id	sid	tid	token	lemma	pos
economy-4104	1	1	9	9	NUM
economy-4104	1	2	©	©	PROPN
economy-4104	1	3	2022	2022	NUM
economy-4104	1	4	by	by	ADP
economy-4104	1	5	the	the	DET
economy-4104	1	6	authors	author	NOUN
economy-4104	1	7	;	;	PUNCT
economy-4104	1	8	licensee	licensee	PROPN
economy-4104	1	9	asian	asian	ADJ
economy-4104	1	10	online	online	PROPN
economy-4104	1	11	journal	journal	PROPN
economy-4104	1	12	publishing	publishing	NOUN
economy-4104	1	13	group	group	NOUN
economy-4104	1	14	economy	economy	NOUN
economy-4104	1	15	vol	vol	NOUN
economy-4104	1	16	.	.	PROPN
economy-4104	2	1	9	9	NUM
economy-4104	2	2	,	,	PUNCT
economy-4104	2	3	no	no	INTJ
economy-4104	2	4	.	.	NOUN
economy-4104	2	5	1	1	NUM
economy-4104	2	6	,	,	PUNCT
economy-4104	2	7	9	9	NUM
economy-4104	2	8	-	-	SYM
economy-4104	2	9	17	17	NUM
economy-4104	2	10	,	,	PUNCT
economy-4104	2	11	2022	2022	NUM
economy-4104	2	12	issn(e	issn(e	NOUN
economy-4104	2	13	)	)	PUNCT
economy-4104	2	14	2313	2313	NUM
economy-4104	2	15	-	-	SYM
economy-4104	2	16	8181/	8181/	NUM
economy-4104	2	17	issn(p	issn(p	NOUN
economy-4104	2	18	)	)	PUNCT
economy-4104	2	19	2518	2518	NUM
economy-4104	2	20	-	-	PUNCT
economy-4104	2	21	0118	0118	NUM
economy-4104	2	22	doi	doi	NOUN
economy-4104	2	23	:	:	PUNCT
economy-4104	2	24	10.20448	10.20448	NUM
economy-4104	2	25	/	/	SYM
economy-4104	2	26	economy.v9i1.4104	economy.v9i1.4104	PUNCT
economy-4104	2	27	©	©	PROPN
economy-4104	2	28	2022	2022	NUM
economy-4104	2	29	by	by	ADP
economy-4104	2	30	the	the	DET
economy-4104	2	31	authors	author	NOUN
economy-4104	2	32	;	;	PUNCT
economy-4104	2	33	licensee	licensee	PROPN
economy-4104	2	34	asian	asian	ADJ
economy-4104	2	35	online	online	PROPN
economy-4104	2	36	journal	journal	PROPN
economy-4104	2	37	publishing	publishing	NOUN
economy-4104	2	38	group	group	NOUN
economy-4104	2	39	education	education	NOUN
economy-4104	2	40	and	and	CCONJ
economy-4104	2	41	livelihood	livelihood	NOUN
economy-4104	2	42	in	in	ADP
economy-4104	2	43	ghana	ghana	PROPN
economy-4104	2	44	:	:	PUNCT
economy-4104	2	45	evidence	evidence	NOUN
economy-4104	2	46	from	from	ADP
economy-4104	2	47	instrumental	instrumental	ADJ
economy-4104	2	48	variable	variable	ADJ
economy-4104	2	49	analysis	analysis	NOUN
economy-4104	2	50	samuel	samuel	PROPN
economy-4104	2	51	osei	osei	PROPN
economy-4104	2	52	-	-	PUNCT
economy-4104	2	53	gyebi	gyebi	PROPN
economy-4104	2	54	kwame	kwame	PROPN
economy-4104	2	55	nkrumah	nkrumah	PROPN
economy-4104	2	56	university	university	PROPN
economy-4104	2	57	of	of	ADP
economy-4104	2	58	science	science	NOUN
economy-4104	2	59	and	and	CCONJ
economy-4104	2	60	technology	technology	NOUN
economy-4104	2	61	,	,	PUNCT
economy-4104	2	62	kumasi	kumasi	PROPN
economy-4104	2	63	,	,	PUNCT
economy-4104	2	64	ghana	ghana	PROPN
economy-4104	2	65	.	.	PUNCT
economy-4104	3	1	email	email	NOUN
economy-4104	3	2	:	:	PUNCT
economy-4104	4	1	kwakuoseigyebi@gmail.com	kwakuoseigyebi@gmail.com	X
economy-4104	4	2	tel	tel	PROPN
economy-4104	4	3	:	:	PUNCT
economy-4104	4	4	+234	+234	ADJ
economy-4104	4	5	-	-	PUNCT
economy-4104	4	6	80106629848	80106629848	NUM
economy-4104	4	7	abstract	abstract	NOUN
economy-4104	4	8	the	the	DET
economy-4104	4	9	research	research	NOUN
economy-4104	4	10	verified	verify	VERB
economy-4104	4	11	if	if	SCONJ
economy-4104	4	12	schooling	schooling	NOUN
economy-4104	4	13	makes	make	VERB
economy-4104	4	14	any	any	DET
economy-4104	4	15	difference	difference	NOUN
economy-4104	4	16	in	in	ADP
economy-4104	4	17	the	the	DET
economy-4104	4	18	consumption	consumption	NOUN
economy-4104	4	19	expenditure	expenditure	NOUN
economy-4104	4	20	and	and	CCONJ
economy-4104	4	21	poverty	poverty	NOUN
economy-4104	4	22	status	status	NOUN
economy-4104	4	23	of	of	ADP
economy-4104	4	24	individuals	individual	NOUN
economy-4104	4	25	in	in	ADP
economy-4104	4	26	ghana	ghana	PROPN
economy-4104	4	27	.	.	PUNCT
economy-4104	5	1	using	use	VERB
economy-4104	5	2	the	the	DET
economy-4104	5	3	recent	recent	ADJ
economy-4104	5	4	round	round	NOUN
economy-4104	5	5	of	of	ADP
economy-4104	5	6	the	the	DET
economy-4104	5	7	ghana	ghana	PROPN
economy-4104	5	8	living	living	NOUN
economy-4104	5	9	standards	standard	NOUN
economy-4104	5	10	survey	survey	NOUN
economy-4104	5	11	data	datum	NOUN
economy-4104	5	12	,	,	PUNCT
economy-4104	5	13	we	we	PRON
economy-4104	5	14	quantified	quantify	VERB
economy-4104	5	15	the	the	DET
economy-4104	5	16	difference	difference	NOUN
economy-4104	5	17	that	that	PRON
economy-4104	5	18	schooling	schooling	NOUN
economy-4104	5	19	makes	make	VERB
economy-4104	5	20	in	in	ADP
economy-4104	5	21	the	the	DET
economy-4104	5	22	livelihood	livelihood	NOUN
economy-4104	5	23	of	of	ADP
economy-4104	5	24	individuals	individual	NOUN
economy-4104	5	25	through	through	ADP
economy-4104	5	26	the	the	DET
economy-4104	5	27	method	method	NOUN
economy-4104	5	28	of	of	ADP
economy-4104	5	29	instrumental	instrumental	ADJ
economy-4104	5	30	variables	variable	NOUN
economy-4104	5	31	(	(	PUNCT
economy-4104	5	32	iv	iv	X
economy-4104	5	33	)	)	PUNCT
economy-4104	5	34	.	.	PUNCT
economy-4104	6	1	we	we	PRON
economy-4104	6	2	found	find	VERB
economy-4104	6	3	that	that	SCONJ
economy-4104	6	4	individuals	individual	NOUN
economy-4104	6	5	who	who	PRON
economy-4104	6	6	have	have	AUX
economy-4104	6	7	completed	complete	VERB
economy-4104	6	8	some	some	DET
economy-4104	6	9	level	level	NOUN
economy-4104	6	10	of	of	ADP
economy-4104	6	11	schooling	schooling	NOUN
economy-4104	6	12	experience	experience	NOUN
economy-4104	6	13	a	a	DET
economy-4104	6	14	significant	significant	ADJ
economy-4104	6	15	increase	increase	NOUN
economy-4104	6	16	in	in	ADP
economy-4104	6	17	their	their	PRON
economy-4104	6	18	consumption	consumption	NOUN
economy-4104	6	19	expenditure	expenditure	NOUN
economy-4104	6	20	relative	relative	ADJ
economy-4104	6	21	to	to	ADP
economy-4104	6	22	those	those	PRON
economy-4104	6	23	who	who	PRON
economy-4104	6	24	have	have	AUX
economy-4104	6	25	not	not	PART
economy-4104	6	26	been	be	AUX
economy-4104	6	27	to	to	ADP
economy-4104	6	28	school	school	NOUN
economy-4104	6	29	at	at	ADV
economy-4104	6	30	all	all	ADV
economy-4104	6	31	.	.	PUNCT
economy-4104	7	1	again	again	ADV
economy-4104	7	2	,	,	PUNCT
economy-4104	7	3	educated	educate	VERB
economy-4104	7	4	individuals	individual	NOUN
economy-4104	7	5	who	who	PRON
economy-4104	7	6	are	be	AUX
economy-4104	7	7	poor	poor	ADJ
economy-4104	7	8	had	have	VERB
economy-4104	7	9	a	a	DET
economy-4104	7	10	significantly	significantly	ADV
economy-4104	7	11	lower	low	ADJ
economy-4104	7	12	consumption	consumption	NOUN
economy-4104	7	13	expenditure	expenditure	NOUN
economy-4104	7	14	compared	compare	VERB
economy-4104	7	15	to	to	ADP
economy-4104	7	16	educated	educate	VERB
economy-4104	7	17	individuals	individual	NOUN
economy-4104	7	18	who	who	PRON
economy-4104	7	19	are	be	AUX
economy-4104	7	20	non	non	ADJ
economy-4104	7	21	-	-	ADJ
economy-4104	7	22	poor	poor	ADJ
economy-4104	7	23	.	.	PUNCT
economy-4104	8	1	also	also	ADV
economy-4104	8	2	,	,	PUNCT
economy-4104	8	3	individuals	individual	NOUN
economy-4104	8	4	with	with	ADP
economy-4104	8	5	some	some	DET
economy-4104	8	6	level	level	NOUN
economy-4104	8	7	of	of	ADP
economy-4104	8	8	schooling	schooling	NOUN
economy-4104	8	9	had	have	VERB
economy-4104	8	10	a	a	DET
economy-4104	8	11	lower	low	ADJ
economy-4104	8	12	probability	probability	NOUN
economy-4104	8	13	to	to	PART
economy-4104	8	14	be	be	AUX
economy-4104	8	15	poor	poor	ADJ
economy-4104	8	16	compared	compare	VERB
economy-4104	8	17	to	to	ADP
economy-4104	8	18	those	those	PRON
economy-4104	8	19	without	without	ADP
economy-4104	8	20	any	any	DET
economy-4104	8	21	schooling	schooling	NOUN
economy-4104	8	22	.	.	PUNCT
economy-4104	9	1	we	we	PRON
economy-4104	9	2	suggest	suggest	VERB
economy-4104	9	3	massive	massive	ADJ
economy-4104	9	4	investment	investment	NOUN
economy-4104	9	5	in	in	ADP
economy-4104	9	6	educational	educational	ADJ
economy-4104	9	7	infrastructure	infrastructure	NOUN
economy-4104	9	8	and	and	CCONJ
economy-4104	9	9	a	a	DET
economy-4104	9	10	revision	revision	NOUN
economy-4104	9	11	of	of	ADP
economy-4104	9	12	the	the	DET
economy-4104	9	13	schooling	schooling	NOUN
economy-4104	9	14	curriculum	curriculum	NOUN
economy-4104	9	15	to	to	PART
economy-4104	9	16	equip	equip	VERB
economy-4104	9	17	individuals	individual	NOUN
economy-4104	9	18	with	with	ADP
economy-4104	9	19	workable	workable	ADJ
economy-4104	9	20	skills	skill	NOUN
economy-4104	9	21	that	that	PRON
economy-4104	9	22	can	can	AUX
economy-4104	9	23	enable	enable	VERB
economy-4104	9	24	them	they	PRON
economy-4104	9	25	to	to	PART
economy-4104	9	26	undertake	undertake	VERB
economy-4104	9	27	livelihood	livelihood	NOUN
economy-4104	9	28	activities	activity	NOUN
economy-4104	9	29	to	to	PART
economy-4104	9	30	improve	improve	VERB
economy-4104	9	31	their	their	PRON
economy-4104	9	32	welfare	welfare	NOUN
economy-4104	9	33	.	.	PUNCT
economy-4104	10	1	keywords	keyword	NOUN
economy-4104	10	2	:	:	PUNCT
economy-4104	10	3	ghana	ghana	PROPN
economy-4104	10	4	,	,	PUNCT
economy-4104	10	5	consumption	consumption	NOUN
economy-4104	10	6	expenditure	expenditure	NOUN
economy-4104	10	7	,	,	PUNCT
economy-4104	10	8	schooling	schooling	NOUN
economy-4104	10	9	,	,	PUNCT
economy-4104	10	10	livelihood	livelihood	NOUN
economy-4104	10	11	,	,	PUNCT
economy-4104	10	12	poverty	poverty	NOUN
economy-4104	10	13	,	,	PUNCT
economy-4104	10	14	instrumental	instrumental	ADJ
economy-4104	10	15	variables	variable	NOUN
economy-4104	10	16	.	.	PUNCT
economy-4104	11	1	jel	jel	PROPN
economy-4104	11	2	classification	classification	PROPN
economy-4104	11	3	:	:	PUNCT
economy-4104	11	4	c12	c12	PROPN
economy-4104	11	5	;	;	PUNCT
economy-4104	11	6	e21	e21	NUM
economy-4104	11	7	;	;	PUNCT
economy-4104	11	8	i26	i26	PROPN
economy-4104	11	9	.	.	PUNCT
economy-4104	12	1	citation	citation	NOUN
economy-4104	13	1	|	|	ADV
economy-4104	13	2	samuel	samuel	PROPN
economy-4104	13	3	osei	osei	PROPN
economy-4104	13	4	-	-	PUNCT
economy-4104	13	5	gyebi	gyebi	PROPN
economy-4104	13	6	(	(	PUNCT
economy-4104	13	7	2022	2022	NUM
economy-4104	13	8	)	)	PUNCT
economy-4104	13	9	.	.	PUNCT
economy-4104	14	1	education	education	NOUN
economy-4104	14	2	and	and	CCONJ
economy-4104	14	3	livelihood	livelihood	NOUN
economy-4104	14	4	in	in	ADP
economy-4104	14	5	ghana	ghana	PROPN
economy-4104	14	6	:	:	PUNCT
economy-4104	14	7	evidence	evidence	NOUN
economy-4104	14	8	from	from	ADP
economy-4104	14	9	instrumental	instrumental	ADJ
economy-4104	14	10	variable	variable	ADJ
economy-4104	14	11	analysis	analysis	NOUN
economy-4104	14	12	.	.	PUNCT
economy-4104	15	1	economy	economy	NOUN
economy-4104	15	2	,	,	PUNCT
economy-4104	15	3	9(1	9(1	NUM
economy-4104	15	4	):	):	PUNCT
economy-4104	15	5	9	9	NUM
economy-4104	15	6	-	-	SYM
economy-4104	15	7	17	17	NUM
economy-4104	15	8	.	.	PUNCT
economy-4104	16	1	history	history	NOUN
economy-4104	16	2	:	:	PUNCT
economy-4104	16	3	received	receive	VERB
economy-4104	16	4	:	:	PUNCT
economy-4104	16	5	4	4	NUM
economy-4104	16	6	april	april	PROPN
economy-4104	16	7	2022	2022	NUM
economy-4104	16	8	revised	revise	VERB
economy-4104	16	9	:	:	PUNCT
economy-4104	16	10	5	5	NUM
economy-4104	16	11	july	july	PROPN
economy-4104	16	12	2022	2022	NUM
economy-4104	16	13	accepted	accept	VERB
economy-4104	16	14	:	:	PUNCT
economy-4104	16	15	21	21	NUM
economy-4104	16	16	june	june	PROPN
economy-4104	16	17	2022	2022	NUM
economy-4104	16	18	published	publish	VERB
economy-4104	16	19	:	:	PUNCT
economy-4104	16	20	11	11	NUM
economy-4104	16	21	august	august	PROPN
economy-4104	16	22	2022	2022	NUM
economy-4104	16	23	licensed	license	VERB
economy-4104	16	24	:	:	PUNCT
economy-4104	16	25	this	this	DET
economy-4104	16	26	work	work	NOUN
economy-4104	16	27	is	be	AUX
economy-4104	16	28	licensed	license	VERB
economy-4104	16	29	under	under	ADP
economy-4104	16	30	a	a	DET
economy-4104	16	31	creative	creative	ADJ
economy-4104	16	32	commons	common	NOUN
economy-4104	16	33	attribution	attribution	NOUN
economy-4104	16	34	4.0	4.0	NUM
economy-4104	16	35	license	license	NOUN
economy-4104	16	36	publisher	publisher	NOUN
economy-4104	16	37	:	:	PUNCT
economy-4104	16	38	asian	asian	ADJ
economy-4104	16	39	online	online	PROPN
economy-4104	16	40	journal	journal	PROPN
economy-4104	16	41	publishing	publishing	PROPN
economy-4104	16	42	group	group	PROPN
economy-4104	16	43	funding	funding	NOUN
economy-4104	16	44	:	:	PUNCT
economy-4104	16	45	this	this	DET
economy-4104	16	46	study	study	NOUN
economy-4104	16	47	received	receive	VERB
economy-4104	16	48	no	no	DET
economy-4104	16	49	specific	specific	ADJ
economy-4104	16	50	financial	financial	ADJ
economy-4104	16	51	support	support	NOUN
economy-4104	16	52	.	.	PUNCT
economy-4104	17	1	competing	compete	VERB
economy-4104	17	2	interests	interest	NOUN
economy-4104	17	3	:	:	PUNCT
economy-4104	17	4	the	the	DET
economy-4104	17	5	author	author	NOUN
economy-4104	17	6	declares	declare	VERB
economy-4104	17	7	that	that	SCONJ
economy-4104	17	8	there	there	PRON
economy-4104	17	9	are	be	VERB
economy-4104	17	10	no	no	DET
economy-4104	17	11	conflicts	conflict	NOUN
economy-4104	17	12	of	of	ADP
economy-4104	17	13	interests	interest	NOUN
economy-4104	17	14	regarding	regard	VERB
economy-4104	17	15	the	the	DET
economy-4104	17	16	publication	publication	NOUN
economy-4104	17	17	of	of	ADP
economy-4104	17	18	this	this	DET
economy-4104	17	19	paper	paper	NOUN
economy-4104	17	20	.	.	PUNCT
economy-4104	18	1	transparency	transparency	NOUN
economy-4104	18	2	:	:	PUNCT
economy-4104	18	3	the	the	DET
economy-4104	18	4	author	author	NOUN
economy-4104	18	5	confirms	confirm	VERB
economy-4104	18	6	that	that	SCONJ
economy-4104	18	7	the	the	DET
economy-4104	18	8	manuscript	manuscript	NOUN
economy-4104	18	9	is	be	AUX
economy-4104	18	10	an	an	DET
economy-4104	18	11	honest	honest	ADJ
economy-4104	18	12	,	,	PUNCT
economy-4104	18	13	accurate	accurate	ADJ
economy-4104	18	14	,	,	PUNCT
economy-4104	18	15	and	and	CCONJ
economy-4104	18	16	transparent	transparent	ADJ
economy-4104	18	17	account	account	NOUN
economy-4104	18	18	of	of	ADP
economy-4104	18	19	the	the	DET
economy-4104	18	20	study	study	NOUN
economy-4104	18	21	;	;	PUNCT
economy-4104	18	22	that	that	SCONJ
economy-4104	18	23	no	no	DET
economy-4104	18	24	vital	vital	ADJ
economy-4104	18	25	features	feature	NOUN
economy-4104	18	26	of	of	ADP
economy-4104	18	27	the	the	DET
economy-4104	18	28	study	study	NOUN
economy-4104	18	29	have	have	AUX
economy-4104	18	30	been	be	AUX
economy-4104	18	31	omitted	omit	VERB
economy-4104	18	32	;	;	PUNCT
economy-4104	18	33	and	and	CCONJ
economy-4104	18	34	that	that	SCONJ
economy-4104	18	35	any	any	DET
economy-4104	18	36	discrepancies	discrepancy	NOUN
economy-4104	18	37	from	from	ADP
economy-4104	18	38	the	the	DET
economy-4104	18	39	study	study	NOUN
economy-4104	18	40	as	as	SCONJ
economy-4104	18	41	planned	plan	VERB
economy-4104	18	42	have	have	AUX
economy-4104	18	43	been	be	AUX
economy-4104	18	44	explained	explain	VERB
economy-4104	18	45	.	.	PUNCT
economy-4104	19	1	ethical	ethical	ADJ
economy-4104	19	2	:	:	PUNCT
economy-4104	19	3	this	this	DET
economy-4104	19	4	study	study	NOUN
economy-4104	19	5	followed	follow	VERB
economy-4104	19	6	all	all	DET
economy-4104	19	7	ethical	ethical	ADJ
economy-4104	19	8	practices	practice	NOUN
economy-4104	19	9	during	during	ADP
economy-4104	19	10	writing	writing	NOUN
economy-4104	19	11	.	.	PUNCT
economy-4104	20	1	contents	content	NOUN
economy-4104	20	2	1	1	NUM
economy-4104	20	3	.	.	PUNCT
economy-4104	21	1	introduction	introduction	NOUN
economy-4104	21	2	......................................................................................................................................................................................	......................................................................................................................................................................................	PUNCT
economy-4104	22	1	10	10	NUM
economy-4104	22	2	2	2	NUM
economy-4104	22	3	.	.	PUNCT
economy-4104	22	4	literature	literature	PROPN
economy-4104	22	5	review	review	PROPN
economy-4104	22	6	............................................................................................................................................................................	............................................................................................................................................................................	PUNCT
economy-4104	23	1	10	10	NUM
economy-4104	23	2	3	3	NUM
economy-4104	23	3	.	.	PUNCT
economy-4104	23	4	methodology	methodology	NOUN
economy-4104	23	5	.....................................................................................................................................................................................	.....................................................................................................................................................................................	PUNCT
economy-4104	24	1	12	12	NUM
economy-4104	24	2	4	4	NUM
economy-4104	24	3	.	.	PUNCT
economy-4104	24	4	results	result	NOUN
economy-4104	24	5	................................................................................................................................................................................................	................................................................................................................................................................................................	PUNCT
economy-4104	24	6	14	14	NUM
economy-4104	24	7	5	5	NUM
economy-4104	24	8	.	.	PUNCT
economy-4104	25	1	conclusion	conclusion	NOUN
economy-4104	25	2	.........................................................................................................................................................................................	.........................................................................................................................................................................................	PUNCT
economy-4104	26	1	16	16	NUM
economy-4104	26	2	references	reference	NOUN
economy-4104	26	3	..............................................................................................................................................................................................	..............................................................................................................................................................................................	PROPN
economy-4104	27	1	16	16	NUM
economy-4104	27	2	mailto:kwakuoseigyebi@gmail.com	mailto:kwakuoseigyebi@gmail.com	PROPN
economy-4104	27	3	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
economy-4104	27	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
economy-4104	27	5	https://www.doi.org/10.20448/economy.v9i1.4104	https://www.doi.org/10.20448/economy.v9i1.4104	PROPN
economy-4104	27	6	https://orcid.org/0000-0003-1435-6334	https://orcid.org/0000-0003-1435-6334	PROPN
economy-4104	27	7	economy	economy	NOUN
economy-4104	27	8	,	,	PUNCT
economy-4104	27	9	2022	2022	NUM
economy-4104	27	10	,	,	PUNCT
economy-4104	27	11	9(1	9(1	NUM
economy-4104	27	12	):	):	PUNCT
economy-4104	27	13	9	9	NUM
economy-4104	27	14	-	-	SYM
economy-4104	27	15	17	17	NUM
economy-4104	27	16	10	10	NUM
economy-4104	27	17	©	©	PROPN
economy-4104	27	18	2022	2022	NUM
economy-4104	27	19	by	by	ADP
economy-4104	27	20	the	the	DET
economy-4104	27	21	authors	author	NOUN
economy-4104	27	22	;	;	PUNCT
economy-4104	27	23	licensee	licensee	PROPN
economy-4104	27	24	asian	asian	ADJ
economy-4104	27	25	online	online	PROPN
economy-4104	27	26	journal	journal	PROPN
economy-4104	27	27	publishing	publishing	NOUN
economy-4104	27	28	group	group	NOUN
economy-4104	27	29	contribution	contribution	NOUN
economy-4104	27	30	of	of	ADP
economy-4104	27	31	this	this	DET
economy-4104	27	32	paper	paper	NOUN
economy-4104	27	33	to	to	ADP
economy-4104	27	34	the	the	DET
economy-4104	27	35	literature	literature	NOUN
economy-4104	27	36	we	we	PRON
economy-4104	27	37	established	establish	VERB
economy-4104	27	38	the	the	DET
economy-4104	27	39	difference	difference	NOUN
economy-4104	27	40	that	that	PRON
economy-4104	27	41	schooling	schooling	NOUN
economy-4104	27	42	makes	make	VERB
economy-4104	27	43	in	in	ADP
economy-4104	27	44	the	the	DET
economy-4104	27	45	consumption	consumption	NOUN
economy-4104	27	46	expenditure	expenditure	NOUN
economy-4104	27	47	of	of	ADP
economy-4104	27	48	individuals	individual	NOUN
economy-4104	27	49	in	in	ADP
economy-4104	27	50	ghana	ghana	PROPN
economy-4104	27	51	and	and	CCONJ
economy-4104	27	52	how	how	SCONJ
economy-4104	27	53	this	this	PRON
economy-4104	27	54	influences	influence	VERB
economy-4104	27	55	their	their	PRON
economy-4104	27	56	livelihoods	livelihood	NOUN
economy-4104	27	57	.	.	PUNCT
economy-4104	28	1	we	we	PRON
economy-4104	28	2	also	also	ADV
economy-4104	28	3	analyzed	analyze	VERB
economy-4104	28	4	the	the	DET
economy-4104	28	5	interplay	interplay	NOUN
economy-4104	28	6	of	of	ADP
economy-4104	28	7	education	education	NOUN
economy-4104	28	8	and	and	CCONJ
economy-4104	28	9	poverty	poverty	NOUN
economy-4104	28	10	on	on	ADP
economy-4104	28	11	the	the	DET
economy-4104	28	12	consumption	consumption	NOUN
economy-4104	28	13	expenditure	expenditure	NOUN
economy-4104	28	14	of	of	ADP
economy-4104	28	15	individuals	individual	NOUN
economy-4104	28	16	in	in	ADP
economy-4104	28	17	ghana	ghana	PROPN
economy-4104	28	18	to	to	PART
economy-4104	28	19	provide	provide	VERB
economy-4104	28	20	a	a	DET
economy-4104	28	21	new	new	ADJ
economy-4104	28	22	perspective	perspective	NOUN
economy-4104	28	23	on	on	ADP
economy-4104	28	24	the	the	DET
economy-4104	28	25	nexus	nexus	NOUN
economy-4104	28	26	of	of	ADP
economy-4104	28	27	education	education	NOUN
economy-4104	28	28	and	and	CCONJ
economy-4104	28	29	livelihood	livelihood	NOUN
economy-4104	28	30	.	.	PUNCT
economy-4104	29	1	1	1	X
economy-4104	29	2	.	.	X
economy-4104	29	3	introduction	introduction	NOUN
economy-4104	29	4	every	every	DET
economy-4104	29	5	individual	individual	NOUN
economy-4104	29	6	requires	require	VERB
economy-4104	29	7	some	some	DET
economy-4104	29	8	resources	resource	NOUN
economy-4104	29	9	to	to	PART
economy-4104	29	10	sustain	sustain	VERB
economy-4104	29	11	life	life	NOUN
economy-4104	29	12	(	(	PUNCT
economy-4104	29	13	adjei	adjei	PROPN
economy-4104	29	14	,	,	PUNCT
economy-4104	29	15	2010	2010	NUM
economy-4104	29	16	)	)	PUNCT
economy-4104	29	17	and	and	CCONJ
economy-4104	29	18	these	these	DET
economy-4104	29	19	livelihood	livelihood	NOUN
economy-4104	29	20	assets	asset	NOUN
economy-4104	29	21	are	be	AUX
economy-4104	29	22	what	what	PRON
economy-4104	29	23	people	people	NOUN
economy-4104	29	24	dwell	dwell	VERB
economy-4104	29	25	on	on	ADP
economy-4104	29	26	to	to	PART
economy-4104	29	27	make	make	VERB
economy-4104	29	28	a	a	DET
economy-4104	29	29	living	live	VERB
economy-4104	29	30	(	(	PUNCT
economy-4104	29	31	oduro	oduro	NOUN
economy-4104	29	32	,	,	PUNCT
economy-4104	29	33	mohren	mohren	NOUN
economy-4104	29	34	,	,	PUNCT
economy-4104	29	35	pena	pena	PROPN
economy-4104	29	36	-	-	PUNCT
economy-4104	29	37	claros	claros	PROPN
economy-4104	29	38	,	,	PUNCT
economy-4104	29	39	kyereh	kyereh	NOUN
economy-4104	29	40	,	,	PUNCT
economy-4104	29	41	&	&	CCONJ
economy-4104	29	42	arts	art	NOUN
economy-4104	29	43	,	,	PUNCT
economy-4104	29	44	2015	2015	NUM
economy-4104	29	45	)	)	PUNCT
economy-4104	29	46	.	.	PUNCT
economy-4104	30	1	different	different	ADJ
economy-4104	30	2	individuals	individual	NOUN
economy-4104	30	3	go	go	VERB
economy-4104	30	4	through	through	ADP
economy-4104	30	5	their	their	PRON
economy-4104	30	6	livelihood	livelihood	NOUN
economy-4104	30	7	activities	activity	NOUN
economy-4104	30	8	in	in	ADP
economy-4104	30	9	different	different	ADJ
economy-4104	30	10	places	place	NOUN
economy-4104	30	11	;	;	PUNCT
economy-4104	30	12	some	some	PRON
economy-4104	30	13	undertake	undertake	VERB
economy-4104	30	14	their	their	PRON
economy-4104	30	15	activities	activity	NOUN
economy-4104	30	16	in	in	ADP
economy-4104	30	17	their	their	PRON
economy-4104	30	18	homes	home	NOUN
economy-4104	30	19	while	while	SCONJ
economy-4104	30	20	others	other	NOUN
economy-4104	30	21	go	go	VERB
economy-4104	30	22	outside	outside	ADV
economy-4104	30	23	of	of	ADP
economy-4104	30	24	their	their	PRON
economy-4104	30	25	homes	home	NOUN
economy-4104	30	26	(	(	PUNCT
economy-4104	30	27	mahama	mahama	PROPN
economy-4104	30	28	&	&	CCONJ
economy-4104	30	29	maharjan	maharjan	PROPN
economy-4104	30	30	,	,	PUNCT
economy-4104	30	31	2018	2018	NUM
economy-4104	30	32	)	)	PUNCT
economy-4104	30	33	.	.	PUNCT
economy-4104	31	1	livelihood	livelihood	PROPN
economy-4104	31	2	issues	issue	NOUN
economy-4104	31	3	are	be	AUX
economy-4104	31	4	of	of	ADP
economy-4104	31	5	great	great	ADJ
economy-4104	31	6	importance	importance	NOUN
economy-4104	31	7	in	in	ADP
economy-4104	31	8	combating	combat	VERB
economy-4104	31	9	poverty	poverty	NOUN
economy-4104	31	10	;	;	PUNCT
economy-4104	31	11	hence	hence	ADV
economy-4104	31	12	the	the	DET
economy-4104	31	13	government	government	NOUN
economy-4104	31	14	of	of	ADP
economy-4104	31	15	ghana	ghana	PROPN
economy-4104	31	16	has	have	AUX
economy-4104	31	17	initiated	initiate	VERB
economy-4104	31	18	the	the	DET
economy-4104	31	19	livelihood	livelihood	NOUN
economy-4104	31	20	empowerment	empowerment	NOUN
economy-4104	31	21	against	against	ADP
economy-4104	31	22	poverty	poverty	NOUN
economy-4104	31	23	(	(	PUNCT
economy-4104	31	24	leap	leap	NOUN
economy-4104	31	25	)	)	PUNCT
economy-4104	31	26	program	program	NOUN
economy-4104	31	27	as	as	ADP
economy-4104	31	28	one	one	NUM
economy-4104	31	29	of	of	ADP
economy-4104	31	30	the	the	DET
economy-4104	31	31	key	key	ADJ
economy-4104	31	32	policy	policy	NOUN
economy-4104	31	33	directives	directive	NOUN
economy-4104	31	34	to	to	PART
economy-4104	31	35	address	address	VERB
economy-4104	31	36	the	the	DET
economy-4104	31	37	vulnerability	vulnerability	NOUN
economy-4104	31	38	in	in	ADP
economy-4104	31	39	the	the	DET
economy-4104	31	40	country	country	NOUN
economy-4104	31	41	(	(	PUNCT
economy-4104	31	42	mahama	mahama	PROPN
economy-4104	31	43	&	&	CCONJ
economy-4104	31	44	maharjan	maharjan	PROPN
economy-4104	31	45	,	,	PUNCT
economy-4104	31	46	2018	2018	NUM
economy-4104	31	47	)	)	PUNCT
economy-4104	31	48	.	.	PUNCT
economy-4104	32	1	education	education	NOUN
economy-4104	32	2	contributes	contribute	VERB
economy-4104	32	3	to	to	ADP
economy-4104	32	4	the	the	DET
economy-4104	32	5	enhancement	enhancement	NOUN
economy-4104	32	6	of	of	ADP
economy-4104	32	7	assets	asset	NOUN
economy-4104	32	8	and	and	CCONJ
economy-4104	32	9	a	a	DET
economy-4104	32	10	good	good	ADJ
economy-4104	32	11	foundation	foundation	NOUN
economy-4104	32	12	in	in	ADP
economy-4104	32	13	education	education	NOUN
economy-4104	32	14	for	for	ADP
economy-4104	32	15	that	that	DET
economy-4104	32	16	matter	matter	NOUN
economy-4104	32	17	enhances	enhance	VERB
economy-4104	32	18	one	one	NUM
economy-4104	32	19	’s	’s	PART
economy-4104	32	20	efforts	effort	NOUN
economy-4104	32	21	of	of	ADP
economy-4104	32	22	building	build	VERB
economy-4104	32	23	human	human	ADJ
economy-4104	32	24	capital	capital	NOUN
economy-4104	32	25	to	to	PART
economy-4104	32	26	earn	earn	VERB
economy-4104	32	27	a	a	DET
economy-4104	32	28	decent	decent	ADJ
economy-4104	32	29	living	living	NOUN
economy-4104	32	30	(	(	PUNCT
economy-4104	32	31	tangney	tangney	NOUN
economy-4104	32	32	,	,	PUNCT
economy-4104	32	33	baumeister	baumeister	NOUN
economy-4104	32	34	,	,	PUNCT
economy-4104	32	35	&	&	CCONJ
economy-4104	32	36	boone	boone	PROPN
economy-4104	32	37	,	,	PUNCT
economy-4104	32	38	2004	2004	NUM
economy-4104	32	39	)	)	PUNCT
economy-4104	32	40	.	.	PUNCT
economy-4104	33	1	again	again	ADV
economy-4104	33	2	,	,	PUNCT
economy-4104	33	3	education	education	NOUN
economy-4104	33	4	is	be	AUX
economy-4104	33	5	potent	potent	ADJ
economy-4104	33	6	in	in	ADP
economy-4104	33	7	enabling	enable	VERB
economy-4104	33	8	peoples	people	NOUN
economy-4104	33	9	’	’	PART
economy-4104	33	10	capabilities	capability	NOUN
economy-4104	33	11	to	to	PART
economy-4104	33	12	be	be	AUX
economy-4104	33	13	enhanced	enhance	VERB
economy-4104	33	14	to	to	PART
economy-4104	33	15	achieve	achieve	VERB
economy-4104	33	16	sustainable	sustainable	ADJ
economy-4104	33	17	livelihoods	livelihood	NOUN
economy-4104	33	18	.	.	PUNCT
economy-4104	34	1	also	also	ADV
economy-4104	34	2	,	,	PUNCT
economy-4104	34	3	sen	sen	PROPN
economy-4104	34	4	(	(	PUNCT
economy-4104	34	5	1990	1990	NUM
economy-4104	34	6	)	)	PUNCT
economy-4104	34	7	emphasizes	emphasize	VERB
economy-4104	34	8	that	that	SCONJ
economy-4104	34	9	education	education	NOUN
economy-4104	34	10	serves	serve	VERB
economy-4104	34	11	both	both	PRON
economy-4104	34	12	as	as	ADP
economy-4104	34	13	a	a	DET
economy-4104	34	14	means	means	NOUN
economy-4104	34	15	to	to	ADP
economy-4104	34	16	a	a	DET
economy-4104	34	17	better	well	ADJ
economy-4104	34	18	life	life	NOUN
economy-4104	34	19	and	and	CCONJ
economy-4104	34	20	also	also	ADV
economy-4104	34	21	an	an	DET
economy-4104	34	22	end	end	NOUN
economy-4104	34	23	in	in	ADP
economy-4104	34	24	itself	itself	PRON
economy-4104	34	25	which	which	PRON
economy-4104	34	26	makes	make	VERB
economy-4104	34	27	it	it	PRON
economy-4104	34	28	important	important	ADJ
economy-4104	34	29	for	for	ADP
economy-4104	34	30	all	all	DET
economy-4104	34	31	individuals	individual	NOUN
economy-4104	34	32	.	.	PUNCT
economy-4104	35	1	however	however	ADV
economy-4104	35	2	,	,	PUNCT
economy-4104	35	3	despite	despite	SCONJ
economy-4104	35	4	the	the	DET
economy-4104	35	5	important	important	ADJ
economy-4104	35	6	role	role	NOUN
economy-4104	35	7	education	education	NOUN
economy-4104	35	8	plays	play	VERB
economy-4104	35	9	in	in	ADP
economy-4104	35	10	livelihood	livelihood	NOUN
economy-4104	35	11	,	,	PUNCT
economy-4104	35	12	there	there	PRON
economy-4104	35	13	have	have	AUX
economy-4104	35	14	been	be	AUX
economy-4104	35	15	concerns	concern	NOUN
economy-4104	35	16	about	about	ADP
economy-4104	35	17	how	how	SCONJ
economy-4104	35	18	education	education	NOUN
economy-4104	35	19	is	be	AUX
economy-4104	35	20	being	be	AUX
economy-4104	35	21	accessed	access	VERB
economy-4104	35	22	and	and	CCONJ
economy-4104	35	23	delivered	deliver	VERB
economy-4104	35	24	(	(	PUNCT
economy-4104	35	25	tangney	tangney	NOUN
economy-4104	35	26	et	et	PROPN
economy-4104	35	27	al	al	PROPN
economy-4104	35	28	.	.	PROPN
economy-4104	35	29	,	,	PUNCT
economy-4104	35	30	2004	2004	NUM
economy-4104	35	31	)	)	PUNCT
economy-4104	35	32	.	.	PUNCT
economy-4104	36	1	according	accord	VERB
economy-4104	36	2	to	to	ADP
economy-4104	36	3	united	united	PROPN
economy-4104	36	4	nation	nation	PROPN
economy-4104	36	5	international	international	PROPN
economy-4104	36	6	children	child	NOUN
economy-4104	36	7	’s	’s	PART
economy-4104	36	8	emergency	emergency	NOUN
economy-4104	36	9	fund	fund	NOUN
economy-4104	36	10	(	(	PUNCT
economy-4104	36	11	united	united	PROPN
economy-4104	36	12	nations	nations	PROPN
economy-4104	36	13	children	children	PROPN
economy-4104	36	14	’s	’s	PART
economy-4104	36	15	fund	fund	NOUN
economy-4104	36	16	(	(	PUNCT
economy-4104	36	17	unicef	unicef	PROPN
economy-4104	36	18	)	)	PUNCT
economy-4104	36	19	,	,	PUNCT
economy-4104	36	20	2016	2016	NUM
economy-4104	36	21	)	)	PUNCT
economy-4104	36	22	approximately	approximately	ADV
economy-4104	36	23	124	124	NUM
economy-4104	36	24	million	million	NUM
economy-4104	36	25	adolescents	adolescent	NOUN
economy-4104	36	26	and	and	CCONJ
economy-4104	36	27	children	child	NOUN
economy-4104	36	28	lack	lack	VERB
economy-4104	36	29	the	the	DET
economy-4104	36	30	opportunity	opportunity	NOUN
economy-4104	36	31	to	to	PART
economy-4104	36	32	attend	attend	VERB
economy-4104	36	33	and	and	CCONJ
economy-4104	36	34	complete	complete	ADJ
economy-4104	36	35	school	school	NOUN
economy-4104	36	36	.	.	PUNCT
economy-4104	37	1	approximately	approximately	ADV
economy-4104	37	2	59	59	NUM
economy-4104	37	3	million	million	NUM
economy-4104	37	4	primary	primary	ADJ
economy-4104	37	5	students	student	NOUN
economy-4104	37	6	and	and	CCONJ
economy-4104	37	7	65	65	NUM
economy-4104	37	8	million	million	NUM
economy-4104	37	9	adolescents	adolescent	NOUN
economy-4104	37	10	in	in	ADP
economy-4104	37	11	lower	low	ADJ
economy-4104	37	12	secondary	secondary	ADJ
economy-4104	37	13	levels	level	NOUN
economy-4104	37	14	are	be	AUX
economy-4104	37	15	unable	unable	ADJ
economy-4104	37	16	to	to	PART
economy-4104	37	17	complete	complete	VERB
economy-4104	37	18	school	school	NOUN
economy-4104	37	19	with	with	ADP
economy-4104	37	20	more	more	ADJ
economy-4104	37	21	than	than	ADP
economy-4104	37	22	50	50	NUM
economy-4104	37	23	%	%	NOUN
economy-4104	37	24	of	of	ADP
economy-4104	37	25	this	this	DET
economy-4104	37	26	number	number	NOUN
economy-4104	37	27	living	live	VERB
economy-4104	37	28	in	in	ADP
economy-4104	37	29	sub	sub	ADJ
economy-4104	37	30	-	-	ADJ
economy-4104	37	31	saharan	saharan	ADJ
economy-4104	37	32	africa	africa	PROPN
economy-4104	37	33	.	.	PUNCT
economy-4104	38	1	according	accord	VERB
economy-4104	38	2	to	to	ADP
economy-4104	38	3	corcoran	corcoran	NOUN
economy-4104	38	4	et	et	PROPN
economy-4104	38	5	al	al	PROPN
economy-4104	38	6	.	.	PROPN
economy-4104	39	1	(	(	PUNCT
economy-4104	39	2	2020	2020	NUM
economy-4104	39	3	)	)	PUNCT
economy-4104	39	4	no	no	ADV
economy-4104	39	5	matter	matter	ADV
economy-4104	39	6	the	the	DET
economy-4104	39	7	efforts	effort	NOUN
economy-4104	39	8	people	people	NOUN
economy-4104	39	9	put	put	VERB
economy-4104	39	10	into	into	ADP
economy-4104	39	11	learning	learning	NOUN
economy-4104	39	12	,	,	PUNCT
economy-4104	39	13	if	if	SCONJ
economy-4104	39	14	the	the	DET
economy-4104	39	15	teaching	teaching	NOUN
economy-4104	39	16	and	and	CCONJ
economy-4104	39	17	learning	learn	VERB
economy-4104	39	18	environment	environment	NOUN
economy-4104	39	19	is	be	AUX
economy-4104	39	20	not	not	PART
economy-4104	39	21	favorable	favorable	ADJ
economy-4104	39	22	,	,	PUNCT
economy-4104	39	23	then	then	ADV
economy-4104	39	24	the	the	DET
economy-4104	39	25	quality	quality	NOUN
economy-4104	39	26	of	of	ADP
economy-4104	39	27	education	education	NOUN
economy-4104	39	28	is	be	AUX
economy-4104	39	29	a	a	DET
economy-4104	39	30	problem	problem	NOUN
economy-4104	39	31	.	.	PUNCT
economy-4104	40	1	even	even	ADV
economy-4104	40	2	though	though	SCONJ
economy-4104	40	3	the	the	DET
economy-4104	40	4	education	education	NOUN
economy-4104	40	5	system	system	NOUN
economy-4104	40	6	has	have	AUX
economy-4104	40	7	experienced	experience	VERB
economy-4104	40	8	reforms	reform	NOUN
economy-4104	40	9	and	and	CCONJ
economy-4104	40	10	reviews	review	NOUN
economy-4104	40	11	over	over	ADP
economy-4104	40	12	the	the	DET
economy-4104	40	13	years	year	NOUN
economy-4104	40	14	,	,	PUNCT
economy-4104	40	15	their	their	PRON
economy-4104	40	16	cumulative	cumulative	ADJ
economy-4104	40	17	effects	effect	NOUN
economy-4104	40	18	have	have	AUX
economy-4104	40	19	not	not	PART
economy-4104	40	20	yielded	yield	VERB
economy-4104	40	21	the	the	DET
economy-4104	40	22	desired	desire	VERB
economy-4104	40	23	goals	goal	NOUN
economy-4104	40	24	as	as	SCONJ
economy-4104	40	25	significant	significant	ADJ
economy-4104	40	26	issues	issue	NOUN
economy-4104	40	27	still	still	ADV
economy-4104	40	28	exist	exist	VERB
economy-4104	40	29	(	(	PUNCT
economy-4104	40	30	pajibo	pajibo	PROPN
economy-4104	40	31	&	&	CCONJ
economy-4104	40	32	tamanja	tamanja	PROPN
economy-4104	40	33	,	,	PUNCT
economy-4104	40	34	2017	2017	NUM
economy-4104	40	35	)	)	PUNCT
economy-4104	40	36	.	.	PUNCT
economy-4104	41	1	corcoran	corcoran	PROPN
economy-4104	41	2	et	et	PROPN
economy-4104	41	3	al	al	PROPN
economy-4104	41	4	.	.	PROPN
economy-4104	41	5	(	(	PUNCT
economy-4104	41	6	2020	2020	NUM
economy-4104	41	7	)	)	PUNCT
economy-4104	41	8	noted	note	VERB
economy-4104	41	9	that	that	SCONJ
economy-4104	41	10	ghana	ghana	PROPN
economy-4104	41	11	has	have	VERB
economy-4104	41	12	inadequate	inadequate	ADJ
economy-4104	41	13	schools	school	NOUN
economy-4104	41	14	,	,	PUNCT
economy-4104	41	15	a	a	DET
economy-4104	41	16	low	low	ADJ
economy-4104	41	17	teacher	teacher	NOUN
economy-4104	41	18	-	-	PUNCT
economy-4104	41	19	to	to	ADP
economy-4104	41	20	-	-	PUNCT
economy-4104	41	21	pupil	pupil	NOUN
economy-4104	41	22	ratio	ratio	NOUN
economy-4104	41	23	,	,	PUNCT
economy-4104	41	24	and	and	CCONJ
economy-4104	41	25	high	high	ADJ
economy-4104	41	26	illiteracy	illiteracy	NOUN
economy-4104	41	27	rates	rate	NOUN
economy-4104	41	28	,	,	PUNCT
economy-4104	41	29	especially	especially	ADV
economy-4104	41	30	in	in	ADP
economy-4104	41	31	rural	rural	ADJ
economy-4104	41	32	parts	part	NOUN
economy-4104	41	33	of	of	ADP
economy-4104	41	34	the	the	DET
economy-4104	41	35	country	country	NOUN
economy-4104	41	36	.	.	PUNCT
economy-4104	42	1	for	for	ADP
economy-4104	42	2	example	example	NOUN
economy-4104	42	3	,	,	PUNCT
economy-4104	42	4	the	the	DET
economy-4104	42	5	centers	center	NOUN
economy-4104	42	6	of	of	ADP
economy-4104	42	7	ghana	ghana	PROPN
economy-4104	42	8	’s	’s	PART
economy-4104	42	9	early	early	ADJ
economy-4104	42	10	childhood	childhood	NOUN
economy-4104	42	11	education	education	NOUN
economy-4104	42	12	(	(	PUNCT
economy-4104	42	13	ece	ece	PROPN
economy-4104	42	14	)	)	PUNCT
economy-4104	42	15	are	be	AUX
economy-4104	42	16	lacking	lack	VERB
economy-4104	42	17	in	in	ADP
economy-4104	42	18	terms	term	NOUN
economy-4104	42	19	of	of	ADP
economy-4104	42	20	major	major	ADJ
economy-4104	42	21	learning	learning	NOUN
economy-4104	42	22	and	and	CCONJ
economy-4104	42	23	teaching	teach	VERB
economy-4104	42	24	materials	material	NOUN
economy-4104	42	25	per	per	ADP
economy-4104	42	26	the	the	DET
economy-4104	42	27	same	same	ADJ
economy-4104	42	28	report	report	NOUN
economy-4104	42	29	.	.	PUNCT
economy-4104	43	1	another	another	DET
economy-4104	43	2	challenge	challenge	NOUN
economy-4104	43	3	has	have	AUX
economy-4104	43	4	been	be	AUX
economy-4104	43	5	the	the	DET
economy-4104	43	6	huge	huge	ADJ
economy-4104	43	7	opportunity	opportunity	NOUN
economy-4104	43	8	cost	cost	NOUN
economy-4104	43	9	for	for	SCONJ
economy-4104	43	10	some	some	DET
economy-4104	43	11	parents	parent	NOUN
economy-4104	43	12	to	to	PART
economy-4104	43	13	allow	allow	VERB
economy-4104	43	14	their	their	PRON
economy-4104	43	15	children	child	NOUN
economy-4104	43	16	to	to	PART
economy-4104	43	17	attend	attend	VERB
economy-4104	43	18	school	school	NOUN
economy-4104	43	19	because	because	SCONJ
economy-4104	43	20	their	their	PRON
economy-4104	43	21	children	child	NOUN
economy-4104	43	22	serve	serve	VERB
economy-4104	43	23	as	as	ADP
economy-4104	43	24	a	a	DET
economy-4104	43	25	significant	significant	ADJ
economy-4104	43	26	source	source	NOUN
economy-4104	43	27	of	of	ADP
economy-4104	43	28	labor	labor	NOUN
economy-4104	43	29	(	(	PUNCT
economy-4104	43	30	debrah	debrah	PROPN
economy-4104	43	31	,	,	PUNCT
economy-4104	43	32	2013	2013	NUM
economy-4104	43	33	)	)	PUNCT
economy-4104	43	34	.	.	PUNCT
economy-4104	44	1	this	this	PRON
economy-4104	44	2	makes	make	VERB
economy-4104	44	3	it	it	PRON
economy-4104	44	4	difficult	difficult	ADJ
economy-4104	44	5	to	to	PART
economy-4104	44	6	convince	convince	VERB
economy-4104	44	7	most	most	ADJ
economy-4104	44	8	parents	parent	NOUN
economy-4104	44	9	to	to	PART
economy-4104	44	10	enroll	enroll	VERB
economy-4104	44	11	their	their	PRON
economy-4104	44	12	children	child	NOUN
economy-4104	44	13	in	in	ADP
economy-4104	44	14	school	school	NOUN
economy-4104	44	15	.	.	PUNCT
economy-4104	45	1	the	the	DET
economy-4104	45	2	abundance	abundance	NOUN
economy-4104	45	3	of	of	ADP
economy-4104	45	4	highly	highly	ADV
economy-4104	45	5	educated	educate	VERB
economy-4104	45	6	people	people	NOUN
economy-4104	45	7	undoubtedly	undoubtedly	ADV
economy-4104	45	8	is	be	AUX
economy-4104	45	9	a	a	DET
economy-4104	45	10	prerequisite	prerequisite	NOUN
economy-4104	45	11	for	for	ADP
economy-4104	45	12	socio	socio	NOUN
economy-4104	45	13	-	-	PUNCT
economy-4104	45	14	economic	economic	ADJ
economy-4104	45	15	development	development	NOUN
economy-4104	45	16	.	.	PUNCT
economy-4104	46	1	the	the	DET
economy-4104	46	2	effect	effect	NOUN
economy-4104	46	3	of	of	ADP
economy-4104	46	4	education	education	NOUN
economy-4104	46	5	on	on	ADP
economy-4104	46	6	certain	certain	ADJ
economy-4104	46	7	indicators	indicator	NOUN
economy-4104	46	8	has	have	AUX
economy-4104	46	9	therefore	therefore	ADV
economy-4104	46	10	received	receive	VERB
economy-4104	46	11	enormous	enormous	ADJ
economy-4104	46	12	attention	attention	NOUN
economy-4104	46	13	across	across	ADP
economy-4104	46	14	the	the	DET
economy-4104	46	15	globe	globe	NOUN
economy-4104	46	16	.	.	PUNCT
economy-4104	47	1	mention	mention	VERB
economy-4104	47	2	can	can	AUX
economy-4104	47	3	be	be	AUX
economy-4104	47	4	made	make	VERB
economy-4104	47	5	of	of	ADP
economy-4104	47	6	coelli	coelli	PROPN
economy-4104	47	7	and	and	CCONJ
economy-4104	47	8	green	green	ADJ
economy-4104	47	9	(	(	PUNCT
economy-4104	47	10	2012	2012	NUM
economy-4104	47	11	)	)	PUNCT
economy-4104	47	12	which	which	PRON
economy-4104	47	13	analyzed	analyze	VERB
economy-4104	47	14	the	the	DET
economy-4104	47	15	effect	effect	NOUN
economy-4104	47	16	of	of	ADP
economy-4104	47	17	high	high	ADJ
economy-4104	47	18	school	school	NOUN
economy-4104	47	19	education	education	NOUN
economy-4104	47	20	on	on	ADP
economy-4104	47	21	the	the	DET
economy-4104	47	22	welfare	welfare	NOUN
economy-4104	47	23	of	of	ADP
economy-4104	47	24	young	young	ADJ
economy-4104	47	25	canadians	canadian	NOUN
economy-4104	47	26	while	while	SCONJ
economy-4104	47	27	little	little	ADJ
economy-4104	47	28	,	,	PUNCT
economy-4104	47	29	aboud	aboud	ADJ
economy-4104	47	30	,	,	PUNCT
economy-4104	47	31	and	and	CCONJ
economy-4104	47	32	lenachuru	lenachuru	X
economy-4104	47	33	(	(	PUNCT
economy-4104	47	34	2009	2009	NUM
economy-4104	47	35	)	)	PUNCT
economy-4104	47	36	studied	study	VERB
economy-4104	47	37	how	how	SCONJ
economy-4104	47	38	education	education	NOUN
economy-4104	47	39	influences	influence	VERB
economy-4104	47	40	the	the	DET
economy-4104	47	41	livelihood	livelihood	NOUN
economy-4104	47	42	of	of	ADP
economy-4104	47	43	farmers	farmer	NOUN
economy-4104	47	44	in	in	ADP
economy-4104	47	45	kenya	kenya	PROPN
economy-4104	47	46	.	.	PUNCT
economy-4104	48	1	in	in	ADP
economy-4104	48	2	ghana	ghana	PROPN
economy-4104	48	3	,	,	PUNCT
economy-4104	48	4	sackey	sackey	NOUN
economy-4104	48	5	(	(	PUNCT
economy-4104	48	6	2005	2005	NUM
economy-4104	48	7	)	)	PUNCT
economy-4104	48	8	looked	look	VERB
economy-4104	48	9	at	at	ADP
economy-4104	48	10	how	how	SCONJ
economy-4104	48	11	education	education	NOUN
economy-4104	48	12	affect	affect	VERB
economy-4104	48	13	the	the	DET
economy-4104	48	14	labor	labor	NOUN
economy-4104	48	15	force	force	NOUN
economy-4104	48	16	participation	participation	NOUN
economy-4104	48	17	and	and	CCONJ
economy-4104	48	18	the	the	DET
economy-4104	48	19	fertility	fertility	NOUN
economy-4104	48	20	of	of	ADP
economy-4104	48	21	women	woman	NOUN
economy-4104	48	22	whereas	whereas	SCONJ
economy-4104	48	23	peters	peters	PROPN
economy-4104	48	24	,	,	PUNCT
economy-4104	48	25	baker	baker	PROPN
economy-4104	48	26	,	,	PUNCT
economy-4104	48	27	dieckmann	dieckmann	PROPN
economy-4104	48	28	,	,	PUNCT
economy-4104	48	29	leon	leon	PROPN
economy-4104	48	30	,	,	PUNCT
economy-4104	48	31	and	and	CCONJ
economy-4104	48	32	collins	collins	PROPN
economy-4104	48	33	(	(	PUNCT
economy-4104	48	34	2010	2010	NUM
economy-4104	48	35	)	)	PUNCT
economy-4104	48	36	examined	examine	VERB
economy-4104	48	37	the	the	DET
economy-4104	48	38	effect	effect	NOUN
economy-4104	48	39	of	of	ADP
economy-4104	48	40	education	education	NOUN
economy-4104	48	41	on	on	ADP
economy-4104	48	42	the	the	DET
economy-4104	48	43	health	health	NOUN
economy-4104	48	44	-	-	PUNCT
economy-4104	48	45	protecting	protect	VERB
economy-4104	48	46	behaviors	behavior	NOUN
economy-4104	48	47	of	of	ADP
economy-4104	48	48	people	people	NOUN
economy-4104	48	49	.	.	PUNCT
economy-4104	49	1	based	base	VERB
economy-4104	49	2	on	on	ADP
economy-4104	49	3	these	these	DET
economy-4104	49	4	studies	study	NOUN
economy-4104	49	5	and	and	CCONJ
economy-4104	49	6	discussions	discussion	NOUN
economy-4104	49	7	,	,	PUNCT
economy-4104	49	8	it	it	PRON
economy-4104	49	9	is	be	AUX
economy-4104	49	10	obvious	obvious	ADJ
economy-4104	49	11	that	that	SCONJ
economy-4104	49	12	the	the	DET
economy-4104	49	13	direct	direct	ADJ
economy-4104	49	14	link	link	NOUN
economy-4104	49	15	between	between	ADP
economy-4104	49	16	education	education	NOUN
economy-4104	49	17	and	and	CCONJ
economy-4104	49	18	livelihood	livelihood	NOUN
economy-4104	49	19	in	in	ADP
economy-4104	49	20	ghana	ghana	PROPN
economy-4104	49	21	has	have	AUX
economy-4104	49	22	not	not	PART
economy-4104	49	23	been	be	AUX
economy-4104	49	24	sufficiently	sufficiently	ADV
economy-4104	49	25	highlighted	highlight	VERB
economy-4104	49	26	in	in	ADP
economy-4104	49	27	the	the	DET
economy-4104	49	28	literature	literature	NOUN
economy-4104	49	29	.	.	PUNCT
economy-4104	50	1	precisely	precisely	ADV
economy-4104	50	2	,	,	PUNCT
economy-4104	50	3	the	the	DET
economy-4104	50	4	effect	effect	NOUN
economy-4104	50	5	of	of	ADP
economy-4104	50	6	education	education	NOUN
economy-4104	50	7	has	have	AUX
economy-4104	50	8	been	be	AUX
economy-4104	50	9	examined	examine	VERB
economy-4104	50	10	on	on	ADP
economy-4104	50	11	certain	certain	ADJ
economy-4104	50	12	aspects	aspect	NOUN
economy-4104	50	13	of	of	ADP
economy-4104	50	14	livelihood	livelihood	NOUN
economy-4104	50	15	but	but	CCONJ
economy-4104	50	16	not	not	PART
economy-4104	50	17	on	on	ADP
economy-4104	50	18	a	a	DET
economy-4104	50	19	livelihood	livelihood	NOUN
economy-4104	50	20	measure	measure	NOUN
economy-4104	50	21	like	like	ADP
economy-4104	50	22	the	the	DET
economy-4104	50	23	consumption	consumption	NOUN
economy-4104	50	24	expenditure	expenditure	NOUN
economy-4104	50	25	of	of	ADP
economy-4104	50	26	individuals	individual	NOUN
economy-4104	50	27	in	in	ADP
economy-4104	50	28	ghana	ghana	PROPN
economy-4104	50	29	.	.	PUNCT
economy-4104	51	1	consumption	consumption	NOUN
economy-4104	51	2	forms	form	VERB
economy-4104	51	3	a	a	DET
economy-4104	51	4	critical	critical	ADJ
economy-4104	51	5	aspect	aspect	NOUN
economy-4104	51	6	of	of	ADP
economy-4104	51	7	the	the	DET
economy-4104	51	8	individual	individual	NOUN
economy-4104	51	9	’s	’s	PART
economy-4104	51	10	livelihood	livelihood	NOUN
economy-4104	51	11	and	and	CCONJ
economy-4104	51	12	underscores	underscore	VERB
economy-4104	51	13	the	the	DET
economy-4104	51	14	need	need	NOUN
economy-4104	51	15	to	to	PART
economy-4104	51	16	examine	examine	VERB
economy-4104	51	17	the	the	DET
economy-4104	51	18	direct	direct	ADJ
economy-4104	51	19	effect	effect	NOUN
economy-4104	51	20	of	of	ADP
economy-4104	51	21	education	education	NOUN
economy-4104	51	22	on	on	ADP
economy-4104	51	23	it	it	PRON
economy-4104	51	24	.	.	PUNCT
economy-4104	52	1	this	this	PRON
economy-4104	52	2	will	will	AUX
economy-4104	52	3	provide	provide	VERB
economy-4104	52	4	more	more	ADJ
economy-4104	52	5	insight	insight	NOUN
economy-4104	52	6	into	into	ADP
economy-4104	52	7	how	how	SCONJ
economy-4104	52	8	the	the	DET
economy-4104	52	9	lives	life	NOUN
economy-4104	52	10	of	of	ADP
economy-4104	52	11	ghanaians	ghanaians	PROPN
economy-4104	52	12	can	can	AUX
economy-4104	52	13	be	be	AUX
economy-4104	52	14	enhanced	enhance	VERB
economy-4104	52	15	by	by	ADP
economy-4104	52	16	improving	improve	VERB
economy-4104	52	17	the	the	DET
economy-4104	52	18	access	access	NOUN
economy-4104	52	19	and	and	CCONJ
economy-4104	52	20	quality	quality	NOUN
economy-4104	52	21	of	of	ADP
economy-4104	52	22	education	education	NOUN
economy-4104	52	23	.	.	PUNCT
economy-4104	53	1	the	the	DET
economy-4104	53	2	contribution	contribution	NOUN
economy-4104	53	3	of	of	ADP
economy-4104	53	4	this	this	DET
economy-4104	53	5	study	study	NOUN
economy-4104	53	6	to	to	ADP
economy-4104	53	7	literature	literature	NOUN
economy-4104	53	8	is	be	AUX
economy-4104	53	9	three	three	NUM
economy-4104	53	10	-	-	NOUN
economy-4104	53	11	fold	fold	ADJ
economy-4104	53	12	:	:	PUNCT
economy-4104	53	13	first	first	ADV
economy-4104	53	14	,	,	PUNCT
economy-4104	53	15	we	we	PRON
economy-4104	53	16	find	find	VERB
economy-4104	53	17	out	out	ADP
economy-4104	53	18	if	if	SCONJ
economy-4104	53	19	ghanaians	ghanaian	NOUN
economy-4104	53	20	with	with	ADP
economy-4104	53	21	some	some	DET
economy-4104	53	22	level	level	NOUN
economy-4104	53	23	of	of	ADP
economy-4104	53	24	schooling	schooling	NOUN
economy-4104	53	25	significantly	significantly	ADV
economy-4104	53	26	differ	differ	VERB
economy-4104	53	27	from	from	ADP
economy-4104	53	28	those	those	PRON
economy-4104	53	29	who	who	PRON
economy-4104	53	30	have	have	AUX
economy-4104	53	31	never	never	ADV
economy-4104	53	32	been	be	AUX
economy-4104	53	33	to	to	ADP
economy-4104	53	34	school	school	NOUN
economy-4104	53	35	in	in	ADP
economy-4104	53	36	terms	term	NOUN
economy-4104	53	37	of	of	ADP
economy-4104	53	38	their	their	PRON
economy-4104	53	39	consumption	consumption	NOUN
economy-4104	53	40	expenditure	expenditure	NOUN
economy-4104	53	41	.	.	PUNCT
economy-4104	54	1	to	to	PART
economy-4104	54	2	do	do	VERB
economy-4104	54	3	this	this	PRON
economy-4104	54	4	,	,	PUNCT
economy-4104	54	5	we	we	PRON
economy-4104	54	6	estimate	estimate	VERB
economy-4104	54	7	the	the	DET
economy-4104	54	8	magnitude	magnitude	NOUN
economy-4104	54	9	of	of	ADP
economy-4104	54	10	the	the	DET
economy-4104	54	11	difference	difference	NOUN
economy-4104	54	12	in	in	ADP
economy-4104	54	13	consumption	consumption	NOUN
economy-4104	54	14	expenditure	expenditure	NOUN
economy-4104	54	15	between	between	ADP
economy-4104	54	16	individuals	individual	NOUN
economy-4104	54	17	who	who	PRON
economy-4104	54	18	have	have	AUX
economy-4104	54	19	had	have	VERB
economy-4104	54	20	some	some	DET
economy-4104	54	21	level	level	NOUN
economy-4104	54	22	of	of	ADP
economy-4104	54	23	schooling	schooling	NOUN
economy-4104	54	24	and	and	CCONJ
economy-4104	54	25	those	those	PRON
economy-4104	54	26	who	who	PRON
economy-4104	54	27	have	have	AUX
economy-4104	54	28	not	not	PART
economy-4104	54	29	been	be	AUX
economy-4104	54	30	to	to	ADP
economy-4104	54	31	school	school	NOUN
economy-4104	54	32	at	at	ADV
economy-4104	54	33	all	all	ADV
economy-4104	54	34	.	.	PUNCT
economy-4104	55	1	second	second	ADV
economy-4104	55	2	,	,	PUNCT
economy-4104	55	3	we	we	PRON
economy-4104	55	4	estimate	estimate	VERB
economy-4104	55	5	the	the	DET
economy-4104	55	6	effect	effect	NOUN
economy-4104	55	7	of	of	ADP
economy-4104	55	8	education	education	NOUN
economy-4104	55	9	on	on	ADP
economy-4104	55	10	the	the	DET
economy-4104	55	11	consumption	consumption	NOUN
economy-4104	55	12	expenditure	expenditure	NOUN
economy-4104	55	13	of	of	ADP
economy-4104	55	14	poor	poor	ADJ
economy-4104	55	15	individuals	individual	NOUN
economy-4104	55	16	in	in	ADP
economy-4104	55	17	ghana	ghana	PROPN
economy-4104	55	18	.	.	PUNCT
economy-4104	56	1	this	this	PRON
economy-4104	56	2	in	in	ADP
economy-4104	56	3	particular	particular	ADJ
economy-4104	56	4	allowed	allow	VERB
economy-4104	56	5	us	we	PRON
economy-4104	56	6	to	to	PART
economy-4104	56	7	analyze	analyze	VERB
economy-4104	56	8	the	the	DET
economy-4104	56	9	interplay	interplay	NOUN
economy-4104	56	10	of	of	ADP
economy-4104	56	11	education	education	NOUN
economy-4104	56	12	and	and	CCONJ
economy-4104	56	13	poverty	poverty	NOUN
economy-4104	56	14	on	on	ADP
economy-4104	56	15	the	the	DET
economy-4104	56	16	consumption	consumption	NOUN
economy-4104	56	17	expenditure	expenditure	NOUN
economy-4104	56	18	of	of	ADP
economy-4104	56	19	individuals	individual	NOUN
economy-4104	56	20	in	in	ADP
economy-4104	56	21	ghana	ghana	PROPN
economy-4104	56	22	.	.	PUNCT
economy-4104	57	1	third	third	ADV
economy-4104	57	2	,	,	PUNCT
economy-4104	57	3	we	we	PRON
economy-4104	57	4	estimate	estimate	VERB
economy-4104	57	5	the	the	DET
economy-4104	57	6	effect	effect	NOUN
economy-4104	57	7	of	of	ADP
economy-4104	57	8	education	education	NOUN
economy-4104	57	9	on	on	ADP
economy-4104	57	10	the	the	DET
economy-4104	57	11	poverty	poverty	NOUN
economy-4104	57	12	status	status	NOUN
economy-4104	57	13	of	of	ADP
economy-4104	57	14	individuals	individual	NOUN
economy-4104	57	15	in	in	ADP
economy-4104	57	16	ghana	ghana	PROPN
economy-4104	57	17	.	.	PUNCT
economy-4104	58	1	this	this	DET
economy-4104	58	2	objective	objective	NOUN
economy-4104	58	3	reveals	reveal	VERB
economy-4104	58	4	further	further	ADJ
economy-4104	58	5	insight	insight	NOUN
economy-4104	58	6	into	into	ADP
economy-4104	58	7	the	the	DET
economy-4104	58	8	role	role	NOUN
economy-4104	58	9	of	of	ADP
economy-4104	58	10	education	education	NOUN
economy-4104	58	11	in	in	ADP
economy-4104	58	12	influencing	influence	VERB
economy-4104	58	13	the	the	DET
economy-4104	58	14	poverty	poverty	NOUN
economy-4104	58	15	status	status	NOUN
economy-4104	58	16	of	of	ADP
economy-4104	58	17	ghanaians	ghanaians	PROPN
economy-4104	58	18	.	.	PUNCT
economy-4104	59	1	the	the	DET
economy-4104	59	2	remainder	remainder	NOUN
economy-4104	59	3	of	of	ADP
economy-4104	59	4	this	this	DET
economy-4104	59	5	paper	paper	NOUN
economy-4104	59	6	is	be	AUX
economy-4104	59	7	organized	organize	VERB
economy-4104	59	8	as	as	SCONJ
economy-4104	59	9	follows	follow	VERB
economy-4104	59	10	.	.	PUNCT
economy-4104	60	1	section	section	NOUN
economy-4104	60	2	two	two	NUM
economy-4104	60	3	reviews	review	VERB
economy-4104	60	4	the	the	DET
economy-4104	60	5	literature	literature	NOUN
economy-4104	60	6	in	in	ADP
economy-4104	60	7	addition	addition	NOUN
economy-4104	60	8	to	to	ADP
economy-4104	60	9	an	an	DET
economy-4104	60	10	overview	overview	NOUN
economy-4104	60	11	of	of	ADP
economy-4104	60	12	the	the	DET
economy-4104	60	13	educational	educational	ADJ
economy-4104	60	14	system	system	NOUN
economy-4104	60	15	in	in	ADP
economy-4104	60	16	ghana	ghana	PROPN
economy-4104	60	17	.	.	PUNCT
economy-4104	61	1	the	the	DET
economy-4104	61	2	next	next	ADJ
economy-4104	61	3	section	section	NOUN
economy-4104	61	4	outlines	outline	VERB
economy-4104	61	5	the	the	DET
economy-4104	61	6	methodology	methodology	NOUN
economy-4104	61	7	adopted	adopt	VERB
economy-4104	61	8	by	by	ADP
economy-4104	61	9	the	the	DET
economy-4104	61	10	study	study	NOUN
economy-4104	61	11	whiles	while	NOUN
economy-4104	61	12	section	section	NOUN
economy-4104	61	13	four	four	NUM
economy-4104	61	14	presents	present	NOUN
economy-4104	61	15	empirical	empirical	ADJ
economy-4104	61	16	results	result	NOUN
economy-4104	61	17	and	and	CCONJ
economy-4104	61	18	its	its	PRON
economy-4104	61	19	discussions	discussion	NOUN
economy-4104	61	20	.	.	PUNCT
economy-4104	62	1	the	the	DET
economy-4104	62	2	paper	paper	NOUN
economy-4104	62	3	is	be	AUX
economy-4104	62	4	concluded	conclude	VERB
economy-4104	62	5	in	in	ADP
economy-4104	62	6	section	section	NOUN
economy-4104	62	7	five	five	NUM
economy-4104	62	8	by	by	ADP
economy-4104	62	9	presenting	present	VERB
economy-4104	62	10	a	a	DET
economy-4104	62	11	summary	summary	NOUN
economy-4104	62	12	of	of	ADP
economy-4104	62	13	findings	finding	NOUN
economy-4104	62	14	,	,	PUNCT
economy-4104	62	15	conclusions	conclusion	NOUN
economy-4104	62	16	,	,	PUNCT
economy-4104	62	17	and	and	CCONJ
economy-4104	62	18	some	some	DET
economy-4104	62	19	policy	policy	NOUN
economy-4104	62	20	recommendations	recommendation	NOUN
economy-4104	62	21	.	.	PUNCT
economy-4104	63	1	2	2	X
economy-4104	63	2	.	.	X
economy-4104	63	3	literature	literature	NOUN
economy-4104	63	4	review	review	VERB
economy-4104	63	5	2.1	2.1	NUM
economy-4104	63	6	.	.	PUNCT
economy-4104	64	1	theoretical	theoretical	ADJ
economy-4104	64	2	review	review	VERB
economy-4104	64	3	endogenous	endogenous	ADJ
economy-4104	64	4	growth	growth	NOUN
economy-4104	64	5	models	model	NOUN
economy-4104	64	6	with	with	ADP
economy-4104	64	7	emphasis	emphasis	NOUN
economy-4104	64	8	on	on	ADP
economy-4104	64	9	human	human	ADJ
economy-4104	64	10	capital	capital	NOUN
economy-4104	64	11	are	be	AUX
economy-4104	64	12	the	the	DET
economy-4104	64	13	theoretical	theoretical	ADJ
economy-4104	64	14	basis	basis	NOUN
economy-4104	64	15	for	for	ADP
economy-4104	64	16	this	this	DET
economy-4104	64	17	study	study	NOUN
economy-4104	64	18	.	.	PUNCT
economy-4104	65	1	endogenous	endogenous	ADJ
economy-4104	65	2	growth	growth	NOUN
economy-4104	65	3	models	model	NOUN
economy-4104	65	4	that	that	PRON
economy-4104	65	5	stressed	stress	VERB
economy-4104	65	6	knowledge	knowledge	NOUN
economy-4104	65	7	accumulation	accumulation	NOUN
economy-4104	65	8	became	become	VERB
economy-4104	65	9	necessary	necessary	ADJ
economy-4104	65	10	after	after	SCONJ
economy-4104	65	11	classical	classical	ADJ
economy-4104	65	12	growth	growth	NOUN
economy-4104	65	13	theories	theory	NOUN
economy-4104	65	14	failed	fail	VERB
economy-4104	65	15	to	to	PART
economy-4104	65	16	explain	explain	VERB
economy-4104	65	17	what	what	PRON
economy-4104	65	18	determines	determine	VERB
economy-4104	65	19	the	the	DET
economy-4104	65	20	vast	vast	ADJ
economy-4104	65	21	increase	increase	NOUN
economy-4104	65	22	in	in	ADP
economy-4104	65	23	income	income	NOUN
economy-4104	65	24	over	over	ADP
economy-4104	65	25	time	time	NOUN
economy-4104	65	26	and	and	CCONJ
economy-4104	65	27	the	the	DET
economy-4104	65	28	wide	wide	ADJ
economy-4104	65	29	disparities	disparity	NOUN
economy-4104	65	30	between	between	ADP
economy-4104	65	31	income	income	NOUN
economy-4104	65	32	levels	level	NOUN
economy-4104	65	33	of	of	ADP
economy-4104	65	34	poor	poor	ADJ
economy-4104	65	35	and	and	CCONJ
economy-4104	65	36	rich	rich	ADJ
economy-4104	65	37	countries	country	NOUN
economy-4104	65	38	.	.	PUNCT
economy-4104	66	1	essentially	essentially	ADV
economy-4104	66	2	,	,	PUNCT
economy-4104	66	3	endogenous	endogenous	ADJ
economy-4104	66	4	models	model	NOUN
economy-4104	66	5	of	of	ADP
economy-4104	66	6	growth	growth	NOUN
economy-4104	66	7	focused	focus	VERB
economy-4104	66	8	on	on	ADP
economy-4104	66	9	explaining	explain	VERB
economy-4104	66	10	what	what	PRON
economy-4104	66	11	determines	determine	VERB
economy-4104	66	12	technical	technical	ADJ
economy-4104	66	13	progress	progress	NOUN
economy-4104	66	14	(	(	PUNCT
economy-4104	66	15	romer	romer	NOUN
economy-4104	66	16	,	,	PUNCT
economy-4104	66	17	2012	2012	NUM
economy-4104	66	18	)	)	PUNCT
economy-4104	66	19	.	.	PUNCT
economy-4104	67	1	for	for	ADP
economy-4104	67	2	instance	instance	NOUN
economy-4104	67	3	,	,	PUNCT
economy-4104	67	4	aghion	aghion	NOUN
economy-4104	67	5	and	and	CCONJ
economy-4104	67	6	howitt	howitt	ADJ
economy-4104	67	7	(	(	PUNCT
economy-4104	67	8	2008	2008	NUM
economy-4104	67	9	)	)	PUNCT
economy-4104	67	10	mentioned	mention	VERB
economy-4104	67	11	formal	formal	ADJ
economy-4104	67	12	education	education	NOUN
economy-4104	67	13	as	as	ADP
economy-4104	67	14	the	the	DET
economy-4104	67	15	first	first	ADJ
economy-4104	67	16	and	and	CCONJ
economy-4104	67	17	foremost	foremost	ADJ
economy-4104	67	18	channel	channel	NOUN
economy-4104	67	19	of	of	ADP
economy-4104	67	20	knowledge	knowledge	NOUN
economy-4104	67	21	accumulation	accumulation	NOUN
economy-4104	67	22	.	.	PUNCT
economy-4104	68	1	these	these	DET
economy-4104	68	2	models	model	NOUN
economy-4104	68	3	emphasized	emphasize	VERB
economy-4104	68	4	education	education	NOUN
economy-4104	68	5	because	because	SCONJ
economy-4104	68	6	it	it	PRON
economy-4104	68	7	is	be	AUX
economy-4104	68	8	important	important	ADJ
economy-4104	68	9	for	for	ADP
economy-4104	68	10	the	the	DET
economy-4104	68	11	development	development	NOUN
economy-4104	68	12	of	of	ADP
economy-4104	68	13	human	human	ADJ
economy-4104	68	14	capital	capital	NOUN
economy-4104	68	15	.	.	PUNCT
economy-4104	69	1	the	the	DET
economy-4104	69	2	reason	reason	NOUN
economy-4104	69	3	is	be	AUX
economy-4104	69	4	that	that	SCONJ
economy-4104	69	5	education	education	NOUN
economy-4104	69	6	has	have	VERB
economy-4104	69	7	a	a	DET
economy-4104	69	8	progressive	progressive	ADJ
economy-4104	69	9	effect	effect	NOUN
economy-4104	69	10	as	as	ADP
economy-4104	69	11	individuals	individual	NOUN
economy-4104	69	12	with	with	ADP
economy-4104	69	13	some	some	DET
economy-4104	69	14	level	level	NOUN
economy-4104	69	15	of	of	ADP
economy-4104	69	16	education	education	NOUN
economy-4104	69	17	can	can	AUX
economy-4104	69	18	obtain	obtain	VERB
economy-4104	69	19	an	an	DET
economy-4104	69	20	extra	extra	ADJ
economy-4104	69	21	level	level	NOUN
economy-4104	69	22	of	of	ADP
economy-4104	69	23	education	education	NOUN
economy-4104	69	24	which	which	PRON
economy-4104	69	25	improves	improve	VERB
economy-4104	69	26	their	their	PRON
economy-4104	69	27	human	human	ADJ
economy-4104	69	28	capital	capital	NOUN
economy-4104	69	29	and	and	CCONJ
economy-4104	69	30	makes	make	VERB
economy-4104	69	31	them	they	PRON
economy-4104	69	32	more	more	ADV
economy-4104	69	33	productive	productive	ADJ
economy-4104	69	34	.	.	PUNCT
economy-4104	70	1	the	the	DET
economy-4104	70	2	lucas	lucas	PROPN
economy-4104	70	3	model	model	PROPN
economy-4104	70	4	for	for	ADP
economy-4104	70	5	instance	instance	NOUN
economy-4104	70	6	noted	note	VERB
economy-4104	70	7	that	that	SCONJ
economy-4104	70	8	an	an	DET
economy-4104	70	9	individual	individual	NOUN
economy-4104	70	10	with	with	ADP
economy-4104	70	11	human	human	ADJ
economy-4104	70	12	capital	capital	NOUN
economy-4104	70	13	h(t	h(t	PROPN
economy-4104	70	14	)	)	PUNCT
economy-4104	70	15	is	be	AUX
economy-4104	70	16	as	as	ADV
economy-4104	70	17	productive	productive	ADJ
economy-4104	70	18	as	as	ADP
economy-4104	70	19	two	two	NUM
economy-4104	70	20	individuals	individual	NOUN
economy-4104	70	21	with	with	ADP
economy-4104	70	22	half	half	DET
economy-4104	70	23	each	each	PRON
economy-4104	70	24	of	of	ADP
economy-4104	70	25	h(t	h(t	PROPN
economy-4104	70	26	)	)	PUNCT
economy-4104	70	27	(	(	PUNCT
economy-4104	70	28	crockett	crockett	PROPN
economy-4104	70	29	,	,	PUNCT
economy-4104	70	30	duffy	duffy	PROPN
economy-4104	70	31	,	,	PUNCT
economy-4104	70	32	&	&	CCONJ
economy-4104	70	33	izhakian	izhakian	ADJ
economy-4104	70	34	,	,	PUNCT
economy-4104	70	35	2019	2019	NUM
economy-4104	70	36	)	)	PUNCT
economy-4104	70	37	.	.	PUNCT
economy-4104	71	1	also	also	ADV
economy-4104	71	2	,	,	PUNCT
economy-4104	71	3	education	education	NOUN
economy-4104	71	4	has	have	VERB
economy-4104	71	5	an	an	DET
economy-4104	71	6	externality	externality	NOUN
economy-4104	71	7	effect	effect	NOUN
economy-4104	71	8	as	as	SCONJ
economy-4104	71	9	individuals	individual	NOUN
economy-4104	71	10	from	from	ADP
economy-4104	71	11	highly	highly	ADV
economy-4104	71	12	educated	educate	VERB
economy-4104	71	13	families	family	NOUN
economy-4104	71	14	are	be	AUX
economy-4104	71	15	able	able	ADJ
economy-4104	71	16	to	to	PART
economy-4104	71	17	attain	attain	VERB
economy-4104	71	18	more	more	ADJ
economy-4104	71	19	education	education	NOUN
economy-4104	71	20	than	than	ADP
economy-4104	71	21	those	those	PRON
economy-4104	71	22	from	from	ADP
economy-4104	71	23	economy	economy	NOUN
economy-4104	71	24	,	,	PUNCT
economy-4104	71	25	2022	2022	NUM
economy-4104	71	26	,	,	PUNCT
economy-4104	71	27	9(1	9(1	NUM
economy-4104	71	28	):	):	PUNCT
economy-4104	71	29	9	9	NUM
economy-4104	71	30	-	-	SYM
economy-4104	71	31	17	17	NUM
economy-4104	71	32	11	11	NUM
economy-4104	71	33	©	©	PROPN
economy-4104	71	34	2022	2022	NUM
economy-4104	71	35	by	by	ADP
economy-4104	71	36	the	the	DET
economy-4104	71	37	authors	author	NOUN
economy-4104	71	38	;	;	PUNCT
economy-4104	71	39	licensee	licensee	PROPN
economy-4104	71	40	asian	asian	ADJ
economy-4104	71	41	online	online	PROPN
economy-4104	71	42	journal	journal	PROPN
economy-4104	71	43	publishing	publishing	NOUN
economy-4104	71	44	group	group	NOUN
economy-4104	71	45	families	family	NOUN
economy-4104	71	46	that	that	PRON
economy-4104	71	47	are	be	AUX
economy-4104	71	48	less	less	ADV
economy-4104	71	49	educated	educated	ADJ
economy-4104	71	50	.	.	PUNCT
economy-4104	72	1	this	this	DET
economy-4104	72	2	argument	argument	NOUN
economy-4104	72	3	is	be	AUX
economy-4104	72	4	extended	extend	VERB
economy-4104	72	5	to	to	PART
economy-4104	72	6	include	include	VERB
economy-4104	72	7	the	the	DET
economy-4104	72	8	fact	fact	NOUN
economy-4104	72	9	that	that	SCONJ
economy-4104	72	10	individuals	individual	NOUN
economy-4104	72	11	from	from	ADP
economy-4104	72	12	highly	highly	ADV
economy-4104	72	13	educated	educate	VERB
economy-4104	72	14	neighborhoods	neighborhood	NOUN
economy-4104	72	15	are	be	AUX
economy-4104	72	16	more	more	ADV
economy-4104	72	17	likely	likely	ADJ
economy-4104	72	18	to	to	PART
economy-4104	72	19	reach	reach	VERB
economy-4104	72	20	higher	high	ADJ
economy-4104	72	21	levels	level	NOUN
economy-4104	72	22	of	of	ADP
economy-4104	72	23	education	education	NOUN
economy-4104	72	24	compared	compare	VERB
economy-4104	72	25	to	to	ADP
economy-4104	72	26	those	those	PRON
economy-4104	72	27	from	from	ADP
economy-4104	72	28	other	other	ADJ
economy-4104	72	29	neighborhoods	neighborhood	NOUN
economy-4104	72	30	(	(	PUNCT
economy-4104	72	31	heckman	heckman	PROPN
economy-4104	72	32	&	&	CCONJ
economy-4104	72	33	karapakula	karapakula	PROPN
economy-4104	72	34	,	,	PUNCT
economy-4104	72	35	2019	2019	NUM
economy-4104	72	36	)	)	PUNCT
economy-4104	72	37	.	.	PUNCT
economy-4104	73	1	the	the	DET
economy-4104	73	2	increase	increase	NOUN
economy-4104	73	3	in	in	ADP
economy-4104	73	4	human	human	ADJ
economy-4104	73	5	capital	capital	NOUN
economy-4104	73	6	and	and	CCONJ
economy-4104	73	7	productivity	productivity	NOUN
economy-4104	73	8	of	of	ADP
economy-4104	73	9	the	the	DET
economy-4104	73	10	individual	individual	ADJ
economy-4104	73	11	enhances	enhance	VERB
economy-4104	73	12	their	their	PRON
economy-4104	73	13	capacity	capacity	NOUN
economy-4104	73	14	to	to	PART
economy-4104	73	15	secure	secure	VERB
economy-4104	73	16	a	a	DET
economy-4104	73	17	meaningful	meaningful	ADJ
economy-4104	73	18	source	source	NOUN
economy-4104	73	19	of	of	ADP
economy-4104	73	20	livelihood	livelihood	NOUN
economy-4104	73	21	.	.	PUNCT
economy-4104	74	1	it	it	PRON
economy-4104	74	2	follows	follow	VERB
economy-4104	74	3	that	that	SCONJ
economy-4104	74	4	the	the	DET
economy-4104	74	5	more	more	ADJ
economy-4104	74	6	years	year	NOUN
economy-4104	74	7	of	of	ADP
economy-4104	74	8	schooling	schooling	NOUN
economy-4104	74	9	attained	attain	VERB
economy-4104	74	10	by	by	ADP
economy-4104	74	11	an	an	DET
economy-4104	74	12	individual	individual	NOUN
economy-4104	74	13	,	,	PUNCT
economy-4104	74	14	the	the	DET
economy-4104	74	15	higher	high	ADJ
economy-4104	74	16	will	will	AUX
economy-4104	74	17	be	be	AUX
economy-4104	74	18	their	their	PRON
economy-4104	74	19	consumption	consumption	NOUN
economy-4104	74	20	which	which	PRON
economy-4104	74	21	enhances	enhance	VERB
economy-4104	74	22	their	their	PRON
economy-4104	74	23	livelihood	livelihood	NOUN
economy-4104	74	24	(	(	PUNCT
economy-4104	74	25	tran	tran	NOUN
economy-4104	74	26	,	,	PUNCT
economy-4104	74	27	tran	tran	NOUN
economy-4104	74	28	,	,	PUNCT
economy-4104	74	29	&	&	CCONJ
economy-4104	74	30	nguyen	nguyen	PROPN
economy-4104	74	31	,	,	PUNCT
economy-4104	74	32	2020	2020	NUM
economy-4104	74	33	)	)	PUNCT
economy-4104	74	34	.	.	PUNCT
economy-4104	75	1	based	base	VERB
economy-4104	75	2	on	on	ADP
economy-4104	75	3	this	this	PRON
economy-4104	75	4	,	,	PUNCT
economy-4104	75	5	education	education	NOUN
economy-4104	75	6	is	be	AUX
economy-4104	75	7	considered	consider	VERB
economy-4104	75	8	a	a	DET
economy-4104	75	9	gateway	gateway	NOUN
economy-4104	75	10	for	for	ADP
economy-4104	75	11	individuals	individual	NOUN
economy-4104	75	12	all	all	ADV
economy-4104	75	13	over	over	ADP
economy-4104	75	14	the	the	DET
economy-4104	75	15	world	world	NOUN
economy-4104	75	16	to	to	PART
economy-4104	75	17	obtain	obtain	VERB
economy-4104	75	18	a	a	DET
economy-4104	75	19	sustainable	sustainable	ADJ
economy-4104	75	20	source	source	NOUN
economy-4104	75	21	of	of	ADP
economy-4104	75	22	income	income	NOUN
economy-4104	75	23	either	either	CCONJ
economy-4104	75	24	through	through	ADP
economy-4104	75	25	formal	formal	ADJ
economy-4104	75	26	employment	employment	NOUN
economy-4104	75	27	or	or	CCONJ
economy-4104	75	28	self	self	NOUN
economy-4104	75	29	-	-	PUNCT
economy-4104	75	30	employment	employment	NOUN
economy-4104	75	31	.	.	PUNCT
economy-4104	76	1	although	although	SCONJ
economy-4104	76	2	the	the	DET
economy-4104	76	3	ascending	ascend	VERB
economy-4104	76	4	rate	rate	NOUN
economy-4104	76	5	of	of	ADP
economy-4104	76	6	unemployment	unemployment	NOUN
economy-4104	76	7	especially	especially	ADV
economy-4104	76	8	in	in	ADP
economy-4104	76	9	developing	develop	VERB
economy-4104	76	10	countries	country	NOUN
economy-4104	76	11	may	may	AUX
economy-4104	76	12	cause	cause	VERB
economy-4104	76	13	individuals	individual	NOUN
economy-4104	76	14	not	not	PART
economy-4104	76	15	to	to	PART
economy-4104	76	16	secure	secure	VERB
economy-4104	76	17	a	a	DET
economy-4104	76	18	meaningful	meaningful	ADJ
economy-4104	76	19	source	source	NOUN
economy-4104	76	20	of	of	ADP
economy-4104	76	21	livelihood	livelihood	NOUN
economy-4104	76	22	after	after	ADP
economy-4104	76	23	several	several	ADJ
economy-4104	76	24	years	year	NOUN
economy-4104	76	25	of	of	ADP
economy-4104	76	26	education	education	NOUN
economy-4104	76	27	,	,	PUNCT
economy-4104	76	28	it	it	PRON
economy-4104	76	29	is	be	AUX
economy-4104	76	30	difficult	difficult	ADJ
economy-4104	76	31	to	to	PART
economy-4104	76	32	deny	deny	VERB
economy-4104	76	33	the	the	DET
economy-4104	76	34	wholistic	wholistic	ADJ
economy-4104	76	35	improvement	improvement	NOUN
economy-4104	76	36	education	education	NOUN
economy-4104	76	37	brings	bring	VERB
economy-4104	76	38	to	to	ADP
economy-4104	76	39	a	a	DET
economy-4104	76	40	person	person	NOUN
economy-4104	76	41	.	.	PUNCT
economy-4104	77	1	education	education	NOUN
economy-4104	77	2	remains	remain	VERB
economy-4104	77	3	a	a	DET
economy-4104	77	4	catalyst	catalyst	NOUN
economy-4104	77	5	for	for	ADP
economy-4104	77	6	economic	economic	ADJ
economy-4104	77	7	growth	growth	NOUN
economy-4104	77	8	which	which	PRON
economy-4104	77	9	further	far	ADV
economy-4104	77	10	enhances	enhance	VERB
economy-4104	77	11	the	the	DET
economy-4104	77	12	livelihood	livelihood	NOUN
economy-4104	77	13	of	of	ADP
economy-4104	77	14	individuals	individual	NOUN
economy-4104	77	15	.	.	PUNCT
economy-4104	78	1	education	education	NOUN
economy-4104	78	2	has	have	AUX
economy-4104	78	3	been	be	AUX
economy-4104	78	4	described	describe	VERB
economy-4104	78	5	as	as	ADP
economy-4104	78	6	a	a	DET
economy-4104	78	7	defining	define	VERB
economy-4104	78	8	factor	factor	NOUN
economy-4104	78	9	for	for	ADP
economy-4104	78	10	the	the	DET
economy-4104	78	11	difference	difference	NOUN
economy-4104	78	12	between	between	ADP
economy-4104	78	13	rich	rich	ADJ
economy-4104	78	14	and	and	CCONJ
economy-4104	78	15	poor	poor	ADJ
economy-4104	78	16	countries	country	NOUN
economy-4104	78	17	as	as	SCONJ
economy-4104	78	18	evidence	evidence	NOUN
economy-4104	78	19	shows	show	VERB
economy-4104	78	20	that	that	SCONJ
economy-4104	78	21	developed	develop	VERB
economy-4104	78	22	countries	country	NOUN
economy-4104	78	23	have	have	VERB
economy-4104	78	24	more	more	ADV
economy-4104	78	25	educated	educate	VERB
economy-4104	78	26	individuals	individual	NOUN
economy-4104	78	27	than	than	ADP
economy-4104	78	28	developing	develop	VERB
economy-4104	78	29	ones	one	NOUN
economy-4104	78	30	(	(	PUNCT
economy-4104	78	31	lim	lim	NOUN
economy-4104	78	32	,	,	PUNCT
economy-4104	78	33	2018	2018	NUM
economy-4104	78	34	)	)	PUNCT
economy-4104	78	35	.	.	PUNCT
economy-4104	79	1	2.2	2.2	NUM
economy-4104	79	2	.	.	PUNCT
economy-4104	80	1	empirical	empirical	ADJ
economy-4104	80	2	review	review	VERB
economy-4104	80	3	the	the	DET
economy-4104	80	4	review	review	NOUN
economy-4104	80	5	of	of	ADP
economy-4104	80	6	literature	literature	NOUN
economy-4104	80	7	is	be	AUX
economy-4104	80	8	done	do	VERB
economy-4104	80	9	along	along	ADP
economy-4104	80	10	two	two	NUM
economy-4104	80	11	lines	line	NOUN
economy-4104	80	12	.	.	PUNCT
economy-4104	81	1	we	we	PRON
economy-4104	81	2	first	first	ADV
economy-4104	81	3	consider	consider	VERB
economy-4104	81	4	studies	study	NOUN
economy-4104	81	5	that	that	PRON
economy-4104	81	6	examined	examine	VERB
economy-4104	81	7	the	the	DET
economy-4104	81	8	effect	effect	NOUN
economy-4104	81	9	of	of	ADP
economy-4104	81	10	education	education	NOUN
economy-4104	81	11	on	on	ADP
economy-4104	81	12	other	other	ADJ
economy-4104	81	13	indicators	indicator	NOUN
economy-4104	81	14	in	in	ADP
economy-4104	81	15	jurisdictions	jurisdiction	NOUN
economy-4104	81	16	other	other	ADJ
economy-4104	81	17	than	than	ADP
economy-4104	81	18	ghana	ghana	PROPN
economy-4104	81	19	.	.	PUNCT
economy-4104	82	1	the	the	DET
economy-4104	82	2	second	second	ADJ
economy-4104	82	3	part	part	NOUN
economy-4104	82	4	focused	focus	VERB
economy-4104	82	5	on	on	ADP
economy-4104	82	6	studies	study	NOUN
economy-4104	82	7	that	that	PRON
economy-4104	82	8	investigated	investigate	VERB
economy-4104	82	9	education	education	NOUN
economy-4104	82	10	and	and	CCONJ
economy-4104	82	11	livelihood	livelihood	NOUN
economy-4104	82	12	in	in	ADP
economy-4104	82	13	ghana	ghana	PROPN
economy-4104	82	14	.	.	PUNCT
economy-4104	83	1	coelli	coelli	PROPN
economy-4104	83	2	and	and	CCONJ
economy-4104	83	3	green	green	ADJ
economy-4104	83	4	(	(	PUNCT
economy-4104	83	5	2012	2012	NUM
economy-4104	83	6	)	)	PUNCT
economy-4104	83	7	found	find	VERB
economy-4104	83	8	canadians	canadian	NOUN
economy-4104	83	9	who	who	PRON
economy-4104	83	10	graduate	graduate	VERB
economy-4104	83	11	from	from	ADP
economy-4104	83	12	a	a	DET
economy-4104	83	13	high	high	ADJ
economy-4104	83	14	school	school	NOUN
economy-4104	83	15	reduce	reduce	VERB
economy-4104	83	16	their	their	PRON
economy-4104	83	17	receipt	receipt	NOUN
economy-4104	83	18	of	of	ADP
economy-4104	83	19	welfare	welfare	NOUN
economy-4104	83	20	by	by	ADP
economy-4104	83	21	50	50	NUM
economy-4104	83	22	%	%	NOUN
economy-4104	83	23	and	and	CCONJ
economy-4104	83	24	this	this	DET
economy-4104	83	25	effect	effect	NOUN
economy-4104	83	26	is	be	AUX
economy-4104	83	27	much	much	ADV
economy-4104	83	28	more	more	ADV
economy-4104	83	29	noticeable	noticeable	ADJ
economy-4104	83	30	in	in	ADP
economy-4104	83	31	more	more	ADV
economy-4104	83	32	deprived	deprive	VERB
economy-4104	83	33	neighborhoods	neighborhood	NOUN
economy-4104	83	34	.	.	PUNCT
economy-4104	84	1	tran	tran	PROPN
economy-4104	84	2	et	et	PROPN
economy-4104	84	3	al	al	PROPN
economy-4104	84	4	.	.	PROPN
economy-4104	84	5	(	(	PUNCT
economy-4104	84	6	2020	2020	NUM
economy-4104	84	7	)	)	PUNCT
economy-4104	84	8	confirmed	confirm	VERB
economy-4104	84	9	the	the	DET
economy-4104	84	10	positive	positive	ADJ
economy-4104	84	11	effect	effect	NOUN
economy-4104	84	12	of	of	ADP
economy-4104	84	13	education	education	NOUN
economy-4104	84	14	on	on	ADP
economy-4104	84	15	the	the	DET
economy-4104	84	16	consumption	consumption	NOUN
economy-4104	84	17	and	and	CCONJ
economy-4104	84	18	negative	negative	ADJ
economy-4104	84	19	effect	effect	NOUN
economy-4104	84	20	on	on	ADP
economy-4104	84	21	poverty	poverty	NOUN
economy-4104	84	22	in	in	ADP
economy-4104	84	23	vietnam	vietnam	PROPN
economy-4104	84	24	.	.	PUNCT
economy-4104	85	1	a	a	DET
economy-4104	85	2	crucial	crucial	ADJ
economy-4104	85	3	aspect	aspect	NOUN
economy-4104	85	4	of	of	ADP
economy-4104	85	5	their	their	PRON
economy-4104	85	6	study	study	NOUN
economy-4104	85	7	showed	show	VERB
economy-4104	85	8	that	that	SCONJ
economy-4104	85	9	the	the	DET
economy-4104	85	10	positive	positive	ADJ
economy-4104	85	11	effect	effect	NOUN
economy-4104	85	12	of	of	ADP
economy-4104	85	13	education	education	NOUN
economy-4104	85	14	is	be	AUX
economy-4104	85	15	higher	high	ADJ
economy-4104	85	16	for	for	ADP
economy-4104	85	17	relatively	relatively	ADV
economy-4104	85	18	betteroff	betteroff	ADJ
economy-4104	85	19	households	household	NOUN
economy-4104	85	20	which	which	PRON
economy-4104	85	21	suggests	suggest	VERB
economy-4104	85	22	a	a	DET
economy-4104	85	23	form	form	NOUN
economy-4104	85	24	of	of	ADP
economy-4104	85	25	inequality	inequality	NOUN
economy-4104	85	26	.	.	PUNCT
economy-4104	86	1	little	little	ADJ
economy-4104	86	2	et	et	PROPN
economy-4104	86	3	al	al	PROPN
economy-4104	86	4	.	.	PROPN
economy-4104	86	5	(	(	PUNCT
economy-4104	86	6	2009	2009	NUM
economy-4104	86	7	)	)	PUNCT
economy-4104	86	8	also	also	ADV
economy-4104	86	9	noted	note	VERB
economy-4104	86	10	the	the	DET
economy-4104	86	11	positive	positive	ADJ
economy-4104	86	12	effect	effect	NOUN
economy-4104	86	13	of	of	ADP
economy-4104	86	14	education	education	NOUN
economy-4104	86	15	on	on	ADP
economy-4104	86	16	the	the	DET
economy-4104	86	17	livelihood	livelihood	NOUN
economy-4104	86	18	of	of	ADP
economy-4104	86	19	pastoralists	pastoralist	NOUN
economy-4104	86	20	in	in	ADP
economy-4104	86	21	kenya	kenya	PROPN
economy-4104	86	22	as	as	SCONJ
economy-4104	86	23	it	it	PRON
economy-4104	86	24	helps	help	VERB
economy-4104	86	25	them	they	PRON
economy-4104	86	26	reduce	reduce	VERB
economy-4104	86	27	the	the	DET
economy-4104	86	28	risk	risk	NOUN
economy-4104	86	29	of	of	ADP
economy-4104	86	30	famine	famine	NOUN
economy-4104	86	31	and	and	CCONJ
economy-4104	86	32	increase	increase	VERB
economy-4104	86	33	their	their	PRON
economy-4104	86	34	employability	employability	NOUN
economy-4104	86	35	.	.	PUNCT
economy-4104	87	1	sackey	sackey	NOUN
economy-4104	87	2	(	(	PUNCT
economy-4104	87	3	2005	2005	NUM
economy-4104	87	4	)	)	PUNCT
economy-4104	87	5	found	find	VERB
economy-4104	87	6	positive	positive	ADJ
economy-4104	87	7	effects	effect	NOUN
economy-4104	87	8	of	of	ADP
economy-4104	87	9	education	education	NOUN
economy-4104	87	10	on	on	ADP
economy-4104	87	11	labor	labor	NOUN
economy-4104	87	12	force	force	NOUN
economy-4104	87	13	participation	participation	NOUN
economy-4104	87	14	and	and	CCONJ
economy-4104	87	15	a	a	DET
economy-4104	87	16	negative	negative	ADJ
economy-4104	87	17	effect	effect	NOUN
economy-4104	87	18	on	on	ADP
economy-4104	87	19	the	the	DET
economy-4104	87	20	fertility	fertility	NOUN
economy-4104	87	21	of	of	ADP
economy-4104	87	22	women	woman	NOUN
economy-4104	87	23	.	.	PUNCT
economy-4104	88	1	peters	peters	PROPN
economy-4104	88	2	et	et	PROPN
economy-4104	88	3	al	al	PROPN
economy-4104	88	4	.	.	PROPN
economy-4104	89	1	(	(	PUNCT
economy-4104	89	2	2010	2010	NUM
economy-4104	89	3	)	)	PUNCT
economy-4104	89	4	also	also	ADV
economy-4104	89	5	found	find	VERB
economy-4104	89	6	evidence	evidence	NOUN
economy-4104	89	7	that	that	SCONJ
economy-4104	89	8	education	education	NOUN
economy-4104	89	9	enhances	enhance	VERB
economy-4104	89	10	the	the	DET
economy-4104	89	11	health	health	NOUN
economy-4104	89	12	-	-	PUNCT
economy-4104	89	13	protecting	protect	VERB
economy-4104	89	14	behaviors	behavior	NOUN
economy-4104	89	15	of	of	ADP
economy-4104	89	16	people	people	NOUN
economy-4104	89	17	in	in	ADP
economy-4104	89	18	ghana	ghana	PROPN
economy-4104	89	19	.	.	PUNCT
economy-4104	90	1	another	another	DET
economy-4104	90	2	study	study	NOUN
economy-4104	90	3	is	be	AUX
economy-4104	90	4	porter	porter	NOUN
economy-4104	90	5	et	et	PROPN
economy-4104	90	6	al	al	PROPN
economy-4104	90	7	.	.	PROPN
economy-4104	91	1	(	(	PUNCT
economy-4104	91	2	2011	2011	NUM
economy-4104	91	3	)	)	PUNCT
economy-4104	91	4	which	which	PRON
economy-4104	91	5	noted	note	VERB
economy-4104	91	6	that	that	SCONJ
economy-4104	91	7	inadequate	inadequate	ADJ
economy-4104	91	8	transport	transport	NOUN
economy-4104	91	9	infrastructure	infrastructure	NOUN
economy-4104	91	10	affects	affect	VERB
economy-4104	91	11	the	the	DET
economy-4104	91	12	livelihood	livelihood	NOUN
economy-4104	91	13	of	of	ADP
economy-4104	91	14	young	young	ADJ
economy-4104	91	15	ghanaians	ghanaian	NOUN
economy-4104	91	16	particularly	particularly	ADV
economy-4104	91	17	by	by	ADP
economy-4104	91	18	reducing	reduce	VERB
economy-4104	91	19	their	their	PRON
economy-4104	91	20	attendance	attendance	NOUN
economy-4104	91	21	and	and	CCONJ
economy-4104	91	22	performance	performance	NOUN
economy-4104	91	23	in	in	ADP
economy-4104	91	24	school	school	NOUN
economy-4104	91	25	.	.	PUNCT
economy-4104	92	1	essentially	essentially	ADV
economy-4104	92	2	,	,	PUNCT
economy-4104	92	3	the	the	DET
economy-4104	92	4	paper	paper	NOUN
economy-4104	92	5	suggests	suggest	VERB
economy-4104	92	6	that	that	SCONJ
economy-4104	92	7	improvement	improvement	NOUN
economy-4104	92	8	in	in	ADP
economy-4104	92	9	the	the	DET
economy-4104	92	10	transport	transport	NOUN
economy-4104	92	11	infrastructure	infrastructure	NOUN
economy-4104	92	12	will	will	AUX
economy-4104	92	13	enhance	enhance	VERB
economy-4104	92	14	the	the	DET
economy-4104	92	15	education	education	NOUN
economy-4104	92	16	of	of	ADP
economy-4104	92	17	young	young	ADJ
economy-4104	92	18	people	people	NOUN
economy-4104	92	19	in	in	ADP
economy-4104	92	20	ghana	ghana	PROPN
economy-4104	92	21	.	.	PUNCT
economy-4104	93	1	cameron	cameron	PROPN
economy-4104	93	2	and	and	CCONJ
economy-4104	93	3	ananga	ananga	ADP
economy-4104	93	4	(	(	PUNCT
economy-4104	93	5	2015	2015	NUM
economy-4104	93	6	)	)	PUNCT
economy-4104	93	7	also	also	ADV
economy-4104	93	8	showed	show	VERB
economy-4104	93	9	that	that	SCONJ
economy-4104	93	10	saving	save	VERB
economy-4104	93	11	groups	group	NOUN
economy-4104	93	12	improve	improve	VERB
economy-4104	93	13	the	the	DET
economy-4104	93	14	livelihood	livelihood	NOUN
economy-4104	93	15	of	of	ADP
economy-4104	93	16	rural	rural	ADJ
economy-4104	93	17	households	household	NOUN
economy-4104	93	18	by	by	ADP
economy-4104	93	19	helping	help	VERB
economy-4104	93	20	them	they	PRON
economy-4104	93	21	to	to	PART
economy-4104	93	22	pay	pay	VERB
economy-4104	93	23	for	for	ADP
economy-4104	93	24	the	the	DET
economy-4104	93	25	education	education	NOUN
economy-4104	93	26	of	of	ADP
economy-4104	93	27	their	their	PRON
economy-4104	93	28	children	child	NOUN
economy-4104	93	29	.	.	PUNCT
economy-4104	94	1	it	it	PRON
economy-4104	94	2	further	far	ADV
economy-4104	94	3	noted	note	VERB
economy-4104	94	4	that	that	SCONJ
economy-4104	94	5	households	household	NOUN
economy-4104	94	6	generate	generate	VERB
economy-4104	94	7	income	income	NOUN
economy-4104	94	8	from	from	ADP
economy-4104	94	9	the	the	DET
economy-4104	94	10	loans	loan	NOUN
economy-4104	94	11	that	that	PRON
economy-4104	94	12	they	they	PRON
economy-4104	94	13	source	source	VERB
economy-4104	94	14	from	from	ADP
economy-4104	94	15	the	the	DET
economy-4104	94	16	saving	saving	NOUN
economy-4104	94	17	program	program	NOUN
economy-4104	94	18	.	.	PUNCT
economy-4104	95	1	more	more	ADV
economy-4104	95	2	recently	recently	ADV
economy-4104	95	3	,	,	PUNCT
economy-4104	95	4	mabe	mabe	ADJ
economy-4104	95	5	,	,	PUNCT
economy-4104	95	6	konja	konja	PROPN
economy-4104	95	7	,	,	PUNCT
economy-4104	95	8	addo	addo	NOUN
economy-4104	95	9	,	,	PUNCT
economy-4104	95	10	and	and	CCONJ
economy-4104	95	11	awuni	awuni	PROPN
economy-4104	95	12	(	(	PUNCT
economy-4104	95	13	2022	2022	NUM
economy-4104	95	14	)	)	PUNCT
economy-4104	95	15	examined	examine	VERB
economy-4104	95	16	how	how	SCONJ
economy-4104	95	17	the	the	DET
economy-4104	95	18	location	location	NOUN
economy-4104	95	19	and	and	CCONJ
economy-4104	95	20	gender	gender	NOUN
economy-4104	95	21	aspects	aspect	NOUN
economy-4104	95	22	of	of	ADP
economy-4104	95	23	the	the	DET
economy-4104	95	24	leap	leap	PROPN
economy-4104	95	25	program	program	NOUN
economy-4104	95	26	affect	affect	VERB
economy-4104	95	27	the	the	DET
economy-4104	95	28	education	education	NOUN
economy-4104	95	29	of	of	ADP
economy-4104	95	30	children	child	NOUN
economy-4104	95	31	in	in	ADP
economy-4104	95	32	ghana	ghana	PROPN
economy-4104	95	33	.	.	PUNCT
economy-4104	96	1	their	their	PRON
economy-4104	96	2	results	result	NOUN
economy-4104	96	3	indicate	indicate	VERB
economy-4104	96	4	that	that	SCONJ
economy-4104	96	5	social	social	ADJ
economy-4104	96	6	protection	protection	NOUN
economy-4104	96	7	projects	project	NOUN
economy-4104	96	8	like	like	ADP
economy-4104	96	9	the	the	DET
economy-4104	96	10	leap	leap	NOUN
economy-4104	96	11	improve	improve	VERB
economy-4104	96	12	education	education	NOUN
economy-4104	96	13	for	for	ADP
economy-4104	96	14	children	child	NOUN
economy-4104	96	15	of	of	ADP
economy-4104	96	16	beneficiary	beneficiary	NOUN
economy-4104	96	17	households	household	NOUN
economy-4104	96	18	but	but	CCONJ
economy-4104	96	19	this	this	DET
economy-4104	96	20	impact	impact	NOUN
economy-4104	96	21	is	be	AUX
economy-4104	96	22	higher	high	ADJ
economy-4104	96	23	for	for	ADP
economy-4104	96	24	urban	urban	ADJ
economy-4104	96	25	areas	area	NOUN
economy-4104	96	26	compared	compare	VERB
economy-4104	96	27	to	to	ADP
economy-4104	96	28	rural	rural	ADJ
economy-4104	96	29	areas	area	NOUN
economy-4104	96	30	.	.	PUNCT
economy-4104	97	1	the	the	DET
economy-4104	97	2	general	general	ADJ
economy-4104	97	3	conclusion	conclusion	NOUN
economy-4104	97	4	from	from	ADP
economy-4104	97	5	the	the	DET
economy-4104	97	6	review	review	NOUN
economy-4104	97	7	of	of	ADP
economy-4104	97	8	empirical	empirical	ADJ
economy-4104	97	9	studies	study	NOUN
economy-4104	97	10	is	be	AUX
economy-4104	97	11	that	that	SCONJ
economy-4104	97	12	education	education	NOUN
economy-4104	97	13	improves	improve	VERB
economy-4104	97	14	the	the	DET
economy-4104	97	15	livelihood	livelihood	NOUN
economy-4104	97	16	of	of	ADP
economy-4104	97	17	individuals	individual	NOUN
economy-4104	97	18	through	through	ADP
economy-4104	97	19	channels	channel	NOUN
economy-4104	97	20	such	such	ADJ
economy-4104	97	21	as	as	ADP
economy-4104	97	22	increased	increase	VERB
economy-4104	97	23	labor	labor	NOUN
economy-4104	97	24	force	force	NOUN
economy-4104	97	25	participation	participation	NOUN
economy-4104	97	26	,	,	PUNCT
economy-4104	97	27	increased	increase	VERB
economy-4104	97	28	productivity	productivity	NOUN
economy-4104	97	29	,	,	PUNCT
economy-4104	97	30	and	and	CCONJ
economy-4104	97	31	incomes	income	NOUN
economy-4104	97	32	.	.	PUNCT
economy-4104	98	1	it	it	PRON
economy-4104	98	2	is	be	AUX
economy-4104	98	3	also	also	ADV
economy-4104	98	4	clear	clear	ADJ
economy-4104	98	5	that	that	SCONJ
economy-4104	98	6	an	an	DET
economy-4104	98	7	improvement	improvement	NOUN
economy-4104	98	8	in	in	ADP
economy-4104	98	9	the	the	DET
economy-4104	98	10	livelihood	livelihood	NOUN
economy-4104	98	11	of	of	ADP
economy-4104	98	12	individuals	individual	NOUN
economy-4104	98	13	improves	improve	VERB
economy-4104	98	14	the	the	DET
economy-4104	98	15	quality	quality	NOUN
economy-4104	98	16	of	of	ADP
economy-4104	98	17	education	education	NOUN
economy-4104	98	18	for	for	ADP
economy-4104	98	19	their	their	PRON
economy-4104	98	20	children	child	NOUN
economy-4104	98	21	.	.	PUNCT
economy-4104	99	1	however	however	ADV
economy-4104	99	2	,	,	PUNCT
economy-4104	99	3	the	the	DET
economy-4104	99	4	direct	direct	ADJ
economy-4104	99	5	effect	effect	NOUN
economy-4104	99	6	of	of	ADP
economy-4104	99	7	education	education	NOUN
economy-4104	99	8	on	on	ADP
economy-4104	99	9	the	the	DET
economy-4104	99	10	consumption	consumption	NOUN
economy-4104	99	11	expenditure	expenditure	NOUN
economy-4104	99	12	of	of	ADP
economy-4104	99	13	individuals	individual	NOUN
economy-4104	99	14	in	in	ADP
economy-4104	99	15	ghana	ghana	PROPN
economy-4104	99	16	is	be	AUX
economy-4104	99	17	yet	yet	ADV
economy-4104	99	18	to	to	PART
economy-4104	99	19	be	be	AUX
economy-4104	99	20	studied	study	VERB
economy-4104	99	21	.	.	PUNCT
economy-4104	100	1	since	since	SCONJ
economy-4104	100	2	livelihood	livelihood	NOUN
economy-4104	100	3	improvement	improvement	NOUN
economy-4104	100	4	ends	end	VERB
economy-4104	100	5	up	up	ADP
economy-4104	100	6	with	with	ADP
economy-4104	100	7	increased	increase	VERB
economy-4104	100	8	consumption	consumption	NOUN
economy-4104	100	9	,	,	PUNCT
economy-4104	100	10	it	it	PRON
economy-4104	100	11	is	be	AUX
economy-4104	100	12	important	important	ADJ
economy-4104	100	13	to	to	PART
economy-4104	100	14	examine	examine	VERB
economy-4104	100	15	the	the	DET
economy-4104	100	16	direct	direct	ADJ
economy-4104	100	17	effect	effect	NOUN
economy-4104	100	18	of	of	ADP
economy-4104	100	19	education	education	NOUN
economy-4104	100	20	on	on	ADP
economy-4104	100	21	consumption	consumption	NOUN
economy-4104	100	22	expenditure	expenditure	NOUN
economy-4104	100	23	in	in	ADP
economy-4104	100	24	ghana	ghana	PROPN
economy-4104	100	25	.	.	PUNCT
economy-4104	101	1	2.3	2.3	NUM
economy-4104	101	2	overview	overview	NOUN
economy-4104	101	3	of	of	ADP
economy-4104	101	4	the	the	DET
economy-4104	101	5	ghanaian	ghanaian	ADJ
economy-4104	101	6	educational	educational	ADJ
economy-4104	101	7	system	system	NOUN
economy-4104	101	8	education	education	NOUN
economy-4104	101	9	is	be	AUX
economy-4104	101	10	widely	widely	ADV
economy-4104	101	11	accepted	accept	VERB
economy-4104	101	12	as	as	ADP
economy-4104	101	13	one	one	NUM
economy-4104	101	14	of	of	ADP
economy-4104	101	15	the	the	DET
economy-4104	101	16	important	important	ADJ
economy-4104	101	17	means	mean	NOUN
economy-4104	101	18	by	by	ADP
economy-4104	101	19	which	which	PRON
economy-4104	101	20	any	any	DET
economy-4104	101	21	country	country	NOUN
economy-4104	101	22	can	can	AUX
economy-4104	101	23	improve	improve	VERB
economy-4104	101	24	the	the	DET
economy-4104	101	25	lives	life	NOUN
economy-4104	101	26	of	of	ADP
economy-4104	101	27	its	its	PRON
economy-4104	101	28	people	people	NOUN
economy-4104	101	29	.	.	PUNCT
economy-4104	102	1	like	like	ADP
economy-4104	102	2	most	most	ADJ
economy-4104	102	3	countries	country	NOUN
economy-4104	102	4	in	in	ADP
economy-4104	102	5	sub	sub	ADJ
economy-4104	102	6	-	-	ADJ
economy-4104	102	7	saharan	saharan	ADJ
economy-4104	102	8	africa	africa	PROPN
economy-4104	102	9	(	(	PUNCT
economy-4104	102	10	ssa	ssa	PROPN
economy-4104	102	11	)	)	PUNCT
economy-4104	102	12	,	,	PUNCT
economy-4104	102	13	ghana	ghana	PROPN
economy-4104	102	14	is	be	AUX
economy-4104	102	15	making	make	VERB
economy-4104	102	16	a	a	DET
economy-4104	102	17	lot	lot	NOUN
economy-4104	102	18	of	of	ADP
economy-4104	102	19	efforts	effort	NOUN
economy-4104	102	20	to	to	PART
economy-4104	102	21	improve	improve	VERB
economy-4104	102	22	education	education	NOUN
economy-4104	102	23	for	for	ADP
economy-4104	102	24	its	its	PRON
economy-4104	102	25	people	people	NOUN
economy-4104	102	26	.	.	PUNCT
economy-4104	103	1	some	some	PRON
economy-4104	103	2	of	of	ADP
economy-4104	103	3	these	these	DET
economy-4104	103	4	initiatives	initiative	NOUN
economy-4104	103	5	include	include	VERB
economy-4104	103	6	working	work	VERB
economy-4104	103	7	towards	towards	ADP
economy-4104	103	8	the	the	DET
economy-4104	103	9	attainment	attainment	NOUN
economy-4104	103	10	of	of	ADP
economy-4104	103	11	universal	universal	ADJ
economy-4104	103	12	primary	primary	ADJ
economy-4104	103	13	education	education	NOUN
economy-4104	103	14	for	for	ADP
economy-4104	103	15	every	every	DET
economy-4104	103	16	child	child	NOUN
economy-4104	103	17	.	.	PUNCT
economy-4104	104	1	ghana	ghana	PROPN
economy-4104	104	2	commenced	commence	VERB
economy-4104	104	3	free	free	ADJ
economy-4104	104	4	compulsory	compulsory	ADJ
economy-4104	104	5	basic	basic	ADJ
economy-4104	104	6	education	education	NOUN
economy-4104	104	7	(	(	PUNCT
economy-4104	104	8	fcbe	fcbe	NOUN
economy-4104	104	9	)	)	PUNCT
economy-4104	104	10	in	in	ADP
economy-4104	104	11	the	the	DET
economy-4104	104	12	middle	middle	NOUN
economy-4104	104	13	of	of	ADP
economy-4104	104	14	the	the	DET
economy-4104	104	15	1990s	1990s	NUM
economy-4104	104	16	to	to	PART
economy-4104	104	17	give	give	VERB
economy-4104	104	18	every	every	DET
economy-4104	104	19	ghanaian	ghanaian	ADJ
economy-4104	104	20	child	child	NOUN
economy-4104	104	21	a	a	DET
economy-4104	104	22	free	free	ADJ
economy-4104	104	23	basic	basic	ADJ
economy-4104	104	24	education	education	NOUN
economy-4104	104	25	.	.	PUNCT
economy-4104	105	1	this	this	DET
economy-4104	105	2	initiative	initiative	NOUN
economy-4104	105	3	did	do	AUX
economy-4104	105	4	not	not	PART
economy-4104	105	5	yield	yield	VERB
economy-4104	105	6	the	the	DET
economy-4104	105	7	expected	expect	VERB
economy-4104	105	8	results	result	NOUN
economy-4104	105	9	as	as	SCONJ
economy-4104	105	10	there	there	PRON
economy-4104	105	11	were	be	VERB
economy-4104	105	12	still	still	ADV
economy-4104	105	13	several	several	ADJ
economy-4104	105	14	ghanaians	ghanaian	NOUN
economy-4104	105	15	who	who	PRON
economy-4104	105	16	did	do	AUX
economy-4104	105	17	not	not	PART
economy-4104	105	18	have	have	VERB
economy-4104	105	19	the	the	DET
economy-4104	105	20	privilege	privilege	NOUN
economy-4104	105	21	of	of	ADP
economy-4104	105	22	basic	basic	ADJ
economy-4104	105	23	education	education	NOUN
economy-4104	105	24	and	and	CCONJ
economy-4104	105	25	most	most	ADJ
economy-4104	105	26	of	of	ADP
economy-4104	105	27	them	they	PRON
economy-4104	105	28	were	be	AUX
economy-4104	105	29	from	from	ADP
economy-4104	105	30	poor	poor	ADJ
economy-4104	105	31	rural	rural	ADJ
economy-4104	105	32	households	household	NOUN
economy-4104	105	33	(	(	PUNCT
economy-4104	105	34	akyeampong	akyeampong	ADJ
economy-4104	105	35	,	,	PUNCT
economy-4104	105	36	2009	2009	NUM
economy-4104	105	37	)	)	PUNCT
economy-4104	105	38	.	.	PUNCT
economy-4104	106	1	akyeampong	akyeampong	PROPN
economy-4104	106	2	(	(	PUNCT
economy-4104	106	3	2009	2009	NUM
economy-4104	106	4	)	)	PUNCT
economy-4104	106	5	further	far	ADV
economy-4104	106	6	noted	note	VERB
economy-4104	106	7	that	that	SCONJ
economy-4104	106	8	one	one	NUM
economy-4104	106	9	main	main	ADJ
economy-4104	106	10	problem	problem	NOUN
economy-4104	106	11	that	that	PRON
economy-4104	106	12	militated	militate	VERB
economy-4104	106	13	against	against	ADP
economy-4104	106	14	the	the	DET
economy-4104	106	15	success	success	NOUN
economy-4104	106	16	of	of	ADP
economy-4104	106	17	fcube	fcube	NOUN
economy-4104	106	18	was	be	AUX
economy-4104	106	19	that	that	SCONJ
economy-4104	106	20	the	the	DET
economy-4104	106	21	program	program	NOUN
economy-4104	106	22	did	do	AUX
economy-4104	106	23	not	not	PART
economy-4104	106	24	provide	provide	VERB
economy-4104	106	25	much	much	ADJ
economy-4104	106	26	incentive	incentive	NOUN
economy-4104	106	27	for	for	SCONJ
economy-4104	106	28	some	some	DET
economy-4104	106	29	children	child	NOUN
economy-4104	106	30	to	to	PART
economy-4104	106	31	give	give	VERB
economy-4104	106	32	up	up	ADP
economy-4104	106	33	whatever	whatever	PRON
economy-4104	106	34	it	it	PRON
economy-4104	106	35	is	be	AUX
economy-4104	106	36	they	they	PRON
economy-4104	106	37	were	be	AUX
economy-4104	106	38	doing	do	VERB
economy-4104	106	39	for	for	ADP
economy-4104	106	40	school	school	NOUN
economy-4104	106	41	.	.	PUNCT
economy-4104	107	1	apart	apart	ADV
economy-4104	107	2	from	from	ADP
economy-4104	107	3	the	the	DET
economy-4104	107	4	fact	fact	NOUN
economy-4104	107	5	that	that	SCONJ
economy-4104	107	6	there	there	PRON
economy-4104	107	7	were	be	VERB
economy-4104	107	8	still	still	ADV
economy-4104	107	9	costs	cost	NOUN
economy-4104	107	10	incurred	incur	VERB
economy-4104	107	11	by	by	ADP
economy-4104	107	12	parents	parent	NOUN
economy-4104	107	13	,	,	PUNCT
economy-4104	107	14	poor	poor	ADJ
economy-4104	107	15	households	household	NOUN
economy-4104	107	16	were	be	AUX
economy-4104	107	17	unable	unable	ADJ
economy-4104	107	18	to	to	PART
economy-4104	107	19	allow	allow	VERB
economy-4104	107	20	their	their	PRON
economy-4104	107	21	children	child	NOUN
economy-4104	107	22	to	to	PART
economy-4104	107	23	attend	attend	VERB
economy-4104	107	24	school	school	NOUN
economy-4104	107	25	and	and	CCONJ
economy-4104	107	26	forgo	forgo	VERB
economy-4104	107	27	their	their	PRON
economy-4104	107	28	child	child	NOUN
economy-4104	107	29	labor	labor	NOUN
economy-4104	107	30	.	.	PUNCT
economy-4104	108	1	essentially	essentially	ADV
economy-4104	108	2	,	,	PUNCT
economy-4104	108	3	the	the	DET
economy-4104	108	4	program	program	NOUN
economy-4104	108	5	did	do	VERB
economy-4104	108	6	little	little	ADJ
economy-4104	108	7	to	to	PART
economy-4104	108	8	eliminate	eliminate	VERB
economy-4104	108	9	the	the	DET
economy-4104	108	10	cost	cost	NOUN
economy-4104	108	11	associated	associate	VERB
economy-4104	108	12	with	with	ADP
economy-4104	108	13	primary	primary	ADJ
economy-4104	108	14	education	education	NOUN
economy-4104	108	15	,	,	PUNCT
economy-4104	108	16	especially	especially	ADV
economy-4104	108	17	for	for	ADP
economy-4104	108	18	poor	poor	ADJ
economy-4104	108	19	households	household	NOUN
economy-4104	108	20	in	in	ADP
economy-4104	108	21	rural	rural	ADJ
economy-4104	108	22	areas	area	NOUN
economy-4104	108	23	.	.	PUNCT
economy-4104	109	1	before	before	ADP
economy-4104	109	2	this	this	PRON
economy-4104	109	3	,	,	PUNCT
economy-4104	109	4	ghana	ghana	PROPN
economy-4104	109	5	had	have	AUX
economy-4104	109	6	already	already	ADV
economy-4104	109	7	experienced	experience	VERB
economy-4104	109	8	a	a	DET
economy-4104	109	9	mammoth	mammoth	ADJ
economy-4104	109	10	number	number	NOUN
economy-4104	109	11	of	of	ADP
economy-4104	109	12	its	its	PRON
economy-4104	109	13	teachers	teacher	NOUN
economy-4104	109	14	who	who	PRON
economy-4104	109	15	had	have	AUX
economy-4104	109	16	left	leave	VERB
economy-4104	109	17	for	for	ADP
economy-4104	109	18	nigeria	nigeria	PRON
economy-4104	109	19	due	due	ADP
economy-4104	109	20	to	to	ADP
economy-4104	109	21	the	the	DET
economy-4104	109	22	poor	poor	ADJ
economy-4104	109	23	economic	economic	ADJ
economy-4104	109	24	conditions	condition	NOUN
economy-4104	109	25	between	between	ADP
economy-4104	109	26	the	the	DET
economy-4104	109	27	late	late	ADJ
economy-4104	109	28	1970s	1970	NOUN
economy-4104	109	29	and	and	CCONJ
economy-4104	109	30	the	the	DET
economy-4104	109	31	middle	middle	NOUN
economy-4104	109	32	of	of	ADP
economy-4104	109	33	the	the	DET
economy-4104	109	34	1980s	1980s	NUM
economy-4104	109	35	.	.	PUNCT
economy-4104	110	1	this	this	DET
economy-4104	110	2	situation	situation	NOUN
economy-4104	110	3	,	,	PUNCT
economy-4104	110	4	coupled	couple	VERB
economy-4104	110	5	with	with	ADP
economy-4104	110	6	insufficient	insufficient	ADJ
economy-4104	110	7	and	and	CCONJ
economy-4104	110	8	deteriorating	deteriorate	VERB
economy-4104	110	9	infrastructure	infrastructure	NOUN
economy-4104	110	10	negatively	negatively	ADV
economy-4104	110	11	affected	affect	VERB
economy-4104	110	12	the	the	DET
economy-4104	110	13	quality	quality	NOUN
economy-4104	110	14	of	of	ADP
economy-4104	110	15	education	education	NOUN
economy-4104	110	16	leading	lead	VERB
economy-4104	110	17	to	to	ADP
economy-4104	110	18	a	a	DET
economy-4104	110	19	decline	decline	NOUN
economy-4104	110	20	in	in	ADP
economy-4104	110	21	primary	primary	ADJ
economy-4104	110	22	enrollment	enrollment	NOUN
economy-4104	110	23	in	in	ADP
economy-4104	110	24	the	the	DET
economy-4104	110	25	late	late	ADJ
economy-4104	110	26	1980s	1980	NOUN
economy-4104	110	27	(	(	PUNCT
economy-4104	110	28	world	world	PROPN
economy-4104	110	29	bank	bank	PROPN
economy-4104	110	30	,	,	PUNCT
economy-4104	110	31	2004	2004	NUM
economy-4104	110	32	)	)	PUNCT
economy-4104	110	33	.	.	PUNCT
economy-4104	111	1	the	the	DET
economy-4104	111	2	educational	educational	ADJ
economy-4104	111	3	sector	sector	NOUN
economy-4104	111	4	received	receive	VERB
economy-4104	111	5	a	a	DET
economy-4104	111	6	major	major	ADJ
economy-4104	111	7	boost	boost	NOUN
economy-4104	111	8	with	with	ADP
economy-4104	111	9	the	the	DET
economy-4104	111	10	introduction	introduction	NOUN
economy-4104	111	11	of	of	ADP
economy-4104	111	12	the	the	DET
economy-4104	111	13	structural	structural	ADJ
economy-4104	111	14	adjustment	adjustment	NOUN
economy-4104	111	15	program	program	NOUN
economy-4104	111	16	(	(	PUNCT
economy-4104	111	17	sap	sap	PROPN
economy-4104	111	18	)	)	PUNCT
economy-4104	111	19	and	and	CCONJ
economy-4104	111	20	a	a	DET
economy-4104	111	21	huge	huge	ADJ
economy-4104	111	22	investment	investment	NOUN
economy-4104	111	23	worth	worth	ADJ
economy-4104	111	24	about	about	ADV
economy-4104	111	25	us$	us$	SYM
economy-4104	111	26	260	260	NUM
economy-4104	111	27	million	million	NUM
economy-4104	111	28	between	between	ADP
economy-4104	111	29	1986	1986	NUM
economy-4104	111	30	and	and	CCONJ
economy-4104	111	31	to	to	ADP
economy-4104	111	32	early	early	ADJ
economy-4104	111	33	2000s	2000s	NUM
economy-4104	111	34	(	(	PUNCT
economy-4104	111	35	akyeampong	akyeampong	ADJ
economy-4104	111	36	,	,	PUNCT
economy-4104	111	37	2009	2009	NUM
economy-4104	111	38	)	)	PUNCT
economy-4104	111	39	.	.	PUNCT
economy-4104	112	1	to	to	PART
economy-4104	112	2	further	far	ADV
economy-4104	112	3	boost	boost	VERB
economy-4104	112	4	education	education	NOUN
economy-4104	112	5	by	by	ADP
economy-4104	112	6	improving	improve	VERB
economy-4104	112	7	free	free	ADJ
economy-4104	112	8	compulsory	compulsory	ADJ
economy-4104	112	9	education	education	NOUN
economy-4104	112	10	,	,	PUNCT
economy-4104	112	11	the	the	DET
economy-4104	112	12	government	government	NOUN
economy-4104	112	13	of	of	ADP
economy-4104	112	14	ghana	ghana	PROPN
economy-4104	112	15	in	in	ADP
economy-4104	112	16	collaboration	collaboration	NOUN
economy-4104	112	17	with	with	ADP
economy-4104	112	18	its	its	PRON
economy-4104	112	19	partners	partner	NOUN
economy-4104	112	20	introduced	introduce	VERB
economy-4104	112	21	the	the	DET
economy-4104	112	22	school	school	NOUN
economy-4104	112	23	feeding	feeding	NOUN
economy-4104	112	24	program	program	NOUN
economy-4104	112	25	which	which	PRON
economy-4104	112	26	was	be	AUX
economy-4104	112	27	to	to	PART
economy-4104	112	28	provide	provide	VERB
economy-4104	112	29	one	one	NUM
economy-4104	112	30	healthy	healthy	ADJ
economy-4104	112	31	meal	meal	NOUN
economy-4104	112	32	for	for	ADP
economy-4104	112	33	children	child	NOUN
economy-4104	112	34	in	in	ADP
economy-4104	112	35	public	public	ADJ
economy-4104	112	36	basic	basic	ADJ
economy-4104	112	37	schools	school	NOUN
economy-4104	112	38	every	every	DET
economy-4104	112	39	day	day	NOUN
economy-4104	112	40	of	of	ADP
economy-4104	112	41	school	school	NOUN
economy-4104	112	42	(	(	PUNCT
economy-4104	112	43	akyeampong	akyeampong	ADJ
economy-4104	112	44	,	,	PUNCT
economy-4104	112	45	2009	2009	NUM
economy-4104	112	46	)	)	PUNCT
economy-4104	112	47	.	.	PUNCT
economy-4104	112	48	.	.	PUNCT
economy-4104	113	1	the	the	DET
economy-4104	113	2	program	program	NOUN
economy-4104	113	3	which	which	PRON
economy-4104	113	4	encouraged	encourage	VERB
economy-4104	113	5	the	the	DET
economy-4104	113	6	production	production	NOUN
economy-4104	113	7	and	and	CCONJ
economy-4104	113	8	consumption	consumption	NOUN
economy-4104	113	9	of	of	ADP
economy-4104	113	10	local	local	ADJ
economy-4104	113	11	foods	food	NOUN
economy-4104	113	12	encouraged	encourage	VERB
economy-4104	113	13	more	more	ADJ
economy-4104	113	14	children	child	NOUN
economy-4104	113	15	to	to	PART
economy-4104	113	16	attend	attend	VERB
economy-4104	113	17	school	school	NOUN
economy-4104	113	18	because	because	SCONJ
economy-4104	113	19	they	they	PRON
economy-4104	113	20	would	would	AUX
economy-4104	113	21	not	not	PART
economy-4104	113	22	have	have	VERB
economy-4104	113	23	to	to	PART
economy-4104	113	24	worry	worry	VERB
economy-4104	113	25	about	about	ADP
economy-4104	113	26	food	food	NOUN
economy-4104	113	27	anymore	anymore	ADV
economy-4104	113	28	.	.	PUNCT
economy-4104	114	1	according	accord	VERB
economy-4104	114	2	to	to	ADP
economy-4104	114	3	adu	adu	ADJ
economy-4104	114	4	-	-	PUNCT
economy-4104	114	5	gyamfi	gyamfi	ADJ
economy-4104	114	6	,	,	PUNCT
economy-4104	114	7	donkoh	donkoh	NOUN
economy-4104	114	8	,	,	PUNCT
economy-4104	114	9	and	and	CCONJ
economy-4104	114	10	addo	addo	PROPN
economy-4104	114	11	(	(	PUNCT
economy-4104	114	12	2016	2016	NUM
economy-4104	114	13	)	)	PUNCT
economy-4104	114	14	,	,	PUNCT
economy-4104	114	15	one	one	NUM
economy-4104	114	16	phenomenon	phenomenon	NOUN
economy-4104	114	17	that	that	PRON
economy-4104	114	18	has	have	AUX
economy-4104	114	19	characterized	characterize	VERB
economy-4104	114	20	the	the	DET
economy-4104	114	21	educational	educational	ADJ
economy-4104	114	22	system	system	NOUN
economy-4104	114	23	in	in	ADP
economy-4104	114	24	ghana	ghana	PROPN
economy-4104	114	25	is	be	AUX
economy-4104	114	26	the	the	DET
economy-4104	114	27	pendulum	pendulum	NOUN
economy-4104	114	28	of	of	ADP
economy-4104	114	29	four	four	NUM
economy-4104	114	30	years	year	NOUN
economy-4104	114	31	and	and	CCONJ
economy-4104	114	32	three	three	NUM
economy-4104	114	33	years	year	NOUN
economy-4104	114	34	duration	duration	NOUN
economy-4104	114	35	of	of	ADP
economy-4104	114	36	senior	senior	ADJ
economy-4104	114	37	secondary	secondary	ADJ
economy-4104	114	38	education	education	NOUN
economy-4104	114	39	that	that	PRON
economy-4104	114	40	accompany	accompany	VERB
economy-4104	114	41	various	various	ADJ
economy-4104	114	42	changes	change	NOUN
economy-4104	114	43	in	in	ADP
economy-4104	114	44	political	political	ADJ
economy-4104	114	45	power	power	NOUN
economy-4104	114	46	.	.	PUNCT
economy-4104	115	1	this	this	DET
economy-4104	115	2	inconsistency	inconsistency	NOUN
economy-4104	115	3	in	in	ADP
economy-4104	115	4	secondary	secondary	ADJ
economy-4104	115	5	education	education	NOUN
economy-4104	115	6	does	do	AUX
economy-4104	115	7	not	not	PART
economy-4104	115	8	lead	lead	VERB
economy-4104	115	9	to	to	ADP
economy-4104	115	10	the	the	DET
economy-4104	115	11	effective	effective	ADJ
economy-4104	115	12	transfer	transfer	NOUN
economy-4104	115	13	of	of	ADP
economy-4104	115	14	knowledge	knowledge	NOUN
economy-4104	115	15	to	to	ADP
economy-4104	115	16	the	the	DET
economy-4104	115	17	students	student	NOUN
economy-4104	115	18	and	and	CCONJ
economy-4104	115	19	may	may	AUX
economy-4104	115	20	lead	lead	VERB
economy-4104	115	21	to	to	ADP
economy-4104	115	22	poor	poor	ADJ
economy-4104	115	23	academic	academic	ADJ
economy-4104	115	24	performance	performance	NOUN
economy-4104	115	25	.	.	PUNCT
economy-4104	116	1	the	the	DET
economy-4104	116	2	most	most	ADV
economy-4104	116	3	recent	recent	ADJ
economy-4104	116	4	initiative	initiative	NOUN
economy-4104	116	5	by	by	ADP
economy-4104	116	6	the	the	DET
economy-4104	116	7	government	government	NOUN
economy-4104	116	8	of	of	ADP
economy-4104	116	9	ghana	ghana	PROPN
economy-4104	116	10	to	to	PART
economy-4104	116	11	improve	improve	VERB
economy-4104	116	12	education	education	NOUN
economy-4104	116	13	in	in	ADP
economy-4104	116	14	the	the	DET
economy-4104	116	15	country	country	NOUN
economy-4104	116	16	is	be	AUX
economy-4104	116	17	the	the	DET
economy-4104	116	18	free	free	ADJ
economy-4104	116	19	senior	senior	ADJ
economy-4104	116	20	high	high	ADJ
economy-4104	116	21	school	school	NOUN
economy-4104	116	22	program	program	NOUN
economy-4104	116	23	.	.	PUNCT
economy-4104	117	1	this	this	DET
economy-4104	117	2	policy	policy	NOUN
economy-4104	117	3	was	be	AUX
economy-4104	117	4	introduced	introduce	VERB
economy-4104	117	5	in	in	ADP
economy-4104	117	6	fulfillment	fulfillment	NOUN
economy-4104	117	7	of	of	ADP
economy-4104	117	8	article	article	NOUN
economy-4104	117	9	25	25	NUM
economy-4104	117	10	,	,	PUNCT
economy-4104	117	11	section	section	NOUN
economy-4104	117	12	1b	1b	NUM
economy-4104	117	13	of	of	ADP
economy-4104	117	14	the	the	DET
economy-4104	117	15	1992	1992	NUM
economy-4104	117	16	constitution	constitution	NOUN
economy-4104	117	17	of	of	ADP
economy-4104	117	18	ghana	ghana	PROPN
economy-4104	117	19	which	which	PRON
economy-4104	117	20	states	state	VERB
economy-4104	117	21	that	that	SCONJ
economy-4104	117	22	;	;	PUNCT
economy-4104	117	23	“	"	PUNCT
economy-4104	117	24	secondary	secondary	ADJ
economy-4104	117	25	education	education	NOUN
economy-4104	117	26	in	in	ADP
economy-4104	117	27	its	its	PRON
economy-4104	117	28	different	different	ADJ
economy-4104	117	29	forms	form	NOUN
economy-4104	117	30	including	include	VERB
economy-4104	117	31	technical	technical	ADJ
economy-4104	117	32	and	and	CCONJ
economy-4104	117	33	vocational	vocational	ADJ
economy-4104	117	34	education	education	NOUN
economy-4104	117	35	,	,	PUNCT
economy-4104	117	36	shall	shall	AUX
economy-4104	117	37	be	be	AUX
economy-4104	117	38	made	make	VERB
economy-4104	117	39	generally	generally	ADV
economy-4104	117	40	available	available	ADJ
economy-4104	117	41	and	and	CCONJ
economy-4104	117	42	accessible	accessible	ADJ
economy-4104	117	43	to	to	ADP
economy-4104	117	44	all	all	PRON
economy-4104	117	45	by	by	ADP
economy-4104	117	46	every	every	DET
economy-4104	117	47	appropriate	appropriate	ADJ
economy-4104	117	48	means	mean	NOUN
economy-4104	117	49	,	,	PUNCT
economy-4104	117	50	and	and	CCONJ
economy-4104	117	51	in	in	ADP
economy-4104	117	52	particular	particular	ADJ
economy-4104	117	53	,	,	PUNCT
economy-4104	117	54	by	by	ADP
economy-4104	117	55	the	the	DET
economy-4104	117	56	progressive	progressive	ADJ
economy-4104	117	57	introduction	introduction	NOUN
economy-4104	117	58	of	of	ADP
economy-4104	117	59	free	free	ADJ
economy-4104	117	60	education	education	NOUN
economy-4104	117	61	”	"	PUNCT
economy-4104	117	62	.	.	PUNCT
economy-4104	118	1	it	it	PRON
economy-4104	118	2	is	be	AUX
economy-4104	118	3	also	also	ADV
economy-4104	118	4	in	in	ADP
economy-4104	118	5	line	line	NOUN
economy-4104	118	6	with	with	ADP
economy-4104	118	7	one	one	NUM
economy-4104	118	8	of	of	ADP
economy-4104	118	9	the	the	DET
economy-4104	118	10	goals	goal	NOUN
economy-4104	118	11	of	of	ADP
economy-4104	118	12	sustainable	sustainable	ADJ
economy-4104	118	13	development	development	NOUN
economy-4104	118	14	economy	economy	NOUN
economy-4104	118	15	,	,	PUNCT
economy-4104	118	16	2022	2022	NUM
economy-4104	118	17	,	,	PUNCT
economy-4104	118	18	9(1	9(1	NUM
economy-4104	118	19	):	):	PUNCT
economy-4104	118	20	9	9	NUM
economy-4104	118	21	-	-	SYM
economy-4104	118	22	17	17	NUM
economy-4104	118	23	12	12	NUM
economy-4104	118	24	©	©	PROPN
economy-4104	118	25	2022	2022	NUM
economy-4104	118	26	by	by	ADP
economy-4104	118	27	the	the	DET
economy-4104	118	28	authors	author	NOUN
economy-4104	118	29	;	;	PUNCT
economy-4104	118	30	licensee	licensee	PROPN
economy-4104	118	31	asian	asian	ADJ
economy-4104	118	32	online	online	PROPN
economy-4104	118	33	journal	journal	PROPN
economy-4104	118	34	publishing	publishing	NOUN
economy-4104	118	35	group	group	NOUN
economy-4104	118	36	goals	goal	NOUN
economy-4104	118	37	of	of	ADP
economy-4104	118	38	the	the	DET
economy-4104	118	39	united	united	PROPN
economy-4104	118	40	nations	nations	PROPN
economy-4104	118	41	(	(	PUNCT
economy-4104	118	42	sdg	sdg	NOUN
economy-4104	118	43	-	-	PUNCT
economy-4104	118	44	un	un	NOUN
economy-4104	118	45	)	)	PUNCT
economy-4104	118	46	to	to	PART
economy-4104	118	47	provide	provide	VERB
economy-4104	118	48	free	free	ADJ
economy-4104	118	49	,	,	PUNCT
economy-4104	118	50	equitable	equitable	ADJ
economy-4104	118	51	,	,	PUNCT
economy-4104	118	52	and	and	CCONJ
economy-4104	118	53	quality	quality	NOUN
economy-4104	118	54	primary	primary	ADJ
economy-4104	118	55	and	and	CCONJ
economy-4104	118	56	secondary	secondary	ADJ
economy-4104	118	57	education	education	NOUN
economy-4104	118	58	to	to	ADP
economy-4104	118	59	all	all	DET
economy-4104	118	60	boys	boy	NOUN
economy-4104	118	61	and	and	CCONJ
economy-4104	118	62	girls	girl	NOUN
economy-4104	118	63	by	by	ADP
economy-4104	118	64	the	the	DET
economy-4104	118	65	year	year	NOUN
economy-4104	118	66	2030	2030	NUM
economy-4104	118	67	(	(	PUNCT
economy-4104	118	68	united	united	PROPN
economy-4104	118	69	nations	nations	PROPN
economy-4104	118	70	development	development	PROPN
economy-4104	118	71	group	group	PROPN
economy-4104	118	72	(	(	PUNCT
economy-4104	118	73	undp	undp	PROPN
economy-4104	118	74	)	)	PUNCT
economy-4104	118	75	,	,	PUNCT
economy-4104	118	76	2016	2016	NUM
economy-4104	118	77	)	)	PUNCT
economy-4104	118	78	.	.	PUNCT
economy-4104	119	1	this	this	DET
economy-4104	119	2	program	program	NOUN
economy-4104	119	3	has	have	AUX
economy-4104	119	4	increased	increase	VERB
economy-4104	119	5	the	the	DET
economy-4104	119	6	number	number	NOUN
economy-4104	119	7	of	of	ADP
economy-4104	119	8	students	student	NOUN
economy-4104	119	9	in	in	ADP
economy-4104	119	10	second	second	ADJ
economy-4104	119	11	-	-	PUNCT
economy-4104	119	12	cycle	cycle	NOUN
economy-4104	119	13	institutions	institution	NOUN
economy-4104	119	14	and	and	CCONJ
economy-4104	119	15	it	it	PRON
economy-4104	119	16	’s	’s	AUX
economy-4104	119	17	widely	widely	ADV
economy-4104	119	18	regarded	regard	VERB
economy-4104	119	19	as	as	ADP
economy-4104	119	20	a	a	DET
economy-4104	119	21	step	step	NOUN
economy-4104	119	22	in	in	ADP
economy-4104	119	23	the	the	DET
economy-4104	119	24	right	right	ADJ
economy-4104	119	25	direction	direction	NOUN
economy-4104	119	26	as	as	ADV
economy-4104	119	27	far	far	ADV
economy-4104	119	28	as	as	SCONJ
economy-4104	119	29	providing	provide	VERB
economy-4104	119	30	accessible	accessible	ADJ
economy-4104	119	31	and	and	CCONJ
economy-4104	119	32	quality	quality	NOUN
economy-4104	119	33	education	education	NOUN
economy-4104	119	34	for	for	ADP
economy-4104	119	35	all	all	PRON
economy-4104	119	36	is	be	AUX
economy-4104	119	37	concerned	concern	VERB
economy-4104	119	38	.	.	PUNCT
economy-4104	120	1	there	there	PRON
economy-4104	120	2	are	be	VERB
economy-4104	120	3	still	still	ADV
economy-4104	120	4	problems	problem	NOUN
economy-4104	120	5	despite	despite	SCONJ
economy-4104	120	6	these	these	DET
economy-4104	120	7	initiatives	initiative	NOUN
economy-4104	120	8	and	and	CCONJ
economy-4104	120	9	progress	progress	NOUN
economy-4104	120	10	made	make	VERB
economy-4104	120	11	as	as	ADP
economy-4104	120	12	a	a	DET
economy-4104	120	13	country	country	NOUN
economy-4104	120	14	concerning	concern	VERB
economy-4104	120	15	education	education	NOUN
economy-4104	120	16	.	.	PUNCT
economy-4104	121	1	problems	problem	NOUN
economy-4104	121	2	include	include	VERB
economy-4104	121	3	the	the	DET
economy-4104	121	4	huge	huge	ADJ
economy-4104	121	5	infrastructural	infrastructural	ADJ
economy-4104	121	6	deficit	deficit	NOUN
economy-4104	121	7	,	,	PUNCT
economy-4104	121	8	high	high	ADJ
economy-4104	121	9	pupil	pupil	NOUN
economy-4104	121	10	-	-	PUNCT
economy-4104	121	11	to	to	ADP
economy-4104	121	12	-	-	PUNCT
economy-4104	121	13	teacher	teacher	NOUN
economy-4104	121	14	ratio	ratio	NOUN
economy-4104	121	15	,	,	PUNCT
economy-4104	121	16	and	and	CCONJ
economy-4104	121	17	the	the	DET
economy-4104	121	18	inability	inability	NOUN
economy-4104	121	19	of	of	ADP
economy-4104	121	20	most	most	ADJ
economy-4104	121	21	students	student	NOUN
economy-4104	121	22	to	to	PART
economy-4104	121	23	attain	attain	VERB
economy-4104	121	24	tertiary	tertiary	ADJ
economy-4104	121	25	education	education	NOUN
economy-4104	121	26	.	.	PUNCT
economy-4104	122	1	the	the	DET
economy-4104	122	2	student	student	NOUN
economy-4104	122	3	-	-	PUNCT
economy-4104	122	4	to	to	ADP
economy-4104	122	5	-	-	PUNCT
economy-4104	122	6	teacher	teacher	NOUN
economy-4104	122	7	ratio	ratio	NOUN
economy-4104	122	8	of	of	ADP
economy-4104	122	9	primary	primary	ADJ
economy-4104	122	10	schools	school	NOUN
economy-4104	122	11	in	in	ADP
economy-4104	122	12	ghana	ghana	PROPN
economy-4104	122	13	is	be	AUX
economy-4104	122	14	27.30	27.30	NUM
economy-4104	122	15	which	which	PRON
economy-4104	122	16	is	be	AUX
economy-4104	122	17	relatively	relatively	ADV
economy-4104	122	18	high	high	ADJ
economy-4104	122	19	compared	compare	VERB
economy-4104	122	20	to	to	ADP
economy-4104	122	21	countries	country	NOUN
economy-4104	122	22	like	like	ADP
economy-4104	122	23	mauritius	mauritius	PROPN
economy-4104	122	24	(	(	PUNCT
economy-4104	122	25	17.94	17.94	NUM
economy-4104	122	26	)	)	PUNCT
economy-4104	122	27	and	and	CCONJ
economy-4104	122	28	cuba	cuba	PROPN
economy-4104	122	29	(	(	PUNCT
economy-4104	122	30	8.83	8.83	NUM
economy-4104	122	31	)	)	PUNCT
economy-4104	122	32	(	(	PUNCT
economy-4104	122	33	majgaard	majgaard	NOUN
economy-4104	122	34	&	&	CCONJ
economy-4104	122	35	mingat	mingat	ADJ
economy-4104	122	36	,	,	PUNCT
economy-4104	122	37	2012	2012	NUM
economy-4104	122	38	)	)	PUNCT
economy-4104	122	39	.	.	PUNCT
economy-4104	123	1	the	the	DET
economy-4104	123	2	inadequate	inadequate	ADJ
economy-4104	123	3	infrastructure	infrastructure	NOUN
economy-4104	123	4	within	within	ADP
economy-4104	123	5	the	the	DET
economy-4104	123	6	educational	educational	ADJ
economy-4104	123	7	system	system	NOUN
economy-4104	123	8	is	be	AUX
economy-4104	123	9	evident	evident	ADJ
economy-4104	123	10	as	as	SCONJ
economy-4104	123	11	most	most	ADJ
economy-4104	123	12	school	school	NOUN
economy-4104	123	13	children	child	NOUN
economy-4104	123	14	especially	especially	ADV
economy-4104	123	15	in	in	ADP
economy-4104	123	16	the	the	DET
economy-4104	123	17	rural	rural	ADJ
economy-4104	123	18	areas	area	NOUN
economy-4104	123	19	have	have	VERB
economy-4104	123	20	to	to	PART
economy-4104	123	21	learn	learn	VERB
economy-4104	123	22	in	in	ADP
economy-4104	123	23	deplorable	deplorable	ADJ
economy-4104	123	24	structures	structure	NOUN
economy-4104	123	25	which	which	PRON
economy-4104	123	26	inhibit	inhibit	VERB
economy-4104	123	27	quality	quality	NOUN
economy-4104	123	28	teaching	teaching	NOUN
economy-4104	123	29	and	and	CCONJ
economy-4104	123	30	learning	learning	NOUN
economy-4104	123	31	.	.	PUNCT
economy-4104	124	1	in	in	ADP
economy-4104	124	2	some	some	DET
economy-4104	124	3	rural	rural	ADJ
economy-4104	124	4	communities	community	NOUN
economy-4104	124	5	,	,	PUNCT
economy-4104	124	6	teachers	teacher	NOUN
economy-4104	124	7	have	have	VERB
economy-4104	124	8	no	no	DET
economy-4104	124	9	option	option	NOUN
economy-4104	124	10	but	but	CCONJ
economy-4104	124	11	to	to	PART
economy-4104	124	12	teach	teach	VERB
economy-4104	124	13	their	their	PRON
economy-4104	124	14	students	student	NOUN
economy-4104	124	15	under	under	ADP
economy-4104	124	16	trees	tree	NOUN
economy-4104	124	17	and	and	CCONJ
economy-4104	124	18	no	no	DET
economy-4104	124	19	one	one	NOUN
economy-4104	124	20	needs	need	VERB
economy-4104	124	21	further	further	ADJ
economy-4104	124	22	explanations	explanation	NOUN
economy-4104	124	23	as	as	ADP
economy-4104	124	24	to	to	ADP
economy-4104	124	25	how	how	SCONJ
economy-4104	124	26	that	that	PRON
economy-4104	124	27	will	will	AUX
economy-4104	124	28	affect	affect	VERB
economy-4104	124	29	students	student	NOUN
economy-4104	124	30	.	.	PUNCT
economy-4104	125	1	the	the	DET
economy-4104	125	2	phenomenon	phenomenon	NOUN
economy-4104	125	3	of	of	ADP
economy-4104	125	4	low	low	ADJ
economy-4104	125	5	tertiary	tertiary	ADJ
economy-4104	125	6	completion	completion	NOUN
economy-4104	125	7	is	be	AUX
economy-4104	125	8	not	not	PART
economy-4104	125	9	surprising	surprising	ADJ
economy-4104	125	10	because	because	SCONJ
economy-4104	125	11	of	of	ADP
economy-4104	125	12	the	the	DET
economy-4104	125	13	many	many	ADJ
economy-4104	125	14	challenges	challenge	NOUN
economy-4104	125	15	that	that	PRON
economy-4104	125	16	affect	affect	VERB
economy-4104	125	17	basic	basic	ADJ
economy-4104	125	18	education	education	NOUN
economy-4104	125	19	in	in	ADP
economy-4104	125	20	the	the	DET
economy-4104	125	21	country	country	NOUN
economy-4104	125	22	.	.	PUNCT
economy-4104	126	1	the	the	DET
economy-4104	126	2	issue	issue	NOUN
economy-4104	126	3	is	be	AUX
economy-4104	126	4	uncommon	uncommon	ADJ
economy-4104	126	5	in	in	ADP
economy-4104	126	6	several	several	ADJ
economy-4104	126	7	countries	country	NOUN
economy-4104	126	8	in	in	ADP
economy-4104	126	9	ssa	ssa	NOUN
economy-4104	126	10	as	as	SCONJ
economy-4104	126	11	only	only	ADV
economy-4104	126	12	5	5	NUM
economy-4104	126	13	%	%	NOUN
economy-4104	126	14	of	of	ADP
economy-4104	126	15	students	student	NOUN
economy-4104	126	16	who	who	PRON
economy-4104	126	17	begin	begin	VERB
economy-4104	126	18	primary	primary	ADJ
economy-4104	126	19	school	school	NOUN
economy-4104	126	20	can	can	AUX
economy-4104	126	21	complete	complete	VERB
economy-4104	126	22	tertiary	tertiary	ADJ
economy-4104	126	23	education	education	NOUN
economy-4104	126	24	in	in	ADP
economy-4104	126	25	the	the	DET
economy-4104	126	26	region	region	NOUN
economy-4104	126	27	(	(	PUNCT
economy-4104	126	28	majgaard	majgaard	PROPN
economy-4104	126	29	&	&	CCONJ
economy-4104	126	30	mingat	mingat	ADJ
economy-4104	126	31	,	,	PUNCT
economy-4104	126	32	2012	2012	NUM
economy-4104	126	33	)	)	PUNCT
economy-4104	126	34	.	.	PUNCT
economy-4104	127	1	the	the	DET
economy-4104	127	2	government	government	NOUN
economy-4104	127	3	of	of	ADP
economy-4104	127	4	ghana	ghana	PROPN
economy-4104	127	5	needs	need	VERB
economy-4104	127	6	to	to	PART
economy-4104	127	7	do	do	VERB
economy-4104	127	8	more	more	ADV
economy-4104	127	9	especially	especially	ADV
economy-4104	127	10	in	in	ADP
economy-4104	127	11	rural	rural	ADJ
economy-4104	127	12	areas	area	NOUN
economy-4104	127	13	and	and	CCONJ
economy-4104	127	14	at	at	ADP
economy-4104	127	15	the	the	DET
economy-4104	127	16	basic	basic	ADJ
economy-4104	127	17	level	level	NOUN
economy-4104	127	18	if	if	SCONJ
economy-4104	127	19	the	the	DET
economy-4104	127	20	country	country	NOUN
economy-4104	127	21	has	have	VERB
economy-4104	127	22	any	any	DET
economy-4104	127	23	hopes	hope	NOUN
economy-4104	127	24	of	of	ADP
economy-4104	127	25	using	use	VERB
economy-4104	127	26	education	education	NOUN
economy-4104	127	27	to	to	PART
economy-4104	127	28	transform	transform	VERB
economy-4104	127	29	its	its	PRON
economy-4104	127	30	economy	economy	NOUN
economy-4104	127	31	and	and	CCONJ
economy-4104	127	32	improve	improve	VERB
economy-4104	127	33	the	the	DET
economy-4104	127	34	lives	life	NOUN
economy-4104	127	35	of	of	ADP
economy-4104	127	36	its	its	PRON
economy-4104	127	37	people	people	NOUN
economy-4104	127	38	.	.	PUNCT
economy-4104	128	1	3	3	X
economy-4104	128	2	.	.	X
economy-4104	128	3	methodology	methodology	NOUN
economy-4104	128	4	3.1	3.1	NUM
economy-4104	128	5	.	.	PUNCT
economy-4104	129	1	data	datum	NOUN
economy-4104	129	2	and	and	CCONJ
economy-4104	129	3	description	description	NOUN
economy-4104	129	4	of	of	ADP
economy-4104	129	5	variables	variable	NOUN
economy-4104	129	6	the	the	DET
economy-4104	129	7	study	study	NOUN
economy-4104	129	8	employed	employ	VERB
economy-4104	129	9	cross	cross	ADJ
economy-4104	129	10	-	-	ADJ
economy-4104	129	11	sectional	sectional	ADJ
economy-4104	129	12	data	datum	NOUN
economy-4104	129	13	from	from	ADP
economy-4104	129	14	the	the	DET
economy-4104	129	15	most	most	ADV
economy-4104	129	16	recent	recent	ADJ
economy-4104	129	17	round	round	NOUN
economy-4104	129	18	of	of	ADP
economy-4104	129	19	the	the	DET
economy-4104	129	20	ghana	ghana	PROPN
economy-4104	129	21	living	living	PROPN
economy-4104	129	22	standard	standard	ADJ
economy-4104	129	23	survey	survey	NOUN
economy-4104	129	24	(	(	PUNCT
economy-4104	129	25	glss	glss	ADJ
economy-4104	129	26	)	)	PUNCT
economy-4104	129	27	.	.	PUNCT
economy-4104	130	1	this	this	DET
economy-4104	130	2	round	round	NOUN
economy-4104	130	3	of	of	ADP
economy-4104	130	4	glss	glss	PROPN
economy-4104	130	5	was	be	AUX
economy-4104	130	6	conducted	conduct	VERB
economy-4104	130	7	in	in	ADP
economy-4104	130	8	2016/2017	2016/2017	NUM
economy-4104	130	9	and	and	CCONJ
economy-4104	130	10	provides	provide	VERB
economy-4104	130	11	a	a	DET
economy-4104	130	12	wide	wide	ADJ
economy-4104	130	13	range	range	NOUN
economy-4104	130	14	of	of	ADP
economy-4104	130	15	information	information	NOUN
economy-4104	130	16	on	on	ADP
economy-4104	130	17	59,864	59,864	NUM
economy-4104	130	18	ghanaians	ghanaian	NOUN
economy-4104	130	19	.	.	PUNCT
economy-4104	131	1	glss	glss	PROPN
economy-4104	131	2	is	be	AUX
economy-4104	131	3	the	the	DET
economy-4104	131	4	most	most	ADV
economy-4104	131	5	widely	widely	ADV
economy-4104	131	6	used	use	VERB
economy-4104	131	7	dataset	dataset	NOUN
economy-4104	131	8	as	as	ADV
economy-4104	131	9	far	far	ADV
economy-4104	131	10	as	as	SCONJ
economy-4104	131	11	cross	cross	ADJ
economy-4104	131	12	-	-	ADJ
economy-4104	131	13	sectional	sectional	ADJ
economy-4104	131	14	information	information	NOUN
economy-4104	131	15	on	on	ADP
economy-4104	131	16	ghanaian	ghanaian	ADJ
economy-4104	131	17	households	household	NOUN
economy-4104	131	18	is	be	AUX
economy-4104	131	19	concerned	concern	VERB
economy-4104	131	20	.	.	PUNCT
economy-4104	132	1	the	the	DET
economy-4104	132	2	study	study	NOUN
economy-4104	132	3	,	,	PUNCT
economy-4104	132	4	therefore	therefore	ADV
economy-4104	132	5	,	,	PUNCT
economy-4104	132	6	found	find	VERB
economy-4104	132	7	it	it	PRON
economy-4104	132	8	prudent	prudent	ADJ
economy-4104	132	9	to	to	PART
economy-4104	132	10	employ	employ	VERB
economy-4104	132	11	it	it	PRON
economy-4104	132	12	since	since	SCONJ
economy-4104	132	13	the	the	DET
economy-4104	132	14	aim	aim	NOUN
economy-4104	132	15	was	be	AUX
economy-4104	132	16	to	to	PART
economy-4104	132	17	estimate	estimate	VERB
economy-4104	132	18	how	how	SCONJ
economy-4104	132	19	education	education	NOUN
economy-4104	132	20	influences	influence	VERB
economy-4104	132	21	the	the	DET
economy-4104	132	22	livelihood	livelihood	NOUN
economy-4104	132	23	of	of	ADP
economy-4104	132	24	ghanaians	ghanaians	PROPN
economy-4104	132	25	.	.	PUNCT
economy-4104	133	1	specifically	specifically	ADV
economy-4104	133	2	,	,	PUNCT
economy-4104	133	3	glss	glss	ADV
economy-4104	133	4	provides	provide	VERB
economy-4104	133	5	data	datum	NOUN
economy-4104	133	6	on	on	ADP
economy-4104	133	7	education	education	NOUN
economy-4104	133	8	and	and	CCONJ
economy-4104	133	9	several	several	ADJ
economy-4104	133	10	other	other	ADJ
economy-4104	133	11	factors	factor	NOUN
economy-4104	133	12	that	that	PRON
economy-4104	133	13	influence	influence	VERB
economy-4104	133	14	the	the	DET
economy-4104	133	15	livelihood	livelihood	NOUN
economy-4104	133	16	of	of	ADP
economy-4104	133	17	households	household	NOUN
economy-4104	133	18	such	such	ADJ
economy-4104	133	19	as	as	ADP
economy-4104	133	20	income	income	NOUN
economy-4104	133	21	,	,	PUNCT
economy-4104	133	22	gender	gender	NOUN
economy-4104	133	23	,	,	PUNCT
economy-4104	133	24	location	location	NOUN
economy-4104	133	25	,	,	PUNCT
economy-4104	133	26	size	size	NOUN
economy-4104	133	27	of	of	ADP
economy-4104	133	28	household	household	NOUN
economy-4104	133	29	,	,	PUNCT
economy-4104	133	30	and	and	CCONJ
economy-4104	133	31	poverty	poverty	NOUN
economy-4104	133	32	status	status	NOUN
economy-4104	133	33	.	.	PUNCT
economy-4104	134	1	the	the	DET
economy-4104	134	2	study	study	NOUN
economy-4104	134	3	used	use	VERB
economy-4104	134	4	consumption	consumption	NOUN
economy-4104	134	5	expenditure	expenditure	NOUN
economy-4104	134	6	as	as	ADP
economy-4104	134	7	a	a	DET
economy-4104	134	8	measure	measure	NOUN
economy-4104	134	9	of	of	ADP
economy-4104	134	10	livelihood	livelihood	NOUN
economy-4104	134	11	.	.	PUNCT
economy-4104	135	1	chambers	chamber	NOUN
economy-4104	135	2	and	and	CCONJ
economy-4104	135	3	conway	conway	PROPN
economy-4104	135	4	(	(	PUNCT
economy-4104	135	5	1992	1992	NUM
economy-4104	135	6	)	)	PUNCT
economy-4104	135	7	defined	define	VERB
economy-4104	135	8	livelihood	livelihood	NOUN
economy-4104	135	9	as	as	ADP
economy-4104	135	10	comprising	comprise	VERB
economy-4104	135	11	the	the	DET
economy-4104	135	12	assets	asset	NOUN
economy-4104	135	13	,	,	PUNCT
economy-4104	135	14	capabilities	capability	NOUN
economy-4104	135	15	,	,	PUNCT
economy-4104	135	16	and	and	CCONJ
economy-4104	135	17	activities	activity	NOUN
economy-4104	135	18	that	that	PRON
economy-4104	135	19	one	one	PRON
economy-4104	135	20	requires	require	VERB
economy-4104	135	21	for	for	ADP
economy-4104	135	22	a	a	DET
economy-4104	135	23	living	living	NOUN
economy-4104	135	24	.	.	PUNCT
economy-4104	136	1	essentially	essentially	ADV
economy-4104	136	2	,	,	PUNCT
economy-4104	136	3	individuals	individual	NOUN
economy-4104	136	4	employ	employ	VERB
economy-4104	136	5	the	the	DET
economy-4104	136	6	resources	resource	NOUN
economy-4104	136	7	at	at	ADP
economy-4104	136	8	their	their	PRON
economy-4104	136	9	disposal	disposal	NOUN
economy-4104	136	10	to	to	PART
economy-4104	136	11	earn	earn	VERB
economy-4104	136	12	a	a	DET
economy-4104	136	13	living	living	NOUN
economy-4104	136	14	and	and	CCONJ
economy-4104	136	15	it	it	PRON
economy-4104	136	16	is	be	AUX
economy-4104	136	17	,	,	PUNCT
economy-4104	136	18	therefore	therefore	ADV
economy-4104	136	19	,	,	PUNCT
economy-4104	136	20	prudent	prudent	ADJ
economy-4104	136	21	to	to	PART
economy-4104	136	22	measure	measure	VERB
economy-4104	136	23	their	their	PRON
economy-4104	136	24	livelihood	livelihood	NOUN
economy-4104	136	25	by	by	ADP
economy-4104	136	26	their	their	PRON
economy-4104	136	27	consumption	consumption	NOUN
economy-4104	136	28	expenditure	expenditure	NOUN
economy-4104	136	29	.	.	PUNCT
economy-4104	137	1	the	the	DET
economy-4104	137	2	main	main	ADJ
economy-4104	137	3	aim	aim	NOUN
economy-4104	137	4	of	of	ADP
economy-4104	137	5	livelihood	livelihood	NOUN
economy-4104	137	6	strategies	strategy	NOUN
economy-4104	137	7	is	be	AUX
economy-4104	137	8	to	to	PART
economy-4104	137	9	provide	provide	VERB
economy-4104	137	10	the	the	DET
economy-4104	137	11	necessities	necessity	NOUN
economy-4104	137	12	of	of	ADP
economy-4104	137	13	life	life	NOUN
economy-4104	137	14	such	such	ADJ
economy-4104	137	15	as	as	ADP
economy-4104	137	16	food	food	NOUN
economy-4104	137	17	,	,	PUNCT
economy-4104	137	18	clothing	clothing	NOUN
economy-4104	137	19	,	,	PUNCT
economy-4104	137	20	and	and	CCONJ
economy-4104	137	21	shelter	shelter	NOUN
economy-4104	137	22	(	(	PUNCT
economy-4104	137	23	gecho	gecho	NOUN
economy-4104	137	24	,	,	PUNCT
economy-4104	137	25	ayele	ayele	PROPN
economy-4104	137	26	,	,	PUNCT
economy-4104	137	27	lemma	lemma	PROPN
economy-4104	137	28	,	,	PUNCT
economy-4104	137	29	&	&	CCONJ
economy-4104	137	30	alemu	alemu	PROPN
economy-4104	137	31	,	,	PUNCT
economy-4104	137	32	2014	2014	NUM
economy-4104	137	33	)	)	PUNCT
economy-4104	137	34	.	.	PUNCT
economy-4104	138	1	the	the	DET
economy-4104	138	2	majority	majority	NOUN
economy-4104	138	3	of	of	ADP
economy-4104	138	4	individuals	individual	NOUN
economy-4104	138	5	in	in	ADP
economy-4104	138	6	developing	develop	VERB
economy-4104	138	7	countries	country	NOUN
economy-4104	138	8	like	like	ADP
economy-4104	138	9	ghana	ghana	PROPN
economy-4104	138	10	spend	spend	VERB
economy-4104	138	11	almost	almost	ADV
economy-4104	138	12	all	all	DET
economy-4104	138	13	their	their	PRON
economy-4104	138	14	income	income	NOUN
economy-4104	138	15	in	in	ADP
economy-4104	138	16	fulfillment	fulfillment	NOUN
economy-4104	138	17	of	of	ADP
economy-4104	138	18	these	these	DET
economy-4104	138	19	basic	basic	ADJ
economy-4104	138	20	needs	need	NOUN
economy-4104	138	21	and	and	CCONJ
economy-4104	138	22	justify	justify	VERB
economy-4104	138	23	the	the	DET
economy-4104	138	24	use	use	NOUN
economy-4104	138	25	of	of	ADP
economy-4104	138	26	total	total	ADJ
economy-4104	138	27	real	real	ADJ
economy-4104	138	28	consumption	consumption	NOUN
economy-4104	138	29	expenditure	expenditure	NOUN
economy-4104	138	30	as	as	ADP
economy-4104	138	31	a	a	DET
economy-4104	138	32	measure	measure	NOUN
economy-4104	138	33	for	for	ADP
economy-4104	138	34	their	their	PRON
economy-4104	138	35	livelihood	livelihood	NOUN
economy-4104	138	36	.	.	PUNCT
economy-4104	139	1	education	education	NOUN
economy-4104	139	2	is	be	AUX
economy-4104	139	3	measured	measure	VERB
economy-4104	139	4	as	as	ADP
economy-4104	139	5	a	a	DET
economy-4104	139	6	binary	binary	ADJ
economy-4104	139	7	variable	variable	NOUN
economy-4104	139	8	of	of	ADP
economy-4104	139	9	0	0	NUM
economy-4104	139	10	and	and	CCONJ
economy-4104	139	11	1	1	NUM
economy-4104	139	12	respectively	respectively	ADV
economy-4104	139	13	for	for	ADP
economy-4104	139	14	individuals	individual	NOUN
economy-4104	139	15	who	who	PRON
economy-4104	139	16	have	have	AUX
economy-4104	139	17	not	not	PART
economy-4104	139	18	attended	attend	VERB
economy-4104	139	19	school	school	NOUN
economy-4104	139	20	at	at	ADV
economy-4104	139	21	all	all	ADV
economy-4104	139	22	and	and	CCONJ
economy-4104	139	23	those	those	PRON
economy-4104	139	24	who	who	PRON
economy-4104	139	25	have	have	AUX
economy-4104	139	26	completed	complete	VERB
economy-4104	139	27	a	a	DET
economy-4104	139	28	given	give	VERB
economy-4104	139	29	level	level	NOUN
economy-4104	139	30	of	of	ADP
economy-4104	139	31	schooling	schooling	NOUN
economy-4104	139	32	.	.	PUNCT
economy-4104	140	1	this	this	PRON
economy-4104	140	2	allowed	allow	VERB
economy-4104	140	3	the	the	DET
economy-4104	140	4	study	study	NOUN
economy-4104	140	5	to	to	PART
economy-4104	140	6	find	find	VERB
economy-4104	140	7	out	out	ADP
economy-4104	140	8	how	how	SCONJ
economy-4104	140	9	individuals	individual	NOUN
economy-4104	140	10	with	with	ADP
economy-4104	140	11	some	some	DET
economy-4104	140	12	level	level	NOUN
economy-4104	140	13	of	of	ADP
economy-4104	140	14	schooling	schooling	NOUN
economy-4104	140	15	significantly	significantly	ADV
economy-4104	140	16	differ	differ	VERB
economy-4104	140	17	from	from	ADP
economy-4104	140	18	those	those	PRON
economy-4104	140	19	who	who	PRON
economy-4104	140	20	have	have	AUX
economy-4104	140	21	not	not	PART
economy-4104	140	22	been	be	AUX
economy-4104	140	23	to	to	ADP
economy-4104	140	24	school	school	NOUN
economy-4104	140	25	at	at	ADV
economy-4104	140	26	all	all	ADV
economy-4104	140	27	.	.	PUNCT
economy-4104	141	1	the	the	DET
economy-4104	141	2	years	year	NOUN
economy-4104	141	3	of	of	ADP
economy-4104	141	4	schooling	schooling	NOUN
economy-4104	141	5	of	of	ADP
economy-4104	141	6	the	the	DET
economy-4104	141	7	individual	individual	NOUN
economy-4104	141	8	have	have	AUX
economy-4104	141	9	been	be	AUX
economy-4104	141	10	used	use	VERB
economy-4104	141	11	by	by	ADP
economy-4104	141	12	studies	study	NOUN
economy-4104	141	13	such	such	ADJ
economy-4104	141	14	as	as	ADP
economy-4104	141	15	pons	pon	NOUN
economy-4104	141	16	and	and	CCONJ
economy-4104	141	17	gonzalo	gonzalo	PROPN
economy-4104	141	18	(	(	PUNCT
economy-4104	141	19	2002	2002	NUM
economy-4104	141	20	)	)	PUNCT
economy-4104	141	21	to	to	PART
economy-4104	141	22	estimate	estimate	VERB
economy-4104	141	23	the	the	DET
economy-4104	141	24	effect	effect	NOUN
economy-4104	141	25	of	of	ADP
economy-4104	141	26	schooling	schooling	NOUN
economy-4104	141	27	but	but	CCONJ
economy-4104	141	28	this	this	DET
economy-4104	141	29	study	study	NOUN
economy-4104	141	30	is	be	AUX
economy-4104	141	31	unable	unable	ADJ
economy-4104	141	32	to	to	PART
economy-4104	141	33	do	do	VERB
economy-4104	141	34	the	the	DET
economy-4104	141	35	same	same	ADJ
economy-4104	141	36	due	due	ADJ
economy-4104	141	37	to	to	ADP
economy-4104	141	38	limited	limited	ADJ
economy-4104	141	39	information	information	NOUN
economy-4104	141	40	on	on	ADP
economy-4104	141	41	the	the	DET
economy-4104	141	42	years	year	NOUN
economy-4104	141	43	of	of	ADP
economy-4104	141	44	schooling	schooling	NOUN
economy-4104	141	45	as	as	ADV
economy-4104	141	46	well	well	ADV
economy-4104	141	47	on	on	ADP
economy-4104	141	48	the	the	DET
economy-4104	141	49	course	course	NOUN
economy-4104	141	50	years	year	NOUN
economy-4104	141	51	completed	complete	VERB
economy-4104	141	52	.	.	PUNCT
economy-4104	142	1	apart	apart	ADV
economy-4104	142	2	from	from	ADP
economy-4104	142	3	education	education	NOUN
economy-4104	142	4	which	which	PRON
economy-4104	142	5	is	be	AUX
economy-4104	142	6	the	the	DET
economy-4104	142	7	main	main	ADJ
economy-4104	142	8	explanatory	explanatory	ADJ
economy-4104	142	9	variable	variable	NOUN
economy-4104	142	10	,	,	PUNCT
economy-4104	142	11	the	the	DET
economy-4104	142	12	study	study	NOUN
economy-4104	142	13	controls	control	VERB
economy-4104	142	14	for	for	ADP
economy-4104	142	15	individual	individual	ADJ
economy-4104	142	16	characteristics	characteristic	NOUN
economy-4104	142	17	such	such	ADJ
economy-4104	142	18	as	as	ADP
economy-4104	142	19	household	household	NOUN
economy-4104	142	20	size	size	NOUN
economy-4104	142	21	,	,	PUNCT
economy-4104	142	22	poverty	poverty	NOUN
economy-4104	142	23	status	status	NOUN
economy-4104	142	24	,	,	PUNCT
economy-4104	142	25	location	location	NOUN
economy-4104	142	26	,	,	PUNCT
economy-4104	142	27	gender	gender	NOUN
economy-4104	142	28	,	,	PUNCT
economy-4104	142	29	and	and	CCONJ
economy-4104	142	30	total	total	ADJ
economy-4104	142	31	gross	gross	ADJ
economy-4104	142	32	income	income	NOUN
economy-4104	142	33	.	.	PUNCT
economy-4104	143	1	location	location	NOUN
economy-4104	143	2	tells	tell	VERB
economy-4104	143	3	whether	whether	SCONJ
economy-4104	143	4	the	the	DET
economy-4104	143	5	individual	individual	NOUN
economy-4104	143	6	resides	reside	VERB
economy-4104	143	7	in	in	ADP
economy-4104	143	8	an	an	DET
economy-4104	143	9	urban	urban	ADJ
economy-4104	143	10	or	or	CCONJ
economy-4104	143	11	rural	rural	ADJ
economy-4104	143	12	area	area	NOUN
economy-4104	143	13	whereas	whereas	SCONJ
economy-4104	143	14	poverty	poverty	NOUN
economy-4104	143	15	status	status	NOUN
economy-4104	143	16	indicates	indicate	VERB
economy-4104	143	17	whether	whether	SCONJ
economy-4104	143	18	an	an	DET
economy-4104	143	19	individual	individual	NOUN
economy-4104	143	20	is	be	AUX
economy-4104	143	21	non	non	ADJ
economy-4104	143	22	-	-	ADJ
economy-4104	143	23	poor	poor	ADJ
economy-4104	143	24	or	or	CCONJ
economy-4104	143	25	poor	poor	ADJ
economy-4104	143	26	(	(	PUNCT
economy-4104	143	27	gss	gss	PROPN
economy-4104	143	28	,	,	PUNCT
economy-4104	143	29	2017	2017	NUM
economy-4104	143	30	)	)	PUNCT
economy-4104	143	31	.	.	PUNCT
economy-4104	144	1	table	table	NOUN
economy-4104	144	2	1	1	NUM
economy-4104	144	3	depicts	depict	VERB
economy-4104	144	4	significant	significant	ADJ
economy-4104	144	5	differences	difference	NOUN
economy-4104	144	6	in	in	ADP
economy-4104	144	7	individual	individual	ADJ
economy-4104	144	8	characteristics	characteristic	NOUN
economy-4104	144	9	based	base	VERB
economy-4104	144	10	on	on	ADP
economy-4104	144	11	their	their	PRON
economy-4104	144	12	poverty	poverty	NOUN
economy-4104	144	13	status	status	NOUN
economy-4104	144	14	.	.	PUNCT
economy-4104	145	1	the	the	DET
economy-4104	145	2	income	income	NOUN
economy-4104	145	3	and	and	CCONJ
economy-4104	145	4	consumption	consumption	NOUN
economy-4104	145	5	of	of	ADP
economy-4104	145	6	poor	poor	ADJ
economy-4104	145	7	individuals	individual	NOUN
economy-4104	145	8	were	be	AUX
economy-4104	145	9	significantly	significantly	ADV
economy-4104	145	10	lower	low	ADJ
economy-4104	145	11	than	than	ADP
economy-4104	145	12	those	those	PRON
economy-4104	145	13	who	who	PRON
economy-4104	145	14	are	be	AUX
economy-4104	145	15	better	well	ADJ
economy-4104	145	16	off	off	ADP
economy-4104	145	17	.	.	PUNCT
economy-4104	146	1	for	for	ADP
economy-4104	146	2	instance	instance	NOUN
economy-4104	146	3	,	,	PUNCT
economy-4104	146	4	much	much	ADV
economy-4104	146	5	better	well	ADJ
economy-4104	146	6	-	-	PUNCT
economy-4104	146	7	off	off	ADP
economy-4104	146	8	individuals	individual	NOUN
economy-4104	146	9	consume	consume	VERB
economy-4104	146	10	about	about	ADV
economy-4104	146	11	3	3	NUM
economy-4104	146	12	times	time	NOUN
economy-4104	146	13	more	more	ADJ
economy-4104	146	14	than	than	ADP
economy-4104	146	15	poor	poor	ADJ
economy-4104	146	16	individuals	individual	NOUN
economy-4104	146	17	highlighting	highlight	VERB
economy-4104	146	18	the	the	DET
economy-4104	146	19	vulnerability	vulnerability	NOUN
economy-4104	146	20	of	of	ADP
economy-4104	146	21	poor	poor	ADJ
economy-4104	146	22	individuals	individual	NOUN
economy-4104	146	23	in	in	ADP
economy-4104	146	24	ghana	ghana	PROPN
economy-4104	146	25	.	.	PUNCT
economy-4104	147	1	poor	poor	ADJ
economy-4104	147	2	individuals	individual	NOUN
economy-4104	147	3	also	also	ADV
economy-4104	147	4	tend	tend	VERB
economy-4104	147	5	to	to	PART
economy-4104	147	6	have	have	VERB
economy-4104	147	7	a	a	DET
economy-4104	147	8	relatively	relatively	ADV
economy-4104	147	9	larger	large	ADJ
economy-4104	147	10	household	household	NOUN
economy-4104	147	11	size	size	NOUN
economy-4104	147	12	and	and	CCONJ
economy-4104	147	13	are	be	AUX
economy-4104	147	14	much	much	ADV
economy-4104	147	15	younger	young	ADJ
economy-4104	147	16	.	.	PUNCT
economy-4104	148	1	this	this	PRON
economy-4104	148	2	implies	imply	VERB
economy-4104	148	3	that	that	SCONJ
economy-4104	148	4	poverty	poverty	NOUN
economy-4104	148	5	is	be	AUX
economy-4104	148	6	prevalent	prevalent	ADJ
economy-4104	148	7	among	among	ADP
economy-4104	148	8	young	young	ADJ
economy-4104	148	9	adults	adult	NOUN
economy-4104	148	10	in	in	ADP
economy-4104	148	11	ghana	ghana	PROPN
economy-4104	148	12	,	,	PUNCT
economy-4104	148	13	especially	especially	ADV
economy-4104	148	14	in	in	ADP
economy-4104	148	15	the	the	DET
economy-4104	148	16	face	face	NOUN
economy-4104	148	17	of	of	ADP
economy-4104	148	18	rising	rise	VERB
economy-4104	148	19	unemployment	unemployment	NOUN
economy-4104	148	20	.	.	PUNCT
economy-4104	149	1	the	the	DET
economy-4104	149	2	difference	difference	NOUN
economy-4104	149	3	in	in	ADP
economy-4104	149	4	course	course	NOUN
economy-4104	149	5	years	year	NOUN
economy-4104	149	6	completed	complete	VERB
economy-4104	149	7	by	by	ADP
economy-4104	149	8	poor	poor	ADJ
economy-4104	149	9	and	and	CCONJ
economy-4104	149	10	non	non	ADJ
economy-4104	149	11	-	-	ADJ
economy-4104	149	12	poor	poor	ADJ
economy-4104	149	13	individuals	individual	NOUN
economy-4104	149	14	is	be	AUX
economy-4104	149	15	small	small	ADJ
economy-4104	149	16	and	and	CCONJ
economy-4104	149	17	it	it	PRON
economy-4104	149	18	further	far	ADV
economy-4104	149	19	shows	show	VERB
economy-4104	149	20	the	the	DET
economy-4104	149	21	average	average	ADJ
economy-4104	149	22	course	course	NOUN
economy-4104	149	23	years	year	NOUN
economy-4104	149	24	completed	complete	VERB
economy-4104	149	25	by	by	ADP
economy-4104	149	26	ghanaians	ghanaians	PROPN
economy-4104	149	27	is	be	AUX
economy-4104	149	28	very	very	ADV
economy-4104	149	29	small	small	ADJ
economy-4104	149	30	.	.	PUNCT
economy-4104	150	1	essentially	essentially	ADV
economy-4104	150	2	,	,	PUNCT
economy-4104	150	3	this	this	PRON
economy-4104	150	4	gives	give	VERB
economy-4104	150	5	a	a	DET
economy-4104	150	6	snapshot	snapshot	NOUN
economy-4104	150	7	of	of	ADP
economy-4104	150	8	the	the	DET
economy-4104	150	9	state	state	NOUN
economy-4104	150	10	of	of	ADP
economy-4104	150	11	education	education	NOUN
economy-4104	150	12	in	in	ADP
economy-4104	150	13	ghana	ghana	PROPN
economy-4104	150	14	and	and	CCONJ
economy-4104	150	15	the	the	DET
economy-4104	150	16	need	need	NOUN
economy-4104	150	17	for	for	ADP
economy-4104	150	18	more	more	ADJ
economy-4104	150	19	efforts	effort	NOUN
economy-4104	150	20	to	to	PART
economy-4104	150	21	improve	improve	VERB
economy-4104	150	22	it	it	PRON
economy-4104	150	23	.	.	PUNCT
economy-4104	151	1	table	table	NOUN
economy-4104	151	2	1	1	NUM
economy-4104	151	3	.	.	PUNCT
economy-4104	152	1	individual	individual	ADJ
economy-4104	152	2	characteristics	characteristic	NOUN
economy-4104	152	3	based	base	VERB
economy-4104	152	4	on	on	ADP
economy-4104	152	5	their	their	PRON
economy-4104	152	6	poverty	poverty	NOUN
economy-4104	152	7	status	status	NOUN
economy-4104	152	8	.	.	PUNCT
economy-4104	153	1	variables	variable	NOUN
economy-4104	153	2	non	non	ADJ
economy-4104	153	3	-	-	ADJ
economy-4104	153	4	poor	poor	ADJ
economy-4104	153	5	poor	poor	ADJ
economy-4104	153	6	whole	whole	ADJ
economy-4104	153	7	sample	sample	NOUN
economy-4104	153	8	mean	mean	VERB
economy-4104	153	9	sd	sd	AUX
economy-4104	153	10	mean	mean	VERB
economy-4104	153	11	sd	sd	PART
economy-4104	153	12	mean	mean	VERB
economy-4104	153	13	sd	sd	ADP
economy-4104	153	14	consumption	consumption	NOUN
economy-4104	153	15	(	(	PUNCT
economy-4104	153	16	ghs	ghs	PROPN
economy-4104	153	17	)	)	PUNCT
economy-4104	153	18	12,866.77	12,866.77	NUM
economy-4104	154	1	11,186.96	11,186.96	NUM
economy-4104	154	2	4,652.05	4,652.05	NUM
economy-4104	154	3	3,047.79	3,047.79	NUM
economy-4104	154	4	10,766.32	10,766.32	NUM
economy-4104	154	5	10,409.83	10,409.83	NUM
economy-4104	154	6	income	income	NOUN
economy-4104	154	7	(	(	PUNCT
economy-4104	154	8	ghs	ghs	PROPN
economy-4104	154	9	)	)	PUNCT
economy-4104	154	10	33,186.5	33,186.5	NUM
economy-4104	154	11	174,681.8	174,681.8	NUM
economy-4104	154	12	8,197.1	8,197.1	NUM
economy-4104	154	13	26,606.1	26,606.1	NOUN
economy-4104	154	14	26,799.1	26,799.1	NUM
economy-4104	154	15	151,693.4	151,693.4	NOUN
economy-4104	154	16	household	household	NOUN
economy-4104	154	17	size	size	NOUN
economy-4104	154	18	3.6	3.6	NUM
economy-4104	154	19	2.5	2.5	NUM
economy-4104	154	20	5.9	5.9	NUM
economy-4104	154	21	3.2	3.2	NUM
economy-4104	154	22	4.2	4.2	NUM
economy-4104	154	23	2.8	2.8	NUM
economy-4104	154	24	course	course	NOUN
economy-4104	154	25	years	year	NOUN
economy-4104	154	26	completed	complete	VERB
economy-4104	154	27	2.4	2.4	NUM
economy-4104	154	28	1.2	1.2	NUM
economy-4104	154	29	2.2	2.2	NUM
economy-4104	154	30	1.3	1.3	NUM
economy-4104	154	31	2.3	2.3	NUM
economy-4104	154	32	1.3	1.3	NUM
economy-4104	154	33	age	age	NOUN
economy-4104	154	34	in	in	ADP
economy-4104	154	35	years	year	NOUN
economy-4104	154	36	45.2	45.2	NUM
economy-4104	154	37	15.7	15.7	NUM
economy-4104	154	38	20.7	20.7	NUM
economy-4104	154	39	18.5	18.5	NUM
economy-4104	154	40	24.9	24.9	NUM
economy-4104	154	41	20.3	20.3	NUM
economy-4104	154	42	gender	gender	NOUN
economy-4104	154	43	(	(	PUNCT
economy-4104	154	44	female	female	NOUN
economy-4104	154	45	)	)	PUNCT
economy-4104	154	46	1.33	1.33	NUM
economy-4104	154	47	0.47	0.47	NUM
economy-4104	154	48	1.55	1.55	NUM
economy-4104	154	49	0.49	0.49	NUM
economy-4104	154	50	1.52	1.52	NUM
economy-4104	154	51	0.49	0.49	NUM
economy-4104	154	52	location	location	NOUN
economy-4104	154	53	(	(	PUNCT
economy-4104	154	54	rural	rural	ADJ
economy-4104	154	55	)	)	PUNCT
economy-4104	154	56	1.46	1.46	NUM
economy-4104	154	57	0.49	0.49	NUM
economy-4104	154	58	1.67	1.67	NUM
economy-4104	154	59	0.47	0.47	NUM
economy-4104	154	60	1.63	1.63	NUM
economy-4104	154	61	0.48	0.48	NUM
economy-4104	154	62	observations	observation	NOUN
economy-4104	154	63	10,427	10,427	NUM
economy-4104	154	64	49,437	49,437	NUM
economy-4104	154	65	59,864	59,864	NUM
economy-4104	154	66	note	note	NOUN
economy-4104	154	67	:	:	PUNCT
economy-4104	154	68	sd	sd	NOUN
economy-4104	154	69	represents	represent	VERB
economy-4104	154	70	the	the	DET
economy-4104	154	71	standard	standard	ADJ
economy-4104	154	72	deviation	deviation	NOUN
economy-4104	154	73	.	.	PUNCT
economy-4104	155	1	table	table	NOUN
economy-4104	155	2	2	2	NUM
economy-4104	155	3	describes	describe	VERB
economy-4104	155	4	the	the	DET
economy-4104	155	5	total	total	ADJ
economy-4104	155	6	real	real	ADJ
economy-4104	155	7	consumption	consumption	NOUN
economy-4104	155	8	expenditure	expenditure	NOUN
economy-4104	155	9	of	of	ADP
economy-4104	155	10	individuals	individual	NOUN
economy-4104	155	11	based	base	VERB
economy-4104	155	12	on	on	ADP
economy-4104	155	13	their	their	PRON
economy-4104	155	14	educational	educational	ADJ
economy-4104	155	15	status	status	NOUN
economy-4104	155	16	.	.	PUNCT
economy-4104	156	1	it	it	PRON
economy-4104	156	2	also	also	ADV
economy-4104	156	3	presents	present	VERB
economy-4104	156	4	the	the	DET
economy-4104	156	5	two	two	NUM
economy-4104	156	6	-	-	PUNCT
economy-4104	156	7	sample	sample	NOUN
economy-4104	156	8	t	t	NOUN
economy-4104	156	9	-	-	PUNCT
economy-4104	156	10	test	test	NOUN
economy-4104	156	11	for	for	ADP
economy-4104	156	12	the	the	DET
economy-4104	156	13	relationship	relationship	NOUN
economy-4104	156	14	between	between	ADP
economy-4104	156	15	the	the	DET
economy-4104	156	16	consumption	consumption	NOUN
economy-4104	156	17	expenditure	expenditure	NOUN
economy-4104	156	18	of	of	ADP
economy-4104	156	19	individuals	individual	NOUN
economy-4104	156	20	and	and	CCONJ
economy-4104	156	21	their	their	PRON
economy-4104	156	22	educational	educational	ADJ
economy-4104	156	23	status	status	NOUN
economy-4104	156	24	.	.	PUNCT
economy-4104	157	1	educated	educate	VERB
economy-4104	157	2	individuals	individual	NOUN
economy-4104	157	3	were	be	AUX
economy-4104	157	4	shown	show	VERB
economy-4104	157	5	to	to	PART
economy-4104	157	6	consume	consume	VERB
economy-4104	157	7	more	more	ADJ
economy-4104	157	8	than	than	ADP
economy-4104	157	9	those	those	PRON
economy-4104	157	10	who	who	PRON
economy-4104	157	11	are	be	AUX
economy-4104	157	12	uneducated	uneducated	ADJ
economy-4104	157	13	.	.	PUNCT
economy-4104	158	1	essentially	essentially	ADV
economy-4104	158	2	,	,	PUNCT
economy-4104	158	3	individuals	individual	NOUN
economy-4104	158	4	who	who	PRON
economy-4104	158	5	have	have	AUX
economy-4104	158	6	completed	complete	VERB
economy-4104	158	7	some	some	DET
economy-4104	158	8	level	level	NOUN
economy-4104	158	9	of	of	ADP
economy-4104	158	10	schooling	schooling	NOUN
economy-4104	158	11	consume	consume	NOUN
economy-4104	158	12	ghs	gh	NOUN
economy-4104	158	13	2,165.14	2,165.14	NUM
economy-4104	158	14	more	more	ADJ
economy-4104	158	15	than	than	ADP
economy-4104	158	16	those	those	PRON
economy-4104	158	17	who	who	PRON
economy-4104	158	18	have	have	AUX
economy-4104	158	19	never	never	ADV
economy-4104	158	20	been	be	AUX
economy-4104	158	21	to	to	ADP
economy-4104	158	22	school	school	NOUN
economy-4104	158	23	.	.	PUNCT
economy-4104	159	1	results	result	NOUN
economy-4104	159	2	of	of	ADP
economy-4104	159	3	the	the	DET
economy-4104	159	4	two	two	NUM
economy-4104	159	5	-	-	PUNCT
economy-4104	159	6	sample	sample	NOUN
economy-4104	159	7	t	t	PROPN
economy-4104	159	8	-	-	PUNCT
economy-4104	159	9	test	test	NOUN
economy-4104	159	10	confirm	confirm	VERB
economy-4104	159	11	that	that	SCONJ
economy-4104	159	12	this	this	DET
economy-4104	159	13	difference	difference	NOUN
economy-4104	159	14	in	in	ADP
economy-4104	159	15	their	their	PRON
economy-4104	159	16	consumption	consumption	NOUN
economy-4104	159	17	expenditure	expenditure	NOUN
economy-4104	159	18	is	be	AUX
economy-4104	159	19	significant	significant	ADJ
economy-4104	159	20	at	at	ADP
economy-4104	159	21	the	the	DET
economy-4104	159	22	5	5	NUM
economy-4104	159	23	%	%	NOUN
economy-4104	159	24	level	level	NOUN
economy-4104	159	25	of	of	ADP
economy-4104	159	26	significance	significance	NOUN
economy-4104	159	27	.	.	PUNCT
economy-4104	160	1	this	this	DET
economy-4104	160	2	difference	difference	NOUN
economy-4104	160	3	does	do	AUX
economy-4104	160	4	not	not	PART
economy-4104	160	5	establish	establish	VERB
economy-4104	160	6	any	any	DET
economy-4104	160	7	causal	causal	ADJ
economy-4104	160	8	effect	effect	NOUN
economy-4104	160	9	between	between	ADP
economy-4104	160	10	educated	educate	VERB
economy-4104	160	11	and	and	CCONJ
economy-4104	160	12	uneducated	uneducated	ADJ
economy-4104	160	13	individuals	individual	NOUN
economy-4104	160	14	but	but	CCONJ
economy-4104	160	15	points	point	NOUN
economy-4104	160	16	to	to	ADP
economy-4104	160	17	the	the	DET
economy-4104	160	18	fact	fact	NOUN
economy-4104	160	19	that	that	SCONJ
economy-4104	160	20	education	education	NOUN
economy-4104	160	21	or	or	CCONJ
economy-4104	160	22	schooling	schooling	NOUN
economy-4104	160	23	is	be	AUX
economy-4104	160	24	an	an	DET
economy-4104	160	25	avenue	avenue	NOUN
economy-4104	160	26	for	for	SCONJ
economy-4104	160	27	individuals	individual	NOUN
economy-4104	160	28	to	to	PART
economy-4104	160	29	improve	improve	VERB
economy-4104	160	30	their	their	PRON
economy-4104	160	31	livelihood	livelihood	NOUN
economy-4104	160	32	through	through	ADP
economy-4104	160	33	an	an	DET
economy-4104	160	34	increase	increase	NOUN
economy-4104	160	35	in	in	ADP
economy-4104	160	36	their	their	PRON
economy-4104	160	37	consumption	consumption	NOUN
economy-4104	160	38	expenditure	expenditure	NOUN
economy-4104	160	39	.	.	PUNCT
economy-4104	161	1	economy	economy	NOUN
economy-4104	161	2	,	,	PUNCT
economy-4104	161	3	2022	2022	NUM
economy-4104	161	4	,	,	PUNCT
economy-4104	161	5	9(1	9(1	NUM
economy-4104	161	6	):	):	PUNCT
economy-4104	161	7	9	9	NUM
economy-4104	161	8	-	-	SYM
economy-4104	161	9	17	17	NUM
economy-4104	161	10	13	13	NUM
economy-4104	161	11	©	©	PROPN
economy-4104	161	12	2022	2022	NUM
economy-4104	161	13	by	by	ADP
economy-4104	161	14	the	the	DET
economy-4104	161	15	authors	author	NOUN
economy-4104	161	16	;	;	PUNCT
economy-4104	161	17	licensee	licensee	PROPN
economy-4104	161	18	asian	asian	ADJ
economy-4104	161	19	online	online	PROPN
economy-4104	161	20	journal	journal	PROPN
economy-4104	161	21	publishing	publishing	NOUN
economy-4104	161	22	group	group	NOUN
economy-4104	161	23	table	table	NOUN
economy-4104	161	24	2	2	NUM
economy-4104	161	25	.	.	PUNCT
economy-4104	161	26	cross	cross	NOUN
economy-4104	161	27	-	-	NOUN
economy-4104	161	28	tabulation	tabulation	NOUN
economy-4104	161	29	of	of	ADP
economy-4104	161	30	individual	individual	NOUN
economy-4104	161	31	’s	’s	PART
economy-4104	161	32	consumption	consumption	NOUN
economy-4104	161	33	by	by	ADP
economy-4104	161	34	their	their	PRON
economy-4104	161	35	educational	educational	ADJ
economy-4104	161	36	status	status	NOUN
economy-4104	161	37	.	.	PUNCT
economy-4104	162	1	educational	educational	ADJ
economy-4104	162	2	status	status	NOUN
economy-4104	162	3	obs	obs	PROPN
economy-4104	162	4	.	.	PUNCT
economy-4104	163	1	mean	mean	VERB
economy-4104	163	2	(	(	PUNCT
economy-4104	163	3	ghs	ghs	PROPN
economy-4104	163	4	)	)	PUNCT
economy-4104	163	5	std	std	PROPN
economy-4104	163	6	.	.	PUNCT
economy-4104	164	1	err	err	NOUN
economy-4104	164	2	.	.	PUNCT
economy-4104	165	1	std	std	AUX
economy-4104	165	2	.	.	PUNCT
economy-4104	165	3	dev	dev	PROPN
economy-4104	165	4	.	.	PUNCT
economy-4104	166	1	[	[	X
economy-4104	166	2	95	95	NUM
economy-4104	166	3	%	%	NOUN
economy-4104	166	4	conf	conf	NOUN
economy-4104	166	5	.	.	PUNCT
economy-4104	166	6	interval	interval	NOUN
economy-4104	166	7	]	]	PUNCT
economy-4104	166	8	uneducated	uneducated	ADJ
economy-4104	166	9	3,357	3,357	NUM
economy-4104	166	10	9120.074	9120.074	PROPN
economy-4104	167	1	124.57	124.57	NUM
economy-4104	167	2	7217.514	7217.514	NUM
economy-4104	167	3	8875.834	8875.834	NUM
economy-4104	167	4	9364.314	9364.314	NUM
economy-4104	167	5	educated	educate	VERB
economy-4104	167	6	10,652	10,652	NUM
economy-4104	167	7	11285.14	11285.14	NUM
economy-4104	167	8	108.32	108.32	NUM
economy-4104	167	9	11179.53	11179.53	NUM
economy-4104	167	10	11072.81	11072.81	NUM
economy-4104	167	11	11497.47	11497.47	NUM
economy-4104	167	12	combined	combine	VERB
economy-4104	167	13	14,009	14,009	NUM
economy-4104	167	14	10766.32	10766.32	NUM
economy-4104	167	15	87.95	87.95	NUM
economy-4104	167	16	10409.83	10409.83	NUM
economy-4104	167	17	10593.93	10593.93	NUM
economy-4104	167	18	10938.72	10938.72	NUM
economy-4104	167	19	diff	diff	NOUN
economy-4104	167	20	.	.	PUNCT
economy-4104	168	1	-2165.066	-2165.066	PUNCT
economy-4104	169	1	205.2358	205.2358	NUM
economy-4104	169	2	-2567.356	-2567.356	NUM
economy-4104	169	3	-1762.777	-1762.777	PUNCT
economy-4104	169	4	two	two	NUM
economy-4104	169	5	-	-	PUNCT
economy-4104	169	6	sample	sample	NOUN
economy-4104	169	7	t	t	PROPN
economy-4104	169	8	test	test	NOUN
economy-4104	169	9	h0	h0	PROPN
economy-4104	169	10	:	:	PUNCT
economy-4104	169	11	diff.=0	diff.=0	PROPN
economy-4104	169	12	h1	h1	PROPN
economy-4104	169	13	:	:	PUNCT
economy-4104	169	14	diff	diff	PROPN
economy-4104	169	15	.	.	PUNCT
economy-4104	169	16	!	!	PUNCT
economy-4104	170	1	=	=	SYM
economy-4104	170	2	0	0	NUM
economy-4104	170	3	t=-10.549	t=-10.549	NOUN
economy-4104	170	4	df	df	PROPN
economy-4104	170	5	.	.	PUNCT
economy-4104	171	1	=	=	SYM
economy-4104	171	2	14007	14007	NUM
economy-4104	171	3	pr	pr	NOUN
economy-4104	171	4	.	.	PUNCT
economy-4104	172	1	(	(	PUNCT
economy-4104	172	2	|t|>|t|	|t|>|t|	NUM
economy-4104	172	3	)	)	PUNCT
economy-4104	173	1	=	=	NOUN
economy-4104	173	2	0.000	0.000	NUM
economy-4104	173	3	3.2	3.2	NUM
economy-4104	173	4	.	.	PUNCT
economy-4104	174	1	instrumental	instrumental	ADJ
economy-4104	174	2	variable	variable	ADJ
economy-4104	174	3	estimation	estimation	NOUN
economy-4104	174	4	of	of	ADP
economy-4104	174	5	the	the	DET
economy-4104	174	6	effect	effect	NOUN
economy-4104	174	7	of	of	ADP
economy-4104	174	8	education	education	NOUN
economy-4104	174	9	on	on	ADP
economy-4104	174	10	livelihood	livelihood	NOUN
economy-4104	174	11	following	follow	VERB
economy-4104	174	12	pons	pon	NOUN
economy-4104	174	13	and	and	CCONJ
economy-4104	174	14	gonzalo	gonzalo	PROPN
economy-4104	174	15	(	(	PUNCT
economy-4104	174	16	2002	2002	NUM
economy-4104	174	17	)	)	PUNCT
economy-4104	174	18	,	,	PUNCT
economy-4104	174	19	the	the	DET
economy-4104	174	20	iv	iv	NUM
economy-4104	174	21	model	model	NOUN
economy-4104	174	22	for	for	ADP
economy-4104	174	23	the	the	DET
economy-4104	174	24	effect	effect	NOUN
economy-4104	174	25	of	of	ADP
economy-4104	174	26	education	education	NOUN
economy-4104	174	27	on	on	ADP
economy-4104	174	28	the	the	DET
economy-4104	174	29	livelihood	livelihood	NOUN
economy-4104	174	30	of	of	ADP
economy-4104	174	31	individuals	individual	NOUN
economy-4104	174	32	is	be	AUX
economy-4104	174	33	given	give	VERB
economy-4104	174	34	as	as	ADP
economy-4104	174	35	;	;	PUNCT
economy-4104	174	36	𝐶𝑖	𝐶𝑖	PROPN
economy-4104	174	37	=	=	PUNCT
economy-4104	174	38	𝑎	𝑎	PROPN
economy-4104	174	39	+	+	PUNCT
economy-4104	174	40	𝑋𝑖𝛼	𝑋𝑖𝛼	PROPN
economy-4104	174	41	+	+	CCONJ
economy-4104	174	42	𝑆𝑖𝛽	𝑆𝑖𝛽	PROPN
economy-4104	174	43	+	+	CCONJ
economy-4104	174	44	휀𝑖	휀𝑖	PROPN
economy-4104	174	45	(	(	PUNCT
economy-4104	174	46	1	1	NUM
economy-4104	174	47	)	)	PUNCT
economy-4104	175	1	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	175	2	=	=	SYM
economy-4104	175	3	𝑞	𝑞	PROPN
economy-4104	175	4	+	+	CCONJ
economy-4104	175	5	𝑍𝑖𝜌	𝑍𝑖𝜌	PROPN
economy-4104	175	6	+	+	CCONJ
economy-4104	175	7	𝑣𝑖	𝑣𝑖	ADP
economy-4104	175	8	(	(	PUNCT
economy-4104	175	9	2	2	NUM
economy-4104	175	10	)	)	PUNCT
economy-4104	175	11	equation	equation	NOUN
economy-4104	175	12	1	1	NUM
economy-4104	175	13	shows	show	VERB
economy-4104	175	14	the	the	DET
economy-4104	175	15	total	total	ADJ
economy-4104	175	16	real	real	ADJ
economy-4104	175	17	consumption	consumption	NOUN
economy-4104	175	18	expenditure	expenditure	NOUN
economy-4104	175	19	of	of	ADP
economy-4104	175	20	individuals	individual	NOUN
economy-4104	175	21	(	(	PUNCT
economy-4104	175	22	𝐶𝑖	𝐶𝑖	NOUN
economy-4104	175	23	)	)	PUNCT
economy-4104	175	24	is	be	AUX
economy-4104	175	25	explained	explain	VERB
economy-4104	175	26	by	by	ADP
economy-4104	175	27	a	a	DET
economy-4104	175	28	vector	vector	NOUN
economy-4104	175	29	of	of	ADP
economy-4104	175	30	exogenous	exogenous	ADJ
economy-4104	175	31	variables	variable	NOUN
economy-4104	175	32	(	(	PUNCT
economy-4104	175	33	𝑋𝑖	𝑋𝑖	NOUN
economy-4104	175	34	)	)	PUNCT
economy-4104	175	35	and	and	CCONJ
economy-4104	175	36	(	(	PUNCT
economy-4104	175	37	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	175	38	)	)	PUNCT
economy-4104	175	39	which	which	PRON
economy-4104	175	40	indicates	indicate	VERB
economy-4104	175	41	if	if	SCONJ
economy-4104	175	42	the	the	DET
economy-4104	175	43	individual	individual	NOUN
economy-4104	175	44	has	have	AUX
economy-4104	175	45	completed	complete	VERB
economy-4104	175	46	any	any	DET
economy-4104	175	47	form	form	NOUN
economy-4104	175	48	of	of	ADP
economy-4104	175	49	schooling	schooling	NOUN
economy-4104	175	50	or	or	CCONJ
economy-4104	175	51	not	not	PART
economy-4104	175	52	.	.	PUNCT
economy-4104	176	1	(	(	PUNCT
economy-4104	176	2	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	176	3	)	)	PUNCT
economy-4104	176	4	is	be	AUX
economy-4104	176	5	1	1	NUM
economy-4104	176	6	if	if	SCONJ
economy-4104	176	7	the	the	DET
economy-4104	176	8	individual	individual	NOUN
economy-4104	176	9	has	have	AUX
economy-4104	176	10	completed	complete	VERB
economy-4104	176	11	some	some	DET
economy-4104	176	12	level	level	NOUN
economy-4104	176	13	of	of	ADP
economy-4104	176	14	education	education	NOUN
economy-4104	176	15	and	and	CCONJ
economy-4104	176	16	0	0	NUM
economy-4104	176	17	if	if	SCONJ
economy-4104	176	18	he	he	PRON
economy-4104	176	19	/	/	PUNCT
economy-4104	176	20	she	she	PRON
economy-4104	176	21	has	have	AUX
economy-4104	176	22	not	not	PART
economy-4104	176	23	been	be	AUX
economy-4104	176	24	to	to	ADP
economy-4104	176	25	school	school	NOUN
economy-4104	176	26	at	at	ADV
economy-4104	176	27	all	all	ADV
economy-4104	176	28	.	.	PUNCT
economy-4104	177	1	equation	equation	NOUN
economy-4104	177	2	2	2	NUM
economy-4104	177	3	presents	present	VERB
economy-4104	177	4	the	the	DET
economy-4104	177	5	schooling	schooling	NOUN
economy-4104	177	6	equation	equation	NOUN
economy-4104	177	7	in	in	ADP
economy-4104	177	8	a	a	DET
economy-4104	177	9	reduced	reduce	VERB
economy-4104	177	10	form	form	NOUN
economy-4104	177	11	in	in	ADP
economy-4104	177	12	which	which	PRON
economy-4104	177	13	𝑍𝑖	𝑍𝑖	PROPN
economy-4104	177	14	is	be	AUX
economy-4104	177	15	a	a	DET
economy-4104	177	16	vector	vector	NOUN
economy-4104	177	17	of	of	ADP
economy-4104	177	18	exogenous	exogenous	ADJ
economy-4104	177	19	variables	variable	NOUN
economy-4104	177	20	that	that	PRON
economy-4104	177	21	influences	influence	VERB
economy-4104	177	22	the	the	DET
economy-4104	177	23	schooling	schooling	NOUN
economy-4104	177	24	decision	decision	NOUN
economy-4104	177	25	so	so	SCONJ
economy-4104	177	26	that	that	SCONJ
economy-4104	177	27	𝑋𝑖	𝑋𝑖	PROPN
economy-4104	177	28	is	be	AUX
economy-4104	177	29	included	include	VERB
economy-4104	177	30	in	in	ADP
economy-4104	177	31	𝑍𝑖	𝑍𝑖	PROPN
economy-4104	177	32	.	.	PUNCT
economy-4104	178	1	a	a	PRON
economy-4104	178	2	and	and	CCONJ
economy-4104	178	3	q	q	NOUN
economy-4104	178	4	are	be	AUX
economy-4104	178	5	intercepts	intercept	NOUN
economy-4104	178	6	of	of	ADP
economy-4104	178	7	the	the	DET
economy-4104	178	8	two	two	NUM
economy-4104	178	9	equations	equation	NOUN
economy-4104	178	10	.	.	PUNCT
economy-4104	179	1	indeed	indeed	ADV
economy-4104	179	2	,	,	PUNCT
economy-4104	179	3	the	the	DET
economy-4104	179	4	decision	decision	NOUN
economy-4104	179	5	to	to	PART
economy-4104	179	6	attend	attend	VERB
economy-4104	179	7	school	school	NOUN
economy-4104	179	8	and	and	CCONJ
economy-4104	179	9	complete	complete	VERB
economy-4104	179	10	a	a	DET
economy-4104	179	11	given	give	VERB
economy-4104	179	12	course	course	NOUN
economy-4104	179	13	of	of	ADP
economy-4104	179	14	study	study	NOUN
economy-4104	179	15	is	be	AUX
economy-4104	179	16	not	not	PART
economy-4104	179	17	exogenous	exogenous	ADJ
economy-4104	179	18	and	and	CCONJ
economy-4104	179	19	therefore	therefore	ADV
economy-4104	179	20	requires	require	VERB
economy-4104	179	21	the	the	DET
economy-4104	179	22	use	use	NOUN
economy-4104	179	23	of	of	ADP
economy-4104	179	24	relevant	relevant	ADJ
economy-4104	179	25	instruments	instrument	NOUN
economy-4104	179	26	.	.	PUNCT
economy-4104	180	1	the	the	DET
economy-4104	180	2	reason	reason	NOUN
economy-4104	180	3	is	be	AUX
economy-4104	180	4	that	that	SCONJ
economy-4104	180	5	estimating	estimate	VERB
economy-4104	180	6	equation	equation	NOUN
economy-4104	180	7	1	1	NUM
economy-4104	180	8	by	by	ADP
economy-4104	180	9	ols	ol	NOUN
economy-4104	180	10	in	in	ADP
economy-4104	180	11	the	the	DET
economy-4104	180	12	presence	presence	NOUN
economy-4104	180	13	of	of	ADP
economy-4104	180	14	correlation	correlation	NOUN
economy-4104	180	15	between	between	ADP
economy-4104	180	16	ε	ε	PROPN
economy-4104	180	17	and	and	CCONJ
economy-4104	180	18	v	v	NOUN
economy-4104	180	19	leads	lead	VERB
economy-4104	180	20	to	to	ADP
economy-4104	180	21	a	a	DET
economy-4104	180	22	biased	biased	ADJ
economy-4104	180	23	estimate	estimate	NOUN
economy-4104	180	24	of	of	ADP
economy-4104	180	25	β	β	X
economy-4104	180	26	.	.	PUNCT
economy-4104	181	1	the	the	DET
economy-4104	181	2	second	second	ADJ
economy-4104	181	3	objective	objective	NOUN
economy-4104	181	4	was	be	AUX
economy-4104	181	5	to	to	PART
economy-4104	181	6	find	find	VERB
economy-4104	181	7	the	the	DET
economy-4104	181	8	effect	effect	NOUN
economy-4104	181	9	of	of	ADP
economy-4104	181	10	education	education	NOUN
economy-4104	181	11	on	on	ADP
economy-4104	181	12	the	the	DET
economy-4104	181	13	consumption	consumption	NOUN
economy-4104	181	14	expenditure	expenditure	NOUN
economy-4104	181	15	of	of	ADP
economy-4104	181	16	poor	poor	ADJ
economy-4104	181	17	individuals	individual	NOUN
economy-4104	181	18	in	in	ADP
economy-4104	181	19	ghana	ghana	PROPN
economy-4104	181	20	considering	consider	VERB
economy-4104	181	21	the	the	DET
economy-4104	181	22	relevance	relevance	NOUN
economy-4104	181	23	of	of	ADP
economy-4104	181	24	poverty	poverty	NOUN
economy-4104	181	25	as	as	ADV
economy-4104	181	26	far	far	ADV
economy-4104	181	27	as	as	SCONJ
economy-4104	181	28	livelihood	livelihood	NOUN
economy-4104	181	29	issues	issue	NOUN
economy-4104	181	30	are	be	AUX
economy-4104	181	31	concerned	concerned	ADJ
economy-4104	181	32	.	.	PUNCT
economy-4104	182	1	this	this	PRON
economy-4104	182	2	requires	require	VERB
economy-4104	182	3	the	the	DET
economy-4104	182	4	interaction	interaction	NOUN
economy-4104	182	5	of	of	ADP
economy-4104	182	6	the	the	DET
economy-4104	182	7	schooling	schooling	NOUN
economy-4104	182	8	variable	variable	NOUN
economy-4104	182	9	and	and	CCONJ
economy-4104	182	10	the	the	DET
economy-4104	182	11	variable	variable	NOUN
economy-4104	182	12	for	for	ADP
economy-4104	182	13	poverty	poverty	NOUN
economy-4104	182	14	.	.	PUNCT
economy-4104	183	1	the	the	DET
economy-4104	183	2	interacted	interact	VERB
economy-4104	183	3	variable	variable	NOUN
economy-4104	183	4	will	will	AUX
economy-4104	183	5	then	then	ADV
economy-4104	183	6	be	be	AUX
economy-4104	183	7	included	include	VERB
economy-4104	183	8	in	in	ADP
economy-4104	183	9	equation	equation	NOUN
economy-4104	183	10	1	1	NUM
economy-4104	183	11	as	as	ADP
economy-4104	183	12	;	;	PUNCT
economy-4104	183	13	𝐶𝑖	𝐶𝑖	PROPN
economy-4104	183	14	=	=	PUNCT
economy-4104	183	15	𝑎	𝑎	PROPN
economy-4104	183	16	+	+	PUNCT
economy-4104	183	17	𝑋𝑖𝛼	𝑋𝑖𝛼	PROPN
economy-4104	183	18	+	+	CCONJ
economy-4104	183	19	𝑆𝑖𝛽	𝑆𝑖𝛽	PROPN
economy-4104	183	20	+	+	CCONJ
economy-4104	183	21	(	(	PUNCT
economy-4104	183	22	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	183	23	∗	∗	NOUN
economy-4104	183	24	𝑃𝑆𝑖)𝜃	𝑃𝑆𝑖)𝜃	NOUN
economy-4104	183	25	+	+	CCONJ
economy-4104	183	26	𝑒𝑖	𝑒𝑖	X
economy-4104	183	27	(	(	PUNCT
economy-4104	183	28	3	3	NUM
economy-4104	183	29	)	)	PUNCT
economy-4104	183	30	equation	equation	NOUN
economy-4104	183	31	3	3	NUM
economy-4104	183	32	expresses	express	VERB
economy-4104	183	33	the	the	DET
economy-4104	183	34	consumption	consumption	NOUN
economy-4104	183	35	expenditure	expenditure	NOUN
economy-4104	183	36	of	of	ADP
economy-4104	183	37	poor	poor	ADJ
economy-4104	183	38	individuals	individual	NOUN
economy-4104	183	39	as	as	ADP
economy-4104	183	40	a	a	DET
economy-4104	183	41	function	function	NOUN
economy-4104	183	42	of	of	ADP
economy-4104	183	43	a	a	DET
economy-4104	183	44	vector	vector	NOUN
economy-4104	183	45	of	of	ADP
economy-4104	183	46	exogenous	exogenous	ADJ
economy-4104	183	47	variables	variable	NOUN
economy-4104	183	48	(	(	PUNCT
economy-4104	183	49	𝑋𝑖	𝑋𝑖	NOUN
economy-4104	183	50	)	)	PUNCT
economy-4104	183	51	and	and	CCONJ
economy-4104	183	52	(	(	PUNCT
economy-4104	183	53	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	183	54	)	)	PUNCT
economy-4104	183	55	which	which	PRON
economy-4104	183	56	indicates	indicate	VERB
economy-4104	183	57	if	if	SCONJ
economy-4104	183	58	the	the	DET
economy-4104	183	59	individual	individual	NOUN
economy-4104	183	60	has	have	AUX
economy-4104	183	61	completed	complete	VERB
economy-4104	183	62	any	any	DET
economy-4104	183	63	form	form	NOUN
economy-4104	183	64	of	of	ADP
economy-4104	183	65	schooling	schooling	NOUN
economy-4104	183	66	or	or	CCONJ
economy-4104	183	67	not	not	PART
economy-4104	183	68	plus	plus	CCONJ
economy-4104	183	69	the	the	DET
economy-4104	183	70	interaction	interaction	NOUN
economy-4104	183	71	of	of	ADP
economy-4104	183	72	the	the	DET
economy-4104	183	73	schooling	schooling	NOUN
economy-4104	183	74	variable	variable	NOUN
economy-4104	183	75	and	and	CCONJ
economy-4104	183	76	the	the	DET
economy-4104	183	77	variable	variable	NOUN
economy-4104	183	78	for	for	ADP
economy-4104	183	79	poverty	poverty	NOUN
economy-4104	183	80	.	.	PUNCT
economy-4104	184	1	𝜃	𝜃	PRON
economy-4104	184	2	represents	represent	VERB
economy-4104	184	3	the	the	DET
economy-4104	184	4	effect	effect	NOUN
economy-4104	184	5	of	of	ADP
economy-4104	184	6	the	the	DET
economy-4104	184	7	interacted	interact	VERB
economy-4104	184	8	variable	variable	NOUN
economy-4104	184	9	for	for	ADP
economy-4104	184	10	schooling	schooling	NOUN
economy-4104	184	11	(	(	PUNCT
economy-4104	184	12	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	184	13	)	)	PUNCT
economy-4104	184	14	and	and	CCONJ
economy-4104	184	15	poverty	poverty	NOUN
economy-4104	184	16	status	status	NOUN
economy-4104	184	17	(	(	PUNCT
economy-4104	184	18	𝑃𝑆𝑖	𝑃𝑆𝑖	NOUN
economy-4104	184	19	)	)	PUNCT
economy-4104	184	20	of	of	ADP
economy-4104	184	21	individuals	individual	NOUN
economy-4104	184	22	in	in	ADP
economy-4104	184	23	ghana	ghana	PROPN
economy-4104	184	24	.	.	PUNCT
economy-4104	185	1	the	the	DET
economy-4104	185	2	endogeneity	endogeneity	NOUN
economy-4104	185	3	of	of	ADP
economy-4104	185	4	schooling	schooling	NOUN
economy-4104	185	5	implies	imply	VERB
economy-4104	185	6	the	the	DET
economy-4104	185	7	interacted	interact	VERB
economy-4104	185	8	variable	variable	NOUN
economy-4104	185	9	is	be	AUX
economy-4104	185	10	also	also	ADV
economy-4104	185	11	endogenous	endogenous	ADJ
economy-4104	185	12	and	and	CCONJ
economy-4104	185	13	the	the	DET
economy-4104	185	14	instrumental	instrumental	ADJ
economy-4104	185	15	variable	variable	ADJ
economy-4104	185	16	method	method	NOUN
economy-4104	185	17	was	be	AUX
economy-4104	185	18	employed	employ	VERB
economy-4104	185	19	to	to	PART
economy-4104	185	20	find	find	VERB
economy-4104	185	21	out	out	ADP
economy-4104	185	22	how	how	SCONJ
economy-4104	185	23	education	education	NOUN
economy-4104	185	24	impacts	impact	VERB
economy-4104	185	25	the	the	DET
economy-4104	185	26	consumption	consumption	NOUN
economy-4104	185	27	of	of	ADP
economy-4104	185	28	poor	poor	ADJ
economy-4104	185	29	ghanaians	ghanaian	NOUN
economy-4104	185	30	.	.	PUNCT
economy-4104	186	1	𝑒𝑖	𝑒𝑖	X
economy-4104	186	2	is	be	AUX
economy-4104	186	3	the	the	DET
economy-4104	186	4	error	error	NOUN
economy-4104	186	5	term	term	NOUN
economy-4104	186	6	,	,	PUNCT
economy-4104	186	7	and	and	CCONJ
economy-4104	186	8	the	the	DET
economy-4104	186	9	definition	definition	NOUN
economy-4104	186	10	of	of	ADP
economy-4104	186	11	other	other	ADJ
economy-4104	186	12	variables	variable	NOUN
economy-4104	186	13	remained	remain	VERB
economy-4104	186	14	the	the	DET
economy-4104	186	15	same	same	ADJ
economy-4104	186	16	.	.	PUNCT
economy-4104	187	1	to	to	PART
economy-4104	187	2	further	far	ADV
economy-4104	187	3	delve	delve	VERB
economy-4104	187	4	into	into	ADP
economy-4104	187	5	the	the	DET
economy-4104	187	6	effect	effect	NOUN
economy-4104	187	7	of	of	ADP
economy-4104	187	8	education	education	NOUN
economy-4104	187	9	in	in	ADP
economy-4104	187	10	enhancing	enhance	VERB
economy-4104	187	11	the	the	DET
economy-4104	187	12	livelihood	livelihood	NOUN
economy-4104	187	13	of	of	ADP
economy-4104	187	14	ghanaians	ghanaians	PROPN
economy-4104	187	15	,	,	PUNCT
economy-4104	187	16	the	the	DET
economy-4104	187	17	third	third	ADJ
economy-4104	187	18	objective	objective	NOUN
economy-4104	187	19	was	be	AUX
economy-4104	187	20	to	to	PART
economy-4104	187	21	estimate	estimate	VERB
economy-4104	187	22	the	the	DET
economy-4104	187	23	effect	effect	NOUN
economy-4104	187	24	of	of	ADP
economy-4104	187	25	schooling	school	VERB
economy-4104	187	26	on	on	ADP
economy-4104	187	27	the	the	DET
economy-4104	187	28	poverty	poverty	NOUN
economy-4104	187	29	status	status	NOUN
economy-4104	187	30	of	of	ADP
economy-4104	187	31	individuals	individual	NOUN
economy-4104	187	32	.	.	PUNCT
economy-4104	188	1	this	this	PRON
economy-4104	188	2	was	be	AUX
economy-4104	188	3	done	do	VERB
economy-4104	188	4	in	in	ADP
economy-4104	188	5	an	an	DET
economy-4104	188	6	instrumental	instrumental	ADJ
economy-4104	188	7	variable	variable	ADJ
economy-4104	188	8	probit	probit	NOUN
economy-4104	188	9	(	(	PUNCT
economy-4104	188	10	iv	iv	NUM
economy-4104	188	11	probit	probit	NOUN
economy-4104	188	12	)	)	PUNCT
economy-4104	188	13	framework	framework	NOUN
economy-4104	188	14	as	as	ADP
economy-4104	188	15	the	the	DET
economy-4104	188	16	dependent	dependent	ADJ
economy-4104	188	17	variable	variable	NOUN
economy-4104	188	18	was	be	AUX
economy-4104	188	19	binary	binary	ADJ
economy-4104	188	20	.	.	PUNCT
economy-4104	189	1	following	follow	VERB
economy-4104	189	2	haji	haji	PROPN
economy-4104	189	3	and	and	CCONJ
economy-4104	189	4	legesse	legesse	NOUN
economy-4104	189	5	(	(	PUNCT
economy-4104	189	6	2017	2017	NUM
economy-4104	189	7	)	)	PUNCT
economy-4104	189	8	the	the	DET
economy-4104	189	9	study	study	NOUN
economy-4104	189	10	specifies	specify	VERB
economy-4104	189	11	the	the	DET
economy-4104	189	12	poverty	poverty	NOUN
economy-4104	189	13	status	status	NOUN
economy-4104	189	14	of	of	ADP
economy-4104	189	15	the	the	DET
economy-4104	189	16	individuals	individual	NOUN
economy-4104	189	17	as	as	ADP
economy-4104	189	18	a	a	DET
economy-4104	189	19	function	function	NOUN
economy-4104	189	20	of	of	ADP
economy-4104	189	21	their	their	PRON
economy-4104	189	22	schooling	schooling	NOUN
economy-4104	189	23	and	and	CCONJ
economy-4104	189	24	other	other	ADJ
economy-4104	189	25	significant	significant	ADJ
economy-4104	189	26	variables	variable	NOUN
economy-4104	189	27	as	as	ADP
economy-4104	189	28	;	;	PUNCT
economy-4104	189	29	pr(𝑃𝑆𝑖	pr(𝑃𝑆𝑖	PROPN
economy-4104	189	30	≠	≠	PROPN
economy-4104	189	31	0|𝑋𝑖	0|𝑋𝑖	NUM
economy-4104	189	32	)	)	PUNCT
economy-4104	190	1	=	=	PUNCT
economy-4104	190	2	𝛷(𝑋𝑖𝛽	𝛷(𝑋𝑖𝛽	NOUN
economy-4104	190	3	)	)	PUNCT
economy-4104	190	4	(	(	PUNCT
economy-4104	190	5	4	4	X
economy-4104	190	6	)	)	PUNCT
economy-4104	190	7	equation	equation	NOUN
economy-4104	190	8	4	4	NUM
economy-4104	190	9	expresses	express	VERB
economy-4104	190	10	the	the	DET
economy-4104	190	11	poverty	poverty	NOUN
economy-4104	190	12	likelihood	likelihood	NOUN
economy-4104	190	13	of	of	ADP
economy-4104	190	14	individuals	individual	NOUN
economy-4104	190	15	as	as	ADP
economy-4104	190	16	a	a	DET
economy-4104	190	17	function	function	NOUN
economy-4104	190	18	of	of	ADP
economy-4104	190	19	their	their	PRON
economy-4104	190	20	schooling	schooling	NOUN
economy-4104	190	21	and	and	CCONJ
economy-4104	190	22	other	other	ADJ
economy-4104	190	23	significant	significant	ADJ
economy-4104	190	24	variables	variable	NOUN
economy-4104	190	25	.	.	PUNCT
economy-4104	191	1	𝑃𝑆𝑖	𝑃𝑆𝑖	NOUN
economy-4104	191	2	is	be	AUX
economy-4104	191	3	poverty	poverty	NOUN
economy-4104	191	4	status	status	NOUN
economy-4104	191	5	of	of	ADP
economy-4104	191	6	the	the	DET
economy-4104	191	7	individual	individual	NOUN
economy-4104	191	8	which	which	PRON
economy-4104	191	9	is	be	AUX
economy-4104	191	10	the	the	DET
economy-4104	191	11	dependent	dependent	ADJ
economy-4104	191	12	variable	variable	NOUN
economy-4104	191	13	,	,	PUNCT
economy-4104	191	14	φ	φ	PROPN
economy-4104	191	15	is	be	AUX
economy-4104	191	16	the	the	DET
economy-4104	191	17	cumulative	cumulative	ADJ
economy-4104	191	18	standard	standard	ADJ
economy-4104	191	19	normal	normal	ADJ
economy-4104	191	20	and	and	CCONJ
economy-4104	191	21	𝑋𝑖	𝑋𝑖	PROPN
economy-4104	191	22	is	be	AUX
economy-4104	191	23	a	a	DET
economy-4104	191	24	vector	vector	NOUN
economy-4104	191	25	of	of	ADP
economy-4104	191	26	explanatory	explanatory	ADJ
economy-4104	191	27	variables	variable	NOUN
economy-4104	191	28	which	which	PRON
economy-4104	191	29	includes	include	VERB
economy-4104	191	30	the	the	DET
economy-4104	191	31	instrumented	instrumented	ADJ
economy-4104	191	32	variable	variable	NOUN
economy-4104	191	33	for	for	ADP
economy-4104	191	34	schooling	schooling	NOUN
economy-4104	191	35	(	(	PUNCT
economy-4104	191	36	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	191	37	)	)	PUNCT
economy-4104	191	38	.	.	PUNCT
economy-4104	192	1	the	the	DET
economy-4104	192	2	poverty	poverty	NOUN
economy-4104	192	3	status	status	NOUN
economy-4104	192	4	of	of	ADP
economy-4104	192	5	the	the	DET
economy-4104	192	6	individual	individual	NOUN
economy-4104	192	7	is	be	AUX
economy-4104	192	8	a	a	DET
economy-4104	192	9	binary	binary	ADJ
economy-4104	192	10	variable	variable	NOUN
economy-4104	192	11	with	with	ADP
economy-4104	192	12	a	a	DET
economy-4104	192	13	value	value	NOUN
economy-4104	192	14	of	of	ADP
economy-4104	192	15	1	1	NUM
economy-4104	192	16	representing	represent	VERB
economy-4104	192	17	poor	poor	ADJ
economy-4104	192	18	and	and	CCONJ
economy-4104	192	19	0	0	NUM
economy-4104	192	20	for	for	ADP
economy-4104	192	21	non	non	ADJ
economy-4104	192	22	-	-	ADJ
economy-4104	192	23	poor	poor	ADJ
economy-4104	192	24	.	.	PUNCT
economy-4104	193	1	the	the	DET
economy-4104	193	2	probit	probit	NOUN
economy-4104	193	3	model	model	NOUN
economy-4104	193	4	,	,	PUNCT
economy-4104	193	5	therefore	therefore	ADV
economy-4104	193	6	,	,	PUNCT
economy-4104	193	7	assumes	assume	VERB
economy-4104	193	8	how	how	SCONJ
economy-4104	193	9	different	different	ADJ
economy-4104	193	10	the	the	DET
economy-4104	193	11	effect	effect	NOUN
economy-4104	193	12	of	of	ADP
economy-4104	193	13	education	education	NOUN
economy-4104	193	14	on	on	ADP
economy-4104	193	15	the	the	DET
economy-4104	193	16	poor	poor	ADJ
economy-4104	193	17	is	be	AUX
economy-4104	193	18	from	from	ADP
economy-4104	193	19	the	the	DET
economy-4104	193	20	non	non	ADJ
economy-4104	193	21	-	-	ADJ
economy-4104	193	22	poor	poor	ADJ
economy-4104	193	23	.	.	PUNCT
economy-4104	194	1	in	in	ADP
economy-4104	194	2	this	this	DET
economy-4104	194	3	case	case	NOUN
economy-4104	194	4	,	,	PUNCT
economy-4104	194	5	how	how	SCONJ
economy-4104	194	6	likely	likely	ADV
economy-4104	194	7	is	be	AUX
economy-4104	194	8	the	the	DET
economy-4104	194	9	poverty	poverty	NOUN
economy-4104	194	10	status	status	NOUN
economy-4104	194	11	of	of	ADP
economy-4104	194	12	educated	educate	VERB
economy-4104	194	13	individuals	individual	NOUN
economy-4104	194	14	to	to	PART
economy-4104	194	15	differ	differ	VERB
economy-4104	194	16	from	from	ADP
economy-4104	194	17	those	those	PRON
economy-4104	194	18	who	who	PRON
economy-4104	194	19	are	be	AUX
economy-4104	194	20	uneducated	uneducated	ADJ
economy-4104	194	21	(	(	PUNCT
economy-4104	194	22	wooldridge	wooldridge	PROPN
economy-4104	194	23	,	,	PUNCT
economy-4104	194	24	2019	2019	NUM
economy-4104	194	25	)	)	PUNCT
economy-4104	194	26	.	.	PUNCT
economy-4104	195	1	information	information	NOUN
economy-4104	195	2	on	on	ADP
economy-4104	195	3	the	the	DET
economy-4104	195	4	family	family	NOUN
economy-4104	195	5	background	background	NOUN
economy-4104	195	6	has	have	AUX
economy-4104	195	7	been	be	AUX
economy-4104	195	8	used	use	VERB
economy-4104	195	9	as	as	ADP
economy-4104	195	10	an	an	DET
economy-4104	195	11	instrument	instrument	NOUN
economy-4104	195	12	for	for	ADP
economy-4104	195	13	schooling	school	VERB
economy-4104	195	14	by	by	ADP
economy-4104	195	15	several	several	ADJ
economy-4104	195	16	studies	study	NOUN
economy-4104	195	17	.	.	PUNCT
economy-4104	196	1	pons	pon	NOUN
economy-4104	196	2	and	and	CCONJ
economy-4104	196	3	gonzalo	gonzalo	PROPN
economy-4104	196	4	(	(	PUNCT
economy-4104	196	5	2002	2002	NUM
economy-4104	196	6	)	)	PUNCT
economy-4104	196	7	for	for	ADP
economy-4104	196	8	instance	instance	NOUN
economy-4104	196	9	,	,	PUNCT
economy-4104	196	10	used	use	VERB
economy-4104	196	11	the	the	DET
economy-4104	196	12	education	education	NOUN
economy-4104	196	13	of	of	ADP
economy-4104	196	14	parents	parent	NOUN
economy-4104	196	15	and	and	CCONJ
economy-4104	196	16	their	their	PRON
economy-4104	196	17	occupation	occupation	NOUN
economy-4104	196	18	as	as	ADP
economy-4104	196	19	part	part	NOUN
economy-4104	196	20	of	of	ADP
economy-4104	196	21	instruments	instrument	NOUN
economy-4104	196	22	to	to	PART
economy-4104	196	23	estimate	estimate	VERB
economy-4104	196	24	the	the	DET
economy-4104	196	25	effect	effect	NOUN
economy-4104	196	26	of	of	ADP
economy-4104	196	27	schooling	school	VERB
economy-4104	196	28	on	on	ADP
economy-4104	196	29	wages	wage	NOUN
economy-4104	196	30	.	.	PUNCT
economy-4104	197	1	this	this	DET
economy-4104	197	2	study	study	NOUN
economy-4104	197	3	follows	follow	VERB
economy-4104	197	4	in	in	ADP
economy-4104	197	5	that	that	DET
economy-4104	197	6	direction	direction	NOUN
economy-4104	197	7	and	and	CCONJ
economy-4104	197	8	employs	employ	VERB
economy-4104	197	9	the	the	DET
economy-4104	197	10	educational	educational	ADJ
economy-4104	197	11	level	level	NOUN
economy-4104	197	12	of	of	ADP
economy-4104	197	13	the	the	DET
economy-4104	197	14	father	father	NOUN
economy-4104	197	15	and	and	CCONJ
economy-4104	197	16	mother	mother	NOUN
economy-4104	197	17	as	as	ADP
economy-4104	197	18	instruments	instrument	NOUN
economy-4104	197	19	for	for	ADP
economy-4104	197	20	the	the	DET
economy-4104	197	21	education	education	NOUN
economy-4104	197	22	of	of	ADP
economy-4104	197	23	the	the	DET
economy-4104	197	24	individual	individual	NOUN
economy-4104	197	25	.	.	PUNCT
economy-4104	198	1	pons	pon	NOUN
economy-4104	198	2	and	and	CCONJ
economy-4104	198	3	gonzalo	gonzalo	PROPN
economy-4104	198	4	(	(	PUNCT
economy-4104	198	5	2002	2002	NUM
economy-4104	198	6	)	)	PUNCT
economy-4104	198	7	are	be	AUX
economy-4104	198	8	one	one	NUM
economy-4104	198	9	of	of	ADP
economy-4104	198	10	many	many	ADJ
economy-4104	198	11	studies	study	NOUN
economy-4104	198	12	that	that	PRON
economy-4104	198	13	have	have	AUX
economy-4104	198	14	asserted	assert	VERB
economy-4104	198	15	the	the	DET
economy-4104	198	16	significance	significance	NOUN
economy-4104	198	17	of	of	ADP
economy-4104	198	18	parents	parent	NOUN
economy-4104	198	19	’	'	PUNCT
economy-4104	198	20	education	education	NOUN
economy-4104	198	21	to	to	ADP
economy-4104	198	22	the	the	DET
economy-4104	198	23	educational	educational	ADJ
economy-4104	198	24	achievement	achievement	NOUN
economy-4104	198	25	of	of	ADP
economy-4104	198	26	the	the	DET
economy-4104	198	27	individual	individual	NOUN
economy-4104	198	28	.	.	PUNCT
economy-4104	199	1	individuals	individual	NOUN
economy-4104	199	2	whose	whose	DET
economy-4104	199	3	parents	parent	NOUN
economy-4104	199	4	have	have	VERB
economy-4104	199	5	a	a	DET
economy-4104	199	6	higher	high	ADJ
economy-4104	199	7	level	level	NOUN
economy-4104	199	8	of	of	ADP
economy-4104	199	9	education	education	NOUN
economy-4104	199	10	tend	tend	VERB
economy-4104	199	11	to	to	PART
economy-4104	199	12	have	have	VERB
economy-4104	199	13	significantly	significantly	ADV
economy-4104	199	14	longer	long	ADJ
economy-4104	199	15	years	year	NOUN
economy-4104	199	16	of	of	ADP
economy-4104	199	17	schooling	schooling	NOUN
economy-4104	199	18	.	.	PUNCT
economy-4104	200	1	the	the	DET
economy-4104	200	2	reverse	reverse	NOUN
economy-4104	200	3	is	be	AUX
economy-4104	200	4	true	true	ADJ
economy-4104	200	5	for	for	ADP
economy-4104	200	6	individuals	individual	NOUN
economy-4104	200	7	whose	whose	DET
economy-4104	200	8	parents	parent	NOUN
economy-4104	200	9	have	have	VERB
economy-4104	200	10	a	a	DET
economy-4104	200	11	low	low	ADJ
economy-4104	200	12	level	level	NOUN
economy-4104	200	13	of	of	ADP
economy-4104	200	14	education	education	NOUN
economy-4104	200	15	significantly	significantly	ADV
economy-4104	200	16	and	and	CCONJ
economy-4104	200	17	have	have	VERB
economy-4104	200	18	shorter	short	ADJ
economy-4104	200	19	years	year	NOUN
economy-4104	200	20	of	of	ADP
economy-4104	200	21	schooling	schooling	NOUN
economy-4104	200	22	.	.	PUNCT
economy-4104	201	1	3.3	3.3	NUM
economy-4104	201	2	.	.	PUNCT
economy-4104	202	1	hausman	hausman	PROPN
economy-4104	202	2	’s	’s	PART
economy-4104	202	3	test	test	NOUN
economy-4104	202	4	for	for	ADP
economy-4104	202	5	endogeneity	endogeneity	NOUN
economy-4104	202	6	self	self	NOUN
economy-4104	202	7	-	-	PUNCT
economy-4104	202	8	reported	report	VERB
economy-4104	202	9	values	value	NOUN
economy-4104	202	10	associated	associate	VERB
economy-4104	202	11	with	with	ADP
economy-4104	202	12	survey	survey	NOUN
economy-4104	202	13	data	datum	NOUN
economy-4104	202	14	make	make	VERB
economy-4104	202	15	variables	variable	NOUN
economy-4104	202	16	endogenous	endogenous	ADJ
economy-4104	202	17	(	(	PUNCT
economy-4104	202	18	wooldridge	wooldridge	PROPN
economy-4104	202	19	,	,	PUNCT
economy-4104	202	20	2019	2019	NUM
economy-4104	202	21	)	)	PUNCT
economy-4104	202	22	.	.	PUNCT
economy-4104	203	1	again	again	ADV
economy-4104	203	2	,	,	PUNCT
economy-4104	203	3	the	the	DET
economy-4104	203	4	decision	decision	NOUN
economy-4104	203	5	to	to	PART
economy-4104	203	6	attend	attend	VERB
economy-4104	203	7	school	school	NOUN
economy-4104	203	8	and	and	CCONJ
economy-4104	203	9	complete	complete	VERB
economy-4104	203	10	a	a	DET
economy-4104	203	11	given	give	VERB
economy-4104	203	12	level	level	NOUN
economy-4104	203	13	of	of	ADP
economy-4104	203	14	study	study	NOUN
economy-4104	203	15	is	be	AUX
economy-4104	203	16	also	also	ADV
economy-4104	203	17	influenced	influence	VERB
economy-4104	203	18	by	by	ADP
economy-4104	203	19	several	several	ADJ
economy-4104	203	20	factors	factor	NOUN
economy-4104	203	21	.	.	PUNCT
economy-4104	204	1	suspecting	suspect	VERB
economy-4104	204	2	the	the	DET
economy-4104	204	3	possibility	possibility	NOUN
economy-4104	204	4	of	of	ADP
economy-4104	204	5	endogeneity	endogeneity	NOUN
economy-4104	204	6	of	of	ADP
economy-4104	204	7	the	the	DET
economy-4104	204	8	schooling	school	VERB
economy-4104	204	9	variable	variable	NOUN
economy-4104	204	10	is	be	AUX
economy-4104	204	11	not	not	PART
economy-4104	204	12	enough	enough	ADJ
economy-4104	204	13	.	.	PUNCT
economy-4104	205	1	there	there	PRON
economy-4104	205	2	is	be	VERB
economy-4104	205	3	the	the	DET
economy-4104	205	4	need	need	NOUN
economy-4104	205	5	to	to	PART
economy-4104	205	6	ascertain	ascertain	VERB
economy-4104	205	7	if	if	SCONJ
economy-4104	205	8	the	the	DET
economy-4104	205	9	variable	variable	NOUN
economy-4104	205	10	is	be	AUX
economy-4104	205	11	endogenous	endogenous	ADJ
economy-4104	205	12	.	.	PUNCT
economy-4104	206	1	verification	verification	NOUN
economy-4104	206	2	of	of	ADP
economy-4104	206	3	the	the	DET
economy-4104	206	4	schooling	school	VERB
economy-4104	206	5	variable	variable	NOUN
economy-4104	206	6	will	will	AUX
economy-4104	206	7	inform	inform	VERB
economy-4104	206	8	the	the	DET
economy-4104	206	9	use	use	NOUN
economy-4104	206	10	of	of	ADP
economy-4104	206	11	appropriate	appropriate	ADJ
economy-4104	206	12	instruments	instrument	NOUN
economy-4104	206	13	through	through	ADP
economy-4104	206	14	the	the	DET
economy-4104	206	15	method	method	NOUN
economy-4104	206	16	of	of	ADP
economy-4104	206	17	instrumental	instrumental	ADJ
economy-4104	206	18	variable	variable	ADJ
economy-4104	206	19	estimation	estimation	NOUN
economy-4104	206	20	to	to	PART
economy-4104	206	21	obtain	obtain	VERB
economy-4104	206	22	consistent	consistent	ADJ
economy-4104	206	23	and	and	CCONJ
economy-4104	206	24	valid	valid	ADJ
economy-4104	206	25	estimates	estimate	NOUN
economy-4104	206	26	(	(	PUNCT
economy-4104	206	27	wooldridge	wooldridge	PROPN
economy-4104	206	28	,	,	PUNCT
economy-4104	206	29	2019	2019	NUM
economy-4104	206	30	)	)	PUNCT
economy-4104	206	31	.	.	PUNCT
economy-4104	207	1	according	accord	VERB
economy-4104	207	2	to	to	ADP
economy-4104	207	3	davidson	davidson	PROPN
economy-4104	207	4	and	and	CCONJ
economy-4104	207	5	mackinnon	mackinnon	PROPN
economy-4104	207	6	(	(	PUNCT
economy-4104	207	7	1993	1993	NUM
economy-4104	207	8	)	)	PUNCT
economy-4104	207	9	,	,	PUNCT
economy-4104	207	10	an	an	DET
economy-4104	207	11	augmented	augment	VERB
economy-4104	207	12	regression	regression	NOUN
economy-4104	207	13	needs	need	VERB
economy-4104	207	14	to	to	PART
economy-4104	207	15	be	be	AUX
economy-4104	207	16	run	run	VERB
economy-4104	207	17	after	after	ADP
economy-4104	207	18	performing	perform	VERB
economy-4104	207	19	a	a	DET
economy-4104	207	20	first	first	ADJ
economy-4104	207	21	auxiliary	auxiliary	ADJ
economy-4104	207	22	regression	regression	NOUN
economy-4104	207	23	which	which	PRON
economy-4104	207	24	specifies	specify	VERB
economy-4104	207	25	the	the	DET
economy-4104	207	26	schooling	schooling	NOUN
economy-4104	207	27	variable	variable	NOUN
economy-4104	207	28	as	as	ADP
economy-4104	207	29	a	a	DET
economy-4104	207	30	function	function	NOUN
economy-4104	207	31	of	of	ADP
economy-4104	207	32	the	the	DET
economy-4104	207	33	instruments	instrument	NOUN
economy-4104	207	34	.	.	PUNCT
economy-4104	208	1	this	this	DET
economy-4104	208	2	specification	specification	NOUN
economy-4104	208	3	is	be	AUX
economy-4104	208	4	given	give	VERB
economy-4104	208	5	as	as	ADP
economy-4104	208	6	;	;	PUNCT
economy-4104	208	7	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	208	8	=	=	SYM
economy-4104	208	9	𝑘	𝑘	PROPN
economy-4104	208	10	+	+	CCONJ
economy-4104	208	11	𝛾𝑆𝑓	𝛾𝑆𝑓	NOUN
economy-4104	208	12	+	+	CCONJ
economy-4104	208	13	𝛿𝑆𝑚	𝛿𝑆𝑚	PROPN
economy-4104	208	14	+	+	NUM
economy-4104	208	15	𝑢𝑖	𝑢𝑖	NOUN
economy-4104	208	16	(	(	PUNCT
economy-4104	208	17	5	5	NUM
economy-4104	208	18	)	)	PUNCT
economy-4104	208	19	equation	equation	NOUN
economy-4104	208	20	5	5	NUM
economy-4104	208	21	represents	represent	VERB
economy-4104	208	22	the	the	DET
economy-4104	208	23	represents	represent	VERB
economy-4104	208	24	the	the	DET
economy-4104	208	25	auxiliary	auxiliary	ADJ
economy-4104	208	26	regression	regression	NOUN
economy-4104	208	27	and	and	CCONJ
economy-4104	208	28	𝑆𝑓	𝑆𝑓	PROPN
economy-4104	208	29	and	and	CCONJ
economy-4104	208	30	𝑆𝑚	𝑆𝑚	PROPN
economy-4104	208	31	represents	represent	VERB
economy-4104	208	32	the	the	DET
economy-4104	208	33	educational	educational	ADJ
economy-4104	208	34	level	level	NOUN
economy-4104	208	35	of	of	ADP
economy-4104	208	36	the	the	DET
economy-4104	208	37	individual	individual	NOUN
economy-4104	208	38	’s	’s	PART
economy-4104	208	39	father	father	NOUN
economy-4104	208	40	and	and	CCONJ
economy-4104	208	41	mother	mother	NOUN
economy-4104	208	42	respectively	respectively	ADV
economy-4104	208	43	.	.	PUNCT
economy-4104	209	1	k	k	PROPN
economy-4104	209	2	is	be	AUX
economy-4104	209	3	the	the	DET
economy-4104	209	4	intercept	intercept	NOUN
economy-4104	209	5	,	,	PUNCT
economy-4104	209	6	𝑢𝑖	𝑢𝑖	NOUN
economy-4104	209	7	is	be	AUX
economy-4104	209	8	the	the	DET
economy-4104	209	9	stochastic	stochastic	ADJ
economy-4104	209	10	error	error	NOUN
economy-4104	209	11	term	term	NOUN
economy-4104	209	12	,	,	PUNCT
economy-4104	209	13	and	and	CCONJ
economy-4104	209	14	the	the	DET
economy-4104	209	15	definition	definition	NOUN
economy-4104	209	16	of	of	ADP
economy-4104	209	17	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	209	18	remained	remain	VERB
economy-4104	209	19	unchanged	unchanged	ADJ
economy-4104	209	20	.	.	PUNCT
economy-4104	210	1	equation	equation	NOUN
economy-4104	210	2	4	4	NUM
economy-4104	210	3	is	be	AUX
economy-4104	210	4	estimated	estimate	VERB
economy-4104	210	5	and	and	CCONJ
economy-4104	210	6	its	its	PRON
economy-4104	210	7	residuals	residual	NOUN
economy-4104	210	8	are	be	AUX
economy-4104	210	9	predicted	predict	VERB
economy-4104	210	10	and	and	CCONJ
economy-4104	210	11	stored	store	VERB
economy-4104	210	12	as	as	SCONJ
economy-4104	210	13	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	210	14	∗.	∗.	PROPN
economy-4104	210	15	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	210	16	∗	∗	NOUN
economy-4104	210	17	is	be	AUX
economy-4104	210	18	hence	hence	ADV
economy-4104	210	19	included	include	VERB
economy-4104	210	20	as	as	ADP
economy-4104	210	21	a	a	DET
economy-4104	210	22	regressor	regressor	NOUN
economy-4104	210	23	in	in	ADP
economy-4104	210	24	the	the	DET
economy-4104	210	25	consumption	consumption	NOUN
economy-4104	210	26	function	function	NOUN
economy-4104	210	27	in	in	ADP
economy-4104	210	28	equation	equation	NOUN
economy-4104	210	29	1	1	NUM
economy-4104	210	30	as	as	ADP
economy-4104	210	31	;	;	PUNCT
economy-4104	211	1	𝐶𝑖	𝐶𝑖	PROPN
economy-4104	211	2	=	=	PUNCT
economy-4104	212	1	𝑎	𝑎	PROPN
economy-4104	212	2	+	+	PUNCT
economy-4104	212	3	𝑋𝑖𝛼	𝑋𝑖𝛼	PROPN
economy-4104	212	4	+	+	CCONJ
economy-4104	212	5	𝑆𝑖𝛽	𝑆𝑖𝛽	PROPN
economy-4104	212	6	+	+	CCONJ
economy-4104	212	7	𝜙𝑆𝑖	𝜙𝑆𝑖	NOUN
economy-4104	212	8	∗+	∗+	PROPN
economy-4104	212	9	𝜔𝑖	𝜔𝑖	ADP
economy-4104	212	10	(	(	PUNCT
economy-4104	212	11	6	6	NUM
economy-4104	212	12	)	)	PUNCT
economy-4104	212	13	economy	economy	NOUN
economy-4104	212	14	,	,	PUNCT
economy-4104	212	15	2022	2022	NUM
economy-4104	212	16	,	,	PUNCT
economy-4104	212	17	9(1	9(1	NUM
economy-4104	212	18	):	):	PUNCT
economy-4104	212	19	9	9	NUM
economy-4104	212	20	-	-	SYM
economy-4104	212	21	17	17	NUM
economy-4104	212	22	14	14	NUM
economy-4104	212	23	©	©	PROPN
economy-4104	212	24	2022	2022	NUM
economy-4104	212	25	by	by	ADP
economy-4104	212	26	the	the	DET
economy-4104	212	27	authors	author	NOUN
economy-4104	212	28	;	;	PUNCT
economy-4104	212	29	licensee	licensee	PROPN
economy-4104	212	30	asian	asian	ADJ
economy-4104	212	31	online	online	PROPN
economy-4104	212	32	journal	journal	PROPN
economy-4104	212	33	publishing	publishing	NOUN
economy-4104	212	34	group	group	NOUN
economy-4104	212	35	equation	equation	NOUN
economy-4104	212	36	6	6	NUM
economy-4104	212	37	represents	represent	VERB
economy-4104	212	38	the	the	DET
economy-4104	212	39	augmented	augment	VERB
economy-4104	212	40	regression	regression	NOUN
economy-4104	212	41	that	that	PRON
economy-4104	212	42	contains	contain	VERB
economy-4104	212	43	the	the	DET
economy-4104	212	44	predicted	predict	VERB
economy-4104	212	45	residuals	residual	NOUN
economy-4104	212	46	from	from	ADP
economy-4104	212	47	equation	equation	NOUN
economy-4104	212	48	5	5	NUM
economy-4104	212	49	.	.	PUNCT
economy-4104	212	50	𝜙	𝜙	PROPN
economy-4104	212	51	which	which	PRON
economy-4104	212	52	is	be	AUX
economy-4104	212	53	the	the	DET
economy-4104	212	54	co	co	NOUN
economy-4104	212	55	-	-	ADJ
economy-4104	212	56	efficient	efficient	ADJ
economy-4104	212	57	of	of	ADP
economy-4104	212	58	the	the	DET
economy-4104	212	59	predicted	predict	VERB
economy-4104	212	60	residuals	residual	NOUN
economy-4104	212	61	for	for	ADP
economy-4104	212	62	equation	equation	NOUN
economy-4104	212	63	4	4	NUM
economy-4104	212	64	is	be	AUX
economy-4104	212	65	therefore	therefore	ADV
economy-4104	212	66	tested	test	VERB
economy-4104	212	67	.	.	PUNCT
economy-4104	213	1	the	the	DET
economy-4104	213	2	definition	definition	NOUN
economy-4104	213	3	of	of	ADP
economy-4104	213	4	other	other	ADJ
economy-4104	213	5	variables	variable	NOUN
economy-4104	213	6	remains	remain	VERB
economy-4104	213	7	unchanged	unchanged	ADJ
economy-4104	213	8	and	and	CCONJ
economy-4104	213	9	𝜔𝑖	𝜔𝑖	ADP
economy-4104	213	10	is	be	AUX
economy-4104	213	11	the	the	DET
economy-4104	213	12	stochastic	stochastic	ADJ
economy-4104	213	13	error	error	NOUN
economy-4104	213	14	term	term	NOUN
economy-4104	213	15	for	for	ADP
economy-4104	213	16	equation	equation	NOUN
economy-4104	213	17	5	5	NUM
economy-4104	213	18	.	.	PUNCT
economy-4104	213	19	rejecting	reject	VERB
economy-4104	213	20	the	the	DET
economy-4104	213	21	null	null	ADJ
economy-4104	213	22	hypothesis	hypothesis	NOUN
economy-4104	213	23	of	of	ADP
economy-4104	213	24	exogeneity	exogeneity	NOUN
economy-4104	213	25	means	mean	VERB
economy-4104	213	26	the	the	DET
economy-4104	213	27	coefficient	coefficient	NOUN
economy-4104	213	28	of	of	ADP
economy-4104	213	29	𝑆𝑖	𝑆𝑖	PROPN
economy-4104	213	30	∗	∗	NOUN
economy-4104	213	31	is	be	AUX
economy-4104	213	32	significantly	significantly	ADV
economy-4104	213	33	different	different	ADJ
economy-4104	213	34	from	from	ADP
economy-4104	213	35	zero	zero	NUM
economy-4104	213	36	.	.	PUNCT
economy-4104	214	1	this	this	PRON
economy-4104	214	2	means	mean	VERB
economy-4104	214	3	the	the	DET
economy-4104	214	4	variable	variable	NOUN
economy-4104	214	5	correlates	correlate	VERB
economy-4104	214	6	with	with	ADP
economy-4104	214	7	the	the	DET
economy-4104	214	8	error	error	NOUN
economy-4104	214	9	term	term	NOUN
economy-4104	214	10	and	and	CCONJ
economy-4104	214	11	hence	hence	ADV
economy-4104	214	12	employing	employ	VERB
economy-4104	214	13	the	the	DET
economy-4104	214	14	ordinary	ordinary	ADJ
economy-4104	214	15	least	least	ADJ
economy-4104	214	16	square	square	ADJ
economy-4104	214	17	method	method	NOUN
economy-4104	214	18	will	will	AUX
economy-4104	214	19	yield	yield	VERB
economy-4104	214	20	inconsistent	inconsistent	ADJ
economy-4104	214	21	results	result	NOUN
economy-4104	214	22	.	.	PUNCT
economy-4104	215	1	this	this	DET
economy-4104	215	2	test	test	NOUN
economy-4104	215	3	is	be	AUX
economy-4104	215	4	also	also	ADV
economy-4104	215	5	done	do	VERB
economy-4104	215	6	for	for	ADP
economy-4104	215	7	the	the	DET
economy-4104	215	8	interacted	interact	VERB
economy-4104	215	9	variable	variable	NOUN
economy-4104	215	10	for	for	ADP
economy-4104	215	11	the	the	DET
economy-4104	215	12	third	third	ADJ
economy-4104	215	13	objective	objective	NOUN
economy-4104	215	14	.	.	PUNCT
economy-4104	216	1	4	4	X
economy-4104	216	2	.	.	X
economy-4104	216	3	results	result	VERB
economy-4104	216	4	4.1	4.1	NUM
economy-4104	216	5	.	.	PUNCT
economy-4104	217	1	what	what	DET
economy-4104	217	2	difference	difference	NOUN
economy-4104	217	3	does	do	AUX
economy-4104	217	4	schooling	schooling	NOUN
economy-4104	217	5	make	make	VERB
economy-4104	217	6	in	in	ADP
economy-4104	217	7	the	the	DET
economy-4104	217	8	consumption	consumption	NOUN
economy-4104	217	9	expenditure	expenditure	NOUN
economy-4104	217	10	of	of	ADP
economy-4104	217	11	individuals	individual	NOUN
economy-4104	217	12	in	in	ADP
economy-4104	217	13	ghana	ghana	PROPN
economy-4104	217	14	?	?	PUNCT
economy-4104	218	1	table	table	NOUN
economy-4104	218	2	3	3	NUM
economy-4104	218	3	presents	present	VERB
economy-4104	218	4	how	how	SCONJ
economy-4104	218	5	the	the	DET
economy-4104	218	6	consumption	consumption	NOUN
economy-4104	218	7	of	of	ADP
economy-4104	218	8	individuals	individual	NOUN
economy-4104	218	9	with	with	ADP
economy-4104	218	10	education	education	NOUN
economy-4104	218	11	differs	differ	VERB
economy-4104	218	12	from	from	ADP
economy-4104	218	13	those	those	PRON
economy-4104	218	14	without	without	ADP
economy-4104	218	15	any	any	DET
economy-4104	218	16	formal	formal	ADJ
economy-4104	218	17	education	education	NOUN
economy-4104	218	18	.	.	PUNCT
economy-4104	219	1	it	it	PRON
economy-4104	219	2	also	also	ADV
economy-4104	219	3	contains	contain	VERB
economy-4104	219	4	results	result	NOUN
economy-4104	219	5	for	for	ADP
economy-4104	219	6	various	various	ADJ
economy-4104	219	7	tests	test	NOUN
economy-4104	219	8	,	,	PUNCT
economy-4104	219	9	particularly	particularly	ADV
economy-4104	219	10	for	for	ADP
economy-4104	219	11	the	the	DET
economy-4104	219	12	exogeneity	exogeneity	NOUN
economy-4104	219	13	of	of	ADP
economy-4104	219	14	education	education	NOUN
economy-4104	219	15	.	.	PUNCT
economy-4104	220	1	hausman	hausman	PROPN
economy-4104	220	2	’s	’s	PART
economy-4104	220	3	test	test	NOUN
economy-4104	220	4	results	result	NOUN
economy-4104	220	5	imply	imply	VERB
economy-4104	220	6	the	the	DET
economy-4104	220	7	rejection	rejection	NOUN
economy-4104	220	8	of	of	ADP
economy-4104	220	9	the	the	DET
economy-4104	220	10	null	null	ADJ
economy-4104	220	11	hypothesis	hypothesis	NOUN
economy-4104	220	12	which	which	PRON
economy-4104	220	13	suggests	suggest	VERB
economy-4104	220	14	that	that	SCONJ
economy-4104	220	15	the	the	DET
economy-4104	220	16	education	education	NOUN
economy-4104	220	17	of	of	ADP
economy-4104	220	18	the	the	DET
economy-4104	220	19	individual	individual	NOUN
economy-4104	220	20	is	be	AUX
economy-4104	220	21	exogenous	exogenous	ADJ
economy-4104	220	22	.	.	PUNCT
economy-4104	221	1	this	this	PRON
economy-4104	221	2	means	mean	VERB
economy-4104	221	3	education	education	NOUN
economy-4104	221	4	is	be	AUX
economy-4104	221	5	endogenous	endogenous	ADJ
economy-4104	221	6	and	and	CCONJ
economy-4104	221	7	justifies	justify	VERB
economy-4104	221	8	the	the	DET
economy-4104	221	9	use	use	NOUN
economy-4104	221	10	of	of	ADP
economy-4104	221	11	instrumental	instrumental	ADJ
economy-4104	221	12	variable	variable	ADJ
economy-4104	221	13	estimation	estimation	NOUN
economy-4104	221	14	techniques	technique	NOUN
economy-4104	221	15	to	to	PART
economy-4104	221	16	find	find	VERB
economy-4104	221	17	out	out	ADP
economy-4104	221	18	how	how	SCONJ
economy-4104	221	19	the	the	DET
economy-4104	221	20	consumption	consumption	NOUN
economy-4104	221	21	of	of	ADP
economy-4104	221	22	educated	educate	VERB
economy-4104	221	23	individuals	individual	NOUN
economy-4104	221	24	significantly	significantly	ADV
economy-4104	221	25	differs	differ	VERB
economy-4104	221	26	from	from	ADP
economy-4104	221	27	those	those	PRON
economy-4104	221	28	who	who	PRON
economy-4104	221	29	have	have	AUX
economy-4104	221	30	not	not	PART
economy-4104	221	31	had	have	VERB
economy-4104	221	32	any	any	DET
economy-4104	221	33	education	education	NOUN
economy-4104	221	34	.	.	PUNCT
economy-4104	222	1	table	table	NOUN
economy-4104	222	2	3	3	NUM
economy-4104	222	3	.	.	PUNCT
economy-4104	222	4	effect	effect	NOUN
economy-4104	222	5	of	of	ADP
economy-4104	222	6	education	education	NOUN
economy-4104	222	7	on	on	ADP
economy-4104	222	8	consumption	consumption	NOUN
economy-4104	222	9	of	of	ADP
economy-4104	222	10	individuals	individual	NOUN
economy-4104	222	11	in	in	ADP
economy-4104	222	12	ghana	ghana	PROPN
economy-4104	222	13	.	.	PUNCT
economy-4104	223	1	consumption	consumption	NOUN
economy-4104	223	2	expenditure	expenditure	NOUN
economy-4104	223	3	ols	ol	NOUN
economy-4104	223	4	reduced	reduce	VERB
economy-4104	223	5	form	form	NOUN
economy-4104	223	6	iv	iv	NUM
economy-4104	223	7	schooling	school	VERB
economy-4104	223	8	1.37	1.37	NUM
economy-4104	223	9	*	*	NOUN
economy-4104	223	10	*	*	PUNCT
economy-4104	223	11	*	*	PUNCT
economy-4104	223	12	(	(	PUNCT
economy-4104	223	13	0.171	0.171	NUM
economy-4104	223	14	)	)	PUNCT
economy-4104	223	15	1.22	1.22	NUM
economy-4104	223	16	*	*	PUNCT
economy-4104	223	17	*	*	PUNCT
economy-4104	223	18	*	*	PUNCT
economy-4104	223	19	(	(	PUNCT
economy-4104	223	20	0.176	0.176	NUM
economy-4104	223	21	)	)	PUNCT
economy-4104	223	22	33.32	33.32	NUM
economy-4104	223	23	*	*	PUNCT
economy-4104	223	24	*	*	PUNCT
economy-4104	223	25	*	*	PUNCT
economy-4104	223	26	(	(	PUNCT
economy-4104	223	27	5.954	5.954	NUM
economy-4104	223	28	)	)	PUNCT
economy-4104	223	29	income	income	NOUN
economy-4104	223	30	0.009	0.009	NUM
economy-4104	223	31	*	*	PUNCT
economy-4104	223	32	*	*	PUNCT
economy-4104	223	33	*	*	PUNCT
economy-4104	223	34	(	(	PUNCT
economy-4104	223	35	0.004	0.004	NUM
economy-4104	223	36	)	)	PUNCT
economy-4104	223	37	0.011	0.011	NUM
economy-4104	223	38	*	*	PUNCT
economy-4104	223	39	*	*	PUNCT
economy-4104	223	40	*	*	PUNCT
economy-4104	223	41	(	(	PUNCT
economy-4104	223	42	0.0005	0.0005	NUM
economy-4104	223	43	)	)	PUNCT
economy-4104	223	44	0.0102	0.0102	NUM
economy-4104	223	45	*	*	PUNCT
economy-4104	223	46	*	*	PUNCT
economy-4104	223	47	*	*	PUNCT
economy-4104	223	48	(	(	PUNCT
economy-4104	223	49	0.001	0.001	NUM
economy-4104	223	50	)	)	PUNCT
economy-4104	223	51	household	household	NOUN
economy-4104	223	52	size	size	NOUN
economy-4104	223	53	1.46	1.46	NUM
economy-4104	223	54	*	*	PUNCT
economy-4104	223	55	*	*	PUNCT
economy-4104	223	56	*	*	PUNCT
economy-4104	223	57	(	(	PUNCT
economy-4104	223	58	0.028	0.028	NUM
economy-4104	223	59	)	)	PUNCT
economy-4104	223	60	1.52	1.52	NUM
economy-4104	223	61	*	*	PUNCT
economy-4104	223	62	*	*	PUNCT
economy-4104	223	63	*	*	PUNCT
economy-4104	223	64	(	(	PUNCT
economy-4104	223	65	0.029	0.029	NUM
economy-4104	223	66	)	)	PUNCT
economy-4104	223	67	1.47	1.47	NUM
economy-4104	223	68	*	*	PUNCT
economy-4104	223	69	*	*	PUNCT
economy-4104	223	70	*	*	PUNCT
economy-4104	223	71	(	(	PUNCT
economy-4104	223	72	0.055	0.055	NUM
economy-4104	223	73	)	)	PUNCT
economy-4104	223	74	age	age	NOUN
economy-4104	223	75	in	in	ADP
economy-4104	223	76	years	year	NOUN
economy-4104	223	77	0.004	0.004	NUM
economy-4104	223	78	(	(	PUNCT
economy-4104	223	79	0.0046	0.0046	NUM
economy-4104	223	80	)	)	PUNCT
economy-4104	223	81	0.014	0.014	NUM
economy-4104	223	82	*	*	PUNCT
economy-4104	223	83	*	*	PUNCT
economy-4104	223	84	*	*	PUNCT
economy-4104	223	85	(	(	PUNCT
economy-4104	223	86	0.0048	0.0048	NUM
economy-4104	223	87	)	)	PUNCT
economy-4104	223	88	-0.067	-0.067	NOUN
economy-4104	223	89	*	*	PUNCT
economy-4104	223	90	*	*	PUNCT
economy-4104	223	91	*	*	PUNCT
economy-4104	223	92	(	(	PUNCT
economy-4104	223	93	0.015	0.015	NUM
economy-4104	223	94	)	)	PUNCT
economy-4104	223	95	poverty	poverty	NOUN
economy-4104	223	96	status	status	NOUN
economy-4104	223	97	(	(	PUNCT
economy-4104	223	98	poor	poor	ADJ
economy-4104	223	99	)	)	PUNCT
economy-4104	223	100	-9.781	-9.781	PUNCT
economy-4104	224	1	*	*	PUNCT
economy-4104	224	2	*	*	PUNCT
economy-4104	224	3	*	*	PUNCT
economy-4104	224	4	(	(	PUNCT
economy-4104	224	5	0.19	0.19	NUM
economy-4104	224	6	)	)	PUNCT
economy-4104	224	7	-9.349	-9.349	NOUN
economy-4104	225	1	*	*	PUNCT
economy-4104	225	2	*	*	PUNCT
economy-4104	225	3	*	*	PUNCT
economy-4104	225	4	(	(	PUNCT
economy-4104	225	5	0.199	0.199	NUM
economy-4104	225	6	)	)	PUNCT
economy-4104	226	1	-10.21	-10.21	PUNCT
economy-4104	226	2	*	*	PUNCT
economy-4104	226	3	*	*	PUNCT
economy-4104	226	4	*	*	PUNCT
economy-4104	226	5	(	(	PUNCT
economy-4104	226	6	0.387	0.387	NUM
economy-4104	226	7	)	)	PUNCT
economy-4104	226	8	gender	gender	NOUN
economy-4104	226	9	(	(	PUNCT
economy-4104	226	10	female	female	NOUN
economy-4104	226	11	)	)	PUNCT
economy-4104	226	12	-0.972	-0.972	PUNCT
economy-4104	227	1	*	*	PUNCT
economy-4104	227	2	*	*	PUNCT
economy-4104	227	3	*	*	PUNCT
economy-4104	227	4	(	(	PUNCT
economy-4104	227	5	0.162	0.162	NUM
economy-4104	227	6	)	)	PUNCT
economy-4104	227	7	-1.012	-1.012	NOUN
economy-4104	227	8	*	*	PUNCT
economy-4104	227	9	*	*	PUNCT
economy-4104	227	10	*	*	PUNCT
economy-4104	227	11	(	(	PUNCT
economy-4104	227	12	0.165	0.165	NUM
economy-4104	227	13	)	)	PUNCT
economy-4104	227	14	2.164	2.164	NUM
economy-4104	227	15	*	*	PUNCT
economy-4104	227	16	*	*	PUNCT
economy-4104	227	17	*	*	PUNCT
economy-4104	227	18	(	(	PUNCT
economy-4104	227	19	0.659	0.659	NUM
economy-4104	227	20	)	)	PUNCT
economy-4104	227	21	location	location	NOUN
economy-4104	227	22	(	(	PUNCT
economy-4104	227	23	rural	rural	ADJ
economy-4104	227	24	)	)	PUNCT
economy-4104	228	1	-4.107	-4.107	PUNCT
economy-4104	229	1	*	*	PUNCT
economy-4104	229	2	*	*	PUNCT
economy-4104	229	3	*	*	PUNCT
economy-4104	229	4	(	(	PUNCT
economy-4104	229	5	0.159	0.159	NUM
economy-4104	229	6	)	)	PUNCT
economy-4104	229	7	-3.627	-3.627	PUNCT
economy-4104	229	8	*	*	PUNCT
economy-4104	229	9	*	*	PUNCT
economy-4104	229	10	*	*	PUNCT
economy-4104	229	11	(	(	PUNCT
economy-4104	229	12	0.165	0.165	NUM
economy-4104	229	13	)	)	PUNCT
economy-4104	229	14	-1.44	-1.44	NOUN
economy-4104	229	15	*	*	PUNCT
economy-4104	229	16	*	*	PUNCT
economy-4104	229	17	(	(	PUNCT
economy-4104	229	18	0.564	0.564	NUM
economy-4104	229	19	)	)	PUNCT
economy-4104	229	20	intercept	intercept	VERB
economy-4104	229	21	8.326	8.326	NUM
economy-4104	229	22	*	*	NOUN
economy-4104	229	23	*	*	PUNCT
economy-4104	229	24	*	*	PUNCT
economy-4104	229	25	(	(	PUNCT
economy-4104	229	26	0.276	0.276	NUM
economy-4104	229	27	)	)	PUNCT
economy-4104	229	28	6.726	6.726	NUM
economy-4104	229	29	*	*	PUNCT
economy-4104	229	30	*	*	PUNCT
economy-4104	229	31	*	*	PUNCT
economy-4104	229	32	(	(	PUNCT
economy-4104	229	33	0.306	0.306	NOUN
economy-4104	229	34	)	)	PUNCT
economy-4104	229	35	-15.146	-15.146	PROPN
economy-4104	230	1	*	*	PUNCT
economy-4104	230	2	*	*	PUNCT
economy-4104	230	3	*	*	PUNCT
economy-4104	230	4	(	(	PUNCT
economy-4104	230	5	4.371	4.371	NUM
economy-4104	230	6	)	)	PUNCT
economy-4104	230	7	observations	observation	NOUN
economy-4104	230	8	14,009	14,009	NUM
economy-4104	230	9	13,142	13,142	NUM
economy-4104	230	10	13,142	13,142	NUM
economy-4104	230	11	𝑅2	𝑅2	ADP
economy-4104	230	12	0.325	0.325	NUM
economy-4104	230	13	0.332	0.332	NUM
economy-4104	230	14	.	.	PUNCT
economy-4104	231	1	test	test	NOUN
economy-4104	231	2	results	result	NOUN
economy-4104	231	3	hausman	hausman	PROPN
economy-4104	231	4	t	t	PROPN
economy-4104	231	5	-	-	PUNCT
economy-4104	231	6	test	test	NOUN
economy-4104	231	7	on	on	ADP
economy-4104	231	8	exogeneity	exogeneity	NOUN
economy-4104	231	9	n	n	CCONJ
economy-4104	231	10	/	/	SYM
economy-4104	231	11	a	a	DET
economy-4104	231	12	n	n	CCONJ
economy-4104	231	13	/	/	SYM
economy-4104	231	14	a	a	PRON
economy-4104	231	15	(	(	PUNCT
economy-4104	231	16	87.39	87.39	NUM
economy-4104	231	17	)	)	PUNCT
economy-4104	231	18	*	*	PUNCT
economy-4104	232	1	*	*	PUNCT
economy-4104	232	2	*	*	PUNCT
economy-4104	232	3	f	f	X
economy-4104	232	4	-	-	PUNCT
economy-4104	232	5	test	test	NOUN
economy-4104	232	6	statistic	statistic	NOUN
economy-4104	232	7	f	f	PROPN
economy-4104	232	8	(	(	PUNCT
economy-4104	232	9	2	2	NUM
economy-4104	232	10	,	,	PUNCT
economy-4104	232	11	28286	28286	NUM
economy-4104	232	12	)	)	PUNCT
economy-4104	233	1	59.62	59.62	NUM
economy-4104	233	2	*	*	PUNCT
economy-4104	233	3	*	*	PUNCT
economy-4104	233	4	*	*	PUNCT
economy-4104	233	5	f	f	X
economy-4104	233	6	(	(	PUNCT
economy-4104	233	7	9	9	NUM
economy-4104	233	8	,	,	PUNCT
economy-4104	233	9	13132	13132	NUM
economy-4104	233	10	)	)	PUNCT
economy-4104	234	1	727.12	727.12	NUM
economy-4104	234	2	*	*	PUNCT
economy-4104	234	3	*	*	PUNCT
economy-4104	234	4	*	*	PUNCT
economy-4104	234	5	wald	wald	X
economy-4104	234	6	chi	chi	NOUN
economy-4104	234	7	(	(	PUNCT
economy-4104	234	8	7	7	NUM
economy-4104	234	9	)	)	PUNCT
economy-4104	234	10	1825.29	1825.29	NUM
economy-4104	234	11	*	*	PUNCT
economy-4104	234	12	*	*	PUNCT
economy-4104	234	13	*	*	PUNCT
economy-4104	234	14	sargan	sargan	PROPN
economy-4104	234	15	’s	’s	PART
economy-4104	234	16	identification	identification	NOUN
economy-4104	234	17	test	test	NOUN
economy-4104	234	18	n	n	CCONJ
economy-4104	234	19	/	/	SYM
economy-4104	234	20	a	a	DET
economy-4104	234	21	n	n	CCONJ
economy-4104	234	22	/	/	SYM
economy-4104	234	23	a	a	PRON
economy-4104	234	24	(	(	PUNCT
economy-4104	234	25	20.65	20.65	NUM
economy-4104	234	26	)	)	PUNCT
economy-4104	234	27	*	*	PUNCT
economy-4104	234	28	*	*	PUNCT
economy-4104	234	29	*	*	PUNCT
economy-4104	234	30	notes	note	NOUN
economy-4104	234	31	:	:	PUNCT
economy-4104	234	32	robust	robust	ADJ
economy-4104	234	33	std	std	NOUN
economy-4104	234	34	.	.	PUNCT
economy-4104	234	35	errors	error	NOUN
economy-4104	234	36	in	in	ADP
economy-4104	234	37	parenthesis	parenthesis	NOUN
economy-4104	234	38	.	.	PUNCT
economy-4104	235	1	*	*	PUNCT
economy-4104	235	2	*	*	PUNCT
economy-4104	235	3	*	*	PUNCT
economy-4104	235	4	represents	represent	VERB
economy-4104	235	5	5	5	NUM
economy-4104	235	6	percentage	percentage	NOUN
economy-4104	235	7	significance	significance	NOUN
economy-4104	235	8	levels	level	NOUN
economy-4104	235	9	.	.	PUNCT
economy-4104	236	1	results	result	NOUN
economy-4104	236	2	from	from	ADP
economy-4104	236	3	the	the	DET
economy-4104	236	4	ols	ol	NOUN
economy-4104	236	5	and	and	CCONJ
economy-4104	236	6	reduced	reduce	VERB
economy-4104	236	7	form	form	NOUN
economy-4104	236	8	equations	equation	NOUN
economy-4104	236	9	show	show	VERB
economy-4104	236	10	that	that	SCONJ
economy-4104	236	11	the	the	DET
economy-4104	236	12	effect	effect	NOUN
economy-4104	236	13	of	of	ADP
economy-4104	236	14	education	education	NOUN
economy-4104	236	15	on	on	ADP
economy-4104	236	16	the	the	DET
economy-4104	236	17	consumption	consumption	NOUN
economy-4104	236	18	of	of	ADP
economy-4104	236	19	individuals	individual	NOUN
economy-4104	236	20	is	be	AUX
economy-4104	236	21	undercast	undercast	ADJ
economy-4104	236	22	due	due	ADP
economy-4104	236	23	to	to	ADP
economy-4104	236	24	the	the	DET
economy-4104	236	25	presence	presence	NOUN
economy-4104	236	26	of	of	ADP
economy-4104	236	27	endogeneity	endogeneity	NOUN
economy-4104	236	28	.	.	PUNCT
economy-4104	237	1	the	the	DET
economy-4104	237	2	iv	iv	NUM
economy-4104	237	3	results	result	NOUN
economy-4104	237	4	which	which	PRON
economy-4104	237	5	correct	correct	VERB
economy-4104	237	6	for	for	ADP
economy-4104	237	7	the	the	DET
economy-4104	237	8	problem	problem	NOUN
economy-4104	237	9	of	of	ADP
economy-4104	237	10	endogeneity	endogeneity	NOUN
economy-4104	237	11	show	show	VERB
economy-4104	237	12	educated	educate	VERB
economy-4104	237	13	individuals	individual	NOUN
economy-4104	237	14	consume	consume	VERB
economy-4104	237	15	33.32	33.32	NUM
economy-4104	237	16	cedis	cedi	NOUN
economy-4104	237	17	more	more	ADJ
economy-4104	237	18	than	than	ADP
economy-4104	237	19	those	those	PRON
economy-4104	237	20	with	with	ADP
economy-4104	237	21	no	no	DET
economy-4104	237	22	education	education	NOUN
economy-4104	237	23	.	.	PUNCT
economy-4104	238	1	this	this	PRON
economy-4104	238	2	confirms	confirm	VERB
economy-4104	238	3	the	the	DET
economy-4104	238	4	theory	theory	NOUN
economy-4104	238	5	of	of	ADP
economy-4104	238	6	becker	becker	PROPN
economy-4104	238	7	(	(	PUNCT
economy-4104	238	8	1993	1993	NUM
economy-4104	238	9	)	)	PUNCT
economy-4104	238	10	and	and	CCONJ
economy-4104	238	11	empirical	empirical	ADJ
economy-4104	238	12	studies	study	NOUN
economy-4104	238	13	like	like	VERB
economy-4104	238	14	(	(	PUNCT
economy-4104	238	15	tran	tran	NOUN
economy-4104	238	16	et	et	PROPN
economy-4104	238	17	al	al	PROPN
economy-4104	238	18	.	.	PROPN
economy-4104	238	19	,	,	PUNCT
economy-4104	238	20	2020	2020	NUM
economy-4104	238	21	)	)	PUNCT
economy-4104	238	22	which	which	PRON
economy-4104	238	23	asserted	assert	VERB
economy-4104	238	24	the	the	DET
economy-4104	238	25	significance	significance	NOUN
economy-4104	238	26	of	of	ADP
economy-4104	238	27	education	education	NOUN
economy-4104	238	28	in	in	ADP
economy-4104	238	29	enhancing	enhance	VERB
economy-4104	238	30	the	the	DET
economy-4104	238	31	livelihood	livelihood	NOUN
economy-4104	238	32	of	of	ADP
economy-4104	238	33	individuals	individual	NOUN
economy-4104	238	34	through	through	ADP
economy-4104	238	35	an	an	DET
economy-4104	238	36	expansion	expansion	NOUN
economy-4104	238	37	in	in	ADP
economy-4104	238	38	their	their	PRON
economy-4104	238	39	consumption	consumption	NOUN
economy-4104	238	40	.	.	PUNCT
economy-4104	239	1	indeed	indeed	ADV
economy-4104	239	2	,	,	PUNCT
economy-4104	239	3	estimating	estimate	VERB
economy-4104	239	4	the	the	DET
economy-4104	239	5	effect	effect	NOUN
economy-4104	239	6	of	of	ADP
economy-4104	239	7	education	education	NOUN
economy-4104	239	8	in	in	ADP
economy-4104	239	9	the	the	DET
economy-4104	239	10	presence	presence	NOUN
economy-4104	239	11	of	of	ADP
economy-4104	239	12	endogeneity	endogeneity	NOUN
economy-4104	239	13	leads	lead	VERB
economy-4104	239	14	to	to	PART
economy-4104	239	15	bias	bias	VERB
economy-4104	239	16	as	as	SCONJ
economy-4104	239	17	the	the	DET
economy-4104	239	18	effect	effect	NOUN
economy-4104	239	19	was	be	AUX
economy-4104	239	20	undercast	undercast	VERB
economy-4104	239	21	by	by	ADP
economy-4104	239	22	about	about	ADV
economy-4104	239	23	32	32	NUM
economy-4104	239	24	cedis	cedi	NOUN
economy-4104	239	25	.	.	PUNCT
economy-4104	240	1	results	result	NOUN
economy-4104	240	2	from	from	ADP
economy-4104	240	3	table	table	NOUN
economy-4104	240	4	3	3	NUM
economy-4104	240	5	also	also	ADV
economy-4104	240	6	show	show	VERB
economy-4104	240	7	that	that	SCONJ
economy-4104	240	8	income	income	NOUN
economy-4104	240	9	significantly	significantly	ADV
economy-4104	240	10	influences	influence	VERB
economy-4104	240	11	the	the	DET
economy-4104	240	12	consumption	consumption	NOUN
economy-4104	240	13	of	of	ADP
economy-4104	240	14	individuals	individual	NOUN
economy-4104	240	15	in	in	ADP
economy-4104	240	16	ghana	ghana	PROPN
economy-4104	240	17	.	.	PUNCT
economy-4104	241	1	a	a	DET
economy-4104	241	2	one	one	NUM
economy-4104	241	3	cedi	cedi	NOUN
economy-4104	241	4	rise	rise	NOUN
economy-4104	241	5	in	in	ADP
economy-4104	241	6	the	the	DET
economy-4104	241	7	individual	individual	NOUN
economy-4104	241	8	’s	’s	PART
economy-4104	241	9	income	income	NOUN
economy-4104	241	10	increases	increase	VERB
economy-4104	241	11	the	the	DET
economy-4104	241	12	consumption	consumption	NOUN
economy-4104	241	13	of	of	ADP
economy-4104	241	14	the	the	DET
economy-4104	241	15	individual	individual	NOUN
economy-4104	241	16	by	by	ADP
economy-4104	241	17	less	less	ADJ
economy-4104	241	18	than	than	ADP
economy-4104	241	19	one	one	NUM
economy-4104	241	20	cedi	cedi	NOUN
economy-4104	241	21	.	.	PUNCT
economy-4104	242	1	this	this	DET
economy-4104	242	2	finding	finding	NOUN
economy-4104	242	3	confirms	confirm	VERB
economy-4104	242	4	the	the	DET
economy-4104	242	5	fundamental	fundamental	ADJ
economy-4104	242	6	psychological	psychological	ADJ
economy-4104	242	7	law	law	NOUN
economy-4104	242	8	that	that	PRON
economy-4104	242	9	states	state	VERB
economy-4104	242	10	that	that	SCONJ
economy-4104	242	11	a	a	DET
economy-4104	242	12	change	change	NOUN
economy-4104	242	13	in	in	ADP
economy-4104	242	14	income	income	NOUN
economy-4104	242	15	increases	increase	VERB
economy-4104	242	16	consumption	consumption	NOUN
economy-4104	242	17	but	but	CCONJ
economy-4104	242	18	not	not	PART
economy-4104	242	19	as	as	ADV
economy-4104	242	20	much	much	ADV
economy-4104	242	21	as	as	ADP
economy-4104	242	22	the	the	DET
economy-4104	242	23	change	change	NOUN
economy-4104	242	24	in	in	ADP
economy-4104	242	25	income	income	NOUN
economy-4104	242	26	.	.	PUNCT
economy-4104	243	1	this	this	PRON
economy-4104	243	2	implies	imply	VERB
economy-4104	243	3	consumption	consumption	NOUN
economy-4104	243	4	of	of	ADP
economy-4104	243	5	individuals	individual	NOUN
economy-4104	243	6	is	be	AUX
economy-4104	243	7	less	less	ADV
economy-4104	243	8	sensitive	sensitive	ADJ
economy-4104	243	9	to	to	ADP
economy-4104	243	10	changes	change	NOUN
economy-4104	243	11	in	in	ADP
economy-4104	243	12	their	their	PRON
economy-4104	243	13	income	income	NOUN
economy-4104	243	14	(	(	PUNCT
economy-4104	243	15	sloman	sloman	NOUN
economy-4104	243	16	&	&	CCONJ
economy-4104	243	17	wride	wride	NOUN
economy-4104	243	18	,	,	PUNCT
economy-4104	243	19	2009	2009	NUM
economy-4104	243	20	)	)	PUNCT
economy-4104	243	21	.	.	PUNCT
economy-4104	244	1	again	again	ADV
economy-4104	244	2	,	,	PUNCT
economy-4104	244	3	an	an	DET
economy-4104	244	4	additional	additional	ADJ
economy-4104	244	5	increase	increase	NOUN
economy-4104	244	6	in	in	ADP
economy-4104	244	7	the	the	DET
economy-4104	244	8	size	size	NOUN
economy-4104	244	9	of	of	ADP
economy-4104	244	10	an	an	DET
economy-4104	244	11	individual	individual	NOUN
economy-4104	244	12	’s	’s	PART
economy-4104	244	13	household	household	NOUN
economy-4104	244	14	increases	increase	VERB
economy-4104	244	15	his	his	PRON
economy-4104	244	16	/	/	SYM
economy-4104	244	17	her	her	PRON
economy-4104	244	18	consumption	consumption	NOUN
economy-4104	244	19	by	by	ADP
economy-4104	244	20	1.47	1.47	NUM
economy-4104	244	21	cedis	cedi	NOUN
economy-4104	244	22	.	.	PUNCT
economy-4104	245	1	age	age	NOUN
economy-4104	245	2	of	of	ADP
economy-4104	245	3	the	the	DET
economy-4104	245	4	individual	individual	NOUN
economy-4104	245	5	was	be	AUX
economy-4104	245	6	found	find	VERB
economy-4104	245	7	to	to	PART
economy-4104	245	8	significantly	significantly	ADV
economy-4104	245	9	reduce	reduce	VERB
economy-4104	245	10	the	the	DET
economy-4104	245	11	consumption	consumption	NOUN
economy-4104	245	12	of	of	ADP
economy-4104	245	13	the	the	DET
economy-4104	245	14	individual	individual	ADJ
economy-4104	245	15	whiles	while	NOUN
economy-4104	245	16	poor	poor	ADJ
economy-4104	245	17	individuals	individual	NOUN
economy-4104	245	18	experience	experience	VERB
economy-4104	245	19	a	a	DET
economy-4104	245	20	fall	fall	NOUN
economy-4104	245	21	of	of	ADP
economy-4104	245	22	10.21	10.21	NUM
economy-4104	245	23	cedis	cedi	NOUN
economy-4104	245	24	in	in	ADP
economy-4104	245	25	their	their	PRON
economy-4104	245	26	consumption	consumption	NOUN
economy-4104	245	27	relative	relative	ADJ
economy-4104	245	28	to	to	ADP
economy-4104	245	29	those	those	PRON
economy-4104	245	30	who	who	PRON
economy-4104	245	31	are	be	AUX
economy-4104	245	32	better	well	ADJ
economy-4104	245	33	-	-	PUNCT
economy-4104	245	34	off	off	NOUN
economy-4104	245	35	.	.	PUNCT
economy-4104	246	1	females	female	NOUN
economy-4104	246	2	were	be	AUX
economy-4104	246	3	found	find	VERB
economy-4104	246	4	to	to	PART
economy-4104	246	5	consume	consume	VERB
economy-4104	246	6	2.164	2.164	NUM
economy-4104	246	7	cedis	cedi	NOUN
economy-4104	246	8	more	more	ADJ
economy-4104	246	9	than	than	ADP
economy-4104	246	10	their	their	PRON
economy-4104	246	11	male	male	ADJ
economy-4104	246	12	counterparts	counterpart	NOUN
economy-4104	246	13	while	while	SCONJ
economy-4104	246	14	individuals	individual	NOUN
economy-4104	246	15	that	that	PRON
economy-4104	246	16	reside	reside	VERB
economy-4104	246	17	in	in	ADP
economy-4104	246	18	rural	rural	ADJ
economy-4104	246	19	areas	area	NOUN
economy-4104	246	20	consume	consume	VERB
economy-4104	246	21	1.44	1.44	NUM
economy-4104	246	22	cedis	cedi	NOUN
economy-4104	246	23	less	less	ADJ
economy-4104	246	24	than	than	ADP
economy-4104	246	25	their	their	PRON
economy-4104	246	26	counterparts	counterpart	NOUN
economy-4104	246	27	in	in	ADP
economy-4104	246	28	the	the	DET
economy-4104	246	29	urban	urban	ADJ
economy-4104	246	30	areas	area	NOUN
economy-4104	246	31	,	,	PUNCT
economy-4104	246	32	holding	hold	VERB
economy-4104	246	33	all	all	DET
economy-4104	246	34	other	other	ADJ
economy-4104	246	35	factors	factor	NOUN
economy-4104	246	36	constant	constant	ADJ
economy-4104	246	37	.	.	PUNCT
economy-4104	247	1	4.2	4.2	NUM
economy-4104	247	2	.	.	PUNCT
economy-4104	247	3	effect	effect	NOUN
economy-4104	247	4	of	of	ADP
economy-4104	247	5	schooling	school	VERB
economy-4104	247	6	on	on	ADP
economy-4104	247	7	the	the	DET
economy-4104	247	8	consumption	consumption	NOUN
economy-4104	247	9	expenditure	expenditure	NOUN
economy-4104	247	10	of	of	ADP
economy-4104	247	11	poor	poor	ADJ
economy-4104	247	12	individuals	individual	NOUN
economy-4104	247	13	in	in	ADP
economy-4104	247	14	ghana	ghana	PROPN
economy-4104	247	15	it	it	PRON
economy-4104	247	16	is	be	AUX
economy-4104	247	17	hard	hard	ADJ
economy-4104	247	18	to	to	PART
economy-4104	247	19	talk	talk	VERB
economy-4104	247	20	about	about	ADP
economy-4104	247	21	livelihood	livelihood	NOUN
economy-4104	247	22	,	,	PUNCT
economy-4104	247	23	especially	especially	ADV
economy-4104	247	24	in	in	ADP
economy-4104	247	25	developing	develop	VERB
economy-4104	247	26	countries	country	NOUN
economy-4104	247	27	like	like	ADP
economy-4104	247	28	ghana	ghana	PROPN
economy-4104	247	29	without	without	ADP
economy-4104	247	30	mentioning	mention	VERB
economy-4104	247	31	poverty	poverty	NOUN
economy-4104	247	32	.	.	PUNCT
economy-4104	248	1	the	the	DET
economy-4104	248	2	poverty	poverty	NOUN
economy-4104	248	3	rate	rate	NOUN
economy-4104	248	4	of	of	ADP
economy-4104	248	5	ghana	ghana	PROPN
economy-4104	248	6	as	as	ADP
economy-4104	248	7	of	of	ADP
economy-4104	248	8	2016	2016	NUM
economy-4104	248	9	was	be	AUX
economy-4104	248	10	56.30	56.30	NUM
economy-4104	248	11	%	%	NOUN
economy-4104	248	12	which	which	PRON
economy-4104	248	13	is	be	AUX
economy-4104	248	14	significant	significant	ADJ
economy-4104	248	15	,	,	PUNCT
economy-4104	248	16	especially	especially	ADV
economy-4104	248	17	in	in	ADP
economy-4104	248	18	influencing	influence	VERB
economy-4104	248	19	the	the	DET
economy-4104	248	20	consumption	consumption	NOUN
economy-4104	248	21	expenditure	expenditure	NOUN
economy-4104	248	22	of	of	ADP
economy-4104	248	23	individuals	individual	NOUN
economy-4104	248	24	(	(	PUNCT
economy-4104	248	25	gss	gss	PROPN
economy-4104	248	26	,	,	PUNCT
economy-4104	248	27	2017	2017	NUM
economy-4104	248	28	)	)	PUNCT
economy-4104	248	29	.	.	PUNCT
economy-4104	249	1	the	the	DET
economy-4104	249	2	focus	focus	NOUN
economy-4104	249	3	of	of	ADP
economy-4104	249	4	this	this	DET
economy-4104	249	5	section	section	NOUN
economy-4104	249	6	is	be	AUX
economy-4104	249	7	to	to	PART
economy-4104	249	8	find	find	VERB
economy-4104	249	9	out	out	ADP
economy-4104	249	10	how	how	SCONJ
economy-4104	249	11	poverty	poverty	NOUN
economy-4104	249	12	influences	influence	VERB
economy-4104	249	13	the	the	DET
economy-4104	249	14	consumption	consumption	NOUN
economy-4104	249	15	expenditure	expenditure	NOUN
economy-4104	249	16	of	of	ADP
economy-4104	249	17	educated	educate	VERB
economy-4104	249	18	individuals	individual	NOUN
economy-4104	249	19	in	in	ADP
economy-4104	249	20	ghana	ghana	PROPN
economy-4104	249	21	.	.	PUNCT
economy-4104	250	1	alternatively	alternatively	ADV
economy-4104	250	2	,	,	PUNCT
economy-4104	250	3	how	how	SCONJ
economy-4104	250	4	will	will	AUX
economy-4104	250	5	education	education	VERB
economy-4104	250	6	influence	influence	VERB
economy-4104	250	7	the	the	DET
economy-4104	250	8	consumption	consumption	NOUN
economy-4104	250	9	expenditure	expenditure	NOUN
economy-4104	250	10	of	of	ADP
economy-4104	250	11	poor	poor	ADJ
economy-4104	250	12	individuals	individual	NOUN
economy-4104	250	13	?	?	PUNCT
economy-4104	251	1	because	because	SCONJ
economy-4104	251	2	education	education	NOUN
economy-4104	251	3	was	be	AUX
economy-4104	251	4	endogenous	endogenous	ADJ
economy-4104	251	5	,	,	PUNCT
economy-4104	251	6	interacting	interact	VERB
economy-4104	251	7	it	it	PRON
economy-4104	251	8	with	with	ADP
economy-4104	251	9	the	the	DET
economy-4104	251	10	poverty	poverty	NOUN
economy-4104	251	11	status	status	NOUN
economy-4104	251	12	of	of	ADP
economy-4104	251	13	individuals	individual	NOUN
economy-4104	251	14	makes	make	VERB
economy-4104	251	15	the	the	DET
economy-4104	251	16	interacted	interact	VERB
economy-4104	251	17	variable	variable	NOUN
economy-4104	251	18	also	also	ADV
economy-4104	251	19	endogenous	endogenous	VERB
economy-4104	251	20	.	.	PUNCT
economy-4104	252	1	hausman	hausman	PROPN
economy-4104	252	2	’s	’s	PART
economy-4104	252	3	test	test	NOUN
economy-4104	252	4	for	for	ADP
economy-4104	252	5	endogeneity	endogeneity	NOUN
economy-4104	252	6	of	of	ADP
economy-4104	252	7	the	the	DET
economy-4104	252	8	interacted	interact	VERB
economy-4104	252	9	variable	variable	NOUN
economy-4104	252	10	presented	present	VERB
economy-4104	252	11	in	in	ADP
economy-4104	252	12	table	table	NOUN
economy-4104	252	13	4	4	NUM
economy-4104	252	14	confirmed	confirm	VERB
economy-4104	252	15	the	the	DET
economy-4104	252	16	presence	presence	NOUN
economy-4104	252	17	of	of	ADP
economy-4104	252	18	endogeneity	endogeneity	NOUN
economy-4104	252	19	and	and	CCONJ
economy-4104	252	20	justifies	justify	VERB
economy-4104	252	21	the	the	DET
economy-4104	252	22	need	need	NOUN
economy-4104	252	23	to	to	PART
economy-4104	252	24	employ	employ	VERB
economy-4104	252	25	instrumental	instrumental	ADJ
economy-4104	252	26	variable	variable	ADJ
economy-4104	252	27	estimation	estimation	NOUN
economy-4104	252	28	to	to	PART
economy-4104	252	29	estimate	estimate	VERB
economy-4104	252	30	the	the	DET
economy-4104	252	31	effect	effect	NOUN
economy-4104	252	32	of	of	ADP
economy-4104	252	33	education	education	NOUN
economy-4104	252	34	on	on	ADP
economy-4104	252	35	poor	poor	ADJ
economy-4104	252	36	individuals	individual	NOUN
economy-4104	252	37	.	.	PUNCT
economy-4104	253	1	table	table	NOUN
economy-4104	253	2	4	4	NUM
economy-4104	253	3	indicates	indicate	VERB
economy-4104	253	4	that	that	SCONJ
economy-4104	253	5	poverty	poverty	NOUN
economy-4104	253	6	hurts	hurt	VERB
economy-4104	253	7	the	the	DET
economy-4104	253	8	consumption	consumption	NOUN
economy-4104	253	9	of	of	ADP
economy-4104	253	10	individuals	individual	NOUN
economy-4104	253	11	even	even	ADV
economy-4104	253	12	if	if	SCONJ
economy-4104	253	13	they	they	PRON
economy-4104	253	14	are	be	AUX
economy-4104	253	15	educated	educate	VERB
economy-4104	253	16	.	.	PUNCT
economy-4104	254	1	educated	educate	VERB
economy-4104	254	2	individuals	individual	NOUN
economy-4104	254	3	who	who	PRON
economy-4104	254	4	are	be	AUX
economy-4104	254	5	poor	poor	ADJ
economy-4104	254	6	consume	consume	VERB
economy-4104	254	7	39.65	39.65	NUM
economy-4104	254	8	cedis	cedi	NOUN
economy-4104	254	9	less	less	ADJ
economy-4104	254	10	than	than	ADP
economy-4104	254	11	educated	educate	VERB
economy-4104	254	12	individuals	individual	NOUN
economy-4104	254	13	who	who	PRON
economy-4104	254	14	are	be	AUX
economy-4104	254	15	non	non	ADJ
economy-4104	254	16	-	-	ADJ
economy-4104	254	17	poor	poor	ADJ
economy-4104	254	18	.	.	PUNCT
economy-4104	255	1	this	this	DET
economy-4104	255	2	negative	negative	ADJ
economy-4104	255	3	effect	effect	NOUN
economy-4104	255	4	substantiates	substantiate	VERB
economy-4104	255	5	the	the	DET
economy-4104	255	6	severity	severity	NOUN
economy-4104	255	7	of	of	ADP
economy-4104	255	8	poverty	poverty	NOUN
economy-4104	255	9	in	in	ADP
economy-4104	255	10	ghana	ghana	PROPN
economy-4104	255	11	and	and	CCONJ
economy-4104	255	12	the	the	DET
economy-4104	255	13	damage	damage	NOUN
economy-4104	255	14	it	it	PRON
economy-4104	255	15	does	do	VERB
economy-4104	255	16	to	to	ADP
economy-4104	255	17	the	the	DET
economy-4104	255	18	livelihood	livelihood	NOUN
economy-4104	255	19	of	of	ADP
economy-4104	255	20	individuals	individual	NOUN
economy-4104	255	21	even	even	ADV
economy-4104	255	22	if	if	SCONJ
economy-4104	255	23	they	they	PRON
economy-4104	255	24	have	have	AUX
economy-4104	255	25	attained	attain	VERB
economy-4104	255	26	some	some	DET
economy-4104	255	27	level	level	NOUN
economy-4104	255	28	of	of	ADP
economy-4104	255	29	schooling	schooling	NOUN
economy-4104	255	30	(	(	PUNCT
economy-4104	255	31	world	world	PROPN
economy-4104	255	32	bank	bank	PROPN
economy-4104	255	33	,	,	PUNCT
economy-4104	255	34	2019	2019	NUM
economy-4104	255	35	)	)	PUNCT
economy-4104	255	36	.	.	PUNCT
economy-4104	256	1	economy	economy	NOUN
economy-4104	256	2	,	,	PUNCT
economy-4104	256	3	2022	2022	NUM
economy-4104	256	4	,	,	PUNCT
economy-4104	256	5	9(1	9(1	NUM
economy-4104	256	6	):	):	PUNCT
economy-4104	256	7	9	9	NUM
economy-4104	256	8	-	-	SYM
economy-4104	256	9	17	17	NUM
economy-4104	256	10	15	15	NUM
economy-4104	256	11	©	©	PROPN
economy-4104	256	12	2022	2022	NUM
economy-4104	256	13	by	by	ADP
economy-4104	256	14	the	the	DET
economy-4104	256	15	authors	author	NOUN
economy-4104	256	16	;	;	PUNCT
economy-4104	256	17	licensee	licensee	PROPN
economy-4104	256	18	asian	asian	ADJ
economy-4104	256	19	online	online	PROPN
economy-4104	256	20	journal	journal	PROPN
economy-4104	256	21	publishing	publishing	NOUN
economy-4104	256	22	group	group	NOUN
economy-4104	256	23	table	table	NOUN
economy-4104	256	24	4	4	NUM
economy-4104	256	25	.	.	PUNCT
economy-4104	256	26	effect	effect	NOUN
economy-4104	256	27	of	of	ADP
economy-4104	256	28	education	education	NOUN
economy-4104	256	29	on	on	ADP
economy-4104	256	30	the	the	DET
economy-4104	256	31	consumption	consumption	NOUN
economy-4104	256	32	expenditure	expenditure	NOUN
economy-4104	256	33	of	of	ADP
economy-4104	256	34	poor	poor	ADJ
economy-4104	256	35	individuals	individual	NOUN
economy-4104	256	36	in	in	ADP
economy-4104	256	37	ghana	ghana	PROPN
economy-4104	256	38	.	.	PUNCT
economy-4104	257	1	consumption	consumption	NOUN
economy-4104	257	2	expenditure	expenditure	NOUN
economy-4104	257	3	ols	ol	NOUN
economy-4104	257	4	reduced	reduce	VERB
economy-4104	257	5	form	form	NOUN
economy-4104	257	6	iv	iv	NUM
economy-4104	257	7	schooling	school	VERB
economy-4104	257	8	2.132	2.132	NUM
economy-4104	257	9	*	*	PUNCT
economy-4104	257	10	*	*	PUNCT
economy-4104	257	11	*	*	PUNCT
economy-4104	257	12	(	(	PUNCT
economy-4104	257	13	0.198	0.198	NUM
economy-4104	257	14	)	)	PUNCT
economy-4104	257	15	1.89	1.89	NUM
economy-4104	257	16	*	*	PUNCT
economy-4104	257	17	*	*	PUNCT
economy-4104	257	18	*	*	PUNCT
economy-4104	257	19	(	(	PUNCT
economy-4104	257	20	0.202	0.202	NUM
economy-4104	257	21	)	)	PUNCT
economy-4104	257	22	38.92	38.92	NUM
economy-4104	257	23	*	*	PUNCT
economy-4104	258	1	*	*	PUNCT
economy-4104	259	1	*	*	PUNCT
economy-4104	260	1	(	(	PUNCT
economy-4104	260	2	6.16	6.16	NUM
economy-4104	260	3	)	)	PUNCT
economy-4104	260	4	schooling*poverty	schooling*poverty	PRON
economy-4104	261	1	-2.938	-2.938	NOUN
economy-4104	261	2	*	*	PUNCT
economy-4104	261	3	*	*	PUNCT
economy-4104	261	4	*	*	PUNCT
economy-4104	261	5	(	(	PUNCT
economy-4104	261	6	0.388	0.388	NUM
economy-4104	261	7	)	)	PUNCT
economy-4104	261	8	-2.822	-2.822	NOUN
economy-4104	262	1	*	*	PUNCT
economy-4104	262	2	*	*	PUNCT
economy-4104	262	3	*	*	PUNCT
economy-4104	262	4	(	(	PUNCT
economy-4104	262	5	0.441	0.441	NUM
economy-4104	262	6	)	)	PUNCT
economy-4104	262	7	-39.65	-39.65	PUNCT
economy-4104	263	1	*	*	PUNCT
economy-4104	263	2	*	*	PUNCT
economy-4104	263	3	*	*	PUNCT
economy-4104	263	4	(	(	PUNCT
economy-4104	263	5	6.155	6.155	NUM
economy-4104	263	6	)	)	PUNCT
economy-4104	263	7	income	income	NOUN
economy-4104	263	8	0.0091	0.0091	NUM
economy-4104	263	9	*	*	PUNCT
economy-4104	264	1	*	*	PUNCT
economy-4104	264	2	*	*	PUNCT
economy-4104	264	3	(	(	PUNCT
economy-4104	264	4	0.004	0.004	NUM
economy-4104	264	5	)	)	PUNCT
economy-4104	264	6	0.011	0.011	NUM
economy-4104	264	7	*	*	PUNCT
economy-4104	264	8	*	*	PUNCT
economy-4104	264	9	*	*	PUNCT
economy-4104	264	10	(	(	PUNCT
economy-4104	264	11	0.0012	0.0012	NUM
economy-4104	264	12	)	)	PUNCT
economy-4104	264	13	0.0098	0.0098	NUM
economy-4104	264	14	*	*	PUNCT
economy-4104	264	15	*	*	PUNCT
economy-4104	264	16	*	*	PUNCT
economy-4104	264	17	(	(	PUNCT
economy-4104	264	18	0.001	0.001	NUM
economy-4104	264	19	)	)	PUNCT
economy-4104	264	20	household	household	NOUN
economy-4104	264	21	size	size	NOUN
economy-4104	264	22	1.46	1.46	NUM
economy-4104	264	23	*	*	PUNCT
economy-4104	264	24	*	*	PUNCT
economy-4104	264	25	*	*	PUNCT
economy-4104	264	26	(	(	PUNCT
economy-4104	264	27	0.028	0.028	NUM
economy-4104	264	28	)	)	PUNCT
economy-4104	264	29	1.52	1.52	NUM
economy-4104	264	30	*	*	PUNCT
economy-4104	264	31	*	*	PUNCT
economy-4104	264	32	*	*	PUNCT
economy-4104	264	33	(	(	PUNCT
economy-4104	264	34	0.029	0.029	NUM
economy-4104	264	35	)	)	PUNCT
economy-4104	264	36	1.57	1.57	NUM
economy-4104	264	37	*	*	PUNCT
economy-4104	264	38	*	*	PUNCT
economy-4104	264	39	*	*	PUNCT
economy-4104	264	40	(	(	PUNCT
economy-4104	264	41	0.056	0.056	NUM
economy-4104	264	42	)	)	PUNCT
economy-4104	264	43	age	age	NOUN
economy-4104	264	44	in	in	ADP
economy-4104	264	45	years	year	NOUN
economy-4104	264	46	0.0063	0.0063	NUM
economy-4104	264	47	(	(	PUNCT
economy-4104	264	48	0.0046	0.0046	NUM
economy-4104	264	49	)	)	PUNCT
economy-4104	264	50	0.016	0.016	NUM
economy-4104	264	51	*	*	PUNCT
economy-4104	264	52	*	*	PUNCT
economy-4104	264	53	*	*	PUNCT
economy-4104	264	54	(	(	PUNCT
economy-4104	264	55	0.0048	0.0048	NUM
economy-4104	264	56	)	)	PUNCT
economy-4104	264	57	-0.028	-0.028	NOUN
economy-4104	265	1	*	*	PUNCT
economy-4104	265	2	*	*	PUNCT
economy-4104	265	3	*	*	PUNCT
economy-4104	265	4	(	(	PUNCT
economy-4104	265	5	0.010	0.010	NUM
economy-4104	265	6	)	)	PUNCT
economy-4104	265	7	poverty	poverty	NOUN
economy-4104	265	8	status	status	NOUN
economy-4104	265	9	(	(	PUNCT
economy-4104	265	10	poor	poor	ADJ
economy-4104	265	11	)	)	PUNCT
economy-4104	265	12	-7.596	-7.596	PUNCT
economy-4104	265	13	*	*	PUNCT
economy-4104	265	14	*	*	PUNCT
economy-4104	265	15	*	*	PUNCT
economy-4104	265	16	(	(	PUNCT
economy-4104	265	17	0.346	0.346	NUM
economy-4104	265	18	)	)	PUNCT
economy-4104	265	19	-7.24	-7.24	NOUN
economy-4104	265	20	*	*	PUNCT
economy-4104	265	21	*	*	PUNCT
economy-4104	265	22	*	*	PUNCT
economy-4104	265	23	(	(	PUNCT
economy-4104	265	24	0.366	0.366	NUM
economy-4104	265	25	)	)	PUNCT
economy-4104	265	26	-19.54	-19.54	PROPN
economy-4104	266	1	*	*	PUNCT
economy-4104	266	2	*	*	PUNCT
economy-4104	266	3	*	*	PUNCT
economy-4104	266	4	(	(	PUNCT
economy-4104	266	5	4.537	4.537	NUM
economy-4104	266	6	)	)	PUNCT
economy-4104	266	7	gender	gender	NOUN
economy-4104	266	8	(	(	PUNCT
economy-4104	266	9	female	female	NOUN
economy-4104	266	10	)	)	PUNCT
economy-4104	266	11	-0.921	-0.921	X
economy-4104	266	12	*	*	PUNCT
economy-4104	266	13	*	*	PUNCT
economy-4104	266	14	*	*	PUNCT
economy-4104	266	15	(	(	PUNCT
economy-4104	266	16	0.162	0.162	NUM
economy-4104	266	17	)	)	PUNCT
economy-4104	266	18	-0.964	-0.964	PUNCT
economy-4104	267	1	*	*	PUNCT
economy-4104	267	2	*	*	PUNCT
economy-4104	267	3	*	*	PUNCT
economy-4104	267	4	(	(	PUNCT
economy-4104	267	5	0.165	0.165	NUM
economy-4104	267	6	)	)	PUNCT
economy-4104	267	7	2.45	2.45	NUM
economy-4104	267	8	*	*	PUNCT
economy-4104	267	9	*	*	PUNCT
economy-4104	267	10	*	*	PUNCT
economy-4104	267	11	(	(	PUNCT
economy-4104	267	12	0.642	0.642	NUM
economy-4104	267	13	)	)	PUNCT
economy-4104	267	14	location	location	NOUN
economy-4104	267	15	(	(	PUNCT
economy-4104	267	16	rural	rural	ADJ
economy-4104	267	17	)	)	PUNCT
economy-4104	267	18	-4.05	-4.05	NOUN
economy-4104	267	19	*	*	NOUN
economy-4104	267	20	*	*	PUNCT
economy-4104	267	21	(	(	PUNCT
economy-4104	267	22	0.159	0.159	NUM
economy-4104	267	23	)	)	PUNCT
economy-4104	267	24	-3.587	-3.587	PROPN
economy-4104	268	1	*	*	PUNCT
economy-4104	268	2	*	*	PUNCT
economy-4104	268	3	*	*	PUNCT
economy-4104	268	4	(	(	PUNCT
economy-4104	268	5	0.165	0.165	NUM
economy-4104	268	6	)	)	PUNCT
economy-4104	268	7	-1.095	-1.095	NOUN
economy-4104	269	1	*	*	PUNCT
economy-4104	269	2	*	*	PUNCT
economy-4104	269	3	(	(	PUNCT
economy-4104	269	4	0.565	0.565	NUM
economy-4104	269	5	)	)	PUNCT
economy-4104	269	6	intercept	intercept	VERB
economy-4104	269	7	7.575	7.575	NUM
economy-4104	269	8	*	*	PUNCT
economy-4104	269	9	*	*	PUNCT
economy-4104	269	10	*	*	PUNCT
economy-4104	269	11	(	(	PUNCT
economy-4104	269	12	0.293	0.293	NUM
economy-4104	269	13	)	)	PUNCT
economy-4104	269	14	6.081	6.081	NUM
economy-4104	269	15	*	*	PUNCT
economy-4104	270	1	*	*	PUNCT
economy-4104	270	2	*	*	PUNCT
economy-4104	270	3	(	(	PUNCT
economy-4104	270	4	0.320	0.320	NUM
economy-4104	270	5	)	)	PUNCT
economy-4104	270	6	-21.79	-21.79	PROPN
economy-4104	270	7	*	*	NOUN
economy-4104	270	8	*	*	PUNCT
economy-4104	270	9	*	*	PUNCT
economy-4104	270	10	(	(	PUNCT
economy-4104	270	11	4.912	4.912	NUM
economy-4104	270	12	)	)	PUNCT
economy-4104	270	13	observations	observation	NOUN
economy-4104	270	14	14,009	14,009	NUM
economy-4104	270	15	13,142	13,142	NUM
economy-4104	270	16	13,142	13,142	NUM
economy-4104	270	17	𝑅2	𝑅2	NOUN
economy-4104	270	18	0.328	0.328	NUM
economy-4104	270	19	0.335	0.335	NUM
economy-4104	270	20	.	.	PUNCT
economy-4104	271	1	test	test	NOUN
economy-4104	271	2	results	result	NOUN
economy-4104	271	3	hausman	hausman	PROPN
economy-4104	271	4	t	t	PROPN
economy-4104	271	5	-	-	PUNCT
economy-4104	271	6	test	test	NOUN
economy-4104	271	7	on	on	ADP
economy-4104	271	8	exogeneity	exogeneity	NOUN
economy-4104	271	9	n	n	CCONJ
economy-4104	271	10	/	/	SYM
economy-4104	271	11	a	a	DET
economy-4104	271	12	n	n	CCONJ
economy-4104	271	13	/	/	SYM
economy-4104	271	14	a	a	PRON
economy-4104	271	15	(	(	PUNCT
economy-4104	271	16	119.86	119.86	NUM
economy-4104	271	17	)	)	PUNCT
economy-4104	272	1	*	*	PUNCT
economy-4104	273	1	*	*	PUNCT
economy-4104	273	2	*	*	PUNCT
economy-4104	273	3	f	f	X
economy-4104	273	4	-	-	PUNCT
economy-4104	273	5	test	test	NOUN
economy-4104	273	6	statistic	statistic	NOUN
economy-4104	273	7	/	/	SYM
economy-4104	273	8	wald	wald	X
economy-4104	273	9	chi2	chi2	PROPN
economy-4104	273	10	f	f	PROPN
economy-4104	273	11	(	(	PUNCT
economy-4104	273	12	8	8	NUM
economy-4104	273	13	,	,	PUNCT
economy-4104	273	14	14000	14000	NUM
economy-4104	273	15	)	)	PUNCT
economy-4104	273	16	852.6	852.6	NUM
economy-4104	273	17	*	*	PUNCT
economy-4104	273	18	*	*	PUNCT
economy-4104	273	19	*	*	PUNCT
economy-4104	273	20	f	f	X
economy-4104	273	21	(	(	PUNCT
economy-4104	273	22	10	10	NUM
economy-4104	273	23	,	,	PUNCT
economy-4104	273	24	13131	13131	NUM
economy-4104	273	25	)	)	PUNCT
economy-4104	274	1	661.4	661.4	NUM
economy-4104	274	2	*	*	PUNCT
economy-4104	274	3	*	*	PUNCT
economy-4104	274	4	*	*	PUNCT
economy-4104	274	5	wald	wald	X
economy-4104	274	6	chi	chi	NOUN
economy-4104	274	7	(	(	PUNCT
economy-4104	274	8	8)	8)	NUM
economy-4104	274	9	1820.29	1820.29	NUM
economy-4104	274	10	*	*	PUNCT
economy-4104	274	11	*	*	PUNCT
economy-4104	274	12	*	*	PUNCT
economy-4104	274	13	sargan	sargan	PROPN
economy-4104	274	14	’s	’s	PART
economy-4104	274	15	identification	identification	NOUN
economy-4104	274	16	test	test	NOUN
economy-4104	274	17	n	n	CCONJ
economy-4104	274	18	/	/	SYM
economy-4104	274	19	a	a	DET
economy-4104	274	20	n	n	CCONJ
economy-4104	274	21	/	/	SYM
economy-4104	274	22	a	a	PRON
economy-4104	274	23	(	(	PUNCT
economy-4104	274	24	11.40	11.40	NUM
economy-4104	274	25	)	)	PUNCT
economy-4104	274	26	*	*	PUNCT
economy-4104	275	1	*	*	PUNCT
economy-4104	275	2	*	*	PUNCT
economy-4104	275	3	notes	note	NOUN
economy-4104	275	4	:	:	PUNCT
economy-4104	275	5	robust	robust	ADJ
economy-4104	275	6	std	std	NOUN
economy-4104	275	7	.	.	PUNCT
economy-4104	276	1	errors	error	NOUN
economy-4104	276	2	in	in	ADP
economy-4104	276	3	parenthesis	parenthesis	NOUN
economy-4104	276	4	.	.	PUNCT
economy-4104	277	1	*	*	PUNCT
economy-4104	277	2	,	,	PUNCT
economy-4104	277	3	*	*	PUNCT
economy-4104	277	4	*	*	PUNCT
economy-4104	277	5	&	&	CCONJ
economy-4104	277	6	*	*	PROPN
economy-4104	277	7	*	*	PUNCT
economy-4104	277	8	*	*	PUNCT
economy-4104	277	9	represents	represent	VERB
economy-4104	277	10	10	10	NUM
economy-4104	277	11	,	,	PUNCT
economy-4104	277	12	5	5	NUM
economy-4104	277	13	&	&	CCONJ
economy-4104	277	14	1	1	NUM
economy-4104	277	15	percentage	percentage	NOUN
economy-4104	277	16	significance	significance	NOUN
economy-4104	277	17	levels	level	NOUN
economy-4104	277	18	.	.	PUNCT
economy-4104	278	1	individuals	individual	NOUN
economy-4104	278	2	with	with	ADP
economy-4104	278	3	some	some	DET
economy-4104	278	4	years	year	NOUN
economy-4104	278	5	of	of	ADP
economy-4104	278	6	schooling	schooling	NOUN
economy-4104	278	7	were	be	AUX
economy-4104	278	8	also	also	ADV
economy-4104	278	9	found	find	VERB
economy-4104	278	10	to	to	PART
economy-4104	278	11	consume	consume	VERB
economy-4104	278	12	more	more	ADJ
economy-4104	278	13	than	than	ADP
economy-4104	278	14	those	those	PRON
economy-4104	278	15	who	who	PRON
economy-4104	278	16	have	have	AUX
economy-4104	278	17	not	not	PART
economy-4104	278	18	been	be	AUX
economy-4104	278	19	to	to	ADP
economy-4104	278	20	school	school	NOUN
economy-4104	278	21	at	at	ADV
economy-4104	278	22	all	all	ADV
economy-4104	278	23	.	.	PUNCT
economy-4104	279	1	the	the	DET
economy-4104	279	2	significant	significant	ADJ
economy-4104	279	3	difference	difference	NOUN
economy-4104	279	4	in	in	ADP
economy-4104	279	5	their	their	PRON
economy-4104	279	6	consumption	consumption	NOUN
economy-4104	279	7	even	even	ADV
economy-4104	279	8	increased	increase	VERB
economy-4104	279	9	from	from	ADP
economy-4104	279	10	33.32	33.32	NUM
economy-4104	279	11	cedis	cedi	NOUN
economy-4104	279	12	to	to	ADP
economy-4104	279	13	38.92	38.92	NUM
economy-4104	279	14	cedis	cedi	NOUN
economy-4104	279	15	which	which	PRON
economy-4104	279	16	goes	go	VERB
economy-4104	279	17	to	to	PART
economy-4104	279	18	affirm	affirm	VERB
economy-4104	279	19	the	the	DET
economy-4104	279	20	role	role	NOUN
economy-4104	279	21	schooling	schooling	NOUN
economy-4104	279	22	plays	play	VERB
economy-4104	279	23	in	in	ADP
economy-4104	279	24	improving	improve	VERB
economy-4104	279	25	the	the	DET
economy-4104	279	26	livelihood	livelihood	NOUN
economy-4104	279	27	of	of	ADP
economy-4104	279	28	individuals	individual	NOUN
economy-4104	279	29	.	.	PUNCT
economy-4104	280	1	in	in	ADP
economy-4104	280	2	the	the	DET
economy-4104	280	3	counterfactual	counterfactual	ADJ
economy-4104	280	4	sense	sense	NOUN
economy-4104	280	5	,	,	PUNCT
economy-4104	280	6	individuals	individual	NOUN
economy-4104	280	7	who	who	PRON
economy-4104	280	8	have	have	AUX
economy-4104	280	9	never	never	ADV
economy-4104	280	10	been	be	AUX
economy-4104	280	11	to	to	ADP
economy-4104	280	12	school	school	NOUN
economy-4104	280	13	would	would	AUX
economy-4104	280	14	have	have	AUX
economy-4104	280	15	consumed	consume	VERB
economy-4104	280	16	38.92	38.92	NUM
economy-4104	280	17	cedis	cedi	NOUN
economy-4104	280	18	more	more	ADJ
economy-4104	280	19	if	if	SCONJ
economy-4104	280	20	they	they	PRON
economy-4104	280	21	have	have	AUX
economy-4104	280	22	had	have	VERB
economy-4104	280	23	some	some	DET
economy-4104	280	24	level	level	NOUN
economy-4104	280	25	of	of	ADP
economy-4104	280	26	schooling	schooling	NOUN
economy-4104	280	27	.	.	PUNCT
economy-4104	281	1	such	such	DET
economy-4104	281	2	an	an	DET
economy-4104	281	3	increase	increase	NOUN
economy-4104	281	4	would	would	AUX
economy-4104	281	5	have	have	AUX
economy-4104	281	6	improved	improve	VERB
economy-4104	281	7	their	their	PRON
economy-4104	281	8	livelihood	livelihood	NOUN
economy-4104	281	9	.	.	PUNCT
economy-4104	282	1	the	the	DET
economy-4104	282	2	effect	effect	NOUN
economy-4104	282	3	of	of	ADP
economy-4104	282	4	control	control	NOUN
economy-4104	282	5	variables	variable	NOUN
economy-4104	282	6	remained	remain	VERB
economy-4104	282	7	the	the	DET
economy-4104	282	8	same	same	ADJ
economy-4104	282	9	.	.	PUNCT
economy-4104	283	1	consumption	consumption	NOUN
economy-4104	283	2	expenditure	expenditure	NOUN
economy-4104	283	3	remained	remain	VERB
economy-4104	283	4	less	less	ADV
economy-4104	283	5	sensitive	sensitive	ADJ
economy-4104	283	6	to	to	ADP
economy-4104	283	7	changes	change	NOUN
economy-4104	283	8	in	in	ADP
economy-4104	283	9	income	income	NOUN
economy-4104	283	10	,	,	PUNCT
economy-4104	283	11	household	household	NOUN
economy-4104	283	12	size	size	NOUN
economy-4104	283	13	had	have	VERB
economy-4104	283	14	a	a	DET
economy-4104	283	15	positive	positive	ADJ
economy-4104	283	16	effect	effect	NOUN
economy-4104	283	17	on	on	ADP
economy-4104	283	18	consumption	consumption	NOUN
economy-4104	283	19	expenditure	expenditure	NOUN
economy-4104	283	20	of	of	ADP
economy-4104	283	21	individuals	individual	NOUN
economy-4104	283	22	and	and	CCONJ
economy-4104	283	23	poor	poor	ADJ
economy-4104	283	24	individuals	individual	NOUN
economy-4104	283	25	consume	consume	VERB
economy-4104	283	26	19.54	19.54	NUM
economy-4104	283	27	cedis	cedi	NOUN
economy-4104	283	28	less	less	ADV
economy-4104	283	29	relative	relative	ADJ
economy-4104	283	30	to	to	ADP
economy-4104	283	31	non	non	ADJ
economy-4104	283	32	-	-	ADJ
economy-4104	283	33	poor	poor	ADJ
economy-4104	283	34	ones	one	NOUN
economy-4104	283	35	.	.	PUNCT
economy-4104	284	1	females	female	NOUN
economy-4104	284	2	were	be	AUX
economy-4104	284	3	shown	show	VERB
economy-4104	284	4	to	to	PART
economy-4104	284	5	consume	consume	VERB
economy-4104	284	6	more	more	ADJ
economy-4104	284	7	than	than	SCONJ
economy-4104	284	8	their	their	PRON
economy-4104	284	9	male	male	ADJ
economy-4104	284	10	counterparts	counterpart	NOUN
economy-4104	284	11	whiles	while	VERB
economy-4104	284	12	individuals	individual	NOUN
economy-4104	284	13	who	who	PRON
economy-4104	284	14	dwell	dwell	VERB
economy-4104	284	15	in	in	ADP
economy-4104	284	16	rural	rural	ADJ
economy-4104	284	17	areas	area	NOUN
economy-4104	284	18	were	be	AUX
economy-4104	284	19	found	find	VERB
economy-4104	284	20	to	to	PART
economy-4104	284	21	consume	consume	VERB
economy-4104	284	22	less	less	ADJ
economy-4104	284	23	than	than	ADP
economy-4104	284	24	those	those	PRON
economy-4104	284	25	in	in	ADP
economy-4104	284	26	urban	urban	ADJ
economy-4104	284	27	areas	area	NOUN
economy-4104	284	28	.	.	PUNCT
economy-4104	285	1	4.3	4.3	NUM
economy-4104	285	2	.	.	PUNCT
economy-4104	285	3	effect	effect	NOUN
economy-4104	285	4	of	of	ADP
economy-4104	285	5	schooling	school	VERB
economy-4104	285	6	on	on	ADP
economy-4104	285	7	the	the	DET
economy-4104	285	8	poverty	poverty	NOUN
economy-4104	285	9	status	status	NOUN
economy-4104	285	10	of	of	ADP
economy-4104	285	11	ghanaians	ghanaians	PROPN
economy-4104	285	12	after	after	ADP
economy-4104	285	13	establishing	establish	VERB
economy-4104	285	14	that	that	DET
economy-4104	285	15	poverty	poverty	NOUN
economy-4104	285	16	reduces	reduce	VERB
economy-4104	285	17	consumption	consumption	NOUN
economy-4104	285	18	expenditure	expenditure	NOUN
economy-4104	285	19	even	even	ADV
economy-4104	285	20	for	for	ADP
economy-4104	285	21	educated	educate	VERB
economy-4104	285	22	individuals	individual	NOUN
economy-4104	285	23	,	,	PUNCT
economy-4104	285	24	we	we	PRON
economy-4104	285	25	went	go	VERB
economy-4104	285	26	further	far	ADV
economy-4104	285	27	to	to	PART
economy-4104	285	28	estimate	estimate	VERB
economy-4104	285	29	the	the	DET
economy-4104	285	30	effect	effect	NOUN
economy-4104	285	31	of	of	ADP
economy-4104	285	32	schooling	school	VERB
economy-4104	285	33	on	on	ADP
economy-4104	285	34	the	the	DET
economy-4104	285	35	poverty	poverty	NOUN
economy-4104	285	36	status	status	NOUN
economy-4104	285	37	of	of	ADP
economy-4104	285	38	individuals	individual	NOUN
economy-4104	285	39	.	.	PUNCT
economy-4104	286	1	the	the	DET
economy-4104	286	2	aim	aim	NOUN
economy-4104	286	3	is	be	AUX
economy-4104	286	4	to	to	PART
economy-4104	286	5	find	find	VERB
economy-4104	286	6	out	out	ADP
economy-4104	286	7	how	how	SCONJ
economy-4104	286	8	education	education	NOUN
economy-4104	286	9	influences	influence	VERB
economy-4104	286	10	the	the	DET
economy-4104	286	11	poverty	poverty	NOUN
economy-4104	286	12	status	status	NOUN
economy-4104	286	13	of	of	ADP
economy-4104	286	14	individuals	individual	NOUN
economy-4104	286	15	in	in	ADP
economy-4104	286	16	ghana	ghana	PROPN
economy-4104	286	17	.	.	PUNCT
economy-4104	287	1	results	result	NOUN
economy-4104	287	2	of	of	ADP
economy-4104	287	3	the	the	DET
economy-4104	287	4	wald	wald	PROPN
economy-4104	287	5	test	test	NOUN
economy-4104	287	6	presented	present	VERB
economy-4104	287	7	in	in	ADP
economy-4104	287	8	table	table	NOUN
economy-4104	287	9	5	5	NUM
economy-4104	287	10	show	show	VERB
economy-4104	287	11	that	that	SCONJ
economy-4104	287	12	the	the	DET
economy-4104	287	13	null	null	ADJ
economy-4104	287	14	hypothesis	hypothesis	NOUN
economy-4104	287	15	of	of	ADP
economy-4104	287	16	exogeneity	exogeneity	NOUN
economy-4104	287	17	of	of	ADP
economy-4104	287	18	the	the	DET
economy-4104	287	19	schooling	schooling	NOUN
economy-4104	287	20	is	be	AUX
economy-4104	287	21	rejected	reject	VERB
economy-4104	287	22	at	at	ADP
economy-4104	287	23	the	the	DET
economy-4104	287	24	5	5	NUM
economy-4104	287	25	%	%	NOUN
economy-4104	287	26	significance	significance	NOUN
economy-4104	287	27	level	level	NOUN
economy-4104	287	28	.	.	PUNCT
economy-4104	288	1	this	this	PRON
economy-4104	288	2	implies	imply	VERB
economy-4104	288	3	that	that	SCONJ
economy-4104	288	4	the	the	DET
economy-4104	288	5	schooling	school	VERB
economy-4104	288	6	variable	variable	NOUN
economy-4104	288	7	is	be	AUX
economy-4104	288	8	endogenous	endogenous	ADJ
economy-4104	288	9	and	and	CCONJ
economy-4104	288	10	justifies	justify	VERB
economy-4104	288	11	the	the	DET
economy-4104	288	12	use	use	NOUN
economy-4104	288	13	of	of	ADP
economy-4104	288	14	an	an	DET
economy-4104	288	15	instrumental	instrumental	ADJ
economy-4104	288	16	variable	variable	NOUN
economy-4104	288	17	to	to	PART
economy-4104	288	18	estimate	estimate	VERB
economy-4104	288	19	the	the	DET
economy-4104	288	20	effect	effect	NOUN
economy-4104	288	21	of	of	ADP
economy-4104	288	22	schooling	school	VERB
economy-4104	288	23	on	on	ADP
economy-4104	288	24	poverty	poverty	NOUN
economy-4104	288	25	in	in	ADP
economy-4104	288	26	ghana	ghana	PROPN
economy-4104	288	27	.	.	PUNCT
economy-4104	289	1	table	table	NOUN
economy-4104	289	2	5	5	NUM
economy-4104	289	3	.	.	PUNCT
economy-4104	289	4	effect	effect	NOUN
economy-4104	289	5	of	of	ADP
economy-4104	289	6	schooling	school	VERB
economy-4104	289	7	on	on	ADP
economy-4104	289	8	the	the	DET
economy-4104	289	9	poverty	poverty	NOUN
economy-4104	289	10	status	status	NOUN
economy-4104	289	11	of	of	ADP
economy-4104	289	12	individuals	individual	NOUN
economy-4104	289	13	in	in	ADP
economy-4104	289	14	ghana	ghana	PROPN
economy-4104	289	15	.	.	PUNCT
economy-4104	290	1	poverty	poverty	NOUN
economy-4104	290	2	status	status	PROPN
economy-4104	290	3	coef	coef	PROPN
economy-4104	290	4	.	.	PUNCT
economy-4104	291	1	marginal	marginal	ADJ
economy-4104	291	2	effects	effect	NOUN
economy-4104	291	3	schooling	school	VERB
economy-4104	291	4	-2.356	-2.356	NOUN
economy-4104	291	5	*	*	PUNCT
economy-4104	291	6	*	*	PUNCT
economy-4104	291	7	*	*	PUNCT
economy-4104	291	8	(	(	PUNCT
economy-4104	291	9	0.0439	0.0439	NUM
economy-4104	291	10	)	)	PUNCT
economy-4104	291	11	0.0025	0.0025	NUM
economy-4104	291	12	(	(	PUNCT
economy-4104	291	13	0.0143	0.0143	NUM
economy-4104	291	14	)	)	PUNCT
economy-4104	291	15	household	household	NOUN
economy-4104	291	16	size	size	NOUN
economy-4104	291	17	0.204	0.204	NUM
economy-4104	291	18	(	(	PUNCT
economy-4104	291	19	0.2977	0.2977	NUM
economy-4104	291	20	)	)	PUNCT
economy-4104	291	21	0.083	0.083	NUM
economy-4104	291	22	*	*	PUNCT
economy-4104	291	23	*	*	PUNCT
economy-4104	291	24	*	*	PUNCT
economy-4104	291	25	(	(	PUNCT
economy-4104	291	26	0.0026	0.0026	NUM
economy-4104	291	27	)	)	PUNCT
economy-4104	291	28	gender	gender	NOUN
economy-4104	291	29	(	(	PUNCT
economy-4104	291	30	female	female	NOUN
economy-4104	291	31	)	)	PUNCT
economy-4104	291	32	-0.259	-0.259	NOUN
economy-4104	291	33	*	*	PUNCT
economy-4104	291	34	*	*	PUNCT
economy-4104	291	35	*	*	PUNCT
economy-4104	291	36	(	(	PUNCT
economy-4104	291	37	0.0403	0.0403	NUM
economy-4104	291	38	)	)	PUNCT
economy-4104	291	39	-0.0103	-0.0103	NOUN
economy-4104	292	1	*	*	PUNCT
economy-4104	292	2	*	*	PUNCT
economy-4104	292	3	*	*	PUNCT
economy-4104	292	4	(	(	PUNCT
economy-4104	292	5	0.0028	0.0028	NUM
economy-4104	292	6	)	)	PUNCT
economy-4104	292	7	age	age	NOUN
economy-4104	292	8	in	in	ADP
economy-4104	292	9	years	year	NOUN
economy-4104	292	10	0.0061	0.0061	NUM
economy-4104	292	11	*	*	PUNCT
economy-4104	292	12	*	*	PUNCT
economy-4104	292	13	*	*	PUNCT
economy-4104	292	14	(	(	PUNCT
economy-4104	292	15	0.00107	0.00107	NUM
economy-4104	292	16	)	)	PUNCT
economy-4104	292	17	0.000243	0.000243	NUM
economy-4104	293	1	*	*	PUNCT
economy-4104	293	2	*	*	PUNCT
economy-4104	293	3	*	*	PUNCT
economy-4104	293	4	(	(	PUNCT
economy-4104	293	5	0.000075	0.000075	NUM
economy-4104	293	6	)	)	PUNCT
economy-4104	293	7	location	location	NOUN
economy-4104	293	8	(	(	PUNCT
economy-4104	293	9	rural	rural	ADJ
economy-4104	293	10	)	)	PUNCT
economy-4104	293	11	-0.112	-0.112	PUNCT
economy-4104	294	1	*	*	PUNCT
economy-4104	294	2	*	*	PUNCT
economy-4104	294	3	*	*	PUNCT
economy-4104	294	4	(	(	PUNCT
economy-4104	294	5	0.0408	0.0408	NUM
economy-4104	294	6	)	)	PUNCT
economy-4104	294	7	0.0083	0.0083	NUM
economy-4104	294	8	*	*	PUNCT
economy-4104	294	9	*	*	PUNCT
economy-4104	294	10	*	*	PUNCT
economy-4104	294	11	(	(	PUNCT
economy-4104	294	12	0.0033	0.0033	NUM
economy-4104	294	13	)	)	PUNCT
economy-4104	294	14	consumption	consumption	NOUN
economy-4104	294	15	expenditure	expenditure	NOUN
economy-4104	294	16	-0.151	-0.151	PUNCT
economy-4104	294	17	(	(	PUNCT
economy-4104	294	18	0.225	0.225	NUM
economy-4104	294	19	)	)	PUNCT
economy-4104	294	20	-0.0625	-0.0625	NOUN
economy-4104	295	1	*	*	PUNCT
economy-4104	295	2	*	*	PUNCT
economy-4104	295	3	*	*	PUNCT
economy-4104	295	4	(	(	PUNCT
economy-4104	295	5	0.00036	0.00036	NUM
economy-4104	295	6	)	)	PUNCT
economy-4104	295	7	constant	constant	ADJ
economy-4104	295	8	1.594	1.594	NUM
economy-4104	295	9	*	*	NOUN
economy-4104	295	10	*	*	PUNCT
economy-4104	295	11	*	*	PUNCT
economy-4104	295	12	(	(	PUNCT
economy-4104	295	13	0.1044	0.1044	NUM
economy-4104	295	14	)	)	PUNCT
economy-4104	295	15	n	n	CCONJ
economy-4104	295	16	/	/	SYM
economy-4104	295	17	a	a	DET
economy-4104	295	18	other	other	ADJ
economy-4104	295	19	statistics	statistic	NOUN
economy-4104	295	20	wald	wald	X
economy-4104	295	21	chi2	chi2	PROPN
economy-4104	295	22	(	(	PUNCT
economy-4104	295	23	7	7	NUM
economy-4104	295	24	)	)	PUNCT
economy-4104	295	25	28746.58	28746.58	NUM
economy-4104	295	26	*	*	PUNCT
economy-4104	295	27	*	*	PUNCT
economy-4104	295	28	*	*	PUNCT
economy-4104	295	29	observation	observation	NOUN
economy-4104	295	30	13,902	13,902	NUM
economy-4104	295	31	corr	corr	NOUN
economy-4104	295	32	.	.	PUNCT
economy-4104	296	1	(	(	PUNCT
economy-4104	296	2	education	education	NOUN
economy-4104	296	3	,	,	PUNCT
economy-4104	296	4	poverty	poverty	NOUN
economy-4104	296	5	)	)	PUNCT
economy-4104	296	6	0.995	0.995	NUM
economy-4104	296	7	wald	wald	NOUN
economy-4104	296	8	test	test	NOUN
economy-4104	296	9	of	of	ADP
economy-4104	296	10	exogeneity	exogeneity	NOUN
economy-4104	296	11	4.38	4.38	NUM
economy-4104	296	12	*	*	NOUN
economy-4104	296	13	*	*	NOUN
economy-4104	296	14	notes	note	NOUN
economy-4104	296	15	:	:	PUNCT
economy-4104	296	16	robust	robust	ADJ
economy-4104	296	17	std	std	NOUN
economy-4104	296	18	.	.	PUNCT
economy-4104	296	19	errors	error	NOUN
economy-4104	296	20	in	in	ADP
economy-4104	296	21	parenthesis	parenthesis	NOUN
economy-4104	296	22	.	.	PUNCT
economy-4104	297	1	*	*	PUNCT
economy-4104	297	2	*	*	PUNCT
economy-4104	297	3	&	&	CCONJ
economy-4104	297	4	*	*	PUNCT
economy-4104	297	5	*	*	PUNCT
economy-4104	297	6	*	*	PUNCT
economy-4104	297	7	represents	represent	VERB
economy-4104	297	8	10	10	NUM
economy-4104	297	9	,	,	PUNCT
economy-4104	297	10	5	5	NUM
economy-4104	297	11	percentage	percentage	NOUN
economy-4104	297	12	significance	significance	NOUN
economy-4104	297	13	levels	level	NOUN
economy-4104	297	14	.	.	PUNCT
economy-4104	298	1	according	accord	VERB
economy-4104	298	2	to	to	ADP
economy-4104	298	3	table	table	NOUN
economy-4104	298	4	5	5	NUM
economy-4104	298	5	,	,	PUNCT
economy-4104	298	6	individuals	individual	NOUN
economy-4104	298	7	with	with	ADP
economy-4104	298	8	some	some	DET
economy-4104	298	9	years	year	NOUN
economy-4104	298	10	of	of	ADP
economy-4104	298	11	schooling	schooling	NOUN
economy-4104	298	12	are	be	AUX
economy-4104	298	13	less	less	ADV
economy-4104	298	14	likely	likely	ADJ
economy-4104	298	15	to	to	PART
economy-4104	298	16	be	be	AUX
economy-4104	298	17	poor	poor	ADJ
economy-4104	298	18	compared	compare	VERB
economy-4104	298	19	to	to	ADP
economy-4104	298	20	those	those	PRON
economy-4104	298	21	who	who	PRON
economy-4104	298	22	have	have	AUX
economy-4104	298	23	not	not	PART
economy-4104	298	24	been	be	AUX
economy-4104	298	25	to	to	ADP
economy-4104	298	26	school	school	NOUN
economy-4104	298	27	at	at	ADV
economy-4104	298	28	all	all	ADV
economy-4104	298	29	.	.	PUNCT
economy-4104	299	1	put	put	VERB
economy-4104	299	2	differently	differently	ADV
economy-4104	299	3	,	,	PUNCT
economy-4104	299	4	schooling	schooling	NOUN
economy-4104	299	5	reduces	reduce	VERB
economy-4104	299	6	the	the	DET
economy-4104	299	7	likelihood	likelihood	NOUN
economy-4104	299	8	of	of	ADP
economy-4104	299	9	individuals	individual	NOUN
economy-4104	299	10	being	be	AUX
economy-4104	299	11	poor	poor	ADJ
economy-4104	299	12	as	as	SCONJ
economy-4104	299	13	it	it	PRON
economy-4104	299	14	enhances	enhance	VERB
economy-4104	299	15	their	their	PRON
economy-4104	299	16	abilities	ability	NOUN
economy-4104	299	17	to	to	PART
economy-4104	299	18	make	make	VERB
economy-4104	299	19	a	a	DET
economy-4104	299	20	meaningful	meaningful	ADJ
economy-4104	299	21	living	living	NOUN
economy-4104	299	22	.	.	PUNCT
economy-4104	300	1	the	the	DET
economy-4104	300	2	marginal	marginal	ADJ
economy-4104	300	3	effect	effect	NOUN
economy-4104	300	4	of	of	ADP
economy-4104	300	5	household	household	NOUN
economy-4104	300	6	size	size	NOUN
economy-4104	300	7	on	on	ADP
economy-4104	300	8	poverty	poverty	NOUN
economy-4104	300	9	status	status	NOUN
economy-4104	300	10	showed	show	VERB
economy-4104	300	11	that	that	SCONJ
economy-4104	300	12	individuals	individual	NOUN
economy-4104	300	13	with	with	ADP
economy-4104	300	14	a	a	DET
economy-4104	300	15	higher	high	ADJ
economy-4104	300	16	household	household	NOUN
economy-4104	300	17	size	size	NOUN
economy-4104	300	18	are	be	AUX
economy-4104	300	19	8.3	8.3	NUM
economy-4104	300	20	%	%	NOUN
economy-4104	300	21	more	more	ADV
economy-4104	300	22	likely	likely	ADJ
economy-4104	300	23	to	to	PART
economy-4104	300	24	be	be	AUX
economy-4104	300	25	poor	poor	ADJ
economy-4104	300	26	.	.	PUNCT
economy-4104	301	1	the	the	DET
economy-4104	301	2	simple	simple	ADJ
economy-4104	301	3	explanation	explanation	NOUN
economy-4104	301	4	is	be	AUX
economy-4104	301	5	that	that	SCONJ
economy-4104	301	6	the	the	DET
economy-4104	301	7	income	income	NOUN
economy-4104	301	8	per	per	ADP
economy-4104	301	9	head	head	NOUN
economy-4104	301	10	of	of	ADP
economy-4104	301	11	a	a	DET
economy-4104	301	12	household	household	NOUN
economy-4104	301	13	reduces	reduce	VERB
economy-4104	301	14	as	as	ADP
economy-4104	301	15	its	its	PRON
economy-4104	301	16	size	size	NOUN
economy-4104	301	17	increases	increase	VERB
economy-4104	301	18	and	and	CCONJ
economy-4104	301	19	reduces	reduce	VERB
economy-4104	301	20	the	the	DET
economy-4104	301	21	relative	relative	ADJ
economy-4104	301	22	provision	provision	NOUN
economy-4104	301	23	each	each	DET
economy-4104	301	24	member	member	NOUN
economy-4104	301	25	receives	receive	VERB
economy-4104	301	26	,	,	PUNCT
economy-4104	301	27	holding	hold	VERB
economy-4104	301	28	all	all	DET
economy-4104	301	29	other	other	ADJ
economy-4104	301	30	factors	factor	NOUN
economy-4104	301	31	constant	constant	ADJ
economy-4104	301	32	.	.	PUNCT
economy-4104	302	1	an	an	DET
economy-4104	302	2	economy	economy	NOUN
economy-4104	302	3	,	,	PUNCT
economy-4104	302	4	2022	2022	NUM
economy-4104	302	5	,	,	PUNCT
economy-4104	302	6	9(1	9(1	NUM
economy-4104	302	7	):	):	PUNCT
economy-4104	302	8	9	9	NUM
economy-4104	302	9	-	-	SYM
economy-4104	302	10	17	17	NUM
economy-4104	302	11	16	16	NUM
economy-4104	302	12	©	©	PROPN
economy-4104	302	13	2022	2022	NUM
economy-4104	302	14	by	by	ADP
economy-4104	302	15	the	the	DET
economy-4104	302	16	authors	author	NOUN
economy-4104	302	17	;	;	PUNCT
economy-4104	302	18	licensee	licensee	PROPN
economy-4104	302	19	asian	asian	ADJ
economy-4104	302	20	online	online	PROPN
economy-4104	302	21	journal	journal	PROPN
economy-4104	302	22	publishing	publishing	NOUN
economy-4104	302	23	group	group	NOUN
economy-4104	302	24	increase	increase	NOUN
economy-4104	302	25	in	in	ADP
economy-4104	302	26	household	household	NOUN
economy-4104	302	27	size	size	NOUN
economy-4104	302	28	also	also	ADV
economy-4104	302	29	increases	increase	VERB
economy-4104	302	30	the	the	DET
economy-4104	302	31	dependency	dependency	NOUN
economy-4104	302	32	burden	burden	NOUN
economy-4104	302	33	which	which	PRON
economy-4104	302	34	increases	increase	VERB
economy-4104	302	35	the	the	DET
economy-4104	302	36	vulnerability	vulnerability	NOUN
economy-4104	302	37	of	of	ADP
economy-4104	302	38	that	that	DET
economy-4104	302	39	household	household	NOUN
economy-4104	302	40	to	to	ADP
economy-4104	302	41	poverty	poverty	NOUN
economy-4104	302	42	,	,	PUNCT
economy-4104	302	43	assuming	assume	VERB
economy-4104	302	44	all	all	DET
economy-4104	302	45	other	other	ADJ
economy-4104	302	46	factors	factor	NOUN
economy-4104	302	47	are	be	AUX
economy-4104	302	48	fixed	fix	VERB
economy-4104	302	49	.	.	PUNCT
economy-4104	303	1	compared	compare	VERB
economy-4104	303	2	to	to	ADP
economy-4104	303	3	their	their	PRON
economy-4104	303	4	male	male	ADJ
economy-4104	303	5	counterpart	counterpart	NOUN
economy-4104	303	6	,	,	PUNCT
economy-4104	303	7	females	female	NOUN
economy-4104	303	8	were	be	AUX
economy-4104	303	9	shown	show	VERB
economy-4104	303	10	to	to	PART
economy-4104	303	11	be	be	AUX
economy-4104	303	12	less	less	ADV
economy-4104	303	13	likely	likely	ADJ
economy-4104	303	14	to	to	PART
economy-4104	303	15	be	be	AUX
economy-4104	303	16	poor	poor	ADJ
economy-4104	303	17	.	.	PUNCT
economy-4104	304	1	their	their	PRON
economy-4104	304	2	marginal	marginal	ADJ
economy-4104	304	3	effect	effect	NOUN
economy-4104	304	4	confirms	confirm	VERB
economy-4104	304	5	that	that	SCONJ
economy-4104	304	6	females	female	NOUN
economy-4104	304	7	are	be	AUX
economy-4104	304	8	1.03	1.03	NUM
economy-4104	304	9	%	%	NOUN
economy-4104	304	10	less	less	ADV
economy-4104	304	11	likely	likely	ADJ
economy-4104	304	12	to	to	PART
economy-4104	304	13	be	be	AUX
economy-4104	304	14	poor	poor	ADJ
economy-4104	304	15	compared	compare	VERB
economy-4104	304	16	to	to	ADP
economy-4104	304	17	males	male	NOUN
economy-4104	304	18	in	in	ADP
economy-4104	304	19	ghana	ghana	PROPN
economy-4104	304	20	.	.	PUNCT
economy-4104	305	1	table	table	NOUN
economy-4104	305	2	5	5	NUM
economy-4104	305	3	also	also	ADV
economy-4104	305	4	revealed	reveal	VERB
economy-4104	305	5	that	that	SCONJ
economy-4104	305	6	individuals	individual	NOUN
economy-4104	305	7	in	in	ADP
economy-4104	305	8	rural	rural	ADJ
economy-4104	305	9	areas	area	NOUN
economy-4104	305	10	of	of	ADP
economy-4104	305	11	ghana	ghana	PROPN
economy-4104	305	12	were	be	AUX
economy-4104	305	13	less	less	ADV
economy-4104	305	14	likely	likely	ADJ
economy-4104	305	15	to	to	PART
economy-4104	305	16	be	be	AUX
economy-4104	305	17	poor	poor	ADJ
economy-4104	305	18	relative	relative	ADJ
economy-4104	305	19	to	to	ADP
economy-4104	305	20	those	those	PRON
economy-4104	305	21	in	in	ADP
economy-4104	305	22	urban	urban	ADJ
economy-4104	305	23	areas	area	NOUN
economy-4104	305	24	.	.	PUNCT
economy-4104	306	1	its	its	PRON
economy-4104	306	2	marginal	marginal	ADJ
economy-4104	306	3	effect	effect	NOUN
economy-4104	306	4	was	be	AUX
economy-4104	306	5	however	however	ADV
economy-4104	306	6	contradictory	contradictory	ADJ
economy-4104	306	7	as	as	SCONJ
economy-4104	306	8	rural	rural	ADJ
economy-4104	306	9	dwellers	dweller	NOUN
economy-4104	306	10	are	be	AUX
economy-4104	306	11	0.83	0.83	NUM
economy-4104	306	12	%	%	NOUN
economy-4104	306	13	more	more	ADV
economy-4104	306	14	likely	likely	ADJ
economy-4104	306	15	to	to	PART
economy-4104	306	16	be	be	AUX
economy-4104	306	17	poor	poor	ADJ
economy-4104	306	18	.	.	PUNCT
economy-4104	307	1	the	the	DET
economy-4104	307	2	results	result	NOUN
economy-4104	307	3	further	far	ADV
economy-4104	307	4	showed	show	VERB
economy-4104	307	5	that	that	SCONJ
economy-4104	307	6	individuals	individual	NOUN
economy-4104	307	7	with	with	ADP
economy-4104	307	8	a	a	DET
economy-4104	307	9	higher	high	ADJ
economy-4104	307	10	consumption	consumption	NOUN
economy-4104	307	11	expenditure	expenditure	NOUN
economy-4104	307	12	are	be	AUX
economy-4104	307	13	6.25	6.25	NUM
economy-4104	307	14	%	%	NOUN
economy-4104	307	15	less	less	ADV
economy-4104	307	16	likely	likely	ADJ
economy-4104	307	17	to	to	PART
economy-4104	307	18	be	be	AUX
economy-4104	307	19	poor	poor	ADJ
economy-4104	307	20	.	.	PUNCT
economy-4104	308	1	this	this	PRON
economy-4104	308	2	means	mean	VERB
economy-4104	308	3	individuals	individual	NOUN
economy-4104	308	4	with	with	ADP
economy-4104	308	5	a	a	DET
economy-4104	308	6	higher	high	ADJ
economy-4104	308	7	level	level	NOUN
economy-4104	308	8	of	of	ADP
economy-4104	308	9	consumption	consumption	NOUN
economy-4104	308	10	expenditure	expenditure	NOUN
economy-4104	308	11	have	have	VERB
economy-4104	308	12	the	the	DET
economy-4104	308	13	means	mean	NOUN
economy-4104	308	14	to	to	PART
economy-4104	308	15	do	do	AUX
economy-4104	308	16	so	so	ADV
economy-4104	308	17	and	and	CCONJ
economy-4104	308	18	are	be	AUX
economy-4104	308	19	hence	hence	ADV
economy-4104	308	20	able	able	ADJ
economy-4104	308	21	to	to	PART
economy-4104	308	22	have	have	VERB
economy-4104	308	23	a	a	DET
economy-4104	308	24	sustainable	sustainable	ADJ
economy-4104	308	25	living	living	NOUN
economy-4104	308	26	which	which	PRON
economy-4104	308	27	makes	make	VERB
economy-4104	308	28	them	they	PRON
economy-4104	308	29	less	less	ADV
economy-4104	308	30	likely	likely	ADJ
economy-4104	308	31	to	to	PART
economy-4104	308	32	be	be	AUX
economy-4104	308	33	poor	poor	ADJ
economy-4104	308	34	.	.	PUNCT
economy-4104	309	1	5	5	X
economy-4104	309	2	.	.	X
economy-4104	309	3	conclusion	conclusion	VERB
economy-4104	309	4	the	the	DET
economy-4104	309	5	purpose	purpose	NOUN
economy-4104	309	6	of	of	ADP
economy-4104	309	7	this	this	DET
economy-4104	309	8	study	study	NOUN
economy-4104	309	9	was	be	AUX
economy-4104	309	10	to	to	PART
economy-4104	309	11	verify	verify	VERB
economy-4104	309	12	if	if	SCONJ
economy-4104	309	13	schooling	schooling	NOUN
economy-4104	309	14	makes	make	VERB
economy-4104	309	15	any	any	DET
economy-4104	309	16	difference	difference	NOUN
economy-4104	309	17	as	as	ADV
economy-4104	309	18	far	far	ADV
economy-4104	309	19	as	as	SCONJ
economy-4104	309	20	the	the	DET
economy-4104	309	21	consumption	consumption	NOUN
economy-4104	309	22	expenditure	expenditure	NOUN
economy-4104	309	23	and	and	CCONJ
economy-4104	309	24	poverty	poverty	NOUN
economy-4104	309	25	status	status	NOUN
economy-4104	309	26	of	of	ADP
economy-4104	309	27	individuals	individual	NOUN
economy-4104	309	28	in	in	ADP
economy-4104	309	29	ghana	ghana	PROPN
economy-4104	309	30	are	be	AUX
economy-4104	309	31	concerned	concern	VERB
economy-4104	309	32	.	.	PUNCT
economy-4104	310	1	in	in	ADP
economy-4104	310	2	doing	do	VERB
economy-4104	310	3	so	so	ADV
economy-4104	310	4	,	,	PUNCT
economy-4104	310	5	we	we	PRON
economy-4104	310	6	quantified	quantify	VERB
economy-4104	310	7	the	the	DET
economy-4104	310	8	magnitude	magnitude	NOUN
economy-4104	310	9	of	of	ADP
economy-4104	310	10	this	this	DET
economy-4104	310	11	difference	difference	NOUN
economy-4104	310	12	through	through	ADP
economy-4104	310	13	the	the	DET
economy-4104	310	14	method	method	NOUN
economy-4104	310	15	of	of	ADP
economy-4104	310	16	instrumental	instrumental	ADJ
economy-4104	310	17	variables	variable	NOUN
economy-4104	310	18	(	(	PUNCT
economy-4104	310	19	iv	iv	X
economy-4104	310	20	)	)	PUNCT
economy-4104	310	21	.	.	PUNCT
economy-4104	311	1	the	the	DET
economy-4104	311	2	use	use	NOUN
economy-4104	311	3	of	of	ADP
economy-4104	311	4	iv	iv	NUM
economy-4104	311	5	became	become	VERB
economy-4104	311	6	important	important	ADJ
economy-4104	311	7	since	since	SCONJ
economy-4104	311	8	schooling	schooling	NOUN
economy-4104	311	9	was	be	AUX
economy-4104	311	10	found	find	VERB
economy-4104	311	11	to	to	PART
economy-4104	311	12	be	be	AUX
economy-4104	311	13	endogenous	endogenous	ADJ
economy-4104	311	14	which	which	PRON
economy-4104	311	15	means	mean	VERB
economy-4104	311	16	the	the	DET
economy-4104	311	17	use	use	NOUN
economy-4104	311	18	of	of	ADP
economy-4104	311	19	ols	ol	NOUN
economy-4104	311	20	will	will	AUX
economy-4104	311	21	yield	yield	VERB
economy-4104	311	22	invalid	invalid	ADJ
economy-4104	311	23	and	and	CCONJ
economy-4104	311	24	inconsistent	inconsistent	ADJ
economy-4104	311	25	estimates	estimate	NOUN
economy-4104	311	26	.	.	PUNCT
economy-4104	312	1	the	the	DET
economy-4104	312	2	study	study	NOUN
economy-4104	312	3	also	also	ADV
economy-4104	312	4	evaluated	evaluate	VERB
economy-4104	312	5	the	the	DET
economy-4104	312	6	effect	effect	NOUN
economy-4104	312	7	of	of	ADP
economy-4104	312	8	schooling	school	VERB
economy-4104	312	9	on	on	ADP
economy-4104	312	10	the	the	DET
economy-4104	312	11	consumption	consumption	NOUN
economy-4104	312	12	of	of	ADP
economy-4104	312	13	poor	poor	ADJ
economy-4104	312	14	individuals	individual	NOUN
economy-4104	312	15	since	since	SCONJ
economy-4104	312	16	poverty	poverty	NOUN
economy-4104	312	17	is	be	AUX
economy-4104	312	18	considered	consider	VERB
economy-4104	312	19	paramount	paramount	ADJ
economy-4104	312	20	in	in	ADP
economy-4104	312	21	livelihood	livelihood	NOUN
economy-4104	312	22	issues	issue	NOUN
economy-4104	312	23	,	,	PUNCT
economy-4104	312	24	especially	especially	ADV
economy-4104	312	25	in	in	ADP
economy-4104	312	26	developing	develop	VERB
economy-4104	312	27	countries	country	NOUN
economy-4104	312	28	.	.	PUNCT
economy-4104	313	1	the	the	DET
economy-4104	313	2	influence	influence	NOUN
economy-4104	313	3	of	of	ADP
economy-4104	313	4	education	education	NOUN
economy-4104	313	5	on	on	ADP
economy-4104	313	6	the	the	DET
economy-4104	313	7	poverty	poverty	NOUN
economy-4104	313	8	status	status	NOUN
economy-4104	313	9	of	of	ADP
economy-4104	313	10	individuals	individual	NOUN
economy-4104	313	11	was	be	AUX
economy-4104	313	12	also	also	ADV
economy-4104	313	13	investigated	investigate	VERB
economy-4104	313	14	.	.	PUNCT
economy-4104	314	1	using	use	VERB
economy-4104	314	2	the	the	DET
economy-4104	314	3	education	education	NOUN
economy-4104	314	4	of	of	ADP
economy-4104	314	5	individuals	individual	NOUN
economy-4104	314	6	’	’	PART
economy-4104	314	7	parents	parent	NOUN
economy-4104	314	8	as	as	ADP
economy-4104	314	9	instruments	instrument	NOUN
economy-4104	314	10	,	,	PUNCT
economy-4104	314	11	we	we	PRON
economy-4104	314	12	found	find	VERB
economy-4104	314	13	a	a	DET
economy-4104	314	14	significant	significant	ADJ
economy-4104	314	15	difference	difference	NOUN
economy-4104	314	16	in	in	ADP
economy-4104	314	17	the	the	DET
economy-4104	314	18	consumption	consumption	NOUN
economy-4104	314	19	expenditure	expenditure	NOUN
economy-4104	314	20	of	of	ADP
economy-4104	314	21	educated	educate	VERB
economy-4104	314	22	and	and	CCONJ
economy-4104	314	23	uneducated	uneducated	ADJ
economy-4104	314	24	individuals	individual	NOUN
economy-4104	314	25	in	in	ADP
economy-4104	314	26	ghana	ghana	PROPN
economy-4104	314	27	.	.	PUNCT
economy-4104	315	1	essentially	essentially	ADV
economy-4104	315	2	,	,	PUNCT
economy-4104	315	3	individuals	individual	NOUN
economy-4104	315	4	who	who	PRON
economy-4104	315	5	have	have	AUX
economy-4104	315	6	completed	complete	VERB
economy-4104	315	7	some	some	DET
economy-4104	315	8	level	level	NOUN
economy-4104	315	9	of	of	ADP
economy-4104	315	10	schooling	schooling	NOUN
economy-4104	315	11	experience	experience	NOUN
economy-4104	315	12	a	a	DET
economy-4104	315	13	significant	significant	ADJ
economy-4104	315	14	increase	increase	NOUN
economy-4104	315	15	in	in	ADP
economy-4104	315	16	their	their	PRON
economy-4104	315	17	consumption	consumption	NOUN
economy-4104	315	18	expenditure	expenditure	NOUN
economy-4104	315	19	relative	relative	ADJ
economy-4104	315	20	to	to	ADP
economy-4104	315	21	those	those	PRON
economy-4104	315	22	who	who	PRON
economy-4104	315	23	have	have	AUX
economy-4104	315	24	not	not	PART
economy-4104	315	25	been	be	AUX
economy-4104	315	26	to	to	ADP
economy-4104	315	27	school	school	NOUN
economy-4104	315	28	at	at	ADV
economy-4104	315	29	all	all	ADV
economy-4104	315	30	.	.	PUNCT
economy-4104	316	1	as	as	ADP
economy-4104	316	2	evidence	evidence	NOUN
economy-4104	316	3	of	of	ADP
economy-4104	316	4	endogeneity	endogeneity	NOUN
economy-4104	316	5	,	,	PUNCT
economy-4104	316	6	the	the	DET
economy-4104	316	7	results	result	NOUN
economy-4104	316	8	of	of	ADP
economy-4104	316	9	ols	ol	NOUN
economy-4104	316	10	underestimated	underestimate	VERB
economy-4104	316	11	the	the	DET
economy-4104	316	12	difference	difference	NOUN
economy-4104	316	13	in	in	ADP
economy-4104	316	14	consumption	consumption	NOUN
economy-4104	316	15	expenditure	expenditure	NOUN
economy-4104	316	16	between	between	ADP
economy-4104	316	17	these	these	DET
economy-4104	316	18	groups	group	NOUN
economy-4104	316	19	of	of	ADP
economy-4104	316	20	individuals	individual	NOUN
economy-4104	316	21	.	.	PUNCT
economy-4104	317	1	again	again	ADV
economy-4104	317	2	,	,	PUNCT
economy-4104	317	3	educated	educate	VERB
economy-4104	317	4	individuals	individual	NOUN
economy-4104	317	5	who	who	PRON
economy-4104	317	6	are	be	AUX
economy-4104	317	7	poor	poor	ADJ
economy-4104	317	8	had	have	VERB
economy-4104	317	9	a	a	DET
economy-4104	317	10	significantly	significantly	ADV
economy-4104	317	11	lower	low	ADJ
economy-4104	317	12	consumption	consumption	NOUN
economy-4104	317	13	expenditure	expenditure	NOUN
economy-4104	317	14	compared	compare	VERB
economy-4104	317	15	to	to	ADP
economy-4104	317	16	educated	educate	VERB
economy-4104	317	17	individuals	individual	NOUN
economy-4104	317	18	who	who	PRON
economy-4104	317	19	are	be	AUX
economy-4104	317	20	non	non	ADJ
economy-4104	317	21	-	-	ADJ
economy-4104	317	22	poor	poor	ADJ
economy-4104	317	23	.	.	PUNCT
economy-4104	318	1	the	the	DET
economy-4104	318	2	fall	fall	NOUN
economy-4104	318	3	in	in	ADP
economy-4104	318	4	consumption	consumption	NOUN
economy-4104	318	5	for	for	ADP
economy-4104	318	6	the	the	DET
economy-4104	318	7	educated	educate	VERB
economy-4104	318	8	but	but	CCONJ
economy-4104	318	9	poor	poor	ADJ
economy-4104	318	10	significantly	significantly	ADV
economy-4104	318	11	exceeds	exceed	VERB
economy-4104	318	12	that	that	PRON
economy-4104	318	13	of	of	ADP
economy-4104	318	14	uneducated	uneducated	ADJ
economy-4104	318	15	individuals	individual	NOUN
economy-4104	318	16	.	.	PUNCT
economy-4104	319	1	this	this	DET
economy-4104	319	2	evidence	evidence	NOUN
economy-4104	319	3	suggests	suggest	VERB
economy-4104	319	4	the	the	DET
economy-4104	319	5	gravity	gravity	NOUN
economy-4104	319	6	of	of	ADP
economy-4104	319	7	poverty	poverty	NOUN
economy-4104	319	8	on	on	ADP
economy-4104	319	9	the	the	DET
economy-4104	319	10	livelihood	livelihood	NOUN
economy-4104	319	11	of	of	ADP
economy-4104	319	12	individuals	individual	NOUN
economy-4104	319	13	even	even	ADV
economy-4104	319	14	if	if	SCONJ
economy-4104	319	15	they	they	PRON
economy-4104	319	16	have	have	AUX
economy-4104	319	17	had	have	VERB
economy-4104	319	18	some	some	DET
economy-4104	319	19	level	level	NOUN
economy-4104	319	20	of	of	ADP
economy-4104	319	21	schooling	schooling	NOUN
economy-4104	319	22	.	.	PUNCT
economy-4104	320	1	it	it	PRON
economy-4104	320	2	also	also	ADV
economy-4104	320	3	suggests	suggest	VERB
economy-4104	320	4	that	that	SCONJ
economy-4104	320	5	putting	put	VERB
economy-4104	320	6	individuals	individual	NOUN
economy-4104	320	7	in	in	ADP
economy-4104	320	8	schools	school	NOUN
economy-4104	320	9	is	be	AUX
economy-4104	320	10	not	not	PART
economy-4104	320	11	enough	enough	ADJ
economy-4104	320	12	but	but	CCONJ
economy-4104	320	13	efforts	effort	NOUN
economy-4104	320	14	must	must	AUX
economy-4104	320	15	be	be	AUX
economy-4104	320	16	made	make	VERB
economy-4104	320	17	to	to	PART
economy-4104	320	18	adequately	adequately	ADV
economy-4104	320	19	resource	resource	VERB
economy-4104	320	20	them	they	PRON
economy-4104	320	21	to	to	PART
economy-4104	320	22	undertake	undertake	VERB
economy-4104	320	23	livelihood	livelihood	NOUN
economy-4104	320	24	activities	activity	NOUN
economy-4104	320	25	.	.	PUNCT
economy-4104	321	1	also	also	ADV
economy-4104	321	2	,	,	PUNCT
economy-4104	321	3	individuals	individual	NOUN
economy-4104	321	4	with	with	ADP
economy-4104	321	5	some	some	DET
economy-4104	321	6	level	level	NOUN
economy-4104	321	7	of	of	ADP
economy-4104	321	8	schooling	schooling	NOUN
economy-4104	321	9	had	have	VERB
economy-4104	321	10	a	a	DET
economy-4104	321	11	lower	low	ADJ
economy-4104	321	12	probability	probability	NOUN
economy-4104	321	13	of	of	ADP
economy-4104	321	14	poverty	poverty	NOUN
economy-4104	321	15	compared	compare	VERB
economy-4104	321	16	to	to	ADP
economy-4104	321	17	those	those	PRON
economy-4104	321	18	without	without	ADP
economy-4104	321	19	any	any	DET
economy-4104	321	20	schooling	schooling	NOUN
economy-4104	321	21	.	.	PUNCT
economy-4104	322	1	essentially	essentially	ADV
economy-4104	322	2	,	,	PUNCT
economy-4104	322	3	schooling	school	VERB
economy-4104	322	4	to	to	ADP
economy-4104	322	5	some	some	DET
economy-4104	322	6	extent	extent	NOUN
economy-4104	322	7	empowers	empower	VERB
economy-4104	322	8	the	the	DET
economy-4104	322	9	individual	individual	NOUN
economy-4104	322	10	with	with	ADP
economy-4104	322	11	some	some	DET
economy-4104	322	12	skills	skill	NOUN
economy-4104	322	13	and	and	CCONJ
economy-4104	322	14	knowledge	knowledge	NOUN
economy-4104	322	15	set	set	NOUN
economy-4104	322	16	that	that	PRON
economy-4104	322	17	makes	make	VERB
economy-4104	322	18	them	they	PRON
economy-4104	322	19	less	less	ADV
economy-4104	322	20	likely	likely	ADJ
economy-4104	322	21	to	to	PART
economy-4104	322	22	be	be	AUX
economy-4104	322	23	poor	poor	ADJ
economy-4104	322	24	.	.	PUNCT
economy-4104	323	1	finally	finally	ADV
economy-4104	323	2	,	,	PUNCT
economy-4104	323	3	this	this	DET
economy-4104	323	4	paper	paper	NOUN
economy-4104	323	5	recommends	recommend	VERB
economy-4104	323	6	serious	serious	ADJ
economy-4104	323	7	attention	attention	NOUN
economy-4104	323	8	and	and	CCONJ
economy-4104	323	9	investments	investment	NOUN
economy-4104	323	10	in	in	ADP
economy-4104	323	11	the	the	DET
economy-4104	323	12	ghanaian	ghanaian	ADJ
economy-4104	323	13	educational	educational	ADJ
economy-4104	323	14	system	system	NOUN
economy-4104	323	15	especially	especially	ADV
economy-4104	323	16	at	at	ADP
economy-4104	323	17	the	the	DET
economy-4104	323	18	lower	low	ADJ
economy-4104	323	19	level	level	NOUN
economy-4104	323	20	to	to	PART
economy-4104	323	21	increase	increase	VERB
economy-4104	323	22	enrollment	enrollment	NOUN
economy-4104	323	23	.	.	PUNCT
economy-4104	324	1	the	the	DET
economy-4104	324	2	schooling	schooling	NOUN
economy-4104	324	3	curriculum	curriculum	NOUN
economy-4104	324	4	must	must	AUX
economy-4104	324	5	be	be	AUX
economy-4104	324	6	revised	revise	VERB
economy-4104	324	7	to	to	PART
economy-4104	324	8	equip	equip	VERB
economy-4104	324	9	individuals	individual	NOUN
economy-4104	324	10	with	with	ADP
economy-4104	324	11	some	some	DET
economy-4104	324	12	workable	workable	ADJ
economy-4104	324	13	set	set	NOUN
economy-4104	324	14	of	of	ADP
economy-4104	324	15	skills	skill	NOUN
economy-4104	324	16	that	that	PRON
economy-4104	324	17	can	can	AUX
economy-4104	324	18	enable	enable	VERB
economy-4104	324	19	them	they	PRON
economy-4104	324	20	to	to	PART
economy-4104	324	21	undertake	undertake	VERB
economy-4104	324	22	livelihood	livelihood	NOUN
economy-4104	324	23	activities	activity	NOUN
economy-4104	324	24	to	to	PART
economy-4104	324	25	improve	improve	VERB
economy-4104	324	26	their	their	PRON
economy-4104	324	27	welfare	welfare	NOUN
economy-4104	324	28	.	.	PUNCT
economy-4104	325	1	this	this	PRON
economy-4104	325	2	will	will	AUX
economy-4104	325	3	help	help	VERB
economy-4104	325	4	individuals	individual	NOUN
economy-4104	325	5	to	to	PART
economy-4104	325	6	undertake	undertake	VERB
economy-4104	325	7	start	start	VERB
economy-4104	325	8	-	-	PUNCT
economy-4104	325	9	up	up	ADP
economy-4104	325	10	businesses	business	NOUN
economy-4104	325	11	and	and	CCONJ
economy-4104	325	12	reduce	reduce	VERB
economy-4104	325	13	the	the	DET
economy-4104	325	14	high	high	ADJ
economy-4104	325	15	rate	rate	NOUN
economy-4104	325	16	of	of	ADP
economy-4104	325	17	unemployment	unemployment	NOUN
economy-4104	325	18	in	in	ADP
economy-4104	325	19	the	the	DET
economy-4104	325	20	country	country	NOUN
economy-4104	325	21	.	.	PUNCT
economy-4104	326	1	references	reference	NOUN
economy-4104	326	2	adjei	adjei	PROPN
economy-4104	326	3	,	,	PUNCT
economy-4104	326	4	r.	r.	PROPN
economy-4104	326	5	s.	s.	PROPN
economy-4104	326	6	(	(	PUNCT
economy-4104	326	7	2010	2010	NUM
economy-4104	326	8	)	)	PUNCT
economy-4104	326	9	.	.	PUNCT
economy-4104	327	1	effects	effect	NOUN
economy-4104	327	2	of	of	ADP
economy-4104	327	3	action	action	NOUN
economy-4104	327	4	aid	aid	NOUN
economy-4104	327	5	and	and	CCONJ
economy-4104	327	6	land	land	NOUN
economy-4104	327	7	reclamation	reclamation	NOUN
economy-4104	327	8	program	program	NOUN
economy-4104	327	9	on	on	ADP
economy-4104	327	10	food	food	NOUN
economy-4104	327	11	production	production	NOUN
economy-4104	327	12	in	in	ADP
economy-4104	327	13	ghana	ghana	PROPN
economy-4104	327	14	:	:	PUNCT
economy-4104	327	15	online	online	ADJ
economy-4104	327	16	library	library	NOUN
economy-4104	327	17	,	,	PUNCT
economy-4104	327	18	university	university	PROPN
economy-4104	327	19	of	of	ADP
economy-4104	327	20	cape	cape	PROPN
economy-4104	327	21	coast	coast	PROPN
economy-4104	327	22	.	.	PUNCT
economy-4104	328	1	retrieved	retrieve	VERB
economy-4104	328	2	from	from	ADP
economy-4104	328	3	:	:	PUNCT
economy-4104	328	4	https://ir.ucc.edu.gh/xmlui/bitstream/handle/123456789/2669/adjei%202010.pdf?sequence=1&isallowed=y	https://ir.ucc.edu.gh/xmlui/bitstream/handle/123456789/2669/adjei%202010.pdf?sequence=1&isallowed=y	PROPN
economy-4104	328	5	.	.	PUNCT
economy-4104	329	1	adu	adu	ADJ
economy-4104	329	2	-	-	PUNCT
economy-4104	329	3	gyamfi	gyamfi	PROPN
economy-4104	329	4	,	,	PUNCT
economy-4104	329	5	s.	s.	PROPN
economy-4104	329	6	,	,	PUNCT
economy-4104	329	7	donkoh	donkoh	PROPN
economy-4104	329	8	,	,	PUNCT
economy-4104	329	9	w.	w.	PROPN
economy-4104	329	10	j.	j.	PROPN
economy-4104	329	11	,	,	PUNCT
economy-4104	329	12	&	&	CCONJ
economy-4104	329	13	addo	addo	PROPN
economy-4104	329	14	,	,	PUNCT
economy-4104	329	15	a.	a.	NOUN
economy-4104	329	16	a.	a.	PROPN
economy-4104	329	17	(	(	PUNCT
economy-4104	329	18	2016	2016	NUM
economy-4104	329	19	)	)	PUNCT
economy-4104	329	20	.	.	PUNCT
economy-4104	330	1	educational	educational	ADJ
economy-4104	330	2	reforms	reform	NOUN
economy-4104	330	3	in	in	ADP
economy-4104	330	4	ghana	ghana	PROPN
economy-4104	330	5	:	:	PUNCT
economy-4104	330	6	past	past	NOUN
economy-4104	330	7	and	and	CCONJ
economy-4104	330	8	present	present	ADJ
economy-4104	330	9	.	.	PUNCT
economy-4104	331	1	journal	journal	NOUN
economy-4104	331	2	of	of	ADP
economy-4104	331	3	education	education	NOUN
economy-4104	331	4	and	and	CCONJ
economy-4104	331	5	human	human	ADJ
economy-4104	331	6	development	development	NOUN
economy-4104	331	7	,	,	PUNCT
economy-4104	331	8	5(3	5(3	NUM
economy-4104	331	9	)	)	PUNCT
economy-4104	331	10	,	,	PUNCT
economy-4104	331	11	158	158	NUM
economy-4104	331	12	-	-	SYM
economy-4104	331	13	172	172	NUM
economy-4104	331	14	.	.	PUNCT
economy-4104	332	1	aghion	aghion	NOUN
economy-4104	332	2	,	,	PUNCT
economy-4104	332	3	p.	p.	NOUN
economy-4104	332	4	,	,	PUNCT
economy-4104	332	5	&	&	CCONJ
economy-4104	332	6	howitt	howitt	ADJ
economy-4104	332	7	,	,	PUNCT
economy-4104	332	8	p.	p.	NOUN
economy-4104	332	9	w.	w.	PROPN
economy-4104	332	10	(	(	PUNCT
economy-4104	332	11	2008	2008	NUM
economy-4104	332	12	)	)	PUNCT
economy-4104	332	13	.	.	PUNCT
economy-4104	333	1	the	the	DET
economy-4104	333	2	economics	economic	NOUN
economy-4104	333	3	of	of	ADP
economy-4104	333	4	growth	growth	NOUN
economy-4104	333	5	.	.	PUNCT
economy-4104	334	1	cambridge	cambridge	PROPN
economy-4104	334	2	,	,	PUNCT
economy-4104	334	3	united	united	PROPN
economy-4104	334	4	states	states	PROPN
economy-4104	334	5	:	:	PUNCT
economy-4104	334	6	mit	mit	VERB
economy-4104	334	7	press	press	NOUN
economy-4104	334	8	.	.	PUNCT
economy-4104	335	1	akyeampong	akyeampong	PROPN
economy-4104	335	2	,	,	PUNCT
economy-4104	335	3	k.	k.	PROPN
economy-4104	335	4	(	(	PUNCT
economy-4104	335	5	2009	2009	NUM
economy-4104	335	6	)	)	PUNCT
economy-4104	335	7	.	.	PUNCT
economy-4104	336	1	revisiting	revisit	VERB
economy-4104	336	2	free	free	ADJ
economy-4104	336	3	compulsory	compulsory	ADJ
economy-4104	336	4	universal	universal	ADJ
economy-4104	336	5	basic	basic	ADJ
economy-4104	336	6	education	education	NOUN
economy-4104	336	7	(	(	PUNCT
economy-4104	336	8	fcube	fcube	PROPN
economy-4104	336	9	)	)	PUNCT
economy-4104	336	10	in	in	ADP
economy-4104	336	11	ghana	ghana	PROPN
economy-4104	336	12	.	.	PUNCT
economy-4104	337	1	comparative	comparative	ADJ
economy-4104	337	2	education	education	NOUN
economy-4104	337	3	,	,	PUNCT
economy-4104	337	4	45(2	45(2	NOUN
economy-4104	337	5	)	)	PUNCT
economy-4104	337	6	,	,	PUNCT
economy-4104	337	7	175195.available	175195.available	ADJ
economy-4104	337	8	at	at	ADP
economy-4104	337	9	:	:	PUNCT
economy-4104	337	10	https://doi.org/10.1080/03050060902920534	https://doi.org/10.1080/03050060902920534	NOUN
economy-4104	337	11	.	.	PUNCT
economy-4104	338	1	becker	becker	PROPN
economy-4104	338	2	,	,	PUNCT
economy-4104	338	3	g.	g.	PROPN
economy-4104	338	4	s.	s.	PROPN
economy-4104	338	5	(	(	PUNCT
economy-4104	338	6	1993	1993	NUM
economy-4104	338	7	)	)	PUNCT
economy-4104	338	8	.	.	PUNCT
economy-4104	339	1	human	human	ADJ
economy-4104	339	2	capital	capital	NOUN
economy-4104	339	3	:	:	PUNCT
economy-4104	339	4	a	a	DET
economy-4104	339	5	theoretical	theoretical	ADJ
economy-4104	339	6	and	and	CCONJ
economy-4104	339	7	empirical	empirical	ADJ
economy-4104	339	8	analysis	analysis	NOUN
economy-4104	339	9	with	with	ADP
economy-4104	339	10	special	special	ADJ
economy-4104	339	11	reference	reference	NOUN
economy-4104	339	12	to	to	ADP
economy-4104	339	13	education	education	NOUN
economy-4104	339	14	.	.	PUNCT
economy-4104	340	1	chicago	chicago	PROPN
economy-4104	340	2	:	:	PUNCT
economy-4104	340	3	university	university	NOUN
economy-4104	340	4	of	of	ADP
economy-4104	340	5	chicago	chicago	PROPN
economy-4104	340	6	press	press	PROPN
economy-4104	340	7	.	.	PUNCT
economy-4104	341	1	cameron	cameron	PROPN
economy-4104	341	2	,	,	PUNCT
economy-4104	341	3	s.	s.	PROPN
economy-4104	341	4	,	,	PUNCT
economy-4104	341	5	&	&	CCONJ
economy-4104	341	6	ananga	ananga	PROPN
economy-4104	341	7	,	,	PUNCT
economy-4104	341	8	e.	e.	PROPN
economy-4104	341	9	d.	d.	PROPN
economy-4104	341	10	(	(	PUNCT
economy-4104	341	11	2015	2015	NUM
economy-4104	341	12	)	)	PUNCT
economy-4104	341	13	.	.	PUNCT
economy-4104	342	1	savings	saving	NOUN
economy-4104	342	2	groups	group	NOUN
economy-4104	342	3	,	,	PUNCT
economy-4104	342	4	livelihoods	livelihood	NOUN
economy-4104	342	5	and	and	CCONJ
economy-4104	342	6	education	education	NOUN
economy-4104	342	7	:	:	PUNCT
economy-4104	342	8	two	two	NUM
economy-4104	342	9	case	case	NOUN
economy-4104	342	10	studies	study	NOUN
economy-4104	342	11	in	in	ADP
economy-4104	342	12	ghana	ghana	PROPN
economy-4104	342	13	.	.	PUNCT
economy-4104	343	1	journal	journal	PROPN
economy-4104	343	2	of	of	ADP
economy-4104	343	3	international	international	PROPN
economy-4104	343	4	development	development	NOUN
economy-4104	343	5	,	,	PUNCT
economy-4104	343	6	27(7	27(7	NUM
economy-4104	343	7	)	)	PUNCT
economy-4104	343	8	,	,	PUNCT
economy-4104	343	9	1027-1041.available	1027-1041.available	NUM
economy-4104	343	10	at	at	ADP
economy-4104	343	11	:	:	PUNCT
economy-4104	343	12	https://doi.org/10.1002/jid.3067	https://doi.org/10.1002/jid.3067	PROPN
economy-4104	343	13	.	.	PUNCT
economy-4104	344	1	chambers	chamber	NOUN
economy-4104	344	2	,	,	PUNCT
economy-4104	344	3	r.	r.	PROPN
economy-4104	344	4	,	,	PUNCT
economy-4104	344	5	&	&	CCONJ
economy-4104	344	6	conway	conway	PROPN
economy-4104	344	7	,	,	PUNCT
economy-4104	344	8	g.	g.	PROPN
economy-4104	344	9	(	(	PUNCT
economy-4104	344	10	1992	1992	NUM
economy-4104	344	11	)	)	PUNCT
economy-4104	344	12	.	.	PUNCT
economy-4104	345	1	sustainable	sustainable	ADJ
economy-4104	345	2	rural	rural	ADJ
economy-4104	345	3	livelihoods	livelihood	NOUN
economy-4104	345	4	:	:	PUNCT
economy-4104	345	5	practical	practical	ADJ
economy-4104	345	6	concepts	concept	NOUN
economy-4104	345	7	for	for	ADP
economy-4104	345	8	the	the	DET
economy-4104	345	9	21st	21st	ADJ
economy-4104	345	10	century	century	NOUN
economy-4104	345	11	.	.	PUNCT
economy-4104	346	1	discussion	discussion	NOUN
economy-4104	346	2	paper	paper	NOUN
economy-4104	346	3	no	no	INTJ
economy-4104	346	4	.	.	PROPN
economy-4104	347	1	296	296	NUM
economy-4104	347	2	.	.	PUNCT
economy-4104	348	1	ids	id	NOUN
economy-4104	348	2	,	,	PUNCT
economy-4104	348	3	sussex	sussex	PROPN
economy-4104	348	4	.	.	PUNCT
economy-4104	349	1	coelli	coelli	PROPN
economy-4104	349	2	,	,	PUNCT
economy-4104	349	3	m.	m.	NOUN
economy-4104	349	4	,	,	PUNCT
economy-4104	349	5	&	&	CCONJ
economy-4104	349	6	green	green	PROPN
economy-4104	349	7	,	,	PUNCT
economy-4104	349	8	d.	d.	PROPN
economy-4104	349	9	a.	a.	PROPN
economy-4104	349	10	(	(	PUNCT
economy-4104	349	11	2012	2012	NUM
economy-4104	349	12	)	)	PUNCT
economy-4104	349	13	.	.	PUNCT
economy-4104	350	1	leadership	leadership	NOUN
economy-4104	350	2	effects	effect	NOUN
economy-4104	350	3	:	:	PUNCT
economy-4104	350	4	school	school	NOUN
economy-4104	350	5	principals	principal	NOUN
economy-4104	350	6	and	and	CCONJ
economy-4104	350	7	student	student	NOUN
economy-4104	350	8	outcomes	outcome	NOUN
economy-4104	350	9	.	.	PUNCT
economy-4104	351	1	economics	economic	NOUN
economy-4104	351	2	of	of	ADP
economy-4104	351	3	education	education	PROPN
economy-4104	351	4	review	review	NOUN
economy-4104	351	5	,	,	PUNCT
economy-4104	351	6	31(1	31(1	NUM
economy-4104	351	7	)	)	PUNCT
economy-4104	351	8	,	,	PUNCT
economy-4104	351	9	92109.available	92109.available	X
economy-4104	351	10	at	at	ADP
economy-4104	351	11	:	:	PUNCT
economy-4104	351	12	https://doi.org/10.1016/j.econedurev.2011.09.001	https://doi.org/10.1016/j.econedurev.2011.09.001	PROPN
economy-4104	351	13	.	.	PUNCT
economy-4104	351	14	corcoran	corcoran	NOUN
economy-4104	351	15	,	,	PUNCT
economy-4104	351	16	j.	j.	PROPN
economy-4104	351	17	l.	l.	PROPN
economy-4104	351	18	,	,	PUNCT
economy-4104	351	19	davies	davy	NOUN
economy-4104	351	20	,	,	PUNCT
economy-4104	351	21	s.	s.	PROPN
economy-4104	351	22	l.	l.	PROPN
economy-4104	351	23	,	,	PUNCT
economy-4104	351	24	knight	knight	NOUN
economy-4104	351	25	,	,	PUNCT
economy-4104	351	26	c.	c.	PROPN
economy-4104	351	27	c.	c.	PROPN
economy-4104	351	28	,	,	PUNCT
economy-4104	351	29	lanzi	lanzi	PROPN
economy-4104	351	30	,	,	PUNCT
economy-4104	351	31	r.	r.	PROPN
economy-4104	351	32	g.	g.	PROPN
economy-4104	351	33	,	,	PUNCT
economy-4104	351	34	li	li	PROPN
economy-4104	351	35	,	,	PUNCT
economy-4104	351	36	p.	p.	PROPN
economy-4104	351	37	,	,	PUNCT
economy-4104	351	38	&	&	CCONJ
economy-4104	351	39	ladores	ladores	PROPN
economy-4104	351	40	,	,	PUNCT
economy-4104	351	41	s.	s.	PROPN
economy-4104	351	42	l.	l.	PROPN
economy-4104	351	43	(	(	PUNCT
economy-4104	351	44	2020	2020	NUM
economy-4104	351	45	)	)	PUNCT
economy-4104	351	46	.	.	PUNCT
economy-4104	352	1	adolescents	adolescent	NOUN
economy-4104	352	2	’	'	PUNCT
economy-4104	352	3	perceptions	perception	NOUN
economy-4104	352	4	of	of	ADP
economy-4104	352	5	sexual	sexual	ADJ
economy-4104	352	6	health	health	NOUN
economy-4104	352	7	education	education	NOUN
economy-4104	352	8	programs	program	NOUN
economy-4104	352	9	:	:	PUNCT
economy-4104	352	10	an	an	DET
economy-4104	352	11	integrative	integrative	ADJ
economy-4104	352	12	review	review	NOUN
economy-4104	352	13	.	.	PUNCT
economy-4104	353	1	journal	journal	NOUN
economy-4104	353	2	of	of	ADP
economy-4104	353	3	adolescence	adolescence	NOUN
economy-4104	353	4	,	,	PUNCT
economy-4104	353	5	84(1	84(1	NUM
economy-4104	353	6	)	)	PUNCT
economy-4104	353	7	,	,	PUNCT
economy-4104	353	8	96-112.available	96-112.available	ADJ
economy-4104	353	9	at	at	ADP
economy-4104	353	10	:	:	PUNCT
economy-4104	353	11	https://doi.org/10.1016/j.adolescence.2020.07.014	https://doi.org/10.1016/j.adolescence.2020.07.014	PROPN
economy-4104	353	12	.	.	PUNCT
economy-4104	354	1	crockett	crockett	PROPN
economy-4104	354	2	,	,	PUNCT
economy-4104	354	3	s.	s.	PROPN
economy-4104	354	4	,	,	PUNCT
economy-4104	354	5	duffy	duffy	PROPN
economy-4104	354	6	,	,	PUNCT
economy-4104	354	7	j.	j.	PROPN
economy-4104	354	8	,	,	PUNCT
economy-4104	354	9	&	&	CCONJ
economy-4104	354	10	izhakian	izhakian	ADJ
economy-4104	354	11	,	,	PUNCT
economy-4104	354	12	y.	y.	PROPN
economy-4104	354	13	(	(	PUNCT
economy-4104	354	14	2019	2019	NUM
economy-4104	354	15	)	)	PUNCT
economy-4104	354	16	.	.	PUNCT
economy-4104	355	1	an	an	DET
economy-4104	355	2	experimental	experimental	ADJ
economy-4104	355	3	test	test	NOUN
economy-4104	355	4	of	of	ADP
economy-4104	355	5	the	the	DET
economy-4104	355	6	lucas	lucas	PROPN
economy-4104	355	7	asset	asset	PROPN
economy-4104	355	8	pricing	pricing	NOUN
economy-4104	355	9	model	model	NOUN
economy-4104	355	10	.	.	PUNCT
economy-4104	356	1	the	the	DET
economy-4104	356	2	review	review	NOUN
economy-4104	356	3	of	of	ADP
economy-4104	356	4	economic	economic	ADJ
economy-4104	356	5	studies	study	NOUN
economy-4104	356	6	,	,	PUNCT
economy-4104	356	7	86(2	86(2	NOUN
economy-4104	356	8	)	)	PUNCT
economy-4104	356	9	,	,	PUNCT
economy-4104	356	10	627-667.available	627-667.available	NUM
economy-4104	356	11	at	at	ADP
economy-4104	356	12	:	:	PUNCT
economy-4104	356	13	https://doi.org/10.1093/restud/rdy035	https://doi.org/10.1093/restud/rdy035	PROPN
economy-4104	356	14	.	.	PUNCT
economy-4104	357	1	davidson	davidson	PROPN
economy-4104	357	2	,	,	PUNCT
economy-4104	357	3	r.	r.	PROPN
economy-4104	357	4	,	,	PUNCT
economy-4104	357	5	&	&	CCONJ
economy-4104	357	6	mackinnon	mackinnon	PROPN
economy-4104	357	7	,	,	PUNCT
economy-4104	357	8	j.	j.	PROPN
economy-4104	357	9	g.	g.	PROPN
economy-4104	357	10	(	(	PUNCT
economy-4104	357	11	1993	1993	NUM
economy-4104	357	12	)	)	PUNCT
economy-4104	357	13	.	.	PUNCT
economy-4104	358	1	estimation	estimation	NOUN
economy-4104	358	2	and	and	CCONJ
economy-4104	358	3	inference	inference	NOUN
economy-4104	358	4	in	in	ADP
economy-4104	358	5	econometrics	econometrics	NOUN
economy-4104	358	6	.	.	PUNCT
economy-4104	359	1	new	new	PROPN
economy-4104	359	2	york	york	PROPN
economy-4104	359	3	:	:	PUNCT
economy-4104	359	4	oxford	oxford	PROPN
economy-4104	359	5	university	university	PROPN
economy-4104	359	6	press	press	NOUN
economy-4104	359	7	.	.	PUNCT
economy-4104	360	1	debrah	debrah	PROPN
economy-4104	360	2	,	,	PUNCT
economy-4104	360	3	e.	e.	PROPN
economy-4104	360	4	(	(	PUNCT
economy-4104	360	5	2013	2013	NUM
economy-4104	360	6	)	)	PUNCT
economy-4104	360	7	.	.	PUNCT
economy-4104	361	1	alleviating	alleviate	VERB
economy-4104	361	2	poverty	poverty	NOUN
economy-4104	361	3	in	in	ADP
economy-4104	361	4	ghana	ghana	PROPN
economy-4104	361	5	:	:	PUNCT
economy-4104	361	6	the	the	DET
economy-4104	361	7	case	case	NOUN
economy-4104	361	8	of	of	ADP
economy-4104	361	9	livelihood	livelihood	NOUN
economy-4104	361	10	empowerment	empowerment	NOUN
economy-4104	361	11	against	against	ADP
economy-4104	361	12	poverty	poverty	NOUN
economy-4104	361	13	(	(	PUNCT
economy-4104	361	14	leap	leap	PROPN
economy-4104	361	15	)	)	PUNCT
economy-4104	361	16	.	.	PUNCT
economy-4104	362	1	africa	africa	PROPN
economy-4104	362	2	today	today	NOUN
economy-4104	362	3	,	,	PUNCT
economy-4104	362	4	59(4	59(4	NUM
economy-4104	362	5	)	)	PUNCT
economy-4104	362	6	,	,	PUNCT
economy-4104	362	7	41	41	NUM
economy-4104	362	8	-	-	SYM
economy-4104	362	9	67	67	NUM
economy-4104	362	10	.	.	PUNCT
economy-4104	363	1	gecho	gecho	PROPN
economy-4104	363	2	,	,	PUNCT
economy-4104	363	3	y.	y.	PROPN
economy-4104	363	4	,	,	PUNCT
economy-4104	363	5	ayele	ayele	PROPN
economy-4104	363	6	,	,	PUNCT
economy-4104	363	7	g.	g.	PROPN
economy-4104	363	8	,	,	PUNCT
economy-4104	363	9	lemma	lemma	PROPN
economy-4104	363	10	,	,	PUNCT
economy-4104	363	11	t.	t.	PROPN
economy-4104	363	12	,	,	PUNCT
economy-4104	363	13	&	&	CCONJ
economy-4104	363	14	alemu	alemu	PROPN
economy-4104	363	15	,	,	PUNCT
economy-4104	363	16	d.	d.	PROPN
economy-4104	363	17	(	(	PUNCT
economy-4104	363	18	2014	2014	NUM
economy-4104	363	19	)	)	PUNCT
economy-4104	363	20	.	.	PUNCT
economy-4104	364	1	rural	rural	ADJ
economy-4104	364	2	household	household	NOUN
economy-4104	364	3	livelihood	livelihood	NOUN
economy-4104	364	4	strategies	strategy	NOUN
economy-4104	364	5	:	:	PUNCT
economy-4104	364	6	options	option	NOUN
economy-4104	364	7	and	and	CCONJ
economy-4104	364	8	determinants	determinant	NOUN
economy-4104	364	9	in	in	ADP
economy-4104	364	10	the	the	DET
economy-4104	364	11	case	case	NOUN
economy-4104	364	12	of	of	ADP
economy-4104	364	13	wolaita	wolaita	PROPN
economy-4104	364	14	zone	zone	NOUN
economy-4104	364	15	,	,	PUNCT
economy-4104	364	16	southern	southern	ADJ
economy-4104	364	17	ethiopia	ethiopia	PROPN
economy-4104	364	18	.	.	PUNCT
economy-4104	365	1	social	social	ADJ
economy-4104	365	2	sciences	sciences	PROPN
economy-4104	365	3	,	,	PUNCT
economy-4104	365	4	3(3	3(3	NUM
economy-4104	365	5	)	)	PUNCT
economy-4104	365	6	,	,	PUNCT
economy-4104	365	7	92-104.available	92-104.available	ADJ
economy-4104	365	8	at	at	ADP
economy-4104	365	9	:	:	PUNCT
economy-4104	365	10	https://doi.org/10.11648/j.ss.20140303.15	https://doi.org/10.11648/j.ss.20140303.15	PROPN
economy-4104	365	11	.	.	PUNCT
economy-4104	365	12	gss	gss	PROPN
economy-4104	365	13	.	.	PUNCT
economy-4104	366	1	(	(	PUNCT
economy-4104	366	2	2017	2017	NUM
economy-4104	366	3	)	)	PUNCT
economy-4104	366	4	.	.	PUNCT
economy-4104	367	1	ghana	ghana	PROPN
economy-4104	367	2	living	living	NOUN
economy-4104	367	3	standards	standard	NOUN
economy-4104	367	4	survey	survey	NOUN
economy-4104	367	5	:	:	PUNCT
economy-4104	367	6	study	study	NOUN
economy-4104	367	7	document	document	NOUN
economy-4104	367	8	for	for	ADP
economy-4104	367	9	the	the	DET
economy-4104	367	10	seventh	seventh	ADJ
economy-4104	367	11	round	round	NOUN
economy-4104	367	12	.	.	PUNCT
economy-4104	368	1	accra	accra	PROPN
economy-4104	368	2	:	:	PUNCT
economy-4104	368	3	ghana	ghana	PROPN
economy-4104	368	4	statistical	statistical	ADJ
economy-4104	368	5	service	service	NOUN
economy-4104	368	6	.	.	PUNCT
economy-4104	369	1	haji	haji	PROPN
economy-4104	369	2	,	,	PUNCT
economy-4104	369	3	j.	j.	PROPN
economy-4104	369	4	,	,	PUNCT
economy-4104	369	5	&	&	CCONJ
economy-4104	369	6	legesse	legesse	PROPN
economy-4104	369	7	,	,	PUNCT
economy-4104	369	8	b.	b.	PROPN
economy-4104	369	9	(	(	PUNCT
economy-4104	369	10	2017	2017	NUM
economy-4104	369	11	)	)	PUNCT
economy-4104	369	12	.	.	PUNCT
economy-4104	370	1	impact	impact	NOUN
economy-4104	370	2	of	of	ADP
economy-4104	370	3	sedentarization	sedentarization	NOUN
economy-4104	370	4	program	program	NOUN
economy-4104	370	5	on	on	ADP
economy-4104	370	6	the	the	DET
economy-4104	370	7	livelihood	livelihood	NOUN
economy-4104	370	8	and	and	CCONJ
economy-4104	370	9	food	food	NOUN
economy-4104	370	10	security	security	NOUN
economy-4104	370	11	of	of	ADP
economy-4104	370	12	ethiopian	ethiopian	ADJ
economy-4104	370	13	pastoralists	pastoralist	NOUN
economy-4104	370	14	.	.	PUNCT
economy-4104	371	1	journal	journal	NOUN
economy-4104	371	2	of	of	ADP
economy-4104	371	3	arid	arid	ADJ
economy-4104	371	4	environments	environment	NOUN
economy-4104	371	5	,	,	PUNCT
economy-4104	371	6	136	136	NUM
economy-4104	371	7	,	,	PUNCT
economy-4104	371	8	45-53.available	45-53.available	ADJ
economy-4104	371	9	at	at	ADP
economy-4104	371	10	:	:	PUNCT
economy-4104	371	11	https://doi.org/10.1016/j.jaridenv.2016.10.007	https://doi.org/10.1016/j.jaridenv.2016.10.007	PROPN
economy-4104	371	12	.	.	PUNCT
economy-4104	372	1	heckman	heckman	PROPN
economy-4104	372	2	,	,	PUNCT
economy-4104	372	3	j.	j.	PROPN
economy-4104	372	4	j.	j.	PROPN
economy-4104	372	5	,	,	PUNCT
economy-4104	372	6	&	&	CCONJ
economy-4104	372	7	karapakula	karapakula	PROPN
economy-4104	372	8	,	,	PUNCT
economy-4104	372	9	g.	g.	PROPN
economy-4104	372	10	(	(	PUNCT
economy-4104	372	11	2019	2019	NUM
economy-4104	372	12	)	)	PUNCT
economy-4104	372	13	.	.	PUNCT
economy-4104	373	1	intergenerational	intergenerational	ADJ
economy-4104	373	2	and	and	CCONJ
economy-4104	373	3	intragenerational	intragenerational	ADJ
economy-4104	373	4	externalities	externality	NOUN
economy-4104	373	5	of	of	ADP
economy-4104	373	6	the	the	DET
economy-4104	373	7	perry	perry	PROPN
economy-4104	373	8	preschool	preschool	PROPN
economy-4104	373	9	project	project	PROPN
economy-4104	373	10	.	.	PUNCT
economy-4104	374	1	nber	nber	PROPN
economy-4104	374	2	working	working	PROPN
economy-4104	374	3	paper	paper	PROPN
economy-4104	374	4	no	no	INTJ
economy-4104	374	5	.	.	PROPN
economy-4104	374	6	25889	25889	NUM
economy-4104	374	7	national	national	PROPN
economy-4104	374	8	bureau	bureau	PROPN
economy-4104	374	9	of	of	ADP
economy-4104	374	10	economic	economic	ADJ
economy-4104	374	11	research	research	NOUN
economy-4104	374	12	.	.	PUNCT
economy-4104	375	1	lim	lim	PROPN
economy-4104	375	2	,	,	PUNCT
economy-4104	375	3	d.	d.	PROPN
economy-4104	375	4	(	(	PUNCT
economy-4104	375	5	2018	2018	NUM
economy-4104	375	6	)	)	PUNCT
economy-4104	375	7	.	.	PUNCT
economy-4104	376	1	quality	quality	NOUN
economy-4104	376	2	assurance	assurance	NOUN
economy-4104	376	3	in	in	ADP
economy-4104	376	4	higher	high	ADJ
economy-4104	376	5	education	education	NOUN
economy-4104	376	6	:	:	PUNCT
economy-4104	376	7	a	a	DET
economy-4104	376	8	study	study	NOUN
economy-4104	376	9	of	of	ADP
economy-4104	376	10	developing	develop	VERB
economy-4104	376	11	countries	country	NOUN
economy-4104	376	12	:	:	PUNCT
economy-4104	376	13	routledge	routledge	PROPN
economy-4104	376	14	.	.	PUNCT
economy-4104	377	1	little	little	ADJ
economy-4104	377	2	,	,	PUNCT
economy-4104	377	3	p.	p.	NOUN
economy-4104	377	4	,	,	PUNCT
economy-4104	377	5	aboud	aboud	PROPN
economy-4104	377	6	,	,	PUNCT
economy-4104	377	7	a.	a.	PROPN
economy-4104	377	8	,	,	PUNCT
economy-4104	377	9	&	&	CCONJ
economy-4104	377	10	lenachuru	lenachuru	PROPN
economy-4104	377	11	,	,	PUNCT
economy-4104	377	12	c.	c.	PROPN
economy-4104	377	13	(	(	PUNCT
economy-4104	377	14	2009	2009	NUM
economy-4104	377	15	)	)	PUNCT
economy-4104	377	16	.	.	PUNCT
economy-4104	378	1	can	can	AUX
economy-4104	378	2	formal	formal	ADJ
economy-4104	378	3	education	education	NOUN
economy-4104	378	4	reduce	reduce	VERB
economy-4104	378	5	risks	risk	NOUN
economy-4104	378	6	for	for	ADP
economy-4104	378	7	drought	drought	NOUN
economy-4104	378	8	-	-	PUNCT
economy-4104	378	9	prone	prone	ADJ
economy-4104	378	10	pastoralists	pastoralist	NOUN
economy-4104	378	11	?	?	PUNCT
economy-4104	378	12	:	:	PUNCT
economy-4104	378	13	a	a	DET
economy-4104	378	14	case	case	NOUN
economy-4104	378	15	study	study	NOUN
economy-4104	378	16	from	from	ADP
economy-4104	378	17	baringo	baringo	PROPN
economy-4104	378	18	district	district	PROPN
economy-4104	378	19	,	,	PUNCT
economy-4104	378	20	kenya	kenya	PROPN
economy-4104	378	21	.	.	PUNCT
economy-4104	379	1	human	human	ADJ
economy-4104	379	2	organization	organization	PROPN
economy-4104	379	3	,	,	PUNCT
economy-4104	379	4	68(2	68(2	NOUN
economy-4104	379	5	)	)	PUNCT
economy-4104	379	6	,	,	PUNCT
economy-4104	379	7	154-165.available	154-165.available	NUM
economy-4104	379	8	at	at	ADP
economy-4104	379	9	:	:	PUNCT
economy-4104	379	10	https://doi.org/10.17730/humo.68.2.n70t617197x4w778	https://doi.org/10.17730/humo.68.2.n70t617197x4w778	PROPN
economy-4104	379	11	.	.	PUNCT
economy-4104	380	1	mabe	mabe	PROPN
economy-4104	380	2	,	,	PUNCT
economy-4104	380	3	f.	f.	PROPN
economy-4104	380	4	n.	n.	PROPN
economy-4104	380	5	,	,	PUNCT
economy-4104	380	6	konja	konja	PROPN
economy-4104	380	7	,	,	PUNCT
economy-4104	380	8	d.	d.	PROPN
economy-4104	380	9	t.	t.	PROPN
economy-4104	380	10	,	,	PUNCT
economy-4104	380	11	addo	addo	PROPN
economy-4104	380	12	,	,	PUNCT
economy-4104	380	13	m.	m.	PROPN
economy-4104	380	14	d.	d.	PROPN
economy-4104	380	15	d.	d.	PROPN
economy-4104	380	16	,	,	PUNCT
economy-4104	380	17	&	&	CCONJ
economy-4104	380	18	awuni	awuni	PROPN
economy-4104	380	19	,	,	PUNCT
economy-4104	380	20	j.	j.	PROPN
economy-4104	380	21	a.	a.	PROPN
economy-4104	380	22	(	(	PUNCT
economy-4104	380	23	2022	2022	NUM
economy-4104	380	24	)	)	PUNCT
economy-4104	380	25	.	.	PUNCT
economy-4104	381	1	the	the	DET
economy-4104	381	2	locational	locational	ADJ
economy-4104	381	3	and	and	CCONJ
economy-4104	381	4	gendered	gendered	ADJ
economy-4104	381	5	impacts	impact	NOUN
economy-4104	381	6	of	of	ADP
economy-4104	381	7	livelihood	livelihood	NOUN
economy-4104	381	8	empowerment	empowerment	NOUN
economy-4104	381	9	against	against	ADP
economy-4104	381	10	poverty	poverty	NOUN
economy-4104	381	11	(	(	PUNCT
economy-4104	381	12	leap	leap	PROPN
economy-4104	381	13	)	)	PUNCT
economy-4104	381	14	on	on	ADP
economy-4104	381	15	children	child	NOUN
economy-4104	381	16	education	education	NOUN
economy-4104	381	17	in	in	ADP
economy-4104	381	18	ghana	ghana	PROPN
economy-4104	381	19	.	.	PUNCT
economy-4104	382	1	international	international	ADJ
economy-4104	382	2	journal	journal	PROPN
economy-4104	382	3	of	of	ADP
economy-4104	382	4	social	social	ADJ
economy-4104	382	5	economics	economic	NOUN
economy-4104	382	6	,	,	PUNCT
economy-4104	382	7	49(6	49(6	NOUN
economy-4104	382	8	)	)	PUNCT
economy-4104	382	9	,	,	PUNCT
economy-4104	382	10	850-866.available	850-866.available	NUM
economy-4104	382	11	at	at	ADP
economy-4104	382	12	:	:	PUNCT
economy-4104	382	13	https://doi.org/10.1108/ijse-10-2021-0596	https://doi.org/10.1108/ijse-10-2021-0596	ADJ
economy-4104	382	14	.	.	PUNCT
economy-4104	383	1	mahama	mahama	PROPN
economy-4104	383	2	,	,	PUNCT
economy-4104	383	3	t.	t.	PROPN
economy-4104	383	4	a.	a.	PROPN
economy-4104	383	5	,	,	PUNCT
economy-4104	383	6	&	&	CCONJ
economy-4104	383	7	maharjan	maharjan	PROPN
economy-4104	383	8	,	,	PUNCT
economy-4104	383	9	k.	k.	PROPN
economy-4104	383	10	l.	l.	PROPN
economy-4104	383	11	(	(	PUNCT
economy-4104	383	12	2018	2018	NUM
economy-4104	383	13	)	)	PUNCT
economy-4104	383	14	.	.	PUNCT
economy-4104	384	1	generalised	generalise	VERB
economy-4104	384	2	ordered	order	VERB
economy-4104	384	3	model	model	NOUN
economy-4104	384	4	for	for	ADP
economy-4104	384	5	conceptualising	conceptualise	VERB
economy-4104	384	6	and	and	CCONJ
economy-4104	384	7	ascertaining	ascertain	VERB
economy-4104	384	8	the	the	DET
economy-4104	384	9	determinants	determinant	NOUN
economy-4104	384	10	of	of	ADP
economy-4104	384	11	livelihood	livelihood	NOUN
economy-4104	384	12	satisfaction	satisfaction	NOUN
economy-4104	384	13	in	in	ADP
economy-4104	384	14	ghana	ghana	PROPN
economy-4104	384	15	.	.	PUNCT
economy-4104	385	1	journal	journal	PROPN
economy-4104	385	2	of	of	ADP
economy-4104	385	3	happiness	happiness	NOUN
economy-4104	385	4	studies	study	NOUN
economy-4104	385	5	,	,	PUNCT
economy-4104	385	6	19(4	19(4	PROPN
economy-4104	385	7	)	)	PUNCT
economy-4104	385	8	,	,	PUNCT
economy-4104	385	9	1195	1195	NUM
economy-4104	385	10	-	-	SYM
economy-4104	385	11	1216	1216	NUM
economy-4104	385	12	.	.	PUNCT
economy-4104	386	1	majgaard	majgaard	PROPN
economy-4104	386	2	,	,	PUNCT
economy-4104	386	3	k.	k.	PROPN
economy-4104	386	4	,	,	PUNCT
economy-4104	386	5	&	&	CCONJ
economy-4104	386	6	mingat	mingat	PROPN
economy-4104	386	7	,	,	PUNCT
economy-4104	386	8	a.	a.	NOUN
economy-4104	386	9	(	(	PUNCT
economy-4104	386	10	2012	2012	NUM
economy-4104	386	11	)	)	PUNCT
economy-4104	386	12	.	.	PUNCT
economy-4104	387	1	education	education	NOUN
economy-4104	387	2	in	in	ADP
economy-4104	387	3	sub	sub	ADJ
economy-4104	387	4	-	-	ADJ
economy-4104	387	5	saharan	saharan	ADJ
economy-4104	387	6	africa	africa	PROPN
economy-4104	387	7	:	:	PUNCT
economy-4104	387	8	a	a	DET
economy-4104	387	9	comparative	comparative	ADJ
economy-4104	387	10	analysis	analysis	NOUN
economy-4104	387	11	.	.	PUNCT
economy-4104	388	1	paper	paper	NOUN
economy-4104	388	2	presented	present	VERB
economy-4104	388	3	at	at	ADP
economy-4104	388	4	the	the	DET
economy-4104	388	5	©	©	PROPN
economy-4104	388	6	2012	2012	NUM
economy-4104	388	7	international	international	ADJ
economy-4104	388	8	bank	bank	NOUN
economy-4104	388	9	for	for	ADP
economy-4104	388	10	reconstruction	reconstruction	NOUN
economy-4104	388	11	and	and	CCONJ
economy-4104	388	12	development	development	NOUN
economy-4104	388	13	/	/	PUNCT
economy-4104	388	14	the	the	DET
economy-4104	388	15	world	world	PROPN
economy-4104	388	16	bank	bank	PROPN
economy-4104	388	17	,	,	PUNCT
economy-4104	388	18	1818	1818	NUM
economy-4104	388	19	h	h	PROPN
economy-4104	388	20	street	street	PROPN
economy-4104	388	21	nw	nw	PROPN
economy-4104	388	22	,	,	PUNCT
economy-4104	388	23	washington	washington	PROPN
economy-4104	388	24	dc	dc	PROPN
economy-4104	388	25	20433	20433	NUM
economy-4104	388	26	.	.	PUNCT
economy-4104	389	1	oduro	oduro	NOUN
economy-4104	389	2	,	,	PUNCT
economy-4104	389	3	k.	k.	PROPN
economy-4104	389	4	,	,	PUNCT
economy-4104	389	5	mohren	mohren	PROPN
economy-4104	389	6	,	,	PUNCT
economy-4104	389	7	g.	g.	PROPN
economy-4104	389	8	,	,	PUNCT
economy-4104	389	9	pena	pena	PROPN
economy-4104	389	10	-	-	PUNCT
economy-4104	389	11	claros	claros	PROPN
economy-4104	389	12	,	,	PUNCT
economy-4104	389	13	m.	m.	NOUN
economy-4104	389	14	,	,	PUNCT
economy-4104	389	15	kyereh	kyereh	PROPN
economy-4104	389	16	,	,	PUNCT
economy-4104	389	17	b.	b.	PROPN
economy-4104	389	18	,	,	PUNCT
economy-4104	389	19	&	&	CCONJ
economy-4104	389	20	arts	arts	PROPN
economy-4104	389	21	,	,	PUNCT
economy-4104	389	22	b.	b.	PROPN
economy-4104	389	23	(	(	PUNCT
economy-4104	389	24	2015	2015	NUM
economy-4104	389	25	)	)	PUNCT
economy-4104	389	26	.	.	PUNCT
economy-4104	390	1	tracing	trace	VERB
economy-4104	390	2	forest	forest	NOUN
economy-4104	390	3	resource	resource	NOUN
economy-4104	390	4	development	development	NOUN
economy-4104	390	5	in	in	ADP
economy-4104	390	6	ghana	ghana	PROPN
economy-4104	390	7	through	through	ADP
economy-4104	390	8	forest	forest	NOUN
economy-4104	390	9	transition	transition	NOUN
economy-4104	390	10	pathways	pathway	NOUN
economy-4104	390	11	.	.	PUNCT
economy-4104	391	1	land	land	NOUN
economy-4104	391	2	use	use	NOUN
economy-4104	391	3	policy	policy	NOUN
economy-4104	391	4	,	,	PUNCT
economy-4104	391	5	48	48	NUM
economy-4104	391	6	,	,	PUNCT
economy-4104	391	7	63-72.available	63-72.available	ADJ
economy-4104	391	8	at	at	ADP
economy-4104	391	9	:	:	PUNCT
economy-4104	391	10	https://doi.org/10.1016/j.landusepol.2015.05.020	https://doi.org/10.1016/j.landusepol.2015.05.020	NOUN
economy-4104	391	11	.	.	PUNCT
economy-4104	392	1	economy	economy	NOUN
economy-4104	392	2	,	,	PUNCT
economy-4104	392	3	2022	2022	NUM
economy-4104	392	4	,	,	PUNCT
economy-4104	392	5	9(1	9(1	NUM
economy-4104	392	6	):	):	PUNCT
economy-4104	392	7	9	9	NUM
economy-4104	392	8	-	-	SYM
economy-4104	392	9	17	17	NUM
economy-4104	392	10	17	17	NUM
economy-4104	392	11	©	©	PROPN
economy-4104	392	12	2022	2022	NUM
economy-4104	392	13	by	by	ADP
economy-4104	392	14	the	the	DET
economy-4104	392	15	authors	author	NOUN
economy-4104	392	16	;	;	PUNCT
economy-4104	392	17	licensee	licensee	PROPN
economy-4104	392	18	asian	asian	ADJ
economy-4104	392	19	online	online	PROPN
economy-4104	392	20	journal	journal	PROPN
economy-4104	392	21	publishing	publishing	PROPN
economy-4104	392	22	group	group	PROPN
economy-4104	392	23	pajibo	pajibo	PROPN
economy-4104	392	24	,	,	PUNCT
economy-4104	392	25	e.	e.	PROPN
economy-4104	392	26	,	,	PUNCT
economy-4104	392	27	&	&	CCONJ
economy-4104	392	28	tamanja	tamanja	PROPN
economy-4104	392	29	,	,	PUNCT
economy-4104	392	30	e.	e.	PROPN
economy-4104	392	31	m.	m.	PROPN
economy-4104	392	32	(	(	PUNCT
economy-4104	392	33	2017	2017	NUM
economy-4104	392	34	)	)	PUNCT
economy-4104	392	35	.	.	PUNCT
economy-4104	393	1	influence	influence	NOUN
economy-4104	393	2	and	and	CCONJ
economy-4104	393	3	challenges	challenge	NOUN
economy-4104	393	4	of	of	ADP
economy-4104	393	5	the	the	DET
economy-4104	393	6	capitation	capitation	NOUN
economy-4104	393	7	grant	grant	NOUN
economy-4104	393	8	on	on	ADP
economy-4104	393	9	education	education	NOUN
economy-4104	393	10	delivery	delivery	NOUN
economy-4104	393	11	in	in	ADP
economy-4104	393	12	basic	basic	ADJ
economy-4104	393	13	schools	school	NOUN
economy-4104	393	14	in	in	ADP
economy-4104	393	15	ghana	ghana	PROPN
economy-4104	393	16	.	.	PUNCT
economy-4104	394	1	asian	asian	ADJ
economy-4104	394	2	journal	journal	PROPN
economy-4104	394	3	of	of	ADP
economy-4104	394	4	education	education	NOUN
economy-4104	394	5	and	and	CCONJ
economy-4104	394	6	training	training	NOUN
economy-4104	394	7	,	,	PUNCT
economy-4104	394	8	3(1	3(1	NUM
economy-4104	394	9	)	)	PUNCT
economy-4104	394	10	,	,	PUNCT
economy-4104	394	11	53-63.available	53-63.available	ADJ
economy-4104	394	12	at	at	ADP
economy-4104	394	13	:	:	PUNCT
economy-4104	394	14	https://doi.org/10.20448/journal.522.2017.31.53.63	https://doi.org/10.20448/journal.522.2017.31.53.63	X
economy-4104	394	15	.	.	PUNCT
economy-4104	395	1	peters	peters	PROPN
economy-4104	395	2	,	,	PUNCT
economy-4104	395	3	e.	e.	PROPN
economy-4104	395	4	,	,	PUNCT
economy-4104	395	5	baker	baker	PROPN
economy-4104	395	6	,	,	PUNCT
economy-4104	395	7	d.	d.	PROPN
economy-4104	395	8	p.	p.	PROPN
economy-4104	395	9	,	,	PUNCT
economy-4104	395	10	dieckmann	dieckmann	PROPN
economy-4104	395	11	,	,	PUNCT
economy-4104	395	12	n.	n.	PROPN
economy-4104	395	13	f.	f.	PROPN
economy-4104	395	14	,	,	PUNCT
economy-4104	395	15	leon	leon	PROPN
economy-4104	395	16	,	,	PUNCT
economy-4104	395	17	j.	j.	PROPN
economy-4104	395	18	,	,	PUNCT
economy-4104	395	19	&	&	CCONJ
economy-4104	395	20	collins	collins	PROPN
economy-4104	395	21	,	,	PUNCT
economy-4104	395	22	j.	j.	PROPN
economy-4104	395	23	(	(	PUNCT
economy-4104	395	24	2010	2010	NUM
economy-4104	395	25	)	)	PUNCT
economy-4104	395	26	.	.	PUNCT
economy-4104	396	1	explaining	explain	VERB
economy-4104	396	2	the	the	DET
economy-4104	396	3	effect	effect	NOUN
economy-4104	396	4	of	of	ADP
economy-4104	396	5	education	education	NOUN
economy-4104	396	6	on	on	ADP
economy-4104	396	7	health	health	NOUN
economy-4104	396	8	:	:	PUNCT
economy-4104	396	9	a	a	DET
economy-4104	396	10	field	field	NOUN
economy-4104	396	11	study	study	NOUN
economy-4104	396	12	in	in	ADP
economy-4104	396	13	ghana	ghana	PROPN
economy-4104	396	14	.	.	PUNCT
economy-4104	397	1	psychological	psychological	ADJ
economy-4104	397	2	science	science	NOUN
economy-4104	397	3	,	,	PUNCT
economy-4104	397	4	21(10	21(10	PROPN
economy-4104	397	5	)	)	PUNCT
economy-4104	397	6	,	,	PUNCT
economy-4104	397	7	1369-1376.available	1369-1376.available	ADJ
economy-4104	397	8	at	at	ADP
economy-4104	397	9	:	:	PUNCT
economy-4104	397	10	https://doi.org/10.1177/0956797610381506	https://doi.org/10.1177/0956797610381506	NOUN
economy-4104	397	11	.	.	PUNCT
economy-4104	397	12	pons	pon	NOUN
economy-4104	397	13	,	,	PUNCT
economy-4104	397	14	e.	e.	PROPN
economy-4104	397	15	,	,	PUNCT
economy-4104	397	16	&	&	CCONJ
economy-4104	397	17	gonzalo	gonzalo	PROPN
economy-4104	397	18	,	,	PUNCT
economy-4104	397	19	m.	m.	NOUN
economy-4104	397	20	t.	t.	PROPN
economy-4104	397	21	(	(	PUNCT
economy-4104	397	22	2002	2002	NUM
economy-4104	397	23	)	)	PUNCT
economy-4104	397	24	.	.	PUNCT
economy-4104	398	1	returns	return	NOUN
economy-4104	398	2	to	to	ADP
economy-4104	398	3	schooling	school	VERB
economy-4104	398	4	in	in	ADP
economy-4104	398	5	spain	spain	PROPN
economy-4104	398	6	:	:	PUNCT
economy-4104	398	7	how	how	SCONJ
economy-4104	398	8	reliable	reliable	ADJ
economy-4104	398	9	are	be	AUX
economy-4104	398	10	instrumental	instrumental	ADJ
economy-4104	398	11	variable	variable	ADJ
economy-4104	398	12	estimates	estimate	NOUN
economy-4104	398	13	?	?	PUNCT
economy-4104	399	1	labour	labour	NOUN
economy-4104	399	2	,	,	PUNCT
economy-4104	399	3	16(4	16(4	NUM
economy-4104	399	4	)	)	PUNCT
economy-4104	399	5	,	,	PUNCT
economy-4104	399	6	747770.available	747770.available	ADJ
economy-4104	399	7	at	at	ADP
economy-4104	399	8	:	:	PUNCT
economy-4104	399	9	https://doi.org/10.1111/1467-9914.00215	https://doi.org/10.1111/1467-9914.00215	PROPN
economy-4104	399	10	.	.	PUNCT
economy-4104	400	1	porter	porter	PROPN
economy-4104	400	2	,	,	PUNCT
economy-4104	400	3	g.	g.	PROPN
economy-4104	400	4	,	,	PUNCT
economy-4104	400	5	hampshire	hampshire	PROPN
economy-4104	400	6	,	,	PUNCT
economy-4104	400	7	k.	k.	PROPN
economy-4104	400	8	,	,	PUNCT
economy-4104	400	9	abane	abane	PROPN
economy-4104	400	10	,	,	PUNCT
economy-4104	400	11	a.	a.	NOUN
economy-4104	400	12	,	,	PUNCT
economy-4104	400	13	tanle	tanle	NOUN
economy-4104	400	14	,	,	PUNCT
economy-4104	400	15	a.	a.	NOUN
economy-4104	400	16	,	,	PUNCT
economy-4104	400	17	esia	esia	NOUN
economy-4104	400	18	-	-	PUNCT
economy-4104	400	19	donkoh	donkoh	NOUN
economy-4104	400	20	,	,	PUNCT
economy-4104	400	21	k.	k.	PROPN
economy-4104	400	22	,	,	PUNCT
economy-4104	400	23	obilie	obilie	NOUN
economy-4104	400	24	amoako	amoako	NOUN
economy-4104	400	25	-	-	PUNCT
economy-4104	400	26	sakyi	sakyi	ADJ
economy-4104	400	27	,	,	PUNCT
economy-4104	400	28	r.	r.	PROPN
economy-4104	400	29	,	,	PUNCT
economy-4104	400	30	&	&	CCONJ
economy-4104	400	31	asiedu	asiedu	PROPN
economy-4104	400	32	owusu	owusu	PROPN
economy-4104	400	33	,	,	PUNCT
economy-4104	400	34	s.	s.	PROPN
economy-4104	400	35	(	(	PUNCT
economy-4104	400	36	2011	2011	NUM
economy-4104	400	37	)	)	PUNCT
economy-4104	400	38	.	.	PUNCT
economy-4104	401	1	mobility	mobility	NOUN
economy-4104	401	2	,	,	PUNCT
economy-4104	401	3	education	education	NOUN
economy-4104	401	4	and	and	CCONJ
economy-4104	401	5	livelihood	livelihood	NOUN
economy-4104	401	6	trajectories	trajectory	NOUN
economy-4104	401	7	for	for	ADP
economy-4104	401	8	young	young	ADJ
economy-4104	401	9	people	people	NOUN
economy-4104	401	10	in	in	ADP
economy-4104	401	11	rural	rural	ADJ
economy-4104	401	12	ghana	ghana	PROPN
economy-4104	401	13	:	:	PUNCT
economy-4104	401	14	a	a	DET
economy-4104	401	15	gender	gender	NOUN
economy-4104	401	16	perspective	perspective	NOUN
economy-4104	401	17	.	.	PUNCT
economy-4104	402	1	children	child	NOUN
economy-4104	402	2	's	's	PART
economy-4104	402	3	geographies	geography	NOUN
economy-4104	402	4	,	,	PUNCT
economy-4104	402	5	9(3	9(3	NUM
economy-4104	402	6	-	-	SYM
economy-4104	402	7	4	4	NUM
economy-4104	402	8	)	)	PUNCT
economy-4104	402	9	,	,	PUNCT
economy-4104	402	10	395-410.available	395-410.available	NUM
economy-4104	402	11	at	at	ADP
economy-4104	402	12	:	:	PUNCT
economy-4104	402	13	https://doi.org/10.1080/14733285.2011.590705	https://doi.org/10.1080/14733285.2011.590705	NOUN
economy-4104	402	14	.	.	PUNCT
economy-4104	403	1	romer	romer	PROPN
economy-4104	403	2	,	,	PUNCT
economy-4104	403	3	d.	d.	PROPN
economy-4104	403	4	(	(	PUNCT
economy-4104	403	5	2012	2012	NUM
economy-4104	403	6	)	)	PUNCT
economy-4104	403	7	.	.	PUNCT
economy-4104	404	1	advanced	advanced	ADJ
economy-4104	404	2	macroeconomics	macroeconomic	NOUN
economy-4104	404	3	(	(	PUNCT
economy-4104	404	4	4th	4th	ADJ
economy-4104	404	5	ed	ed	NOUN
economy-4104	404	6	.	.	PUNCT
economy-4104	404	7	)	)	PUNCT
economy-4104	404	8	.	.	PUNCT
economy-4104	405	1	new	new	PROPN
economy-4104	405	2	york	york	PROPN
economy-4104	405	3	:	:	PUNCT
economy-4104	406	1	mcgraw	mcgraw	PROPN
economy-4104	406	2	-	-	PUNCT
economy-4104	406	3	hill	hill	PROPN
economy-4104	406	4	.	.	PUNCT
economy-4104	406	5	sackey	sackey	PROPN
economy-4104	406	6	,	,	PUNCT
economy-4104	406	7	h.	h.	PROPN
economy-4104	406	8	a.	a.	PROPN
economy-4104	406	9	(	(	PUNCT
economy-4104	406	10	2005	2005	NUM
economy-4104	406	11	)	)	PUNCT
economy-4104	406	12	.	.	PUNCT
economy-4104	407	1	female	female	ADJ
economy-4104	407	2	labor	labor	NOUN
economy-4104	407	3	force	force	NOUN
economy-4104	407	4	participation	participation	NOUN
economy-4104	407	5	in	in	ADP
economy-4104	407	6	ghana	ghana	PROPN
economy-4104	407	7	:	:	PUNCT
economy-4104	407	8	the	the	DET
economy-4104	407	9	effects	effect	NOUN
economy-4104	407	10	of	of	ADP
economy-4104	407	11	education	education	NOUN
economy-4104	407	12	.	.	PUNCT
economy-4104	408	1	aerc	aerc	PROPN
economy-4104	408	2	research	research	NOUN
economy-4104	408	3	paper	paper	NOUN
economy-4104	408	4	no	no	INTJ
economy-4104	408	5	.	.	PROPN
economy-4104	408	6	150	150	NUM
economy-4104	408	7	,	,	PUNCT
economy-4104	408	8	african	african	ADJ
economy-4104	408	9	economic	economic	ADJ
economy-4104	408	10	research	research	NOUN
economy-4104	408	11	consortium	consortium	PROPN
economy-4104	408	12	,	,	PUNCT
economy-4104	408	13	nairobi	nairobi	PROPN
economy-4104	408	14	.	.	PUNCT
economy-4104	409	1	sen	sen	PROPN
economy-4104	409	2	,	,	PUNCT
economy-4104	409	3	a.	a.	NOUN
economy-4104	409	4	(	(	PUNCT
economy-4104	409	5	1990	1990	NUM
economy-4104	409	6	)	)	PUNCT
economy-4104	409	7	.	.	PUNCT
economy-4104	410	1	gender	gender	NOUN
economy-4104	410	2	and	and	CCONJ
economy-4104	410	3	cooperative	cooperative	ADJ
economy-4104	410	4	conflict	conflict	NOUN
economy-4104	410	5	.	.	PUNCT
economy-4104	411	1	in	in	ADP
economy-4104	411	2	:	:	PUNCT
economy-4104	411	3	tinker	tinker	NOUN
economy-4104	411	4	,	,	PUNCT
economy-4104	411	5	i.	i.	PROPN
economy-4104	411	6	,	,	PUNCT
economy-4104	411	7	ed	ed	NOUN
economy-4104	411	8	.	.	PROPN
economy-4104	411	9	,	,	PUNCT
economy-4104	411	10	persistent	persistent	ADJ
economy-4104	411	11	inequality	inequality	NOUN
economy-4104	411	12	(	(	PUNCT
economy-4104	411	13	pp	pp	ADJ
economy-4104	411	14	.	.	PUNCT
economy-4104	412	1	123	123	NUM
economy-4104	412	2	-	-	SYM
economy-4104	412	3	148	148	NUM
economy-4104	412	4	)	)	PUNCT
economy-4104	412	5	.	.	PUNCT
economy-4104	413	1	oxford	oxford	NOUN
economy-4104	413	2	:	:	PUNCT
economy-4104	413	3	university	university	NOUN
economy-4104	413	4	press	press	NOUN
economy-4104	413	5	oxford	oxford	PROPN
economy-4104	413	6	.	.	PUNCT
economy-4104	414	1	sloman	sloman	PROPN
economy-4104	414	2	,	,	PUNCT
economy-4104	414	3	j.	j.	PROPN
economy-4104	414	4	,	,	PUNCT
economy-4104	414	5	&	&	CCONJ
economy-4104	414	6	wride	wride	ADV
economy-4104	414	7	,	,	PUNCT
economy-4104	414	8	a.	a.	NOUN
economy-4104	414	9	(	(	PUNCT
economy-4104	414	10	2009	2009	NUM
economy-4104	414	11	)	)	PUNCT
economy-4104	414	12	.	.	PUNCT
economy-4104	415	1	economics	economic	NOUN
economy-4104	415	2	.	.	PUNCT
economy-4104	416	1	edinburg	edinburg	PROPN
economy-4104	416	2	gate	gate	PROPN
economy-4104	416	3	,	,	PUNCT
economy-4104	416	4	england	england	PROPN
economy-4104	416	5	:	:	PUNCT
economy-4104	416	6	pearson	pearson	PROPN
economy-4104	416	7	education	education	PROPN
economy-4104	416	8	limited	limit	VERB
economy-4104	416	9	.	.	PUNCT
economy-4104	417	1	tangney	tangney	PROPN
economy-4104	417	2	,	,	PUNCT
economy-4104	417	3	j.	j.	PROPN
economy-4104	417	4	p.	p.	PROPN
economy-4104	417	5	,	,	PUNCT
economy-4104	417	6	baumeister	baumeister	ADV
economy-4104	417	7	,	,	PUNCT
economy-4104	417	8	r.	r.	PROPN
economy-4104	417	9	f.	f.	PROPN
economy-4104	417	10	,	,	PUNCT
economy-4104	417	11	&	&	CCONJ
economy-4104	417	12	boone	boone	PROPN
economy-4104	417	13	,	,	PUNCT
economy-4104	417	14	a.	a.	PROPN
economy-4104	417	15	l.	l.	PROPN
economy-4104	417	16	(	(	PUNCT
economy-4104	417	17	2004	2004	NUM
economy-4104	417	18	)	)	PUNCT
economy-4104	417	19	.	.	PUNCT
economy-4104	418	1	high	high	ADJ
economy-4104	418	2	self	self	NOUN
economy-4104	418	3	-	-	PUNCT
economy-4104	418	4	control	control	NOUN
economy-4104	418	5	predicts	predict	VERB
economy-4104	418	6	good	good	ADJ
economy-4104	418	7	judgement	judgement	NOUN
economy-4104	418	8	,	,	PUNCT
economy-4104	418	9	less	less	ADJ
economy-4104	418	10	pathology	pathology	NOUN
economy-4104	418	11	,	,	PUNCT
economy-4104	418	12	better	well	ADJ
economy-4104	418	13	grades	grade	NOUN
economy-4104	418	14	,	,	PUNCT
economy-4104	418	15	and	and	CCONJ
economy-4104	418	16	interpersonal	interpersonal	ADJ
economy-4104	418	17	success	success	NOUN
economy-4104	418	18	.	.	PUNCT
economy-4104	419	1	journal	journal	NOUN
economy-4104	419	2	of	of	ADP
economy-4104	419	3	personality	personality	NOUN
economy-4104	419	4	,	,	PUNCT
economy-4104	419	5	72(2	72(2	NOUN
economy-4104	419	6	)	)	PUNCT
economy-4104	419	7	,	,	PUNCT
economy-4104	419	8	271-324.available	271-324.available	NUM
economy-4104	419	9	at	at	ADP
economy-4104	419	10	:	:	PUNCT
economy-4104	419	11	https://doi.org/10.1111/j.0022-3506.2004.00263.x	https://doi.org/10.1111/j.0022-3506.2004.00263.x	NOUN
economy-4104	419	12	.	.	PUNCT
economy-4104	420	1	tran	tran	PROPN
economy-4104	420	2	,	,	PUNCT
economy-4104	420	3	t.	t.	PROPN
economy-4104	420	4	a.	a.	PROPN
economy-4104	420	5	,	,	PUNCT
economy-4104	420	6	tran	tran	PROPN
economy-4104	420	7	,	,	PUNCT
economy-4104	420	8	t.	t.	PROPN
economy-4104	420	9	q.	q.	PROPN
economy-4104	420	10	,	,	PUNCT
economy-4104	420	11	&	&	CCONJ
economy-4104	420	12	nguyen	nguyen	PROPN
economy-4104	420	13	,	,	PUNCT
economy-4104	420	14	h.	h.	PROPN
economy-4104	420	15	t.	t.	PROPN
economy-4104	420	16	(	(	PUNCT
economy-4104	420	17	2020	2020	NUM
economy-4104	420	18	)	)	PUNCT
economy-4104	420	19	.	.	PUNCT
economy-4104	421	1	the	the	DET
economy-4104	421	2	role	role	NOUN
economy-4104	421	3	of	of	ADP
economy-4104	421	4	education	education	NOUN
economy-4104	421	5	in	in	ADP
economy-4104	421	6	the	the	DET
economy-4104	421	7	livelihood	livelihood	NOUN
economy-4104	421	8	of	of	ADP
economy-4104	421	9	households	household	NOUN
economy-4104	421	10	in	in	ADP
economy-4104	421	11	the	the	DET
economy-4104	421	12	northwest	northwest	PROPN
economy-4104	421	13	region	region	NOUN
economy-4104	421	14	,	,	PUNCT
economy-4104	421	15	vietnam	vietnam	PROPN
economy-4104	421	16	.	.	PUNCT
economy-4104	422	1	educational	educational	ADJ
economy-4104	422	2	research	research	NOUN
economy-4104	422	3	for	for	ADP
economy-4104	422	4	policy	policy	NOUN
economy-4104	422	5	and	and	CCONJ
economy-4104	422	6	practice	practice	NOUN
economy-4104	422	7	,	,	PUNCT
economy-4104	422	8	19(1	19(1	NUM
economy-4104	422	9	)	)	PUNCT
economy-4104	422	10	,	,	PUNCT
economy-4104	422	11	63-88.available	63-88.available	ADJ
economy-4104	422	12	at	at	ADP
economy-4104	422	13	:	:	PUNCT
economy-4104	422	14	https://doi.org/10.1007/s10671-018-9242-6	https://doi.org/10.1007/s10671-018-9242-6	NUM
economy-4104	422	15	.	.	PUNCT
economy-4104	423	1	united	united	PROPN
economy-4104	423	2	nations	nations	PROPN
economy-4104	423	3	children	children	PROPN
economy-4104	423	4	’s	’s	PART
economy-4104	423	5	fund	fund	NOUN
economy-4104	423	6	(	(	PUNCT
economy-4104	423	7	unicef	unicef	PROPN
economy-4104	423	8	)	)	PUNCT
economy-4104	423	9	.	.	PUNCT
economy-4104	424	1	(	(	PUNCT
economy-4104	424	2	2016	2016	NUM
economy-4104	424	3	)	)	PUNCT
economy-4104	424	4	.	.	PUNCT
economy-4104	425	1	the	the	DET
economy-4104	425	2	state	state	NOUN
economy-4104	425	3	of	of	ADP
economy-4104	425	4	the	the	DET
economy-4104	425	5	world	world	NOUN
economy-4104	425	6	’s	’s	PART
economy-4104	425	7	children	child	NOUN
economy-4104	425	8	.	.	PUNCT
economy-4104	426	1	retrieved	retrieve	VERB
economy-4104	426	2	from	from	ADP
economy-4104	426	3	https://www.unicef.org/media/50076/file/unicef_sowc_2016-eng.pdf	https://www.unicef.org/media/50076/file/unicef_sowc_2016-eng.pdf	PROPN
economy-4104	426	4	.	.	PROPN
economy-4104	427	1	united	united	PROPN
economy-4104	427	2	nations	nations	PROPN
economy-4104	427	3	development	development	PROPN
economy-4104	427	4	group	group	PROPN
economy-4104	427	5	(	(	PUNCT
economy-4104	427	6	undp	undp	PROPN
economy-4104	427	7	)	)	PUNCT
economy-4104	427	8	.	.	PUNCT
economy-4104	428	1	(	(	PUNCT
economy-4104	428	2	2016	2016	NUM
economy-4104	428	3	)	)	PUNCT
economy-4104	428	4	.	.	PUNCT
economy-4104	429	1	the	the	DET
economy-4104	429	2	sustainable	sustainable	ADJ
economy-4104	429	3	development	development	NOUN
economy-4104	429	4	goals	goal	NOUN
economy-4104	429	5	are	be	AUX
economy-4104	429	6	coming	come	VERB
economy-4104	429	7	to	to	ADP
economy-4104	429	8	life	life	NOUN
economy-4104	429	9	:	:	PUNCT
economy-4104	429	10	stories	story	NOUN
economy-4104	429	11	of	of	ADP
economy-4104	429	12	country	country	NOUN
economy-4104	429	13	implementation	implementation	NOUN
economy-4104	429	14	and	and	CCONJ
economy-4104	429	15	un	un	PROPN
economy-4104	429	16	support	support	NOUN
economy-4104	429	17	.	.	PUNCT
economy-4104	430	1	retrieved	retrieve	VERB
economy-4104	430	2	from	from	ADP
economy-4104	430	3	https://undg.org/wp-content/uploads/2016/12/sdgs-are-coming-to-lifeundg-1.pdf	https://undg.org/wp-content/uploads/2016/12/sdgs-are-coming-to-lifeundg-1.pdf	PROPN
economy-4104	430	4	.	.	PUNCT
economy-4104	431	1	wooldridge	wooldridge	PROPN
economy-4104	431	2	,	,	PUNCT
economy-4104	431	3	j.	j.	PROPN
economy-4104	431	4	m.	m.	PROPN
economy-4104	431	5	(	(	PUNCT
economy-4104	431	6	2019	2019	NUM
economy-4104	431	7	)	)	PUNCT
economy-4104	431	8	.	.	PUNCT
economy-4104	432	1	correlated	correlate	VERB
economy-4104	432	2	random	random	ADJ
economy-4104	432	3	effects	effect	NOUN
economy-4104	432	4	models	model	NOUN
economy-4104	432	5	with	with	ADP
economy-4104	432	6	unbalanced	unbalanced	ADJ
economy-4104	432	7	panels	panel	NOUN
economy-4104	432	8	.	.	PUNCT
economy-4104	433	1	journal	journal	PROPN
economy-4104	433	2	of	of	ADP
economy-4104	433	3	econometrics	econometric	NOUN
economy-4104	433	4	,	,	PUNCT
economy-4104	433	5	211(1	211(1	NUM
economy-4104	433	6	)	)	PUNCT
economy-4104	433	7	,	,	PUNCT
economy-4104	433	8	137-150.available	137-150.available	NUM
economy-4104	433	9	at	at	ADP
economy-4104	433	10	:	:	PUNCT
economy-4104	433	11	https://doi.org/10.1016/j.jeconom.2018.12.010	https://doi.org/10.1016/j.jeconom.2018.12.010	NOUN
economy-4104	433	12	.	.	PUNCT
economy-4104	434	1	world	world	PROPN
economy-4104	434	2	bank	bank	PROPN
economy-4104	434	3	.	.	PUNCT
economy-4104	435	1	(	(	PUNCT
economy-4104	435	2	2004	2004	NUM
economy-4104	435	3	)	)	PUNCT
economy-4104	435	4	.	.	PUNCT
economy-4104	436	1	world	world	PROPN
economy-4104	436	2	development	development	PROPN
economy-4104	436	3	report	report	PROPN
economy-4104	436	4	2004	2004	NUM
economy-4104	436	5	:	:	PUNCT
economy-4104	436	6	making	make	VERB
economy-4104	436	7	services	service	NOUN
economy-4104	436	8	work	work	VERB
economy-4104	436	9	for	for	ADP
economy-4104	436	10	poor	poor	ADJ
economy-4104	436	11	people	people	NOUN
economy-4104	436	12	:	:	PUNCT
economy-4104	436	13	the	the	DET
economy-4104	436	14	world	world	PROPN
economy-4104	436	15	bank	bank	PROPN
economy-4104	436	16	.	.	PUNCT
economy-4104	437	1	world	world	PROPN
economy-4104	437	2	bank	bank	PROPN
economy-4104	437	3	.	.	PUNCT
economy-4104	438	1	(	(	PUNCT
economy-4104	438	2	2019	2019	NUM
economy-4104	438	3	)	)	PUNCT
economy-4104	438	4	.	.	PUNCT
economy-4104	439	1	report	report	NOUN
economy-4104	439	2	on	on	ADP
economy-4104	439	3	agriculture	agriculture	NOUN
economy-4104	439	4	and	and	CCONJ
economy-4104	439	5	livelihood	livelihood	NOUN
economy-4104	439	6	in	in	ADP
economy-4104	439	7	africa	africa	PROPN
economy-4104	439	8	.	.	PUNCT
economy-4104	440	1	washington	washington	PROPN
economy-4104	440	2	d.c	d.c	PROPN
economy-4104	440	3	:	:	PUNCT
economy-4104	440	4	the	the	DET
economy-4104	440	5	world	world	PROPN
economy-4104	440	6	bank	bank	PROPN
economy-4104	440	7	.	.	PUNCT
economy-4104	441	1	asian	asian	ADJ
economy-4104	441	2	online	online	PROPN
economy-4104	441	3	journal	journal	PROPN
economy-4104	441	4	publishing	publishing	NOUN
economy-4104	441	5	group	group	NOUN
economy-4104	441	6	is	be	AUX
economy-4104	441	7	not	not	PART
economy-4104	441	8	responsible	responsible	ADJ
economy-4104	441	9	or	or	CCONJ
economy-4104	441	10	answerable	answerable	ADJ
economy-4104	441	11	for	for	ADP
economy-4104	441	12	any	any	DET
economy-4104	441	13	loss	loss	NOUN
economy-4104	441	14	,	,	PUNCT
economy-4104	441	15	damage	damage	NOUN
economy-4104	441	16	or	or	CCONJ
economy-4104	441	17	liability	liability	NOUN
economy-4104	441	18	,	,	PUNCT
economy-4104	441	19	etc	etc	X
economy-4104	441	20	.	.	X
economy-4104	441	21	caused	cause	VERB
economy-4104	441	22	in	in	ADP
economy-4104	441	23	relation	relation	NOUN
economy-4104	441	24	to	to	PART
economy-4104	441	25	/	/	PUNCT
economy-4104	441	26	arising	arise	VERB
economy-4104	441	27	out	out	ADP
economy-4104	441	28	of	of	ADP
economy-4104	441	29	the	the	DET
economy-4104	441	30	use	use	NOUN
economy-4104	441	31	of	of	ADP
economy-4104	441	32	the	the	DET
economy-4104	441	33	content	content	NOUN
economy-4104	441	34	.	.	PUNCT
economy-4104	442	1	any	any	DET
economy-4104	442	2	queries	query	NOUN
economy-4104	442	3	should	should	AUX
economy-4104	442	4	be	be	AUX
economy-4104	442	5	directed	direct	VERB
economy-4104	442	6	to	to	ADP
economy-4104	442	7	the	the	DET
economy-4104	442	8	corresponding	corresponding	ADJ
economy-4104	442	9	author	author	NOUN
economy-4104	442	10	of	of	ADP
economy-4104	442	11	the	the	DET
economy-4104	442	12	article	article	NOUN
economy-4104	442	13	.	.	PUNCT
economy-4104	443	1	http://www.unicef.org/media/50076/file/unicef_sowc_2016-eng.pdf	http://www.unicef.org/media/50076/file/unicef_sowc_2016-eng.pdf	NOUN