenges	challenge	NOUN
epaa-3238	475	13	with	with	ADP
epaa-3238	475	14	program	program	NOUN
epaa-3238	475	15	implementation	implementation	NOUN
epaa-3238	475	16	(	(	PUNCT
epaa-3238	475	17	field	field	NOUN
epaa-3238	475	18	,	,	PUNCT
epaa-3238	475	19	2011	2011	NUM
epaa-3238	475	20	;	;	PUNCT
epaa-3238	475	21	harkin	harkin	X
epaa-3238	475	22	,	,	PUNCT
epaa-3238	475	23	2012	2012	NUM
epaa-3238	475	24	)	)	PUNCT
epaa-3238	475	25	.	.	PUNCT
epaa-3238	476	1	at	at	ADP
epaa-3238	476	2	a	a	DET
epaa-3238	476	3	time	time	NOUN
epaa-3238	476	4	when	when	SCONJ
epaa-3238	476	5	legislative	legislative	ADJ
epaa-3238	476	6	and	and	CCONJ
epaa-3238	476	7	judicial	judicial	ADJ
epaa-3238	476	8	action	action	NOUN
epaa-3238	476	9	is	be	AUX
epaa-3238	476	10	aggressively	aggressively	ADV
epaa-3238	476	11	rolling	roll	VERB
epaa-3238	476	12	back	back	ADV
epaa-3238	476	13	affirmative	affirmative	ADJ
epaa-3238	476	14	action	action	NOUN
epaa-3238	476	15	laws	law	NOUN
epaa-3238	476	16	and	and	CCONJ
epaa-3238	476	17	policies	policy	NOUN
epaa-3238	476	18	even	even	ADV
epaa-3238	476	19	in	in	ADP
epaa-3238	476	20	the	the	DET
epaa-3238	476	21	face	face	NOUN
epaa-3238	476	22	of	of	ADP
epaa-3238	476	23	the	the	DET
epaa-3238	476	24	accumulated	accumulate	VERB
epaa-3238	476	25	evidence	evidence	NOUN
epaa-3238	476	26	of	of	ADP
epaa-3238	476	27	broad	broad	ADJ
epaa-3238	476	28	educational	educational	ADJ
epaa-3238	476	29	benefits	benefit	NOUN
epaa-3238	476	30	to	to	ADP
epaa-3238	476	31	students	student	NOUN
epaa-3238	476	32	(	(	PUNCT
epaa-3238	476	33	aera	aera	PROPN
epaa-3238	476	34	,	,	PUNCT
epaa-3238	476	35	2012	2012	NUM
epaa-3238	476	36	)	)	PUNCT
epaa-3238	476	37	,	,	PUNCT
epaa-3238	476	38	the	the	DET
epaa-3238	476	39	results	result	NOUN
epaa-3238	476	40	presented	present	VERB
epaa-3238	476	41	here	here	ADV
epaa-3238	476	42	provide	provide	VERB
epaa-3238	476	43	additional	additional	ADJ
epaa-3238	476	44	empirical	empirical	ADJ
epaa-3238	476	45	support	support	NOUN
epaa-3238	476	46	for	for	ADP
epaa-3238	476	47	the	the	DET
epaa-3238	476	48	preservation	preservation	NOUN
epaa-3238	476	49	of	of	ADP
epaa-3238	476	50	such	such	ADJ
epaa-3238	476	51	policies	policy	NOUN
epaa-3238	476	52	.	.	PUNCT
epaa-3238	477	1	institutional	institutional	ADJ
epaa-3238	477	2	leaders	leader	NOUN
epaa-3238	477	3	and	and	CCONJ
epaa-3238	477	4	state	state	NOUN
epaa-3238	477	5	policymakers	policymaker	NOUN
epaa-3238	477	6	concerned	concern	VERB
epaa-3238	477	7	about	about	ADP
epaa-3238	477	8	their	their	PRON
epaa-3238	477	9	payscale	payscale	ADJ
epaa-3238	477	10	roi	roi	NOUN
epaa-3238	477	11	ranking	ranking	NOUN
epaa-3238	477	12	should	should	AUX
epaa-3238	477	13	re	re	VERB
epaa-3238	477	14	-	-	VERB
epaa-3238	477	15	evaluate	evaluate	VERB
epaa-3238	477	16	policies	policy	NOUN
epaa-3238	477	17	and	and	CCONJ
epaa-3238	477	18	practices	practice	NOUN
epaa-3238	477	19	that	that	PRON
epaa-3238	477	20	influence	influence	VERB
epaa-3238	477	21	graduation	graduation	NOUN
epaa-3238	477	22	rates	rate	NOUN
epaa-3238	477	23	.	.	PUNCT
epaa-3238	478	1	among	among	ADP
epaa-3238	478	2	the	the	DET
epaa-3238	478	3	most	most	ADV
epaa-3238	478	4	important	important	ADJ
epaa-3238	478	5	social	social	ADJ
epaa-3238	478	6	goals	goal	NOUN
epaa-3238	478	7	of	of	ADP
epaa-3238	478	8	higher	high	ADJ
epaa-3238	478	9	education	education	NOUN
epaa-3238	478	10	is	be	AUX
epaa-3238	478	11	to	to	PART
epaa-3238	478	12	facilitate	facilitate	VERB
epaa-3238	478	13	social	social	ADJ
epaa-3238	478	14	mobility	mobility	NOUN
epaa-3238	478	15	of	of	ADP
epaa-3238	478	16	each	each	DET
epaa-3238	478	17	new	new	ADJ
epaa-3238	478	18	cohort	cohort	NOUN
epaa-3238	478	19	of	of	ADP
epaa-3238	478	20	students	student	NOUN
epaa-3238	478	21	.	.	PUNCT
epaa-3238	479	1	we	we	PRON
epaa-3238	479	2	propose	propose	VERB
epaa-3238	479	3	that	that	SCONJ
epaa-3238	479	4	evaluation	evaluation	NOUN
epaa-3238	479	5	of	of	ADP
epaa-3238	479	6	schools	school	NOUN
epaa-3238	479	7	according	accord	VERB
epaa-3238	479	8	to	to	ADP
epaa-3238	479	9	roi	roi	NOUN
epaa-3238	479	10	are	be	AUX
epaa-3238	479	11	most	most	ADV
epaa-3238	479	12	useful	useful	ADJ
epaa-3238	479	13	when	when	SCONJ
epaa-3238	479	14	considered	consider	VERB
epaa-3238	479	15	after	after	ADP
epaa-3238	479	16	controlling	control	VERB
epaa-3238	479	17	for	for	ADP
epaa-3238	479	18	student	student	NOUN
epaa-3238	479	19	background	background	NOUN
epaa-3238	479	20	.	.	PUNCT
epaa-3238	480	1	to	to	PART
epaa-3238	480	2	do	do	AUX
epaa-3238	480	3	otherwise	otherwise	ADV
epaa-3238	480	4	would	would	AUX
epaa-3238	480	5	be	be	AUX
epaa-3238	480	6	to	to	PART
epaa-3238	480	7	encourage	encourage	VERB
epaa-3238	480	8	regressive	regressive	ADJ
epaa-3238	480	9	diversity	diversity	NOUN
epaa-3238	480	10	policies	policy	NOUN
epaa-3238	480	11	.	.	PUNCT
epaa-3238	481	1	financial	financial	ADJ
epaa-3238	481	2	aid	aid	NOUN
epaa-3238	481	3	,	,	PUNCT
epaa-3238	481	4	approaches	approach	VERB
epaa-3238	481	5	to	to	ADP
epaa-3238	481	6	student	student	NOUN
epaa-3238	481	7	advising	advising	NOUN
epaa-3238	481	8	,	,	PUNCT
epaa-3238	481	9	student	student	NOUN
epaa-3238	481	10	employment	employment	NOUN
epaa-3238	481	11	,	,	PUNCT
epaa-3238	481	12	whether	whether	SCONJ
epaa-3238	481	13	a	a	DET
epaa-3238	481	14	student	student	NOUN
epaa-3238	481	15	lives	live	VERB
epaa-3238	481	16	on	on	ADP
epaa-3238	481	17	campus	campus	NOUN
epaa-3238	481	18	,	,	PUNCT
epaa-3238	481	19	student	student	NOUN
epaa-3238	481	20	and	and	CCONJ
epaa-3238	481	21	faculty	faculty	NOUN
epaa-3238	481	22	engagement	engagement	NOUN
epaa-3238	481	23	,	,	PUNCT
epaa-3238	481	24	and	and	CCONJ
epaa-3238	481	25	a	a	DET
epaa-3238	481	26	host	host	NOUN
epaa-3238	481	27	of	of	ADP
epaa-3238	481	28	other	other	ADJ
epaa-3238	481	29	factors	factor	NOUN
epaa-3238	481	30	impact	impact	NOUN
epaa-3238	481	31	college	college	NOUN
epaa-3238	481	32	graduation	graduation	NOUN
epaa-3238	481	33	rates	rate	NOUN
epaa-3238	481	34	and	and	CCONJ
epaa-3238	481	35	are	be	AUX
epaa-3238	481	36	,	,	PUNCT
epaa-3238	481	37	to	to	ADP
epaa-3238	481	38	a	a	DET
epaa-3238	481	39	greater	great	ADJ
epaa-3238	481	40	or	or	CCONJ
epaa-3238	481	41	lesser	less	ADJ
epaa-3238	481	42	extent	extent	NOUN
epaa-3238	481	43	,	,	PUNCT
epaa-3238	481	44	within	within	ADP
epaa-3238	481	45	the	the	DET
epaa-3238	481	46	control	control	NOUN
epaa-3238	481	47	of	of	ADP
epaa-3238	481	48	state	state	NOUN
epaa-3238	481	49	policymakers	policymaker	NOUN
epaa-3238	481	50	and	and	CCONJ
epaa-3238	481	51	institutional	institutional	ADJ
epaa-3238	481	52	leaders	leader	NOUN
epaa-3238	481	53	and	and	CCONJ
epaa-3238	481	54	faculty	faculty	NOUN
epaa-3238	481	55	(	(	PUNCT
epaa-3238	481	56	e.g.	e.g.	ADV
epaa-3238	481	57	,	,	PUNCT
epaa-3238	481	58	deangelo	deangelo	PROPN
epaa-3238	481	59	et	et	PROPN
epaa-3238	481	60	al	al	PROPN
epaa-3238	481	61	,	,	PUNCT
epaa-3238	481	62	2011	2011	NUM
epaa-3238	481	63	;	;	PUNCT
epaa-3238	481	64	kuh	kuh	PROPN
epaa-3238	481	65	et	et	PROPN
epaa-3238	481	66	al	al	PROPN
epaa-3238	481	67	,	,	PUNCT
epaa-3238	481	68	2011	2011	NUM
epaa-3238	481	69	;	;	PUNCT
epaa-3238	481	70	oseguera	oseguera	NOUN
epaa-3238	481	71	,	,	PUNCT
epaa-3238	481	72	2005	2005	NUM
epaa-3238	481	73	;	;	PUNCT
epaa-3238	481	74	oseguera	oseguera	PROPN
epaa-3238	481	75	&	&	CCONJ
epaa-3238	481	76	rhee	rhee	PROPN
epaa-3238	481	77	,	,	PUNCT
epaa-3238	481	78	2009	2009	NUM
epaa-3238	481	79	;	;	PUNCT
epaa-3238	481	80	scott	scott	PROPN
epaa-3238	481	81	,	,	PUNCT
epaa-3238	481	82	bailey	bailey	PROPN
epaa-3238	481	83	&	&	CCONJ
epaa-3238	481	84	kienzl	kienzl	PROPN
epaa-3238	481	85	,	,	PUNCT
epaa-3238	481	86	2006	2006	NUM
epaa-3238	481	87	;	;	PUNCT
epaa-3238	481	88	spradlin	spradlin	PROPN
epaa-3238	481	89	et	et	PROPN
epaa-3238	481	90	al	al	PROPN
epaa-3238	481	91	.	.	PROPN
epaa-3238	481	92	,	,	PUNCT
epaa-3238	481	93	2010	2010	NUM
epaa-3238	481	94	;	;	PUNCT
epaa-3238	481	95	tinto	tinto	PROPN
epaa-3238	481	96	,	,	PUNCT
epaa-3238	481	97	2012	2012	NUM
epaa-3238	481	98	;	;	PUNCT
epaa-3238	481	99	titus	titus	PROPN
epaa-3238	481	100	,	,	PUNCT
epaa-3238	481	101	2006a	2006a	NUM
epaa-3238	481	102	,	,	PUNCT
epaa-3238	481	103	2006b	2006b	NUM
epaa-3238	481	104	;	;	PUNCT
epaa-3238	481	105	ziskin	ziskin	X
epaa-3238	481	106	,	,	PUNCT
epaa-3238	481	107	hossler	hossler	PROPN
epaa-3238	481	108	&	&	CCONJ
epaa-3238	481	109	kim	kim	PROPN
epaa-3238	481	110	,	,	PUNCT
epaa-3238	481	111	2009	2009	NUM
epaa-3238	481	112	)	)	PUNCT
epaa-3238	481	113	.	.	PUNCT
epaa-3238	482	1	based	base	VERB
epaa-3238	482	2	on	on	ADP
epaa-3238	482	3	the	the	DET
epaa-3238	482	4	results	result	NOUN
epaa-3238	482	5	presented	present	VERB
epaa-3238	482	6	here	here	ADV
epaa-3238	482	7	,	,	PUNCT
epaa-3238	482	8	attention	attention	NOUN
epaa-3238	482	9	to	to	ADP
epaa-3238	482	10	student	student	NOUN
epaa-3238	482	11	graduation	graduation	NOUN
epaa-3238	482	12	rates	rate	NOUN
epaa-3238	482	13	is	be	AUX
epaa-3238	482	14	likely	likely	ADJ
epaa-3238	482	15	to	to	PART
epaa-3238	482	16	yield	yield	VERB
epaa-3238	482	17	higher	high	ADJ
epaa-3238	482	18	dividends	dividend	NOUN
epaa-3238	482	19	in	in	ADP
epaa-3238	482	20	institutional	institutional	ADJ
epaa-3238	482	21	roi	roi	NOUN
epaa-3238	482	22	than	than	SCONJ
epaa-3238	482	23	would	would	AUX
epaa-3238	482	24	attempts	attempt	VERB
epaa-3238	482	25	at	at	ADP
epaa-3238	482	26	increasing	increase	VERB
epaa-3238	482	27	institutional	institutional	ADJ
epaa-3238	482	28	reputation	reputation	NOUN
epaa-3238	482	29	and	and	CCONJ
epaa-3238	482	30	other	other	ADJ
epaa-3238	482	31	common	common	ADJ
epaa-3238	482	32	indicators	indicator	NOUN
epaa-3238	482	33	of	of	ADP
epaa-3238	482	34	institutional	institutional	ADJ
epaa-3238	482	35	quality	quality	NOUN
epaa-3238	482	36	.	.	PUNCT
epaa-3238	483	1	finally	finally	ADV
epaa-3238	483	2	,	,	PUNCT
epaa-3238	483	3	both	both	PRON
epaa-3238	483	4	descriptively	descriptively	ADV
epaa-3238	483	5	and	and	CCONJ
epaa-3238	483	6	in	in	ADP
epaa-3238	483	7	our	our	PRON
epaa-3238	483	8	inferential	inferential	ADJ
epaa-3238	483	9	models	model	NOUN
epaa-3238	483	10	,	,	PUNCT
epaa-3238	483	11	public	public	ADJ
epaa-3238	483	12	institutions	institution	NOUN
epaa-3238	483	13	tend	tend	VERB
epaa-3238	483	14	to	to	PART
epaa-3238	483	15	perform	perform	VERB
epaa-3238	483	16	well	well	ADV
epaa-3238	483	17	on	on	ADP
epaa-3238	483	18	the	the	DET
epaa-3238	483	19	roi	roi	NOUN
epaa-3238	483	20	rankings	ranking	NOUN
epaa-3238	483	21	.	.	PUNCT
epaa-3238	484	1	this	this	PRON
epaa-3238	484	2	may	may	AUX
epaa-3238	484	3	largely	largely	ADV
epaa-3238	484	4	be	be	AUX
epaa-3238	484	5	due	due	ADJ
epaa-3238	484	6	to	to	ADP
epaa-3238	484	7	the	the	DET
epaa-3238	484	8	public	public	ADJ
epaa-3238	484	9	subsidies	subsidy	NOUN
epaa-3238	484	10	they	they	PRON
epaa-3238	484	11	receive	receive	VERB
epaa-3238	484	12	which	which	PRON
epaa-3238	484	13	help	help	NOUN
epaa-3238	484	14	keep	keep	VERB
epaa-3238	484	15	the	the	DET
epaa-3238	484	16	cost	cost	NOUN
epaa-3238	484	17	of	of	ADP
epaa-3238	484	18	in	in	ADP
epaa-3238	484	19	-	-	PUNCT
epaa-3238	484	20	state	state	NOUN
epaa-3238	484	21	student	student	NOUN
epaa-3238	484	22	tuition	tuition	NOUN
epaa-3238	484	23	low	low	ADJ
epaa-3238	484	24	.	.	PUNCT
epaa-3238	485	1	in	in	ADP
epaa-3238	485	2	an	an	DET
epaa-3238	485	3	era	era	NOUN
epaa-3238	485	4	of	of	ADP
epaa-3238	485	5	decreased	decrease	VERB
epaa-3238	485	6	state	state	NOUN
epaa-3238	485	7	appropriations	appropriation	NOUN
epaa-3238	485	8	to	to	ADP
epaa-3238	485	9	higher	high	ADJ
epaa-3238	485	10	education	education	NOUN
epaa-3238	485	11	,	,	PUNCT
epaa-3238	485	12	and	and	CCONJ
epaa-3238	485	13	a	a	DET
epaa-3238	485	14	larger	large	ADJ
epaa-3238	485	15	privatization	privatization	NOUN
epaa-3238	485	16	movement	movement	NOUN
epaa-3238	485	17	(	(	PUNCT
epaa-3238	485	18	lyall	lyall	NOUN
epaa-3238	485	19	&	&	CCONJ
epaa-3238	485	20	sell	sell	PROPN
epaa-3238	485	21	,	,	PUNCT
epaa-3238	485	22	2006	2006	NUM
epaa-3238	485	23	)	)	PUNCT
epaa-3238	485	24	,	,	PUNCT
epaa-3238	485	25	efforts	effort	NOUN
epaa-3238	485	26	by	by	ADP
epaa-3238	485	27	lawmakers	lawmaker	NOUN
epaa-3238	485	28	to	to	PART
epaa-3238	485	29	maintain	maintain	VERB
epaa-3238	485	30	public	public	ADJ
epaa-3238	485	31	subsidies	subsidy	NOUN
epaa-3238	485	32	,	,	PUNCT
epaa-3238	485	33	and	and	CCONJ
epaa-3238	485	34	to	to	PART
epaa-3238	485	35	place	place	VERB
epaa-3238	485	36	downward	downward	ADJ
epaa-3238	485	37	pressure	pressure	NOUN
epaa-3238	485	38	on	on	ADP
epaa-3238	485	39	tuition	tuition	NOUN
epaa-3238	485	40	and	and	CCONJ
epaa-3238	485	41	fees	fee	NOUN
epaa-3238	485	42	,	,	PUNCT
epaa-3238	485	43	will	will	AUX
epaa-3238	485	44	likely	likely	ADV
epaa-3238	485	45	have	have	VERB
epaa-3238	485	46	positive	positive	ADJ
epaa-3238	485	47	impacts	impact	NOUN
epaa-3238	485	48	on	on	ADP
epaa-3238	485	49	institutional	institutional	ADJ
epaa-3238	485	50	roi	roi	NOUN
epaa-3238	485	51	rankings	ranking	NOUN
epaa-3238	485	52	,	,	PUNCT
epaa-3238	485	53	but	but	CCONJ
epaa-3238	485	54	more	more	ADV
epaa-3238	485	55	importantly	importantly	ADV
epaa-3238	485	56	,	,	PUNCT
epaa-3238	485	57	on	on	ADP
epaa-3238	485	58	the	the	DET
epaa-3238	485	59	students	student	NOUN
epaa-3238	485	60	who	who	PRON
epaa-3238	485	61	invest	invest	VERB
epaa-3238	485	62	in	in	ADP
epaa-3238	485	63	higher	high	ADJ
epaa-3238	485	64	education	education	NOUN
epaa-3238	485	65	.	.	PUNCT
epaa-3238	486	1	education	education	NOUN
epaa-3238	486	2	policy	policy	NOUN
epaa-3238	486	3	analysis	analysis	NOUN
epaa-3238	486	4	archives	archive	NOUN
epaa-3238	486	5	vol	vol	NOUN
epaa-3238	486	6	.	.	PUNCT
epaa-3238	487	1	25	25	NUM
epaa-3238	487	2	no	no	NOUN
epaa-3238	487	3	.	.	PUNCT
epaa-3238	488	1	110	110	NUM
epaa-3238	488	2	26	26	NUM
epaa-3238	488	3	references	reference	NOUN
epaa-3238	488	4	adams	adams	PROPN
epaa-3238	488	5	,	,	PUNCT
epaa-3238	488	6	s.	s.	PROPN
epaa-3238	488	7	(	(	PUNCT
epaa-3238	488	8	2013	2013	NUM
epaa-3238	488	9	)	)	PUNCT
epaa-3238	488	10	.	.	PUNCT
epaa-3238	489	1	25	25	NUM
epaa-3238	489	2	colleges	college	NOUN
epaa-3238	489	3	with	with	ADP
epaa-3238	489	4	the	the	DET
epaa-3238	489	5	best	good	ADJ
epaa-3238	489	6	return	return	NOUN
epaa-3238	489	7	on	on	ADP
epaa-3238	489	8	investment	investment	NOUN
epaa-3238	489	9	.	.	PUNCT
epaa-3238	490	1	forbes	forbes	PROPN
epaa-3238	490	2	.	.	PROPN
epaa-3238	490	3	retrieved	retrieve	VERB
epaa-3238	490	4	from	from	ADP
epaa-3238	490	5	http://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-returnon-investment/	http://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-returnon-investment/	PROPN
epaa-3238	490	6	aera	aera	PROPN
epaa-3238	490	7	.	.	PUNCT
epaa-3238	491	1	(	(	PUNCT
epaa-3238	491	2	2012	2012	NUM
epaa-3238	491	3	)	)	PUNCT
epaa-3238	491	4	.	.	PUNCT
epaa-3238	492	1	brief	brief	NOUN
epaa-3238	492	2	of	of	ADP
epaa-3238	492	3	the	the	DET
epaa-3238	492	4	american	american	PROPN
epaa-3238	492	5	educational	educational	PROPN
epaa-3238	492	6	research	research	PROPN
epaa-3238	492	7	association	association	PROPN
epaa-3238	492	8	et	et	PROPN
epaa-3238	492	9	al	al	PROPN
epaa-3238	492	10	.	.	PROPN
epaa-3238	493	1	as	as	ADP
epaa-3238	493	2	amici	amici	PROPN
epaa-3238	493	3	curiae	curiae	NOUN
epaa-3238	493	4	in	in	ADP
epaa-3238	493	5	support	support	NOUN
epaa-3238	493	6	of	of	ADP
epaa-3238	493	7	respondents	respondent	NOUN
epaa-3238	493	8	.	.	PUNCT
epaa-3238	494	1	no	no	DET
epaa-3238	494	2	11	11	NUM
epaa-3238	494	3	-	-	SYM
epaa-3238	494	4	345	345	NUM
epaa-3238	494	5	in	in	ADP
epaa-3238	494	6	the	the	DET
epaa-3238	494	7	supreme	supreme	PROPN
epaa-3238	494	8	court	court	PROPN
epaa-3238	494	9	of	of	ADP
epaa-3238	494	10	the	the	DET
epaa-3238	494	11	united	united	PROPN
epaa-3238	494	12	states	states	PROPN
epaa-3238	494	13	,	,	PUNCT
epaa-3238	494	14	abigail	abigail	PROPN
epaa-3238	494	15	noel	noel	PROPN
epaa-3238	494	16	fisher	fisher	PROPN
epaa-3238	494	17	v.	v.	ADP
epaa-3238	494	18	university	university	PROPN
epaa-3238	494	19	of	of	ADP
epaa-3238	494	20	texas	texas	PROPN
epaa-3238	494	21	at	at	ADP
epaa-3238	494	22	austin	austin	PROPN
epaa-3238	494	23	et	et	PROPN
epaa-3238	494	24	al	al	PROPN
epaa-3238	494	25	.	.	PROPN
epaa-3238	494	26	alker	alker	PROPN
epaa-3238	494	27	,	,	PUNCT
epaa-3238	494	28	h.	h.	PROPN
epaa-3238	494	29	r.	r.	PROPN
epaa-3238	494	30	(	(	PUNCT
epaa-3238	494	31	1969	1969	NUM
epaa-3238	494	32	)	)	PUNCT
epaa-3238	494	33	.	.	PUNCT
epaa-3238	495	1	a	a	DET
epaa-3238	495	2	typology	typology	NOUN
epaa-3238	495	3	of	of	ADP
epaa-3238	495	4	ecological	ecological	ADJ
epaa-3238	495	5	fallacies	fallacy	NOUN
epaa-3238	495	6	.	.	PUNCT
epaa-3238	496	1	in	in	ADP
epaa-3238	496	2	m.	m.	PROPN
epaa-3238	496	3	dogan	dogan	PROPN
epaa-3238	496	4	&	&	CCONJ
epaa-3238	496	5	s.	s.	PROPN
epaa-3238	496	6	rokkam	rokkam	PROPN
epaa-3238	496	7	(	(	PUNCT
epaa-3238	496	8	eds	ed	NOUN
epaa-3238	496	9	.	.	PUNCT
epaa-3238	496	10	)	)	PUNCT
epaa-3238	496	11	social	social	ADJ
epaa-3238	496	12	ecology	ecology	NOUN
epaa-3238	496	13	(	(	PUNCT
epaa-3238	496	14	pp	pp	PROPN
epaa-3238	496	15	.	.	PUNCT
epaa-3238	496	16	121	121	NUM
epaa-3238	496	17	-	-	SYM
epaa-3238	496	18	144	144	NUM
epaa-3238	496	19	)	)	PUNCT
epaa-3238	496	20	.	.	PUNCT
epaa-3238	497	1	boston	boston	PROPN
epaa-3238	497	2	:	:	PUNCT
epaa-3238	497	3	the	the	DET
epaa-3238	497	4	mit	mit	PROPN
epaa-3238	497	5	press	press	NOUN
epaa-3238	497	6	.	.	PUNCT
epaa-3238	498	1	altbach	altbach	PROPN
epaa-3238	498	2	,	,	PUNCT
epaa-3238	498	3	p.	p.	NOUN
epaa-3238	498	4	(	(	PUNCT
epaa-3238	498	5	2006	2006	NUM
epaa-3238	498	6	)	)	PUNCT
epaa-3238	498	7	.	.	PUNCT
epaa-3238	499	1	the	the	DET
epaa-3238	499	2	dilemmas	dilemma	NOUN
epaa-3238	499	3	of	of	ADP
epaa-3238	499	4	ranking	ranking	PROPN
epaa-3238	499	5	.	.	PUNCT
epaa-3238	500	1	international	international	ADJ
epaa-3238	500	2	higher	high	ADJ
epaa-3238	500	3	education	education	NOUN
epaa-3238	500	4	,	,	PUNCT
epaa-3238	500	5	(	(	PUNCT
epaa-3238	500	6	42	42	NUM
epaa-3238	500	7	)	)	PUNCT
epaa-3238	500	8	,	,	PUNCT
epaa-3238	500	9	2	2	NUM
epaa-3238	500	10	-	-	SYM
epaa-3238	500	11	3	3	NUM
epaa-3238	500	12	.	.	X
epaa-3238	500	13	altonji	altonji	PROPN
epaa-3238	500	14	,	,	PUNCT
epaa-3238	500	15	j.	j.	PROPN
epaa-3238	500	16	g.	g.	PROPN
epaa-3238	500	17	,	,	PUNCT
epaa-3238	500	18	blom	blom	PROPN
epaa-3238	500	19	,	,	PUNCT
epaa-3238	500	20	e.	e.	PROPN
epaa-3238	500	21	,	,	PUNCT
epaa-3238	500	22	&	&	CCONJ
epaa-3238	500	23	meghir	meghir	NOUN
epaa-3238	500	24	,	,	PUNCT
epaa-3238	500	25	c.	c.	PROPN
epaa-3238	500	26	(	(	PUNCT
epaa-3238	500	27	2012	2012	NUM
epaa-3238	500	28	)	)	PUNCT
epaa-3238	500	29	.	.	PUNCT
epaa-3238	501	1	heterogeneity	heterogeneity	NOUN
epaa-3238	501	2	in	in	ADP
epaa-3238	501	3	human	human	ADJ
epaa-3238	501	4	capital	capital	NOUN
epaa-3238	501	5	investments	investment	NOUN
epaa-3238	501	6	:	:	PUNCT
epaa-3238	501	7	high	high	ADJ
epaa-3238	501	8	school	school	NOUN
epaa-3238	501	9	curriculum	curriculum	NOUN
epaa-3238	501	10	,	,	PUNCT
epaa-3238	501	11	college	college	NOUN
epaa-3238	501	12	major	major	NOUN
epaa-3238	501	13	,	,	PUNCT
epaa-3238	501	14	and	and	CCONJ
epaa-3238	501	15	careers	career	NOUN
epaa-3238	501	16	(	(	PUNCT
epaa-3238	501	17	no	no	INTJ
epaa-3238	501	18	.	.	PUNCT
epaa-3238	502	1	w17985	w17985	NOUN
epaa-3238	502	2	)	)	PUNCT
epaa-3238	502	3	.	.	PUNCT
epaa-3238	503	1	national	national	PROPN
epaa-3238	503	2	bureau	bureau	PROPN
epaa-3238	503	3	of	of	ADP
epaa-3238	503	4	economic	economic	ADJ
epaa-3238	503	5	research	research	NOUN
epaa-3238	503	6	.	.	PUNCT
epaa-3238	504	1	https://doi.org/10.3386/w17985	https://doi.org/10.3386/w17985	NUM
epaa-3238	504	2	andrews	andrews	PROPN
epaa-3238	504	3	,	,	PUNCT
epaa-3238	504	4	r.	r.	PROPN
epaa-3238	504	5	j.	j.	PROPN
epaa-3238	504	6	,	,	PUNCT
epaa-3238	504	7	li	li	PROPN
epaa-3238	504	8	,	,	PUNCT
epaa-3238	504	9	j.	j.	PROPN
epaa-3238	504	10	,	,	PUNCT
epaa-3238	504	11	&	&	CCONJ
epaa-3238	504	12	lovenheim	lovenheim	PROPN
epaa-3238	504	13	,	,	PUNCT
epaa-3238	504	14	m.	m.	NOUN
epaa-3238	504	15	f.	f.	PROPN
epaa-3238	504	16	(	(	PUNCT
epaa-3238	504	17	2012	2012	NUM
epaa-3238	504	18	)	)	PUNCT
epaa-3238	504	19	.	.	PUNCT
epaa-3238	505	1	quantile	quantile	ADJ
epaa-3238	505	2	treatment	treatment	NOUN
epaa-3238	505	3	effects	effect	NOUN
epaa-3238	505	4	of	of	ADP
epaa-3238	505	5	college	college	NOUN
epaa-3238	505	6	quality	quality	NOUN
epaa-3238	505	7	on	on	ADP
epaa-3238	505	8	earnings	earning	NOUN
epaa-3238	505	9	:	:	PUNCT
epaa-3238	505	10	evidence	evidence	NOUN
epaa-3238	505	11	from	from	ADP
epaa-3238	505	12	administrative	administrative	ADJ
epaa-3238	505	13	data	datum	NOUN
epaa-3238	505	14	in	in	ADP
epaa-3238	505	15	texas	texas	PROPN
epaa-3238	505	16	(	(	PUNCT
epaa-3238	505	17	nber	nber	PROPN
epaa-3238	505	18	working	working	PROPN
epaa-3238	505	19	paper	paper	PROPN
epaa-3238	505	20	no	no	INTJ
epaa-3238	505	21	.	.	PROPN
epaa-3238	505	22	18068	18068	NUM
epaa-3238	505	23	)	)	PUNCT
epaa-3238	505	24	.	.	PUNCT
epaa-3238	506	1	national	national	PROPN
epaa-3238	506	2	bureau	bureau	PROPN
epaa-3238	506	3	of	of	ADP
epaa-3238	506	4	economic	economic	ADJ
epaa-3238	506	5	research	research	NOUN
epaa-3238	506	6	.	.	PUNCT
epaa-3238	507	1	https://doi.org/10.3386/w18068	https://doi.org/10.3386/w18068	NUM
epaa-3238	507	2	bardaro	bardaro	NOUN
epaa-3238	507	3	,	,	PUNCT
epaa-3238	507	4	k.	k.	PROPN
epaa-3238	507	5	(	(	PUNCT
epaa-3238	507	6	2012	2012	NUM
epaa-3238	507	7	,	,	PUNCT
epaa-3238	507	8	june	june	PROPN
epaa-3238	507	9	21	21	NUM
epaa-3238	507	10	)	)	PUNCT
epaa-3238	507	11	.	.	PUNCT
epaa-3238	508	1	addressing	address	VERB
epaa-3238	508	2	critics	critic	NOUN
epaa-3238	508	3	of	of	ADP
epaa-3238	508	4	the	the	DET
epaa-3238	508	5	payscale	payscale	PROPN
epaa-3238	508	6	college	college	PROPN
epaa-3238	508	7	roi	roi	NOUN
epaa-3238	508	8	rankings	ranking	NOUN
epaa-3238	508	9	.	.	PUNCT
epaa-3238	509	1	retrieved	retrieve	VERB
epaa-3238	509	2	from	from	ADP
epaa-3238	509	3	http://blogs.payscale.com/ask_dr_salary/2012/06/college-roi-critics.html	http://blogs.payscale.com/ask_dr_salary/2012/06/college-roi-critics.html	PROPN
epaa-3238	509	4	barrow	barrow	PROPN
epaa-3238	509	5	,	,	PUNCT
epaa-3238	509	6	l.	l.	PROPN
epaa-3238	509	7	,	,	PUNCT
epaa-3238	509	8	&	&	CCONJ
epaa-3238	509	9	rouse	rouse	VERB
epaa-3238	509	10	,	,	PUNCT
epaa-3238	509	11	c.	c.	PROPN
epaa-3238	509	12	e.	e.	PROPN
epaa-3238	509	13	(	(	PUNCT
epaa-3238	509	14	2005	2005	NUM
epaa-3238	509	15	)	)	PUNCT
epaa-3238	509	16	.	.	PUNCT
epaa-3238	510	1	do	do	VERB
epaa-3238	510	2	returns	return	NOUN
epaa-3238	510	3	to	to	ADP
epaa-3238	510	4	schooling	schooling	NOUN
epaa-3238	510	5	differ	differ	VERB
epaa-3238	510	6	by	by	ADP
epaa-3238	510	7	race	race	NOUN
epaa-3238	510	8	and	and	CCONJ
epaa-3238	510	9	ethnicity	ethnicity	NOUN
epaa-3238	510	10	?	?	PUNCT
epaa-3238	511	1	the	the	DET
epaa-3238	511	2	american	american	PROPN
epaa-3238	511	3	economic	economic	PROPN
epaa-3238	511	4	review	review	PROPN
epaa-3238	511	5	,	,	PUNCT
epaa-3238	511	6	95(2	95(2	NOUN
epaa-3238	511	7	)	)	PUNCT
epaa-3238	511	8	,	,	PUNCT
epaa-3238	511	9	83	83	NUM
epaa-3238	511	10	-	-	SYM
epaa-3238	511	11	87	87	NUM
epaa-3238	511	12	.	.	PUNCT
epaa-3238	512	1	https://doi.org/10.1257/000282805774670130	https://doi.org/10.1257/000282805774670130	ADP
epaa-3238	512	2	becker	becker	PROPN
epaa-3238	512	3	,	,	PUNCT
epaa-3238	512	4	g.	g.	PROPN
epaa-3238	512	5	s.	s.	PROPN
epaa-3238	512	6	(	(	PUNCT
epaa-3238	512	7	1993	1993	NUM
epaa-3238	512	8	)	)	PUNCT
epaa-3238	512	9	.	.	PUNCT
epaa-3238	513	1	human	human	ADJ
epaa-3238	513	2	capital	capital	NOUN
epaa-3238	513	3	:	:	PUNCT
epaa-3238	513	4	a	a	DET
epaa-3238	513	5	theoretical	theoretical	ADJ
epaa-3238	513	6	and	and	CCONJ
epaa-3238	513	7	empirical	empirical	ADJ
epaa-3238	513	8	analysis	analysis	NOUN
epaa-3238	513	9	with	with	ADP
epaa-3238	513	10	special	special	ADJ
epaa-3238	513	11	reference	reference	NOUN
epaa-3238	513	12	to	to	ADP
epaa-3238	513	13	education	education	NOUN
epaa-3238	513	14	.	.	PUNCT
epaa-3238	514	1	chicago	chicago	PROPN
epaa-3238	514	2	:	:	PUNCT
epaa-3238	514	3	university	university	NOUN
epaa-3238	514	4	of	of	ADP
epaa-3238	514	5	chicago	chicago	PROPN
epaa-3238	514	6	press	press	NOUN
epaa-3238	514	7	.	.	PUNCT
epaa-3238	515	1	https://doi.org/10.7208/chicago/9780226041223.001.0001	https://doi.org/10.7208/chicago/9780226041223.001.0001	PROPN
epaa-3238	515	2	black	black	PROPN
epaa-3238	515	3	,	,	PUNCT
epaa-3238	515	4	d.	d.	PROPN
epaa-3238	515	5	,	,	PUNCT
epaa-3238	515	6	&	&	CCONJ
epaa-3238	515	7	smith	smith	PROPN
epaa-3238	515	8	,	,	PUNCT
epaa-3238	515	9	j.	j.	PROPN
epaa-3238	515	10	(	(	PUNCT
epaa-3238	515	11	2004	2004	NUM
epaa-3238	515	12	)	)	PUNCT
epaa-3238	515	13	.	.	PUNCT
epaa-3238	516	1	how	how	SCONJ
epaa-3238	516	2	robust	robust	ADJ
epaa-3238	516	3	is	be	AUX
epaa-3238	516	4	the	the	DET
epaa-3238	516	5	evidence	evidence	NOUN
epaa-3238	516	6	on	on	ADP
epaa-3238	516	7	the	the	DET
epaa-3238	516	8	effects	effect	NOUN
epaa-3238	516	9	of	of	ADP
epaa-3238	516	10	college	college	NOUN
epaa-3238	516	11	quality	quality	NOUN
epaa-3238	516	12	?	?	PUNCT
epaa-3238	517	1	evidence	evidence	NOUN
epaa-3238	517	2	from	from	ADP
epaa-3238	517	3	matching	match	VERB
epaa-3238	517	4	.	.	PUNCT
epaa-3238	518	1	journal	journal	PROPN
epaa-3238	518	2	of	of	ADP
epaa-3238	518	3	econometrics	econometric	NOUN
epaa-3238	518	4	,	,	PUNCT
epaa-3238	518	5	121	121	NUM
epaa-3238	518	6	,	,	PUNCT
epaa-3238	518	7	99–124	99–124	NUM
epaa-3238	518	8	.	.	PUNCT
epaa-3238	519	1	https://doi.org/10.1016/j.jeconom.2003.10.006	https://doi.org/10.1016/j.jeconom.2003.10.006	NOUN
epaa-3238	519	2	black	black	ADJ
epaa-3238	519	3	,	,	PUNCT
epaa-3238	519	4	d.	d.	PROPN
epaa-3238	519	5	,	,	PUNCT
epaa-3238	519	6	&	&	CCONJ
epaa-3238	519	7	smith	smith	PROPN
epaa-3238	519	8	,	,	PUNCT
epaa-3238	519	9	j.	j.	PROPN
epaa-3238	519	10	(	(	PUNCT
epaa-3238	519	11	2006	2006	NUM
epaa-3238	519	12	)	)	PUNCT
epaa-3238	519	13	.	.	PUNCT
epaa-3238	520	1	estimating	estimate	VERB
epaa-3238	520	2	the	the	DET
epaa-3238	520	3	returns	return	NOUN
epaa-3238	520	4	to	to	ADP
epaa-3238	520	5	college	college	NOUN
epaa-3238	520	6	quality	quality	NOUN
epaa-3238	520	7	with	with	ADP
epaa-3238	520	8	multiple	multiple	ADJ
epaa-3238	520	9	proxies	proxy	NOUN
epaa-3238	520	10	for	for	ADP
epaa-3238	520	11	quality	quality	NOUN
epaa-3238	520	12	.	.	PUNCT
epaa-3238	521	1	journal	journal	PROPN
epaa-3238	521	2	of	of	ADP
epaa-3238	521	3	labor	labor	NOUN
epaa-3238	521	4	economics	economic	NOUN
epaa-3238	521	5	,	,	PUNCT
epaa-3238	521	6	24(3	24(3	NUM
epaa-3238	521	7	)	)	PUNCT
epaa-3238	521	8	,	,	PUNCT
epaa-3238	521	9	701	701	NUM
epaa-3238	521	10	-	-	SYM
epaa-3238	521	11	728	728	NUM
epaa-3238	521	12	.	.	PUNCT
epaa-3238	522	1	https://doi.org/10.1086/505067	https://doi.org/10.1086/505067	ADV
epaa-3238	522	2	blanden	blanden	PROPN
epaa-3238	522	3	,	,	PUNCT
epaa-3238	522	4	j.	j.	PROPN
epaa-3238	522	5	,	,	PUNCT
epaa-3238	522	6	gregg	gregg	PROPN
epaa-3238	522	7	,	,	PUNCT
epaa-3238	522	8	p.	p.	PROPN
epaa-3238	522	9	,	,	PUNCT
epaa-3238	522	10	&	&	CCONJ
epaa-3238	522	11	macmillan	macmillan	PROPN
epaa-3238	522	12	,	,	PUNCT
epaa-3238	522	13	l.	l.	PROPN
epaa-3238	522	14	(	(	PUNCT
epaa-3238	522	15	2007	2007	NUM
epaa-3238	522	16	)	)	PUNCT
epaa-3238	522	17	.	.	PUNCT
epaa-3238	523	1	accounting	account	VERB
epaa-3238	523	2	for	for	ADP
epaa-3238	523	3	intergenerational	intergenerational	ADJ
epaa-3238	523	4	income	income	NOUN
epaa-3238	523	5	persistence	persistence	NOUN
epaa-3238	523	6	:	:	PUNCT
epaa-3238	523	7	non	non	ADJ
epaa-3238	523	8	-	-	ADJ
epaa-3238	523	9	cognitive	cognitive	ADJ
epaa-3238	523	10	skills	skill	NOUN
epaa-3238	523	11	,	,	PUNCT
epaa-3238	523	12	ability	ability	NOUN
epaa-3238	523	13	and	and	CCONJ
epaa-3238	523	14	education	education	NOUN
epaa-3238	523	15	.	.	PUNCT
epaa-3238	524	1	the	the	DET
epaa-3238	524	2	economic	economic	ADJ
epaa-3238	524	3	journal	journal	NOUN
epaa-3238	524	4	,	,	PUNCT
epaa-3238	524	5	117(519	117(519	NUM
epaa-3238	524	6	)	)	PUNCT
epaa-3238	524	7	.	.	PUNCT
epaa-3238	525	1	https://doi.org/10.1111/j.1468-0297.2007.02034.x	https://doi.org/10.1111/j.1468-0297.2007.02034.x	PROPN
epaa-3238	525	2	bowen	bowen	PROPN
epaa-3238	525	3	,	,	PUNCT
epaa-3238	525	4	h.	h.	PROPN
epaa-3238	525	5	r.	r.	PROPN
epaa-3238	525	6	(	(	PUNCT
epaa-3238	525	7	1977	1977	NUM
epaa-3238	525	8	)	)	PUNCT
epaa-3238	525	9	.	.	PUNCT
epaa-3238	526	1	investment	investment	NOUN
epaa-3238	526	2	in	in	ADP
epaa-3238	526	3	learning	learn	VERB
epaa-3238	526	4	:	:	PUNCT
epaa-3238	526	5	the	the	DET
epaa-3238	526	6	individual	individual	ADJ
epaa-3238	526	7	and	and	CCONJ
epaa-3238	526	8	social	social	ADJ
epaa-3238	526	9	value	value	NOUN
epaa-3238	526	10	of	of	ADP
epaa-3238	526	11	american	american	ADJ
epaa-3238	526	12	higher	high	ADJ
epaa-3238	526	13	education	education	NOUN
epaa-3238	526	14	.	.	PUNCT
epaa-3238	527	1	baltimore	baltimore	PROPN
epaa-3238	527	2	,	,	PUNCT
epaa-3238	527	3	md	md	PROPN
epaa-3238	527	4	:	:	PUNCT
epaa-3238	527	5	johns	johns	PROPN
epaa-3238	527	6	hopkins	hopkins	PROPN
epaa-3238	527	7	university	university	PROPN
epaa-3238	527	8	press	press	NOUN
epaa-3238	527	9	.	.	PUNCT
epaa-3238	528	1	bowen	bowen	PROPN
epaa-3238	528	2	,	,	PUNCT
epaa-3238	528	3	w.	w.	PROPN
epaa-3238	528	4	g.	g.	PROPN
epaa-3238	528	5	,	,	PUNCT
epaa-3238	528	6	chingos	chingos	PROPN
epaa-3238	528	7	,	,	PUNCT
epaa-3238	528	8	m.	m.	NOUN
epaa-3238	528	9	m.	m.	NOUN
epaa-3238	528	10	,	,	PUNCT
epaa-3238	528	11	&	&	CCONJ
epaa-3238	528	12	mcpherson	mcpherson	PROPN
epaa-3238	528	13	,	,	PUNCT
epaa-3238	528	14	m.	m.	PROPN
epaa-3238	528	15	s.	s.	PROPN
epaa-3238	528	16	(	(	PUNCT
epaa-3238	528	17	2009	2009	NUM
epaa-3238	528	18	)	)	PUNCT
epaa-3238	528	19	.	.	PUNCT
epaa-3238	529	1	crossing	cross	VERB
epaa-3238	529	2	the	the	DET
epaa-3238	529	3	finish	finish	NOUN
epaa-3238	529	4	line	line	NOUN
epaa-3238	529	5	:	:	PUNCT
epaa-3238	529	6	completing	complete	VERB
epaa-3238	529	7	college	college	PROPN
epaa-3238	529	8	at	at	ADP
epaa-3238	529	9	america	america	PROPN
epaa-3238	529	10	's	's	PART
epaa-3238	529	11	public	public	ADJ
epaa-3238	529	12	universities	university	NOUN
epaa-3238	529	13	.	.	PUNCT
epaa-3238	530	1	princeton	princeton	PROPN
epaa-3238	530	2	,	,	PUNCT
epaa-3238	530	3	n.j	n.j	PROPN
epaa-3238	530	4	.	.	PROPN
epaa-3238	530	5	:	:	PUNCT
epaa-3238	531	1	princeton	princeton	PROPN
epaa-3238	531	2	university	university	PROPN
epaa-3238	531	3	press	press	NOUN
epaa-3238	531	4	.	.	PUNCT
epaa-3238	532	1	brand	brand	NOUN
epaa-3238	532	2	,	,	PUNCT
epaa-3238	532	3	j.	j.	PROPN
epaa-3238	532	4	e.	e.	PROPN
epaa-3238	532	5	,	,	PUNCT
epaa-3238	532	6	&	&	CCONJ
epaa-3238	532	7	xie	xie	PROPN
epaa-3238	532	8	,	,	PUNCT
epaa-3238	532	9	y.	y.	PROPN
epaa-3238	532	10	(	(	PUNCT
epaa-3238	532	11	2010	2010	NUM
epaa-3238	532	12	)	)	PUNCT
epaa-3238	532	13	.	.	PUNCT
epaa-3238	533	1	who	who	PRON
epaa-3238	533	2	benefits	benefit	VERB
epaa-3238	533	3	most	most	ADV
epaa-3238	533	4	from	from	ADP
epaa-3238	533	5	college	college	NOUN
epaa-3238	533	6	?	?	PUNCT
epaa-3238	534	1	evidence	evidence	NOUN
epaa-3238	534	2	for	for	ADP
epaa-3238	534	3	negative	negative	ADJ
epaa-3238	534	4	selection	selection	NOUN
epaa-3238	534	5	in	in	ADP
epaa-3238	534	6	heterogeneous	heterogeneous	ADJ
epaa-3238	534	7	economic	economic	ADJ
epaa-3238	534	8	returns	return	NOUN
epaa-3238	534	9	to	to	ADP
epaa-3238	534	10	higher	high	ADJ
epaa-3238	534	11	education	education	NOUN
epaa-3238	534	12	.	.	PUNCT
epaa-3238	535	1	american	american	ADJ
epaa-3238	535	2	sociological	sociological	PROPN
epaa-3238	535	3	review	review	PROPN
epaa-3238	535	4	,	,	PUNCT
epaa-3238	535	5	75(2	75(2	NUM
epaa-3238	535	6	)	)	PUNCT
epaa-3238	535	7	,	,	PUNCT
epaa-3238	535	8	273	273	NUM
epaa-3238	535	9	-	-	SYM
epaa-3238	535	10	302	302	NUM
epaa-3238	535	11	.	.	PUNCT
epaa-3238	536	1	https://doi.org/10.1177/0003122410363567	https://doi.org/10.1177/0003122410363567	ADJ
epaa-3238	536	2	brewer	brewer	NOUN
epaa-3238	536	3	,	,	PUNCT
epaa-3238	536	4	d.	d.	PROPN
epaa-3238	536	5	j.	j.	PROPN
epaa-3238	536	6	,	,	PUNCT
epaa-3238	536	7	eide	eide	PROPN
epaa-3238	536	8	,	,	PUNCT
epaa-3238	536	9	e.	e.	PROPN
epaa-3238	536	10	r.	r.	PROPN
epaa-3238	536	11	,	,	PUNCT
epaa-3238	536	12	&	&	CCONJ
epaa-3238	536	13	ehrenberg	ehrenberg	PROPN
epaa-3238	536	14	,	,	PUNCT
epaa-3238	536	15	r.	r.	PROPN
epaa-3238	536	16	g.	g.	PROPN
epaa-3238	536	17	(	(	PUNCT
epaa-3238	536	18	1999	1999	NUM
epaa-3238	536	19	)	)	PUNCT
epaa-3238	536	20	.	.	PUNCT
epaa-3238	537	1	does	do	AUX
epaa-3238	537	2	it	it	PRON
epaa-3238	537	3	pay	pay	VERB
epaa-3238	537	4	to	to	PART
epaa-3238	537	5	attend	attend	VERB
epaa-3238	537	6	an	an	DET
epaa-3238	537	7	elite	elite	ADJ
epaa-3238	537	8	private	private	ADJ
epaa-3238	537	9	college	college	NOUN
epaa-3238	537	10	?	?	PUNCT
epaa-3238	538	1	cross	cross	ADJ
epaa-3238	538	2	-	-	ADJ
epaa-3238	538	3	cohort	cohort	ADJ
epaa-3238	538	4	evidence	evidence	NOUN
epaa-3238	538	5	on	on	ADP
epaa-3238	538	6	the	the	DET
epaa-3238	538	7	effects	effect	NOUN
epaa-3238	538	8	of	of	ADP
epaa-3238	538	9	college	college	NOUN
epaa-3238	538	10	type	type	NOUN
epaa-3238	538	11	on	on	ADP
epaa-3238	538	12	earnings	earning	NOUN
epaa-3238	538	13	.	.	PUNCT
epaa-3238	539	1	the	the	DET
epaa-3238	539	2	journal	journal	NOUN
epaa-3238	539	3	of	of	ADP
epaa-3238	539	4	human	human	ADJ
epaa-3238	539	5	resources	resource	NOUN
epaa-3238	539	6	,	,	PUNCT
epaa-3238	539	7	34(1	34(1	NUM
epaa-3238	539	8	)	)	PUNCT
epaa-3238	539	9	,	,	PUNCT
epaa-3238	539	10	104	104	NUM
epaa-3238	539	11	-	-	SYM
epaa-3238	539	12	123	123	NUM
epaa-3238	539	13	.	.	PUNCT
epaa-3238	540	1	https://doi.org/10.2307/146304	https://doi.org/10.2307/146304	NOUN
epaa-3238	540	2	budig	budig	PROPN
epaa-3238	540	3	,	,	PUNCT
epaa-3238	540	4	m	m	PROPN
epaa-3238	540	5	,	,	PUNCT
epaa-3238	540	6	&	&	CCONJ
epaa-3238	540	7	england	england	PROPN
epaa-3238	540	8	,	,	PUNCT
epaa-3238	540	9	p.	p.	NOUN
epaa-3238	540	10	(	(	PUNCT
epaa-3238	540	11	2001	2001	NUM
epaa-3238	540	12	)	)	PUNCT
epaa-3238	540	13	.	.	PUNCT
epaa-3238	541	1	the	the	DET
epaa-3238	541	2	wage	wage	NOUN
epaa-3238	541	3	penalty	penalty	NOUN
epaa-3238	541	4	for	for	ADP
epaa-3238	541	5	motherhood	motherhood	NOUN
epaa-3238	541	6	.	.	PUNCT
epaa-3238	542	1	american	american	ADJ
epaa-3238	542	2	sociological	sociological	PROPN
epaa-3238	542	3	review	review	PROPN
epaa-3238	542	4	,	,	PUNCT
epaa-3238	542	5	66(2	66(2	NUM
epaa-3238	542	6	)	)	PUNCT
epaa-3238	542	7	,	,	PUNCT
epaa-3238	542	8	204–25	204–25	NUM
epaa-3238	542	9	.	.	PUNCT
epaa-3238	543	1	https://doi.org/10.2307/2657415	https://doi.org/10.2307/2657415	ADJ
epaa-3238	543	2	campbell	campbell	PROPN
epaa-3238	543	3	,	,	PUNCT
epaa-3238	543	4	d.	d.	PROPN
epaa-3238	543	5	t.	t.	PROPN
epaa-3238	543	6	(	(	PUNCT
epaa-3238	543	7	1976	1976	NUM
epaa-3238	543	8	)	)	PUNCT
epaa-3238	543	9	.	.	PUNCT
epaa-3238	544	1	assessing	assess	VERB
epaa-3238	544	2	the	the	DET
epaa-3238	544	3	impact	impact	NOUN
epaa-3238	544	4	of	of	ADP
epaa-3238	544	5	planned	plan	VERB
epaa-3238	544	6	social	social	ADJ
epaa-3238	544	7	change	change	NOUN
epaa-3238	544	8	.	.	PUNCT
epaa-3238	545	1	evaluation	evaluation	NOUN
epaa-3238	545	2	and	and	CCONJ
epaa-3238	545	3	program	program	NOUN
epaa-3238	545	4	planning	planning	NOUN
epaa-3238	545	5	,	,	PUNCT
epaa-3238	545	6	2(1	2(1	NUM
epaa-3238	545	7	)	)	PUNCT
epaa-3238	545	8	,	,	PUNCT
epaa-3238	545	9	67	67	NUM
epaa-3238	545	10	-	-	SYM
epaa-3238	545	11	90	90	NUM
epaa-3238	545	12	.	.	PUNCT
epaa-3238	546	1	https://doi.org/10.1016/0149-7189(79)90048-x	https://doi.org/10.1016/0149-7189(79)90048-x	PROPN
epaa-3238	546	2	carey	carey	PROPN
epaa-3238	546	3	,	,	PUNCT
epaa-3238	546	4	k.	k.	PROPN
epaa-3238	546	5	(	(	PUNCT
epaa-3238	546	6	2011	2011	NUM
epaa-3238	546	7	)	)	PUNCT
epaa-3238	546	8	.	.	PUNCT
epaa-3238	547	1	what	what	PRON
epaa-3238	547	2	do	do	AUX
epaa-3238	547	3	your	your	PRON
epaa-3238	547	4	grads	grad	NOUN
epaa-3238	547	5	make	make	VERB
epaa-3238	547	6	?	?	PUNCT
epaa-3238	548	1	students	student	NOUN
epaa-3238	548	2	and	and	CCONJ
epaa-3238	548	3	parents	parent	NOUN
epaa-3238	548	4	deserve	deserve	VERB
epaa-3238	548	5	to	to	PART
epaa-3238	548	6	know	know	VERB
epaa-3238	548	7	.	.	PUNCT
epaa-3238	549	1	the	the	DET
epaa-3238	549	2	chronicle	chronicle	NOUN
epaa-3238	549	3	ttp://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-return-o	ttp://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-return-o	PUNCT
epaa-3238	549	4	ttp://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-return-o	ttp://www.forbes.com/sites/susanadams/2013/05/20/25-colleges-with-the-best-return-o	NUM
epaa-3238	549	5	https://doi.org/10.3386/w17985	https://doi.org/10.3386/w17985	NUM
epaa-3238	549	6	https://doi.org/10.3386/w18068	https://doi.org/10.3386/w18068	NUM
epaa-3238	549	7	https://doi.org/10.1257/000282805774670130	https://doi.org/10.1257/000282805774670130	ADP
epaa-3238	549	8	https://doi.org/10.7208/chicago/9780226041223.001.0001	https://doi.org/10.7208/chicago/9780226041223.001.0001	X
epaa-3238	549	9	https://doi.org/10.1016/j.jeconom.2003.10.006	https://doi.org/10.1016/j.jeconom.2003.10.006	NOUN
epaa-3238	549	10	https://doi.org/10.1086/505067	https://doi.org/10.1086/505067	PART
epaa-3238	549	11	https://doi.org/10.1111/j.1468-0297.2007.02034.x	https://doi.org/10.1111/j.1468-0297.2007.02034.x	X
epaa-3238	549	12	https://doi.org/10.1177/0003122410363567	https://doi.org/10.1177/0003122410363567	ADJ
epaa-3238	549	13	https://doi.org/10.2307/146304	https://doi.org/10.2307/146304	ADJ
epaa-3238	550	1	https://doi.org/10.2307/2657415	https://doi.org/10.2307/2657415	NOUN
epaa-3238	550	2	https://doi.org/10.1016/0149-7189(79)90048-x	https://doi.org/10.1016/0149-7189(79)90048-x	VERB
epaa-3238	550	3	ranking	rank	VERB
epaa-3238	550	4	colleges	college	NOUN
epaa-3238	550	5	and	and	CCONJ
epaa-3238	550	6	universities	university	NOUN
epaa-3238	550	7	on	on	ADP
epaa-3238	550	8	returns	return	NOUN
epaa-3238	550	9	to	to	ADP
epaa-3238	550	10	education	education	NOUN
epaa-3238	550	11	27	27	NUM
epaa-3238	550	12	of	of	ADP
epaa-3238	550	13	higher	high	ADJ
epaa-3238	550	14	education	education	NOUN
epaa-3238	550	15	.	.	PUNCT
epaa-3238	551	1	retrieved	retrieve	VERB
epaa-3238	551	2	from	from	ADP
epaa-3238	551	3	http://chronicle.com/article/what-do-your-gradsmake-/127891/	http://chronicle.com/article/what-do-your-gradsmake-/127891/	PROPN
epaa-3238	551	4	carlson	carlson	PROPN
epaa-3238	551	5	,	,	PUNCT
epaa-3238	551	6	s.	s.	PROPN
epaa-3238	551	7	(	(	PUNCT
epaa-3238	551	8	2013	2013	NUM
epaa-3238	551	9	)	)	PUNCT
epaa-3238	551	10	.	.	PUNCT
epaa-3238	552	1	how	how	SCONJ
epaa-3238	552	2	to	to	PART
epaa-3238	552	3	assess	assess	VERB
epaa-3238	552	4	the	the	DET
epaa-3238	552	5	real	real	ADJ
epaa-3238	552	6	payoff	payoff	NOUN
epaa-3238	552	7	of	of	ADP
epaa-3238	552	8	a	a	DET
epaa-3238	552	9	college	college	NOUN
epaa-3238	552	10	degree	degree	NOUN
epaa-3238	552	11	.	.	PUNCT
epaa-3238	553	1	the	the	DET
epaa-3238	553	2	chronicle	chronicle	PROPN
epaa-3238	553	3	of	of	ADP
epaa-3238	553	4	higher	high	ADJ
epaa-3238	553	5	education	education	NOUN
epaa-3238	553	6	.	.	PUNCT
epaa-3238	554	1	retrieved	retrieve	VERB
epaa-3238	554	2	from	from	ADP
epaa-3238	554	3	http://chronicle.com/article/is-roi-the-right-way-tojudge/138665/	http://chronicle.com/article/is-roi-the-right-way-tojudge/138665/	NUM
epaa-3238	554	4	carnevale	carnevale	NOUN
epaa-3238	554	5	,	,	PUNCT
epaa-3238	554	6	a.	a.	NOUN
epaa-3238	554	7	p.	p.	NOUN
epaa-3238	554	8	,	,	PUNCT
epaa-3238	554	9	&	&	CCONJ
epaa-3238	554	10	cheah	cheah	PROPN
epaa-3238	554	11	,	,	PUNCT
epaa-3238	554	12	b.	b.	PROPN
epaa-3238	554	13	(	(	PUNCT
epaa-3238	554	14	2015	2015	NUM
epaa-3238	554	15	)	)	PUNCT
epaa-3238	554	16	.	.	PUNCT
epaa-3238	555	1	from	from	ADP
epaa-3238	555	2	hard	hard	ADJ
epaa-3238	555	3	times	time	NOUN
epaa-3238	555	4	to	to	ADP
epaa-3238	555	5	better	well	ADJ
epaa-3238	555	6	times	time	NOUN
epaa-3238	555	7	.	.	PUNCT
epaa-3238	556	1	washington	washington	PROPN
epaa-3238	556	2	,	,	PUNCT
epaa-3238	556	3	dc	dc	PROPN
epaa-3238	556	4	:	:	PUNCT
epaa-3238	556	5	center	center	NOUN
epaa-3238	556	6	on	on	ADP
epaa-3238	556	7	education	education	NOUN
epaa-3238	556	8	and	and	CCONJ
epaa-3238	556	9	the	the	DET
epaa-3238	556	10	workforce	workforce	NOUN
epaa-3238	556	11	.	.	PUNCT
epaa-3238	557	1	carnevale	carnevale	PROPN
epaa-3238	557	2	,	,	PUNCT
epaa-3238	557	3	a.	a.	NOUN
epaa-3238	557	4	p.	p.	PROPN
epaa-3238	557	5	,	,	PUNCT
epaa-3238	557	6	cheah	cheah	PROPN
epaa-3238	557	7	,	,	PUNCT
epaa-3238	557	8	b.	b.	PROPN
epaa-3238	557	9	,	,	PUNCT
epaa-3238	557	10	&	&	CCONJ
epaa-3238	557	11	hanson	hanson	PROPN
epaa-3238	557	12	,	,	PUNCT
epaa-3238	557	13	a.	a.	PROPN
epaa-3238	557	14	r.	r.	PROPN
epaa-3238	557	15	(	(	PUNCT
epaa-3238	557	16	2015	2015	NUM
epaa-3238	557	17	)	)	PUNCT
epaa-3238	557	18	.	.	PUNCT
epaa-3238	558	1	the	the	DET
epaa-3238	558	2	economic	economic	ADJ
epaa-3238	558	3	value	value	NOUN
epaa-3238	558	4	of	of	ADP
epaa-3238	558	5	college	college	NOUN
epaa-3238	558	6	majors	major	NOUN
epaa-3238	558	7	.	.	PUNCT
epaa-3238	559	1	georgetown	georgetown	PROPN
epaa-3238	559	2	university	university	PROPN
epaa-3238	559	3	center	center	NOUN
epaa-3238	559	4	on	on	ADP
epaa-3238	559	5	education	education	NOUN
epaa-3238	559	6	and	and	CCONJ
epaa-3238	559	7	the	the	DET
epaa-3238	559	8	workforce	workforce	NOUN
epaa-3238	559	9	.	.	PUNCT
epaa-3238	560	1	available	available	ADJ
epaa-3238	560	2	at	at	ADP
epaa-3238	560	3	https://cew.georgetown	https://cew.georgetown	NOUN
epaa-3238	560	4	.	.	PUNCT
epaa-3238	561	1	edu	edu	PROPN
epaa-3238	561	2	/	/	SYM
epaa-3238	561	3	cew	cew	PROPN
epaa-3238	561	4	-	-	PUNCT
epaa-3238	561	5	reports	report	NOUN
epaa-3238	561	6	/	/	SYM
epaa-3238	561	7	valueofcollegemajors	valueofcollegemajor	NOUN
epaa-3238	561	8	.	.	PUNCT
epaa-3238	562	1	clarke	clarke	PROPN
epaa-3238	562	2	,	,	PUNCT
epaa-3238	562	3	m.	m.	NOUN
epaa-3238	562	4	(	(	PUNCT
epaa-3238	562	5	2007	2007	NUM
epaa-3238	562	6	)	)	PUNCT
epaa-3238	562	7	.	.	PUNCT
epaa-3238	563	1	the	the	DET
epaa-3238	563	2	impact	impact	NOUN
epaa-3238	563	3	of	of	ADP
epaa-3238	563	4	higher	high	ADJ
epaa-3238	563	5	education	education	NOUN
epaa-3238	563	6	rankings	ranking	NOUN
epaa-3238	563	7	on	on	ADP
epaa-3238	563	8	student	student	NOUN
epaa-3238	563	9	access	access	NOUN
epaa-3238	563	10	,	,	PUNCT
epaa-3238	563	11	choice	choice	NOUN
epaa-3238	563	12	,	,	PUNCT
epaa-3238	563	13	and	and	CCONJ
epaa-3238	563	14	opportunity	opportunity	NOUN
epaa-3238	563	15	.	.	PUNCT
epaa-3238	564	1	higher	high	ADJ
epaa-3238	564	2	education	education	NOUN
epaa-3238	564	3	in	in	ADP
epaa-3238	564	4	europe	europe	PROPN
epaa-3238	564	5	,	,	PUNCT
epaa-3238	564	6	32(1	32(1	NUM
epaa-3238	564	7	)	)	PUNCT
epaa-3238	564	8	,	,	PUNCT
epaa-3238	564	9	59	59	NUM
epaa-3238	564	10	-	-	SYM
epaa-3238	564	11	70	70	NUM
epaa-3238	564	12	.	.	PUNCT
epaa-3238	565	1	https://doi.org/10.1080/03797720701618880	https://doi.org/10.1080/03797720701618880	VERB
epaa-3238	565	2	cook	cook	NOUN
epaa-3238	565	3	,	,	PUNCT
epaa-3238	565	4	p.	p.	PROPN
epaa-3238	565	5	j.	j.	PROPN
epaa-3238	565	6	,	,	PUNCT
epaa-3238	565	7	&	&	CCONJ
epaa-3238	565	8	frank	frank	PROPN
epaa-3238	565	9	,	,	PUNCT
epaa-3238	565	10	r.	r.	PROPN
epaa-3238	565	11	h.	h.	PROPN
epaa-3238	565	12	(	(	PUNCT
epaa-3238	565	13	1993	1993	NUM
epaa-3238	565	14	)	)	PUNCT
epaa-3238	565	15	.	.	PUNCT
epaa-3238	566	1	the	the	DET
epaa-3238	566	2	growing	grow	VERB
epaa-3238	566	3	concentration	concentration	NOUN
epaa-3238	566	4	of	of	ADP
epaa-3238	566	5	top	top	ADJ
epaa-3238	566	6	students	student	NOUN
epaa-3238	566	7	at	at	ADP
epaa-3238	566	8	elite	elite	ADJ
epaa-3238	566	9	schools	school	NOUN
epaa-3238	566	10	.	.	PUNCT
epaa-3238	567	1	in	in	ADP
epaa-3238	567	2	c.	c.	PROPN
epaa-3238	567	3	clotfelter	clotfelter	PROPN
epaa-3238	567	4	&	&	CCONJ
epaa-3238	567	5	m.	m.	PROPN
epaa-3238	567	6	rothschild	rothschild	PROPN
epaa-3238	567	7	(	(	PUNCT
epaa-3238	567	8	eds	ed	NOUN
epaa-3238	567	9	.	.	PUNCT
epaa-3238	567	10	)	)	PUNCT
epaa-3238	567	11	,	,	PUNCT
epaa-3238	567	12	studies	study	NOUN
epaa-3238	567	13	of	of	ADP
epaa-3238	567	14	supply	supply	NOUN
epaa-3238	567	15	and	and	CCONJ
epaa-3238	567	16	demand	demand	NOUN
epaa-3238	567	17	in	in	ADP
epaa-3238	567	18	higher	high	ADJ
epaa-3238	567	19	education	education	NOUN
epaa-3238	567	20	,	,	PUNCT
epaa-3238	567	21	https://doi.org/10.7208/chicago/9780226110646.001.0001	https://doi.org/10.7208/chicago/9780226110646.001.0001	PROPN
epaa-3238	567	22	dale	dale	PROPN
epaa-3238	567	23	,	,	PUNCT
epaa-3238	567	24	s.	s.	PROPN
epaa-3238	567	25	b.	b.	PROPN
epaa-3238	567	26	,	,	PUNCT
epaa-3238	567	27	&	&	CCONJ
epaa-3238	567	28	krueger	krueger	PROPN
epaa-3238	567	29	,	,	PUNCT
epaa-3238	567	30	a.	a.	PROPN
epaa-3238	567	31	b.	b.	PROPN
epaa-3238	567	32	(	(	PUNCT
epaa-3238	567	33	2002	2002	NUM
epaa-3238	567	34	)	)	PUNCT
epaa-3238	567	35	.	.	PUNCT
epaa-3238	568	1	estimating	estimate	VERB
epaa-3238	568	2	the	the	DET
epaa-3238	568	3	payoff	payoff	NOUN
epaa-3238	568	4	to	to	ADP
epaa-3238	568	5	attending	attend	VERB
epaa-3238	568	6	a	a	DET
epaa-3238	568	7	more	more	ADV
epaa-3238	568	8	selective	selective	ADJ
epaa-3238	568	9	college	college	NOUN
epaa-3238	568	10	:	:	PUNCT
epaa-3238	568	11	an	an	DET
epaa-3238	568	12	application	application	NOUN
epaa-3238	568	13	of	of	ADP
epaa-3238	568	14	selection	selection	NOUN
epaa-3238	568	15	on	on	ADP
epaa-3238	568	16	observables	observable	NOUN
epaa-3238	568	17	and	and	CCONJ
epaa-3238	568	18	unobservables	unobservable	NOUN
epaa-3238	568	19	.	.	PUNCT
epaa-3238	569	1	the	the	DET
epaa-3238	569	2	quarterly	quarterly	ADJ
epaa-3238	569	3	journal	journal	NOUN
epaa-3238	569	4	of	of	ADP
epaa-3238	569	5	economics	economic	NOUN
epaa-3238	569	6	,	,	PUNCT
epaa-3238	569	7	117(4	117(4	NUM
epaa-3238	569	8	)	)	PUNCT
epaa-3238	569	9	,	,	PUNCT
epaa-3238	569	10	1491	1491	NUM
epaa-3238	569	11	-	-	SYM
epaa-3238	569	12	1527	1527	NUM
epaa-3238	569	13	.	.	PUNCT
epaa-3238	570	1	https://doi.org/10.1162/003355302320935089	https://doi.org/10.1162/003355302320935089	PROPN
epaa-3238	570	2	daniel	daniel	PROPN
epaa-3238	570	3	,	,	PUNCT
epaa-3238	570	4	k.	k.	PROPN
epaa-3238	570	5	,	,	PUNCT
epaa-3238	570	6	black	black	PROPN
epaa-3238	570	7	,	,	PUNCT
epaa-3238	570	8	d.	d.	PROPN
epaa-3238	570	9	,	,	PUNCT
epaa-3238	570	10	&	&	CCONJ
epaa-3238	570	11	smith	smith	PROPN
epaa-3238	570	12	,	,	PUNCT
epaa-3238	570	13	j.	j.	PROPN
epaa-3238	570	14	(	(	PUNCT
epaa-3238	570	15	1995	1995	NUM
epaa-3238	570	16	)	)	PUNCT
epaa-3238	570	17	college	college	NOUN
epaa-3238	570	18	quality	quality	NOUN
epaa-3238	570	19	and	and	CCONJ
epaa-3238	570	20	the	the	DET
epaa-3238	570	21	wages	wage	NOUN
epaa-3238	570	22	of	of	ADP
epaa-3238	570	23	young	young	ADJ
epaa-3238	570	24	men	man	NOUN
epaa-3238	570	25	.	.	PUNCT
epaa-3238	571	1	unpublished	unpublished	ADJ
epaa-3238	571	2	manuscript	manuscript	NOUN
epaa-3238	571	3	,	,	PUNCT
epaa-3238	571	4	university	university	NOUN
epaa-3238	571	5	of	of	ADP
epaa-3238	571	6	pennsylvania	pennsylvania	PROPN
epaa-3238	571	7	.	.	PUNCT
epaa-3238	572	1	davies	davy	NOUN
epaa-3238	572	2	,	,	PUNCT
epaa-3238	572	3	s.	s.	PROPN
epaa-3238	572	4	,	,	PUNCT
epaa-3238	572	5	&	&	CCONJ
epaa-3238	572	6	guppy	guppy	PROPN
epaa-3238	572	7	,	,	PUNCT
epaa-3238	572	8	n.	n.	NOUN
epaa-3238	572	9	(	(	PUNCT
epaa-3238	572	10	1997	1997	NUM
epaa-3238	572	11	)	)	PUNCT
epaa-3238	572	12	.	.	PUNCT
epaa-3238	573	1	fields	field	NOUN
epaa-3238	573	2	of	of	ADP
epaa-3238	573	3	study	study	NOUN
epaa-3238	573	4	,	,	PUNCT
epaa-3238	573	5	college	college	NOUN
epaa-3238	573	6	selectivity	selectivity	NOUN
epaa-3238	573	7	,	,	PUNCT
epaa-3238	573	8	and	and	CCONJ
epaa-3238	573	9	student	student	NOUN
epaa-3238	573	10	inequalities	inequality	NOUN
epaa-3238	573	11	in	in	ADP
epaa-3238	573	12	higher	high	ADJ
epaa-3238	573	13	education	education	NOUN
epaa-3238	573	14	.	.	PUNCT
epaa-3238	574	1	social	social	ADJ
epaa-3238	574	2	forces	force	NOUN
epaa-3238	574	3	,	,	PUNCT
epaa-3238	574	4	75(4	75(4	NOUN
epaa-3238	574	5	)	)	PUNCT
epaa-3238	574	6	,	,	PUNCT
epaa-3238	574	7	1417	1417	NUM
epaa-3238	574	8	.	.	PUNCT
epaa-3238	575	1	https://doi.org/10.1093/sf/75.4.1417	https://doi.org/10.1093/sf/75.4.1417	PRON
epaa-3238	575	2	deangelo	deangelo	PROPN
epaa-3238	575	3	,	,	PUNCT
epaa-3238	575	4	l.	l.	PROPN
epaa-3238	575	5	,	,	PUNCT
epaa-3238	575	6	franke	franke	PROPN
epaa-3238	575	7	,	,	PUNCT
epaa-3238	575	8	r.	r.	PROPN
epaa-3238	575	9	,	,	PUNCT
epaa-3238	575	10	hurtado	hurtado	PROPN
epaa-3238	575	11	,	,	PUNCT
epaa-3238	575	12	s.	s.	PROPN
epaa-3238	575	13	,	,	PUNCT
epaa-3238	575	14	pryor	pryor	PROPN
epaa-3238	575	15	,	,	PUNCT
epaa-3238	575	16	j.	j.	PROPN
epaa-3238	575	17	h.	h.	PROPN
epaa-3238	575	18	,	,	PUNCT
epaa-3238	575	19	&	&	CCONJ
epaa-3238	575	20	tran	tran	PROPN
epaa-3238	575	21	,	,	PUNCT
epaa-3238	575	22	s.	s.	PROPN
epaa-3238	575	23	(	(	PUNCT
epaa-3238	575	24	2011	2011	NUM
epaa-3238	575	25	)	)	PUNCT
epaa-3238	575	26	.	.	PUNCT
epaa-3238	576	1	completing	complete	VERB
epaa-3238	576	2	college	college	NOUN
epaa-3238	576	3	:	:	PUNCT
epaa-3238	576	4	assessing	assess	VERB
epaa-3238	576	5	graduation	graduation	NOUN
epaa-3238	576	6	rates	rate	NOUN
epaa-3238	576	7	at	at	ADP
epaa-3238	576	8	four	four	NUM
epaa-3238	576	9	-	-	PUNCT
epaa-3238	576	10	year	year	NOUN
epaa-3238	576	11	institutions	institution	NOUN
epaa-3238	576	12	.	.	PUNCT
epaa-3238	577	1	los	los	PROPN
epaa-3238	577	2	angeles	angeles	PROPN
epaa-3238	577	3	:	:	PUNCT
epaa-3238	577	4	higher	high	ADJ
epaa-3238	577	5	education	education	PROPN
epaa-3238	577	6	research	research	PROPN
epaa-3238	577	7	institute	institute	PROPN
epaa-3238	577	8	,	,	PUNCT
epaa-3238	577	9	ucla	ucla	PROPN
epaa-3238	577	10	.	.	PUNCT
epaa-3238	578	1	dey	dey	PROPN
epaa-3238	578	2	,	,	PUNCT
epaa-3238	578	3	f.	f.	PROPN
epaa-3238	578	4	,	,	PUNCT
epaa-3238	578	5	&	&	CCONJ
epaa-3238	578	6	cruzvergara	cruzvergara	PROPN
epaa-3238	578	7	,	,	PUNCT
epaa-3238	578	8	c.	c.	PROPN
epaa-3238	578	9	y.	y.	PROPN
epaa-3238	578	10	(	(	PUNCT
epaa-3238	578	11	2014	2014	NUM
epaa-3238	578	12	)	)	PUNCT
epaa-3238	578	13	.	.	PUNCT
epaa-3238	579	1	evolution	evolution	NOUN
epaa-3238	579	2	of	of	ADP
epaa-3238	579	3	career	career	NOUN
epaa-3238	579	4	services	service	NOUN
epaa-3238	579	5	in	in	ADP
epaa-3238	579	6	higher	high	ADJ
epaa-3238	579	7	education	education	NOUN
epaa-3238	579	8	.	.	PUNCT
epaa-3238	580	1	new	new	ADJ
epaa-3238	580	2	directions	direction	NOUN
epaa-3238	580	3	for	for	ADP
epaa-3238	580	4	student	student	NOUN
epaa-3238	580	5	services	service	NOUN
epaa-3238	580	6	,	,	PUNCT
epaa-3238	580	7	2014	2014	NUM
epaa-3238	580	8	(	(	PUNCT
epaa-3238	580	9	148	148	NUM
epaa-3238	580	10	)	)	PUNCT
epaa-3238	580	11	,	,	PUNCT
epaa-3238	580	12	5	5	NUM
epaa-3238	580	13	-	-	SYM
epaa-3238	580	14	18	18	NUM
epaa-3238	580	15	.	.	PUNCT
epaa-3238	581	1	https://doi.org/10.1002/ss.20105	https://doi.org/10.1002/ss.20105	PROPN
epaa-3238	581	2	ehrenberg	ehrenberg	PROPN
epaa-3238	581	3	,	,	PUNCT
epaa-3238	581	4	r.	r.	PROPN
epaa-3238	581	5	(	(	PUNCT
epaa-3238	581	6	2003	2003	NUM
epaa-3238	581	7	)	)	PUNCT
epaa-3238	581	8	.	.	PUNCT
epaa-3238	582	1	reaching	reach	VERB
epaa-3238	582	2	for	for	ADP
epaa-3238	582	3	the	the	DET
epaa-3238	582	4	brass	brass	NOUN
epaa-3238	582	5	ring	ring	NOUN
epaa-3238	582	6	:	:	PUNCT
epaa-3238	582	7	the	the	DET
epaa-3238	582	8	u.s	u.s	PROPN
epaa-3238	582	9	.	.	PROPN
epaa-3238	582	10	news	news	PROPN
epaa-3238	582	11	&	&	CCONJ
epaa-3238	582	12	world	world	PROPN
epaa-3238	582	13	report	report	PROPN
epaa-3238	582	14	ranking	ranking	NOUN
epaa-3238	582	15	and	and	CCONJ
epaa-3238	582	16	competition	competition	NOUN
epaa-3238	582	17	.	.	PUNCT
epaa-3238	583	1	change	change	NOUN
epaa-3238	583	2	,	,	PUNCT
epaa-3238	583	3	26(2	26(2	NUM
epaa-3238	583	4	)	)	PUNCT
epaa-3238	583	5	,	,	PUNCT
epaa-3238	583	6	145	145	NUM
epaa-3238	583	7	-	-	SYM
epaa-3238	583	8	162	162	NUM
epaa-3238	583	9	.	.	PUNCT
epaa-3238	584	1	ehrenberg	ehrenberg	PROPN
epaa-3238	584	2	,	,	PUNCT
epaa-3238	584	3	r.	r.	PROPN
epaa-3238	584	4	(	(	PUNCT
epaa-3238	584	5	2005	2005	NUM
epaa-3238	584	6	)	)	PUNCT
epaa-3238	584	7	.	.	PUNCT
epaa-3238	585	1	method	method	NOUN
epaa-3238	585	2	or	or	CCONJ
epaa-3238	585	3	madness	madness	NOUN
epaa-3238	585	4	?	?	PUNCT
epaa-3238	586	1	inside	inside	ADP
epaa-3238	586	2	the	the	DET
epaa-3238	586	3	u.s	u.s	PROPN
epaa-3238	586	4	.	.	PROPN
epaa-3238	586	5	news	news	PROPN
epaa-3238	586	6	&	&	CCONJ
epaa-3238	586	7	world	world	PROPN
epaa-3238	586	8	report	report	PROPN
epaa-3238	586	9	college	college	NOUN
epaa-3238	586	10	rankings	ranking	NOUN
epaa-3238	586	11	.	.	PUNCT
epaa-3238	587	1	journal	journal	NOUN
epaa-3238	587	2	of	of	ADP
epaa-3238	587	3	college	college	NOUN
epaa-3238	587	4	admission	admission	NOUN
epaa-3238	587	5	,	,	PUNCT
epaa-3238	587	6	189	189	NUM
epaa-3238	587	7	,	,	PUNCT
epaa-3238	587	8	29	29	NUM
epaa-3238	587	9	-	-	SYM
epaa-3238	587	10	35	35	NUM
epaa-3238	587	11	.	.	PUNCT
epaa-3238	588	1	elman	elman	PROPN
epaa-3238	588	2	,	,	PUNCT
epaa-3238	588	3	c.	c.	PROPN
epaa-3238	588	4	,	,	PUNCT
epaa-3238	588	5	&	&	CCONJ
epaa-3238	588	6	o'rand	o'rand	PROPN
epaa-3238	588	7	,	,	PUNCT
epaa-3238	588	8	a.	a.	NOUN
epaa-3238	588	9	m.	m.	NOUN
epaa-3238	588	10	(	(	PUNCT
epaa-3238	588	11	2004	2004	NUM
epaa-3238	588	12	)	)	PUNCT
epaa-3238	588	13	.	.	PUNCT
epaa-3238	589	1	the	the	DET
epaa-3238	589	2	race	race	NOUN
epaa-3238	589	3	is	be	AUX
epaa-3238	589	4	to	to	ADP
epaa-3238	589	5	the	the	DET
epaa-3238	589	6	swift	swift	ADJ
epaa-3238	589	7	:	:	PUNCT
epaa-3238	589	8	socioeconomic	socioeconomic	ADJ
epaa-3238	589	9	origins	origin	NOUN
epaa-3238	589	10	,	,	PUNCT
epaa-3238	589	11	adult	adult	NOUN
epaa-3238	589	12	education	education	NOUN
epaa-3238	589	13	,	,	PUNCT
epaa-3238	589	14	and	and	CCONJ
epaa-3238	589	15	wage	wage	NOUN
epaa-3238	589	16	attainment	attainment	NOUN
epaa-3238	589	17	.	.	PUNCT
epaa-3238	590	1	american	american	ADJ
epaa-3238	590	2	journal	journal	PROPN
epaa-3238	590	3	of	of	ADP
epaa-3238	590	4	sociology	sociology	NOUN
epaa-3238	590	5	,	,	PUNCT
epaa-3238	590	6	110(1	110(1	NUM
epaa-3238	590	7	)	)	PUNCT
epaa-3238	590	8	,	,	PUNCT
epaa-3238	590	9	123	123	NUM
epaa-3238	590	10	-	-	SYM
epaa-3238	590	11	160	160	NUM
epaa-3238	590	12	.	.	PUNCT
epaa-3238	591	1	https://doi.org/10.1086/386273	https://doi.org/10.1086/386273	PROPN
epaa-3238	591	2	espinosa	espinosa	PROPN
epaa-3238	591	3	,	,	PUNCT
epaa-3238	591	4	l.	l.	PROPN
epaa-3238	591	5	l.	l.	PROPN
epaa-3238	591	6	,	,	PUNCT
epaa-3238	591	7	crandall	crandall	PROPN
epaa-3238	591	8	,	,	PUNCT
epaa-3238	591	9	j.	j.	PROPN
epaa-3238	591	10	r.	r.	PROPN
epaa-3238	591	11	,	,	PUNCT
epaa-3238	591	12	&	&	CCONJ
epaa-3238	591	13	tukibayeva	tukibayeva	PROPN
epaa-3238	591	14	,	,	PUNCT
epaa-3238	591	15	m.	m.	NOUN
epaa-3238	591	16	(	(	PUNCT
epaa-3238	591	17	2014	2014	NUM
epaa-3238	591	18	)	)	PUNCT
epaa-3238	591	19	.	.	PUNCT
epaa-3238	592	1	rankings	ranking	NOUN
epaa-3238	592	2	,	,	PUNCT
epaa-3238	592	3	institutional	institutional	ADJ
epaa-3238	592	4	behavior	behavior	NOUN
epaa-3238	592	5	,	,	PUNCT
epaa-3238	592	6	and	and	CCONJ
epaa-3238	592	7	college	college	NOUN
epaa-3238	592	8	and	and	CCONJ
epaa-3238	592	9	university	university	NOUN
epaa-3238	592	10	choice	choice	NOUN
epaa-3238	592	11	:	:	PUNCT
epaa-3238	592	12	framing	frame	VERB
epaa-3238	592	13	the	the	DET
epaa-3238	592	14	national	national	ADJ
epaa-3238	592	15	dialogue	dialogue	NOUN
epaa-3238	592	16	on	on	ADP
epaa-3238	592	17	obama	obama	PROPN
epaa-3238	592	18	's	's	PART
epaa-3238	592	19	ratings	rating	NOUN
epaa-3238	592	20	plan	plan	NOUN
epaa-3238	592	21	.	.	PUNCT
epaa-3238	593	1	washington	washington	PROPN
epaa-3238	593	2	,	,	PUNCT
epaa-3238	593	3	dc	dc	PROPN
epaa-3238	593	4	:	:	PUNCT
epaa-3238	593	5	american	american	PROPN
epaa-3238	593	6	council	council	PROPN
epaa-3238	593	7	on	on	ADP
epaa-3238	593	8	education	education	NOUN
epaa-3238	593	9	.	.	PUNCT
epaa-3238	594	1	farrell	farrell	PROPN
epaa-3238	594	2	,	,	PUNCT
epaa-3238	594	3	e.	e.	PROPN
epaa-3238	594	4	,	,	PUNCT
epaa-3238	594	5	&	&	CCONJ
epaa-3238	594	6	van	van	PROPN
epaa-3238	594	7	der	der	PROPN
epaa-3238	594	8	werf	werf	NOUN
epaa-3238	594	9	,	,	PUNCT
epaa-3238	594	10	m.	m.	NOUN
epaa-3238	594	11	(	(	PUNCT
epaa-3238	594	12	2007	2007	NUM
epaa-3238	594	13	)	)	PUNCT
epaa-3238	594	14	.	.	PUNCT
epaa-3238	595	1	playing	play	VERB
epaa-3238	595	2	the	the	DET
epaa-3238	595	3	rankings	ranking	NOUN
epaa-3238	595	4	game	game	NOUN
epaa-3238	595	5	.	.	PUNCT
epaa-3238	596	1	the	the	DET
epaa-3238	596	2	chronicle	chronicle	PROPN
epaa-3238	596	3	of	of	ADP
epaa-3238	596	4	higher	high	ADJ
epaa-3238	596	5	education	education	NOUN
epaa-3238	596	6	,	,	PUNCT
epaa-3238	596	7	53(38	53(38	NOUN
epaa-3238	596	8	)	)	PUNCT
epaa-3238	596	9	,	,	PUNCT
epaa-3238	596	10	a11	a11	PROPN
epaa-3238	596	11	-	-	PUNCT
epaa-3238	596	12	a19	a19	PROPN
epaa-3238	596	13	.	.	PUNCT
epaa-3238	596	14	field	field	PROPN
epaa-3238	596	15	,	,	PUNCT
epaa-3238	596	16	k.	k.	PROPN
epaa-3238	596	17	(	(	PUNCT
epaa-3238	596	18	2011	2011	NUM
epaa-3238	596	19	,	,	PUNCT
epaa-3238	596	20	april	april	PROPN
epaa-3238	596	21	12	12	NUM
epaa-3238	596	22	)	)	PUNCT
epaa-3238	596	23	.	.	PUNCT
epaa-3238	597	1	federal	federal	ADJ
epaa-3238	597	2	budget	budget	NOUN
epaa-3238	597	3	deal	deal	NOUN
epaa-3238	597	4	spares	spare	NOUN
epaa-3238	597	5	pell	pell	VERB
epaa-3238	597	6	but	but	CCONJ
epaa-3238	597	7	shrinks	shrink	VERB
epaa-3238	597	8	research	research	NOUN
epaa-3238	597	9	and	and	CCONJ
epaa-3238	597	10	education	education	NOUN
epaa-3238	597	11	programs	program	NOUN
epaa-3238	597	12	.	.	PUNCT
epaa-3238	598	1	the	the	DET
epaa-3238	598	2	chronicle	chronicle	PROPN
epaa-3238	598	3	of	of	ADP
epaa-3238	598	4	higher	high	ADJ
epaa-3238	598	5	education	education	NOUN
epaa-3238	598	6	.	.	PUNCT
epaa-3238	599	1	retrieved	retrieve	VERB
epaa-3238	599	2	from	from	ADP
epaa-3238	599	3	http://chronicle.com	http://chronicle.com	X
epaa-3238	599	4	/article/	/article/	NOUN
epaa-3238	599	5	federal	federal	ADJ
epaa-3238	599	6	-	-	PUNCT
epaa-3238	599	7	budget	budget	NOUN
epaa-3238	599	8	-	-	PUNCT
epaa-3238	599	9	deal	deal	NOUN
epaa-3238	599	10	-	-	PUNCT
epaa-3238	599	11	spares/127095/	spares/127095/	NOUN
epaa-3238	599	12	fitzgerald	fitzgerald	NOUN
epaa-3238	599	13	,	,	PUNCT
epaa-3238	599	14	r.	r.	PROPN
epaa-3238	599	15	,	,	PUNCT
epaa-3238	599	16	&	&	CCONJ
epaa-3238	599	17	burns	burn	NOUN
epaa-3238	599	18	,	,	PUNCT
epaa-3238	599	19	s.	s.	PROPN
epaa-3238	599	20	(	(	PUNCT
epaa-3238	599	21	2000	2000	NUM
epaa-3238	599	22	)	)	PUNCT
epaa-3238	599	23	.	.	PUNCT
epaa-3238	600	1	college	college	NOUN
epaa-3238	600	2	quality	quality	NOUN
epaa-3238	600	3	and	and	CCONJ
epaa-3238	600	4	the	the	DET
epaa-3238	600	5	earnings	earning	NOUN
epaa-3238	600	6	of	of	ADP
epaa-3238	600	7	recent	recent	ADJ
epaa-3238	600	8	college	college	NOUN
epaa-3238	600	9	graduates	graduate	NOUN
epaa-3238	600	10	.	.	PUNCT
epaa-3238	601	1	national	national	ADJ
epaa-3238	601	2	center	center	NOUN
epaa-3238	601	3	for	for	ADP
epaa-3238	601	4	education	education	NOUN
epaa-3238	601	5	statistics	statistic	NOUN
epaa-3238	601	6	research	research	PROPN
epaa-3238	601	7	and	and	CCONJ
epaa-3238	601	8	development	development	NOUN
epaa-3238	601	9	report	report	NOUN
epaa-3238	601	10	no	no	INTJ
epaa-3238	601	11	.	.	NOUN
epaa-3238	602	1	2000	2000	NUM
epaa-3238	602	2	-	-	SYM
epaa-3238	602	3	043	043	NUM
epaa-3238	602	4	,	,	PUNCT
epaa-3238	602	5	u.s	u.s	PROPN
epaa-3238	602	6	.	.	PROPN
epaa-3238	602	7	department	department	PROPN
epaa-3238	602	8	of	of	ADP
epaa-3238	602	9	education	education	PROPN
epaa-3238	602	10	,	,	PUNCT
epaa-3238	602	11	washington	washington	PROPN
epaa-3238	602	12	,	,	PUNCT
epaa-3238	602	13	dc	dc	PROPN
epaa-3238	602	14	.	.	PUNCT
epaa-3238	602	15	fox	fox	PROPN
epaa-3238	602	16	,	,	PUNCT
epaa-3238	602	17	m.	m.	NOUN
epaa-3238	602	18	(	(	PUNCT
epaa-3238	602	19	1993	1993	NUM
epaa-3238	602	20	)	)	PUNCT
epaa-3238	602	21	.	.	PUNCT
epaa-3238	603	1	is	be	AUX
epaa-3238	603	2	it	it	PRON
epaa-3238	603	3	a	a	DET
epaa-3238	603	4	good	good	ADJ
epaa-3238	603	5	investment	investment	NOUN
epaa-3238	603	6	to	to	PART
epaa-3238	603	7	attend	attend	VERB
epaa-3238	603	8	an	an	DET
epaa-3238	603	9	elite	elite	ADJ
epaa-3238	603	10	private	private	ADJ
epaa-3238	603	11	college	college	NOUN
epaa-3238	603	12	?	?	PUNCT
epaa-3238	604	1	economics	economic	NOUN
epaa-3238	604	2	of	of	ADP
epaa-3238	604	3	education	education	NOUN
epaa-3238	604	4	http://chronicle.com/article/what-do-your-gradshttp://chronicle.com/article/what-do-your-gradshttp://chronicle.com/article/is-roi-the-right-way-to-judge/138665/	http://chronicle.com/article/what-do-your-gradshttp://chronicle.com/article/what-do-your-gradshttp://chronicle.com/article/is-roi-the-right-way-to-judge/138665/	PROPN
epaa-3238	604	5	http://chronicle.com/article/is-roi-the-right-way-to-judge/138665/	http://chronicle.com/article/is-roi-the-right-way-to-judge/138665/	VERB
epaa-3238	604	6	https://doi.org/10.1080/03797720701618880	https://doi.org/10.1080/03797720701618880	ADJ
epaa-3238	604	7	https://doi.org/10.7208/chicago/9780226110646.001.0001	https://doi.org/10.7208/chicago/9780226110646.001.0001	NOUN
epaa-3238	604	8	https://doi.org/10.1162/003355302320935089	https://doi.org/10.1162/003355302320935089	PUNCT
epaa-3238	605	1	https://doi.org/10.1093/sf/75.4.1417	https://doi.org/10.1093/sf/75.4.1417	PROPN
epaa-3238	605	2	https://doi.org/10.1002/ss.20105	https://doi.org/10.1002/ss.20105	PROPN
epaa-3238	605	3	https://doi.org/10.1086/386273	https://doi.org/10.1086/386273	NOUN
epaa-3238	605	4	education	education	NOUN
epaa-3238	605	5	policy	policy	NOUN
epaa-3238	605	6	analysis	analysis	NOUN
epaa-3238	605	7	archives	archive	NOUN
epaa-3238	605	8	vol	vol	NOUN
epaa-3238	605	9	.	.	PUNCT
epaa-3238	606	1	25	25	NUM
epaa-3238	606	2	no	no	NOUN
epaa-3238	606	3	.	.	PUNCT
epaa-3238	607	1	110	110	NUM
epaa-3238	607	2	28	28	NUM
epaa-3238	607	3	review	review	NOUN
epaa-3238	607	4	,	,	PUNCT
epaa-3238	607	5	12(2	12(2	NUM
epaa-3238	607	6	)	)	PUNCT
epaa-3238	607	7	,	,	PUNCT
epaa-3238	607	8	137	137	NUM
epaa-3238	607	9	-	-	SYM
epaa-3238	607	10	151	151	NUM
epaa-3238	607	11	.	.	PUNCT
epaa-3238	608	1	https://doi.org/10.1016/0272-7757(93)90025-c	https://doi.org/10.1016/0272-7757(93)90025-c	PROPN
epaa-3238	608	2	gaddis	gaddis	PROPN
epaa-3238	608	3	,	,	PUNCT
epaa-3238	608	4	s.	s.	PROPN
epaa-3238	608	5	m.	m.	PROPN
epaa-3238	608	6	(	(	PUNCT
epaa-3238	608	7	2015	2015	NUM
epaa-3238	608	8	)	)	PUNCT
epaa-3238	608	9	.	.	PUNCT
epaa-3238	609	1	discrimination	discrimination	NOUN
epaa-3238	609	2	in	in	ADP
epaa-3238	609	3	the	the	DET
epaa-3238	609	4	credentialed	credentialed	ADJ
epaa-3238	609	5	society	society	NOUN
epaa-3238	609	6	:	:	PUNCT
epaa-3238	609	7	an	an	DET
epaa-3238	609	8	audit	audit	NOUN
epaa-3238	609	9	study	study	NOUN
epaa-3238	609	10	of	of	ADP
epaa-3238	609	11	race	race	NOUN
epaa-3238	609	12	and	and	CCONJ
epaa-3238	609	13	college	college	NOUN
epaa-3238	609	14	selectivity	selectivity	NOUN
epaa-3238	609	15	in	in	ADP
epaa-3238	609	16	the	the	DET
epaa-3238	609	17	labor	labor	NOUN
epaa-3238	609	18	market	market	NOUN
epaa-3238	609	19	.	.	PUNCT
epaa-3238	610	1	social	social	ADJ
epaa-3238	610	2	forces	force	NOUN
epaa-3238	610	3	,	,	PUNCT
epaa-3238	610	4	93(4	93(4	NOUN
epaa-3238	610	5	)	)	PUNCT
epaa-3238	610	6	,	,	PUNCT
epaa-3238	610	7	1451	1451	NUM
epaa-3238	610	8	-	-	SYM
epaa-3238	610	9	79	79	NUM
epaa-3238	610	10	.	.	PUNCT
epaa-3238	611	1	https://doi.org/10.1093/sf/sou111	https://doi.org/10.1093/sf/sou111	PROPN
epaa-3238	611	2	geiger	geiger	PROPN
epaa-3238	611	3	,	,	PUNCT
epaa-3238	611	4	r.	r.	PROPN
epaa-3238	611	5	l.	l.	PROPN
epaa-3238	611	6	(	(	PUNCT
epaa-3238	611	7	2002	2002	NUM
epaa-3238	611	8	)	)	PUNCT
epaa-3238	611	9	.	.	PUNCT
epaa-3238	612	1	the	the	DET
epaa-3238	612	2	competition	competition	NOUN
epaa-3238	612	3	for	for	ADP
epaa-3238	612	4	high	high	ADJ
epaa-3238	612	5	-	-	PUNCT
epaa-3238	612	6	ability	ability	NOUN
epaa-3238	612	7	students	student	NOUN
epaa-3238	612	8	:	:	PUNCT
epaa-3238	612	9	universities	university	NOUN
epaa-3238	612	10	in	in	ADP
epaa-3238	612	11	a	a	DET
epaa-3238	612	12	key	key	ADJ
epaa-3238	612	13	marketplace	marketplace	NOUN
epaa-3238	612	14	.	.	PUNCT
epaa-3238	613	1	in	in	ADP
epaa-3238	613	2	s.	s.	PROPN
epaa-3238	613	3	brint	brint	PROPN
epaa-3238	613	4	(	(	PUNCT
epaa-3238	613	5	ed	ed	NOUN
epaa-3238	613	6	.	.	PUNCT
epaa-3238	613	7	)	)	PUNCT
epaa-3238	613	8	,	,	PUNCT
epaa-3238	613	9	the	the	DET
epaa-3238	613	10	future	future	NOUN
epaa-3238	613	11	of	of	ADP
epaa-3238	613	12	the	the	DET
epaa-3238	613	13	city	city	NOUN
epaa-3238	613	14	of	of	ADP
epaa-3238	613	15	intellect	intellect	NOUN
epaa-3238	613	16	(	(	PUNCT
epaa-3238	613	17	pp	pp	ADJ
epaa-3238	613	18	.	.	PUNCT
epaa-3238	613	19	82	82	NUM
epaa-3238	613	20	-	-	SYM
epaa-3238	613	21	107	107	NUM
epaa-3238	613	22	)	)	PUNCT
epaa-3238	613	23	.	.	PUNCT
epaa-3238	614	1	stanford	stanford	PROPN
epaa-3238	614	2	:	:	PUNCT
epaa-3238	614	3	stanford	stanford	PROPN
epaa-3238	614	4	university	university	PROPN
epaa-3238	614	5	press	press	NOUN
epaa-3238	614	6	.	.	PUNCT
epaa-3238	615	1	grissmer	grissmer	NOUN
epaa-3238	615	2	,	,	PUNCT
epaa-3238	615	3	d.	d.	PROPN
epaa-3238	615	4	w.	w.	PROPN
epaa-3238	615	5	(	(	PUNCT
epaa-3238	615	6	2000	2000	NUM
epaa-3238	615	7	)	)	PUNCT
epaa-3238	615	8	.	.	PUNCT
epaa-3238	616	1	the	the	DET
epaa-3238	616	2	continuing	continue	VERB
epaa-3238	616	3	use	use	NOUN
epaa-3238	616	4	and	and	CCONJ
epaa-3238	616	5	misuse	misuse	NOUN
epaa-3238	616	6	of	of	ADP
epaa-3238	616	7	sat	sit	VERB
epaa-3238	616	8	scores	score	NOUN
epaa-3238	616	9	.	.	PUNCT
epaa-3238	617	1	psychology	psychology	NOUN
epaa-3238	617	2	,	,	PUNCT
epaa-3238	617	3	public	public	ADJ
epaa-3238	617	4	policy	policy	NOUN
epaa-3238	617	5	,	,	PUNCT
epaa-3238	617	6	and	and	CCONJ
epaa-3238	617	7	law	law	NOUN
epaa-3238	617	8	,	,	PUNCT
epaa-3238	617	9	6(1	6(1	NUM
epaa-3238	617	10	)	)	PUNCT
epaa-3238	617	11	,	,	PUNCT
epaa-3238	617	12	223	223	NUM
epaa-3238	617	13	-	-	SYM
epaa-3238	617	14	232	232	NUM
epaa-3238	617	15	.	.	PUNCT
epaa-3238	618	1	https://doi.org/10.1037/1076-8971.6.1.223	https://doi.org/10.1037/1076-8971.6.1.223	NOUN
epaa-3238	618	2	groves	grove	NOUN
epaa-3238	618	3	,	,	PUNCT
epaa-3238	618	4	r.	r.	PROPN
epaa-3238	618	5	(	(	PUNCT
epaa-3238	618	6	2004	2004	NUM
epaa-3238	618	7	)	)	PUNCT
epaa-3238	618	8	.	.	PUNCT
epaa-3238	619	1	survey	survey	NOUN
epaa-3238	619	2	errors	error	NOUN
epaa-3238	619	3	and	and	CCONJ
epaa-3238	619	4	survey	survey	NOUN
epaa-3238	619	5	costs	cost	NOUN
epaa-3238	619	6	.	.	PUNCT
epaa-3238	620	1	john	john	PROPN
epaa-3238	620	2	wiley	wiley	PROPN
epaa-3238	620	3	&	&	CCONJ
epaa-3238	620	4	sons	sons	PROPN
epaa-3238	620	5	:	:	PUNCT
epaa-3238	620	6	hoboken	hoboken	PROPN
epaa-3238	620	7	,	,	PUNCT
epaa-3238	620	8	nj	nj	PROPN
epaa-3238	620	9	.	.	PROPN
epaa-3238	620	10	harkin	harkin	PROPN
epaa-3238	620	11	,	,	PUNCT
epaa-3238	620	12	t.	t.	PROPN
epaa-3238	620	13	,	,	PUNCT
epaa-3238	620	14	united	united	PROPN
epaa-3238	620	15	states	states	PROPN
epaa-3238	620	16	senate	senate	PROPN
epaa-3238	620	17	,	,	PUNCT
epaa-3238	620	18	senate	senate	PROPN
epaa-3238	620	19	appropriations	appropriation	NOUN
epaa-3238	620	20	subcommittee	subcommittee	NOUN
epaa-3238	620	21	on	on	ADP
epaa-3238	620	22	labor	labor	NOUN
epaa-3238	620	23	,	,	PUNCT
epaa-3238	620	24	health	health	NOUN
epaa-3238	620	25	and	and	CCONJ
epaa-3238	620	26	human	human	ADJ
epaa-3238	620	27	services	service	NOUN
epaa-3238	620	28	,	,	PUNCT
epaa-3238	620	29	and	and	CCONJ
epaa-3238	620	30	education	education	NOUN
epaa-3238	620	31	,	,	PUNCT
epaa-3238	620	32	and	and	CCONJ
epaa-3238	620	33	related	related	ADJ
epaa-3238	620	34	agencies	agency	NOUN
epaa-3238	620	35	(	(	PUNCT
epaa-3238	620	36	2012	2012	NUM
epaa-3238	620	37	)	)	PUNCT
epaa-3238	620	38	.	.	PUNCT
epaa-3238	621	1	under	under	ADP
epaa-3238	621	2	threat	threat	NOUN
epaa-3238	621	3	:	:	PUNCT
epaa-3238	621	4	sequestration	sequestration	NOUN
epaa-3238	621	5	’s	’s	PART
epaa-3238	621	6	impact	impact	NOUN
epaa-3238	621	7	on	on	ADP
epaa-3238	621	8	nondefense	nondefense	NOUN
epaa-3238	621	9	jobs	job	NOUN
epaa-3238	621	10	and	and	CCONJ
epaa-3238	621	11	services	service	NOUN
epaa-3238	621	12	.	.	PUNCT
epaa-3238	622	1	retrieved	retrieve	VERB
epaa-3238	622	2	from	from	ADP
epaa-3238	622	3	united	united	PROPN
epaa-3238	622	4	states	states	PROPN
epaa-3238	622	5	senate	senate	PROPN
epaa-3238	622	6	website	website	PROPN
epaa-3238	622	7	:	:	PUNCT
epaa-3238	622	8	http://www.harkin.senate.gov/documents/pdf/500ff3554f9ba.pdf	http://www.harkin.senate.gov/documents/pdf/500ff3554f9ba.pdf	PROPN
epaa-3238	622	9	heckman	heckman	PROPN
epaa-3238	622	10	,	,	PUNCT
epaa-3238	622	11	j.	j.	PROPN
epaa-3238	622	12	j.	j.	PROPN
epaa-3238	622	13	,	,	PUNCT
epaa-3238	622	14	lochner	lochner	PROPN
epaa-3238	622	15	,	,	PUNCT
epaa-3238	622	16	l.	l.	PROPN
epaa-3238	622	17	,	,	PUNCT
epaa-3238	622	18	&	&	CCONJ
epaa-3238	622	19	todd	todd	PROPN
epaa-3238	622	20	,	,	PUNCT
epaa-3238	622	21	p.	p.	PROPN
epaa-3238	622	22	e.	e.	PROPN
epaa-3238	623	1	(	(	PUNCT
epaa-3238	623	2	2003	2003	NUM
epaa-3238	623	3	)	)	PUNCT
epaa-3238	623	4	.	.	PUNCT
epaa-3238	624	1	fifty	fifty	NUM
epaa-3238	624	2	years	year	NOUN
epaa-3238	624	3	of	of	ADP
epaa-3238	624	4	mincer	mincer	ADJ
epaa-3238	624	5	earnings	earning	NOUN
epaa-3238	624	6	regressions	regression	NOUN
epaa-3238	624	7	.	.	PUNCT
epaa-3238	625	1	cambridge	cambridge	PROPN
epaa-3238	625	2	,	,	PUNCT
epaa-3238	625	3	ma	ma	PROPN
epaa-3238	625	4	:	:	PUNCT
epaa-3238	625	5	national	national	PROPN
epaa-3238	625	6	bureau	bureau	PROPN
epaa-3238	625	7	of	of	ADP
epaa-3238	625	8	economic	economic	ADJ
epaa-3238	625	9	research	research	NOUN
epaa-3238	625	10	.	.	PUNCT
epaa-3238	626	1	https://doi.org/10.3386/w9732	https://doi.org/10.3386/w9732	NUM
epaa-3238	626	2	heller	heller	NOUN
epaa-3238	626	3	,	,	PUNCT
epaa-3238	626	4	d.	d.	PROPN
epaa-3238	626	5	e.	e.	PROPN
epaa-3238	626	6	(	(	PUNCT
epaa-3238	626	7	2013	2013	NUM
epaa-3238	626	8	)	)	PUNCT
epaa-3238	626	9	.	.	PUNCT
epaa-3238	627	1	a	a	DET
epaa-3238	627	2	study	study	NOUN
epaa-3238	627	3	to	to	PART
epaa-3238	627	4	measure	measure	VERB
epaa-3238	627	5	value	value	NOUN
epaa-3238	627	6	of	of	ADP
epaa-3238	627	7	community	community	NOUN
epaa-3238	627	8	colleges	college	NOUN
epaa-3238	627	9	falls	fall	VERB
epaa-3238	627	10	short	short	ADJ
epaa-3238	627	11	.	.	PUNCT
epaa-3238	628	1	the	the	DET
epaa-3238	628	2	chronicle	chronicle	PROPN
epaa-3238	628	3	of	of	ADP
epaa-3238	628	4	higher	high	ADJ
epaa-3238	628	5	education	education	NOUN
epaa-3238	628	6	.	.	PUNCT
epaa-3238	629	1	retrieved	retrieve	VERB
epaa-3238	629	2	from	from	ADP
epaa-3238	629	3	http://chronicle.com/article/a-study-to-measure-valueof/142289/	http://chronicle.com/article/a-study-to-measure-valueof/142289/	PROPN
epaa-3238	629	4	hossler	hossler	PROPN
epaa-3238	629	5	,	,	PUNCT
epaa-3238	629	6	d.	d.	PROPN
epaa-3238	629	7	,	,	PUNCT
epaa-3238	629	8	&	&	CCONJ
epaa-3238	629	9	foley	foley	PROPN
epaa-3238	629	10	,	,	PUNCT
epaa-3238	629	11	e.	e.	PROPN
epaa-3238	629	12	m.	m.	PROPN
epaa-3238	629	13	(	(	PUNCT
epaa-3238	629	14	1995	1995	NUM
epaa-3238	629	15	)	)	PUNCT
epaa-3238	629	16	.	.	PUNCT
epaa-3238	630	1	reducing	reduce	VERB
epaa-3238	630	2	the	the	DET
epaa-3238	630	3	noise	noise	NOUN
epaa-3238	630	4	in	in	ADP
epaa-3238	630	5	the	the	DET
epaa-3238	630	6	college	college	NOUN
epaa-3238	630	7	choice	choice	NOUN
epaa-3238	630	8	process	process	NOUN
epaa-3238	630	9	:	:	PUNCT
epaa-3238	630	10	the	the	DET
epaa-3238	630	11	use	use	NOUN
epaa-3238	630	12	of	of	ADP
epaa-3238	630	13	college	college	NOUN
epaa-3238	630	14	guidebook	guidebook	NOUN
epaa-3238	630	15	and	and	CCONJ
epaa-3238	630	16	ratings	rating	NOUN
epaa-3238	630	17	.	.	PUNCT
epaa-3238	631	1	in	in	ADP
epaa-3238	631	2	r.	r.	PROPN
epaa-3238	631	3	dan	dan	PROPN
epaa-3238	631	4	walleri	walleri	PROPN
epaa-3238	631	5	and	and	CCONJ
epaa-3238	631	6	marsha	marsha	PROPN
epaa-3238	631	7	k.	k.	PROPN
epaa-3238	631	8	moss	moss	PROPN
epaa-3238	631	9	(	(	PUNCT
epaa-3238	631	10	eds	eds	PROPN
epaa-3238	631	11	.	.	PUNCT
epaa-3238	631	12	)	)	PUNCT
epaa-3238	631	13	,	,	PUNCT
epaa-3238	631	14	new	new	ADJ
epaa-3238	631	15	directions	direction	NOUN
epaa-3238	631	16	for	for	ADP
epaa-3238	631	17	institutional	institutional	ADJ
epaa-3238	631	18	research	research	NOUN
epaa-3238	631	19	88	88	NUM
epaa-3238	631	20	.	.	PUNCT
epaa-3238	631	21	evaluating	evaluate	VERB
epaa-3238	631	22	and	and	CCONJ
epaa-3238	631	23	responding	respond	VERB
epaa-3238	631	24	to	to	ADP
epaa-3238	631	25	college	college	NOUN
epaa-3238	631	26	guidebooks	guidebook	NOUN
epaa-3238	631	27	and	and	CCONJ
epaa-3238	631	28	rankings	ranking	NOUN
epaa-3238	631	29	.	.	PUNCT
epaa-3238	632	1	san	san	PROPN
epaa-3238	632	2	francisco	francisco	PROPN
epaa-3238	632	3	:	:	PUNCT
epaa-3238	632	4	jossey	jossey	PROPN
epaa-3238	632	5	bass	bass	PROPN
epaa-3238	632	6	.	.	PUNCT
epaa-3238	633	1	https://doi.org/10.1002/ir.37019958804	https://doi.org/10.1002/ir.37019958804	PROPN
epaa-3238	633	2	hout	hout	PROPN
epaa-3238	633	3	,	,	PUNCT
epaa-3238	633	4	m.	m.	NOUN
epaa-3238	633	5	(	(	PUNCT
epaa-3238	633	6	2012	2012	NUM
epaa-3238	633	7	)	)	PUNCT
epaa-3238	633	8	.	.	PUNCT
epaa-3238	634	1	social	social	ADJ
epaa-3238	634	2	and	and	CCONJ
epaa-3238	634	3	economic	economic	ADJ
epaa-3238	634	4	returns	return	NOUN
epaa-3238	634	5	to	to	ADP
epaa-3238	634	6	college	college	NOUN
epaa-3238	634	7	education	education	NOUN
epaa-3238	634	8	in	in	ADP
epaa-3238	634	9	the	the	DET
epaa-3238	634	10	united	united	PROPN
epaa-3238	634	11	states	states	PROPN
epaa-3238	634	12	.	.	PUNCT
epaa-3238	635	1	annual	annual	ADJ
epaa-3238	635	2	review	review	NOUN
epaa-3238	635	3	of	of	ADP
epaa-3238	635	4	sociology	sociology	NOUN
epaa-3238	635	5	,	,	PUNCT
epaa-3238	635	6	38	38	NUM
epaa-3238	635	7	,	,	PUNCT
epaa-3238	635	8	379	379	NUM
epaa-3238	635	9	-	-	SYM
epaa-3238	635	10	400	400	NUM
epaa-3238	635	11	.	.	PUNCT
epaa-3238	636	1	https://doi.org/10.1146/annurev.soc.012809.102503	https://doi.org/10.1146/annurev.soc.012809.102503	PROPN
epaa-3238	636	2	huffington	huffington	PROPN
epaa-3238	636	3	post	post	PROPN
epaa-3238	636	4	.	.	PUNCT
epaa-3238	637	1	(	(	PUNCT
epaa-3238	637	2	2013	2013	NUM
epaa-3238	637	3	)	)	PUNCT
epaa-3238	637	4	.	.	PUNCT
epaa-3238	638	1	five	five	NUM
epaa-3238	638	2	colleges	college	NOUN
epaa-3238	638	3	with	with	ADP
epaa-3238	638	4	the	the	DET
epaa-3238	638	5	best	good	ADJ
epaa-3238	638	6	return	return	NOUN
epaa-3238	638	7	on	on	ADP
epaa-3238	638	8	investment	investment	NOUN
epaa-3238	638	9	.	.	PUNCT
epaa-3238	639	1	http://www.huffingtonpost.com/2013/05/14/colleges-best-roi_n_3273848.html	http://www.huffingtonpost.com/2013/05/14/colleges-best-roi_n_3273848.html	PROPN
epaa-3238	639	2	james	james	PROPN
epaa-3238	639	3	,	,	PUNCT
epaa-3238	639	4	e.	e.	PROPN
epaa-3238	639	5	,	,	PUNCT
epaa-3238	639	6	alsalam	alsalam	VERB
epaa-3238	639	7	,	,	PUNCT
epaa-3238	639	8	n.	n.	NOUN
epaa-3238	639	9	,	,	PUNCT
epaa-3238	639	10	conaty	conaty	PROPN
epaa-3238	639	11	,	,	PUNCT
epaa-3238	639	12	j.	j.	PROPN
epaa-3238	639	13	c.	c.	PROPN
epaa-3238	639	14	,	,	PUNCT
epaa-3238	639	15	&	&	CCONJ
epaa-3238	639	16	duc	duc	PROPN
epaa-3238	639	17	-	-	PUNCT
epaa-3238	639	18	le	le	PROPN
epaa-3238	639	19	,	,	PUNCT
epaa-3238	639	20	t.	t.	PROPN
epaa-3238	639	21	(	(	PUNCT
epaa-3238	639	22	1989	1989	NUM
epaa-3238	639	23	)	)	PUNCT
epaa-3238	639	24	.	.	PUNCT
epaa-3238	640	1	college	college	NOUN
epaa-3238	640	2	quality	quality	NOUN
epaa-3238	640	3	and	and	CCONJ
epaa-3238	640	4	future	future	ADJ
epaa-3238	640	5	earnings	earning	NOUN
epaa-3238	640	6	:	:	PUNCT
epaa-3238	640	7	where	where	SCONJ
epaa-3238	640	8	should	should	AUX
epaa-3238	640	9	you	you	PRON
epaa-3238	640	10	send	send	VERB
epaa-3238	640	11	your	your	PRON
epaa-3238	640	12	child	child	NOUN
epaa-3238	640	13	to	to	ADP
epaa-3238	640	14	college	college	NOUN
epaa-3238	640	15	?	?	PUNCT
epaa-3238	641	1	the	the	DET
epaa-3238	641	2	american	american	PROPN
epaa-3238	641	3	economic	economic	PROPN
epaa-3238	641	4	review	review	PROPN
epaa-3238	641	5	,	,	PUNCT
epaa-3238	641	6	79(2	79(2	NUM
epaa-3238	641	7	)	)	PUNCT
epaa-3238	641	8	,	,	PUNCT
epaa-3238	641	9	247	247	NUM
epaa-3238	641	10	-	-	SYM
epaa-3238	641	11	252	252	NUM
epaa-3238	641	12	.	.	PUNCT
epaa-3238	642	1	kochhar	kochhar	PROPN
epaa-3238	642	2	,	,	PUNCT
epaa-3238	642	3	r.	r.	PROPN
epaa-3238	642	4	,	,	PUNCT
epaa-3238	642	5	taylor	taylor	PROPN
epaa-3238	642	6	,	,	PUNCT
epaa-3238	642	7	p.	p.	PROPN
epaa-3238	642	8	,	,	PUNCT
epaa-3238	642	9	&	&	CCONJ
epaa-3238	642	10	fry	fry	PROPN
epaa-3238	642	11	,	,	PUNCT
epaa-3238	642	12	r.	r.	PROPN
epaa-3238	642	13	(	(	PUNCT
epaa-3238	642	14	2011	2011	NUM
epaa-3238	642	15	)	)	PUNCT
epaa-3238	642	16	.	.	PUNCT
epaa-3238	643	1	wealth	wealth	NOUN
epaa-3238	643	2	gaps	gap	NOUN
epaa-3238	643	3	rise	rise	VERB
epaa-3238	643	4	to	to	ADP
epaa-3238	643	5	record	record	NOUN
epaa-3238	643	6	highs	high	NOUN
epaa-3238	643	7	between	between	ADP
epaa-3238	643	8	whites	white	NOUN
epaa-3238	643	9	,	,	PUNCT
epaa-3238	643	10	blacks	black	NOUN
epaa-3238	643	11	and	and	CCONJ
epaa-3238	643	12	hispanics	hispanic	NOUN
epaa-3238	643	13	.	.	PUNCT
epaa-3238	644	1	washington	washington	PROPN
epaa-3238	644	2	,	,	PUNCT
epaa-3238	644	3	dc	dc	PROPN
epaa-3238	644	4	:	:	PUNCT
epaa-3238	644	5	pew	pew	NOUN
epaa-3238	644	6	research	research	NOUN
epaa-3238	644	7	center	center	NOUN
epaa-3238	644	8	.	.	PUNCT
epaa-3238	645	1	kuh	kuh	PROPN
epaa-3238	645	2	,	,	PUNCT
epaa-3238	645	3	g.	g.	PROPN
epaa-3238	645	4	d.	d.	PROPN
epaa-3238	645	5	,	,	PUNCT
epaa-3238	645	6	kinzie	kinzie	PROPN
epaa-3238	645	7	,	,	PUNCT
epaa-3238	645	8	j.	j.	PROPN
epaa-3238	645	9	,	,	PUNCT
epaa-3238	645	10	buckley	buckley	PROPN
epaa-3238	645	11	,	,	PUNCT
epaa-3238	645	12	j.	j.	PROPN
epaa-3238	645	13	a.	a.	PROPN
epaa-3238	645	14	,	,	PUNCT
epaa-3238	645	15	bridges	bridge	NOUN
epaa-3238	645	16	,	,	PUNCT
epaa-3238	645	17	b.	b.	PROPN
epaa-3238	645	18	k.	k.	PROPN
epaa-3238	645	19	,	,	PUNCT
epaa-3238	645	20	&	&	CCONJ
epaa-3238	645	21	hayek	hayek	PROPN
epaa-3238	645	22	,	,	PUNCT
epaa-3238	645	23	j.	j.	PROPN
epaa-3238	645	24	c.	c.	PROPN
epaa-3238	645	25	(	(	PUNCT
epaa-3238	645	26	2011	2011	NUM
epaa-3238	645	27	)	)	PUNCT
epaa-3238	645	28	.	.	PUNCT
epaa-3238	646	1	piecing	piece	VERB
epaa-3238	646	2	together	together	ADP
epaa-3238	646	3	the	the	DET
epaa-3238	646	4	student	student	NOUN
epaa-3238	646	5	success	success	NOUN
epaa-3238	646	6	puzzle	puzzle	NOUN
epaa-3238	646	7	:	:	PUNCT
epaa-3238	646	8	research	research	NOUN
epaa-3238	646	9	,	,	PUNCT
epaa-3238	646	10	propositions	proposition	NOUN
epaa-3238	646	11	,	,	PUNCT
epaa-3238	646	12	and	and	CCONJ
epaa-3238	646	13	recommendations	recommendation	NOUN
epaa-3238	646	14	:	:	PUNCT
epaa-3238	646	15	ashe	ashe	PROPN
epaa-3238	646	16	higher	high	ADJ
epaa-3238	646	17	education	education	PROPN
epaa-3238	646	18	report	report	NOUN
epaa-3238	646	19	(	(	PUNCT
epaa-3238	646	20	vol	vol	NOUN
epaa-3238	646	21	.	.	NOUN
epaa-3238	646	22	116	116	NUM
epaa-3238	646	23	)	)	PUNCT
epaa-3238	646	24	.	.	PUNCT
epaa-3238	647	1	john	john	PROPN
epaa-3238	647	2	wiley	wiley	PROPN
epaa-3238	647	3	&	&	CCONJ
epaa-3238	647	4	sons	son	NOUN
epaa-3238	647	5	.	.	PUNCT
epaa-3238	648	1	kuh	kuh	PROPN
epaa-3238	648	2	,	,	PUNCT
epaa-3238	648	3	g.	g.	PROPN
epaa-3238	648	4	d.	d.	PROPN
epaa-3238	648	5	,	,	PUNCT
epaa-3238	648	6	&	&	CCONJ
epaa-3238	648	7	pascarella	pascarella	PROPN
epaa-3238	648	8	,	,	PUNCT
epaa-3238	648	9	e.	e.	PROPN
epaa-3238	648	10	t.	t.	PROPN
epaa-3238	648	11	(	(	PUNCT
epaa-3238	648	12	2004	2004	NUM
epaa-3238	648	13	)	)	PUNCT
epaa-3238	648	14	.	.	PUNCT
epaa-3238	649	1	what	what	PRON
epaa-3238	649	2	does	do	AUX
epaa-3238	649	3	institutional	institutional	ADJ
epaa-3238	649	4	selectivity	selectivity	NOUN
epaa-3238	649	5	tell	tell	VERB
epaa-3238	649	6	us	we	PRON
epaa-3238	649	7	about	about	ADP
epaa-3238	649	8	educational	educational	ADJ
epaa-3238	649	9	quality	quality	NOUN
epaa-3238	649	10	?	?	PUNCT
epaa-3238	650	1	change	change	NOUN
epaa-3238	650	2	:	:	PUNCT
epaa-3238	650	3	the	the	DET
epaa-3238	650	4	magazine	magazine	NOUN
epaa-3238	650	5	of	of	ADP
epaa-3238	650	6	higher	high	ADJ
epaa-3238	650	7	learning	learning	NOUN
epaa-3238	650	8	,	,	PUNCT
epaa-3238	650	9	36(5	36(5	NUM
epaa-3238	650	10	)	)	PUNCT
epaa-3238	650	11	,	,	PUNCT
epaa-3238	650	12	52	52	NUM
epaa-3238	650	13	-	-	SYM
epaa-3238	650	14	59	59	NUM
epaa-3238	650	15	.	.	PUNCT
epaa-3238	651	1	https://doi.org/10.1080/00091380409604986	https://doi.org/10.1080/00091380409604986	ADV
epaa-3238	651	2	long	long	ADV
epaa-3238	651	3	,	,	PUNCT
epaa-3238	651	4	m.	m.	NOUN
epaa-3238	651	5	c.	c.	PROPN
epaa-3238	651	6	(	(	PUNCT
epaa-3238	651	7	2008	2008	NUM
epaa-3238	651	8	)	)	PUNCT
epaa-3238	651	9	.	.	PUNCT
epaa-3238	652	1	college	college	NOUN
epaa-3238	652	2	quality	quality	NOUN
epaa-3238	652	3	and	and	CCONJ
epaa-3238	652	4	early	early	ADJ
epaa-3238	652	5	adult	adult	NOUN
epaa-3238	652	6	outcomes	outcome	NOUN
epaa-3238	652	7	.	.	PUNCT
epaa-3238	653	1	economics	economic	NOUN
epaa-3238	653	2	of	of	ADP
epaa-3238	653	3	education	education	PROPN
epaa-3238	653	4	review	review	NOUN
epaa-3238	653	5	,	,	PUNCT
epaa-3238	653	6	27(5	27(5	PROPN
epaa-3238	653	7	)	)	PUNCT
epaa-3238	653	8	,	,	PUNCT
epaa-3238	653	9	588	588	NUM
epaa-3238	653	10	-	-	SYM
epaa-3238	653	11	602	602	NUM
epaa-3238	653	12	.	.	PUNCT
epaa-3238	654	1	https://doi.org/10.1016/j.econedurev.2007.04.004	https://doi.org/10.1016/j.econedurev.2007.04.004	NOUN
epaa-3238	654	2	long	long	ADJ
epaa-3238	654	3	,	,	PUNCT
epaa-3238	654	4	m.	m.	NOUN
epaa-3238	654	5	c.	c.	PROPN
epaa-3238	654	6	(	(	PUNCT
epaa-3238	654	7	2010	2010	NUM
epaa-3238	654	8	)	)	PUNCT
epaa-3238	654	9	.	.	PUNCT
epaa-3238	655	1	changes	change	NOUN
epaa-3238	655	2	in	in	ADP
epaa-3238	655	3	the	the	DET
epaa-3238	655	4	returns	return	NOUN
epaa-3238	655	5	to	to	ADP
epaa-3238	655	6	education	education	NOUN
epaa-3238	655	7	and	and	CCONJ
epaa-3238	655	8	college	college	NOUN
epaa-3238	655	9	quality	quality	NOUN
epaa-3238	655	10	.	.	PUNCT
epaa-3238	656	1	economics	economic	NOUN
epaa-3238	656	2	of	of	ADP
epaa-3238	656	3	education	education	PROPN
epaa-3238	656	4	review	review	NOUN
epaa-3238	656	5	,	,	PUNCT
epaa-3238	656	6	29(3	29(3	NUM
epaa-3238	656	7	)	)	PUNCT
epaa-3238	656	8	,	,	PUNCT
epaa-3238	656	9	338	338	NUM
epaa-3238	656	10	-	-	SYM
epaa-3238	656	11	347	347	NUM
epaa-3238	656	12	.	.	PUNCT
epaa-3238	657	1	https://doi.org/10.1016/j.econedurev.2009.10.005	https://doi.org/10.1016/j.econedurev.2009.10.005	PROPN
epaa-3238	657	2	lyall	lyall	PROPN
epaa-3238	657	3	,	,	PUNCT
epaa-3238	657	4	k.	k.	PROPN
epaa-3238	657	5	c.	c.	PROPN
epaa-3238	657	6	,	,	PUNCT
epaa-3238	657	7	&	&	CCONJ
epaa-3238	657	8	sell	sell	PROPN
epaa-3238	657	9	,	,	PUNCT
epaa-3238	657	10	k.	k.	PROPN
epaa-3238	657	11	r.	r.	PROPN
epaa-3238	657	12	(	(	PUNCT
epaa-3238	657	13	2006	2006	NUM
epaa-3238	657	14	)	)	PUNCT
epaa-3238	657	15	.	.	PUNCT
epaa-3238	658	1	the	the	DET
epaa-3238	658	2	de	de	X
epaa-3238	658	3	facto	facto	X
epaa-3238	658	4	privatization	privatization	NOUN
epaa-3238	658	5	of	of	ADP
epaa-3238	658	6	american	american	ADJ
epaa-3238	658	7	public	public	ADJ
epaa-3238	658	8	higher	high	ADJ
epaa-3238	658	9	education	education	NOUN
epaa-3238	658	10	.	.	PUNCT
epaa-3238	659	1	change	change	NOUN
epaa-3238	659	2	:	:	PUNCT
epaa-3238	659	3	the	the	DET
epaa-3238	659	4	magazine	magazine	NOUN
epaa-3238	659	5	of	of	ADP
epaa-3238	659	6	higher	high	ADJ
epaa-3238	659	7	learning	learning	NOUN
epaa-3238	659	8	,	,	PUNCT
epaa-3238	659	9	38(1	38(1	NUM
epaa-3238	659	10	)	)	PUNCT
epaa-3238	659	11	,	,	PUNCT
epaa-3238	659	12	6	6	NUM
epaa-3238	659	13	-	-	SYM
epaa-3238	659	14	13	13	NUM
epaa-3238	659	15	.	.	PUNCT
epaa-3238	660	1	https://doi.org/10.3200/chng.38.1.613	https://doi.org/10.3200/chng.38.1.613	PROPN
epaa-3238	660	2	machung	machung	PROPN
epaa-3238	660	3	,	,	PUNCT
epaa-3238	660	4	a.	a.	NOUN
epaa-3238	660	5	(	(	PUNCT
epaa-3238	660	6	1995	1995	NUM
epaa-3238	660	7	,	,	PUNCT
epaa-3238	660	8	may	may	AUX
epaa-3238	660	9	)	)	PUNCT
epaa-3238	660	10	.	.	PUNCT
epaa-3238	661	1	changes	change	NOUN
epaa-3238	661	2	in	in	ADP
epaa-3238	661	3	college	college	NOUN
epaa-3238	661	4	rankings	ranking	NOUN
epaa-3238	661	5	:	:	PUNCT
epaa-3238	661	6	how	how	SCONJ
epaa-3238	661	7	real	real	ADJ
epaa-3238	661	8	are	be	AUX
epaa-3238	661	9	they	they	PRON
epaa-3238	661	10	?	?	PUNCT
epaa-3238	661	11	presented	present	VERB
epaa-3238	661	12	at	at	ADP
epaa-3238	661	13	the	the	DET
epaa-3238	661	14	annual	annual	ADJ
epaa-3238	661	15	meeting	meeting	NOUN
epaa-3238	661	16	of	of	ADP
epaa-3238	661	17	the	the	DET
epaa-3238	661	18	association	association	NOUN
epaa-3238	661	19	for	for	ADP
epaa-3238	661	20	institutional	institutional	ADJ
epaa-3238	661	21	research	research	NOUN
epaa-3238	661	22	,	,	PUNCT
epaa-3238	661	23	boston	boston	PROPN
epaa-3238	661	24	,	,	PUNCT
epaa-3238	661	25	ma	ma	PROPN
epaa-3238	661	26	.	.	PROPN
epaa-3238	661	27	mangan	mangan	PROPN
epaa-3238	661	28	,	,	PUNCT
epaa-3238	661	29	k.	k.	PROPN
epaa-3238	661	30	(	(	PUNCT
epaa-3238	661	31	2013	2013	NUM
epaa-3238	661	32	)	)	PUNCT
epaa-3238	661	33	.	.	PUNCT
epaa-3238	662	1	2	2	NUM
epaa-3238	662	2	-	-	PUNCT
epaa-3238	662	3	year	year	NOUN
epaa-3238	662	4	degree	degree	NOUN
epaa-3238	662	5	’s	’s	PART
epaa-3238	662	6	value	value	NOUN
epaa-3238	662	7	?	?	PUNCT
epaa-3238	663	1	for	for	ADP
epaa-3238	663	2	a	a	DET
epaa-3238	663	3	few	few	ADJ
epaa-3238	663	4	,	,	PUNCT
epaa-3238	663	5	less	less	ADJ
epaa-3238	663	6	than	than	ADP
epaa-3238	663	7	high	high	ADJ
epaa-3238	663	8	school	school	NOUN
epaa-3238	663	9	,	,	PUNCT
epaa-3238	663	10	report	report	NOUN
epaa-3238	663	11	says	say	VERB
epaa-3238	663	12	.	.	PUNCT
epaa-3238	664	1	the	the	DET
epaa-3238	664	2	https://doi.org/10.1016/0272-7757%2893%2990025-c	https://doi.org/10.1016/0272-7757%2893%2990025-c	PROPN
epaa-3238	664	3	https://doi.org/10.1093/sf/sou111	https://doi.org/10.1093/sf/sou111	PROPN
epaa-3238	664	4	https://doi.org/10.1037/1076-8971.6.1.223	https://doi.org/10.1037/1076-8971.6.1.223	NOUN
epaa-3238	664	5	https://doi.org/10.3386/w9732	https://doi.org/10.3386/w9732	NUM
epaa-3238	664	6	http://chronicle.com/article/a-study-to-measure-valuehttp://chronicle.com/article/a-study-to-measure-valuehttps://doi.org/10.1002/ir.37019958804	http://chronicle.com/article/a-study-to-measure-valuehttp://chronicle.com/article/a-study-to-measure-valuehttps://doi.org/10.1002/ir.37019958804	NOUN
epaa-3238	664	7	https://doi.org/10.1146/annurev.soc.012809.102503	https://doi.org/10.1146/annurev.soc.012809.102503	ADJ
epaa-3238	664	8	https://doi.org/10.1080/00091380409604986	https://doi.org/10.1080/00091380409604986	ADJ
epaa-3238	664	9	https://doi.org/10.1016/j.econedurev.2007.04.004	https://doi.org/10.1016/j.econedurev.2007.04.004	NOUN
epaa-3238	664	10	https://doi.org/10.1016/j.econedurev.2009.10.005	https://doi.org/10.1016/j.econedurev.2009.10.005	VERB
epaa-3238	664	11	https://doi.org/10.3200/chng.38.1.6-13	https://doi.org/10.3200/chng.38.1.6-13	VERB
epaa-3238	664	12	https://doi.org/10.3200/chng.38.1.6-13	https://doi.org/10.3200/chng.38.1.6-13	PUNCT
epaa-3238	664	13	ranking	rank	VERB
epaa-3238	664	14	colleges	college	NOUN
epaa-3238	664	15	and	and	CCONJ
epaa-3238	664	16	universities	university	NOUN
epaa-3238	664	17	on	on	ADP
epaa-3238	664	18	returns	return	NOUN
epaa-3238	664	19	to	to	ADP
epaa-3238	664	20	education	education	NOUN
epaa-3238	664	21	29	29	NUM
epaa-3238	664	22	chronicle	chronicle	NOUN
epaa-3238	664	23	of	of	ADP
epaa-3238	664	24	higher	high	ADJ
epaa-3238	664	25	education	education	NOUN
epaa-3238	664	26	.	.	PUNCT
epaa-3238	665	1	retrieved	retrieve	VERB
epaa-3238	665	2	from	from	ADP
epaa-3238	665	3	http://chronicle.com/article/associate-degreeis-worth-less/142055/	http://chronicle.com/article/associate-degreeis-worth-less/142055/	PROPN
epaa-3238	665	4	massey	massey	PROPN
epaa-3238	665	5	,	,	PUNCT
epaa-3238	665	6	d.	d.	PROPN
epaa-3238	665	7	s.	s.	PROPN
epaa-3238	665	8	,	,	PUNCT
epaa-3238	665	9	charles	charles	PROPN
epaa-3238	665	10	,	,	PUNCT
epaa-3238	665	11	c.	c.	PROPN
epaa-3238	665	12	z.	z.	PROPN
epaa-3238	665	13	,	,	PUNCT
epaa-3238	665	14	lundy	lundy	PROPN
epaa-3238	665	15	,	,	PUNCT
epaa-3238	665	16	g.	g.	PROPN
epaa-3238	665	17	f.	f.	PROPN
epaa-3238	665	18	&	&	CCONJ
epaa-3238	665	19	fischer	fischer	PROPN
epaa-3238	665	20	,	,	PUNCT
epaa-3238	665	21	m.	m.	NOUN
epaa-3238	665	22	j.	j.	PROPN
epaa-3238	665	23	(	(	PUNCT
epaa-3238	665	24	2002	2002	NUM
epaa-3238	665	25	)	)	PUNCT
epaa-3238	665	26	.	.	PUNCT
epaa-3238	666	1	the	the	DET
epaa-3238	666	2	source	source	NOUN
epaa-3238	666	3	of	of	ADP
epaa-3238	666	4	the	the	DET
epaa-3238	666	5	river	river	NOUN
epaa-3238	666	6	:	:	PUNCT
epaa-3238	666	7	the	the	DET
epaa-3238	666	8	social	social	ADJ
epaa-3238	666	9	origins	origin	NOUN
epaa-3238	666	10	of	of	ADP
epaa-3238	666	11	freshmen	freshman	NOUN
epaa-3238	666	12	at	at	ADP
epaa-3238	666	13	america	america	PROPN
epaa-3238	666	14	's	's	PART
epaa-3238	666	15	selective	selective	ADJ
epaa-3238	666	16	colleges	college	NOUN
epaa-3238	666	17	and	and	CCONJ
epaa-3238	666	18	universities	university	NOUN
epaa-3238	666	19	.	.	PUNCT
epaa-3238	667	1	princeton	princeton	PROPN
epaa-3238	667	2	,	,	PUNCT
epaa-3238	667	3	nj	nj	PROPN
epaa-3238	667	4	:	:	PUNCT
epaa-3238	667	5	princeton	princeton	PROPN
epaa-3238	667	6	university	university	PROPN
epaa-3238	667	7	press	press	NOUN
epaa-3238	667	8	.	.	PUNCT
epaa-3238	668	1	mcdonough	mcdonough	PROPN
epaa-3238	668	2	,	,	PUNCT
epaa-3238	668	3	p.	p.	PROPN
epaa-3238	668	4	,	,	PUNCT
epaa-3238	668	5	lising	lising	NOUN
epaa-3238	668	6	,	,	PUNCT
epaa-3238	668	7	a.	a.	NOUN
epaa-3238	668	8	,	,	PUNCT
epaa-3238	668	9	walpole	walpole	PROPN
epaa-3238	668	10	,	,	PUNCT
epaa-3238	668	11	m.	m.	NOUN
epaa-3238	668	12	,	,	PUNCT
epaa-3238	668	13	&	&	CCONJ
epaa-3238	668	14	perez	perez	PROPN
epaa-3238	668	15	,	,	PUNCT
epaa-3238	668	16	l.	l.	PROPN
epaa-3238	668	17	(	(	PUNCT
epaa-3238	668	18	1998	1998	NUM
epaa-3238	668	19	)	)	PUNCT
epaa-3238	668	20	.	.	PUNCT
epaa-3238	669	1	college	college	NOUN
epaa-3238	669	2	rankings	ranking	NOUN
epaa-3238	669	3	:	:	PUNCT
epaa-3238	669	4	democratized	democratize	VERB
epaa-3238	669	5	college	college	NOUN
epaa-3238	669	6	knowledge	knowledge	NOUN
epaa-3238	669	7	for	for	ADP
epaa-3238	669	8	whom	whom	PRON
epaa-3238	669	9	?	?	PUNCT
epaa-3238	669	10	.	.	PUNCT
epaa-3238	670	1	research	research	NOUN
epaa-3238	670	2	in	in	ADP
epaa-3238	670	3	higher	high	ADJ
epaa-3238	670	4	education	education	NOUN
epaa-3238	670	5	,	,	PUNCT
epaa-3238	670	6	45(5	45(5	NOUN
epaa-3238	670	7	)	)	PUNCT
epaa-3238	670	8	,	,	PUNCT
epaa-3238	670	9	513	513	NUM
epaa-3238	670	10	-	-	SYM
epaa-3238	670	11	537	537	NUM
epaa-3238	670	12	.	.	PUNCT
epaa-3238	671	1	https://doi.org/10.1023/a:1018797521946	https://doi.org/10.1023/a:1018797521946	PROPN
epaa-3238	671	2	melguizo	melguizo	PROPN
epaa-3238	671	3	,	,	PUNCT
epaa-3238	671	4	t.	t.	PROPN
epaa-3238	671	5	(	(	PUNCT
epaa-3238	671	6	2010	2010	NUM
epaa-3238	671	7	)	)	PUNCT
epaa-3238	671	8	.	.	PUNCT
epaa-3238	672	1	are	be	AUX
epaa-3238	672	2	students	student	NOUN
epaa-3238	672	3	of	of	ADP
epaa-3238	672	4	color	color	NOUN
epaa-3238	672	5	more	more	ADV
epaa-3238	672	6	likely	likely	ADJ
epaa-3238	672	7	to	to	PART
epaa-3238	672	8	graduate	graduate	VERB
epaa-3238	672	9	from	from	ADP
epaa-3238	672	10	college	college	NOUN
epaa-3238	672	11	if	if	SCONJ
epaa-3238	672	12	they	they	PRON
epaa-3238	672	13	attend	attend	VERB
epaa-3238	672	14	more	more	ADJ
epaa-3238	672	15	selective	selective	ADJ
epaa-3238	672	16	institutions	institution	NOUN
epaa-3238	672	17	?	?	PUNCT
epaa-3238	673	1	evidence	evidence	NOUN
epaa-3238	673	2	from	from	ADP
epaa-3238	673	3	a	a	DET
epaa-3238	673	4	cohort	cohort	NOUN
epaa-3238	673	5	of	of	ADP
epaa-3238	673	6	recipients	recipient	NOUN
epaa-3238	673	7	and	and	CCONJ
epaa-3238	673	8	non	non	NOUN
epaa-3238	673	9	-	-	NOUN
epaa-3238	673	10	recipients	recipient	NOUN
epaa-3238	673	11	of	of	ADP
epaa-3238	673	12	the	the	DET
epaa-3238	673	13	gates	gate	NOUN
epaa-3238	673	14	millennium	millennium	NOUN
epaa-3238	673	15	scholarship	scholarship	NOUN
epaa-3238	673	16	program	program	NOUN
epaa-3238	673	17	.	.	PUNCT
epaa-3238	674	1	educational	educational	ADJ
epaa-3238	674	2	evaluation	evaluation	NOUN
epaa-3238	674	3	and	and	CCONJ
epaa-3238	674	4	policy	policy	NOUN
epaa-3238	674	5	analysis	analysis	NOUN
epaa-3238	674	6	,	,	PUNCT
epaa-3238	674	7	32(2	32(2	NUM
epaa-3238	674	8	)	)	PUNCT
epaa-3238	674	9	,	,	PUNCT
epaa-3238	674	10	230	230	NUM
epaa-3238	674	11	-	-	SYM
epaa-3238	674	12	248	248	NUM
epaa-3238	674	13	.	.	PUNCT
epaa-3238	675	1	https://doi.org/10.3102/0162373710367681	https://doi.org/10.3102/0162373710367681	PROPN
epaa-3238	675	2	meredith	meredith	PROPN
epaa-3238	675	3	,	,	PUNCT
epaa-3238	675	4	m.	m.	NOUN
epaa-3238	675	5	(	(	PUNCT
epaa-3238	675	6	2004	2004	NUM
epaa-3238	675	7	)	)	PUNCT
epaa-3238	675	8	.	.	PUNCT
epaa-3238	676	1	why	why	SCONJ
epaa-3238	676	2	do	do	AUX
epaa-3238	676	3	universities	university	NOUN
epaa-3238	676	4	compete	compete	VERB
epaa-3238	676	5	in	in	ADP
epaa-3238	676	6	the	the	DET
epaa-3238	676	7	ratings	rating	NOUN
epaa-3238	676	8	game	game	NOUN
epaa-3238	676	9	?	?	PUNCT
epaa-3238	677	1	an	an	DET
epaa-3238	677	2	empirical	empirical	ADJ
epaa-3238	677	3	analysis	analysis	NOUN
epaa-3238	677	4	of	of	ADP
epaa-3238	677	5	the	the	DET
epaa-3238	677	6	effects	effect	NOUN
epaa-3238	677	7	of	of	ADP
epaa-3238	677	8	the	the	DET
epaa-3238	677	9	u.s	u.s	PROPN
epaa-3238	677	10	.	.	PROPN
epaa-3238	677	11	news	news	PROPN
epaa-3238	677	12	and	and	CCONJ
epaa-3238	677	13	world	world	NOUN
epaa-3238	677	14	report	report	NOUN
epaa-3238	677	15	college	college	NOUN
epaa-3238	677	16	rankings	ranking	NOUN
epaa-3238	677	17	.	.	PUNCT
epaa-3238	678	1	research	research	NOUN
epaa-3238	678	2	in	in	ADP
epaa-3238	678	3	higher	high	ADJ
epaa-3238	678	4	education	education	NOUN
epaa-3238	678	5	,	,	PUNCT
epaa-3238	678	6	45(5	45(5	NOUN
epaa-3238	678	7	)	)	PUNCT
epaa-3238	678	8	,	,	PUNCT
epaa-3238	678	9	443	443	NUM
epaa-3238	678	10	-	-	SYM
epaa-3238	678	11	461	461	NUM
epaa-3238	678	12	.	.	PUNCT
epaa-3238	679	1	https://doi.org/10.1023/b:rihe.0000032324.46716.f4	https://doi.org/10.1023/b:rihe.0000032324.46716.f4	PROPN
epaa-3238	679	2	mincer	mincer	PROPN
epaa-3238	679	3	,	,	PUNCT
epaa-3238	679	4	j.	j.	PROPN
epaa-3238	679	5	a.	a.	PROPN
epaa-3238	679	6	(	(	PUNCT
epaa-3238	679	7	1974	1974	NUM
epaa-3238	679	8	)	)	PUNCT
epaa-3238	679	9	.	.	PUNCT
epaa-3238	680	1	schooling	schooling	NOUN
epaa-3238	680	2	,	,	PUNCT
epaa-3238	680	3	experience	experience	NOUN
epaa-3238	680	4	,	,	PUNCT
epaa-3238	680	5	and	and	CCONJ
epaa-3238	680	6	earnings	earning	NOUN
epaa-3238	680	7	.	.	PUNCT
epaa-3238	681	1	new	new	PROPN
epaa-3238	681	2	york	york	PROPN
epaa-3238	681	3	city	city	PROPN
epaa-3238	681	4	:	:	PUNCT
epaa-3238	681	5	columbia	columbia	PROPN
epaa-3238	681	6	university	university	PROPN
epaa-3238	681	7	press	press	NOUN
epaa-3238	681	8	.	.	PUNCT
epaa-3238	682	1	monks	monk	NOUN
epaa-3238	682	2	,	,	PUNCT
epaa-3238	682	3	j.	j.	PROPN
epaa-3238	682	4	(	(	PUNCT
epaa-3238	682	5	2000	2000	NUM
epaa-3238	682	6	)	)	PUNCT
epaa-3238	682	7	.	.	PUNCT
epaa-3238	683	1	the	the	DET
epaa-3238	683	2	returns	return	NOUN
epaa-3238	683	3	to	to	ADP
epaa-3238	683	4	individual	individual	ADJ
epaa-3238	683	5	and	and	CCONJ
epaa-3238	683	6	college	college	NOUN
epaa-3238	683	7	characteristics	characteristic	NOUN
epaa-3238	683	8	evidence	evidence	NOUN
epaa-3238	683	9	from	from	ADP
epaa-3238	683	10	the	the	DET
epaa-3238	683	11	national	national	ADJ
epaa-3238	683	12	longitudinal	longitudinal	ADJ
epaa-3238	683	13	survey	survey	NOUN
epaa-3238	683	14	of	of	ADP
epaa-3238	683	15	youth	youth	NOUN
epaa-3238	683	16	.	.	PUNCT
epaa-3238	684	1	economics	economic	NOUN
epaa-3238	684	2	of	of	ADP
epaa-3238	684	3	education	education	PROPN
epaa-3238	684	4	review	review	NOUN
epaa-3238	684	5	,	,	PUNCT
epaa-3238	684	6	19	19	NUM
epaa-3238	684	7	,	,	PUNCT
epaa-3238	684	8	279	279	NUM
epaa-3238	684	9	-	-	SYM
epaa-3238	684	10	289	289	NUM
epaa-3238	684	11	.	.	PUNCT
epaa-3238	685	1	https://doi.org/10.1016/s0272-7757(99)00023-0	https://doi.org/10.1016/s0272-7757(99)00023-0	ADJ
epaa-3238	685	2	monks	monk	NOUN
epaa-3238	685	3	,	,	PUNCT
epaa-3238	685	4	j.	j.	PROPN
epaa-3238	685	5	,	,	PUNCT
epaa-3238	685	6	&	&	CCONJ
epaa-3238	685	7	ehrenberg	ehrenberg	PROPN
epaa-3238	685	8	,	,	PUNCT
epaa-3238	685	9	r.	r.	PROPN
epaa-3238	685	10	g.	g.	PROPN
epaa-3238	685	11	(	(	PUNCT
epaa-3238	685	12	1999	1999	NUM
epaa-3238	685	13	)	)	PUNCT
epaa-3238	685	14	.	.	PUNCT
epaa-3238	686	1	the	the	DET
epaa-3238	686	2	impact	impact	NOUN
epaa-3238	686	3	of	of	ADP
epaa-3238	686	4	the	the	DET
epaa-3238	686	5	us	us	PROPN
epaa-3238	686	6	news	news	PROPN
epaa-3238	686	7	and	and	CCONJ
epaa-3238	686	8	world	world	NOUN
epaa-3238	686	9	report	report	NOUN
epaa-3238	686	10	college	college	NOUN
epaa-3238	686	11	rankings	ranking	NOUN
epaa-3238	686	12	on	on	ADP
epaa-3238	686	13	admission	admission	NOUN
epaa-3238	686	14	outcomes	outcome	NOUN
epaa-3238	686	15	and	and	CCONJ
epaa-3238	686	16	pricing	pricing	NOUN
epaa-3238	686	17	policies	policy	NOUN
epaa-3238	686	18	at	at	ADP
epaa-3238	686	19	selective	selective	ADJ
epaa-3238	686	20	private	private	ADJ
epaa-3238	686	21	institutions	institution	NOUN
epaa-3238	686	22	.	.	PUNCT
epaa-3238	687	1	nber	nber	PROPN
epaa-3238	687	2	working	working	PROPN
epaa-3238	687	3	paper	paper	PROPN
epaa-3238	687	4	no	no	INTJ
epaa-3238	687	5	.	.	NOUN
epaa-3238	688	1	7227	7227	NUM
epaa-3238	688	2	,	,	PUNCT
epaa-3238	688	3	national	national	ADJ
epaa-3238	688	4	bureau	bureau	NOUN
epaa-3238	688	5	of	of	ADP
epaa-3238	688	6	economic	economic	ADJ
epaa-3238	688	7	research	research	NOUN
epaa-3238	688	8	.	.	PUNCT
epaa-3238	688	9	,	,	PUNCT
epaa-3238	689	1	cambridge	cambridge	PROPN
epaa-3238	689	2	,	,	PUNCT
epaa-3238	689	3	ma	ma	PROPN
epaa-3238	689	4	.	.	PROPN
epaa-3238	689	5	nces	nces	PROPN
epaa-3238	689	6	.	.	PUNCT
epaa-3238	690	1	(	(	PUNCT
epaa-3238	690	2	2010	2010	NUM
epaa-3238	690	3	)	)	PUNCT
epaa-3238	690	4	.	.	PUNCT
epaa-3238	691	1	status	status	NOUN
epaa-3238	691	2	and	and	CCONJ
epaa-3238	691	3	trends	trend	NOUN
epaa-3238	691	4	in	in	ADP
epaa-3238	691	5	the	the	DET
epaa-3238	691	6	education	education	NOUN
epaa-3238	691	7	of	of	ADP
epaa-3238	691	8	racial	racial	ADJ
epaa-3238	691	9	and	and	CCONJ
epaa-3238	691	10	ethnic	ethnic	ADJ
epaa-3238	691	11	minorities	minority	NOUN
epaa-3238	691	12	.	.	PUNCT
epaa-3238	692	1	washington	washington	PROPN
epaa-3238	692	2	,	,	PUNCT
epaa-3238	692	3	dc	dc	PROPN
epaa-3238	692	4	:	:	PUNCT
epaa-3238	692	5	national	national	ADJ
epaa-3238	692	6	center	center	NOUN
epaa-3238	692	7	for	for	ADP
epaa-3238	692	8	education	education	NOUN
epaa-3238	692	9	statistics	statistic	NOUN
epaa-3238	692	10	.	.	PUNCT
epaa-3238	693	1	nces	nces	PROPN
epaa-3238	693	2	.	.	PUNCT
epaa-3238	694	1	(	(	PUNCT
epaa-3238	694	2	2016	2016	NUM
epaa-3238	694	3	)	)	PUNCT
epaa-3238	694	4	.	.	PUNCT
epaa-3238	695	1	characteristics	characteristic	NOUN
epaa-3238	695	2	of	of	ADP
epaa-3238	695	3	postsecondary	postsecondary	ADJ
epaa-3238	695	4	students	student	NOUN
epaa-3238	695	5	.	.	PUNCT
epaa-3238	696	1	washington	washington	PROPN
epaa-3238	696	2	,	,	PUNCT
epaa-3238	696	3	dc	dc	PROPN
epaa-3238	696	4	:	:	PUNCT
epaa-3238	696	5	national	national	ADJ
epaa-3238	696	6	center	center	NOUN
epaa-3238	696	7	for	for	ADP
epaa-3238	696	8	education	education	NOUN
epaa-3238	696	9	statistics	statistic	NOUN
epaa-3238	696	10	.	.	PUNCT
epaa-3238	697	1	noer	noer	NOUN
epaa-3238	697	2	,	,	PUNCT
epaa-3238	697	3	m.	m.	NOUN
epaa-3238	697	4	(	(	PUNCT
epaa-3238	697	5	2012	2012	NUM
epaa-3238	697	6	)	)	PUNCT
epaa-3238	697	7	.	.	PUNCT
epaa-3238	698	1	america	america	PROPN
epaa-3238	698	2	's	's	PART
epaa-3238	698	3	top	top	ADJ
epaa-3238	698	4	colleges	college	NOUN
epaa-3238	698	5	.	.	PUNCT
epaa-3238	699	1	forbes	forbes	PROPN
epaa-3238	699	2	.	.	PROPN
epaa-3238	699	3	retrieved	retrieve	VERB
epaa-3238	699	4	from	from	ADP
epaa-3238	699	5	http://www.forbes.com/sites/michaelnoer/2012/08/01/americas-top-colleges-2/	http://www.forbes.com/sites/michaelnoer/2012/08/01/americas-top-colleges-2/	PROPN
epaa-3238	699	6	o'meara	o'meara	PROPN
epaa-3238	699	7	,	,	PUNCT
epaa-3238	699	8	k.	k.	PROPN
epaa-3238	699	9	(	(	PUNCT
epaa-3238	699	10	2007	2007	NUM
epaa-3238	699	11	)	)	PUNCT
epaa-3238	699	12	.	.	PUNCT
epaa-3238	700	1	striving	strive	VERB
epaa-3238	700	2	for	for	ADP
epaa-3238	700	3	what	what	PRON
epaa-3238	700	4	?	?	PUNCT
epaa-3238	700	5	exploring	explore	VERB
epaa-3238	700	6	the	the	DET
epaa-3238	700	7	pursuit	pursuit	NOUN
epaa-3238	700	8	of	of	ADP
epaa-3238	700	9	prestige	prestige	NOUN
epaa-3238	700	10	.	.	PUNCT
epaa-3238	701	1	in	in	ADP
epaa-3238	701	2	higher	high	ADJ
epaa-3238	701	3	education	education	NOUN
epaa-3238	701	4	:	:	PUNCT
epaa-3238	701	5	handbook	handbook	NOUN
epaa-3238	701	6	of	of	ADP
epaa-3238	701	7	theory	theory	NOUN
epaa-3238	701	8	and	and	CCONJ
epaa-3238	701	9	research	research	NOUN
epaa-3238	701	10	(	(	PUNCT
epaa-3238	701	11	pp	pp	ADJ
epaa-3238	701	12	.	.	PUNCT
epaa-3238	701	13	121	121	NUM
epaa-3238	701	14	-	-	SYM
epaa-3238	701	15	179	179	NUM
epaa-3238	701	16	)	)	PUNCT
epaa-3238	701	17	.	.	PUNCT
epaa-3238	702	1	springer	springer	PROPN
epaa-3238	702	2	netherlands	netherlands	PROPN
epaa-3238	702	3	.	.	PUNCT
epaa-3238	703	1	https://doi.org/10.1007/978-1-4020-5666-6_3	https://doi.org/10.1007/978-1-4020-5666-6_3	NOUN
epaa-3238	703	2	oreopoulos	oreopoulo	NOUN
epaa-3238	703	3	,	,	PUNCT
epaa-3238	703	4	p.	p.	NOUN
epaa-3238	703	5	,	,	PUNCT
epaa-3238	703	6	&	&	CCONJ
epaa-3238	703	7	petronijevic	petronijevic	PROPN
epaa-3238	703	8	,	,	PUNCT
epaa-3238	703	9	u.	u.	PROPN
epaa-3238	703	10	(	(	PUNCT
epaa-3238	703	11	2013	2013	NUM
epaa-3238	703	12	)	)	PUNCT
epaa-3238	703	13	.	.	PUNCT
epaa-3238	704	1	making	make	VERB
epaa-3238	704	2	college	college	NOUN
epaa-3238	704	3	worth	worth	ADJ
epaa-3238	704	4	it	it	PRON
epaa-3238	704	5	:	:	PUNCT
epaa-3238	704	6	a	a	DET
epaa-3238	704	7	review	review	NOUN
epaa-3238	704	8	of	of	ADP
epaa-3238	704	9	the	the	DET
epaa-3238	704	10	returns	return	NOUN
epaa-3238	704	11	to	to	ADP
epaa-3238	704	12	higher	high	ADJ
epaa-3238	704	13	education	education	NOUN
epaa-3238	704	14	.	.	PUNCT
epaa-3238	705	1	the	the	DET
epaa-3238	705	2	future	future	NOUN
epaa-3238	705	3	of	of	ADP
epaa-3238	705	4	children	child	NOUN
epaa-3238	705	5	,	,	PUNCT
epaa-3238	705	6	23(1	23(1	NUM
epaa-3238	705	7	)	)	PUNCT
epaa-3238	705	8	,	,	PUNCT
epaa-3238	705	9	41	41	NUM
epaa-3238	705	10	-	-	SYM
epaa-3238	705	11	65	65	NUM
epaa-3238	705	12	.	.	PUNCT
epaa-3238	706	1	https://doi.org/10.1353/foc.2013.0001	https://doi.org/10.1353/foc.2013.0001	PROPN
epaa-3238	706	2	o'shaughnessy	o'shaughnessy	PROPN
epaa-3238	706	3	,	,	PUNCT
epaa-3238	706	4	l.	l.	PROPN
epaa-3238	706	5	(	(	PUNCT
epaa-3238	706	6	2013	2013	NUM
epaa-3238	706	7	)	)	PUNCT
epaa-3238	706	8	.	.	PUNCT
epaa-3238	707	1	25	25	NUM
epaa-3238	707	2	universities	university	NOUN
epaa-3238	707	3	with	with	ADP
epaa-3238	707	4	the	the	DET
epaa-3238	707	5	best	good	ADJ
epaa-3238	707	6	return	return	NOUN
epaa-3238	707	7	on	on	ADP
epaa-3238	707	8	investment	investment	NOUN
epaa-3238	707	9	.	.	PUNCT
epaa-3238	708	1	cbs	cbs	PROPN
epaa-3238	708	2	money	money	PROPN
epaa-3238	708	3	watch	watch	PROPN
epaa-3238	708	4	.	.	PUNCT
epaa-3238	709	1	http://www.cbsnews.com/8301-505145_162-57582235/25-universities-with-the-bestreturn-on-investment/	http://www.cbsnews.com/8301-505145_162-57582235/25-universities-with-the-bestreturn-on-investment/	PROPN
epaa-3238	709	2	oseguera	oseguera	NOUN
epaa-3238	709	3	,	,	PUNCT
epaa-3238	709	4	l.	l.	PROPN
epaa-3238	709	5	(	(	PUNCT
epaa-3238	709	6	2005	2005	NUM
epaa-3238	709	7	)	)	PUNCT
epaa-3238	709	8	.	.	PUNCT
epaa-3238	710	1	four	four	NUM
epaa-3238	710	2	and	and	CCONJ
epaa-3238	710	3	six	six	NUM
epaa-3238	710	4	-	-	PUNCT
epaa-3238	710	5	year	year	NOUN
epaa-3238	710	6	baccalaureate	baccalaureate	NOUN
epaa-3238	710	7	degree	degree	NOUN
epaa-3238	710	8	completion	completion	NOUN
epaa-3238	710	9	by	by	ADP
epaa-3238	710	10	institutional	institutional	ADJ
epaa-3238	710	11	characteristics	characteristic	NOUN
epaa-3238	710	12	and	and	CCONJ
epaa-3238	710	13	racial	racial	ADJ
epaa-3238	710	14	/	/	SYM
epaa-3238	710	15	ethnic	ethnic	ADJ
epaa-3238	710	16	groups	group	NOUN
epaa-3238	710	17	.	.	PUNCT
epaa-3238	711	1	journal	journal	PROPN
epaa-3238	711	2	of	of	ADP
epaa-3238	711	3	college	college	NOUN
epaa-3238	711	4	student	student	NOUN
epaa-3238	711	5	retention	retention	NOUN
epaa-3238	711	6	:	:	PUNCT
epaa-3238	712	1	research	research	NOUN
epaa-3238	712	2	,	,	PUNCT
epaa-3238	712	3	theory	theory	NOUN
epaa-3238	712	4	and	and	CCONJ
epaa-3238	712	5	practice	practice	NOUN
epaa-3238	712	6	,	,	PUNCT
epaa-3238	712	7	7(1	7(1	NUM
epaa-3238	712	8	)	)	PUNCT
epaa-3238	712	9	,	,	PUNCT
epaa-3238	712	10	19	19	NUM
epaa-3238	712	11	-	-	SYM
epaa-3238	712	12	59	59	NUM
epaa-3238	712	13	.	.	PUNCT
epaa-3238	713	1	https://doi.org/10.2190/e1tu-aw8j-5fya-glpw	https://doi.org/10.2190/e1tu-aw8j-5fya-glpw	NOUN
epaa-3238	713	2	oseguera	oseguera	PROPN
epaa-3238	713	3	,	,	PUNCT
epaa-3238	713	4	l.	l.	PROPN
epaa-3238	713	5	,	,	PUNCT
epaa-3238	713	6	&	&	CCONJ
epaa-3238	713	7	rhee	rhee	PROPN
epaa-3238	713	8	,	,	PUNCT
epaa-3238	713	9	b.	b.	PROPN
epaa-3238	713	10	s.	s.	PROPN
epaa-3238	713	11	(	(	PUNCT
epaa-3238	713	12	2009	2009	NUM
epaa-3238	713	13	)	)	PUNCT
epaa-3238	713	14	.	.	PUNCT
epaa-3238	714	1	the	the	DET
epaa-3238	714	2	influence	influence	NOUN
epaa-3238	714	3	of	of	ADP
epaa-3238	714	4	institutional	institutional	ADJ
epaa-3238	714	5	retention	retention	NOUN
epaa-3238	714	6	climates	climate	NOUN
epaa-3238	714	7	on	on	ADP
epaa-3238	714	8	student	student	NOUN
epaa-3238	714	9	persistence	persistence	NOUN
epaa-3238	714	10	to	to	PART
epaa-3238	714	11	degree	degree	VERB
epaa-3238	714	12	completion	completion	NOUN
epaa-3238	714	13	:	:	PUNCT
epaa-3238	714	14	a	a	DET
epaa-3238	714	15	multilevel	multilevel	ADJ
epaa-3238	714	16	approach	approach	NOUN
epaa-3238	714	17	.	.	PUNCT
epaa-3238	715	1	research	research	NOUN
epaa-3238	715	2	in	in	ADP
epaa-3238	715	3	higher	high	ADJ
epaa-3238	715	4	education	education	NOUN
epaa-3238	715	5	,	,	PUNCT
epaa-3238	715	6	50(6	50(6	NUM
epaa-3238	715	7	)	)	PUNCT
epaa-3238	715	8	,	,	PUNCT
epaa-3238	715	9	546	546	NUM
epaa-3238	715	10	-	-	SYM
epaa-3238	715	11	569	569	NUM
epaa-3238	715	12	.	.	PUNCT
epaa-3238	716	1	https://doi.org/10.1007/s11162-009-9134-y	https://doi.org/10.1007/s11162-009-9134-y	PROPN
epaa-3238	716	2	paglin	paglin	PROPN
epaa-3238	716	3	,	,	PUNCT
epaa-3238	716	4	m.	m.	NOUN
epaa-3238	716	5	,	,	PUNCT
epaa-3238	716	6	&	&	CCONJ
epaa-3238	716	7	rufolo	rufolo	PROPN
epaa-3238	716	8	,	,	PUNCT
epaa-3238	716	9	a.	a.	NOUN
epaa-3238	716	10	m.	m.	NOUN
epaa-3238	716	11	(	(	PUNCT
epaa-3238	716	12	1990	1990	NUM
epaa-3238	716	13	)	)	PUNCT
epaa-3238	716	14	.	.	PUNCT
epaa-3238	717	1	heterogeneous	heterogeneous	ADJ
epaa-3238	717	2	human	human	ADJ
epaa-3238	717	3	capital	capital	NOUN
epaa-3238	717	4	,	,	PUNCT
epaa-3238	717	5	occupational	occupational	ADJ
epaa-3238	717	6	choice	choice	NOUN
epaa-3238	717	7	,	,	PUNCT
epaa-3238	717	8	and	and	CCONJ
epaa-3238	717	9	male	male	ADJ
epaa-3238	717	10	female	female	ADJ
epaa-3238	717	11	earning	earning	NOUN
epaa-3238	717	12	differances	differance	NOUN
epaa-3238	717	13	.	.	PUNCT
epaa-3238	718	1	journal	journal	PROPN
epaa-3238	718	2	of	of	ADP
epaa-3238	718	3	labor	labor	NOUN
epaa-3238	718	4	economics	economic	NOUN
epaa-3238	718	5	,	,	PUNCT
epaa-3238	718	6	18(1	18(1	NUM
epaa-3238	718	7	)	)	PUNCT
epaa-3238	718	8	,	,	PUNCT
epaa-3238	718	9	123	123	NUM
epaa-3238	718	10	-	-	SYM
epaa-3238	718	11	144	144	NUM
epaa-3238	718	12	.	.	PUNCT
epaa-3238	719	1	https://doi.org/10.1086/298239	https://doi.org/10.1086/298239	NUM
epaa-3238	719	2	pascarella	pascarella	VERB
epaa-3238	719	3	,	,	PUNCT
epaa-3238	719	4	e.	e.	PROPN
epaa-3238	719	5	t.	t.	PROPN
epaa-3238	719	6	,	,	PUNCT
epaa-3238	719	7	&	&	CCONJ
epaa-3238	719	8	terenzini	terenzini	PROPN
epaa-3238	719	9	,	,	PUNCT
epaa-3238	719	10	p.	p.	NOUN
epaa-3238	719	11	t.	t.	PROPN
epaa-3238	719	12	(	(	PUNCT
epaa-3238	719	13	2005	2005	NUM
epaa-3238	719	14	)	)	PUNCT
epaa-3238	719	15	.	.	PUNCT
epaa-3238	720	1	how	how	SCONJ
epaa-3238	720	2	college	college	NOUN
epaa-3238	720	3	affects	affect	VERB
epaa-3238	720	4	students	student	NOUN
epaa-3238	720	5	:	:	PUNCT
epaa-3238	720	6	a	a	DET
epaa-3238	720	7	third	third	ADJ
epaa-3238	720	8	decade	decade	NOUN
epaa-3238	720	9	of	of	ADP
epaa-3238	720	10	research	research	NOUN
epaa-3238	720	11	.	.	PUNCT
epaa-3238	721	1	the	the	DET
epaa-3238	721	2	jossey	jossey	NOUN
epaa-3238	721	3	-	-	PUNCT
epaa-3238	721	4	bass	bass	NOUN
epaa-3238	721	5	higher	high	ADJ
epaa-3238	721	6	and	and	CCONJ
epaa-3238	721	7	adult	adult	NOUN
epaa-3238	721	8	education	education	NOUN
epaa-3238	721	9	series	series	NOUN
epaa-3238	721	10	.	.	PUNCT
epaa-3238	722	1	san	san	PROPN
epaa-3238	722	2	francisco	francisco	PROPN
epaa-3238	722	3	:	:	PUNCT
epaa-3238	722	4	jossey	jossey	NOUN
epaa-3238	722	5	-	-	PUNCT
epaa-3238	722	6	bass	bass	NOUN
epaa-3238	722	7	.	.	PUNCT
epaa-3238	723	1	http://chronicle.com/article/associate-degree-is-worth-less/142055/	http://chronicle.com/article/associate-degree-is-worth-less/142055/	ADJ
epaa-3238	723	2	http://chronicle.com/article/associate-degree-is-worth-less/142055/	http://chronicle.com/article/associate-degree-is-worth-less/142055/	PROPN
epaa-3238	723	3	https://doi.org/10.1023/a:1018797521946	https://doi.org/10.1023/a:1018797521946	PROPN
epaa-3238	723	4	https://doi.org/10.3102/0162373710367681	https://doi.org/10.3102/0162373710367681	X
epaa-3238	723	5	https://doi.org/10.1023/b:rihe.0000032324.46716.f4	https://doi.org/10.1023/b:rihe.0000032324.46716.f4	VERB
epaa-3238	723	6	https://doi.org/10.1016/s0272-7757%2899%2900023-0	https://doi.org/10.1016/s0272-7757%2899%2900023-0	PROPN
epaa-3238	723	7	https://doi.org/10.1007/978-1-4020-5666-6_3	https://doi.org/10.1007/978-1-4020-5666-6_3	PROPN
epaa-3238	723	8	https://doi.org/10.1353/foc.2013.0001	https://doi.org/10.1353/foc.2013.0001	NOUN
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epaa-3238	724	1	https://doi.org/10.1007/s11162-009-9134-y	https://doi.org/10.1007/s11162-009-9134-y	PROPN
epaa-3238	724	2	https://doi.org/10.1086/298239	https://doi.org/10.1086/298239	PROPN
epaa-3238	724	3	education	education	NOUN
epaa-3238	724	4	policy	policy	NOUN
epaa-3238	724	5	analysis	analysis	NOUN
epaa-3238	724	6	archives	archive	NOUN
epaa-3238	724	7	vol	vol	NOUN
epaa-3238	724	8	.	.	PUNCT
epaa-3238	725	1	25	25	NUM
epaa-3238	725	2	no	no	NOUN
epaa-3238	725	3	.	.	PUNCT
epaa-3238	726	1	110	110	NUM
epaa-3238	726	2	30	30	NUM
epaa-3238	726	3	payscale	payscale	NOUN
epaa-3238	726	4	.	.	PUNCT
epaa-3238	727	1	(	(	PUNCT
epaa-3238	727	2	2012	2012	NUM
epaa-3238	727	3	,	,	PUNCT
epaa-3238	727	4	april	april	PROPN
epaa-3238	727	5	07	07	NUM
epaa-3238	727	6	)	)	PUNCT
epaa-3238	727	7	.	.	PUNCT
epaa-3238	728	1	payscale	payscale	PROPN
epaa-3238	728	2	2011	2011	NUM
epaa-3238	728	3	return	return	NOUN
epaa-3238	728	4	on	on	ADP
epaa-3238	728	5	investment	investment	NOUN
epaa-3238	728	6	data	datum	NOUN
epaa-3238	728	7	package	package	NOUN
epaa-3238	728	8	.	.	PUNCT
epaa-3238	729	1	retrieved	retrieve	VERB
epaa-3238	729	2	from	from	ADP
epaa-3238	729	3	http://www.payscale.com/education/compare-college-costs-and-roi-2011	http://www.payscale.com/education/compare-college-costs-and-roi-2011	PROPN
epaa-3238	729	4	.	.	PUNCT
epaa-3238	729	5	perna	perna	PROPN
epaa-3238	729	6	,	,	PUNCT
epaa-3238	729	7	l.	l.	PROPN
epaa-3238	729	8	w.	w.	PROPN
epaa-3238	729	9	(	(	PUNCT
epaa-3238	729	10	2006	2006	NUM
epaa-3238	729	11	)	)	PUNCT
epaa-3238	729	12	.	.	PUNCT
epaa-3238	730	1	understanding	understand	VERB
epaa-3238	730	2	the	the	DET
epaa-3238	730	3	relationship	relationship	NOUN
epaa-3238	730	4	between	between	ADP
epaa-3238	730	5	information	information	NOUN
epaa-3238	730	6	about	about	ADP
epaa-3238	730	7	college	college	NOUN
epaa-3238	730	8	prices	price	NOUN
epaa-3238	730	9	and	and	CCONJ
epaa-3238	730	10	financial	financial	ADJ
epaa-3238	730	11	aid	aid	NOUN
epaa-3238	730	12	and	and	CCONJ
epaa-3238	730	13	students	student	NOUN
epaa-3238	730	14	'	'	PART
epaa-3238	730	15	college	college	NOUN
epaa-3238	730	16	-	-	PUNCT
epaa-3238	730	17	related	relate	VERB
epaa-3238	730	18	behaviors	behavior	NOUN
epaa-3238	730	19	.	.	PUNCT
epaa-3238	731	1	american	american	ADJ
epaa-3238	731	2	behavioral	behavioral	ADJ
epaa-3238	731	3	scientist	scientist	NOUN
epaa-3238	731	4	,	,	PUNCT
epaa-3238	731	5	49(12	49(12	NUM
epaa-3238	731	6	)	)	PUNCT
epaa-3238	731	7	,	,	PUNCT
epaa-3238	731	8	16201635	16201635	NUM
epaa-3238	731	9	.	.	PUNCT
epaa-3238	732	1	https://doi.org/10.1177/0002764206289144	https://doi.org/10.1177/0002764206289144	PROPN
epaa-3238	732	2	perry	perry	PROPN
epaa-3238	732	3	,	,	PUNCT
epaa-3238	732	4	k.	k.	PROPN
epaa-3238	732	5	k.	k.	PROPN
epaa-3238	732	6	(	(	PUNCT
epaa-3238	732	7	2001	2001	NUM
epaa-3238	732	8	)	)	PUNCT
epaa-3238	732	9	.	.	PUNCT
epaa-3238	733	1	where	where	SCONJ
epaa-3238	733	2	college	college	NOUN
epaa-3238	733	3	students	student	NOUN
epaa-3238	733	4	live	live	VERB
epaa-3238	733	5	after	after	SCONJ
epaa-3238	733	6	they	they	PRON
epaa-3238	733	7	graduate	graduate	VERB
epaa-3238	733	8	.	.	PUNCT
epaa-3238	734	1	washington	washington	PROPN
epaa-3238	734	2	,	,	PUNCT
epaa-3238	734	3	d.c	d.c	PROPN
epaa-3238	734	4	.	.	PUNCT
epaa-3238	734	5	:	:	PUNCT
epaa-3238	735	1	u.s	u.s	PROPN
epaa-3238	735	2	.	.	PROPN
epaa-3238	735	3	department	department	PROPN
epaa-3238	735	4	of	of	ADP
epaa-3238	735	5	education	education	NOUN
epaa-3238	735	6	.	.	PUNCT
epaa-3238	736	1	pike	pike	NOUN
epaa-3238	736	2	,	,	PUNCT
epaa-3238	736	3	g.	g.	PROPN
epaa-3238	736	4	(	(	PUNCT
epaa-3238	736	5	2004	2004	NUM
epaa-3238	736	6	)	)	PUNCT
epaa-3238	736	7	.	.	PUNCT
epaa-3238	737	1	measuring	measure	VERB
epaa-3238	737	2	quality	quality	NOUN
epaa-3238	737	3	:	:	PUNCT
epaa-3238	737	4	a	a	DET
epaa-3238	737	5	comparison	comparison	NOUN
epaa-3238	737	6	of	of	ADP
epaa-3238	737	7	u.s	u.s	PROPN
epaa-3238	737	8	.	.	PROPN
epaa-3238	737	9	news	news	NOUN
epaa-3238	737	10	rankings	ranking	NOUN
epaa-3238	737	11	and	and	CCONJ
epaa-3238	737	12	nsse	nsse	NOUN
epaa-3238	737	13	benchmarks	benchmark	NOUN
epaa-3238	737	14	.	.	PUNCT
epaa-3238	738	1	research	research	NOUN
epaa-3238	738	2	in	in	ADP
epaa-3238	738	3	higher	high	ADJ
epaa-3238	738	4	education	education	NOUN
epaa-3238	738	5	,	,	PUNCT
epaa-3238	738	6	45(2	45(2	NOUN
epaa-3238	738	7	)	)	PUNCT
epaa-3238	738	8	,	,	PUNCT
epaa-3238	738	9	193	193	NUM
epaa-3238	738	10	-	-	SYM
epaa-3238	738	11	208	208	NUM
epaa-3238	738	12	.	.	PUNCT
epaa-3238	739	1	https://doi.org/10.1023/b:rihe.0000015695.84207.44	https://doi.org/10.1023/b:rihe.0000015695.84207.44	VERB
epaa-3238	739	2	restuccia	restuccia	PROPN
epaa-3238	739	3	,	,	PUNCT
epaa-3238	739	4	d.	d.	PROPN
epaa-3238	739	5	,	,	PUNCT
epaa-3238	739	6	&	&	CCONJ
epaa-3238	739	7	urrutia	urrutia	PROPN
epaa-3238	739	8	,	,	PUNCT
epaa-3238	739	9	c.	c.	PROPN
epaa-3238	739	10	(	(	PUNCT
epaa-3238	739	11	2004	2004	NUM
epaa-3238	739	12	)	)	PUNCT
epaa-3238	739	13	.	.	PUNCT
epaa-3238	740	1	intergenerational	intergenerational	ADJ
epaa-3238	740	2	persistence	persistence	NOUN
epaa-3238	740	3	of	of	ADP
epaa-3238	740	4	earnings	earning	NOUN
epaa-3238	740	5	:	:	PUNCT
epaa-3238	740	6	the	the	DET
epaa-3238	740	7	role	role	NOUN
epaa-3238	740	8	of	of	ADP
epaa-3238	740	9	early	early	ADJ
epaa-3238	740	10	and	and	CCONJ
epaa-3238	740	11	college	college	NOUN
epaa-3238	740	12	education	education	NOUN
epaa-3238	740	13	.	.	PUNCT
epaa-3238	741	1	the	the	DET
epaa-3238	741	2	american	american	PROPN
epaa-3238	741	3	economic	economic	PROPN
epaa-3238	741	4	review	review	PROPN
epaa-3238	741	5	,	,	PUNCT
epaa-3238	741	6	94(5	94(5	NOUN
epaa-3238	741	7	)	)	PUNCT
epaa-3238	741	8	,	,	PUNCT
epaa-3238	741	9	1354	1354	NUM
epaa-3238	741	10	-	-	SYM
epaa-3238	741	11	1378	1378	NUM
epaa-3238	741	12	.	.	PUNCT
epaa-3238	742	1	https://doi.org/10.1257/0002828043052213	https://doi.org/10.1257/0002828043052213	PROPN
epaa-3238	742	2	robinson	robinson	PROPN
epaa-3238	742	3	,	,	PUNCT
epaa-3238	742	4	w.	w.	PROPN
epaa-3238	742	5	s.	s.	PROPN
epaa-3238	742	6	(	(	PUNCT
epaa-3238	742	7	1950	1950	NUM
epaa-3238	742	8	)	)	PUNCT
epaa-3238	742	9	.	.	PUNCT
epaa-3238	743	1	ecological	ecological	ADJ
epaa-3238	743	2	correlations	correlation	NOUN
epaa-3238	743	3	and	and	CCONJ
epaa-3238	743	4	the	the	DET
epaa-3238	743	5	behavior	behavior	NOUN
epaa-3238	743	6	of	of	ADP
epaa-3238	743	7	individuals	individual	NOUN
epaa-3238	743	8	.	.	PUNCT
epaa-3238	744	1	american	american	ADJ
epaa-3238	744	2	sociological	sociological	PROPN
epaa-3238	744	3	review	review	PROPN
epaa-3238	744	4	,	,	PUNCT
epaa-3238	744	5	15(3	15(3	NUM
epaa-3238	744	6	)	)	PUNCT
epaa-3238	744	7	,	,	PUNCT
epaa-3238	744	8	351–357	351–357	NUM
epaa-3238	744	9	.	.	PUNCT
epaa-3238	745	1	https://doi.org/10.2307/2087176	https://doi.org/10.2307/2087176	X
epaa-3238	745	2	roderick	roderick	PROPN
epaa-3238	745	3	,	,	PUNCT
epaa-3238	745	4	m.	m.	NOUN
epaa-3238	745	5	,	,	PUNCT
epaa-3238	745	6	nagaoka	nagaoka	PROPN
epaa-3238	745	7	,	,	PUNCT
epaa-3238	745	8	v.	v.	PROPN
epaa-3238	745	9	c.	c.	PROPN
epaa-3238	745	10	,	,	PUNCT
epaa-3238	745	11	&	&	CCONJ
epaa-3238	745	12	moeller	moeller	PROPN
epaa-3238	745	13	,	,	PUNCT
epaa-3238	745	14	e.	e.	PROPN
epaa-3238	745	15	(	(	PUNCT
epaa-3238	745	16	2009	2009	NUM
epaa-3238	745	17	)	)	PUNCT
epaa-3238	745	18	.	.	PUNCT
epaa-3238	746	1	from	from	ADP
epaa-3238	746	2	high	high	ADJ
epaa-3238	746	3	school	school	NOUN
epaa-3238	746	4	to	to	ADP
epaa-3238	746	5	the	the	DET
epaa-3238	746	6	future	future	NOUN
epaa-3238	746	7	:	:	PUNCT
epaa-3238	746	8	making	make	VERB
epaa-3238	746	9	hard	hard	ADJ
epaa-3238	746	10	work	work	NOUN
epaa-3238	746	11	pay	pay	VERB
epaa-3238	746	12	off	off	ADP
epaa-3238	746	13	.	.	PUNCT
epaa-3238	747	1	chicago	chicago	PROPN
epaa-3238	747	2	,	,	PUNCT
epaa-3238	747	3	il	il	PROPN
epaa-3238	747	4	:	:	PUNCT
epaa-3238	747	5	consortium	consortium	NOUN
epaa-3238	747	6	on	on	ADP
epaa-3238	747	7	chicago	chicago	PROPN
epaa-3238	747	8	school	school	NOUN
epaa-3238	747	9	research	research	NOUN
epaa-3238	747	10	.	.	PUNCT
epaa-3238	748	1	rowell	rowell	PROPN
epaa-3238	748	2	,	,	PUNCT
epaa-3238	748	3	j.	j.	PROPN
epaa-3238	748	4	,	,	PUNCT
epaa-3238	748	5	&	&	CCONJ
epaa-3238	748	6	kulkarni	kulkarni	PROPN
epaa-3238	748	7	,	,	PUNCT
epaa-3238	748	8	s.	s.	PROPN
epaa-3238	748	9	(	(	PUNCT
epaa-3238	748	10	2015	2015	NUM
epaa-3238	748	11	)	)	PUNCT
epaa-3238	748	12	.	.	PUNCT
epaa-3238	749	1	beyond	beyond	ADP
epaa-3238	749	2	college	college	NOUN
epaa-3238	749	3	rankings	ranking	NOUN
epaa-3238	749	4	:	:	PUNCT
epaa-3238	749	5	a	a	DET
epaa-3238	749	6	value	value	NOUN
epaa-3238	749	7	-	-	PUNCT
epaa-3238	749	8	added	add	VERB
epaa-3238	749	9	approach	approach	NOUN
epaa-3238	749	10	to	to	ADP
epaa-3238	749	11	assessing	assess	VERB
epaa-3238	749	12	two	two	NUM
epaa-3238	749	13	-	-	PUNCT
epaa-3238	749	14	and	and	CCONJ
epaa-3238	749	15	four	four	NUM
epaa-3238	749	16	-	-	PUNCT
epaa-3238	749	17	year	year	NOUN
epaa-3238	749	18	schools	school	NOUN
epaa-3238	749	19	.	.	PUNCT
epaa-3238	750	1	metropolitan	metropolitan	ADJ
epaa-3238	750	2	policy	policy	NOUN
epaa-3238	750	3	program	program	NOUN
epaa-3238	750	4	.	.	PUNCT
epaa-3238	751	1	brookings	brookings	PROPN
epaa-3238	751	2	institute	institute	PROPN
epaa-3238	751	3	.	.	PUNCT
epaa-3238	752	1	sanders	sanders	PROPN
epaa-3238	752	2	,	,	PUNCT
epaa-3238	752	3	c.	c.	PROPN
epaa-3238	752	4	,	,	PUNCT
epaa-3238	752	5	&	&	CCONJ
epaa-3238	752	6	taber	taber	PROPN
epaa-3238	752	7	,	,	PUNCT
epaa-3238	752	8	c.	c.	PROPN
epaa-3238	752	9	(	(	PUNCT
epaa-3238	752	10	2012	2012	NUM
epaa-3238	752	11	)	)	PUNCT
epaa-3238	752	12	.	.	PUNCT
epaa-3238	753	1	life	life	NOUN
epaa-3238	753	2	-	-	PUNCT
epaa-3238	753	3	cycle	cycle	NOUN
epaa-3238	753	4	wage	wage	NOUN
epaa-3238	753	5	growth	growth	NOUN
epaa-3238	753	6	and	and	CCONJ
epaa-3238	753	7	heterogeneous	heterogeneous	ADJ
epaa-3238	753	8	human	human	ADJ
epaa-3238	753	9	capital	capital	NOUN
epaa-3238	753	10	.	.	PUNCT
epaa-3238	754	1	annual	annual	ADJ
epaa-3238	754	2	review	review	NOUN
epaa-3238	754	3	of	of	ADP
epaa-3238	754	4	economics	economic	NOUN
epaa-3238	754	5	,	,	PUNCT
epaa-3238	754	6	4(1	4(1	NOUN
epaa-3238	754	7	)	)	PUNCT
epaa-3238	754	8	,	,	PUNCT
epaa-3238	754	9	399	399	NUM
epaa-3238	754	10	-	-	SYM
epaa-3238	754	11	425	425	NUM
epaa-3238	754	12	.	.	PUNCT
epaa-3238	755	1	https://doi.org/10.1146/annurev-economics-080511111011	https://doi.org/10.1146/annurev-economics-080511111011	PROPN
epaa-3238	755	2	schneider	schneider	NOUN
epaa-3238	755	3	,	,	PUNCT
epaa-3238	755	4	m.	m.	NOUN
epaa-3238	755	5	(	(	PUNCT
epaa-3238	755	6	2010	2010	NUM
epaa-3238	755	7	,	,	PUNCT
epaa-3238	755	8	october	october	PROPN
epaa-3238	755	9	)	)	PUNCT
epaa-3238	755	10	.	.	PUNCT
epaa-3238	756	1	is	be	AUX
epaa-3238	756	2	college	college	NOUN
epaa-3238	756	3	worth	worth	ADJ
epaa-3238	756	4	the	the	DET
epaa-3238	756	5	investment	investment	NOUN
epaa-3238	756	6	?	?	PUNCT
epaa-3238	757	1	american	american	ADJ
epaa-3238	757	2	enterprise	enterprise	PROPN
epaa-3238	757	3	institute	institute	PROPN
epaa-3238	757	4	for	for	ADP
epaa-3238	757	5	public	public	ADJ
epaa-3238	757	6	policy	policy	NOUN
epaa-3238	757	7	research	research	NOUN
epaa-3238	757	8	,	,	PUNCT
epaa-3238	757	9	9	9	NUM
epaa-3238	757	10	.	.	X
epaa-3238	757	11	scott	scott	PROPN
epaa-3238	757	12	,	,	PUNCT
epaa-3238	757	13	m.	m.	NOUN
epaa-3238	757	14	,	,	PUNCT
epaa-3238	757	15	bailey	bailey	NOUN
epaa-3238	757	16	,	,	PUNCT
epaa-3238	757	17	t.	t.	PROPN
epaa-3238	757	18	,	,	PUNCT
epaa-3238	757	19	&	&	CCONJ
epaa-3238	757	20	kienzl	kienzl	PROPN
epaa-3238	757	21	,	,	PUNCT
epaa-3238	757	22	g.	g.	PROPN
epaa-3238	757	23	(	(	PUNCT
epaa-3238	757	24	2006	2006	NUM
epaa-3238	757	25	)	)	PUNCT
epaa-3238	757	26	.	.	PUNCT
epaa-3238	758	1	relative	relative	ADJ
epaa-3238	758	2	success	success	NOUN
epaa-3238	758	3	?	?	PUNCT
epaa-3238	759	1	determinants	determinant	NOUN
epaa-3238	759	2	of	of	ADP
epaa-3238	759	3	college	college	NOUN
epaa-3238	759	4	graduation	graduation	NOUN
epaa-3238	759	5	rates	rate	NOUN
epaa-3238	759	6	in	in	ADP
epaa-3238	759	7	public	public	ADJ
epaa-3238	759	8	and	and	CCONJ
epaa-3238	759	9	private	private	ADJ
epaa-3238	759	10	colleges	college	NOUN
epaa-3238	759	11	in	in	ADP
epaa-3238	759	12	the	the	DET
epaa-3238	759	13	us	us	PROPN
epaa-3238	759	14	.	.	PUNCT
epaa-3238	760	1	research	research	NOUN
epaa-3238	760	2	in	in	ADP
epaa-3238	760	3	higher	high	ADJ
epaa-3238	760	4	education	education	NOUN
epaa-3238	760	5	,	,	PUNCT
epaa-3238	760	6	47(3	47(3	NOUN
epaa-3238	760	7	)	)	PUNCT
epaa-3238	760	8	,	,	PUNCT
epaa-3238	760	9	249	249	NUM
epaa-3238	760	10	-	-	SYM
epaa-3238	760	11	279	279	NUM
epaa-3238	760	12	.	.	PUNCT
epaa-3238	761	1	https://doi.org/10.1007/s11162-005-9388-y	https://doi.org/10.1007/s11162-005-9388-y	PROPN
epaa-3238	761	2	selvin	selvin	PROPN
epaa-3238	761	3	,	,	PUNCT
epaa-3238	761	4	h.	h.	PROPN
epaa-3238	761	5	c.	c.	PROPN
epaa-3238	761	6	(	(	PUNCT
epaa-3238	761	7	1958	1958	NUM
epaa-3238	761	8	)	)	PUNCT
epaa-3238	761	9	.	.	PUNCT
epaa-3238	762	1	durkheim	durkheim	PROPN
epaa-3238	762	2	's	's	PART
epaa-3238	762	3	suicide	suicide	NOUN
epaa-3238	762	4	and	and	CCONJ
epaa-3238	762	5	problems	problem	NOUN
epaa-3238	762	6	of	of	ADP
epaa-3238	762	7	empirical	empirical	ADJ
epaa-3238	762	8	research	research	NOUN
epaa-3238	762	9	.	.	PUNCT
epaa-3238	763	1	american	american	ADJ
epaa-3238	763	2	journal	journal	PROPN
epaa-3238	763	3	of	of	ADP
epaa-3238	763	4	sociology	sociology	NOUN
epaa-3238	763	5	.	.	PUNCT
epaa-3238	764	1	63(6	63(6	PROPN
epaa-3238	764	2	)	)	PUNCT
epaa-3238	764	3	,	,	PUNCT
epaa-3238	765	1	607–619	607–619	NUM
epaa-3238	765	2	.	.	PUNCT
epaa-3238	765	3	https://doi.org/10.1086/222356	https://doi.org/10.1086/222356	VERB
epaa-3238	765	4	sharkey	sharkey	PROPN
epaa-3238	765	5	,	,	PUNCT
epaa-3238	765	6	a.	a.	PROPN
epaa-3238	765	7	j.	j.	PROPN
epaa-3238	765	8	&	&	CCONJ
epaa-3238	765	9	bromley	bromley	PROPN
epaa-3238	765	10	,	,	PUNCT
epaa-3238	765	11	p.	p.	NOUN
epaa-3238	765	12	(	(	PUNCT
epaa-3238	765	13	2015	2015	NUM
epaa-3238	765	14	)	)	PUNCT
epaa-3238	765	15	.	.	PUNCT
epaa-3238	766	1	can	can	AUX
epaa-3238	766	2	ratings	rating	NOUN
epaa-3238	766	3	have	have	VERB
epaa-3238	766	4	indirect	indirect	ADJ
epaa-3238	766	5	effects	effect	NOUN
epaa-3238	766	6	?	?	PUNCT
epaa-3238	767	1	evidence	evidence	NOUN
epaa-3238	767	2	from	from	ADP
epaa-3238	767	3	organizational	organizational	ADJ
epaa-3238	767	4	response	response	NOUN
epaa-3238	767	5	to	to	PART
epaa-3238	767	6	peer	peer	VERB
epaa-3238	767	7	environmental	environmental	ADJ
epaa-3238	767	8	ratings	rating	NOUN
epaa-3238	767	9	.	.	PUNCT
epaa-3238	768	1	american	american	ADJ
epaa-3238	768	2	sociological	sociological	PROPN
epaa-3238	768	3	review	review	PROPN
epaa-3238	768	4	,	,	PUNCT
epaa-3238	768	5	80(1	80(1	NUM
epaa-3238	768	6	)	)	PUNCT
epaa-3238	768	7	,	,	PUNCT
epaa-3238	768	8	6391	6391	NUM
epaa-3238	768	9	.	.	PUNCT
epaa-3238	769	1	https://doi.org/10.1177/0003122414559043	https://doi.org/10.1177/0003122414559043	NOUN
epaa-3238	769	2	shin	shin	NOUN
epaa-3238	769	3	,	,	PUNCT
epaa-3238	769	4	j.	j.	PROPN
epaa-3238	769	5	c.	c.	PROPN
epaa-3238	769	6	,	,	PUNCT
epaa-3238	769	7	toutkoushian	toutkoushian	PROPN
epaa-3238	769	8	,	,	PUNCT
epaa-3238	769	9	r.	r.	PROPN
epaa-3238	769	10	k.	k.	PROPN
epaa-3238	769	11	,	,	PUNCT
epaa-3238	769	12	&	&	CCONJ
epaa-3238	769	13	teichler	teichler	NOUN
epaa-3238	769	14	,	,	PUNCT
epaa-3238	769	15	u.	u.	NOUN
epaa-3238	769	16	(	(	PUNCT
epaa-3238	769	17	2011	2011	NUM
epaa-3238	769	18	)	)	PUNCT
epaa-3238	769	19	.	.	PUNCT
epaa-3238	770	1	university	university	NOUN
epaa-3238	770	2	rankings	ranking	NOUN
epaa-3238	770	3	:	:	PUNCT
epaa-3238	770	4	theoretical	theoretical	ADJ
epaa-3238	770	5	basis	basis	NOUN
epaa-3238	770	6	,	,	PUNCT
epaa-3238	770	7	methodology	methodology	NOUN
epaa-3238	770	8	and	and	CCONJ
epaa-3238	770	9	impacts	impact	NOUN
epaa-3238	770	10	on	on	ADP
epaa-3238	770	11	global	global	ADJ
epaa-3238	770	12	higher	high	ADJ
epaa-3238	770	13	education	education	NOUN
epaa-3238	770	14	.	.	PUNCT
epaa-3238	771	1	dordrecht	dordrecht	NOUN
epaa-3238	771	2	:	:	PUNCT
epaa-3238	771	3	springer	springer	NOUN
epaa-3238	771	4	.	.	PUNCT
epaa-3238	772	1	https://doi.org/10.1007/978-94-007-1116-7	https://doi.org/10.1007/978-94-007-1116-7	PROPN
epaa-3238	772	2	simpson	simpson	PROPN
epaa-3238	772	3	,	,	PUNCT
epaa-3238	772	4	j.	j.	PROPN
epaa-3238	772	5	(	(	PUNCT
epaa-3238	772	6	2001	2001	NUM
epaa-3238	772	7	)	)	PUNCT
epaa-3238	772	8	.	.	PUNCT
epaa-3238	773	1	segregated	segregate	VERB
epaa-3238	773	2	by	by	ADP
epaa-3238	773	3	subject	subject	NOUN
epaa-3238	773	4	:	:	PUNCT
epaa-3238	773	5	racial	racial	ADJ
epaa-3238	773	6	differences	difference	NOUN
epaa-3238	773	7	in	in	ADP
epaa-3238	773	8	the	the	DET
epaa-3238	773	9	factors	factor	NOUN
epaa-3238	773	10	influencing	influence	VERB
epaa-3238	773	11	academic	academic	ADJ
epaa-3238	773	12	major	major	NOUN
epaa-3238	773	13	between	between	ADP
epaa-3238	773	14	european	european	PROPN
epaa-3238	773	15	americans	americans	PROPN
epaa-3238	773	16	,	,	PUNCT
epaa-3238	773	17	asian	asian	ADJ
epaa-3238	773	18	americans	americans	PROPN
epaa-3238	773	19	,	,	PUNCT
epaa-3238	773	20	and	and	CCONJ
epaa-3238	773	21	african	african	ADJ
epaa-3238	773	22	,	,	PUNCT
epaa-3238	773	23	hispanic	hispanic	ADJ
epaa-3238	773	24	,	,	PUNCT
epaa-3238	773	25	and	and	CCONJ
epaa-3238	773	26	native	native	ADJ
epaa-3238	773	27	americans	americans	PROPN
epaa-3238	773	28	.	.	PUNCT
epaa-3238	774	1	the	the	DET
epaa-3238	774	2	journal	journal	NOUN
epaa-3238	774	3	of	of	ADP
epaa-3238	774	4	higher	high	ADJ
epaa-3238	774	5	education	education	NOUN
epaa-3238	774	6	,	,	PUNCT
epaa-3238	774	7	72(1	72(1	NOUN
epaa-3238	774	8	)	)	PUNCT
epaa-3238	774	9	,	,	PUNCT
epaa-3238	774	10	63	63	NUM
epaa-3238	774	11	-	-	SYM
epaa-3238	774	12	100	100	NUM
epaa-3238	774	13	.	.	PUNCT
epaa-3238	775	1	https://doi.org/10.1080/00221546.2001.11778865	https://doi.org/10.1080/00221546.2001.11778865	PROPN
epaa-3238	775	2	spradlin	spradlin	PROPN
epaa-3238	775	3	,	,	PUNCT
epaa-3238	775	4	t.	t.	PROPN
epaa-3238	775	5	e.	e.	PROPN
epaa-3238	775	6	,	,	PUNCT
epaa-3238	775	7	rutkowski	rutkowski	PROPN
epaa-3238	775	8	,	,	PUNCT
epaa-3238	775	9	d.	d.	PROPN
epaa-3238	775	10	j.	j.	PROPN
epaa-3238	775	11	,	,	PUNCT
epaa-3238	775	12	burroughs	burroughs	PROPN
epaa-3238	775	13	,	,	PUNCT
epaa-3238	775	14	n.	n.	PROPN
epaa-3238	775	15	a.	a.	PROPN
epaa-3238	775	16	,	,	PUNCT
epaa-3238	775	17	&	&	CCONJ
epaa-3238	775	18	lang	lang	PROPN
epaa-3238	775	19	,	,	PUNCT
epaa-3238	775	20	j.	j.	PROPN
epaa-3238	775	21	r.	r.	PROPN
epaa-3238	775	22	(	(	PUNCT
epaa-3238	775	23	2010	2010	NUM
epaa-3238	775	24	)	)	PUNCT
epaa-3238	775	25	.	.	PUNCT
epaa-3238	776	1	effective	effective	ADJ
epaa-3238	776	2	college	college	NOUN
epaa-3238	776	3	access	access	NOUN
epaa-3238	776	4	,	,	PUNCT
epaa-3238	776	5	persistence	persistence	NOUN
epaa-3238	776	6	and	and	CCONJ
epaa-3238	776	7	completion	completion	NOUN
epaa-3238	776	8	programs	program	NOUN
epaa-3238	776	9	,	,	PUNCT
epaa-3238	776	10	and	and	CCONJ
epaa-3238	776	11	strategies	strategy	NOUN
epaa-3238	776	12	for	for	ADP
epaa-3238	776	13	underrepresented	underrepresented	ADJ
epaa-3238	776	14	student	student	NOUN
epaa-3238	776	15	populations	population	NOUN
epaa-3238	776	16	:	:	PUNCT
epaa-3238	776	17	opportunities	opportunity	NOUN
epaa-3238	776	18	for	for	ADP
epaa-3238	776	19	scaling	scale	VERB
epaa-3238	776	20	up	up	ADP
epaa-3238	776	21	.	.	PUNCT
epaa-3238	777	1	center	center	NOUN
epaa-3238	777	2	for	for	ADP
epaa-3238	777	3	evaluation	evaluation	NOUN
epaa-3238	777	4	&	&	CCONJ
epaa-3238	777	5	education	education	NOUN
epaa-3238	777	6	policy	policy	NOUN
epaa-3238	777	7	,	,	PUNCT
epaa-3238	777	8	indiana	indiana	PROPN
epaa-3238	777	9	university	university	PROPN
epaa-3238	777	10	.	.	PUNCT
epaa-3238	778	1	taliaferro	taliaferro	PROPN
epaa-3238	778	2	,	,	PUNCT
epaa-3238	778	3	w.	w.	PROPN
epaa-3238	778	4	,	,	PUNCT
epaa-3238	778	5	&	&	CCONJ
epaa-3238	778	6	duke	duke	PROPN
epaa-3238	778	7	-	-	PUNCT
epaa-3238	778	8	benfield	benfield	PROPN
epaa-3238	778	9	,	,	PUNCT
epaa-3238	778	10	a.e	a.e	PROPN
epaa-3238	778	11	.	.	PROPN
epaa-3238	778	12	(	(	PUNCT
epaa-3238	778	13	2016	2016	NUM
epaa-3238	778	14	)	)	PUNCT
epaa-3238	778	15	.	.	PUNCT
epaa-3238	779	1	redesigning	redesign	VERB
epaa-3238	779	2	state	state	NOUN
epaa-3238	779	3	financial	financial	ADJ
epaa-3238	779	4	aid	aid	NOUN
epaa-3238	779	5	to	to	PART
epaa-3238	779	6	better	well	ADV
epaa-3238	779	7	serve	serve	VERB
epaa-3238	779	8	non	non	ADJ
epaa-3238	779	9	-	-	ADJ
epaa-3238	779	10	traditional	traditional	ADJ
epaa-3238	779	11	adult	adult	NOUN
epaa-3238	779	12	students	student	NOUN
epaa-3238	779	13	:	:	PUNCT
epaa-3238	779	14	practical	practical	ADJ
epaa-3238	779	15	policy	policy	NOUN
epaa-3238	779	16	steps	step	NOUN
epaa-3238	779	17	for	for	ADP
epaa-3238	779	18	decision	decision	NOUN
epaa-3238	779	19	makers	maker	NOUN
epaa-3238	779	20	.	.	PUNCT
epaa-3238	780	1	washington	washington	PROPN
epaa-3238	780	2	,	,	PUNCT
epaa-3238	780	3	dc	dc	PROPN
epaa-3238	780	4	:	:	PUNCT
epaa-3238	780	5	clasp	clasp	NOUN
epaa-3238	780	6	.	.	PUNCT
epaa-3238	781	1	tamborini	tamborini	PROPN
epaa-3238	781	2	,	,	PUNCT
epaa-3238	781	3	c.	c.	PROPN
epaa-3238	781	4	r.	r.	PROPN
epaa-3238	781	5	,	,	PUNCT
epaa-3238	781	6	kim	kim	PROPN
epaa-3238	781	7	,	,	PUNCT
epaa-3238	781	8	c.	c.	PROPN
epaa-3238	781	9	,	,	PUNCT
epaa-3238	781	10	&	&	CCONJ
epaa-3238	781	11	sakamoto	sakamoto	PROPN
epaa-3238	781	12	,	,	PUNCT
epaa-3238	781	13	a.	a.	NOUN
epaa-3238	781	14	(	(	PUNCT
epaa-3238	781	15	2015	2015	NUM
epaa-3238	781	16	)	)	PUNCT
epaa-3238	781	17	.	.	PUNCT
epaa-3238	782	1	education	education	NOUN
epaa-3238	782	2	and	and	CCONJ
epaa-3238	782	3	lifetime	lifetime	NOUN
epaa-3238	782	4	earnings	earning	NOUN
epaa-3238	782	5	in	in	ADP
epaa-3238	782	6	the	the	DET
epaa-3238	782	7	united	united	PROPN
epaa-3238	782	8	states	states	PROPN
epaa-3238	782	9	.	.	PUNCT
epaa-3238	783	1	demography	demography	NOUN
epaa-3238	783	2	,	,	PUNCT
epaa-3238	783	3	52(4	52(4	NUM
epaa-3238	783	4	)	)	PUNCT
epaa-3238	783	5	,	,	PUNCT
epaa-3238	783	6	1383	1383	NUM
epaa-3238	783	7	-	-	SYM
epaa-3238	783	8	1407	1407	NUM
epaa-3238	783	9	.	.	PUNCT
epaa-3238	784	1	https://doi.org/10.1007/s13524-015-0407-0	https://doi.org/10.1007/s13524-015-0407-0	PROPN
epaa-3238	785	1	the	the	DET
epaa-3238	785	2	chronicle	chronicle	PROPN
epaa-3238	785	3	of	of	ADP
epaa-3238	785	4	higher	high	ADJ
epaa-3238	785	5	education	education	NOUN
epaa-3238	785	6	.	.	PUNCT
epaa-3238	786	1	(	(	PUNCT
epaa-3238	786	2	2013	2013	NUM
epaa-3238	786	3	)	)	PUNCT
epaa-3238	786	4	.	.	PUNCT
epaa-3238	787	1	college	college	NOUN
epaa-3238	787	2	reality	reality	NOUN
epaa-3238	787	3	check	check	NOUN
epaa-3238	787	4	.	.	PUNCT
epaa-3238	788	1	retrieved	retrieve	VERB
epaa-3238	788	2	from	from	ADP
epaa-3238	788	3	http://www.payscale.com/education/compare-college-costs-and-roi-2011	http://www.payscale.com/education/compare-college-costs-and-roi-2011	PROPN
epaa-3238	788	4	https://doi.org/10.1177/0002764206289144	https://doi.org/10.1177/0002764206289144	PROPN
epaa-3238	788	5	https://doi.org/10.1023/b:rihe.0000015695.84207.44	https://doi.org/10.1023/b:rihe.0000015695.84207.44	VERB
epaa-3238	788	6	https://doi.org/10.1257/0002828043052213	https://doi.org/10.1257/0002828043052213	NOUN
epaa-3238	788	7	https://doi.org/10.2307/2087176	https://doi.org/10.2307/2087176	VERB
epaa-3238	789	1	https://doi.org/10.1146/annurev-economics-080511-111011	https://doi.org/10.1146/annurev-economics-080511-111011	PROPN
epaa-3238	790	1	https://doi.org/10.1146/annurev-economics-080511-111011	https://doi.org/10.1146/annurev-economics-080511-111011	PROPN
epaa-3238	790	2	https://doi.org/10.1007/s11162-005-9388-y	https://doi.org/10.1007/s11162-005-9388-y	PROPN
epaa-3238	790	3	https://doi.org/10.1086/222356	https://doi.org/10.1086/222356	NOUN
epaa-3238	790	4	https://doi.org/10.1177/0003122414559043	https://doi.org/10.1177/0003122414559043	NOUN
epaa-3238	790	5	https://doi.org/10.1007/978-94-007-1116-7	https://doi.org/10.1007/978-94-007-1116-7	ADJ
epaa-3238	790	6	https://doi.org/10.1080/00221546.2001.11778865	https://doi.org/10.1080/00221546.2001.11778865	PROPN
epaa-3238	790	7	https://doi.org/10.1007/s13524-015-0407-0	https://doi.org/10.1007/s13524-015-0407-0	PROPN
epaa-3238	790	8	ranking	rank	VERB
epaa-3238	790	9	colleges	college	NOUN
epaa-3238	790	10	and	and	CCONJ
epaa-3238	790	11	universities	university	NOUN
epaa-3238	790	12	on	on	ADP
epaa-3238	790	13	returns	return	NOUN
epaa-3238	790	14	to	to	ADP
epaa-3238	790	15	education	education	NOUN
epaa-3238	790	16	31	31	NUM
epaa-3238	790	17	https://collegerealitycheck.com/en/	https://collegerealitycheck.com/en/	NOUN
epaa-3238	790	18	the	the	DET
epaa-3238	790	19	daily	daily	ADJ
epaa-3238	790	20	beast	beast	NOUN
epaa-3238	790	21	.	.	PUNCT
epaa-3238	791	1	(	(	PUNCT
epaa-3238	791	2	2013	2013	NUM
epaa-3238	791	3	)	)	PUNCT
epaa-3238	791	4	colleges	college	NOUN
epaa-3238	791	5	with	with	ADP
epaa-3238	791	6	the	the	DET
epaa-3238	791	7	worst	bad	ADJ
epaa-3238	791	8	r.o.i	r.o.i	NOUN
epaa-3238	791	9	.	.	PUNCT
epaa-3238	791	10	retrieved	retrieve	VERB
epaa-3238	791	11	from	from	ADP
epaa-3238	791	12	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-oninvestment-photos.html	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-oninvestment-photos.html	PROPN
epaa-3238	791	13	the	the	DET
epaa-3238	791	14	institute	institute	NOUN
epaa-3238	791	15	for	for	ADP
epaa-3238	791	16	college	college	NOUN
epaa-3238	791	17	access	access	NOUN
epaa-3238	791	18	and	and	CCONJ
epaa-3238	791	19	success	success	NOUN
epaa-3238	791	20	.	.	PUNCT
epaa-3238	792	1	(	(	PUNCT
epaa-3238	792	2	2016	2016	NUM
epaa-3238	792	3	)	)	PUNCT
epaa-3238	792	4	.	.	PUNCT
epaa-3238	793	1	project	project	NOUN
epaa-3238	793	2	on	on	ADP
epaa-3238	793	3	student	student	NOUN
epaa-3238	793	4	debt	debt	NOUN
epaa-3238	793	5	.	.	PUNCT
epaa-3238	794	1	retrieved	retrieve	VERB
epaa-3238	794	2	from	from	ADP
epaa-3238	794	3	http://ticas.org/posd/map-state-data	http://ticas.org/posd/map-state-data	PROPN
epaa-3238	794	4	thomas	thomas	PROPN
epaa-3238	794	5	,	,	PUNCT
epaa-3238	794	6	s.	s.	PROPN
epaa-3238	794	7	l.	l.	PROPN
epaa-3238	794	8	(	(	PUNCT
epaa-3238	794	9	2000	2000	NUM
epaa-3238	794	10	)	)	PUNCT
epaa-3238	794	11	.	.	PUNCT
epaa-3238	795	1	deferred	defer	VERB
epaa-3238	795	2	costs	cost	NOUN
epaa-3238	795	3	and	and	CCONJ
epaa-3238	795	4	economic	economic	ADJ
epaa-3238	795	5	returns	return	NOUN
epaa-3238	795	6	to	to	ADP
epaa-3238	795	7	college	college	NOUN
epaa-3238	795	8	major	major	ADJ
epaa-3238	795	9	,	,	PUNCT
epaa-3238	795	10	quality	quality	NOUN
epaa-3238	795	11	,	,	PUNCT
epaa-3238	795	12	and	and	CCONJ
epaa-3238	795	13	performance	performance	NOUN
epaa-3238	795	14	.	.	PUNCT
epaa-3238	796	1	research	research	NOUN
epaa-3238	796	2	in	in	ADP
epaa-3238	796	3	higher	high	ADJ
epaa-3238	796	4	education	education	NOUN
epaa-3238	796	5	,	,	PUNCT
epaa-3238	796	6	41(3	41(3	NUM
epaa-3238	796	7	)	)	PUNCT
epaa-3238	796	8	,	,	PUNCT
epaa-3238	796	9	281–313	281–313	NUM
epaa-3238	796	10	.	.	PUNCT
epaa-3238	797	1	https://doi.org/10.1023/a:1007003510102	https://doi.org/10.1023/a:1007003510102	PROPN
epaa-3238	797	2	thomas	thomas	PROPN
epaa-3238	797	3	,	,	PUNCT
epaa-3238	797	4	s.	s.	PROPN
epaa-3238	797	5	l.	l.	PROPN
epaa-3238	797	6	,	,	PUNCT
epaa-3238	797	7	&	&	CCONJ
epaa-3238	797	8	zhang	zhang	PROPN
epaa-3238	797	9	,	,	PUNCT
epaa-3238	797	10	l.	l.	PROPN
epaa-3238	797	11	(	(	PUNCT
epaa-3238	797	12	2005	2005	NUM
epaa-3238	797	13	)	)	PUNCT
epaa-3238	797	14	.	.	PUNCT
epaa-3238	798	1	post	post	ADJ
epaa-3238	798	2	-	-	ADJ
epaa-3238	798	3	baccalaureate	baccalaureate	ADJ
epaa-3238	798	4	wage	wage	NOUN
epaa-3238	798	5	growth	growth	NOUN
epaa-3238	798	6	within	within	ADP
epaa-3238	798	7	4	4	NUM
epaa-3238	798	8	years	year	NOUN
epaa-3238	798	9	of	of	ADP
epaa-3238	798	10	graduation	graduation	NOUN
epaa-3238	798	11	:	:	PUNCT
epaa-3238	798	12	the	the	DET
epaa-3238	798	13	effects	effect	NOUN
epaa-3238	798	14	of	of	ADP
epaa-3238	798	15	college	college	NOUN
epaa-3238	798	16	quality	quality	NOUN
epaa-3238	798	17	and	and	CCONJ
epaa-3238	798	18	college	college	NOUN
epaa-3238	798	19	major	major	PROPN
epaa-3238	798	20	.	.	PUNCT
epaa-3238	799	1	research	research	NOUN
epaa-3238	799	2	in	in	ADP
epaa-3238	799	3	higher	high	ADJ
epaa-3238	799	4	education	education	NOUN
epaa-3238	799	5	,	,	PUNCT
epaa-3238	799	6	46(4	46(4	NOUN
epaa-3238	799	7	)	)	PUNCT
epaa-3238	799	8	,	,	PUNCT
epaa-3238	799	9	437	437	NUM
epaa-3238	799	10	-	-	SYM
epaa-3238	799	11	459	459	NUM
epaa-3238	799	12	.	.	PUNCT
epaa-3238	800	1	https://doi.org/10.1007/s11162-005-2969-y	https://doi.org/10.1007/s11162-005-2969-y	PROPN
epaa-3238	800	2	thompson	thompson	PROPN
epaa-3238	800	3	,	,	PUNCT
epaa-3238	800	4	d.	d.	PROPN
epaa-3238	800	5	(	(	PUNCT
epaa-3238	800	6	2014	2014	NUM
epaa-3238	800	7	,	,	PUNCT
epaa-3238	800	8	march	march	PROPN
epaa-3238	800	9	26	26	NUM
epaa-3238	800	10	)	)	PUNCT
epaa-3238	800	11	.	.	PUNCT
epaa-3238	801	1	these	these	DET
epaa-3238	801	2	u.s	u.s	PROPN
epaa-3238	801	3	.	.	PROPN
epaa-3238	801	4	colleges	college	NOUN
epaa-3238	801	5	and	and	CCONJ
epaa-3238	801	6	majors	major	NOUN
epaa-3238	801	7	are	be	AUX
epaa-3238	801	8	the	the	DET
epaa-3238	801	9	biggest	big	ADJ
epaa-3238	801	10	waste	waste	NOUN
epaa-3238	801	11	of	of	ADP
epaa-3238	801	12	money	money	NOUN
epaa-3238	801	13	.	.	PUNCT
epaa-3238	802	1	the	the	DET
epaa-3238	802	2	atlantic	atlantic	PROPN
epaa-3238	802	3	.	.	PUNCT
epaa-3238	802	4	retrieved	retrieve	VERB
epaa-3238	802	5	july	july	PROPN
epaa-3238	802	6	22	22	NUM
epaa-3238	802	7	,	,	PUNCT
epaa-3238	802	8	2014	2014	NUM
epaa-3238	802	9	,	,	PUNCT
epaa-3238	802	10	from	from	ADP
epaa-3238	802	11	http://www.theatlantic.com/	http://www.theatlantic.com/	NOUN
epaa-3238	802	12	business/	business/	NUM
epaa-3238	802	13	archive/2014/03	archive/2014/03	PROPN
epaa-3238	802	14	/	/	SYM
epaa-3238	802	15	these	these	PRON
epaa-3238	802	16	-	-	PUNCT
epaa-3238	802	17	us	us	NOUN
epaa-3238	802	18	-	-	PUNCT
epaa-3238	802	19	colleges	college	NOUN
epaa-3238	802	20	-	-	PUNCT
epaa-3238	802	21	and	and	CCONJ
epaa-3238	802	22	-	-	PUNCT
epaa-3238	802	23	majors	major	NOUN
epaa-3238	802	24	-	-	PUNCT
epaa-3238	802	25	are	be	AUX
epaa-3238	802	26	-	-	PUNCT
epaa-3238	802	27	the	the	DET
epaa-3238	802	28	-	-	PUNCT
epaa-3238	802	29	biggest	big	ADJ
epaa-3238	802	30	-	-	PUNCT
epaa-3238	802	31	waste	waste	NOUN
epaa-3238	802	32	-	-	PUNCT
epaa-3238	802	33	of	of	ADP
epaa-3238	802	34	-	-	PUNCT
epaa-3238	802	35	money/359653/	money/359653/	ADJ
epaa-3238	802	36	tinto	tinto	NOUN
epaa-3238	802	37	,	,	PUNCT
epaa-3238	803	1	v.	v.	PROPN
epaa-3238	803	2	(	(	PUNCT
epaa-3238	803	3	2012	2012	NUM
epaa-3238	803	4	)	)	PUNCT
epaa-3238	803	5	.	.	PUNCT
epaa-3238	804	1	completing	complete	VERB
epaa-3238	804	2	college	college	NOUN
epaa-3238	804	3	:	:	PUNCT
epaa-3238	804	4	rethinking	rethink	VERB
epaa-3238	804	5	institutional	institutional	ADJ
epaa-3238	804	6	action	action	NOUN
epaa-3238	804	7	.	.	PUNCT
epaa-3238	805	1	university	university	NOUN
epaa-3238	805	2	of	of	ADP
epaa-3238	805	3	chicago	chicago	PROPN
epaa-3238	805	4	press	press	NOUN
epaa-3238	805	5	.	.	PUNCT
epaa-3238	806	1	https://doi.org/10.7208/chicago/9780226804545.001.0001	https://doi.org/10.7208/chicago/9780226804545.001.0001	PROPN
epaa-3238	806	2	titus	titus	PROPN
epaa-3238	806	3	,	,	PUNCT
epaa-3238	806	4	m.	m.	NOUN
epaa-3238	806	5	a.	a.	NOUN
epaa-3238	806	6	(	(	PUNCT
epaa-3238	806	7	2006a	2006a	NUM
epaa-3238	806	8	)	)	PUNCT
epaa-3238	806	9	.	.	PUNCT
epaa-3238	807	1	no	no	DET
epaa-3238	807	2	college	college	NOUN
epaa-3238	807	3	student	student	NOUN
epaa-3238	807	4	left	leave	VERB
epaa-3238	807	5	behind	behind	ADV
epaa-3238	807	6	:	:	PUNCT
epaa-3238	807	7	the	the	DET
epaa-3238	807	8	influence	influence	NOUN
epaa-3238	807	9	of	of	ADP
epaa-3238	807	10	financial	financial	ADJ
epaa-3238	807	11	aspects	aspect	NOUN
epaa-3238	807	12	of	of	ADP
epaa-3238	807	13	a	a	DET
epaa-3238	807	14	state	state	NOUN
epaa-3238	807	15	's	's	PART
epaa-3238	807	16	higher	high	ADJ
epaa-3238	807	17	education	education	NOUN
epaa-3238	807	18	policy	policy	NOUN
epaa-3238	807	19	on	on	ADP
epaa-3238	807	20	college	college	NOUN
epaa-3238	807	21	completion	completion	NOUN
epaa-3238	807	22	.	.	PUNCT
epaa-3238	808	1	the	the	DET
epaa-3238	808	2	review	review	NOUN
epaa-3238	808	3	of	of	ADP
epaa-3238	808	4	higher	high	ADJ
epaa-3238	808	5	education	education	NOUN
epaa-3238	808	6	,	,	PUNCT
epaa-3238	808	7	29(3	29(3	NUM
epaa-3238	808	8	)	)	PUNCT
epaa-3238	808	9	,	,	PUNCT
epaa-3238	808	10	293	293	NUM
epaa-3238	808	11	-	-	SYM
epaa-3238	808	12	317	317	NUM
epaa-3238	808	13	.	.	PUNCT
epaa-3238	809	1	https://doi.org/10.1353/rhe.2006.0018	https://doi.org/10.1353/rhe.2006.0018	PROPN
epaa-3238	809	2	titus	titus	PROPN
epaa-3238	809	3	,	,	PUNCT
epaa-3238	809	4	m.	m.	NOUN
epaa-3238	809	5	a.	a.	NOUN
epaa-3238	809	6	(	(	PUNCT
epaa-3238	809	7	2006b	2006b	NUM
epaa-3238	809	8	)	)	PUNCT
epaa-3238	809	9	.	.	PUNCT
epaa-3238	810	1	understanding	understand	VERB
epaa-3238	810	2	the	the	DET
epaa-3238	810	3	influence	influence	NOUN
epaa-3238	810	4	of	of	ADP
epaa-3238	810	5	the	the	DET
epaa-3238	810	6	financial	financial	ADJ
epaa-3238	810	7	context	context	NOUN
epaa-3238	810	8	of	of	ADP
epaa-3238	810	9	institutions	institution	NOUN
epaa-3238	810	10	on	on	ADP
epaa-3238	810	11	student	student	NOUN
epaa-3238	810	12	persistence	persistence	NOUN
epaa-3238	810	13	at	at	ADP
epaa-3238	810	14	four	four	NUM
epaa-3238	810	15	-	-	PUNCT
epaa-3238	810	16	year	year	NOUN
epaa-3238	810	17	colleges	college	NOUN
epaa-3238	810	18	and	and	CCONJ
epaa-3238	810	19	universities	university	NOUN
epaa-3238	810	20	.	.	PUNCT
epaa-3238	811	1	the	the	DET
epaa-3238	811	2	journal	journal	NOUN
epaa-3238	811	3	of	of	ADP
epaa-3238	811	4	higher	high	ADJ
epaa-3238	811	5	education	education	NOUN
epaa-3238	811	6	,	,	PUNCT
epaa-3238	811	7	77(2	77(2	NOUN
epaa-3238	811	8	)	)	PUNCT
epaa-3238	811	9	,	,	PUNCT
epaa-3238	811	10	353375	353375	NUM
epaa-3238	811	11	.	.	PUNCT
epaa-3238	811	12	https://doi.org/10.1080/00221546.2006.11778929	https://doi.org/10.1080/00221546.2006.11778929	VERB
epaa-3238	812	1	u.s	u.s	PROPN
epaa-3238	812	2	.	.	PROPN
epaa-3238	812	3	census	census	PROPN
epaa-3238	812	4	bureau	bureau	PROPN
epaa-3238	812	5	.	.	PUNCT
epaa-3238	813	1	(	(	PUNCT
epaa-3238	813	2	2011	2011	NUM
epaa-3238	813	3	)	)	PUNCT
epaa-3238	813	4	.	.	PUNCT
epaa-3238	814	1	current	current	ADJ
epaa-3238	814	2	population	population	NOUN
epaa-3238	814	3	survey	survey	NOUN
epaa-3238	814	4	,	,	PUNCT
epaa-3238	814	5	2011	2011	NUM
epaa-3238	814	6	annual	annual	ADJ
epaa-3238	814	7	social	social	ADJ
epaa-3238	814	8	and	and	CCONJ
epaa-3238	814	9	economic	economic	ADJ
epaa-3238	814	10	supplement	supplement	NOUN
epaa-3238	814	11	.	.	PUNCT
epaa-3238	815	1	retrieved	retrieve	VERB
epaa-3238	815	2	from	from	ADP
epaa-3238	815	3	http://www.census.gov/hhes/socdemo/educatio/data/cps/	http://www.census.gov/hhes/socdemo/educatio/data/cps/	PROPN
epaa-3238	815	4	2011/	2011/	NUM
epaa-3238	815	5	tables.html	tables.html	NUM
epaa-3238	815	6	.	.	PUNCT
epaa-3238	816	1	u.s	u.s	PROPN
epaa-3238	816	2	.	.	PROPN
epaa-3238	816	3	department	department	PROPN
epaa-3238	816	4	of	of	ADP
epaa-3238	816	5	labor	labor	PROPN
epaa-3238	816	6	and	and	CCONJ
epaa-3238	816	7	u.s	u.s	PROPN
epaa-3238	816	8	.	.	PROPN
epaa-3238	816	9	bureau	bureau	PROPN
epaa-3238	816	10	of	of	ADP
epaa-3238	816	11	labor	labor	PROPN
epaa-3238	816	12	statistics	statistic	NOUN
epaa-3238	816	13	.	.	PUNCT
epaa-3238	817	1	(	(	PUNCT
epaa-3238	817	2	2011	2011	NUM
epaa-3238	817	3	)	)	PUNCT
epaa-3238	817	4	.	.	PUNCT
epaa-3238	818	1	labor	labor	NOUN
epaa-3238	818	2	force	force	PROPN
epaa-3238	818	3	characteristics	characteristic	NOUN
epaa-3238	818	4	by	by	ADP
epaa-3238	818	5	race	race	NOUN
epaa-3238	818	6	and	and	CCONJ
epaa-3238	818	7	ethnicity	ethnicity	NOUN
epaa-3238	818	8	,	,	PUNCT
epaa-3238	818	9	2010	2010	NUM
epaa-3238	818	10	(	(	PUNCT
epaa-3238	818	11	report	report	NOUN
epaa-3238	818	12	1032	1032	NUM
epaa-3238	818	13	)	)	PUNCT
epaa-3238	818	14	.	.	PUNCT
epaa-3238	819	1	washington	washington	PROPN
epaa-3238	819	2	,	,	PUNCT
epaa-3238	819	3	dc	dc	PROPN
epaa-3238	819	4	:	:	PUNCT
epaa-3238	819	5	author	author	NOUN
epaa-3238	819	6	.	.	PUNCT
epaa-3238	820	1	retrieved	retrieve	VERB
epaa-3238	820	2	from	from	ADP
epaa-3238	820	3	http://www.bls.gov/cps/cpsrace2010.pdf	http://www.bls.gov/cps/cpsrace2010.pdf	PROPN
epaa-3238	820	4	van	van	PROPN
epaa-3238	820	5	der	der	NOUN
epaa-3238	820	6	wende	wende	VERB
epaa-3238	820	7	,	,	PUNCT
epaa-3238	820	8	m.	m.	NOUN
epaa-3238	820	9	(	(	PUNCT
epaa-3238	820	10	2008	2008	NUM
epaa-3238	820	11	)	)	PUNCT
epaa-3238	820	12	.	.	PUNCT
epaa-3238	821	1	rankings	ranking	NOUN
epaa-3238	821	2	and	and	CCONJ
epaa-3238	821	3	classifications	classification	NOUN
epaa-3238	821	4	in	in	ADP
epaa-3238	821	5	higher	high	ADJ
epaa-3238	821	6	education	education	NOUN
epaa-3238	821	7	:	:	PUNCT
epaa-3238	821	8	a	a	DET
epaa-3238	821	9	european	european	ADJ
epaa-3238	821	10	perspective	perspective	NOUN
epaa-3238	821	11	.	.	PUNCT
epaa-3238	822	1	in	in	ADP
epaa-3238	822	2	j.	j.	PROPN
epaa-3238	822	3	smart	smart	PROPN
epaa-3238	822	4	(	(	PUNCT
epaa-3238	822	5	ed	ed	NOUN
epaa-3238	822	6	.	.	PUNCT
epaa-3238	822	7	)	)	PUNCT
epaa-3238	822	8	,	,	PUNCT
epaa-3238	822	9	higher	high	ADJ
epaa-3238	822	10	education	education	NOUN
epaa-3238	822	11	:	:	PUNCT
epaa-3238	822	12	handbook	handbook	NOUN
epaa-3238	822	13	of	of	ADP
epaa-3238	822	14	theory	theory	NOUN
epaa-3238	822	15	and	and	CCONJ
epaa-3238	822	16	research	research	NOUN
epaa-3238	822	17	(	(	PUNCT
epaa-3238	822	18	vol	vol	NOUN
epaa-3238	822	19	.	.	PROPN
epaa-3238	823	1	25	25	NUM
epaa-3238	823	2	,	,	PUNCT
epaa-3238	823	3	pp	pp	ADJ
epaa-3238	823	4	.	.	PUNCT
epaa-3238	824	1	49	49	NUM
epaa-3238	824	2	-	-	SYM
epaa-3238	824	3	71	71	NUM
epaa-3238	824	4	)	)	PUNCT
epaa-3238	824	5	.	.	PUNCT
epaa-3238	825	1	dordrecht	dordrecht	PROPN
epaa-3238	825	2	,	,	PUNCT
epaa-3238	825	3	the	the	DET
epaa-3238	825	4	netherlands	netherlands	PROPN
epaa-3238	825	5	:	:	PUNCT
epaa-3238	825	6	springer	springer	NOUN
epaa-3238	825	7	science	science	NOUN
epaa-3238	825	8	business	business	NOUN
epaa-3238	825	9	media	medium	NOUN
epaa-3238	825	10	.	.	PUNCT
epaa-3238	826	1	https://doi.org/10.1007/978-1-4020-6959-8_2	https://doi.org/10.1007/978-1-4020-6959-8_2	PROPN
epaa-3238	826	2	volkwein	volkwein	ADV
epaa-3238	826	3	,	,	PUNCT
epaa-3238	826	4	j.	j.	PROPN
epaa-3238	826	5	f.	f.	PROPN
epaa-3238	826	6	,	,	PUNCT
epaa-3238	826	7	&	&	CCONJ
epaa-3238	826	8	tandberg	tandberg	PROPN
epaa-3238	826	9	,	,	PUNCT
epaa-3238	826	10	d.	d.	PROPN
epaa-3238	826	11	a.	a.	PROPN
epaa-3238	826	12	(	(	PUNCT
epaa-3238	826	13	2008	2008	NUM
epaa-3238	826	14	)	)	PUNCT
epaa-3238	826	15	.	.	PUNCT
epaa-3238	827	1	measuring	measure	VERB
epaa-3238	827	2	up	up	ADP
epaa-3238	827	3	:	:	PUNCT
epaa-3238	827	4	examining	examine	VERB
epaa-3238	827	5	the	the	DET
epaa-3238	827	6	connections	connection	NOUN
epaa-3238	827	7	among	among	ADP
epaa-3238	827	8	state	state	NOUN
epaa-3238	827	9	structural	structural	ADJ
epaa-3238	827	10	characteristics	characteristic	NOUN
epaa-3238	827	11	,	,	PUNCT
epaa-3238	827	12	regulatory	regulatory	ADJ
epaa-3238	827	13	practices	practice	NOUN
epaa-3238	827	14	,	,	PUNCT
epaa-3238	827	15	and	and	CCONJ
epaa-3238	827	16	performance	performance	NOUN
epaa-3238	827	17	.	.	PUNCT
epaa-3238	828	1	research	research	NOUN
epaa-3238	828	2	in	in	ADP
epaa-3238	828	3	higher	high	ADJ
epaa-3238	828	4	education	education	NOUN
epaa-3238	828	5	,	,	PUNCT
epaa-3238	828	6	49(2	49(2	NUM
epaa-3238	828	7	)	)	PUNCT
epaa-3238	828	8	,	,	PUNCT
epaa-3238	828	9	180	180	NUM
epaa-3238	828	10	-	-	SYM
epaa-3238	828	11	197	197	NUM
epaa-3238	828	12	.	.	PUNCT
epaa-3238	829	1	https://doi.org/10.1007/s11162-007-9066-3	https://doi.org/10.1007/s11162-007-9066-3	PROPN
epaa-3238	829	2	zaback	zaback	PROPN
epaa-3238	829	3	,	,	PUNCT
epaa-3238	829	4	k.	k.	PROPN
epaa-3238	829	5	carlson	carlson	PROPN
epaa-3238	829	6	,	,	PUNCT
epaa-3238	829	7	a.	a.	PROPN
epaa-3238	829	8	,	,	PUNCT
epaa-3238	829	9	&	&	CCONJ
epaa-3238	829	10	crellin	crellin	PROPN
epaa-3238	829	11	,	,	PUNCT
epaa-3238	829	12	m.	m.	NOUN
epaa-3238	829	13	(	(	PUNCT
epaa-3238	829	14	2012	2012	NUM
epaa-3238	829	15	)	)	PUNCT
epaa-3238	829	16	.	.	PUNCT
epaa-3238	830	1	the	the	DET
epaa-3238	830	2	economic	economic	ADJ
epaa-3238	830	3	benefit	benefit	NOUN
epaa-3238	830	4	of	of	ADP
epaa-3238	830	5	postsecondary	postsecondary	ADJ
epaa-3238	830	6	degrees	degree	NOUN
epaa-3238	830	7	:	:	PUNCT
epaa-3238	830	8	a	a	DET
epaa-3238	830	9	state	state	NOUN
epaa-3238	830	10	and	and	CCONJ
epaa-3238	830	11	national	national	ADJ
epaa-3238	830	12	level	level	NOUN
epaa-3238	830	13	analysis	analysis	NOUN
epaa-3238	830	14	.	.	PUNCT
epaa-3238	831	1	boulder	boulder	NOUN
epaa-3238	831	2	,	,	PUNCT
epaa-3238	831	3	co	co	NOUN
epaa-3238	831	4	:	:	PUNCT
epaa-3238	831	5	state	state	NOUN
epaa-3238	831	6	higher	high	ADJ
epaa-3238	831	7	education	education	NOUN
epaa-3238	831	8	executive	executive	NOUN
epaa-3238	831	9	offices	office	NOUN
epaa-3238	831	10	.	.	PUNCT
epaa-3238	832	1	zhang	zhang	PROPN
epaa-3238	832	2	,	,	PUNCT
epaa-3238	832	3	l.	l.	PROPN
epaa-3238	832	4	(	(	PUNCT
epaa-3238	832	5	2005	2005	NUM
epaa-3238	832	6	)	)	PUNCT
epaa-3238	832	7	.	.	PUNCT
epaa-3238	833	1	do	do	VERB
epaa-3238	833	2	measures	measure	NOUN
epaa-3238	833	3	of	of	ADP
epaa-3238	833	4	college	college	NOUN
epaa-3238	833	5	quality	quality	NOUN
epaa-3238	833	6	matter	matter	NOUN
epaa-3238	833	7	?	?	PUNCT
epaa-3238	834	1	the	the	DET
epaa-3238	834	2	review	review	NOUN
epaa-3238	834	3	of	of	ADP
epaa-3238	834	4	higher	high	ADJ
epaa-3238	834	5	education	education	NOUN
epaa-3238	834	6	,	,	PUNCT
epaa-3238	834	7	28(4	28(4	NUM
epaa-3238	834	8	)	)	PUNCT
epaa-3238	834	9	,	,	PUNCT
epaa-3238	834	10	571	571	NUM
epaa-3238	834	11	-	-	SYM
epaa-3238	834	12	596	596	NUM
epaa-3238	834	13	.	.	PUNCT
epaa-3238	835	1	https://doi.org/10.1353/rhe.2005.0053	https://doi.org/10.1353/rhe.2005.0053	PROPN
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epaa-3238	835	3	,	,	PUNCT
epaa-3238	835	4	m.	m.	NOUN
epaa-3238	835	5	,	,	PUNCT
epaa-3238	835	6	hossler	hossler	NOUN
epaa-3238	835	7	,	,	PUNCT
epaa-3238	835	8	d.	d.	PROPN
epaa-3238	835	9	,	,	PUNCT
epaa-3238	835	10	&	&	CCONJ
epaa-3238	835	11	kim	kim	PROPN
epaa-3238	835	12	,	,	PUNCT
epaa-3238	835	13	s.	s.	PROPN
epaa-3238	835	14	(	(	PUNCT
epaa-3238	835	15	2009	2009	NUM
epaa-3238	835	16	)	)	PUNCT
epaa-3238	835	17	.	.	PUNCT
epaa-3238	836	1	the	the	DET
epaa-3238	836	2	study	study	NOUN
epaa-3238	836	3	of	of	ADP
epaa-3238	836	4	institutional	institutional	ADJ
epaa-3238	836	5	practices	practice	NOUN
epaa-3238	836	6	related	relate	VERB
epaa-3238	836	7	to	to	ADP
epaa-3238	836	8	student	student	NOUN
epaa-3238	836	9	persistence	persistence	NOUN
epaa-3238	836	10	.	.	PUNCT
epaa-3238	837	1	journal	journal	PROPN
epaa-3238	837	2	of	of	ADP
epaa-3238	837	3	college	college	NOUN
epaa-3238	837	4	student	student	NOUN
epaa-3238	837	5	retention	retention	NOUN
epaa-3238	837	6	:	:	PUNCT
epaa-3238	838	1	research	research	NOUN
epaa-3238	838	2	,	,	PUNCT
epaa-3238	838	3	theory	theory	NOUN
epaa-3238	838	4	and	and	CCONJ
epaa-3238	838	5	practice	practice	NOUN
epaa-3238	838	6	,	,	PUNCT
epaa-3238	838	7	11(1	11(1	NUM
epaa-3238	838	8	)	)	PUNCT
epaa-3238	838	9	,	,	PUNCT
epaa-3238	838	10	101	101	NUM
epaa-3238	838	11	-	-	SYM
epaa-3238	838	12	121	121	NUM
epaa-3238	838	13	.	.	PUNCT
epaa-3238	839	1	https://doi.org/10.2190/cs.11.1.f	https://doi.org/10.2190/cs.11.1.f	NOUN
epaa-3238	839	2	https://collegerealitycheck.com/en/	https://collegerealitycheck.com/en/	NOUN
epaa-3238	839	3	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-on-investment-photos.html	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-on-investment-photos.html	NOUN
epaa-3238	839	4	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-on-investment-photos.html	http://www.thedailybeast.com/galleries/2013/10/16/20-colleges-with-the-worst-return-on-investment-photos.html	NOUN
epaa-3238	840	1	http://ticas.org/posd/map-state-data	http://ticas.org/posd/map-state-data	ADJ
epaa-3238	840	2	https://doi.org/10.1023/a:1007003510102	https://doi.org/10.1023/a:1007003510102	PROPN
epaa-3238	840	3	https://doi.org/10.1007/s11162-005-2969-y	https://doi.org/10.1007/s11162-005-2969-y	PROPN
epaa-3238	840	4	http://www.theatlantic.com/%20business/%20archive/2014/03/these-us-colleges-and-majors-are-the-biggest-waste-of-money/359653/	http://www.theatlantic.com/%20business/%20archive/2014/03/these-us-colleges-and-majors-are-the-biggest-waste-of-money/359653/	PROPN
epaa-3238	840	5	http://www.theatlantic.com/%20business/%20archive/2014/03/these-us-colleges-and-majors-are-the-biggest-waste-of-money/359653/	http://www.theatlantic.com/%20business/%20archive/2014/03/these-us-colleges-and-majors-are-the-biggest-waste-of-money/359653/	PROPN
epaa-3238	840	6	https://doi.org/10.7208/chicago/9780226804545.001.0001	https://doi.org/10.7208/chicago/9780226804545.001.0001	X
epaa-3238	840	7	https://doi.org/10.1353/rhe.2006.0018	https://doi.org/10.1353/rhe.2006.0018	PROPN
epaa-3238	840	8	https://doi.org/10.1080/00221546.2006.11778929	https://doi.org/10.1080/00221546.2006.11778929	VERB
epaa-3238	841	1	http://www.census.gov/hhes/socdemo/educatio/data/cps/	http://www.census.gov/hhes/socdemo/educatio/data/cps/	PROPN
epaa-3238	841	2	https://doi.org/10.1007/978-1-4020-6959-8_2	https://doi.org/10.1007/978-1-4020-6959-8_2	PROPN
epaa-3238	841	3	https://doi.org/10.1007/s11162-007-9066-3	https://doi.org/10.1007/s11162-007-9066-3	NUM
epaa-3238	841	4	https://doi.org/10.1353/rhe.2005.0053	https://doi.org/10.1353/rhe.2005.0053	ADJ
epaa-3238	842	1	https://doi.org/10.2190/cs.11.1.f	https://doi.org/10.2190/cs.11.1.f	PROPN
epaa-3238	842	2	education	education	NOUN
epaa-3238	842	3	policy	policy	NOUN
epaa-3238	842	4	analysis	analysis	NOUN
epaa-3238	842	5	archives	archive	NOUN
epaa-3238	842	6	vol	vol	NOUN
epaa-3238	842	7	.	.	PUNCT
epaa-3238	843	1	25	25	NUM
epaa-3238	843	2	no	no	NOUN
epaa-3238	843	3	.	.	PUNCT
epaa-3238	844	1	110	110	NUM
epaa-3238	844	2	32	32	NUM
epaa-3238	844	3	about	about	ADP
epaa-3238	844	4	the	the	DET
epaa-3238	844	5	authors	author	NOUN
epaa-3238	844	6	shawn	shawn	PROPN
epaa-3238	844	7	dorius	dorius	PROPN
epaa-3238	844	8	sdorius@iastate.edu	sdorius@iastate.edu	PROPN
epaa-3238	845	1	http://orcid.org/0000-0001-5821-7972	http://orcid.org/0000-0001-5821-7972	PROPN
epaa-3238	845	2	shawn	shawn	PROPN
epaa-3238	845	3	dorius	dorius	PROPN
epaa-3238	845	4	is	be	AUX
epaa-3238	845	5	assistant	assistant	ADJ
epaa-3238	845	6	professor	professor	NOUN
epaa-3238	845	7	of	of	ADP
epaa-3238	845	8	sociology	sociology	NOUN
epaa-3238	845	9	at	at	ADP
epaa-3238	845	10	iowa	iowa	PROPN
epaa-3238	845	11	state	state	PROPN
epaa-3238	845	12	university	university	PROPN
epaa-3238	845	13	,	,	PUNCT
epaa-3238	845	14	where	where	SCONJ
epaa-3238	845	15	he	he	PRON
epaa-3238	845	16	conducts	conduct	VERB
epaa-3238	845	17	research	research	NOUN
epaa-3238	845	18	on	on	ADP
epaa-3238	845	19	development	development	NOUN
epaa-3238	845	20	and	and	CCONJ
epaa-3238	845	21	social	social	ADJ
epaa-3238	845	22	inequality	inequality	NOUN
epaa-3238	845	23	.	.	PUNCT
epaa-3238	846	1	in	in	ADP
epaa-3238	846	2	his	his	PRON
epaa-3238	846	3	prior	prior	ADJ
epaa-3238	846	4	research	research	NOUN
epaa-3238	846	5	,	,	PUNCT
epaa-3238	846	6	he	he	PRON
epaa-3238	846	7	has	have	AUX
epaa-3238	846	8	investigated	investigate	VERB
epaa-3238	846	9	the	the	DET
epaa-3238	846	10	long	long	ADV
epaa-3238	846	11	-	-	PUNCT
epaa-3238	846	12	run	run	NOUN
epaa-3238	846	13	expansion	expansion	NOUN
epaa-3238	846	14	of	of	ADP
epaa-3238	846	15	mass	mass	ADJ
epaa-3238	846	16	education	education	NOUN
epaa-3238	846	17	,	,	PUNCT
epaa-3238	846	18	international	international	ADJ
epaa-3238	846	19	education	education	NOUN
epaa-3238	846	20	inequality	inequality	NOUN
epaa-3238	846	21	,	,	PUNCT
epaa-3238	846	22	and	and	CCONJ
epaa-3238	846	23	the	the	DET
epaa-3238	846	24	demographic	demographic	ADJ
epaa-3238	846	25	determinants	determinant	NOUN
epaa-3238	846	26	of	of	ADP
epaa-3238	846	27	population	population	NOUN
epaa-3238	846	28	changes	change	NOUN
epaa-3238	846	29	in	in	ADP
epaa-3238	846	30	test	test	NOUN
epaa-3238	846	31	scores	score	NOUN
epaa-3238	846	32	.	.	PUNCT
epaa-3238	847	1	david	david	PROPN
epaa-3238	847	2	tandberg	tandberg	PROPN
epaa-3238	848	1	dtandberg@sheeo.org	dtandberg@sheeo.org	PROPN
epaa-3238	848	2	david	david	PROPN
epaa-3238	848	3	tandberg	tandberg	PROPN
epaa-3238	848	4	,	,	PUNCT
epaa-3238	848	5	principal	principal	ADJ
epaa-3238	848	6	policy	policy	NOUN
epaa-3238	848	7	analyst	analyst	NOUN
epaa-3238	848	8	at	at	ADP
epaa-3238	848	9	sheeo	sheeo	NOUN
epaa-3238	848	10	,	,	PUNCT
epaa-3238	848	11	has	have	VERB
epaa-3238	848	12	interests	interest	NOUN
epaa-3238	848	13	that	that	DET
epaa-3238	848	14	center	center	NOUN
epaa-3238	848	15	on	on	ADP
epaa-3238	848	16	state	state	NOUN
epaa-3238	848	17	higher	high	ADJ
epaa-3238	848	18	education	education	NOUN
epaa-3238	848	19	policy	policy	NOUN
epaa-3238	848	20	,	,	PUNCT
epaa-3238	848	21	finance	finance	NOUN
epaa-3238	848	22	,	,	PUNCT
epaa-3238	848	23	politics	politic	NOUN
epaa-3238	848	24	,	,	PUNCT
epaa-3238	848	25	governance	governance	NOUN
epaa-3238	848	26	,	,	PUNCT
epaa-3238	848	27	and	and	CCONJ
epaa-3238	848	28	economics	economic	NOUN
epaa-3238	848	29	.	.	PUNCT
epaa-3238	849	1	tandberg	tandberg	PROPN
epaa-3238	849	2	is	be	AUX
epaa-3238	849	3	particularly	particularly	ADV
epaa-3238	849	4	interested	interested	ADJ
epaa-3238	849	5	in	in	ADP
epaa-3238	849	6	evaluating	evaluate	VERB
epaa-3238	849	7	state	state	NOUN
epaa-3238	849	8	policies	policy	NOUN
epaa-3238	849	9	meant	mean	VERB
epaa-3238	849	10	to	to	PART
epaa-3238	849	11	increase	increase	VERB
epaa-3238	849	12	student	student	NOUN
epaa-3238	849	13	access	access	NOUN
epaa-3238	849	14	and	and	CCONJ
epaa-3238	849	15	success	success	NOUN
epaa-3238	849	16	in	in	ADP
epaa-3238	849	17	higher	high	ADJ
epaa-3238	849	18	education	education	NOUN
epaa-3238	849	19	.	.	PUNCT
epaa-3238	850	1	bridgette	bridgette	PROPN
epaa-3238	850	2	cram	cram	PROPN
epaa-3238	850	3	bcram@fiu.edu	bcram@fiu.edu	PROPN
epaa-3238	850	4	bridgette	bridgette	PROPN
epaa-3238	850	5	cram	cram	PROPN
epaa-3238	850	6	is	be	AUX
epaa-3238	850	7	student	student	NOUN
epaa-3238	850	8	success	success	NOUN
epaa-3238	850	9	manager	manager	NOUN
epaa-3238	850	10	at	at	ADP
epaa-3238	850	11	florida	florida	PROPN
epaa-3238	850	12	international	international	PROPN
epaa-3238	850	13	university	university	PROPN
epaa-3238	850	14	.	.	PUNCT
epaa-3238	851	1	her	her	PRON
epaa-3238	851	2	research	research	NOUN
epaa-3238	851	3	centers	center	NOUN
epaa-3238	851	4	on	on	ADP
epaa-3238	851	5	cultural	cultural	ADJ
epaa-3238	851	6	competence	competence	NOUN
epaa-3238	851	7	and	and	CCONJ
epaa-3238	851	8	equity	equity	NOUN
epaa-3238	851	9	issues	issue	NOUN
epaa-3238	851	10	in	in	ADP
epaa-3238	851	11	public	public	ADJ
epaa-3238	851	12	administration	administration	NOUN
epaa-3238	851	13	,	,	PUNCT
epaa-3238	851	14	as	as	ADV
epaa-3238	851	15	well	well	ADV
epaa-3238	851	16	as	as	ADP
epaa-3238	851	17	institutional	institutional	ADJ
epaa-3238	851	18	interventions	intervention	NOUN
epaa-3238	851	19	that	that	PRON
epaa-3238	851	20	enhance	enhance	VERB
epaa-3238	851	21	student	student	NOUN
epaa-3238	851	22	access	access	NOUN
epaa-3238	851	23	and	and	CCONJ
epaa-3238	851	24	success	success	NOUN
epaa-3238	851	25	in	in	ADP
epaa-3238	851	26	higher	high	ADJ
epaa-3238	851	27	education	education	NOUN
epaa-3238	851	28	.	.	PUNCT
epaa-3238	852	1	education	education	NOUN
epaa-3238	852	2	policy	policy	NOUN
epaa-3238	852	3	analysis	analysis	NOUN
epaa-3238	852	4	archives	archive	NOUN
epaa-3238	852	5	volume	volume	VERB
epaa-3238	852	6	25	25	NUM
epaa-3238	852	7	number	number	NOUN
epaa-3238	852	8	110	110	NUM
epaa-3238	852	9	october	october	NOUN
epaa-3238	852	10	30	30	NUM
epaa-3238	852	11	,	,	PUNCT
epaa-3238	852	12	2017	2017	NUM
epaa-3238	852	13	issn	issn	PROPN
epaa-3238	852	14	1068	1068	NUM
epaa-3238	852	15	-	-	SYM
epaa-3238	852	16	2341	2341	NUM
epaa-3238	852	17	readers	reader	NOUN
epaa-3238	852	18	are	be	AUX
epaa-3238	852	19	free	free	ADJ
epaa-3238	852	20	to	to	PART
epaa-3238	852	21	copy	copy	VERB
epaa-3238	852	22	,	,	PUNCT
epaa-3238	852	23	display	display	NOUN
epaa-3238	852	24	,	,	PUNCT
epaa-3238	852	25	and	and	CCONJ
epaa-3238	852	26	distribute	distribute	VERB
epaa-3238	852	27	this	this	DET
epaa-3238	852	28	article	article	NOUN
epaa-3238	852	29	,	,	PUNCT
epaa-3238	852	30	as	as	ADV
epaa-3238	852	31	long	long	ADV
epaa-3238	852	32	as	as	SCONJ
epaa-3238	852	33	the	the	DET
epaa-3238	852	34	work	work	NOUN
epaa-3238	852	35	is	be	AUX
epaa-3238	852	36	attributed	attribute	VERB
epaa-3238	852	37	to	to	ADP
epaa-3238	852	38	the	the	DET
epaa-3238	852	39	author(s	author(s	NOUN
epaa-3238	852	40	)	)	PUNCT
epaa-3238	852	41	and	and	CCONJ
epaa-3238	852	42	education	education	NOUN
epaa-3238	852	43	policy	policy	NOUN
epaa-3238	852	44	analysis	analysis	NOUN
epaa-3238	852	45	archives	archive	NOUN
epaa-3238	852	46	,	,	PUNCT
epaa-3238	852	47	it	it	PRON
epaa-3238	852	48	is	be	AUX
epaa-3238	852	49	distributed	distribute	VERB
epaa-3238	852	50	for	for	ADP
epaa-3238	852	51	noncommercial	noncommercial	ADJ
epaa-3238	852	52	purposes	purpose	NOUN
epaa-3238	852	53	only	only	ADV
epaa-3238	852	54	,	,	PUNCT
epaa-3238	852	55	and	and	CCONJ
epaa-3238	852	56	no	no	DET
epaa-3238	852	57	alteration	alteration	NOUN
epaa-3238	852	58	or	or	CCONJ
epaa-3238	852	59	transformation	transformation	NOUN
epaa-3238	852	60	is	be	AUX
epaa-3238	852	61	made	make	VERB
epaa-3238	852	62	in	in	ADP
epaa-3238	852	63	the	the	DET
epaa-3238	852	64	work	work	NOUN
epaa-3238	852	65	.	.	PUNCT
epaa-3238	853	1	more	more	ADJ
epaa-3238	853	2	details	detail	NOUN
epaa-3238	853	3	of	of	ADP
epaa-3238	853	4	this	this	DET
epaa-3238	853	5	creative	creative	ADJ
epaa-3238	853	6	commons	common	NOUN
epaa-3238	853	7	license	license	NOUN
epaa-3238	853	8	are	be	AUX
epaa-3238	853	9	available	available	ADJ
epaa-3238	853	10	at	at	ADP
epaa-3238	853	11	http://creativecommons.org/licenses/by-nc-sa/3.0/.	http://creativecommons.org/licenses/by-nc-sa/3.0/.	NOUN
epaa-3238	853	12	all	all	DET
epaa-3238	853	13	other	other	ADJ
epaa-3238	853	14	uses	use	NOUN
epaa-3238	853	15	must	must	AUX
epaa-3238	853	16	be	be	AUX
epaa-3238	853	17	approved	approve	VERB
epaa-3238	853	18	by	by	ADP
epaa-3238	853	19	the	the	DET
epaa-3238	853	20	author(s	author(s	NOUN
epaa-3238	853	21	)	)	PUNCT
epaa-3238	853	22	or	or	CCONJ
epaa-3238	853	23	epaa	epaa	NOUN
epaa-3238	853	24	.	.	PUNCT
epaa-3238	854	1	epaa	epaa	PROPN
epaa-3238	854	2	is	be	AUX
epaa-3238	854	3	published	publish	VERB
epaa-3238	854	4	by	by	ADP
epaa-3238	854	5	the	the	DET
epaa-3238	854	6	mary	mary	PROPN
epaa-3238	854	7	lou	lou	PROPN
epaa-3238	854	8	fulton	fulton	PROPN
epaa-3238	854	9	institute	institute	PROPN
epaa-3238	854	10	and	and	CCONJ
epaa-3238	854	11	graduate	graduate	PROPN
epaa-3238	854	12	school	school	NOUN
epaa-3238	854	13	of	of	ADP
epaa-3238	854	14	education	education	NOUN
epaa-3238	854	15	at	at	ADP
epaa-3238	854	16	arizona	arizona	PROPN
epaa-3238	854	17	state	state	PROPN
epaa-3238	854	18	university	university	PROPN
epaa-3238	854	19	articles	article	NOUN
epaa-3238	854	20	are	be	AUX
epaa-3238	854	21	indexed	index	VERB
epaa-3238	854	22	in	in	ADP
epaa-3238	854	23	circ	circ	PROPN
epaa-3238	854	24	(	(	PUNCT
epaa-3238	854	25	clasificación	clasificación	PROPN
epaa-3238	854	26	integrada	integrada	PROPN
epaa-3238	854	27	de	de	PROPN
epaa-3238	854	28	revistas	revistas	PROPN
epaa-3238	854	29	científicas	científicas	PROPN
epaa-3238	854	30	,	,	PUNCT
epaa-3238	854	31	spain	spain	PROPN
epaa-3238	854	32	)	)	PUNCT
epaa-3238	854	33	,	,	PUNCT
epaa-3238	854	34	dialnet	dialnet	NOUN
epaa-3238	854	35	(	(	PUNCT
epaa-3238	854	36	spain	spain	PROPN
epaa-3238	854	37	)	)	PUNCT
epaa-3238	854	38	,	,	PUNCT
epaa-3238	854	39	directory	directory	NOUN
epaa-3238	854	40	of	of	ADP
epaa-3238	854	41	open	open	ADJ
epaa-3238	854	42	access	access	NOUN
epaa-3238	854	43	journals	journal	NOUN
epaa-3238	854	44	,	,	PUNCT
epaa-3238	854	45	ebsco	ebsco	PROPN
epaa-3238	854	46	education	education	PROPN
epaa-3238	854	47	research	research	NOUN
epaa-3238	854	48	complete	complete	ADJ
epaa-3238	854	49	,	,	PUNCT
epaa-3238	854	50	eric	eric	PROPN
epaa-3238	854	51	,	,	PUNCT
epaa-3238	854	52	education	education	NOUN
epaa-3238	854	53	full	full	ADJ
epaa-3238	854	54	text	text	NOUN
epaa-3238	854	55	(	(	PUNCT
epaa-3238	854	56	h.w	h.w	PROPN
epaa-3238	854	57	.	.	PROPN
epaa-3238	854	58	wilson	wilson	PROPN
epaa-3238	854	59	)	)	PUNCT
epaa-3238	854	60	,	,	PUNCT
epaa-3238	854	61	qualis	qualis	PROPN
epaa-3238	854	62	a1	a1	PROPN
epaa-3238	854	63	(	(	PUNCT
epaa-3238	854	64	brazil	brazil	PROPN
epaa-3238	854	65	)	)	PUNCT
epaa-3238	854	66	,	,	PUNCT
epaa-3238	854	67	scimago	scimago	PROPN
epaa-3238	854	68	journal	journal	PROPN
epaa-3238	854	69	rank	rank	PROPN
epaa-3238	854	70	;	;	PUNCT
epaa-3238	854	71	scopus	scopus	PROPN
epaa-3238	854	72	,	,	PUNCT
epaa-3238	854	73	socolar	socolar	ADJ
epaa-3238	854	74	(	(	PUNCT
epaa-3238	854	75	china	china	PROPN
epaa-3238	854	76	)	)	PUNCT
epaa-3238	854	77	.	.	PUNCT
epaa-3238	855	1	please	please	INTJ
epaa-3238	855	2	send	send	VERB
epaa-3238	855	3	errata	errata	NOUN
epaa-3238	855	4	notes	note	NOUN
epaa-3238	855	5	to	to	ADP
epaa-3238	855	6	audrey	audrey	PROPN
epaa-3238	855	7	amrein	amrein	PROPN
epaa-3238	855	8	-	-	PUNCT
epaa-3238	855	9	beardsley	beardsley	PROPN
epaa-3238	855	10	at	at	ADP
epaa-3238	855	11	audrey.beardsley@asu.edu	audrey.beardsley@asu.edu	PROPN
epaa-3238	855	12	join	join	VERB
epaa-3238	855	13	epaa	epaa	PROPN
epaa-3238	855	14	’s	’s	PART
epaa-3238	855	15	facebook	facebook	PROPN
epaa-3238	855	16	community	community	NOUN
epaa-3238	855	17	at	at	ADP
epaa-3238	855	18	https://www.facebook.com/epaaaape	https://www.facebook.com/epaaaape	PROPN
epaa-3238	855	19	and	and	CCONJ
epaa-3238	855	20	twitter	twitter	NOUN
epaa-3238	855	21	feed	feed	NOUN
epaa-3238	855	22	@epaa_aape	@epaa_aape	NOUN
epaa-3238	855	23	.	.	PUNCT
epaa-3238	856	1	mailto:sdorius@iastate.edu	mailto:sdorius@iastate.edu	PROPN
epaa-3238	857	1	http://orcid.org/0000-0001-5821-7972	http://orcid.org/0000-0001-5821-7972	PROPN
epaa-3238	857	2	mailto:dtandberg@sheeo.org	mailto:dtandberg@sheeo.org	PROPN
epaa-3238	857	3	mailto:bcram@fiu.edu	mailto:bcram@fiu.edu	PROPN
epaa-3238	857	4	http://www.doaj.org/	http://www.doaj.org/	NOUN
epaa-3238	857	5	mailto:audrey.beardsley@asu.edu	mailto:audrey.beardsley@asu.edu	PROPN
epaa-3238	857	6	https://www.facebook.com/epaaaape	https://www.facebook.com/epaaaape	PROPN
epaa-3238	857	7	ranking	rank	VERB
epaa-3238	857	8	colleges	college	NOUN
epaa-3238	857	9	and	and	CCONJ
epaa-3238	857	10	universities	university	NOUN
epaa-3238	857	11	on	on	ADP
epaa-3238	857	12	returns	return	NOUN
epaa-3238	857	13	to	to	ADP
epaa-3238	857	14	education	education	VERB
epaa-3238	857	15	33	33	NUM
epaa-3238	857	16	education	education	NOUN
epaa-3238	857	17	policy	policy	NOUN
epaa-3238	857	18	analysis	analysis	NOUN
epaa-3238	857	19	archives	archive	NOUN
epaa-3238	857	20	editorial	editorial	NOUN
epaa-3238	857	21	board	board	PROPN
epaa-3238	857	22	lead	lead	PROPN
epaa-3238	857	23	editor	editor	NOUN
epaa-3238	857	24	:	:	PUNCT
epaa-3238	857	25	audrey	audrey	PROPN
epaa-3238	857	26	amrein	amrein	PROPN
epaa-3238	857	27	-	-	PUNCT
epaa-3238	857	28	beardsley	beardsley	PROPN
epaa-3238	857	29	(	(	PUNCT
epaa-3238	857	30	arizona	arizona	PROPN
epaa-3238	857	31	state	state	PROPN
epaa-3238	857	32	university	university	PROPN
epaa-3238	857	33	)	)	PUNCT
epaa-3238	857	34	editor	editor	NOUN
epaa-3238	857	35	consultor	consultor	NOUN
epaa-3238	857	36	:	:	PUNCT
epaa-3238	857	37	gustavo	gustavo	PROPN
epaa-3238	857	38	e.	e.	PROPN
epaa-3238	857	39	fischman	fischman	PROPN
epaa-3238	857	40	(	(	PUNCT
epaa-3238	857	41	arizona	arizona	PROPN
epaa-3238	857	42	state	state	PROPN
epaa-3238	857	43	university	university	PROPN
epaa-3238	857	44	)	)	PUNCT
epaa-3238	857	45	associate	associate	ADJ
epaa-3238	857	46	editors	editor	NOUN
epaa-3238	857	47	:	:	PUNCT
epaa-3238	857	48	david	david	PROPN
epaa-3238	857	49	carlson	carlson	PROPN
epaa-3238	857	50	,	,	PUNCT
epaa-3238	857	51	lauren	lauren	PROPN
epaa-3238	857	52	harris	harris	PROPN
epaa-3238	857	53	,	,	PUNCT
epaa-3238	857	54	margarita	margarita	PROPN
epaa-3238	857	55	jimenez	jimenez	PROPN
epaa-3238	857	56	-	-	PUNCT
epaa-3238	857	57	silva	silva	PROPN
epaa-3238	857	58	,	,	PUNCT
epaa-3238	857	59	eugene	eugene	PROPN
epaa-3238	857	60	judson	judson	PROPN
epaa-3238	857	61	,	,	PUNCT
epaa-3238	857	62	mirka	mirka	PROPN
epaa-3238	857	63	koroljungberg	koroljungberg	PROPN
epaa-3238	857	64	,	,	PUNCT
epaa-3238	857	65	scott	scott	PROPN
epaa-3238	857	66	marley	marley	PROPN
epaa-3238	857	67	,	,	PUNCT
epaa-3238	857	68	jeanne	jeanne	PROPN
epaa-3238	857	69	m.	m.	PROPN
epaa-3238	857	70	powers	powers	PROPN
epaa-3238	857	71	,	,	PUNCT
epaa-3238	857	72	iveta	iveta	PROPN
epaa-3238	857	73	silova	silova	PROPN
epaa-3238	857	74	,	,	PUNCT
epaa-3238	857	75	maria	maria	PROPN
epaa-3238	857	76	teresa	teresa	PROPN
epaa-3238	857	77	tatto	tatto	PROPN
epaa-3238	857	78	(	(	PUNCT
epaa-3238	857	79	arizona	arizona	PROPN
epaa-3238	857	80	state	state	PROPN
epaa-3238	857	81	university	university	PROPN
epaa-3238	857	82	)	)	PUNCT
epaa-3238	857	83	cristina	cristina	PROPN
epaa-3238	857	84	alfaro	alfaro	PROPN
epaa-3238	857	85	san	san	PROPN
epaa-3238	857	86	diego	diego	PROPN
epaa-3238	857	87	state	state	PROPN
epaa-3238	857	88	university	university	PROPN
epaa-3238	857	89	gene	gene	NOUN
epaa-3238	857	90	v	v	ADP
epaa-3238	857	91	glass	glass	NOUN
epaa-3238	857	92	arizona	arizona	PROPN
epaa-3238	857	93	state	state	PROPN
epaa-3238	857	94	university	university	PROPN
epaa-3238	857	95	gloria	gloria	PROPN
epaa-3238	857	96	m.	m.	PROPN
epaa-3238	857	97	rodriguez	rodriguez	PROPN
epaa-3238	857	98	university	university	PROPN
epaa-3238	857	99	of	of	ADP
epaa-3238	857	100	california	california	PROPN
epaa-3238	857	101	,	,	PUNCT
epaa-3238	857	102	davis	davis	PROPN
epaa-3238	857	103	gary	gary	PROPN
epaa-3238	857	104	anderson	anderson	PROPN
epaa-3238	857	105	new	new	PROPN
epaa-3238	857	106	york	york	PROPN
epaa-3238	857	107	university	university	PROPN
epaa-3238	857	108	ronald	ronald	PROPN
epaa-3238	857	109	glass	glass	PROPN
epaa-3238	857	110	university	university	PROPN
epaa-3238	857	111	of	of	ADP
epaa-3238	857	112	california	california	PROPN
epaa-3238	857	113	,	,	PUNCT
epaa-3238	857	114	santa	santa	PROPN
epaa-3238	857	115	cruz	cruz	PROPN
epaa-3238	857	116	r.	r.	PROPN
epaa-3238	857	117	anthony	anthony	PROPN
epaa-3238	857	118	rolle	rolle	PROPN
epaa-3238	857	119	university	university	PROPN
epaa-3238	857	120	of	of	ADP
epaa-3238	857	121	houston	houston	PROPN
epaa-3238	857	122	michael	michael	PROPN
epaa-3238	857	123	w.	w.	PROPN
epaa-3238	857	124	apple	apple	PROPN
epaa-3238	857	125	university	university	PROPN
epaa-3238	857	126	of	of	ADP
epaa-3238	857	127	wisconsin	wisconsin	PROPN
epaa-3238	857	128	,	,	PUNCT
epaa-3238	858	1	madison	madison	PROPN
epaa-3238	858	2	jacob	jacob	PROPN
epaa-3238	858	3	p.	p.	PROPN
epaa-3238	858	4	k.	k.	PROPN
epaa-3238	859	1	gross	gross	PROPN
epaa-3238	859	2	university	university	PROPN
epaa-3238	859	3	of	of	ADP
epaa-3238	859	4	louisville	louisville	PROPN
epaa-3238	859	5	a.	a.	PROPN
epaa-3238	859	6	g.	g.	PROPN
epaa-3238	859	7	rud	rud	PROPN
epaa-3238	859	8	washington	washington	PROPN
epaa-3238	859	9	state	state	PROPN
epaa-3238	859	10	university	university	PROPN
epaa-3238	859	11	jeff	jeff	PROPN
epaa-3238	859	12	bale	bale	PROPN
epaa-3238	859	13	oise	oise	PROPN
epaa-3238	859	14	,	,	PUNCT
epaa-3238	859	15	university	university	PROPN
epaa-3238	859	16	of	of	ADP
epaa-3238	859	17	toronto	toronto	PROPN
epaa-3238	859	18	,	,	PUNCT
epaa-3238	859	19	canada	canada	PROPN
epaa-3238	859	20	eric	eric	PROPN
epaa-3238	859	21	m.	m.	PROPN
epaa-3238	859	22	haas	haas	PROPN
epaa-3238	859	23	wested	weste	VERB
epaa-3238	859	24	patricia	patricia	PROPN
epaa-3238	859	25	sánchez	sánchez	PROPN
epaa-3238	859	26	university	university	PROPN
epaa-3238	859	27	of	of	ADP
epaa-3238	859	28	university	university	PROPN
epaa-3238	859	29	of	of	ADP
epaa-3238	859	30	texas	texas	PROPN
epaa-3238	859	31	,	,	PUNCT
epaa-3238	859	32	san	san	PROPN
epaa-3238	859	33	antonio	antonio	PROPN
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epaa-3238	859	36	suny	suny	PROPN
epaa-3238	859	37	albany	albany	PROPN
epaa-3238	859	38	julian	julian	PROPN
epaa-3238	859	39	vasquez	vasquez	PROPN
epaa-3238	859	40	heilig	heilig	PROPN
epaa-3238	859	41	california	california	PROPN
epaa-3238	859	42	state	state	PROPN
epaa-3238	859	43	university	university	PROPN
epaa-3238	859	44	,	,	PUNCT
epaa-3238	859	45	sacramento	sacramento	PROPN
epaa-3238	859	46	janelle	janelle	PROPN
epaa-3238	859	47	scott	scott	PROPN
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epaa-3238	859	49	of	of	ADP
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epaa-3238	859	51	,	,	PUNCT
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epaa-3238	859	57	state	state	PROPN
epaa-3238	859	58	university	university	PROPN
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epaa-3238	859	60	kappler	kappler	PROPN
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epaa-3238	859	62	university	university	PROPN
epaa-3238	859	63	of	of	ADP
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epaa-3238	859	76	boston	boston	PROPN
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epaa-3238	859	78	aimee	aimee	PROPN
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epaa-3238	859	88	university	university	PROPN
epaa-3238	859	89	of	of	ADP
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epaa-3238	859	94	of	of	ADP
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epaa-3238	859	100	of	of	ADP
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epaa-3238	859	104	san	san	PROPN
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epaa-3238	859	107	university	university	PROPN
epaa-3238	859	108	jaekyung	jaekyung	PROPN
epaa-3238	859	109	lee	lee	PROPN
epaa-3238	859	110	suny	suny	PROPN
epaa-3238	859	111	buffalo	buffalo	PROPN
epaa-3238	859	112	benjamin	benjamin	PROPN
epaa-3238	859	113	superfine	superfine	PROPN
epaa-3238	859	114	university	university	PROPN
epaa-3238	859	115	of	of	ADP
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epaa-3238	859	117	,	,	PUNCT
epaa-3238	859	118	chicago	chicago	PROPN
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epaa-3238	859	121	-	-	PUNCT
epaa-3238	859	122	hammond	hammond	PROPN
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epaa-3238	859	124	university	university	PROPN
epaa-3238	859	125	jessica	jessica	PROPN
epaa-3238	859	126	nina	nina	PROPN
epaa-3238	859	127	lester	lester	PROPN
epaa-3238	859	128	indiana	indiana	PROPN
epaa-3238	859	129	university	university	PROPN
epaa-3238	859	130	adai	adai	PROPN
epaa-3238	859	131	tefera	tefera	PROPN
epaa-3238	859	132	virginia	virginia	PROPN
epaa-3238	859	133	commonwealth	commonwealth	PROPN
epaa-3238	859	134	university	university	PROPN
epaa-3238	859	135	elizabeth	elizabeth	PROPN
epaa-3238	859	136	h.	h.	PROPN
epaa-3238	859	137	debray	debray	PROPN
epaa-3238	859	138	university	university	PROPN
epaa-3238	859	139	of	of	ADP
epaa-3238	859	140	georgia	georgia	PROPN
epaa-3238	859	141	amanda	amanda	PROPN
epaa-3238	859	142	e.	e.	PROPN
epaa-3238	859	143	lewis	lewis	PROPN
epaa-3238	859	144	university	university	PROPN
epaa-3238	859	145	of	of	ADP
epaa-3238	859	146	illinois	illinois	PROPN
epaa-3238	859	147	,	,	PUNCT
epaa-3238	859	148	chicago	chicago	PROPN
epaa-3238	859	149	tina	tina	PROPN
epaa-3238	859	150	trujillo	trujillo	PROPN
epaa-3238	859	151	university	university	PROPN
epaa-3238	859	152	of	of	ADP
epaa-3238	859	153	california	california	PROPN
epaa-3238	859	154	,	,	PUNCT
epaa-3238	859	155	berkeley	berkeley	PROPN
epaa-3238	859	156	chad	chad	PROPN
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epaa-3238	859	158	rennie	rennie	PROPN
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epaa-3238	859	160	for	for	ADP
epaa-3238	859	161	education	education	NOUN
epaa-3238	859	162	research	research	NOUN
epaa-3238	859	163	&	&	CCONJ
epaa-3238	859	164	policy	policy	PROPN
epaa-3238	859	165	chad	chad	PROPN
epaa-3238	859	166	r.	r.	PROPN
epaa-3238	859	167	lochmiller	lochmiller	PROPN
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epaa-3238	859	169	university	university	PROPN
epaa-3238	859	170	federico	federico	PROPN
epaa-3238	859	171	r.	r.	PROPN
epaa-3238	859	172	waitoller	waitoller	PROPN
epaa-3238	859	173	university	university	PROPN
epaa-3238	859	174	of	of	ADP
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epaa-3238	859	176	,	,	PUNCT
epaa-3238	859	177	chicago	chicago	PROPN
epaa-3238	859	178	john	john	PROPN
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epaa-3238	859	181	of	of	ADP
epaa-3238	859	182	wisconsin	wisconsin	PROPN
epaa-3238	859	183	,	,	PUNCT
epaa-3238	859	184	madison	madison	PROPN
epaa-3238	859	185	christopher	christopher	PROPN
epaa-3238	859	186	lubienski	lubienski	PROPN
epaa-3238	859	187	indiana	indiana	PROPN
epaa-3238	859	188	university	university	PROPN
epaa-3238	859	189	larisa	larisa	PROPN
epaa-3238	859	190	warhol	warhol	PROPN
epaa-3238	859	191	university	university	PROPN
epaa-3238	859	192	of	of	ADP
epaa-3238	859	193	connecticut	connecticut	PROPN
epaa-3238	859	194	matthew	matthew	PROPN
epaa-3238	859	195	di	di	PROPN
epaa-3238	859	196	carlo	carlo	PROPN
epaa-3238	859	197	albert	albert	PROPN
epaa-3238	859	198	shanker	shanker	PROPN
epaa-3238	859	199	institute	institute	PROPN
epaa-3238	859	200	sarah	sarah	PROPN
epaa-3238	859	201	lubienski	lubienski	PROPN
epaa-3238	859	202	indiana	indiana	PROPN
epaa-3238	859	203	university	university	PROPN
epaa-3238	859	204	john	john	PROPN
epaa-3238	859	205	weathers	weather	VERB
epaa-3238	859	206	university	university	PROPN
epaa-3238	859	207	of	of	ADP
epaa-3238	859	208	colorado	colorado	PROPN
epaa-3238	859	209	,	,	PUNCT
epaa-3238	859	210	colorado	colorado	PROPN
epaa-3238	859	211	springs	springs	PROPN
epaa-3238	859	212	sherman	sherman	PROPN
epaa-3238	859	213	dorn	dorn	PROPN
epaa-3238	859	214	arizona	arizona	PROPN
epaa-3238	859	215	state	state	PROPN
epaa-3238	859	216	university	university	PROPN
epaa-3238	859	217	william	william	PROPN
epaa-3238	859	218	j.	j.	PROPN
epaa-3238	859	219	mathis	mathis	PROPN
epaa-3238	859	220	university	university	PROPN
epaa-3238	859	221	of	of	ADP
epaa-3238	859	222	colorado	colorado	PROPN
epaa-3238	859	223	,	,	PUNCT
epaa-3238	859	224	boulder	boulder	PROPN
epaa-3238	859	225	kevin	kevin	PROPN
epaa-3238	859	226	welner	welner	PROPN
epaa-3238	859	227	university	university	PROPN
epaa-3238	859	228	of	of	ADP
epaa-3238	859	229	colorado	colorado	PROPN
epaa-3238	859	230	,	,	PUNCT
epaa-3238	859	231	boulder	boulder	PROPN
epaa-3238	859	232	michael	michael	PROPN
epaa-3238	859	233	j.	j.	PROPN
epaa-3238	859	234	dumas	dumas	PROPN
epaa-3238	859	235	university	university	PROPN
epaa-3238	859	236	of	of	ADP
epaa-3238	859	237	california	california	PROPN
epaa-3238	859	238	,	,	PUNCT
epaa-3238	859	239	berkeley	berkeley	PROPN
epaa-3238	859	240	michele	michele	PROPN
epaa-3238	859	241	s.	s.	PROPN
epaa-3238	859	242	moses	moses	PROPN
epaa-3238	859	243	university	university	PROPN
epaa-3238	859	244	of	of	ADP
epaa-3238	859	245	colorado	colorado	PROPN
epaa-3238	859	246	,	,	PUNCT
epaa-3238	859	247	boulder	boulder	PROPN
epaa-3238	859	248	terrence	terrence	PROPN
epaa-3238	859	249	g.	g.	PROPN
epaa-3238	859	250	wiley	wiley	PROPN
epaa-3238	859	251	center	center	PROPN
epaa-3238	859	252	for	for	ADP
epaa-3238	859	253	applied	applied	ADJ
epaa-3238	859	254	linguistics	linguistic	NOUN
epaa-3238	859	255	kathy	kathy	PROPN
epaa-3238	859	256	escamilla	escamilla	PROPN
epaa-3238	859	257	university	university	PROPN
epaa-3238	859	258	of	of	ADP
epaa-3238	859	259	colorado	colorado	PROPN
epaa-3238	859	260	,	,	PUNCT
epaa-3238	859	261	boulder	boulder	PROPN
epaa-3238	859	262	julianne	julianne	PROPN
epaa-3238	859	263	moss	moss	PROPN
epaa-3238	859	264	deakin	deakin	PROPN
epaa-3238	859	265	university	university	PROPN
epaa-3238	859	266	,	,	PUNCT
epaa-3238	859	267	australia	australia	PROPN
epaa-3238	859	268	john	john	PROPN
epaa-3238	859	269	willinsky	willinsky	PROPN
epaa-3238	859	270	stanford	stanford	PROPN
epaa-3238	859	271	university	university	PROPN
epaa-3238	859	272	melissa	melissa	PROPN
epaa-3238	859	273	lynn	lynn	PROPN
epaa-3238	859	274	freeman	freeman	PROPN
epaa-3238	859	275	adams	adams	PROPN
epaa-3238	859	276	state	state	PROPN
epaa-3238	859	277	college	college	PROPN
epaa-3238	859	278	sharon	sharon	PROPN
epaa-3238	859	279	nichols	nichols	PROPN
epaa-3238	859	280	university	university	PROPN
epaa-3238	859	281	of	of	ADP
epaa-3238	859	282	texas	texas	PROPN
epaa-3238	859	283	,	,	PUNCT
epaa-3238	859	284	san	san	PROPN
epaa-3238	859	285	antonio	antonio	PROPN
epaa-3238	859	286	jennifer	jennifer	PROPN
epaa-3238	859	287	r.	r.	PROPN
epaa-3238	859	288	wolgemuth	wolgemuth	PROPN
epaa-3238	859	289	university	university	PROPN
epaa-3238	859	290	of	of	ADP
epaa-3238	859	291	south	south	PROPN
epaa-3238	859	292	florida	florida	PROPN
epaa-3238	859	293	rachael	rachael	PROPN
epaa-3238	859	294	gabriel	gabriel	PROPN
epaa-3238	859	295	university	university	PROPN
epaa-3238	859	296	of	of	ADP
epaa-3238	859	297	connecticut	connecticut	PROPN
epaa-3238	859	298	eric	eric	PROPN
epaa-3238	859	299	parsons	parsons	PROPN
epaa-3238	859	300	university	university	PROPN
epaa-3238	859	301	of	of	ADP
epaa-3238	859	302	missouri	missouri	PROPN
epaa-3238	859	303	-	-	PROPN
epaa-3238	859	304	columbia	columbia	PROPN
epaa-3238	859	305	kyo	kyo	PROPN
epaa-3238	859	306	yamashiro	yamashiro	PROPN
epaa-3238	859	307	claremont	claremont	PROPN
epaa-3238	859	308	graduate	graduate	PROPN
epaa-3238	859	309	university	university	PROPN
epaa-3238	859	310	amy	amy	PROPN
epaa-3238	859	311	garrett	garrett	PROPN
epaa-3238	859	312	dikkers	dikkers	PROPN
epaa-3238	859	313	university	university	PROPN
epaa-3238	859	314	of	of	ADP
epaa-3238	859	315	north	north	PROPN
epaa-3238	859	316	carolina	carolina	PROPN
epaa-3238	859	317	,	,	PUNCT
epaa-3238	859	318	wilmington	wilmington	PROPN
epaa-3238	859	319	susan	susan	PROPN
epaa-3238	859	320	l.	l.	PROPN
epaa-3238	859	321	robertson	robertson	PROPN
epaa-3238	859	322	bristol	bristol	PROPN
epaa-3238	859	323	university	university	PROPN
epaa-3238	859	324	,	,	PUNCT
epaa-3238	859	325	uk	uk	PROPN
epaa-3238	859	326	education	education	NOUN
epaa-3238	859	327	policy	policy	NOUN
epaa-3238	859	328	analysis	analysis	NOUN
epaa-3238	859	329	archives	archive	NOUN
epaa-3238	859	330	vol	vol	NOUN
epaa-3238	859	331	.	.	PUNCT
epaa-3238	860	1	25	25	NUM
epaa-3238	860	2	no	no	NOUN
epaa-3238	860	3	.	.	PUNCT
epaa-3238	861	1	110	110	NUM
epaa-3238	861	2	34	34	NUM
epaa-3238	861	3	archivos	archivos	PROPN
epaa-3238	861	4	analíticos	analíticos	PROPN
epaa-3238	861	5	de	de	PROPN
epaa-3238	861	6	políticas	políticas	PROPN
epaa-3238	861	7	educativas	educativas	PROPN
epaa-3238	861	8	consejo	consejo	PROPN
epaa-3238	861	9	editorial	editorial	PROPN
epaa-3238	861	10	editor	editor	NOUN
epaa-3238	861	11	consultor	consultor	PROPN
epaa-3238	861	12	:	:	PUNCT
epaa-3238	861	13	gustavo	gustavo	PROPN
epaa-3238	861	14	e.	e.	PROPN
epaa-3238	861	15	fischman	fischman	PROPN
epaa-3238	861	16	(	(	PUNCT
epaa-3238	861	17	arizona	arizona	PROPN
epaa-3238	861	18	state	state	PROPN
epaa-3238	861	19	university	university	PROPN
epaa-3238	861	20	)	)	PUNCT
epaa-3238	861	21	editores	editores	PROPN
epaa-3238	861	22	asociados	asociados	PROPN
epaa-3238	861	23	:	:	PUNCT
epaa-3238	861	24	armando	armando	PROPN
epaa-3238	861	25	alcántara	alcántara	PROPN
epaa-3238	861	26	santuario	santuario	PROPN
epaa-3238	861	27	(	(	PUNCT
epaa-3238	861	28	universidad	universidad	PROPN
epaa-3238	861	29	nacional	nacional	PROPN
epaa-3238	861	30	autónoma	autónoma	PROPN
epaa-3238	861	31	de	de	X
epaa-3238	861	32	méxico	méxico	PROPN
epaa-3238	861	33	)	)	PUNCT
epaa-3238	861	34	,	,	PUNCT
epaa-3238	861	35	jason	jason	NOUN
epaa-3238	861	36	beech	beech	NOUN
epaa-3238	861	37	(	(	PUNCT
epaa-3238	861	38	universidad	universidad	PROPN
epaa-3238	861	39	de	de	X
epaa-3238	861	40	san	san	PROPN
epaa-3238	861	41	andrés	andrés	PROPN
epaa-3238	861	42	)	)	PUNCT
epaa-3238	861	43	,	,	PUNCT
epaa-3238	861	44	ezequiel	ezequiel	PROPN
epaa-3238	861	45	gomez	gomez	PROPN
epaa-3238	861	46	caride	caride	PROPN
epaa-3238	861	47	(	(	PUNCT
epaa-3238	861	48	pontificia	pontificia	PROPN
epaa-3238	861	49	universidad	universidad	PROPN
epaa-3238	861	50	católica	católica	PROPN
epaa-3238	861	51	argentina	argentina	PROPN
epaa-3238	861	52	)	)	PUNCT
epaa-3238	861	53	,	,	PUNCT
epaa-3238	861	54	antonio	antonio	PROPN
epaa-3238	861	55	luzon	luzon	PROPN
epaa-3238	861	56	(	(	PUNCT
epaa-3238	861	57	universidad	universidad	PROPN
epaa-3238	861	58	de	de	X
epaa-3238	861	59	granada	granada	PROPN
epaa-3238	861	60	)	)	PUNCT
epaa-3238	861	61	,	,	PUNCT
epaa-3238	861	62	josé	josé	PROPN
epaa-3238	861	63	luis	luis	PROPN
epaa-3238	861	64	ramírez	ramírez	PROPN
epaa-3238	861	65	romero	romero	PROPN
epaa-3238	861	66	(	(	PUNCT
epaa-3238	861	67	universidad	universidad	PROPN
epaa-3238	861	68	autónoma	autónoma	PROPN
epaa-3238	861	69	de	de	X
epaa-3238	861	70	sonora	sonora	PROPN
epaa-3238	861	71	,	,	PUNCT
epaa-3238	861	72	méxico	méxico	PROPN
epaa-3238	861	73	)	)	PUNCT
epaa-3238	861	74	claudio	claudio	PROPN
epaa-3238	861	75	almonacid	almonacid	NOUN
epaa-3238	861	76	universidad	universidad	PROPN
epaa-3238	861	77	metropolitana	metropolitana	PROPN
epaa-3238	861	78	de	de	PROPN
epaa-3238	861	79	ciencias	ciencias	PROPN
epaa-3238	861	80	de	de	PROPN
epaa-3238	861	81	la	la	PROPN
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epaa-3238	861	83	,	,	PUNCT
epaa-3238	861	84	chile	chile	PROPN
epaa-3238	861	85	ana	ana	PROPN
epaa-3238	861	86	maría	maría	PROPN
epaa-3238	861	87	garcía	garcía	PROPN
epaa-3238	861	88	de	de	X
epaa-3238	861	89	fanelli	fanelli	X
epaa-3238	861	90	centro	centro	X
epaa-3238	861	91	de	de	X
epaa-3238	861	92	estudios	estudios	X
epaa-3238	861	93	de	de	X
epaa-3238	861	94	estado	estado	PROPN
epaa-3238	861	95	y	y	PROPN
epaa-3238	861	96	sociedad	sociedad	PROPN
epaa-3238	861	97	(	(	PUNCT
epaa-3238	861	98	cedes	cede	VERB
epaa-3238	861	99	)	)	PUNCT
epaa-3238	861	100	conicet	conicet	PROPN
epaa-3238	861	101	,	,	PUNCT
epaa-3238	861	102	argentina	argentina	PROPN
epaa-3238	861	103	miriam	miriam	PROPN
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epaa-3238	861	105	vargas	vargas	PROPN
epaa-3238	861	106	universidad	universidad	PROPN
epaa-3238	861	107	autónoma	autónoma	PROPN
epaa-3238	861	108	de	de	PROPN
epaa-3238	861	109	tamaulipas	tamaulipas	PROPN
epaa-3238	861	110	,	,	PUNCT
epaa-3238	861	111	méxico	méxico	PROPN
epaa-3238	861	112	miguel	miguel	PROPN
epaa-3238	861	113	ángel	ángel	PROPN
epaa-3238	861	114	arias	arias	PROPN
epaa-3238	861	115	ortega	ortega	PROPN
epaa-3238	861	116	universidad	universidad	PROPN
epaa-3238	861	117	autónoma	autónoma	PROPN
epaa-3238	861	118	de	de	PROPN
epaa-3238	861	119	la	la	PROPN
epaa-3238	861	120	ciudad	ciudad	PROPN
epaa-3238	861	121	de	de	PROPN
epaa-3238	861	122	méxico	méxico	PROPN
epaa-3238	861	123	juan	juan	PROPN
epaa-3238	861	124	carlos	carlos	PROPN
epaa-3238	861	125	gonzález	gonzález	PROPN
epaa-3238	861	126	faraco	faraco	PROPN
epaa-3238	861	127	universidad	universidad	PROPN
epaa-3238	861	128	de	de	PROPN
epaa-3238	861	129	huelva	huelva	PROPN
epaa-3238	861	130	,	,	PUNCT
epaa-3238	861	131	españa	españa	PROPN
epaa-3238	861	132	josé	josé	PROPN
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epaa-3238	861	134	rodríguez	rodríguez	PROPN
epaa-3238	861	135	universidad	universidad	PROPN
epaa-3238	861	136	nacional	nacional	PROPN
epaa-3238	861	137	de	de	X
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epaa-3238	861	139	,	,	PUNCT
epaa-3238	861	140	colombia	colombia	PROPN
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epaa-3238	861	143	costa	costa	PROPN
epaa-3238	861	144	universitat	universitat	PROPN
epaa-3238	861	145	de	de	PROPN
epaa-3238	861	146	girona	girona	PROPN
epaa-3238	861	147	,	,	PUNCT
epaa-3238	861	148	españa	españa	PROPN
epaa-3238	861	149	maría	maría	PROPN
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epaa-3238	861	152	universidad	universidad	PROPN
epaa-3238	861	153	de	de	PROPN
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epaa-3238	861	155	,	,	PUNCT
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epaa-3238	861	160	instituto	instituto	PROPN
epaa-3238	861	161	de	de	PROPN
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epaa-3238	861	163	sobre	sobre	PROPN
epaa-3238	861	164	la	la	PROPN
epaa-3238	861	165	universidad	universidad	PROPN
epaa-3238	861	166	y	y	PROPN
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epaa-3238	861	169	,	,	PUNCT
epaa-3238	861	170	unam	unam	PROPN
epaa-3238	861	171	,	,	PUNCT
epaa-3238	861	172	méxico	méxico	PROPN
epaa-3238	861	173	xavier	xavier	PROPN
epaa-3238	861	174	bonal	bonal	PROPN
epaa-3238	861	175	sarro	sarro	PROPN
epaa-3238	861	176	universidad	universidad	PROPN
epaa-3238	861	177	autónoma	autónoma	PROPN
epaa-3238	861	178	de	de	PROPN
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epaa-3238	861	180	,	,	PUNCT
epaa-3238	861	181	españa	españa	PROPN
epaa-3238	861	182	jaume	jaume	PROPN
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epaa-3238	861	185	universitat	universitat	PROPN
epaa-3238	861	186	de	de	X
epaa-3238	861	187	valència	valència	PROPN
epaa-3238	861	188	,	,	PUNCT
epaa-3238	861	189	españa	españa	PROPN
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epaa-3238	861	191	luis	luis	PROPN
epaa-3238	861	192	san	san	PROPN
epaa-3238	861	193	fabián	fabián	PROPN
epaa-3238	861	194	maroto	maroto	PROPN
epaa-3238	861	195	universidad	universidad	PROPN
epaa-3238	861	196	de	de	PROPN
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epaa-3238	861	198	,	,	PUNCT
epaa-3238	861	199	españa	españa	PROPN
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epaa-3238	861	201	bolívar	bolívar	PROPN
epaa-3238	861	202	boitia	boitia	PROPN
epaa-3238	861	203	universidad	universidad	PROPN
epaa-3238	861	204	de	de	X
epaa-3238	861	205	granada	granada	PROPN
epaa-3238	861	206	,	,	PUNCT
epaa-3238	862	1	españa	españa	PROPN
epaa-3238	862	2	alejandro	alejandro	PROPN
epaa-3238	862	3	márquez	márquez	PROPN
epaa-3238	862	4	jiménez	jiménez	PROPN
epaa-3238	862	5	instituto	instituto	PROPN
epaa-3238	862	6	de	de	PROPN
epaa-3238	862	7	investigaciones	investigaciones	PROPN
epaa-3238	862	8	sobre	sobre	PROPN
epaa-3238	862	9	la	la	PROPN
epaa-3238	862	10	universidad	universidad	PROPN
epaa-3238	862	11	y	y	PROPN
epaa-3238	862	12	la	la	PROPN
epaa-3238	862	13	educación	educación	PROPN
epaa-3238	862	14	,	,	PUNCT
epaa-3238	862	15	unam	unam	PROPN
epaa-3238	862	16	,	,	PUNCT
epaa-3238	862	17	méxico	méxico	PROPN
epaa-3238	862	18	jurjo	jurjo	PROPN
epaa-3238	862	19	torres	torre	VERB
epaa-3238	862	20	santomé	santomé	NOUN
epaa-3238	862	21	,	,	PUNCT
epaa-3238	862	22	universidad	universidad	PROPN
epaa-3238	862	23	de	de	X
epaa-3238	862	24	la	la	PROPN
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epaa-3238	862	26	,	,	PUNCT
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epaa-3238	862	31	universidad	universidad	PROPN
epaa-3238	862	32	diego	diego	PROPN
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epaa-3238	862	34	,	,	PUNCT
epaa-3238	862	35	chile	chile	PROPN
epaa-3238	862	36	maría	maría	PROPN
epaa-3238	862	37	guadalupe	guadalupe	PROPN
epaa-3238	862	38	olivier	olivier	PROPN
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epaa-3238	862	40	,	,	PUNCT
epaa-3238	862	41	universidad	universidad	PROPN
epaa-3238	862	42	pedagógica	pedagógica	PROPN
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epaa-3238	862	44	,	,	PUNCT
epaa-3238	862	45	méxico	méxico	PROPN
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epaa-3238	862	47	marisol	marisol	PROPN
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epaa-3238	862	49	laya	laya	PROPN
epaa-3238	862	50	universidad	universidad	PROPN
epaa-3238	862	51	iberoamericana	iberoamericana	PROPN
epaa-3238	862	52	,	,	PUNCT
epaa-3238	862	53	méxico	méxico	PROPN
epaa-3238	862	54	damián	damián	PROPN
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epaa-3238	862	56	sánchez	sánchez	PROPN
epaa-3238	862	57	instituto	instituto	PROPN
epaa-3238	862	58	nacional	nacional	PROPN
epaa-3238	862	59	para	para	PROPN
epaa-3238	862	60	la	la	PROPN
epaa-3238	862	61	evaluación	evaluación	PROPN
epaa-3238	862	62	de	de	PROPN
epaa-3238	862	63	la	la	PROPN
epaa-3238	862	64	educación	educación	PROPN
epaa-3238	862	65	,	,	PUNCT
epaa-3238	862	66	méxico	méxico	PROPN
epaa-3238	862	67	miguel	miguel	PROPN
epaa-3238	862	68	pereyra	pereyra	PROPN
epaa-3238	862	69	universidad	universidad	PROPN
epaa-3238	862	70	de	de	X
epaa-3238	862	71	granada	granada	PROPN
epaa-3238	862	72	,	,	PUNCT
epaa-3238	862	73	españa	españa	PROPN
epaa-3238	862	74	ernesto	ernesto	PROPN
epaa-3238	862	75	treviño	treviño	PROPN
epaa-3238	862	76	ronzón	ronzón	VERB
epaa-3238	862	77	universidad	universidad	PROPN
epaa-3238	862	78	veracruzana	veracruzana	PROPN
epaa-3238	862	79	,	,	PUNCT
epaa-3238	862	80	méxico	méxico	PROPN
epaa-3238	862	81	gabriela	gabriela	PROPN
epaa-3238	862	82	de	de	PROPN
epaa-3238	862	83	la	la	PROPN
epaa-3238	862	84	cruz	cruz	PROPN
epaa-3238	862	85	flores	flores	PROPN
epaa-3238	862	86	universidad	universidad	PROPN
epaa-3238	862	87	nacional	nacional	PROPN
epaa-3238	862	88	autónoma	autónoma	PROPN
epaa-3238	862	89	de	de	PROPN
epaa-3238	862	90	méxico	méxico	PROPN
epaa-3238	862	91	mónica	mónica	PROPN
epaa-3238	862	92	pini	pini	PROPN
epaa-3238	862	93	universidad	universidad	PROPN
epaa-3238	862	94	nacional	nacional	PROPN
epaa-3238	862	95	de	de	PROPN
epaa-3238	862	96	san	san	PROPN
epaa-3238	862	97	martín	martín	PROPN
epaa-3238	862	98	,	,	PUNCT
epaa-3238	862	99	argentina	argentina	PROPN
epaa-3238	862	100	ernesto	ernesto	PROPN
epaa-3238	862	101	treviño	treviño	PROPN
epaa-3238	862	102	villarreal	villarreal	PROPN
epaa-3238	862	103	universidad	universidad	PROPN
epaa-3238	862	104	diego	diego	PROPN
epaa-3238	862	105	portales	portales	PROPN
epaa-3238	862	106	santiago	santiago	PROPN
epaa-3238	862	107	,	,	PUNCT
epaa-3238	862	108	chile	chile	PROPN
epaa-3238	862	109	marco	marco	PROPN
epaa-3238	862	110	antonio	antonio	PROPN
epaa-3238	862	111	delgado	delgado	PROPN
epaa-3238	862	112	fuentes	fuente	VERB
epaa-3238	862	113	universidad	universidad	PROPN
epaa-3238	862	114	iberoamericana	iberoamericana	PROPN
epaa-3238	862	115	,	,	PUNCT
epaa-3238	862	116	méxico	méxico	PROPN
epaa-3238	862	117	omar	omar	PROPN
epaa-3238	862	118	orlando	orlando	PROPN
epaa-3238	862	119	pulido	pulido	PROPN
epaa-3238	862	120	chaves	chaves	PROPN
epaa-3238	862	121	instituto	instituto	PROPN
epaa-3238	862	122	para	para	PROPN
epaa-3238	862	123	la	la	PROPN
epaa-3238	862	124	investigación	investigación	PROPN
epaa-3238	862	125	educativa	educativa	PROPN
epaa-3238	862	126	y	y	PROPN
epaa-3238	862	127	el	el	PROPN
epaa-3238	862	128	desarrollo	desarrollo	PROPN
epaa-3238	862	129	pedagógico	pedagógico	PROPN
epaa-3238	862	130	(	(	PUNCT
epaa-3238	862	131	idep	idep	PROPN
epaa-3238	862	132	)	)	PUNCT
epaa-3238	862	133	antoni	antoni	PROPN
epaa-3238	862	134	verger	verger	PROPN
epaa-3238	862	135	planells	planell	VERB
epaa-3238	862	136	universidad	universidad	PROPN
epaa-3238	862	137	autónoma	autónoma	PROPN
epaa-3238	862	138	de	de	PROPN
epaa-3238	862	139	barcelona	barcelona	PROPN
epaa-3238	862	140	,	,	PUNCT
epaa-3238	862	141	españa	españa	PROPN
epaa-3238	862	142	inés	inés	PROPN
epaa-3238	862	143	dussel	dussel	NOUN
epaa-3238	862	144	,	,	PUNCT
epaa-3238	862	145	die	die	NOUN
epaa-3238	862	146	-	-	PUNCT
epaa-3238	862	147	cinvestav	cinvestav	NOUN
epaa-3238	862	148	,	,	PUNCT
epaa-3238	862	149	méxico	méxico	PROPN
epaa-3238	862	150	paula	paula	PROPN
epaa-3238	862	151	razquin	razquin	PROPN
epaa-3238	862	152	universidad	universidad	PROPN
epaa-3238	862	153	de	de	PROPN
epaa-3238	862	154	san	san	PROPN
epaa-3238	862	155	andrés	andrés	PROPN
epaa-3238	862	156	,	,	PUNCT
epaa-3238	862	157	argentina	argentina	PROPN
epaa-3238	862	158	catalina	catalina	PROPN
epaa-3238	862	159	wainerman	wainerman	PROPN
epaa-3238	862	160	universidad	universidad	PROPN
epaa-3238	862	161	de	de	PROPN
epaa-3238	862	162	san	san	PROPN
epaa-3238	862	163	andrés	andrés	PROPN
epaa-3238	862	164	,	,	PUNCT
epaa-3238	862	165	argentina	argentina	PROPN
epaa-3238	862	166	pedro	pedro	PROPN
epaa-3238	862	167	flores	flores	PROPN
epaa-3238	862	168	crespo	crespo	PROPN
epaa-3238	862	169	universidad	universidad	PROPN
epaa-3238	862	170	iberoamericana	iberoamericana	PROPN
epaa-3238	862	171	,	,	PUNCT
epaa-3238	862	172	méxico	méxico	PROPN
epaa-3238	862	173	josé	josé	PROPN
epaa-3238	862	174	ignacio	ignacio	PROPN
epaa-3238	862	175	rivas	rivas	PROPN
epaa-3238	862	176	flores	flores	PROPN
epaa-3238	862	177	universidad	universidad	PROPN
epaa-3238	862	178	de	de	PROPN
epaa-3238	862	179	málaga	málaga	PROPN
epaa-3238	862	180	,	,	PUNCT
epaa-3238	862	181	españa	españa	PROPN
epaa-3238	862	182	juan	juan	PROPN
epaa-3238	862	183	carlos	carlos	PROPN
epaa-3238	862	184	yáñez	yáñez	PROPN
epaa-3238	862	185	velazco	velazco	PROPN
epaa-3238	862	186	universidad	universidad	PROPN
epaa-3238	862	187	de	de	X
epaa-3238	862	188	colima	colima	PROPN
epaa-3238	862	189	,	,	PUNCT
epaa-3238	862	190	méxico	méxico	PROPN
epaa-3238	862	191	javascript	javascript	NOUN
epaa-3238	862	192	:	:	PUNCT
epaa-3238	862	193	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	194	/	/	SYM
epaa-3238	862	195	ojs	ojs	NOUN
epaa-3238	862	196	/	/	SYM
epaa-3238	862	197	about	about	ADP
epaa-3238	862	198	/	/	SYM
epaa-3238	862	199	editorialteambio/819	editorialteambio/819	NOUN
epaa-3238	862	200	'	'	PUNCT
epaa-3238	862	201	)	)	PUNCT
epaa-3238	862	202	javascript	javascript	NOUN
epaa-3238	862	203	:	:	PUNCT
epaa-3238	862	204	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	205	/	/	SYM
epaa-3238	862	206	ojs	ojs	NOUN
epaa-3238	862	207	/	/	SYM
epaa-3238	862	208	about	about	ADP
epaa-3238	862	209	/	/	SYM
epaa-3238	862	210	editorialteambio/820	editorialteambio/820	NOUN
epaa-3238	862	211	'	'	PUNCT
epaa-3238	862	212	)	)	PUNCT
epaa-3238	862	213	javascript	javascript	NOUN
epaa-3238	862	214	:	:	PUNCT
epaa-3238	862	215	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	216	/	/	SYM
epaa-3238	862	217	ojs	ojs	NOUN
epaa-3238	862	218	/	/	SYM
epaa-3238	862	219	about	about	ADP
epaa-3238	862	220	/	/	SYM
epaa-3238	862	221	editorialteambio/4276	editorialteambio/4276	NOUN
epaa-3238	862	222	'	'	PUNCT
epaa-3238	862	223	)	)	PUNCT
epaa-3238	862	224	javascript	javascript	NOUN
epaa-3238	862	225	:	:	PUNCT
epaa-3238	862	226	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	227	/	/	SYM
epaa-3238	862	228	ojs	ojs	NOUN
epaa-3238	862	229	/	/	SYM
epaa-3238	862	230	about	about	NOUN
epaa-3238	862	231	/	/	SYM
epaa-3238	862	232	editorialteambio/1609	editorialteambio/1609	VERB
epaa-3238	862	233	'	'	PUNCT
epaa-3238	862	234	)	)	PUNCT
epaa-3238	862	235	javascript	javascript	NOUN
epaa-3238	862	236	:	:	PUNCT
epaa-3238	862	237	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	238	/	/	SYM
epaa-3238	862	239	ojs	ojs	NOUN
epaa-3238	862	240	/	/	SYM
epaa-3238	862	241	about	about	ADP
epaa-3238	862	242	/	/	SYM
epaa-3238	862	243	editorialteambio/825	editorialteambio/825	NOUN
epaa-3238	862	244	'	'	PUNCT
epaa-3238	862	245	)	)	PUNCT
epaa-3238	862	246	javascript	javascript	NOUN
epaa-3238	862	247	:	:	PUNCT
epaa-3238	862	248	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	249	/	/	SYM
epaa-3238	862	250	ojs	ojs	NOUN
epaa-3238	862	251	/	/	SYM
epaa-3238	862	252	about	about	ADP
epaa-3238	862	253	/	/	SYM
epaa-3238	862	254	editorialteambio/797	editorialteambio/797	NOUN
epaa-3238	862	255	'	'	PUNCT
epaa-3238	862	256	)	)	PUNCT
epaa-3238	862	257	javascript	javascript	NOUN
epaa-3238	862	258	:	:	PUNCT
epaa-3238	862	259	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	260	/	/	SYM
epaa-3238	862	261	ojs	ojs	NOUN
epaa-3238	862	262	/	/	SYM
epaa-3238	862	263	about	about	ADP
epaa-3238	862	264	/	/	SYM
epaa-3238	862	265	editorialteambio/823	editorialteambio/823	NOUN
epaa-3238	862	266	'	'	PUNCT
epaa-3238	862	267	)	)	PUNCT
epaa-3238	862	268	javascript	javascript	NOUN
epaa-3238	862	269	:	:	PUNCT
epaa-3238	862	270	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	271	/	/	SYM
epaa-3238	862	272	ojs	ojs	NOUN
epaa-3238	862	273	/	/	SYM
epaa-3238	862	274	about	about	ADP
epaa-3238	862	275	/	/	SYM
epaa-3238	862	276	editorialteambio/798	editorialteambio/798	ADJ
epaa-3238	862	277	'	'	PUNCT
epaa-3238	862	278	)	)	PUNCT
epaa-3238	862	279	javascript	javascript	NOUN
epaa-3238	862	280	:	:	PUNCT
epaa-3238	862	281	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	282	/	/	SYM
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epaa-3238	862	284	/	/	SYM
epaa-3238	862	285	about	about	ADP
epaa-3238	862	286	/	/	SYM
epaa-3238	862	287	editorialteambio/555	editorialteambio/555	NOUN
epaa-3238	862	288	'	'	PUNCT
epaa-3238	862	289	)	)	PUNCT
epaa-3238	862	290	javascript	javascript	NOUN
epaa-3238	862	291	:	:	PUNCT
epaa-3238	862	292	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	293	/	/	SYM
epaa-3238	862	294	ojs	ojs	NOUN
epaa-3238	862	295	/	/	SYM
epaa-3238	862	296	about	about	ADP
epaa-3238	862	297	/	/	SYM
epaa-3238	862	298	editorialteambio/814	editorialteambio/814	NOUN
epaa-3238	862	299	'	'	PUNCT
epaa-3238	862	300	)	)	PUNCT
epaa-3238	862	301	javascript	javascript	NOUN
epaa-3238	862	302	:	:	PUNCT
epaa-3238	862	303	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	304	/	/	SYM
epaa-3238	862	305	ojs	ojs	NOUN
epaa-3238	862	306	/	/	SYM
epaa-3238	862	307	about	about	ADP
epaa-3238	862	308	/	/	SYM
epaa-3238	862	309	editorialteambio/2703	editorialteambio/2703	NOUN
epaa-3238	862	310	'	'	PUNCT
epaa-3238	862	311	)	)	PUNCT
epaa-3238	862	312	javascript	javascript	NOUN
epaa-3238	862	313	:	:	PUNCT
epaa-3238	862	314	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	315	/	/	SYM
epaa-3238	862	316	ojs	ojs	NOUN
epaa-3238	862	317	/	/	SYM
epaa-3238	862	318	about	about	NOUN
epaa-3238	862	319	/	/	SYM
epaa-3238	862	320	editorialteambio/801	editorialteambio/801	NOUN
epaa-3238	862	321	'	'	PART
epaa-3238	862	322	)	)	PUNCT
epaa-3238	862	323	javascript	javascript	NOUN
epaa-3238	862	324	:	:	PUNCT
epaa-3238	862	325	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	326	/	/	SYM
epaa-3238	862	327	ojs	ojs	NOUN
epaa-3238	862	328	/	/	SYM
epaa-3238	862	329	about	about	ADP
epaa-3238	862	330	/	/	SYM
epaa-3238	862	331	editorialteambio/826	editorialteambio/826	PROPN
epaa-3238	862	332	'	'	PART
epaa-3238	862	333	)	)	PUNCT
epaa-3238	862	334	javascript	javascript	NOUN
epaa-3238	862	335	:	:	PUNCT
epaa-3238	862	336	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	337	/	/	SYM
epaa-3238	862	338	ojs	ojs	NOUN
epaa-3238	862	339	/	/	SYM
epaa-3238	862	340	about	about	ADP
epaa-3238	862	341	/	/	SYM
epaa-3238	862	342	editorialteambio/802	editorialteambio/802	NOUN
epaa-3238	862	343	'	'	PUNCT
epaa-3238	862	344	)	)	PUNCT
epaa-3238	862	345	javascript	javascript	NOUN
epaa-3238	862	346	:	:	PUNCT
epaa-3238	862	347	openrtwindow('http://epaa.asu.edu	openrtwindow('http://epaa.asu.edu	PROPN
epaa-3238	862	348	/	/	SYM
epaa-3238	862	349	ojs	ojs	NOUN
epaa-3238	862	350	/	/	SYM
epaa-3238	862	351	about	about	ADP
epaa-3238	862	352	/	/	SYM
epaa-3238	862	353	editorialteambio/816	editorialteambio/816	NOUN
epaa-3238	862	354	'	'	PUNCT
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epaa-3238	862	356	javascript	javascript	NOUN
epaa-3238	862	357	:	:	PUNCT
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epaa-3238	862	359	/	/	SYM
epaa-3238	862	360	ojs	ojs	NOUN
epaa-3238	862	361	/	/	SYM
epaa-3238	862	362	about	about	NOUN
epaa-3238	862	363	/	/	SYM
epaa-3238	862	364	editorialteambio/3264	editorialteambio/3264	NOUN
epaa-3238	862	365	'	'	PUNCT
epaa-3238	862	366	)	)	PUNCT
epaa-3238	862	367	javascript	javascript	NOUN
epaa-3238	862	368	:	:	PUNCT
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epaa-3238	862	370	/	/	SYM
epaa-3238	862	371	ojs	ojs	NOUN
epaa-3238	862	372	/	/	SYM
epaa-3238	862	373	about	about	ADP
epaa-3238	862	374	/	/	SYM
epaa-3238	862	375	editorialteambio/804	editorialteambio/804	NOUN
epaa-3238	862	376	'	'	PUNCT
epaa-3238	862	377	)	)	PUNCT
epaa-3238	862	378	ranking	rank	VERB
epaa-3238	862	379	colleges	college	NOUN
epaa-3238	862	380	and	and	CCONJ
epaa-3238	862	381	universities	university	NOUN
epaa-3238	862	382	on	on	ADP
epaa-3238	862	383	returns	return	NOUN
epaa-3238	862	384	to	to	ADP
epaa-3238	862	385	education	education	NOUN
epaa-3238	862	386	35	35	NUM
epaa-3238	862	387	arquivos	arquivos	NOUN
epaa-3238	862	388	analíticos	analíticos	ADJ
epaa-3238	862	389	de	de	PROPN
epaa-3238	862	390	políticas	políticas	PROPN
epaa-3238	862	391	educativas	educativas	PROPN
epaa-3238	862	392	conselho	conselho	PROPN
epaa-3238	862	393	editorial	editorial	ADJ
epaa-3238	862	394	editor	editor	NOUN
epaa-3238	862	395	consultor	consultor	NOUN
epaa-3238	862	396	:	:	PUNCT
epaa-3238	862	397	gustavo	gustavo	PROPN
epaa-3238	862	398	e.	e.	PROPN
epaa-3238	862	399	fischman	fischman	PROPN
epaa-3238	862	400	(	(	PUNCT
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epaa-3238	862	402	state	state	PROPN
epaa-3238	862	403	university	university	PROPN
epaa-3238	862	404	)	)	PUNCT
epaa-3238	862	405	editoras	editoras	NOUN
epaa-3238	862	406	associadas	associada	VERB
epaa-3238	862	407	:	:	PUNCT
epaa-3238	862	408	geovana	geovana	PROPN
epaa-3238	862	409	mendonça	mendonça	PROPN
epaa-3238	862	410	lunardi	lunardi	PROPN
epaa-3238	862	411	mendes	mende	NOUN
epaa-3238	862	412	(	(	PUNCT
epaa-3238	862	413	universidade	universidade	PROPN
epaa-3238	862	414	do	do	AUX
epaa-3238	862	415	estado	estado	PROPN
epaa-3238	862	416	de	de	PROPN
epaa-3238	862	417	santa	santa	PROPN
epaa-3238	862	418	catarina	catarina	PROPN
epaa-3238	862	419	)	)	PUNCT
epaa-3238	862	420	,	,	PUNCT
epaa-3238	862	421	marcia	marcia	PROPN
epaa-3238	862	422	pletsch	pletsch	PROPN
epaa-3238	862	423	,	,	PUNCT
epaa-3238	862	424	sandra	sandra	PROPN
epaa-3238	862	425	regina	regina	PROPN
epaa-3238	862	426	sales	sales	PROPN
epaa-3238	862	427	(	(	PUNCT
epaa-3238	862	428	universidade	universidade	PROPN
epaa-3238	862	429	federal	federal	PROPN
epaa-3238	862	430	rural	rural	PROPN
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epaa-3238	862	432	rio	rio	PROPN
epaa-3238	862	433	de	de	PROPN
epaa-3238	862	434	janeiro	janeiro	PROPN
epaa-3238	862	435	)	)	PUNCT
epaa-3238	862	436	almerindo	almerindo	PROPN
epaa-3238	862	437	afonso	afonso	PROPN
epaa-3238	862	438	universidade	universidade	PROPN
epaa-3238	862	439	do	do	AUX
epaa-3238	862	440	minho	minho	PROPN
epaa-3238	862	441	portugal	portugal	PROPN
epaa-3238	862	442	alexandre	alexandre	PROPN
epaa-3238	862	443	fernandez	fernandez	PROPN
epaa-3238	862	444	vaz	vaz	PROPN
epaa-3238	862	445	universidade	universidade	PROPN
epaa-3238	862	446	federal	federal	PROPN
epaa-3238	862	447	de	de	PROPN
epaa-3238	862	448	santa	santa	PROPN
epaa-3238	862	449	catarina	catarina	PROPN
epaa-3238	862	450	,	,	PUNCT
epaa-3238	862	451	brasil	brasil	PROPN
epaa-3238	862	452	josé	josé	PROPN
epaa-3238	862	453	augusto	augusto	PROPN
epaa-3238	862	454	pacheco	pacheco	PROPN
epaa-3238	862	455	universidade	universidade	PROPN
epaa-3238	862	456	do	do	PROPN
epaa-3238	862	457	minho	minho	PROPN
epaa-3238	862	458	,	,	PUNCT
epaa-3238	862	459	portugal	portugal	PROPN
epaa-3238	862	460	rosanna	rosanna	PROPN
epaa-3238	862	461	maria	maria	PROPN
epaa-3238	862	462	barros	barros	PROPN
epaa-3238	862	463	sá	sá	PROPN
epaa-3238	862	464	universidade	universidade	PROPN
epaa-3238	862	465	do	do	AUX
epaa-3238	862	466	algarve	algarve	VERB
epaa-3238	862	467	portugal	portugal	PROPN
epaa-3238	862	468	regina	regina	PROPN
epaa-3238	862	469	célia	célia	PROPN
epaa-3238	862	470	linhares	linhare	NOUN
epaa-3238	862	471	hostins	hostin	VERB
epaa-3238	862	472	universidade	universidade	PROPN
epaa-3238	862	473	do	do	AUX
epaa-3238	862	474	vale	vale	PROPN
epaa-3238	862	475	do	do	VERB
epaa-3238	862	476	itajaí	itajaí	NOUN
epaa-3238	862	477	,	,	PUNCT
epaa-3238	862	478	brasil	brasil	PROPN
epaa-3238	862	479	jane	jane	PROPN
epaa-3238	862	480	paiva	paiva	PROPN
epaa-3238	862	481	universidade	universidade	PROPN
epaa-3238	862	482	do	do	AUX
epaa-3238	862	483	estado	estado	PROPN
epaa-3238	862	484	do	do	AUX
epaa-3238	862	485	rio	rio	PROPN
epaa-3238	862	486	de	de	PROPN
epaa-3238	862	487	janeiro	janeiro	PROPN
epaa-3238	862	488	,	,	PUNCT
epaa-3238	862	489	brasil	brasil	PROPN
epaa-3238	862	490	maria	maria	PROPN
epaa-3238	862	491	helena	helena	PROPN
epaa-3238	862	492	bonilla	bonilla	PROPN
epaa-3238	862	493	universidade	universidade	PROPN
epaa-3238	862	494	federal	federal	PROPN
epaa-3238	862	495	da	da	PROPN
epaa-3238	862	496	bahia	bahia	PROPN
epaa-3238	862	497	brasil	brasil	PROPN
epaa-3238	862	498	alfredo	alfredo	PROPN
epaa-3238	862	499	macedo	macedo	PROPN
epaa-3238	862	500	gomes	gomes	PROPN
epaa-3238	862	501	universidade	universidade	PROPN
epaa-3238	862	502	federal	federal	PROPN
epaa-3238	862	503	de	de	PROPN
epaa-3238	862	504	pernambuco	pernambuco	PROPN
epaa-3238	862	505	brasil	brasil	PROPN
epaa-3238	862	506	paulo	paulo	PROPN
epaa-3238	862	507	alberto	alberto	PROPN
epaa-3238	862	508	santos	santos	PROPN
epaa-3238	862	509	vieira	vieira	PROPN
epaa-3238	862	510	universidade	universidade	PROPN
epaa-3238	862	511	do	do	AUX
epaa-3238	862	512	estado	estado	PROPN
epaa-3238	862	513	de	de	PROPN
epaa-3238	862	514	mato	mato	PROPN
epaa-3238	862	515	grosso	grosso	PROPN
epaa-3238	862	516	,	,	PUNCT
epaa-3238	862	517	brasil	brasil	PROPN
epaa-3238	862	518	rosa	rosa	PROPN
epaa-3238	862	519	maria	maria	PROPN
epaa-3238	862	520	bueno	bueno	PROPN
epaa-3238	862	521	fischer	fischer	PROPN
epaa-3238	862	522	universidade	universidade	PROPN
epaa-3238	862	523	federal	federal	PROPN
epaa-3238	862	524	do	do	AUX
epaa-3238	862	525	rio	rio	PROPN
epaa-3238	862	526	grande	grande	PROPN
epaa-3238	862	527	do	do	AUX
epaa-3238	862	528	sul	sul	PROPN
epaa-3238	862	529	,	,	PUNCT
epaa-3238	862	530	brasil	brasil	PROPN
epaa-3238	862	531	jefferson	jefferson	PROPN
epaa-3238	862	532	mainardes	mainarde	VERB
epaa-3238	862	533	universidade	universidade	PROPN
epaa-3238	862	534	estadual	estadual	PROPN
epaa-3238	862	535	de	de	PROPN
epaa-3238	862	536	ponta	ponta	PROPN
epaa-3238	862	537	grossa	grossa	PROPN
epaa-3238	862	538	,	,	PUNCT
epaa-3238	862	539	brasil	brasil	PROPN
epaa-3238	862	540	fabiany	fabiany	PROPN
epaa-3238	862	541	de	de	PROPN
epaa-3238	862	542	cássia	cássia	PROPN
epaa-3238	862	543	tavares	tavare	VERB
epaa-3238	862	544	silva	silva	PROPN
epaa-3238	862	545	universidade	universidade	PROPN
epaa-3238	862	546	federal	federal	PROPN
epaa-3238	862	547	do	do	VERB
epaa-3238	862	548	mato	mato	PROPN
epaa-3238	862	549	grosso	grosso	PROPN
epaa-3238	862	550	do	do	AUX
epaa-3238	862	551	sul	sul	PROPN
epaa-3238	862	552	,	,	PUNCT
epaa-3238	862	553	brasil	brasil	PROPN
epaa-3238	862	554	alice	alice	PROPN
epaa-3238	862	555	casimiro	casimiro	PROPN
epaa-3238	862	556	lopes	lopes	PROPN
epaa-3238	862	557	universidade	universidade	PROPN
epaa-3238	862	558	do	do	AUX
epaa-3238	862	559	estado	estado	PROPN
epaa-3238	862	560	do	do	VERB
epaa-3238	862	561	rio	rio	PROPN
epaa-3238	862	562	de	de	PROPN
epaa-3238	862	563	janeiro	janeiro	PROPN
epaa-3238	862	564	,	,	PUNCT
epaa-3238	862	565	brasil	brasil	PROPN
epaa-3238	862	566	jader	jader	NOUN
epaa-3238	862	567	janer	janer	PROPN
epaa-3238	862	568	moreira	moreira	PROPN
epaa-3238	862	569	lopes	lopes	PROPN
epaa-3238	862	570	universidade	universidade	PROPN
epaa-3238	862	571	federal	federal	PROPN
epaa-3238	862	572	fluminense	fluminense	PROPN
epaa-3238	862	573	e	e	PROPN
epaa-3238	862	574	universidade	universidade	PROPN
epaa-3238	862	575	federal	federal	PROPN
epaa-3238	862	576	de	de	PROPN
epaa-3238	862	577	juiz	juiz	PROPN
epaa-3238	862	578	de	de	PROPN
epaa-3238	862	579	fora	fora	PROPN
epaa-3238	862	580	,	,	PUNCT
epaa-3238	862	581	brasil	brasil	PROPN
epaa-3238	862	582	antónio	antónio	PROPN
epaa-3238	862	583	teodoro	teodoro	PROPN
epaa-3238	862	584	universidade	universidade	PROPN
epaa-3238	862	585	lusófona	lusófona	PROPN
epaa-3238	862	586	portugal	portugal	PROPN
epaa-3238	862	587	suzana	suzana	PROPN
epaa-3238	862	588	feldens	feldens	PROPN
epaa-3238	862	589	schwertner	schwertner	PROPN
epaa-3238	862	590	centro	centro	PROPN
epaa-3238	862	591	universitário	universitário	PROPN
epaa-3238	862	592	univates	univates	PROPN
epaa-3238	862	593	brasil	brasil	PROPN
epaa-3238	862	594	debora	debora	PROPN
epaa-3238	862	595	nunes	nunes	PROPN
epaa-3238	862	596	universidade	universidade	PROPN
epaa-3238	862	597	federal	federal	PROPN
epaa-3238	862	598	do	do	AUX
epaa-3238	862	599	rio	rio	PROPN
epaa-3238	862	600	grande	grande	PROPN
epaa-3238	862	601	do	do	VERB
epaa-3238	862	602	norte	norte	NOUN
epaa-3238	862	603	,	,	PUNCT
epaa-3238	862	604	brasil	brasil	PROPN
epaa-3238	862	605	lílian	lílian	PROPN
epaa-3238	862	606	do	do	AUX
epaa-3238	862	607	valle	valle	PROPN
epaa-3238	862	608	universidade	universidade	NOUN
epaa-3238	862	609	do	do	VERB
epaa-3238	862	610	estado	estado	PROPN
epaa-3238	862	611	do	do	AUX
epaa-3238	862	612	rio	rio	PROPN
epaa-3238	862	613	de	de	PROPN
epaa-3238	862	614	janeiro	janeiro	PROPN
epaa-3238	862	615	,	,	PUNCT
epaa-3238	862	616	brasil	brasil	PROPN
epaa-3238	862	617	flávia	flávia	PROPN
epaa-3238	862	618	miller	miller	PROPN
epaa-3238	862	619	naethe	naethe	PROPN
epaa-3238	862	620	motta	motta	PROPN
epaa-3238	862	621	universidade	universidade	PROPN
epaa-3238	862	622	federal	federal	PROPN
epaa-3238	862	623	rural	rural	PROPN
epaa-3238	862	624	do	do	AUX
epaa-3238	862	625	rio	rio	PROPN
epaa-3238	862	626	de	de	PROPN
epaa-3238	862	627	janeiro	janeiro	PROPN
epaa-3238	862	628	,	,	PUNCT
epaa-3238	862	629	brasil	brasil	PROPN
epaa-3238	862	630	alda	alda	PROPN
epaa-3238	862	631	junqueira	junqueira	PROPN
epaa-3238	862	632	marin	marin	PROPN
epaa-3238	862	633	pontifícia	pontifícia	PROPN
epaa-3238	862	634	universidade	universidade	PROPN
epaa-3238	862	635	católica	católica	PROPN
epaa-3238	862	636	de	de	PROPN
epaa-3238	862	637	são	são	PROPN
epaa-3238	862	638	paulo	paulo	PROPN
epaa-3238	862	639	,	,	PUNCT
epaa-3238	862	640	brasil	brasil	PROPN
epaa-3238	862	641	alfredo	alfredo	NOUN
epaa-3238	862	642	veiga	veiga	PROPN
epaa-3238	862	643	-	-	PUNCT
epaa-3238	862	644	neto	neto	PROPN
epaa-3238	862	645	universidade	universidade	PROPN
epaa-3238	862	646	federal	federal	PROPN
epaa-3238	862	647	do	do	AUX
epaa-3238	862	648	rio	rio	PROPN
epaa-3238	862	649	grande	grande	PROPN
epaa-3238	862	650	do	do	AUX
epaa-3238	862	651	sul	sul	PROPN
epaa-3238	862	652	,	,	PUNCT
epaa-3238	862	653	brasil	brasil	PROPN
epaa-3238	862	654	dalila	dalila	PROPN
epaa-3238	863	1	andrade	andrade	PROPN
epaa-3238	863	2	oliveira	oliveira	PROPN
epaa-3238	863	3	universidade	universidade	PROPN
epaa-3238	863	4	federal	federal	PROPN
epaa-3238	863	5	de	de	PROPN
epaa-3238	863	6	minas	minas	PROPN
epaa-3238	863	7	gerais	gerais	PROPN
epaa-3238	863	8	,	,	PUNCT
epaa-3238	863	9	brasil	brasil	PROPN