id	sid	tid	token	lemma	pos
cana-3812	1	1	communications	communication	NOUN
cana-3812	1	2	on	on	ADP
cana-3812	1	3	applied	apply	VERB
cana-3812	1	4	nonlinear	nonlinear	ADJ
cana-3812	1	5	analysis	analysis	NOUN
cana-3812	1	6	issn	issn	NOUN
cana-3812	1	7	:	:	PUNCT
cana-3812	1	8	1074	1074	NUM
cana-3812	1	9	-	-	PUNCT
cana-3812	1	10	133x	133x	NUM
cana-3812	1	11	vol	vol	NOUN
cana-3812	1	12	32	32	NUM
cana-3812	1	13	no	no	NOUN
cana-3812	1	14	.	.	PUNCT
cana-3812	2	1	8s	8s	PROPN
cana-3812	2	2	(	(	PUNCT
cana-3812	2	3	2025	2025	NUM
cana-3812	2	4	)	)	PUNCT
cana-3812	2	5	780	780	NUM
cana-3812	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	2	7	mathematical	mathematical	ADJ
cana-3812	2	8	modeling	modeling	NOUN
cana-3812	2	9	and	and	CCONJ
cana-3812	2	10	analysis	analysis	NOUN
cana-3812	2	11	of	of	ADP
cana-3812	2	12	the	the	DET
cana-3812	2	13	relationship	relationship	NOUN
cana-3812	2	14	between	between	ADP
cana-3812	2	15	educational	educational	ADJ
cana-3812	2	16	achievements	achievement	NOUN
cana-3812	2	17	and	and	CCONJ
cana-3812	2	18	income	income	NOUN
cana-3812	2	19	1	1	NUM
cana-3812	2	20	archana	archana	PROPN
cana-3812	2	21	ratnaparkhi	ratnaparkhi	PROPN
cana-3812	2	22	,	,	PUNCT
cana-3812	2	23	2	2	NUM
cana-3812	2	24	abhishek	abhishek	NOUN
cana-3812	2	25	mallav	mallav	PROPN
cana-3812	2	26	,	,	PUNCT
cana-3812	2	27	3	3	NUM
cana-3812	2	28	abhijit	abhijit	NOUN
cana-3812	2	29	chitre	chitre	NOUN
cana-3812	2	30	,	,	PUNCT
cana-3812	2	31	4	4	NUM
cana-3812	2	32	sandeep	sandeep	NOUN
cana-3812	2	33	kore	kore	NOUN
cana-3812	2	34	1electronics	1electronics	PROPN
cana-3812	2	35	and	and	CCONJ
cana-3812	2	36	telecommunication	telecommunication	NOUN
cana-3812	2	37	dept	dept	NOUN
cana-3812	2	38	vishwakarma	vishwakarma	PROPN
cana-3812	2	39	institute	institute	PROPN
cana-3812	2	40	of	of	ADP
cana-3812	2	41	information	information	NOUN
cana-3812	2	42	technology	technology	PROPN
cana-3812	2	43	pune	pune	NOUN
cana-3812	2	44	archana.ratnaparakhi@viit.ac.in	archana.ratnaparakhi@viit.ac.in	PART
cana-3812	3	1	2electronics	2electronics	NUM
cana-3812	3	2	and	and	CCONJ
cana-3812	3	3	telecommunication	telecommunication	NOUN
cana-3812	3	4	dept	dept	NOUN
cana-3812	3	5	vishwakarma	vishwakarma	PROPN
cana-3812	3	6	institute	institute	PROPN
cana-3812	3	7	of	of	ADP
cana-3812	3	8	information	information	NOUN
cana-3812	3	9	technology	technology	PROPN
cana-3812	3	10	pune	pune	NOUN
cana-3812	3	11	abhishek.22310511@viit.ac.in	abhishek.22310511@viit.ac.in	PROPN
cana-3812	3	12	3electronics	3electronics	NUM
cana-3812	3	13	and	and	CCONJ
cana-3812	3	14	telecommunication	telecommunication	NOUN
cana-3812	3	15	dept	dept	NOUN
cana-3812	3	16	,	,	PUNCT
cana-3812	3	17	vishwakarma	vishwakarma	PROPN
cana-3812	3	18	institute	institute	PROPN
cana-3812	3	19	of	of	ADP
cana-3812	3	20	information	information	PROPN
cana-3812	3	21	technology	technology	PROPN
cana-3812	3	22	pune	pune	NOUN
cana-3812	3	23	,	,	PUNCT
cana-3812	3	24	abhijit.chitre@viit.ac.in	abhijit.chitre@viit.ac.in	PUNCT
cana-3812	3	25	4mechanical	4mechanical	PROPN
cana-3812	3	26	engg	engg	PROPN
cana-3812	3	27	dept	dept	NOUN
cana-3812	3	28	,	,	PUNCT
cana-3812	3	29	vishwakarma	vishwakarma	PROPN
cana-3812	3	30	institute	institute	PROPN
cana-3812	3	31	of	of	ADP
cana-3812	3	32	information	information	PROPN
cana-3812	3	33	technology	technology	PROPN
cana-3812	3	34	pune	pune	NOUN
cana-3812	3	35	,	,	PUNCT
cana-3812	3	36	sandeep.kore@viit.ac.in	sandeep.kore@viit.ac.in	PART
cana-3812	3	37	article	article	NOUN
cana-3812	3	38	history	history	NOUN
cana-3812	3	39	:	:	PUNCT
cana-3812	3	40	received	receive	VERB
cana-3812	3	41	:	:	PUNCT
cana-3812	3	42	10	10	NUM
cana-3812	3	43	-	-	SYM
cana-3812	3	44	11	11	NUM
cana-3812	3	45	-	-	PUNCT
cana-3812	3	46	2024	2024	NUM
cana-3812	3	47	revised:17	revised:17	NOUN
cana-3812	3	48	-	-	PUNCT
cana-3812	3	49	12	12	NUM
cana-3812	3	50	-	-	PUNCT
cana-3812	3	51	2024	2024	NUM
cana-3812	3	52	accepted:04	accepted:04	PROPN
cana-3812	3	53	-	-	PUNCT
cana-3812	3	54	01	01	NUM
cana-3812	3	55	-	-	PUNCT
cana-3812	3	56	2025	2025	NUM
cana-3812	3	57	abstract	abstract	NOUN
cana-3812	3	58	:	:	PUNCT
cana-3812	3	59	the	the	DET
cana-3812	3	60	correlation	correlation	NOUN
cana-3812	3	61	between	between	ADP
cana-3812	3	62	income	income	NOUN
cana-3812	3	63	and	and	CCONJ
cana-3812	3	64	education	education	NOUN
cana-3812	3	65	has	have	AUX
cana-3812	3	66	been	be	AUX
cana-3812	3	67	studied	study	VERB
cana-3812	3	68	in	in	ADP
cana-3812	3	69	many	many	ADJ
cana-3812	3	70	fields	field	NOUN
cana-3812	3	71	and	and	CCONJ
cana-3812	3	72	literature	literature	NOUN
cana-3812	3	73	.	.	PUNCT
cana-3812	4	1	but	but	CCONJ
cana-3812	4	2	,	,	PUNCT
cana-3812	4	3	in	in	ADP
cana-3812	4	4	socio	socio	NOUN
cana-3812	4	5	-	-	PUNCT
cana-3812	4	6	economic	economic	ADJ
cana-3812	4	7	context	context	NOUN
cana-3812	4	8	,	,	PUNCT
cana-3812	4	9	other	other	ADJ
cana-3812	4	10	factors	factor	NOUN
cana-3812	4	11	like	like	ADP
cana-3812	4	12	demographic	demographic	ADJ
cana-3812	4	13	aspects	aspect	NOUN
cana-3812	4	14	,	,	PUNCT
cana-3812	4	15	work	work	NOUN
cana-3812	4	16	experience	experience	NOUN
cana-3812	4	17	,	,	PUNCT
cana-3812	4	18	industry	industry	NOUN
cana-3812	4	19	,	,	PUNCT
cana-3812	4	20	and	and	CCONJ
cana-3812	4	21	job	job	NOUN
cana-3812	4	22	satisfaction	satisfaction	NOUN
cana-3812	4	23	are	be	AUX
cana-3812	4	24	necessary	necessary	ADJ
cana-3812	4	25	.	.	PUNCT
cana-3812	5	1	in	in	ADP
cana-3812	5	2	this	this	DET
cana-3812	5	3	study	study	NOUN
cana-3812	5	4	,	,	PUNCT
cana-3812	5	5	we	we	PRON
cana-3812	5	6	created	create	VERB
cana-3812	5	7	a	a	DET
cana-3812	5	8	synthetic	synthetic	ADJ
cana-3812	5	9	dataset	dataset	NOUN
cana-3812	5	10	that	that	PRON
cana-3812	5	11	contains	contain	VERB
cana-3812	5	12	educational	educational	ADJ
cana-3812	5	13	levels	level	NOUN
cana-3812	5	14	,	,	PUNCT
cana-3812	5	15	work	work	NOUN
cana-3812	5	16	experience	experience	NOUN
cana-3812	5	17	,	,	PUNCT
cana-3812	5	18	industries	industry	NOUN
cana-3812	5	19	,	,	PUNCT
cana-3812	5	20	sex	sex	NOUN
cana-3812	5	21	,	,	PUNCT
cana-3812	5	22	marital	marital	ADJ
cana-3812	5	23	status	status	NOUN
cana-3812	5	24	,	,	PUNCT
cana-3812	5	25	and	and	CCONJ
cana-3812	5	26	work	work	NOUN
cana-3812	5	27	satisfaction	satisfaction	NOUN
cana-3812	5	28	.	.	PUNCT
cana-3812	6	1	we	we	PRON
cana-3812	6	2	performed	perform	VERB
cana-3812	6	3	supplementary	supplementary	ADJ
cana-3812	6	4	data	datum	NOUN
cana-3812	6	5	analysis	analysis	NOUN
cana-3812	6	6	to	to	PART
cana-3812	6	7	show	show	VERB
cana-3812	6	8	how	how	SCONJ
cana-3812	6	9	em	em	PRON
cana-3812	6	10	pirical	pirical	ADJ
cana-3812	6	11	data	datum	NOUN
cana-3812	6	12	of	of	ADP
cana-3812	6	13	different	different	ADJ
cana-3812	6	14	educational	educational	ADJ
cana-3812	6	15	levels	level	NOUN
cana-3812	6	16	obtained	obtain	VERB
cana-3812	6	17	increased	increase	VERB
cana-3812	6	18	income	income	NOUN
cana-3812	6	19	did	do	VERB
cana-3812	6	20	increased	increase	VERB
cana-3812	6	21	income	income	NOUN
cana-3812	6	22	.	.	PUNCT
cana-3812	7	1	the	the	DET
cana-3812	7	2	findings	finding	NOUN
cana-3812	7	3	obtained	obtain	VERB
cana-3812	7	4	suggest	suggest	VERB
cana-3812	7	5	that	that	SCONJ
cana-3812	7	6	education	education	NOUN
cana-3812	7	7	and	and	CCONJ
cana-3812	7	8	work	work	NOUN
cana-3812	7	9	experience	experience	NOUN
cana-3812	7	10	greatly	greatly	ADV
cana-3812	7	11	affect	affect	VERB
cana-3812	7	12	income	income	NOUN
cana-3812	7	13	,	,	PUNCT
cana-3812	7	14	which	which	PRON
cana-3812	7	15	shows	show	VERB
cana-3812	7	16	that	that	SCONJ
cana-3812	7	17	higher	high	ADJ
cana-3812	7	18	earnings	earning	NOUN
cana-3812	7	19	are	be	AUX
cana-3812	7	20	linked	link	VERB
cana-3812	7	21	to	to	ADP
cana-3812	7	22	the	the	DET
cana-3812	7	23	level	level	NOUN
cana-3812	7	24	of	of	ADP
cana-3812	7	25	schooling	schooling	NOUN
cana-3812	7	26	completed	complete	VERB
cana-3812	7	27	.	.	PUNCT
cana-3812	8	1	in	in	ADP
cana-3812	8	2	particular	particular	ADJ
cana-3812	8	3	,	,	PUNCT
cana-3812	8	4	a	a	DET
cana-3812	8	5	very	very	ADV
cana-3812	8	6	weak	weak	ADJ
cana-3812	8	7	negative	negative	ADJ
cana-3812	8	8	relationship	relationship	NOUN
cana-3812	8	9	was	be	AUX
cana-3812	8	10	established	establish	VERB
cana-3812	8	11	between	between	ADP
cana-3812	8	12	influence	influence	NOUN
cana-3812	8	13	and	and	CCONJ
cana-3812	8	14	income	income	NOUN
cana-3812	8	15	,	,	PUNCT
cana-3812	8	16	but	but	CCONJ
cana-3812	8	17	this	this	DET
cana-3812	8	18	effect	effect	NOUN
cana-3812	8	19	was	be	AUX
cana-3812	8	20	noted	note	VERB
cana-3812	8	21	among	among	ADP
cana-3812	8	22	men	man	NOUN
cana-3812	8	23	.	.	PUNCT
cana-3812	9	1	the	the	DET
cana-3812	9	2	change	change	NOUN
cana-3812	9	3	in	in	ADP
cana-3812	9	4	the	the	DET
cana-3812	9	5	influence	influence	NOUN
cana-3812	9	6	that	that	PRON
cana-3812	9	7	was	be	AUX
cana-3812	9	8	observed	observe	VERB
cana-3812	9	9	differed	differ	VERB
cana-3812	9	10	marginally	marginally	ADV
cana-3812	9	11	by	by	ADP
cana-3812	9	12	marital	marital	ADJ
cana-3812	9	13	status	status	NOUN
cana-3812	9	14	.	.	PUNCT
cana-3812	10	1	from	from	ADP
cana-3812	10	2	this	this	DET
cana-3812	10	3	evidence	evidence	NOUN
cana-3812	10	4	,	,	PUNCT
cana-3812	10	5	one	one	PRON
cana-3812	10	6	can	can	AUX
cana-3812	10	7	infer	infer	VERB
cana-3812	10	8	that	that	SCONJ
cana-3812	10	9	any	any	DET
cana-3812	10	10	affirmative	affirmative	ADJ
cana-3812	10	11	policy	policy	NOUN
cana-3812	10	12	should	should	AUX
cana-3812	10	13	focus	focus	VERB
cana-3812	10	14	on	on	ADP
cana-3812	10	15	the	the	DET
cana-3812	10	16	subsidizing	subsidizing	NOUN
cana-3812	10	17	of	of	ADP
cana-3812	10	18	barriers	barrier	NOUN
cana-3812	10	19	to	to	ADP
cana-3812	10	20	accessibility	accessibility	NOUN
cana-3812	10	21	of	of	ADP
cana-3812	10	22	higher	high	ADJ
cana-3812	10	23	education	education	NOUN
cana-3812	10	24	because	because	SCONJ
cana-3812	10	25	it	it	PRON
cana-3812	10	26	is	be	AUX
cana-3812	10	27	said	say	VERB
cana-3812	10	28	to	to	PART
cana-3812	10	29	resolve	resolve	VERB
cana-3812	10	30	income	income	NOUN
cana-3812	10	31	inequality	inequality	NOUN
cana-3812	10	32	gaps	gap	NOUN
cana-3812	10	33	in	in	ADP
cana-3812	10	34	the	the	DET
cana-3812	10	35	country	country	NOUN
cana-3812	10	36	.	.	PUNCT
cana-3812	11	1	keywords	keyword	NOUN
cana-3812	11	2	:	:	PUNCT
cana-3812	11	3	gender	gender	NOUN
cana-3812	11	4	pay	pay	NOUN
cana-3812	11	5	gap	gap	NOUN
cana-3812	11	6	,	,	PUNCT
cana-3812	11	7	two	two	NUM
cana-3812	11	8	-	-	PUNCT
cana-3812	11	9	sample	sample	NOUN
cana-3812	11	10	z	z	NOUN
cana-3812	11	11	-	-	PUNCT
cana-3812	11	12	test	test	NOUN
cana-3812	11	13	,	,	PUNCT
cana-3812	11	14	linear	linear	ADJ
cana-3812	11	15	regression	regression	NOUN
cana-3812	11	16	model	model	NOUN
cana-3812	11	17	for	for	ADP
cana-3812	11	18	salary	salary	NOUN
cana-3812	11	19	prediction	prediction	NOUN
cana-3812	11	20	,	,	PUNCT
cana-3812	11	21	feature	feature	NOUN
cana-3812	11	22	reduction	reduction	NOUN
cana-3812	11	23	techniques	technique	NOUN
cana-3812	11	24	,	,	PUNCT
cana-3812	11	25	last	last	ADJ
cana-3812	11	26	regression	regression	NOUN
cana-3812	11	27	,	,	PUNCT
cana-3812	11	28	and	and	CCONJ
cana-3812	11	29	employee	employee	NOUN
cana-3812	11	30	salaries	salary	NOUN
cana-3812	11	31	.	.	PUNCT
cana-3812	12	1	i.	i.	PROPN
cana-3812	12	2	introduction	introduction	NOUN
cana-3812	12	3	the	the	DET
cana-3812	12	4	research	research	NOUN
cana-3812	12	5	’s	’s	PART
cana-3812	12	6	connection	connection	NOUN
cana-3812	12	7	to	to	ADP
cana-3812	12	8	the	the	DET
cana-3812	12	9	sociological	sociological	ADJ
cana-3812	12	10	work	work	NOUN
cana-3812	12	11	performed	perform	VERB
cana-3812	12	12	on	on	ADP
cana-3812	12	13	human	human	ADJ
cana-3812	12	14	capital	capital	NOUN
cana-3812	12	15	explains	explain	VERB
cana-3812	12	16	why	why	SCONJ
cana-3812	12	17	social	social	ADJ
cana-3812	12	18	and	and	CCONJ
cana-3812	12	19	economic	economic	ADJ
cana-3812	12	20	sciences	science	NOUN
cana-3812	12	21	have	have	AUX
cana-3812	12	22	regarded	regard	VERB
cana-3812	12	23	education	education	NOUN
cana-3812	12	24	as	as	ADP
cana-3812	12	25	a	a	DET
cana-3812	12	26	determinant	determinant	NOUN
cana-3812	12	27	of	of	ADP
cana-3812	12	28	income	income	NOUN
cana-3812	12	29	so	so	ADV
cana-3812	12	30	much	much	ADV
cana-3812	12	31	.	.	PUNCT
cana-3812	13	1	mincer	mincer	NOUN
cana-3812	13	2	(	(	PUNCT
cana-3812	13	3	1974	1974	NUM
cana-3812	13	4	)	)	PUNCT
cana-3812	13	5	established	establish	VERB
cana-3812	13	6	a	a	DET
cana-3812	13	7	significant	significant	ADJ
cana-3812	13	8	connection	connection	NOUN
cana-3812	13	9	when	when	SCONJ
cana-3812	13	10	he	he	PRON
cana-3812	13	11	noted	note	VERB
cana-3812	13	12	that	that	SCONJ
cana-3812	13	13	there	there	PRON
cana-3812	13	14	was	be	VERB
cana-3812	13	15	a	a	DET
cana-3812	13	16	positive	positive	ADJ
cana-3812	13	17	linkage	linkage	NOUN
cana-3812	13	18	between	between	ADP
cana-3812	13	19	the	the	DET
cana-3812	13	20	amount	amount	NOUN
cana-3812	13	21	of	of	ADP
cana-3812	13	22	schooling	schooling	NOUN
cana-3812	13	23	undertaken	undertake	VERB
cana-3812	13	24	and	and	CCONJ
cana-3812	13	25	the	the	DET
cana-3812	13	26	earning	earning	NOUN
cana-3812	13	27	received	receive	VERB
cana-3812	13	28	.	.	PUNCT
cana-3812	14	1	this	this	DET
cana-3812	14	2	link	link	NOUN
cana-3812	14	3	is	be	AUX
cana-3812	14	4	driven	drive	VERB
cana-3812	14	5	by	by	ADP
cana-3812	14	6	the	the	DET
cana-3812	14	7	rational	rational	ADJ
cana-3812	14	8	expectation	expectation	NOUN
cana-3812	14	9	of	of	ADP
cana-3812	14	10	employers	employer	NOUN
cana-3812	14	11	of	of	ADP
cana-3812	14	12	increasing	increase	VERB
cana-3812	14	13	productivity	productivity	NOUN
cana-3812	14	14	that	that	PRON
cana-3812	14	15	comes	come	VERB
cana-3812	14	16	with	with	ADP
cana-3812	14	17	higher	high	ADJ
cana-3812	14	18	levels	level	NOUN
cana-3812	14	19	of	of	ADP
cana-3812	14	20	education	education	NOUN
cana-3812	14	21	,	,	PUNCT
cana-3812	14	22	which	which	PRON
cana-3812	14	23	creates	create	VERB
cana-3812	14	24	better	well	ADJ
cana-3812	14	25	employment	employment	NOUN
cana-3812	14	26	opportunities	opportunity	NOUN
cana-3812	14	27	.	.	PUNCT
cana-3812	15	1	this	this	DET
cana-3812	15	2	understanding	understanding	NOUN
cana-3812	15	3	has	have	AUX
cana-3812	15	4	affected	affect	VERB
cana-3812	15	5	the	the	DET
cana-3812	15	6	policy	policy	NOUN
cana-3812	15	7	on	on	ADP
cana-3812	15	8	how	how	SCONJ
cana-3812	15	9	education	education	NOUN
cana-3812	15	10	is	be	AUX
cana-3812	15	11	financed	finance	VERB
cana-3812	15	12	.	.	PUNCT
cana-3812	16	1	the	the	DET
cana-3812	16	2	theory	theory	NOUN
cana-3812	16	3	contends	contend	VERB
cana-3812	16	4	that	that	SCONJ
cana-3812	16	5	the	the	DET
cana-3812	16	6	absence	absence	NOUN
cana-3812	16	7	of	of	ADP
cana-3812	16	8	education	education	NOUN
cana-3812	16	9	severely	severely	ADV
cana-3812	16	10	constrains	constrain	VERB
cana-3812	16	11	one	one	NUM
cana-3812	16	12	’s	’s	PART
cana-3812	16	13	ability	ability	NOUN
cana-3812	16	14	to	to	PART
cana-3812	16	15	earn	earn	VERB
cana-3812	16	16	,	,	PUNCT
cana-3812	16	17	indicating	indicate	VERB
cana-3812	16	18	the	the	DET
cana-3812	16	19	investment	investment	NOUN
cana-3812	16	20	value	value	NOUN
cana-3812	16	21	of	of	ADP
cana-3812	16	22	education	education	NOUN
cana-3812	16	23	.	.	PUNCT
cana-3812	17	1	mincer	mincer	NOUN
cana-3812	17	2	and	and	CCONJ
cana-3812	17	3	others	other	NOUN
cana-3812	17	4	argue	argue	VERB
cana-3812	17	5	that	that	SCONJ
cana-3812	17	6	,	,	PUNCT
cana-3812	17	7	as	as	ADP
cana-3812	17	8	a	a	DET
cana-3812	17	9	rule	rule	NOUN
cana-3812	17	10	,	,	PUNCT
cana-3812	17	11	more	more	ADJ
cana-3812	17	12	education	education	NOUN
cana-3812	17	13	leads	lead	VERB
cana-3812	17	14	to	to	ADP
cana-3812	17	15	earning	earn	VERB
cana-3812	17	16	an	an	DET
cana-3812	17	17	mailto:archana.ratnaparakhi@viit.ac.in	mailto:archana.ratnaparakhi@viit.ac.in	PROPN
cana-3812	17	18	mailto:abhishek.22310511@viit.ac.in	mailto:abhishek.22310511@viit.ac.in	VERB
cana-3812	17	19	mailto:abhijit.chitre@viit.ac.in	mailto:abhijit.chitre@viit.ac.in	AUX
cana-3812	17	20	mailto:sandeep.kore@viit.ac.in	mailto:sandeep.kore@viit.ac.in	PROPN
cana-3812	17	21	communications	communication	NOUN
cana-3812	17	22	on	on	ADP
cana-3812	17	23	applied	apply	VERB
cana-3812	17	24	nonlinear	nonlinear	ADJ
cana-3812	17	25	analysis	analysis	NOUN
cana-3812	17	26	issn	issn	NOUN
cana-3812	17	27	:	:	PUNCT
cana-3812	17	28	1074	1074	NUM
cana-3812	17	29	-	-	PUNCT
cana-3812	17	30	133x	133x	NUM
cana-3812	17	31	vol	vol	NOUN
cana-3812	17	32	32	32	NUM
cana-3812	17	33	no	no	NOUN
cana-3812	17	34	.	.	PUNCT
cana-3812	18	1	8s	8s	PROPN
cana-3812	18	2	(	(	PUNCT
cana-3812	18	3	2025	2025	NUM
cana-3812	18	4	)	)	PUNCT
cana-3812	18	5	781	781	NUM
cana-3812	18	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3812	18	7	income	income	NOUN
cana-3812	18	8	,	,	PUNCT
cana-3812	18	9	meaning	mean	VERB
cana-3812	18	10	that	that	SCONJ
cana-3812	18	11	education	education	NOUN
cana-3812	18	12	provides	provide	VERB
cana-3812	18	13	a	a	DET
cana-3812	18	14	return	return	NOUN
cana-3812	18	15	on	on	ADP
cana-3812	18	16	investment	investment	NOUN
cana-3812	18	17	.	.	PUNCT
cana-3812	19	1	on	on	ADP
cana-3812	19	2	the	the	DET
cana-3812	19	3	other	other	ADJ
cana-3812	19	4	hand	hand	NOUN
cana-3812	19	5	,	,	PUNCT
cana-3812	19	6	multiple	multiple	ADJ
cana-3812	19	7	interrelated	interrelated	ADJ
cana-3812	19	8	factors	factor	NOUN
cana-3812	19	9	have	have	AUX
cana-3812	19	10	bearing	bear	VERB
cana-3812	19	11	on	on	ADP
cana-3812	19	12	the	the	DET
cana-3812	19	13	education	education	NOUN
cana-3812	19	14	–	–	PUNCT
cana-3812	19	15	income	income	NOUN
cana-3812	19	16	relationship	relationship	NOUN
cana-3812	19	17	.	.	PUNCT
cana-3812	20	1	according	accord	VERB
cana-3812	20	2	to	to	ADP
cana-3812	20	3	thropp	thropp	PROPN
cana-3812	20	4	and	and	CCONJ
cana-3812	20	5	wideronn	wideronn	ADJ
cana-3812	20	6	(	(	PUNCT
cana-3812	20	7	2020	2020	NUM
cana-3812	20	8	)	)	PUNCT
cana-3812	20	9	,	,	PUNCT
cana-3812	20	10	“	"	PUNCT
cana-3812	20	11	other	other	ADJ
cana-3812	20	12	main	main	ADJ
cana-3812	20	13	factors	factor	NOUN
cana-3812	20	14	like	like	ADP
cana-3812	20	15	work	work	NOUN
cana-3812	20	16	experience	experience	NOUN
cana-3812	20	17	,	,	PUNCT
cana-3812	20	18	industry	industry	NOUN
cana-3812	20	19	and	and	CCONJ
cana-3812	20	20	demographic	demographic	ADJ
cana-3812	20	21	factors	factor	NOUN
cana-3812	20	22	makes	make	VERB
cana-3812	20	23	the	the	DET
cana-3812	20	24	correlation	correlation	NOUN
cana-3812	20	25	with	with	ADP
cana-3812	20	26	income	income	NOUN
cana-3812	20	27	complex	complex	NOUN
cana-3812	20	28	because	because	SCONJ
cana-3812	20	29	education	education	NOUN
cana-3812	20	30	greatly	greatly	ADV
cana-3812	20	31	affects	affect	VERB
cana-3812	20	32	these	these	DET
cana-3812	20	33	factors	factor	NOUN
cana-3812	20	34	.	.	PUNCT
cana-3812	20	35	”	"	PUNCT
cana-3812	21	1	on	on	ADP
cana-3812	21	2	the	the	DET
cana-3812	21	3	other	other	ADJ
cana-3812	21	4	hand	hand	NOUN
cana-3812	21	5	,	,	PUNCT
cana-3812	21	6	the	the	DET
cana-3812	21	7	findings	finding	NOUN
cana-3812	21	8	of	of	ADP
cana-3812	21	9	coady	coady	PROPN
cana-3812	21	10	and	and	CCONJ
cana-3812	21	11	dizioli	dizioli	NOUN
cana-3812	21	12	suggest	suggest	VERB
cana-3812	21	13	that	that	SCONJ
cana-3812	21	14	the	the	DET
cana-3812	21	15	inequality	inequality	NOUN
cana-3812	21	16	deviates	deviate	VERB
cana-3812	21	17	because	because	SCONJ
cana-3812	21	18	some	some	DET
cana-3812	21	19	forms	form	NOUN
cana-3812	21	20	of	of	ADP
cana-3812	21	21	education	education	NOUN
cana-3812	21	22	attribute	attribute	NOUN
cana-3812	21	23	lower	low	ADJ
cana-3812	21	24	barriers	barrier	NOUN
cana-3812	21	25	of	of	ADP
cana-3812	21	26	access	access	NOUN
cana-3812	21	27	,	,	PUNCT
cana-3812	21	28	and	and	CCONJ
cana-3812	21	29	some	some	DET
cana-3812	21	30	forms	form	NOUN
cana-3812	21	31	increase	increase	VERB
cana-3812	21	32	it	it	PRON
cana-3812	21	33	if	if	SCONJ
cana-3812	21	34	the	the	DET
cana-3812	21	35	education	education	NOUN
cana-3812	21	36	of	of	ADP
cana-3812	21	37	lower	low	ADJ
cana-3812	21	38	quality	quality	NOUN
cana-3812	21	39	is	be	AUX
cana-3812	21	40	provided	provide	VERB
cana-3812	21	41	.	.	PUNCT
cana-3812	22	1	it	it	PRON
cana-3812	22	2	suggests	suggest	VERB
cana-3812	22	3	that	that	SCONJ
cana-3812	22	4	there	there	PRON
cana-3812	22	5	are	be	VERB
cana-3812	22	6	relations	relation	NOUN
cana-3812	22	7	between	between	ADP
cana-3812	22	8	education	education	NOUN
cana-3812	22	9	and	and	CCONJ
cana-3812	22	10	earnings	earning	NOUN
cana-3812	22	11	;	;	PUNCT
cana-3812	22	12	however	however	ADV
cana-3812	22	13	,	,	PUNCT
cana-3812	22	14	in	in	ADP
cana-3812	22	15	the	the	DET
cana-3812	22	16	wider	wide	ADJ
cana-3812	22	17	context	context	NOUN
cana-3812	22	18	of	of	ADP
cana-3812	22	19	sociology	sociology	NOUN
cana-3812	22	20	,	,	PUNCT
cana-3812	22	21	a	a	DET
cana-3812	22	22	person	person	NOUN
cana-3812	22	23	’s	’s	PART
cana-3812	22	24	demographic	demographic	ADJ
cana-3812	22	25	,	,	PUNCT
cana-3812	22	26	work	work	NOUN
cana-3812	22	27	history	history	NOUN
cana-3812	22	28	,	,	PUNCT
cana-3812	22	29	industry	industry	NOUN
cana-3812	22	30	,	,	PUNCT
cana-3812	22	31	and	and	CCONJ
cana-3812	22	32	even	even	ADV
cana-3812	22	33	job	job	NOUN
cana-3812	22	34	morale	morale	NOUN
cana-3812	22	35	count	count	NOUN
cana-3812	22	36	too	too	ADV
cana-3812	22	37	.	.	PUNCT
cana-3812	23	1	it	it	PRON
cana-3812	23	2	is	be	AUX
cana-3812	23	3	suggested	suggest	VERB
cana-3812	23	4	that	that	SCONJ
cana-3812	23	5	researchers	researcher	NOUN
cana-3812	23	6	take	take	VERB
cana-3812	23	7	on	on	ADP
cana-3812	23	8	different	different	ADJ
cana-3812	23	9	novel	novel	ADJ
cana-3812	23	10	approaches	approach	NOUN
cana-3812	23	11	to	to	PART
cana-3812	23	12	study	study	VERB
cana-3812	23	13	the	the	DET
cana-3812	23	14	factors	factor	NOUN
cana-3812	23	15	mentioned	mention	VERB
cana-3812	23	16	earlier	early	ADV
cana-3812	23	17	.	.	PUNCT
cana-3812	24	1	therefore	therefore	ADV
cana-3812	24	2	,	,	PUNCT
cana-3812	24	3	the	the	DET
cana-3812	24	4	objective	objective	NOUN
cana-3812	24	5	is	be	AUX
cana-3812	24	6	to	to	PART
cana-3812	24	7	create	create	VERB
cana-3812	24	8	synthetic	synthetic	ADJ
cana-3812	24	9	data	datum	NOUN
cana-3812	24	10	that	that	PRON
cana-3812	24	11	are	be	AUX
cana-3812	24	12	as	as	ADV
cana-3812	24	13	close	close	ADJ
cana-3812	24	14	as	as	ADP
cana-3812	24	15	possible	possible	ADJ
cana-3812	24	16	to	to	ADP
cana-3812	24	17	the	the	DET
cana-3812	24	18	real	real	ADJ
cana-3812	24	19	data	datum	NOUN
cana-3812	24	20	recorded	record	VERB
cana-3812	24	21	during	during	ADP
cana-3812	24	22	the	the	DET
cana-3812	24	23	distribution	distribution	NOUN
cana-3812	24	24	and	and	CCONJ
cana-3812	24	25	relationships	relationship	NOUN
cana-3812	24	26	.	.	PUNCT
cana-3812	25	1	this	this	DET
cana-3812	25	2	way	way	NOUN
cana-3812	25	3	of	of	ADP
cana-3812	25	4	data	datum	NOUN
cana-3812	25	5	synthesis	synthesis	NOUN
cana-3812	25	6	will	will	AUX
cana-3812	25	7	anonymize	anonymize	VERB
cana-3812	25	8	all	all	DET
cana-3812	25	9	the	the	DET
cana-3812	25	10	respondents	respondent	NOUN
cana-3812	25	11	while	while	SCONJ
cana-3812	25	12	allowing	allow	VERB
cana-3812	25	13	controlled	control	VERB
cana-3812	25	14	research	research	NOUN
cana-3812	25	15	to	to	PART
cana-3812	25	16	be	be	AUX
cana-3812	25	17	done	do	VERB
cana-3812	25	18	on	on	ADP
cana-3812	25	19	the	the	DET
cana-3812	25	20	education	education	NOUN
cana-3812	25	21	,	,	PUNCT
cana-3812	25	22	work	work	NOUN
cana-3812	25	23	experience	experience	NOUN
cana-3812	25	24	,	,	PUNCT
cana-3812	25	25	demographic	demographic	ADJ
cana-3812	25	26	data	datum	NOUN
cana-3812	25	27	and	and	CCONJ
cana-3812	25	28	income	income	NOUN
cana-3812	25	29	correlation	correlation	NOUN
cana-3812	25	30	.	.	PUNCT
cana-3812	26	1	in	in	ADP
cana-3812	26	2	this	this	DET
cana-3812	26	3	document	document	NOUN
cana-3812	26	4	,	,	PUNCT
cana-3812	26	5	the	the	DET
cana-3812	26	6	above	above	ADJ
cana-3812	26	7	discussed	discuss	VERB
cana-3812	26	8	method	method	NOUN
cana-3812	26	9	is	be	AUX
cana-3812	26	10	applied	apply	VERB
cana-3812	26	11	to	to	PART
cana-3812	26	12	create	create	VERB
cana-3812	26	13	a	a	DET
cana-3812	26	14	synthetic	synthetic	ADJ
cana-3812	26	15	data	datum	NOUN
cana-3812	26	16	set	set	VERB
cana-3812	26	17	which	which	PRON
cana-3812	26	18	includes	include	VERB
cana-3812	26	19	educational	educational	ADJ
cana-3812	26	20	qualification	qualification	NOUN
cana-3812	26	21	,	,	PUNCT
cana-3812	26	22	years	year	NOUN
cana-3812	26	23	of	of	ADP
cana-3812	26	24	work	work	NOUN
cana-3812	26	25	experience	experience	NOUN
cana-3812	26	26	,	,	PUNCT
cana-3812	26	27	industry	industry	NOUN
cana-3812	26	28	,	,	PUNCT
cana-3812	26	29	sex	sex	NOUN
cana-3812	26	30	,	,	PUNCT
cana-3812	26	31	marital	marital	ADJ
cana-3812	26	32	status	status	NOUN
cana-3812	26	33	,	,	PUNCT
cana-3812	26	34	and	and	CCONJ
cana-3812	26	35	job	job	NOUN
cana-3812	26	36	satisfaction	satisfaction	NOUN
cana-3812	26	37	.	.	PUNCT
cana-3812	27	1	this	this	DET
cana-3812	27	2	research	research	NOUN
cana-3812	27	3	focuses	focus	VERB
cana-3812	27	4	on	on	ADP
cana-3812	27	5	the	the	DET
cana-3812	27	6	degree	degree	NOUN
cana-3812	27	7	to	to	PART
cana-3812	27	8	which	which	PRON
cana-3812	27	9	novel	novel	ADJ
cana-3812	27	10	artificial	artificial	ADJ
cana-3812	27	11	data	datum	NOUN
cana-3812	27	12	is	be	AUX
cana-3812	27	13	able	able	ADJ
cana-3812	27	14	to	to	PART
cana-3812	27	15	capture	capture	VERB
cana-3812	27	16	the	the	DET
cana-3812	27	17	existing	exist	VERB
cana-3812	27	18	patterns	pattern	NOUN
cana-3812	27	19	and	and	CCONJ
cana-3812	27	20	relationships	relationship	NOUN
cana-3812	27	21	in	in	ADP
cana-3812	27	22	education	education	NOUN
cana-3812	27	23	and	and	CCONJ
cana-3812	27	24	income	income	NOUN
cana-3812	27	25	.	.	PUNCT
cana-3812	28	1	estimation	estimation	NOUN
cana-3812	28	2	of	of	ADP
cana-3812	28	3	income	income	NOUN
cana-3812	28	4	is	be	AUX
cana-3812	28	5	done	do	VERB
cana-3812	28	6	through	through	ADP
cana-3812	28	7	the	the	DET
cana-3812	28	8	application	application	NOUN
cana-3812	28	9	of	of	ADP
cana-3812	28	10	the	the	DET
cana-3812	28	11	models	model	NOUN
cana-3812	28	12	on	on	ADP
cana-3812	28	13	the	the	DET
cana-3812	28	14	generated	generate	VERB
cana-3812	28	15	data	datum	NOUN
cana-3812	28	16	.	.	PUNCT
cana-3812	29	1	the	the	DET
cana-3812	29	2	factors	factor	NOUN
cana-3812	29	3	regarding	regard	VERB
cana-3812	29	4	a	a	DET
cana-3812	29	5	more	more	ADV
cana-3812	29	6	complete	complete	ADJ
cana-3812	29	7	understanding	understanding	NOUN
cana-3812	29	8	of	of	ADP
cana-3812	29	9	income	income	NOUN
cana-3812	29	10	are	be	AUX
cana-3812	29	11	examined	examine	VERB
cana-3812	29	12	more	more	ADV
cana-3812	29	13	thoroughly	thoroughly	ADV
cana-3812	29	14	using	use	VERB
cana-3812	29	15	linear	linear	ADJ
cana-3812	29	16	regression	regression	NOUN
cana-3812	29	17	and	and	CCONJ
cana-3812	29	18	then	then	ADV
cana-3812	29	19	clues	clue	VERB
cana-3812	29	20	to	to	ADP
cana-3812	29	21	income	income	NOUN
cana-3812	29	22	are	be	AUX
cana-3812	29	23	sought	seek	VERB
cana-3812	29	24	through	through	ADP
cana-3812	29	25	pca	pca	PROPN
cana-3812	29	26	with	with	ADP
cana-3812	29	27	the	the	DET
cana-3812	29	28	use	use	NOUN
cana-3812	29	29	of	of	ADP
cana-3812	29	30	fewer	few	ADJ
cana-3812	29	31	variables	variable	NOUN
cana-3812	29	32	.	.	PUNCT
cana-3812	30	1	these	these	DET
cana-3812	30	2	techniques	technique	NOUN
cana-3812	30	3	has	have	VERB
cana-3812	30	4	the	the	DET
cana-3812	30	5	ability	ability	NOUN
cana-3812	30	6	to	to	PART
cana-3812	30	7	extract	extract	VERB
cana-3812	30	8	relevant	relevant	ADJ
cana-3812	30	9	information	information	NOUN
cana-3812	30	10	from	from	ADP
cana-3812	30	11	extensive	extensive	ADJ
cana-3812	30	12	datasets	dataset	NOUN
cana-3812	30	13	by	by	ADP
cana-3812	30	14	reducing	reduce	VERB
cana-3812	30	15	them	they	PRON
cana-3812	30	16	to	to	ADP
cana-3812	30	17	their	their	PRON
cana-3812	30	18	principal	principal	ADJ
cana-3812	30	19	components	component	NOUN
cana-3812	30	20	to	to	PART
cana-3812	30	21	indicate	indicate	VERB
cana-3812	30	22	the	the	DET
cana-3812	30	23	key	key	ADJ
cana-3812	30	24	sources	source	NOUN
cana-3812	30	25	of	of	ADP
cana-3812	30	26	variance	variance	NOUN
cana-3812	30	27	within	within	ADP
cana-3812	30	28	the	the	DET
cana-3812	30	29	dataset.all	dataset.all	NOUN
cana-3812	30	30	the	the	DET
cana-3812	30	31	same	same	ADJ
cana-3812	30	32	,	,	PUNCT
cana-3812	30	33	because	because	SCONJ
cana-3812	30	34	this	this	DET
cana-3812	30	35	work	work	NOUN
cana-3812	30	36	aims	aim	VERB
cana-3812	30	37	at	at	ADP
cana-3812	30	38	making	make	VERB
cana-3812	30	39	linear	linear	ADJ
cana-3812	30	40	regression	regression	NOUN
cana-3812	30	41	analysis	analysis	NOUN
cana-3812	30	42	,	,	PUNCT
cana-3812	30	43	it	it	PRON
cana-3812	30	44	is	be	AUX
cana-3812	30	45	important	important	ADJ
cana-3812	30	46	to	to	PART
cana-3812	30	47	evaluate	evaluate	VERB
cana-3812	30	48	the	the	DET
cana-3812	30	49	degree	degree	NOUN
cana-3812	30	50	in	in	ADP
cana-3812	30	51	which	which	PRON
cana-3812	30	52	each	each	DET
cana-3812	30	53	element	element	NOUN
cana-3812	30	54	seeks	seek	VERB
cana-3812	30	55	to	to	PART
cana-3812	30	56	explain	explain	VERB
cana-3812	30	57	income	income	NOUN
cana-3812	30	58	.	.	PUNCT
cana-3812	31	1	this	this	DET
cana-3812	31	2	fusion	fusion	NOUN
cana-3812	31	3	of	of	ADP
cana-3812	31	4	techniques	technique	NOUN
cana-3812	31	5	creates	create	VERB
cana-3812	31	6	an	an	DET
cana-3812	31	7	understanding	understanding	NOUN
cana-3812	31	8	of	of	ADP
cana-3812	31	9	synthetic	synthetic	ADJ
cana-3812	31	10	data	datum	NOUN
cana-3812	31	11	that	that	PRON
cana-3812	31	12	is	be	AUX
cana-3812	31	13	informed	inform	VERB
cana-3812	31	14	by	by	ADP
cana-3812	31	15	the	the	DET
cana-3812	31	16	methods	method	NOUN
cana-3812	31	17	used	use	VERB
cana-3812	31	18	in	in	ADP
cana-3812	31	19	real	real	ADJ
cana-3812	31	20	world	world	NOUN
cana-3812	31	21	data	datum	NOUN
cana-3812	31	22	empirical	empirical	ADJ
cana-3812	31	23	studies	study	NOUN
cana-3812	31	24	.	.	PUNCT
cana-3812	32	1	in	in	ADP
cana-3812	32	2	essence	essence	NOUN
cana-3812	32	3	,	,	PUNCT
cana-3812	32	4	it	it	PRON
cana-3812	32	5	allows	allow	VERB
cana-3812	32	6	assessment	assessment	NOUN
cana-3812	32	7	of	of	ADP
cana-3812	32	8	synthetic	synthetic	ADJ
cana-3812	32	9	works	work	NOUN
cana-3812	32	10	with	with	ADP
cana-3812	32	11	the	the	DET
cana-3812	32	12	existing	exist	VERB
cana-3812	32	13	body	body	NOUN
cana-3812	32	14	of	of	ADP
cana-3812	32	15	literature	literature	NOUN
cana-3812	32	16	.	.	PUNCT
cana-3812	33	1	to	to	PART
cana-3812	33	2	put	put	VERB
cana-3812	33	3	it	it	PRON
cana-3812	33	4	very	very	ADV
cana-3812	33	5	briefly	briefly	ADV
cana-3812	33	6	,	,	PUNCT
cana-3812	33	7	this	this	DET
cana-3812	33	8	study	study	NOUN
cana-3812	33	9	wishes	wish	VERB
cana-3812	33	10	to	to	PART
cana-3812	33	11	find	find	VERB
cana-3812	33	12	out	out	ADP
cana-3812	33	13	and	and	CCONJ
cana-3812	33	14	examine	examine	VERB
cana-3812	33	15	how	how	SCONJ
cana-3812	33	16	education	education	NOUN
cana-3812	33	17	and	and	CCONJ
cana-3812	33	18	more	more	ADJ
cana-3812	33	19	variables	variable	NOUN
cana-3812	33	20	affect	affect	VERB
cana-3812	33	21	income	income	NOUN
cana-3812	33	22	in	in	ADP
cana-3812	33	23	terms	term	NOUN
cana-3812	33	24	of	of	ADP
cana-3812	33	25	synthetic	synthetic	ADJ
cana-3812	33	26	data	datum	NOUN
cana-3812	33	27	.	.	PUNCT
cana-3812	34	1	it	it	PRON
cana-3812	34	2	would	would	AUX
cana-3812	34	3	try	try	VERB
cana-3812	34	4	to	to	PART
cana-3812	34	5	sustain	sustain	VERB
cana-3812	34	6	the	the	DET
cana-3812	34	7	claimed	claim	VERB
cana-3812	34	8	methodology	methodology	NOUN
cana-3812	34	9	and	and	CCONJ
cana-3812	34	10	increase	increase	VERB
cana-3812	34	11	the	the	DET
cana-3812	34	12	refinement	refinement	NOUN
cana-3812	34	13	in	in	ADP
cana-3812	34	14	substantiating	substantiate	VERB
cana-3812	34	15	the	the	DET
cana-3812	34	16	importance	importance	NOUN
cana-3812	34	17	of	of	ADP
cana-3812	34	18	education	education	NOUN
cana-3812	34	19	,	,	PUNCT
cana-3812	34	20	work	work	NOUN
cana-3812	34	21	experience	experience	NOUN
cana-3812	34	22	,	,	PUNCT
cana-3812	34	23	and	and	CCONJ
cana-3812	34	24	other	other	ADJ
cana-3812	34	25	demographic	demographic	ADJ
cana-3812	34	26	variables	variable	NOUN
cana-3812	34	27	on	on	ADP
cana-3812	34	28	income	income	NOUN
cana-3812	34	29	.	.	PUNCT
cana-3812	35	1	at	at	ADP
cana-3812	35	2	this	this	DET
cana-3812	35	3	point	point	NOUN
cana-3812	35	4	,	,	PUNCT
cana-3812	35	5	there	there	PRON
cana-3812	35	6	already	already	ADV
cana-3812	35	7	exists	exist	VERB
cana-3812	35	8	considerable	considerable	ADJ
cana-3812	35	9	intellectual	intellectual	ADJ
cana-3812	35	10	debate	debate	NOUN
cana-3812	35	11	about	about	ADP
cana-3812	35	12	what	what	PRON
cana-3812	35	13	is	be	AUX
cana-3812	35	14	education	education	NOUN
cana-3812	35	15	and	and	CCONJ
cana-3812	35	16	the	the	DET
cana-3812	35	17	scope	scope	NOUN
cana-3812	35	18	of	of	ADP
cana-3812	35	19	its	its	PRON
cana-3812	35	20	economic	economic	ADJ
cana-3812	35	21	implications	implication	NOUN
cana-3812	35	22	.	.	PUNCT
cana-3812	36	1	studies	study	NOUN
cana-3812	36	2	are	be	AUX
cana-3812	36	3	pieces	piece	NOUN
cana-3812	36	4	of	of	ADP
cana-3812	36	5	evidence	evidence	NOUN
cana-3812	36	6	that	that	PRON
cana-3812	36	7	are	be	AUX
cana-3812	36	8	developed	develop	VERB
cana-3812	36	9	through	through	ADP
cana-3812	36	10	the	the	DET
cana-3812	36	11	synthesis	synthesis	NOUN
cana-3812	36	12	of	of	ADP
cana-3812	36	13	various	various	ADJ
cana-3812	36	14	data	datum	NOUN
cana-3812	36	15	and	and	CCONJ
cana-3812	36	16	attempts	attempt	NOUN
cana-3812	36	17	in	in	ADP
cana-3812	36	18	drawing	draw	VERB
cana-3812	36	19	the	the	DET
cana-3812	36	20	real	real	ADJ
cana-3812	36	21	world	world	NOUN
cana-3812	36	22	population	population	NOUN
cana-3812	36	23	trends	trend	NOUN
cana-3812	36	24	.	.	PUNCT
cana-3812	37	1	therefore	therefore	ADV
cana-3812	37	2	,	,	PUNCT
cana-3812	37	3	these	these	DET
cana-3812	37	4	results	result	NOUN
cana-3812	37	5	have	have	AUX
cana-3812	37	6	been	be	AUX
cana-3812	37	7	used	use	VERB
cana-3812	37	8	to	to	PART
cana-3812	37	9	shape	shape	VERB
cana-3812	37	10	decisions	decision	NOUN
cana-3812	37	11	directed	direct	VERB
cana-3812	37	12	toward	toward	ADP
cana-3812	37	13	optimizing	optimize	VERB
cana-3812	37	14	issues	issue	NOUN
cana-3812	37	15	such	such	ADJ
cana-3812	37	16	as	as	ADP
cana-3812	37	17	schooling	schooling	NOUN
cana-3812	37	18	and	and	CCONJ
cana-3812	37	19	the	the	DET
cana-3812	37	20	gap	gap	NOUN
cana-3812	37	21	between	between	ADP
cana-3812	37	22	earnings	earning	NOUN
cana-3812	37	23	.	.	PUNCT
cana-3812	38	1	ii	ii	PROPN
cana-3812	38	2	.	.	PUNCT
cana-3812	39	1	literature	literature	PROPN
cana-3812	39	2	survey	survey	NOUN
cana-3812	39	3	researchers	researcher	NOUN
cana-3812	39	4	worldwide	worldwide	ADV
cana-3812	39	5	have	have	AUX
cana-3812	39	6	consistently	consistently	ADV
cana-3812	39	7	focused	focus	VERB
cana-3812	39	8	on	on	ADP
cana-3812	39	9	the	the	DET
cana-3812	39	10	relationship	relationship	NOUN
cana-3812	39	11	between	between	ADP
cana-3812	39	12	educational	educational	ADJ
cana-3812	39	13	levels	level	NOUN
cana-3812	39	14	and	and	CCONJ
cana-3812	39	15	wages	wage	NOUN
cana-3812	39	16	earned	earn	VERB
cana-3812	39	17	.	.	PUNCT
cana-3812	40	1	incomes	income	NOUN
cana-3812	40	2	earned	earn	VERB
cana-3812	40	3	as	as	ADP
cana-3812	40	4	a	a	DET
cana-3812	40	5	result	result	NOUN
cana-3812	40	6	of	of	ADP
cana-3812	40	7	educational	educational	ADJ
cana-3812	40	8	qualifications	qualification	NOUN
cana-3812	40	9	have	have	AUX
cana-3812	40	10	always	always	ADV
cana-3812	40	11	garnered	garner	VERB
cana-3812	40	12	great	great	ADJ
cana-3812	40	13	focus	focus	NOUN
cana-3812	40	14	from	from	ADP
cana-3812	40	15	researchers	researcher	NOUN
cana-3812	40	16	around	around	ADP
cana-3812	40	17	the	the	DET
cana-3812	40	18	globe	globe	NOUN
cana-3812	40	19	.	.	PUNCT
cana-3812	41	1	this	this	DET
cana-3812	41	2	review	review	NOUN
cana-3812	41	3	of	of	ADP
cana-3812	41	4	citations	citation	NOUN
cana-3812	41	5	focuses	focus	VERB
cana-3812	41	6	on	on	ADP
cana-3812	41	7	regression	regression	NOUN
cana-3812	41	8	analysis	analysis	NOUN
cana-3812	41	9	,	,	PUNCT
cana-3812	41	10	principal	principal	ADJ
cana-3812	41	11	component	component	NOUN
cana-3812	41	12	analysis	analysis	NOUN
cana-3812	41	13	(	(	PUNCT
cana-3812	41	14	pca	pca	NOUN
cana-3812	41	15	)	)	PUNCT
cana-3812	41	16	,	,	PUNCT
cana-3812	41	17	and	and	CCONJ
cana-3812	41	18	ses	se	NOUN
cana-3812	41	19	indices	index	NOUN
cana-3812	41	20	as	as	ADP
cana-3812	41	21	the	the	DET
cana-3812	41	22	most	most	ADV
cana-3812	41	23	important	important	ADJ
cana-3812	41	24	studies	study	NOUN
cana-3812	41	25	that	that	PRON
cana-3812	41	26	have	have	AUX
cana-3812	41	27	been	be	AUX
cana-3812	41	28	done	do	VERB
cana-3812	41	29	on	on	ADP
cana-3812	41	30	this	this	DET
cana-3812	41	31	topic	topic	NOUN
cana-3812	41	32	.	.	PUNCT
cana-3812	42	1	jacob	jacob	PROPN
cana-3812	42	2	mincer	mincer	PROPN
cana-3812	42	3	in	in	ADP
cana-3812	42	4	his	his	PRON
cana-3812	42	5	publication	publication	NOUN
cana-3812	42	6	,	,	PUNCT
cana-3812	42	7	schooling	schooling	NOUN
cana-3812	42	8	,	,	PUNCT
cana-3812	42	9	experience	experience	NOUN
cana-3812	42	10	,	,	PUNCT
cana-3812	42	11	and	and	CCONJ
cana-3812	42	12	earnings	earning	NOUN
cana-3812	42	13	,	,	PUNCT
cana-3812	42	14	is	be	AUX
cana-3812	42	15	considered	consider	VERB
cana-3812	42	16	the	the	DET
cana-3812	42	17	first	first	ADJ
cana-3812	42	18	author	author	NOUN
cana-3812	42	19	to	to	PART
cana-3812	42	20	research	research	VERB
cana-3812	42	21	the	the	DET
cana-3812	42	22	concord	concord	NOUN
cana-3812	42	23	between	between	ADP
cana-3812	42	24	earning	earning	NOUN
cana-3812	42	25	and	and	CCONJ
cana-3812	42	26	education	education	NOUN
cana-3812	42	27	.	.	PUNCT
cana-3812	43	1	in	in	ADP
cana-3812	43	2	the	the	DET
cana-3812	43	3	1950s	1950s	NUM
cana-3812	43	4	,	,	PUNCT
cana-3812	43	5	mincer	mincer	NOUN
cana-3812	43	6	paid	pay	VERB
cana-3812	43	7	attention	attention	NOUN
cana-3812	43	8	to	to	ADP
cana-3812	43	9	the	the	DET
cana-3812	43	10	available	available	ADJ
cana-3812	43	11	data	datum	NOUN
cana-3812	43	12	concerning	concern	VERB
cana-3812	43	13	the	the	DET
cana-3812	43	14	relationship	relationship	NOUN
cana-3812	43	15	between	between	ADP
cana-3812	43	16	earning	earning	NOUN
cana-3812	43	17	and	and	CCONJ
cana-3812	43	18	education	education	NOUN
cana-3812	43	19	and	and	CCONJ
cana-3812	43	20	created	create	VERB
cana-3812	43	21	a	a	DET
cana-3812	43	22	model	model	NOUN
cana-3812	43	23	of	of	ADP
cana-3812	43	24	human	human	ADJ
cana-3812	43	25	capital	capital	NOUN
cana-3812	43	26	.	.	PUNCT
cana-3812	44	1	this	this	DET
cana-3812	44	2	model	model	NOUN
cana-3812	44	3	,	,	PUNCT
cana-3812	44	4	based	base	VERB
cana-3812	44	5	on	on	ADP
cana-3812	44	6	the	the	DET
cana-3812	44	7	relationship	relationship	NOUN
cana-3812	44	8	between	between	ADP
cana-3812	44	9	education	education	NOUN
cana-3812	44	10	attended	attend	VERB
cana-3812	44	11	and	and	CCONJ
cana-3812	44	12	productivity	productivity	NOUN
cana-3812	44	13	measured	measure	VERB
cana-3812	44	14	,	,	PUNCT
cana-3812	44	15	is	be	AUX
cana-3812	44	16	very	very	ADV
cana-3812	44	17	significant	significant	ADJ
cana-3812	44	18	.	.	PUNCT
cana-3812	45	1	from	from	ADP
cana-3812	45	2	this	this	DET
cana-3812	45	3	basic	basic	ADJ
cana-3812	45	4	alone	alone	ADV
cana-3812	45	5	,	,	PUNCT
cana-3812	45	6	we	we	PRON
cana-3812	45	7	can	can	AUX
cana-3812	45	8	deduce	deduce	VERB
cana-3812	45	9	that	that	SCONJ
cana-3812	45	10	there	there	PRON
cana-3812	45	11	is	be	VERB
cana-3812	45	12	high	high	ADJ
cana-3812	45	13	economic	economic	ADJ
cana-3812	45	14	productivity	productivity	NOUN
cana-3812	45	15	the	the	DET
cana-3812	45	16	higher	high	ADJ
cana-3812	45	17	levels	level	NOUN
cana-3812	45	18	of	of	ADP
cana-3812	45	19	education	education	NOUN
cana-3812	45	20	one	one	NUM
cana-3812	45	21	attains	attain	NOUN
cana-3812	45	22	.	.	PUNCT
cana-3812	46	1	this	this	DET
cana-3812	46	2	analysis	analysis	NOUN
cana-3812	46	3	lays	lay	VERB
cana-3812	46	4	the	the	DET
cana-3812	46	5	groundwork	groundwork	NOUN
cana-3812	46	6	for	for	ADP
cana-3812	46	7	more	more	ADJ
cana-3812	46	8	in	in	ADP
cana-3812	46	9	-	-	PUNCT
cana-3812	46	10	depth	depth	NOUN
cana-3812	46	11	investigations	investigation	NOUN
cana-3812	46	12	into	into	ADP
cana-3812	46	13	the	the	DET
cana-3812	46	14	relationship	relationship	NOUN
cana-3812	46	15	between	between	ADP
cana-3812	46	16	education	education	NOUN
cana-3812	46	17	and	and	CCONJ
cana-3812	46	18	the	the	DET
cana-3812	46	19	economy	economy	NOUN
cana-3812	46	20	[	[	X
cana-3812	46	21	1	1	NUM
cana-3812	46	22	]	]	PUNCT
cana-3812	46	23	.	.	PUNCT
cana-3812	47	1	through	through	ADP
cana-3812	47	2	the	the	DET
cana-3812	47	3	use	use	NOUN
cana-3812	47	4	of	of	ADP
cana-3812	47	5	regression	regression	NOUN
cana-3812	47	6	analysis	analysis	NOUN
cana-3812	47	7	on	on	ADP
cana-3812	47	8	aggregated	aggregated	ADJ
cana-3812	47	9	data	datum	NOUN
cana-3812	47	10	collected	collect	VERB
cana-3812	47	11	from	from	ADP
cana-3812	47	12	several	several	ADJ
cana-3812	47	13	swedish	swedish	ADJ
cana-3812	47	14	municipalities	municipality	NOUN
cana-3812	47	15	,	,	PUNCT
cana-3812	47	16	thropp	thropp	VERB
cana-3812	47	17	and	and	CCONJ
cana-3812	47	18	wider¨onn	wider¨onn	PRON
cana-3812	47	19	in	in	ADP
cana-3812	47	20	their	their	PRON
cana-3812	47	21	thesis	thesis	NOUN
cana-3812	47	22	,	,	PUNCT
cana-3812	47	23	the	the	DET
cana-3812	47	24	effect	effect	NOUN
cana-3812	47	25	of	of	ADP
cana-3812	47	26	education	education	NOUN
cana-3812	47	27	on	on	ADP
cana-3812	47	28	income	income	NOUN
cana-3812	47	29	,	,	PUNCT
cana-3812	47	30	presented	present	VERB
cana-3812	47	31	employment	employment	NOUN
cana-3812	47	32	patterns	pattern	NOUN
cana-3812	47	33	and	and	CCONJ
cana-3812	47	34	the	the	DET
cana-3812	47	35	importance	importance	NOUN
cana-3812	47	36	of	of	ADP
cana-3812	47	37	education	education	NOUN
cana-3812	47	38	,	,	PUNCT
cana-3812	47	39	work	work	NOUN
cana-3812	47	40	experience	experience	NOUN
cana-3812	47	41	,	,	PUNCT
cana-3812	47	42	and	and	CCONJ
cana-3812	47	43	demographic	demographic	ADJ
cana-3812	47	44	factors	factor	NOUN
cana-3812	47	45	in	in	ADP
cana-3812	47	46	wage	wage	NOUN
cana-3812	47	47	levels	level	NOUN
cana-3812	47	48	.	.	PUNCT
cana-3812	48	1	their	their	PRON
cana-3812	48	2	results	result	NOUN
cana-3812	48	3	strongly	strongly	ADV
cana-3812	48	4	illustrate	illustrate	VERB
cana-3812	48	5	that	that	SCONJ
cana-3812	48	6	education	education	NOUN
cana-3812	48	7	is	be	AUX
cana-3812	48	8	a	a	DET
cana-3812	48	9	major	major	ADJ
cana-3812	48	10	factor	factor	NOUN
cana-3812	48	11	when	when	SCONJ
cana-3812	48	12	predicting	predict	VERB
cana-3812	48	13	income	income	NOUN
cana-3812	48	14	,	,	PUNCT
cana-3812	48	15	and	and	CCONJ
cana-3812	48	16	communications	communication	NOUN
cana-3812	48	17	on	on	ADP
cana-3812	48	18	applied	apply	VERB
cana-3812	48	19	nonlinear	nonlinear	ADJ
cana-3812	48	20	analysis	analysis	NOUN
cana-3812	48	21	issn	issn	NOUN
cana-3812	48	22	:	:	PUNCT
cana-3812	48	23	1074	1074	NUM
cana-3812	48	24	-	-	PUNCT
cana-3812	48	25	133x	133x	NUM
cana-3812	48	26	vol	vol	NOUN
cana-3812	48	27	32	32	NUM
cana-3812	48	28	no	no	NOUN
cana-3812	48	29	.	.	PUNCT
cana-3812	49	1	8s	8s	PROPN
cana-3812	49	2	(	(	PUNCT
cana-3812	49	3	2025	2025	NUM
cana-3812	49	4	)	)	PUNCT
cana-3812	49	5	782	782	NUM
cana-3812	49	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	49	7	earnings	earning	NOUN
cana-3812	49	8	tend	tend	VERB
cana-3812	49	9	to	to	PART
cana-3812	49	10	be	be	AUX
cana-3812	49	11	more	more	ADV
cana-3812	49	12	complicated	complicated	ADJ
cana-3812	49	13	because	because	SCONJ
cana-3812	49	14	other	other	ADJ
cana-3812	49	15	factors	factor	NOUN
cana-3812	49	16	like	like	ADP
cana-3812	49	17	work	work	NOUN
cana-3812	49	18	experience	experience	NOUN
cana-3812	49	19	and	and	CCONJ
cana-3812	49	20	demographics	demographic	NOUN
cana-3812	49	21	also	also	ADV
cana-3812	49	22	play	play	VERB
cana-3812	49	23	a	a	DET
cana-3812	49	24	role	role	NOUN
cana-3812	49	25	.	.	PUNCT
cana-3812	50	1	as	as	SCONJ
cana-3812	50	2	coady	coady	PROPN
cana-3812	50	3	and	and	CCONJ
cana-3812	50	4	dizioli	dizioli	NOUN
cana-3812	50	5	claim	claim	NOUN
cana-3812	50	6	in	in	ADP
cana-3812	50	7	their	their	PRON
cana-3812	50	8	paper	paper	NOUN
cana-3812	50	9	“	"	PUNCT
cana-3812	50	10	income	income	NOUN
cana-3812	50	11	inequality	inequality	NOUN
cana-3812	50	12	and	and	CCONJ
cana-3812	50	13	education	education	NOUN
cana-3812	50	14	:	:	PUNCT
cana-3812	50	15	a	a	DET
cana-3812	50	16	review	review	NOUN
cana-3812	50	17	of	of	ADP
cana-3812	50	18	the	the	DET
cana-3812	50	19	evidence	evidence	NOUN
cana-3812	50	20	”	"	PUNCT
cana-3812	50	21	,	,	PUNCT
cana-3812	50	22	there	there	PRON
cana-3812	50	23	exists	exist	VERB
cana-3812	50	24	a	a	DET
cana-3812	50	25	cross	cross	NOUN
cana-3812	50	26	-	-	NOUN
cana-3812	50	27	section	section	NOUN
cana-3812	50	28	of	of	ADP
cana-3812	50	29	habitual	habitual	ADJ
cana-3812	50	30	studies	study	NOUN
cana-3812	50	31	on	on	ADP
cana-3812	50	32	the	the	DET
cana-3812	50	33	consequences	consequence	NOUN
cana-3812	50	34	of	of	ADP
cana-3812	50	35	schooling	schooling	NOUN
cana-3812	50	36	towards	towards	ADP
cana-3812	50	37	the	the	DET
cana-3812	50	38	economy	economy	NOUN
cana-3812	50	39	gap	gap	NOUN
cana-3812	50	40	within	within	ADP
cana-3812	50	41	different	different	ADJ
cana-3812	50	42	nations	nation	NOUN
cana-3812	50	43	.	.	PUNCT
cana-3812	51	1	their	their	PRON
cana-3812	51	2	explanation	explanation	NOUN
cana-3812	51	3	is	be	AUX
cana-3812	51	4	that	that	SCONJ
cana-3812	51	5	education	education	NOUN
cana-3812	51	6	serves	serve	VERB
cana-3812	51	7	two	two	NUM
cana-3812	51	8	purposes	purpose	NOUN
cana-3812	51	9	:	:	PUNCT
cana-3812	51	10	it	it	PRON
cana-3812	51	11	is	be	AUX
cana-3812	51	12	capable	capable	ADJ
cana-3812	51	13	of	of	ADP
cana-3812	51	14	reducing	reduce	VERB
cana-3812	51	15	income	income	NOUN
cana-3812	51	16	differences	difference	NOUN
cana-3812	51	17	by	by	ADP
cana-3812	51	18	providing	provide	VERB
cana-3812	51	19	chances	chance	NOUN
cana-3812	51	20	for	for	ADP
cana-3812	51	21	economic	economic	ADJ
cana-3812	51	22	growth	growth	NOUN
cana-3812	51	23	,	,	PUNCT
cana-3812	51	24	but	but	CCONJ
cana-3812	51	25	it	it	PRON
cana-3812	51	26	also	also	ADV
cana-3812	51	27	increases	increase	VERB
cana-3812	51	28	the	the	DET
cana-3812	51	29	difference	difference	NOUN
cana-3812	51	30	in	in	ADP
cana-3812	51	31	the	the	DET
cana-3812	51	32	case	case	NOUN
cana-3812	51	33	where	where	SCONJ
cana-3812	51	34	education	education	NOUN
cana-3812	51	35	that	that	PRON
cana-3812	51	36	is	be	AUX
cana-3812	51	37	offered	offer	VERB
cana-3812	51	38	is	be	AUX
cana-3812	51	39	not	not	PART
cana-3812	51	40	of	of	ADP
cana-3812	51	41	good	good	ADJ
cana-3812	51	42	quality	quality	NOUN
cana-3812	51	43	.	.	PUNCT
cana-3812	52	1	this	this	PRON
cana-3812	52	2	accounts	account	VERB
cana-3812	52	3	for	for	ADP
cana-3812	52	4	a	a	DET
cana-3812	52	5	fascinating	fascinating	ADJ
cana-3812	52	6	feature	feature	NOUN
cana-3812	52	7	of	of	ADP
cana-3812	52	8	socio	socio	NOUN
cana-3812	52	9	-	-	PUNCT
cana-3812	52	10	economic	economic	ADJ
cana-3812	52	11	inequalities	inequality	NOUN
cana-3812	52	12	across	across	ADP
cana-3812	52	13	different	different	ADJ
cana-3812	52	14	countries	country	NOUN
cana-3812	52	15	.	.	PUNCT
cana-3812	53	1	the	the	DET
cana-3812	53	2	social	social	ADJ
cana-3812	53	3	-	-	PUNCT
cana-3812	53	4	economic	economic	ADJ
cana-3812	53	5	status	status	NOUN
cana-3812	53	6	of	of	ADP
cana-3812	53	7	a	a	DET
cana-3812	53	8	country	country	NOUN
cana-3812	53	9	can	can	AUX
cana-3812	53	10	also	also	ADV
cana-3812	53	11	be	be	AUX
cana-3812	53	12	incorporated	incorporate	VERB
cana-3812	53	13	by	by	ADP
cana-3812	53	14	analyzing	analyze	VERB
cana-3812	53	15	household	household	NOUN
cana-3812	53	16	wealth	wealth	NOUN
cana-3812	53	17	accumulated	accumulate	VERB
cana-3812	53	18	through	through	ADP
cana-3812	53	19	income	income	NOUN
cana-3812	53	20	and	and	CCONJ
cana-3812	53	21	property	property	NOUN
cana-3812	53	22	.	.	PUNCT
cana-3812	54	1	keller	keller	PROPN
cana-3812	54	2	’s	’s	PART
cana-3812	54	3	work	work	NOUN
cana-3812	54	4	focuses	focus	VERB
cana-3812	54	5	on	on	ADP
cana-3812	54	6	the	the	DET
cana-3812	54	7	construction	construction	NOUN
cana-3812	54	8	of	of	ADP
cana-3812	54	9	socio	socio	NOUN
cana-3812	54	10	-	-	PUNCT
cana-3812	54	11	economic	economic	ADJ
cana-3812	54	12	status	status	NOUN
cana-3812	54	13	indices	index	NOUN
cana-3812	54	14	based	base	VERB
cana-3812	54	15	on	on	ADP
cana-3812	54	16	the	the	DET
cana-3812	54	17	pca	pca	NOUN
cana-3812	54	18	approach	approach	NOUN
cana-3812	54	19	and	and	CCONJ
cana-3812	54	20	explains	explain	VERB
cana-3812	54	21	how	how	SCONJ
cana-3812	54	22	they	they	PRON
cana-3812	54	23	deal	deal	VERB
cana-3812	54	24	with	with	ADP
cana-3812	54	25	this	this	DET
cana-3812	54	26	issue	issue	NOUN
cana-3812	54	27	.	.	PUNCT
cana-3812	55	1	through	through	ADP
cana-3812	55	2	pca	pca	PROPN
cana-3812	55	3	,	,	PUNCT
cana-3812	55	4	keller	keller	PROPN
cana-3812	55	5	shows	show	VERB
cana-3812	55	6	how	how	SCONJ
cana-3812	55	7	to	to	PART
cana-3812	55	8	easily	easily	ADV
cana-3812	55	9	make	make	VERB
cana-3812	55	10	ses	se	NOUN
cana-3812	55	11	indices	index	NOUN
cana-3812	55	12	that	that	PRON
cana-3812	55	13	take	take	VERB
cana-3812	55	14	into	into	ADP
cana-3812	55	15	account	account	NOUN
cana-3812	55	16	education	education	NOUN
cana-3812	55	17	and	and	CCONJ
cana-3812	55	18	income	income	NOUN
cana-3812	55	19	assimilation	assimilation	NOUN
cana-3812	55	20	.	.	PUNCT
cana-3812	56	1	this	this	DET
cana-3812	56	2	technique	technique	NOUN
cana-3812	56	3	is	be	AUX
cana-3812	56	4	particularly	particularly	ADV
cana-3812	56	5	useful	useful	ADJ
cana-3812	56	6	for	for	ADP
cana-3812	56	7	the	the	DET
cana-3812	56	8	understanding	understanding	NOUN
cana-3812	56	9	of	of	ADP
cana-3812	56	10	many	many	ADJ
cana-3812	56	11	other	other	ADJ
cana-3812	56	12	conditions	condition	NOUN
cana-3812	56	13	that	that	PRON
cana-3812	56	14	go	go	VERB
cana-3812	56	15	together	together	ADV
cana-3812	56	16	with	with	ADP
cana-3812	56	17	earning	earn	VERB
cana-3812	56	18	a	a	DET
cana-3812	56	19	living	living	NOUN
cana-3812	56	20	aside	aside	ADV
cana-3812	56	21	from	from	ADP
cana-3812	56	22	schooling	schooling	NOUN
cana-3812	56	23	.	.	PUNCT
cana-3812	57	1	in	in	ADP
cana-3812	57	2	the	the	DET
cana-3812	57	3	east	east	ADJ
cana-3812	57	4	african	african	ADJ
cana-3812	57	5	evidence	evidence	NOUN
cana-3812	57	6	on	on	ADP
cana-3812	57	7	education	education	NOUN
cana-3812	57	8	,	,	PUNCT
cana-3812	57	9	productivity	productivity	NOUN
cana-3812	57	10	,	,	PUNCT
cana-3812	57	11	and	and	CCONJ
cana-3812	57	12	inequality	inequality	NOUN
cana-3812	57	13	,	,	PUNCT
cana-3812	57	14	knight	knight	NOUN
cana-3812	57	15	and	and	CCONJ
cana-3812	57	16	sabot	sabot	NOUN
cana-3812	57	17	look	look	VERB
cana-3812	57	18	at	at	ADP
cana-3812	57	19	the	the	DET
cana-3812	57	20	relationships	relationship	NOUN
cana-3812	57	21	between	between	ADP
cana-3812	57	22	education	education	NOUN
cana-3812	57	23	,	,	PUNCT
cana-3812	57	24	productivity	productivity	NOUN
cana-3812	57	25	,	,	PUNCT
cana-3812	57	26	and	and	CCONJ
cana-3812	57	27	income	income	NOUN
cana-3812	57	28	inequality	inequality	NOUN
cana-3812	57	29	in	in	ADP
cana-3812	57	30	east	east	PROPN
cana-3812	57	31	africa	africa	PROPN
cana-3812	57	32	.	.	PUNCT
cana-3812	58	1	their	their	PRON
cana-3812	58	2	empirical	empirical	ADJ
cana-3812	58	3	analysis	analysis	NOUN
cana-3812	58	4	suggests	suggest	VERB
cana-3812	58	5	that	that	SCONJ
cana-3812	58	6	an	an	DET
cana-3812	58	7	expansion	expansion	NOUN
cana-3812	58	8	in	in	ADP
cana-3812	58	9	education	education	NOUN
cana-3812	58	10	relates	relate	VERB
cana-3812	58	11	to	to	ADP
cana-3812	58	12	an	an	DET
cana-3812	58	13	increase	increase	NOUN
cana-3812	58	14	in	in	ADP
cana-3812	58	15	productivity	productivity	NOUN
cana-3812	58	16	,	,	PUNCT
cana-3812	58	17	which	which	PRON
cana-3812	58	18	can	can	AUX
cana-3812	58	19	help	help	VERB
cana-3812	58	20	reduce	reduce	VERB
cana-3812	58	21	the	the	DET
cana-3812	58	22	gaps	gap	NOUN
cana-3812	58	23	in	in	ADP
cana-3812	58	24	income	income	NOUN
cana-3812	58	25	distribution	distribution	NOUN
cana-3812	58	26	.	.	PUNCT
cana-3812	59	1	this	this	DET
cana-3812	59	2	work	work	NOUN
cana-3812	59	3	provides	provide	VERB
cana-3812	59	4	useful	useful	ADJ
cana-3812	59	5	evidence	evidence	NOUN
cana-3812	59	6	on	on	ADP
cana-3812	59	7	how	how	SCONJ
cana-3812	59	8	educational	educational	ADJ
cana-3812	59	9	policies	policy	NOUN
cana-3812	59	10	can	can	AUX
cana-3812	59	11	influence	influence	VERB
cana-3812	59	12	economic	economic	ADJ
cana-3812	59	13	processes	process	NOUN
cana-3812	59	14	in	in	ADP
cana-3812	59	15	developing	develop	VERB
cana-3812	59	16	countries	country	NOUN
cana-3812	59	17	[	[	X
cana-3812	59	18	5	5	NUM
cana-3812	59	19	]	]	PUNCT
cana-3812	59	20	.	.	PUNCT
cana-3812	60	1	spence	spence	PROPN
cana-3812	60	2	’s	’s	PART
cana-3812	60	3	theory	theory	NOUN
cana-3812	60	4	in	in	ADP
cana-3812	60	5	”	"	PUNCT
cana-3812	60	6	job	job	NOUN
cana-3812	60	7	market	market	NOUN
cana-3812	60	8	signaling	signaling	NOUN
cana-3812	60	9	”	"	PUNCT
cana-3812	60	10	argues	argue	VERB
cana-3812	60	11	that	that	SCONJ
cana-3812	60	12	education	education	NOUN
cana-3812	60	13	increases	increase	VERB
cana-3812	60	14	a	a	DET
cana-3812	60	15	worker	worker	NOUN
cana-3812	60	16	’s	’s	PART
cana-3812	60	17	possible	possible	ADJ
cana-3812	60	18	productivity	productivity	NOUN
cana-3812	60	19	indirectly	indirectly	ADV
cana-3812	60	20	because	because	SCONJ
cana-3812	60	21	it	it	PRON
cana-3812	60	22	acts	act	VERB
cana-3812	60	23	to	to	ADP
cana-3812	60	24	a	a	DET
cana-3812	60	25	certain	certain	ADJ
cana-3812	60	26	degree	degree	NOUN
cana-3812	60	27	as	as	ADP
cana-3812	60	28	a	a	DET
cana-3812	60	29	filter	filter	NOUN
cana-3812	60	30	to	to	ADP
cana-3812	60	31	the	the	DET
cana-3812	60	32	employers	employer	NOUN
cana-3812	60	33	.	.	PUNCT
cana-3812	61	1	this	this	DET
cana-3812	61	2	view	view	NOUN
cana-3812	61	3	adds	add	VERB
cana-3812	61	4	another	another	DET
cana-3812	61	5	dimension	dimension	NOUN
cana-3812	61	6	in	in	ADP
cana-3812	61	7	understanding	understand	VERB
cana-3812	61	8	the	the	DET
cana-3812	61	9	relation	relation	NOUN
cana-3812	61	10	between	between	ADP
cana-3812	61	11	schooling	schooling	NOUN
cana-3812	61	12	and	and	CCONJ
cana-3812	61	13	income	income	NOUN
cana-3812	61	14	because	because	SCONJ
cana-3812	61	15	it	it	PRON
cana-3812	61	16	suggests	suggest	VERB
cana-3812	61	17	that	that	SCONJ
cana-3812	61	18	the	the	DET
cana-3812	61	19	qualifications	qualification	NOUN
cana-3812	61	20	obtained	obtain	VERB
cana-3812	61	21	in	in	ADP
cana-3812	61	22	school	school	NOUN
cana-3812	61	23	can	can	AUX
cana-3812	61	24	significantly	significantly	ADV
cana-3812	61	25	determine	determine	VERB
cana-3812	61	26	wage	wage	NOUN
cana-3812	61	27	rates	rate	NOUN
cana-3812	61	28	and	and	CCONJ
cana-3812	61	29	employment	employment	NOUN
cana-3812	61	30	positions	position	NOUN
cana-3812	61	31	offered	offer	VERB
cana-3812	61	32	[	[	PUNCT
cana-3812	61	33	6	6	NUM
cana-3812	61	34	]	]	PUNCT
cana-3812	61	35	.	.	PUNCT
cana-3812	62	1	the	the	DET
cana-3812	62	2	consequences	consequence	NOUN
cana-3812	62	3	of	of	ADP
cana-3812	62	4	yang	yang	PROPN
cana-3812	62	5	and	and	CCONJ
cana-3812	62	6	qiu	qiu	PROPN
cana-3812	62	7	’s	’s	PART
cana-3812	62	8	study	study	NOUN
cana-3812	62	9	on	on	ADP
cana-3812	62	10	the	the	DET
cana-3812	62	11	parental	parental	ADJ
cana-3812	62	12	investment	investment	NOUN
cana-3812	62	13	on	on	ADP
cana-3812	62	14	education	education	NOUN
cana-3812	62	15	and	and	CCONJ
cana-3812	62	16	its	its	PRON
cana-3812	62	17	implications	implication	NOUN
cana-3812	62	18	for	for	ADP
cana-3812	62	19	income	income	NOUN
cana-3812	62	20	inequality	inequality	NOUN
cana-3812	62	21	in	in	ADP
cana-3812	62	22	china	china	PROPN
cana-3812	62	23	are	be	AUX
cana-3812	62	24	accentuated	accentuate	VERB
cana-3812	62	25	.	.	PUNCT
cana-3812	63	1	their	their	PRON
cana-3812	63	2	findings	finding	NOUN
cana-3812	63	3	indicate	indicate	VERB
cana-3812	63	4	that	that	SCONJ
cana-3812	63	5	parental	parental	ADJ
cana-3812	63	6	aspirations	aspiration	NOUN
cana-3812	63	7	and	and	CCONJ
cana-3812	63	8	expectations	expectation	NOUN
cana-3812	63	9	significantly	significantly	ADV
cana-3812	63	10	affect	affect	VERB
cana-3812	63	11	the	the	DET
cana-3812	63	12	educational	educational	ADJ
cana-3812	63	13	success	success	NOUN
cana-3812	63	14	of	of	ADP
cana-3812	63	15	the	the	DET
cana-3812	63	16	children	child	NOUN
cana-3812	63	17	and	and	CCONJ
cana-3812	63	18	subsequently	subsequently	ADV
cana-3812	63	19	the	the	DET
cana-3812	63	20	child	child	NOUN
cana-3812	63	21	’s	’s	PART
cana-3812	63	22	earning	earn	VERB
cana-3812	63	23	capacity	capacity	NOUN
cana-3812	63	24	.	.	PUNCT
cana-3812	64	1	this	this	DET
cana-3812	64	2	research	research	NOUN
cana-3812	64	3	illustrates	illustrate	VERB
cana-3812	64	4	that	that	SCONJ
cana-3812	64	5	there	there	PRON
cana-3812	64	6	is	be	VERB
cana-3812	64	7	a	a	DET
cana-3812	64	8	family	family	NOUN
cana-3812	64	9	context	context	NOUN
cana-3812	64	10	which	which	PRON
cana-3812	64	11	significantly	significantly	ADV
cana-3812	64	12	determines	determine	VERB
cana-3812	64	13	the	the	DET
cana-3812	64	14	educational	educational	ADJ
cana-3812	64	15	achievement	achievement	NOUN
cana-3812	64	16	which	which	PRON
cana-3812	64	17	is	be	AUX
cana-3812	64	18	beyond	beyond	ADP
cana-3812	64	19	the	the	DET
cana-3812	64	20	linear	linear	PROPN
cana-3812	64	21	relationship	relationship	NOUN
cana-3812	64	22	between	between	ADP
cana-3812	64	23	income	income	NOUN
cana-3812	64	24	and	and	CCONJ
cana-3812	64	25	education	education	NOUN
cana-3812	64	26	attainment	attainment	NOUN
cana-3812	65	1	[	[	X
cana-3812	65	2	7	7	NUM
cana-3812	65	3	]	]	PUNCT
cana-3812	65	4	.	.	PUNCT
cana-3812	66	1	together	together	ADV
cana-3812	66	2	,	,	PUNCT
cana-3812	66	3	all	all	DET
cana-3812	66	4	these	these	DET
cana-3812	66	5	studies	study	NOUN
cana-3812	66	6	show	show	VERB
cana-3812	66	7	that	that	SCONJ
cana-3812	66	8	education	education	NOUN
cana-3812	66	9	impacts	impact	VERB
cana-3812	66	10	a	a	DET
cana-3812	66	11	person	person	NOUN
cana-3812	66	12	’s	’s	PART
cana-3812	66	13	income	income	NOUN
cana-3812	66	14	the	the	DET
cana-3812	66	15	most	most	ADJ
cana-3812	66	16	,	,	PUNCT
cana-3812	66	17	although	although	SCONJ
cana-3812	66	18	other	other	ADJ
cana-3812	66	19	factors	factor	NOUN
cana-3812	66	20	such	such	ADJ
cana-3812	66	21	as	as	ADP
cana-3812	66	22	a	a	DET
cana-3812	66	23	person	person	NOUN
cana-3812	66	24	’s	’s	PART
cana-3812	66	25	socio	socio	NOUN
cana-3812	66	26	-	-	PUNCT
cana-3812	66	27	economic	economic	ADJ
cana-3812	66	28	status	status	NOUN
cana-3812	66	29	,	,	PUNCT
cana-3812	66	30	work	work	NOUN
cana-3812	66	31	experience	experience	NOUN
cana-3812	66	32	,	,	PUNCT
cana-3812	66	33	demographic	demographic	ADJ
cana-3812	66	34	profile	profile	NOUN
cana-3812	66	35	,	,	PUNCT
cana-3812	66	36	and	and	CCONJ
cana-3812	66	37	even	even	ADV
cana-3812	66	38	the	the	DET
cana-3812	66	39	methods	method	NOUN
cana-3812	66	40	used	use	VERB
cana-3812	66	41	in	in	ADP
cana-3812	66	42	market	market	NOUN
cana-3812	66	43	signaling	signal	VERB
cana-3812	66	44	influence	influence	NOUN
cana-3812	66	45	the	the	DET
cana-3812	66	46	effect	effect	NOUN
cana-3812	66	47	of	of	ADP
cana-3812	66	48	education	education	NOUN
cana-3812	66	49	on	on	ADP
cana-3812	66	50	income	income	NOUN
cana-3812	66	51	.	.	PUNCT
cana-3812	67	1	understanding	understand	VERB
cana-3812	67	2	these	these	DET
cana-3812	67	3	interactions	interaction	NOUN
cana-3812	67	4	is	be	AUX
cana-3812	67	5	necessary	necessary	ADJ
cana-3812	67	6	to	to	PART
cana-3812	67	7	devise	devise	VERB
cana-3812	67	8	educational	educational	ADJ
cana-3812	67	9	policies	policy	NOUN
cana-3812	67	10	that	that	PRON
cana-3812	67	11	aim	aim	VERB
cana-3812	67	12	to	to	PART
cana-3812	67	13	improve	improve	VERB
cana-3812	67	14	economic	economic	ADJ
cana-3812	67	15	productivity	productivity	NOUN
cana-3812	67	16	for	for	ADP
cana-3812	67	17	different	different	ADJ
cana-3812	67	18	groups.to	groups.to	NOUN
cana-3812	67	19	achieve	achieve	VERB
cana-3812	67	20	our	our	PRON
cana-3812	67	21	objectives	objective	NOUN
cana-3812	67	22	,	,	PUNCT
cana-3812	67	23	we	we	PRON
cana-3812	67	24	set	set	VERB
cana-3812	67	25	out	out	ADP
cana-3812	67	26	to	to	PART
cana-3812	67	27	create	create	VERB
cana-3812	67	28	an	an	DET
cana-3812	67	29	actual	actual	ADJ
cana-3812	67	30	pretend	pretend	NOUN
cana-3812	67	31	dataset	dataset	NOUN
cana-3812	67	32	,	,	PUNCT
cana-3812	67	33	which	which	PRON
cana-3812	67	34	was	be	AUX
cana-3812	67	35	constructed	construct	VERB
cana-3812	67	36	with	with	ADP
cana-3812	67	37	the	the	DET
cana-3812	67	38	goal	goal	NOUN
cana-3812	67	39	of	of	ADP
cana-3812	67	40	analyzing	analyze	VERB
cana-3812	67	41	the	the	DET
cana-3812	67	42	relationship	relationship	NOUN
cana-3812	67	43	between	between	ADP
cana-3812	67	44	income	income	NOUN
cana-3812	67	45	,	,	PUNCT
cana-3812	67	46	education	education	NOUN
cana-3812	67	47	,	,	PUNCT
cana-3812	67	48	and	and	CCONJ
cana-3812	67	49	demographics	demographic	NOUN
cana-3812	67	50	.	.	PUNCT
cana-3812	68	1	iii	iii	X
cana-3812	68	2	.	.	PUNCT
cana-3812	68	3	methodology	methodology	NOUN
cana-3812	68	4	this	this	DET
cana-3812	68	5	set	set	NOUN
cana-3812	68	6	contains	contain	VERB
cana-3812	68	7	multiple	multiple	ADJ
cana-3812	68	8	attributes	attribute	NOUN
cana-3812	68	9	that	that	PRON
cana-3812	68	10	showcase	showcase	VERB
cana-3812	68	11	the	the	DET
cana-3812	68	12	person	person	NOUN
cana-3812	68	13	’s	’s	PART
cana-3812	68	14	level	level	NOUN
cana-3812	68	15	of	of	ADP
cana-3812	68	16	education	education	NOUN
cana-3812	68	17	,	,	PUNCT
cana-3812	68	18	work	work	NOUN
cana-3812	68	19	experience	experience	NOUN
cana-3812	68	20	,	,	PUNCT
cana-3812	68	21	age	age	NOUN
cana-3812	68	22	,	,	PUNCT
cana-3812	68	23	industry	industry	NOUN
cana-3812	68	24	,	,	PUNCT
cana-3812	68	25	gender	gender	NOUN
cana-3812	68	26	,	,	PUNCT
cana-3812	68	27	marital	marital	ADJ
cana-3812	68	28	status	status	NOUN
cana-3812	68	29	,	,	PUNCT
cana-3812	68	30	and	and	CCONJ
cana-3812	68	31	their	their	PRON
cana-3812	68	32	level	level	NOUN
cana-3812	68	33	of	of	ADP
cana-3812	68	34	job	job	NOUN
cana-3812	68	35	satisfaction	satisfaction	NOUN
cana-3812	68	36	.	.	PUNCT
cana-3812	69	1	each	each	PRON
cana-3812	69	2	of	of	ADP
cana-3812	69	3	these	these	DET
cana-3812	69	4	attributes	attribute	NOUN
cana-3812	69	5	sought	seek	VERB
cana-3812	69	6	to	to	PART
cana-3812	69	7	capture	capture	VERB
cana-3812	69	8	different	different	ADJ
cana-3812	69	9	elements	element	NOUN
cana-3812	69	10	that	that	PRON
cana-3812	69	11	are	be	AUX
cana-3812	69	12	most	most	ADV
cana-3812	69	13	common	common	ADJ
cana-3812	69	14	related	relate	VERB
cana-3812	69	15	to	to	ADP
cana-3812	69	16	the	the	DET
cana-3812	69	17	distribution	distribution	NOUN
cana-3812	69	18	of	of	ADP
cana-3812	69	19	income	income	NOUN
cana-3812	69	20	.	.	PUNCT
cana-3812	70	1	for	for	ADP
cana-3812	70	2	example	example	NOUN
cana-3812	70	3	,	,	PUNCT
cana-3812	70	4	“	"	PUNCT
cana-3812	70	5	high	high	ADJ
cana-3812	70	6	school	school	NOUN
cana-3812	70	7	,	,	PUNCT
cana-3812	70	8	”	"	PUNCT
cana-3812	70	9	“	"	PUNCT
cana-3812	70	10	associate	associate	ADJ
cana-3812	70	11	,	,	PUNCT
cana-3812	70	12	”	"	PUNCT
cana-3812	70	13	“	"	PUNCT
cana-3812	70	14	bachelor	bachelor	NOUN
cana-3812	70	15	,	,	PUNCT
cana-3812	70	16	”	"	PUNCT
cana-3812	70	17	“	"	PUNCT
cana-3812	70	18	master	master	NOUN
cana-3812	70	19	,	,	PUNCT
cana-3812	70	20	”	"	PUNCT
cana-3812	70	21	and	and	CCONJ
cana-3812	70	22	“	"	PUNCT
cana-3812	70	23	phd	phd	NOUN
cana-3812	70	24	”	"	PUNCT
cana-3812	70	25	would	would	AUX
cana-3812	70	26	be	be	AUX
cana-3812	70	27	used	use	VERB
cana-3812	70	28	as	as	ADP
cana-3812	70	29	categories	category	NOUN
cana-3812	70	30	to	to	PART
cana-3812	70	31	define	define	VERB
cana-3812	70	32	“	"	PUNCT
cana-3812	70	33	education	education	NOUN
cana-3812	70	34	”	"	PUNCT
cana-3812	70	35	along	along	ADP
cana-3812	70	36	with	with	ADP
cana-3812	70	37	base	base	NOUN
cana-3812	70	38	incomes	income	NOUN
cana-3812	70	39	and	and	CCONJ
cana-3812	70	40	sets	set	NOUN
cana-3812	70	41	of	of	ADP
cana-3812	70	42	actual	actual	ADJ
cana-3812	70	43	data	datum	NOUN
cana-3812	70	44	that	that	PRON
cana-3812	70	45	depict	depict	VERB
cana-3812	70	46	the	the	DET
cana-3812	70	47	relationship	relationship	NOUN
cana-3812	70	48	between	between	ADP
cana-3812	70	49	education	education	NOUN
cana-3812	70	50	and	and	CCONJ
cana-3812	70	51	income	income	NOUN
cana-3812	70	52	.	.	PUNCT
cana-3812	71	1	experience	experience	NOUN
cana-3812	71	2	,	,	PUNCT
cana-3812	71	3	age	age	NOUN
cana-3812	71	4	,	,	PUNCT
cana-3812	71	5	and	and	CCONJ
cana-3812	71	6	the	the	DET
cana-3812	71	7	other	other	ADJ
cana-3812	71	8	demographic	demographic	ADJ
cana-3812	71	9	elements	element	NOUN
cana-3812	71	10	were	be	AUX
cana-3812	71	11	generated	generate	VERB
cana-3812	71	12	within	within	ADP
cana-3812	71	13	realistic	realistic	ADJ
cana-3812	71	14	ranges	range	NOUN
cana-3812	71	15	that	that	PRON
cana-3812	71	16	reflected	reflect	VERB
cana-3812	71	17	typical	typical	ADJ
cana-3812	71	18	levels	level	NOUN
cana-3812	71	19	of	of	ADP
cana-3812	71	20	sophistication	sophistication	NOUN
cana-3812	71	21	of	of	ADP
cana-3812	71	22	a	a	DET
cana-3812	71	23	given	give	VERB
cana-3812	71	24	population	population	NOUN
cana-3812	71	25	.	.	PUNCT
cana-3812	72	1	we	we	PRON
cana-3812	72	2	also	also	ADV
cana-3812	72	3	synthesized	synthesize	VERB
cana-3812	72	4	social	social	ADJ
cana-3812	72	5	class	class	NOUN
cana-3812	72	6	while	while	SCONJ
cana-3812	72	7	taking	take	VERB
cana-3812	72	8	other	other	ADJ
cana-3812	72	9	considerations	consideration	NOUN
cana-3812	72	10	into	into	ADP
cana-3812	72	11	account	account	NOUN
cana-3812	72	12	.	.	PUNCT
cana-3812	73	1	this	this	PRON
cana-3812	73	2	ensures	ensure	VERB
cana-3812	73	3	that	that	SCONJ
cana-3812	73	4	this	this	DET
cana-3812	73	5	pretend	pretend	NOUN
cana-3812	73	6	dataset	dataset	NOUN
cana-3812	73	7	incorporates	incorporate	VERB
cana-3812	73	8	socioeconomic	socioeconomic	ADJ
cana-3812	73	9	aspects	aspect	NOUN
cana-3812	73	10	that	that	PRON
cana-3812	73	11	have	have	AUX
cana-3812	73	12	been	be	AUX
cana-3812	73	13	shown	show	VERB
cana-3812	73	14	to	to	PART
cana-3812	73	15	affect	affect	VERB
cana-3812	73	16	income	income	NOUN
cana-3812	73	17	and	and	CCONJ
cana-3812	73	18	conducts	conduct	NOUN
cana-3812	73	19	controlled	control	VERB
cana-3812	73	20	analysis	analysis	NOUN
cana-3812	73	21	of	of	ADP
cana-3812	73	22	the	the	DET
cana-3812	73	23	relationships	relationship	NOUN
cana-3812	73	24	between	between	ADP
cana-3812	73	25	the	the	DET
cana-3812	73	26	variables	variable	NOUN
cana-3812	73	27	within	within	ADP
cana-3812	73	28	the	the	DET
cana-3812	73	29	dataset	dataset	NOUN
cana-3812	73	30	.	.	PUNCT
cana-3812	74	1	communications	communication	NOUN
cana-3812	74	2	on	on	ADP
cana-3812	74	3	applied	apply	VERB
cana-3812	74	4	nonlinear	nonlinear	ADJ
cana-3812	74	5	analysis	analysis	NOUN
cana-3812	74	6	issn	issn	NOUN
cana-3812	74	7	:	:	PUNCT
cana-3812	74	8	1074	1074	NUM
cana-3812	74	9	-	-	PUNCT
cana-3812	74	10	133x	133x	NUM
cana-3812	74	11	vol	vol	NOUN
cana-3812	74	12	32	32	NUM
cana-3812	74	13	no	no	NOUN
cana-3812	74	14	.	.	PUNCT
cana-3812	75	1	8s	8s	PROPN
cana-3812	75	2	(	(	PUNCT
cana-3812	75	3	2025	2025	NUM
cana-3812	75	4	)	)	PUNCT
cana-3812	75	5	783	783	NUM
cana-3812	75	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	75	7	fig	fig	NOUN
cana-3812	75	8	.	.	PUNCT
cana-3812	76	1	1	1	X
cana-3812	76	2	.	.	X
cana-3812	76	3	methodology	methodology	NOUN
cana-3812	76	4	the	the	DET
cana-3812	76	5	dataset	dataset	NOUN
cana-3812	76	6	was	be	AUX
cana-3812	76	7	designed	design	VERB
cana-3812	76	8	to	to	PART
cana-3812	76	9	allow	allow	VERB
cana-3812	76	10	for	for	SCONJ
cana-3812	76	11	statistical	statistical	ADJ
cana-3812	76	12	computations	computation	NOUN
cana-3812	76	13	to	to	PART
cana-3812	76	14	be	be	AUX
cana-3812	76	15	performed	perform	VERB
cana-3812	76	16	.	.	PUNCT
cana-3812	77	1	both	both	DET
cana-3812	77	2	categorical	categorical	ADJ
cana-3812	77	3	and	and	CCONJ
cana-3812	77	4	numerical	numerical	ADJ
cana-3812	77	5	variables	variable	NOUN
cana-3812	77	6	were	be	AUX
cana-3812	77	7	used	use	VERB
cana-3812	77	8	to	to	PART
cana-3812	77	9	define	define	VERB
cana-3812	77	10	industry	industry	NOUN
cana-3812	77	11	and	and	CCONJ
cana-3812	77	12	education	education	NOUN
cana-3812	77	13	level	level	NOUN
cana-3812	77	14	,	,	PUNCT
cana-3812	77	15	while	while	SCONJ
cana-3812	77	16	the	the	DET
cana-3812	77	17	age	age	NOUN
cana-3812	77	18	and	and	CCONJ
cana-3812	77	19	experience	experience	NOUN
cana-3812	77	20	continous	continous	ADJ
cana-3812	77	21	variables	variable	NOUN
cana-3812	77	22	were	be	AUX
cana-3812	77	23	normalized	normalize	VERB
cana-3812	77	24	using	use	VERB
cana-3812	77	25	standard	standard	ADJ
cana-3812	77	26	scaler	scaler	NOUN
cana-3812	77	27	.	.	PUNCT
cana-3812	78	1	one	one	NUM
cana-3812	78	2	hot	hot	ADJ
cana-3812	78	3	encoding	encoding	NOUN
cana-3812	78	4	was	be	AUX
cana-3812	78	5	used	use	VERB
cana-3812	78	6	to	to	PART
cana-3812	78	7	define	define	VERB
cana-3812	78	8	the	the	DET
cana-3812	78	9	categorical	categorical	ADJ
cana-3812	78	10	variables	variable	NOUN
cana-3812	78	11	of	of	ADP
cana-3812	78	12	education	education	NOUN
cana-3812	78	13	and	and	CCONJ
cana-3812	78	14	industry	industry	NOUN
cana-3812	78	15	.	.	PUNCT
cana-3812	79	1	the	the	DET
cana-3812	79	2	extraction	extraction	NOUN
cana-3812	79	3	and	and	CCONJ
cana-3812	79	4	compilation	compilation	NOUN
cana-3812	79	5	of	of	ADP
cana-3812	79	6	information	information	NOUN
cana-3812	79	7	into	into	ADP
cana-3812	79	8	the	the	DET
cana-3812	79	9	end	end	NOUN
cana-3812	79	10	product	product	NOUN
cana-3812	79	11	is	be	AUX
cana-3812	79	12	a	a	DET
cana-3812	79	13	complex	complex	ADJ
cana-3812	79	14	process	process	NOUN
cana-3812	79	15	,	,	PUNCT
cana-3812	79	16	particularly	particularly	ADV
cana-3812	79	17	regarding	regard	VERB
cana-3812	79	18	the	the	DET
cana-3812	79	19	use	use	NOUN
cana-3812	79	20	of	of	ADP
cana-3812	79	21	pca	pca	NOUN
cana-3812	79	22	models	model	NOUN
cana-3812	79	23	or	or	CCONJ
cana-3812	79	24	linear	linear	ADJ
cana-3812	79	25	regression	regression	NOUN
cana-3812	79	26	analysis	analysis	NOUN
cana-3812	79	27	on	on	ADP
cana-3812	79	28	categorical	categorical	ADJ
cana-3812	79	29	data	datum	NOUN
cana-3812	79	30	.	.	PUNCT
cana-3812	80	1	all	all	DET
cana-3812	80	2	the	the	DET
cana-3812	80	3	objectives	objective	NOUN
cana-3812	80	4	of	of	ADP
cana-3812	80	5	the	the	DET
cana-3812	80	6	project	project	NOUN
cana-3812	80	7	were	be	AUX
cana-3812	80	8	completed	complete	VERB
cana-3812	80	9	by	by	ADP
cana-3812	80	10	employing	employ	VERB
cana-3812	80	11	column	column	NOUN
cana-3812	80	12	transformer	transformer	NOUN
cana-3812	80	13	and	and	CCONJ
cana-3812	80	14	pipeline	pipeline	NOUN
cana-3812	80	15	classes	class	NOUN
cana-3812	80	16	provided	provide	VERB
cana-3812	80	17	by	by	ADP
cana-3812	80	18	scikitlearn	scikitlearn	ADJ
cana-3812	80	19	.	.	PUNCT
cana-3812	81	1	this	this	DET
cana-3812	81	2	approach	approach	NOUN
cana-3812	81	3	makes	make	VERB
cana-3812	81	4	it	it	PRON
cana-3812	81	5	possible	possible	ADJ
cana-3812	81	6	to	to	PART
cana-3812	81	7	simplify	simplify	VERB
cana-3812	81	8	the	the	DET
cana-3812	81	9	processes	process	NOUN
cana-3812	81	10	of	of	ADP
cana-3812	81	11	changing	change	VERB
cana-3812	81	12	and	and	CCONJ
cana-3812	81	13	analyzing	analyze	VERB
cana-3812	81	14	data	datum	NOUN
cana-3812	81	15	to	to	ADP
cana-3812	81	16	communications	communication	NOUN
cana-3812	81	17	on	on	ADP
cana-3812	81	18	applied	apply	VERB
cana-3812	81	19	nonlinear	nonlinear	ADJ
cana-3812	81	20	analysis	analysis	NOUN
cana-3812	81	21	issn	issn	NOUN
cana-3812	81	22	:	:	PUNCT
cana-3812	81	23	1074	1074	NUM
cana-3812	81	24	-	-	PUNCT
cana-3812	81	25	133x	133x	NUM
cana-3812	81	26	vol	vol	NOUN
cana-3812	81	27	32	32	NUM
cana-3812	81	28	no	no	NOUN
cana-3812	81	29	.	.	PUNCT
cana-3812	82	1	8s	8s	PROPN
cana-3812	82	2	(	(	PUNCT
cana-3812	82	3	2025	2025	NUM
cana-3812	82	4	)	)	PUNCT
cana-3812	82	5	784	784	NUM
cana-3812	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	82	7	ensure	ensure	VERB
cana-3812	82	8	that	that	SCONJ
cana-3812	82	9	results	result	NOUN
cana-3812	82	10	are	be	AUX
cana-3812	82	11	consistent	consistent	ADJ
cana-3812	82	12	and	and	CCONJ
cana-3812	82	13	reproducible	reproducible	ADJ
cana-3812	82	14	.	.	PUNCT
cana-3812	83	1	these	these	DET
cana-3812	83	2	decisions	decision	NOUN
cana-3812	83	3	around	around	ADP
cana-3812	83	4	preprocessing	preprocessing	NOUN
cana-3812	83	5	are	be	AUX
cana-3812	83	6	consistent	consistent	ADJ
cana-3812	83	7	with	with	ADP
cana-3812	83	8	best	good	ADJ
cana-3812	83	9	practices	practice	NOUN
cana-3812	83	10	of	of	ADP
cana-3812	83	11	undertaking	undertake	VERB
cana-3812	83	12	complex	complex	ADJ
cana-3812	83	13	analyses	analysis	NOUN
cana-3812	83	14	of	of	ADP
cana-3812	83	15	socio	socio	NOUN
cana-3812	83	16	-	-	PUNCT
cana-3812	83	17	economic	economic	ADJ
cana-3812	83	18	data	datum	NOUN
cana-3812	83	19	and	and	CCONJ
cana-3812	83	20	were	be	AUX
cana-3812	83	21	made	make	VERB
cana-3812	83	22	doing	do	VERB
cana-3812	83	23	research	research	NOUN
cana-3812	83	24	on	on	ADP
cana-3812	83	25	the	the	DET
cana-3812	83	26	effects	effect	NOUN
cana-3812	83	27	of	of	ADP
cana-3812	83	28	education	education	NOUN
cana-3812	83	29	on	on	ADP
cana-3812	83	30	income	income	NOUN
cana-3812	83	31	.	.	PUNCT
cana-3812	84	1	the	the	DET
cana-3812	84	2	data	datum	NOUN
cana-3812	84	3	set	set	VERB
cana-3812	84	4	was	be	AUX
cana-3812	84	5	subjected	subject	VERB
cana-3812	84	6	to	to	ADP
cana-3812	84	7	a	a	DET
cana-3812	84	8	reduction	reduction	NOUN
cana-3812	84	9	of	of	ADP
cana-3812	84	10	dimensionality	dimensionality	NOUN
cana-3812	84	11	while	while	SCONJ
cana-3812	84	12	the	the	DET
cana-3812	84	13	few	few	ADJ
cana-3812	84	14	initial	initial	ADJ
cana-3812	84	15	components	component	NOUN
cana-3812	84	16	that	that	PRON
cana-3812	84	17	have	have	VERB
cana-3812	84	18	a	a	DET
cana-3812	84	19	significant	significant	ADJ
cana-3812	84	20	contribution	contribution	NOUN
cana-3812	84	21	of	of	ADP
cana-3812	84	22	variation	variation	NOUN
cana-3812	84	23	were	be	AUX
cana-3812	84	24	selected	select	VERB
cana-3812	84	25	through	through	ADP
cana-3812	84	26	pca	pca	PROPN
cana-3812	84	27	.	.	PUNCT
cana-3812	85	1	excluding	exclude	VERB
cana-3812	85	2	the	the	DET
cana-3812	85	3	income	income	NOUN
cana-3812	85	4	parameter	parameter	NOUN
cana-3812	85	5	,	,	PUNCT
cana-3812	85	6	the	the	DET
cana-3812	85	7	remaining	remain	VERB
cana-3812	85	8	feature	feature	NOUN
cana-3812	85	9	was	be	AUX
cana-3812	85	10	processed	process	VERB
cana-3812	85	11	and	and	CCONJ
cana-3812	85	12	submitted	submit	VERB
cana-3812	85	13	to	to	ADP
cana-3812	85	14	the	the	DET
cana-3812	85	15	pca	pca	NOUN
cana-3812	85	16	stage	stage	NOUN
cana-3812	85	17	with	with	ADP
cana-3812	85	18	the	the	DET
cana-3812	85	19	aim	aim	NOUN
cana-3812	85	20	of	of	ADP
cana-3812	85	21	preserving	preserve	VERB
cana-3812	85	22	four	four	NUM
cana-3812	85	23	principal	principal	ADJ
cana-3812	85	24	components	component	NOUN
cana-3812	85	25	,	,	PUNCT
cana-3812	85	26	and	and	CCONJ
cana-3812	85	27	extracting	extract	VERB
cana-3812	85	28	the	the	DET
cana-3812	85	29	foremost	foremost	ADJ
cana-3812	85	30	primitive	primitive	ADJ
cana-3812	85	31	patterns	pattern	NOUN
cana-3812	85	32	in	in	ADP
cana-3812	85	33	the	the	DET
cana-3812	85	34	data	datum	NOUN
cana-3812	85	35	.	.	PUNCT
cana-3812	86	1	meeting	meet	VERB
cana-3812	86	2	this	this	DET
cana-3812	86	3	target	target	NOUN
cana-3812	86	4	is	be	AUX
cana-3812	86	5	done	do	VERB
cana-3812	86	6	by	by	ADP
cana-3812	86	7	selecting	select	VERB
cana-3812	86	8	components	component	NOUN
cana-3812	86	9	that	that	PRON
cana-3812	86	10	strike	strike	VERB
cana-3812	86	11	a	a	DET
cana-3812	86	12	fine	fine	ADJ
cana-3812	86	13	balance	balance	NOUN
cana-3812	86	14	between	between	ADP
cana-3812	86	15	dimension	dimension	NOUN
cana-3812	86	16	reduction	reduction	NOUN
cana-3812	86	17	and	and	CCONJ
cana-3812	86	18	retention	retention	NOUN
cana-3812	86	19	of	of	ADP
cana-3812	86	20	additional	additional	ADJ
cana-3812	86	21	information	information	NOUN
cana-3812	86	22	.	.	PUNCT
cana-3812	87	1	as	as	ADP
cana-3812	87	2	a	a	DET
cana-3812	87	3	result	result	NOUN
cana-3812	87	4	,	,	PUNCT
cana-3812	87	5	we	we	PRON
cana-3812	87	6	are	be	AUX
cana-3812	87	7	able	able	ADJ
cana-3812	87	8	to	to	PART
cana-3812	87	9	understand	understand	VERB
cana-3812	87	10	the	the	DET
cana-3812	87	11	variance	variance	NOUN
cana-3812	87	12	that	that	PRON
cana-3812	87	13	each	each	DET
cana-3812	87	14	component	component	NOUN
cana-3812	87	15	elucidates	elucidate	VERB
cana-3812	87	16	.	.	PUNCT
cana-3812	88	1	lastly	lastly	ADV
cana-3812	88	2	,	,	PUNCT
cana-3812	88	3	we	we	PRON
cana-3812	88	4	may	may	AUX
cana-3812	88	5	be	be	AUX
cana-3812	88	6	able	able	ADJ
cana-3812	88	7	to	to	PART
cana-3812	88	8	spot	spot	VERB
cana-3812	88	9	the	the	DET
cana-3812	88	10	key	key	ADJ
cana-3812	88	11	characteristics	characteristic	NOUN
cana-3812	88	12	that	that	PRON
cana-3812	88	13	explain	explain	VERB
cana-3812	88	14	the	the	DET
cana-3812	88	15	difference	difference	NOUN
cana-3812	88	16	in	in	ADP
cana-3812	88	17	income	income	NOUN
cana-3812	88	18	.	.	PUNCT
cana-3812	89	1	after	after	ADP
cana-3812	89	2	isolating	isolate	VERB
cana-3812	89	3	all	all	DET
cana-3812	89	4	aspects	aspect	NOUN
cana-3812	89	5	of	of	ADP
cana-3812	89	6	ethnicity	ethnicity	NOUN
cana-3812	89	7	and	and	CCONJ
cana-3812	89	8	sex	sex	NOUN
cana-3812	89	9	,	,	PUNCT
cana-3812	89	10	it	it	PRON
cana-3812	89	11	is	be	AUX
cana-3812	89	12	possible	possible	ADJ
cana-3812	89	13	that	that	SCONJ
cana-3812	89	14	education	education	NOUN
cana-3812	89	15	or	or	CCONJ
cana-3812	89	16	industry	industry	NOUN
cana-3812	89	17	are	be	AUX
cana-3812	89	18	likely	likely	ADJ
cana-3812	89	19	to	to	PART
cana-3812	89	20	exhibit	exhibit	VERB
cana-3812	89	21	greater	great	ADJ
cana-3812	89	22	impacts	impact	NOUN
cana-3812	89	23	than	than	ADP
cana-3812	89	24	the	the	DET
cana-3812	89	25	previous	previous	ADJ
cana-3812	89	26	ones	one	NOUN
cana-3812	89	27	.	.	PUNCT
cana-3812	90	1	this	this	PRON
cana-3812	90	2	is	be	AUX
cana-3812	90	3	very	very	ADV
cana-3812	90	4	similar	similar	ADJ
cana-3812	90	5	to	to	ADP
cana-3812	90	6	the	the	DET
cana-3812	90	7	techniques	technique	NOUN
cana-3812	90	8	that	that	PRON
cana-3812	90	9	were	be	AUX
cana-3812	90	10	used	use	VERB
cana-3812	90	11	for	for	ADP
cana-3812	90	12	constructing	construct	VERB
cana-3812	90	13	socio	socio	NOUN
cana-3812	90	14	-	-	PUNCT
cana-3812	90	15	economic	economic	ADJ
cana-3812	90	16	indices	index	NOUN
cana-3812	90	17	like	like	ADP
cana-3812	90	18	those	those	PRON
cana-3812	90	19	built	build	VERB
cana-3812	90	20	by	by	ADP
cana-3812	90	21	keller	keller	PROPN
cana-3812	90	22	with	with	ADP
cana-3812	90	23	the	the	DET
cana-3812	90	24	use	use	NOUN
cana-3812	90	25	of	of	ADP
cana-3812	90	26	principal	principal	ADJ
cana-3812	90	27	component	component	NOUN
cana-3812	90	28	analysis	analysis	NOUN
cana-3812	90	29	(	(	PUNCT
cana-3812	90	30	pca	pca	NOUN
cana-3812	90	31	)	)	PUNCT
cana-3812	90	32	,	,	PUNCT
cana-3812	90	33	which	which	PRON
cana-3812	90	34	are	be	AUX
cana-3812	90	35	meant	mean	VERB
cana-3812	90	36	to	to	PART
cana-3812	90	37	aggregate	aggregate	VERB
cana-3812	90	38	complex	complex	ADJ
cana-3812	90	39	phenomena	phenomenon	NOUN
cana-3812	90	40	but	but	CCONJ
cana-3812	90	41	still	still	ADV
cana-3812	90	42	contain	contain	VERB
cana-3812	90	43	an	an	DET
cana-3812	90	44	adequate	adequate	ADJ
cana-3812	90	45	explanation	explanation	NOUN
cana-3812	90	46	.	.	PUNCT
cana-3812	91	1	at	at	ADP
cana-3812	91	2	this	this	DET
cana-3812	91	3	level	level	NOUN
cana-3812	91	4	,	,	PUNCT
cana-3812	91	5	we	we	PRON
cana-3812	91	6	added	add	VERB
cana-3812	91	7	more	more	ADJ
cana-3812	91	8	data	datum	NOUN
cana-3812	91	9	for	for	ADP
cana-3812	91	10	analysis	analysis	NOUN
cana-3812	91	11	to	to	PART
cana-3812	91	12	show	show	VERB
cana-3812	91	13	the	the	DET
cana-3812	91	14	hoped	hope	VERB
cana-3812	91	15	-	-	PUNCT
cana-3812	91	16	for	for	ADP
cana-3812	91	17	relationship	relationship	NOUN
cana-3812	91	18	between	between	ADP
cana-3812	91	19	education	education	NOUN
cana-3812	91	20	and	and	CCONJ
cana-3812	91	21	income	income	NOUN
cana-3812	91	22	,	,	PUNCT
cana-3812	91	23	especially	especially	ADV
cana-3812	91	24	how	how	SCONJ
cana-3812	91	25	income	income	NOUN
cana-3812	91	26	can	can	AUX
cana-3812	91	27	be	be	AUX
cana-3812	91	28	appreciably	appreciably	ADV
cana-3812	91	29	increased	increase	VERB
cana-3812	91	30	through	through	ADP
cana-3812	91	31	proper	proper	ADJ
cana-3812	91	32	empirical	empirical	ADJ
cana-3812	91	33	research	research	NOUN
cana-3812	91	34	and	and	CCONJ
cana-3812	91	35	education	education	NOUN
cana-3812	91	36	at	at	ADP
cana-3812	91	37	different	different	ADJ
cana-3812	91	38	levels	level	NOUN
cana-3812	91	39	.	.	PUNCT
cana-3812	92	1	this	this	DET
cana-3812	92	2	set	set	NOUN
cana-3812	92	3	of	of	ADP
cana-3812	92	4	analyses	analysis	NOUN
cana-3812	92	5	was	be	AUX
cana-3812	92	6	done	do	VERB
cana-3812	92	7	by	by	ADP
cana-3812	92	8	box	box	NOUN
cana-3812	92	9	graphs	graph	NOUN
cana-3812	92	10	.	.	PUNCT
cana-3812	93	1	fig	fig	NOUN
cana-3812	93	2	.	.	PUNCT
cana-3812	94	1	2	2	X
cana-3812	94	2	.	.	X
cana-3812	94	3	box	box	NOUN
cana-3812	94	4	plot	plot	NOUN
cana-3812	94	5	analysis	analysis	NOUN
cana-3812	94	6	of	of	ADP
cana-3812	94	7	income	income	NOUN
cana-3812	94	8	by	by	ADP
cana-3812	94	9	education	education	NOUN
cana-3812	94	10	level	level	NOUN
cana-3812	94	11	moreover	moreover	ADV
cana-3812	94	12	,	,	PUNCT
cana-3812	94	13	the	the	DET
cana-3812	94	14	heatmap	heatmap	NOUN
cana-3812	94	15	developed	develop	VERB
cana-3812	94	16	to	to	PART
cana-3812	94	17	represent	represent	VERB
cana-3812	94	18	the	the	DET
cana-3812	94	19	correlation	correlation	NOUN
cana-3812	94	20	was	be	AUX
cana-3812	94	21	used	use	VERB
cana-3812	94	22	to	to	PART
cana-3812	94	23	demonstrate	demonstrate	VERB
cana-3812	94	24	the	the	DET
cana-3812	94	25	effectiveness	effectiveness	NOUN
cana-3812	94	26	or	or	CCONJ
cana-3812	94	27	ineffectiveness	ineffectiveness	NOUN
cana-3812	94	28	of	of	ADP
cana-3812	94	29	income	income	NOUN
cana-3812	94	30	correlations	correlation	NOUN
cana-3812	94	31	with	with	ADP
cana-3812	94	32	all	all	DET
cana-3812	94	33	variables	variable	NOUN
cana-3812	94	34	in	in	ADP
cana-3812	94	35	the	the	DET
cana-3812	94	36	data	data	NOUN
cana-3812	94	37	base	base	NOUN
cana-3812	94	38	.	.	PUNCT
cana-3812	95	1	to	to	PART
cana-3812	95	2	grasp	grasp	VERB
cana-3812	95	3	the	the	DET
cana-3812	95	4	basic	basic	ADJ
cana-3812	95	5	nature	nature	NOUN
cana-3812	95	6	of	of	ADP
cana-3812	95	7	the	the	DET
cana-3812	95	8	relationship	relationship	NOUN
cana-3812	95	9	between	between	ADP
cana-3812	95	10	income	income	NOUN
cana-3812	95	11	and	and	CCONJ
cana-3812	95	12	other	other	ADJ
cana-3812	95	13	features	feature	NOUN
cana-3812	95	14	,	,	PUNCT
cana-3812	95	15	there	there	PRON
cana-3812	95	16	was	be	VERB
cana-3812	95	17	need	need	NOUN
cana-3812	95	18	to	to	ADP
cana-3812	95	19	one	one	NUM
cana-3812	95	20	-	-	PUNCT
cana-3812	95	21	hot	hot	ADJ
cana-3812	95	22	encode	encode	ADJ
cana-3812	95	23	all	all	DET
cana-3812	95	24	categorical	categorical	ADJ
cana-3812	95	25	variables	variable	NOUN
cana-3812	95	26	and	and	CCONJ
cana-3812	95	27	make	make	VERB
cana-3812	95	28	them	they	PRON
cana-3812	95	29	part	part	NOUN
cana-3812	95	30	of	of	ADP
cana-3812	95	31	the	the	DET
cana-3812	95	32	correlation	correlation	NOUN
cana-3812	95	33	matrix	matrix	NOUN
cana-3812	95	34	before	before	ADP
cana-3812	95	35	building	build	VERB
cana-3812	95	36	the	the	DET
cana-3812	95	37	heat	heat	NOUN
cana-3812	95	38	map.this	map.thi	VERB
cana-3812	95	39	new	new	ADJ
cana-3812	95	40	approach	approach	NOUN
cana-3812	95	41	to	to	ADP
cana-3812	95	42	this	this	DET
cana-3812	95	43	type	type	NOUN
cana-3812	95	44	of	of	ADP
cana-3812	95	45	analysis	analysis	NOUN
cana-3812	95	46	helped	help	VERB
cana-3812	95	47	in	in	ADP
cana-3812	95	48	understanding	understand	VERB
cana-3812	95	49	the	the	DET
cana-3812	95	50	relative	relative	ADJ
cana-3812	95	51	importance	importance	NOUN
cana-3812	95	52	of	of	ADP
cana-3812	95	53	all	all	DET
cana-3812	95	54	aspects	aspect	NOUN
cana-3812	95	55	that	that	PRON
cana-3812	95	56	identified	identify	VERB
cana-3812	95	57	factors	factor	NOUN
cana-3812	95	58	associated	associate	VERB
cana-3812	95	59	with	with	ADP
cana-3812	95	60	education	education	NOUN
cana-3812	95	61	,	,	PUNCT
cana-3812	95	62	experience	experience	NOUN
cana-3812	95	63	and	and	CCONJ
cana-3812	95	64	other	other	ADJ
cana-3812	95	65	demographic	demographic	ADJ
cana-3812	95	66	variables.the	variables.the	DET
cana-3812	95	67	qualitative	qualitative	ADJ
cana-3812	95	68	effect	effect	NOUN
cana-3812	95	69	of	of	ADP
cana-3812	95	70	the	the	DET
cana-3812	95	71	different	different	ADJ
cana-3812	95	72	factors	factor	NOUN
cana-3812	95	73	on	on	ADP
cana-3812	95	74	income	income	NOUN
cana-3812	95	75	was	be	AUX
cana-3812	95	76	captured	capture	VERB
cana-3812	95	77	using	use	VERB
cana-3812	95	78	linear	linear	PROPN
cana-3812	95	79	regression	regression	NOUN
cana-3812	95	80	analysis	analysis	NOUN
cana-3812	95	81	.	.	PUNCT
cana-3812	96	1	once	once	SCONJ
cana-3812	96	2	the	the	DET
cana-3812	96	3	categorical	categorical	ADJ
cana-3812	96	4	variables	variable	NOUN
cana-3812	96	5	were	be	AUX
cana-3812	96	6	encoded	encode	VERB
cana-3812	96	7	,	,	PUNCT
cana-3812	96	8	the	the	DET
cana-3812	96	9	data	datum	NOUN
cana-3812	96	10	was	be	AUX
cana-3812	96	11	divided	divide	VERB
cana-3812	96	12	into	into	ADP
cana-3812	96	13	training	training	NOUN
cana-3812	96	14	and	and	CCONJ
cana-3812	96	15	testing	testing	NOUN
cana-3812	96	16	subsets	subset	NOUN
cana-3812	96	17	.	.	PUNCT
cana-3812	97	1	we	we	PRON
cana-3812	97	2	employed	employ	VERB
cana-3812	97	3	a	a	DET
cana-3812	97	4	linear	linear	ADJ
cana-3812	97	5	regression	regression	NOUN
cana-3812	97	6	model	model	NOUN
cana-3812	97	7	to	to	PART
cana-3812	97	8	estimate	estimate	VERB
cana-3812	97	9	income	income	NOUN
cana-3812	97	10	based	base	VERB
cana-3812	97	11	on	on	ADP
cana-3812	97	12	available	available	ADJ
cana-3812	97	13	features	feature	NOUN
cana-3812	97	14	such	such	ADJ
cana-3812	97	15	as	as	ADP
cana-3812	97	16	education	education	NOUN
cana-3812	97	17	,	,	PUNCT
cana-3812	97	18	experience	experience	NOUN
cana-3812	97	19	,	,	PUNCT
cana-3812	97	20	industry	industry	NOUN
cana-3812	97	21	,	,	PUNCT
cana-3812	97	22	and	and	CCONJ
cana-3812	97	23	other	other	ADJ
cana-3812	97	24	demographics	demographic	NOUN
cana-3812	97	25	.	.	PUNCT
cana-3812	98	1	the	the	DET
cana-3812	98	2	model	model	NOUN
cana-3812	98	3	coefficients	coefficient	NOUN
cana-3812	98	4	offered	offer	VERB
cana-3812	98	5	better	well	ADJ
cana-3812	98	6	insight	insight	NOUN
cana-3812	98	7	on	on	ADP
cana-3812	98	8	the	the	DET
cana-3812	98	9	critical	critical	ADJ
cana-3812	98	10	determinants	determinant	NOUN
cana-3812	98	11	of	of	ADP
cana-3812	98	12	income	income	NOUN
cana-3812	98	13	,	,	PUNCT
cana-3812	98	14	especially	especially	ADV
cana-3812	98	15	education	education	NOUN
cana-3812	98	16	and	and	CCONJ
cana-3812	98	17	experience	experience	NOUN
cana-3812	98	18	.	.	PUNCT
cana-3812	99	1	the	the	DET
cana-3812	99	2	r²	r²	ADJ
cana-3812	99	3	score	score	NOUN
cana-3812	99	4	of	of	ADP
cana-3812	99	5	the	the	DET
cana-3812	99	6	model	model	NOUN
cana-3812	99	7	was	be	AUX
cana-3812	99	8	computed	compute	VERB
cana-3812	99	9	to	to	PART
cana-3812	99	10	check	check	VERB
cana-3812	99	11	the	the	DET
cana-3812	99	12	coverage	coverage	NOUN
cana-3812	99	13	of	of	ADP
cana-3812	99	14	the	the	DET
cana-3812	99	15	selected	select	VERB
cana-3812	99	16	underlying	underlie	VERB
cana-3812	99	17	income	income	NOUN
cana-3812	99	18	distribution	distribution	NOUN
cana-3812	99	19	.	.	PUNCT
cana-3812	100	1	this	this	PRON
cana-3812	100	2	is	be	AUX
cana-3812	100	3	a	a	DET
cana-3812	100	4	figure	figure	NOUN
cana-3812	100	5	of	of	ADP
cana-3812	100	6	merit	merit	NOUN
cana-3812	100	7	for	for	ADP
cana-3812	100	8	the	the	DET
cana-3812	100	9	performance	performance	NOUN
cana-3812	100	10	of	of	ADP
cana-3812	100	11	the	the	DET
cana-3812	100	12	model	model	NOUN
cana-3812	100	13	against	against	ADP
cana-3812	100	14	the	the	DET
cana-3812	100	15	test	test	NOUN
cana-3812	100	16	set	set	NOUN
cana-3812	100	17	.	.	PUNCT
cana-3812	101	1	this	this	PRON
cana-3812	101	2	will	will	AUX
cana-3812	101	3	indicate	indicate	VERB
cana-3812	101	4	how	how	SCONJ
cana-3812	101	5	effective	effective	ADJ
cana-3812	101	6	the	the	DET
cana-3812	101	7	selected	select	VERB
cana-3812	101	8	features	feature	NOUN
cana-3812	101	9	are	be	AUX
cana-3812	101	10	in	in	ADP
cana-3812	101	11	representing	represent	VERB
cana-3812	101	12	the	the	DET
cana-3812	101	13	actual	actual	ADJ
cana-3812	101	14	income	income	NOUN
cana-3812	101	15	distribution	distribution	NOUN
cana-3812	101	16	.	.	PUNCT
cana-3812	102	1	the	the	DET
cana-3812	102	2	strength	strength	NOUN
cana-3812	102	3	of	of	ADP
cana-3812	102	4	our	our	PRON
cana-3812	102	5	method	method	NOUN
cana-3812	102	6	of	of	ADP
cana-3812	102	7	constructing	construct	VERB
cana-3812	102	8	synthetic	synthetic	ADJ
cana-3812	102	9	data	datum	NOUN
cana-3812	102	10	is	be	AUX
cana-3812	102	11	in	in	ADP
cana-3812	102	12	the	the	DET
cana-3812	102	13	inference	inference	NOUN
cana-3812	102	14	from	from	ADP
cana-3812	102	15	our	our	PRON
cana-3812	102	16	conclusions	conclusion	NOUN
cana-3812	102	17	from	from	ADP
cana-3812	102	18	the	the	DET
cana-3812	102	19	synthetic	synthetic	ADJ
cana-3812	102	20	data	datum	NOUN
cana-3812	102	21	to	to	ADP
cana-3812	102	22	the	the	DET
cana-3812	102	23	established	establish	VERB
cana-3812	102	24	relationships	relationship	NOUN
cana-3812	102	25	of	of	ADP
cana-3812	102	26	real	real	ADJ
cana-3812	102	27	studies	study	NOUN
cana-3812	102	28	.	.	PUNCT
cana-3812	103	1	to	to	PART
cana-3812	103	2	have	have	VERB
cana-3812	103	3	all	all	DET
cana-3812	103	4	the	the	DET
cana-3812	103	5	collected	collect	VERB
cana-3812	103	6	information	information	NOUN
cana-3812	103	7	to	to	PART
cana-3812	103	8	carry	carry	VERB
cana-3812	103	9	out	out	ADP
cana-3812	103	10	the	the	DET
cana-3812	103	11	more	more	ADV
cana-3812	103	12	sophisticated	sophisticated	ADJ
cana-3812	103	13	analysis	analysis	NOUN
cana-3812	103	14	,	,	PUNCT
cana-3812	103	15	we	we	PRON
cana-3812	103	16	also	also	ADV
cana-3812	103	17	split	split	VERB
cana-3812	103	18	part	part	NOUN
cana-3812	103	19	of	of	ADP
cana-3812	103	20	the	the	DET
cana-3812	103	21	csv	csv	NOUN
cana-3812	103	22	files	file	NOUN
cana-3812	103	23	using	use	VERB
cana-3812	103	24	pcatransformation	pcatransformation	NOUN
cana-3812	103	25	and	and	CCONJ
cana-3812	103	26	regression	regression	VERB
cana-3812	103	27	analysis	analysis	NOUN
cana-3812	103	28	results	result	NOUN
cana-3812	103	29	since	since	SCONJ
cana-3812	103	30	we	we	PRON
cana-3812	103	31	knew	know	VERB
cana-3812	103	32	we	we	PRON
cana-3812	103	33	are	be	AUX
cana-3812	103	34	going	go	VERB
cana-3812	103	35	to	to	PART
cana-3812	103	36	need	need	VERB
cana-3812	103	37	that	that	DET
cana-3812	103	38	information	information	NOUN
cana-3812	103	39	.	.	PUNCT
cana-3812	104	1	therefore	therefore	ADV
cana-3812	104	2	,	,	PUNCT
cana-3812	104	3	we	we	PRON
cana-3812	104	4	are	be	AUX
cana-3812	104	5	working	work	VERB
cana-3812	104	6	on	on	ADP
cana-3812	104	7	a	a	DET
cana-3812	104	8	methodological	methodological	ADJ
cana-3812	104	9	approach	approach	NOUN
cana-3812	104	10	to	to	PART
cana-3812	104	11	create	create	VERB
cana-3812	104	12	,	,	PUNCT
cana-3812	104	13	manipulate	manipulate	VERB
cana-3812	104	14	,	,	PUNCT
cana-3812	104	15	and	and	CCONJ
cana-3812	104	16	analyze	analyze	VERB
cana-3812	104	17	synthetic	synthetic	ADJ
cana-3812	104	18	income	income	NOUN
cana-3812	104	19	datasets	dataset	NOUN
cana-3812	104	20	that	that	PRON
cana-3812	104	21	puts	put	VERB
cana-3812	104	22	the	the	DET
cana-3812	104	23	patterns	pattern	NOUN
cana-3812	104	24	of	of	ADP
cana-3812	104	25	education	education	NOUN
cana-3812	104	26	,	,	PUNCT
cana-3812	104	27	experience	experience	NOUN
cana-3812	104	28	,	,	PUNCT
cana-3812	104	29	and	and	CCONJ
cana-3812	104	30	demographics	demographic	NOUN
cana-3812	104	31	into	into	ADP
cana-3812	104	32	sharper	sharp	ADJ
cana-3812	104	33	focus	focus	NOUN
cana-3812	104	34	.	.	PUNCT
cana-3812	105	1	communications	communication	NOUN
cana-3812	105	2	on	on	ADP
cana-3812	105	3	applied	apply	VERB
cana-3812	105	4	nonlinear	nonlinear	ADJ
cana-3812	105	5	analysis	analysis	NOUN
cana-3812	105	6	issn	issn	NOUN
cana-3812	105	7	:	:	PUNCT
cana-3812	105	8	1074	1074	NUM
cana-3812	105	9	-	-	PUNCT
cana-3812	105	10	133x	133x	NUM
cana-3812	105	11	vol	vol	NOUN
cana-3812	105	12	32	32	NUM
cana-3812	105	13	no	no	NOUN
cana-3812	105	14	.	.	PUNCT
cana-3812	106	1	8s	8s	PROPN
cana-3812	106	2	(	(	PUNCT
cana-3812	106	3	2025	2025	NUM
cana-3812	106	4	)	)	PUNCT
cana-3812	106	5	785	785	NUM
cana-3812	106	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-3812	106	7	iv	iv	NUM
cana-3812	106	8	.	.	PROPN
cana-3812	106	9	result	result	PROPN
cana-3812	106	10	box	box	PROPN
cana-3812	106	11	plot	plot	NOUN
cana-3812	106	12	analysis	analysis	NOUN
cana-3812	106	13	brought	bring	VERB
cana-3812	106	14	out	out	ADP
cana-3812	106	15	several	several	ADJ
cana-3812	106	16	important	important	ADJ
cana-3812	106	17	findings	finding	NOUN
cana-3812	106	18	in	in	ADP
cana-3812	106	19	the	the	DET
cana-3812	106	20	income	income	NOUN
cana-3812	106	21	distribution	distribution	NOUN
cana-3812	106	22	at	at	ADP
cana-3812	106	23	different	different	ADJ
cana-3812	106	24	levels	level	NOUN
cana-3812	106	25	of	of	ADP
cana-3812	106	26	education	education	NOUN
cana-3812	106	27	fig2	fig2	PROPN
cana-3812	106	28	•	•	NUM
cana-3812	106	29	education	education	NOUN
cana-3812	106	30	level	level	NOUN
cana-3812	106	31	phd	phd	NOUN
cana-3812	106	32	:	:	PUNCT
cana-3812	106	33	the	the	DET
cana-3812	106	34	median	median	ADJ
cana-3812	106	35	income	income	NOUN
cana-3812	106	36	is	be	AUX
cana-3812	106	37	about	about	ADP
cana-3812	106	38	$	$	SYM
cana-3812	106	39	140,000	140,000	NUM
cana-3812	106	40	.	.	PUNCT
cana-3812	107	1	•	•	NUM
cana-3812	107	2	education	education	NOUN
cana-3812	107	3	level	level	NOUN
cana-3812	107	4	master	master	NOUN
cana-3812	107	5	’s	’s	NOUN
cana-3812	107	6	:	:	PUNCT
cana-3812	107	7	the	the	DET
cana-3812	107	8	median	median	ADJ
cana-3812	107	9	income	income	NOUN
cana-3812	107	10	is	be	AUX
cana-3812	107	11	about	about	ADV
cana-3812	107	12	$	$	SYM
cana-3812	107	13	120,000	120,000	NUM
cana-3812	107	14	.	.	PUNCT
cana-3812	108	1	fig	fig	NOUN
cana-3812	108	2	.	.	PUNCT
cana-3812	109	1	3	3	X
cana-3812	109	2	.	.	X
cana-3812	109	3	box	box	NOUN
cana-3812	109	4	plot	plot	NOUN
cana-3812	109	5	analysis	analysis	NOUN
cana-3812	109	6	of	of	ADP
cana-3812	109	7	income	income	NOUN
cana-3812	109	8	by	by	ADP
cana-3812	109	9	education	education	NOUN
cana-3812	109	10	level	level	NOUN
cana-3812	109	11	•	•	NUM
cana-3812	109	12	education	education	NOUN
cana-3812	109	13	level	level	NOUN
cana-3812	109	14	bachelor	bachelor	NOUN
cana-3812	109	15	’s	’s	ADV
cana-3812	109	16	:	:	PUNCT
cana-3812	109	17	the	the	DET
cana-3812	109	18	median	median	ADJ
cana-3812	109	19	income	income	NOUN
cana-3812	109	20	is	be	AUX
cana-3812	109	21	about	about	ADP
cana-3812	109	22	$	$	SYM
cana-3812	109	23	100,000	100,000	NUM
cana-3812	109	24	.	.	PUNCT
cana-3812	110	1	•	•	NUM
cana-3812	110	2	associate	associate	NOUN
cana-3812	110	3	’s	’s	PART
cana-3812	110	4	education	education	NOUN
cana-3812	110	5	level	level	NOUN
cana-3812	110	6	:	:	PUNCT
cana-3812	110	7	the	the	DET
cana-3812	110	8	median	median	ADJ
cana-3812	110	9	income	income	NOUN
cana-3812	110	10	is	be	AUX
cana-3812	110	11	about	about	ADV
cana-3812	110	12	$	$	SYM
cana-3812	110	13	80,000	80,000	NUM
cana-3812	110	14	.	.	PUNCT
cana-3812	111	1	•	•	NUM
cana-3812	111	2	high	high	ADJ
cana-3812	111	3	school	school	NOUN
cana-3812	111	4	education	education	NOUN
cana-3812	111	5	level	level	NOUN
cana-3812	111	6	:	:	PUNCT
cana-3812	111	7	the	the	DET
cana-3812	111	8	median	median	ADJ
cana-3812	111	9	income	income	NOUN
cana-3812	111	10	is	be	AUX
cana-3812	111	11	approximately	approximately	ADV
cana-3812	111	12	$	$	SYM
cana-3812	111	13	60,000	60,000	NUM
cana-3812	111	14	.	.	PUNCT
cana-3812	112	1	the	the	DET
cana-3812	112	2	interquartile	interquartile	ADJ
cana-3812	112	3	range	range	NOUN
cana-3812	112	4	(	(	PUNCT
cana-3812	112	5	iqr)represents	iqr)represent	NOUN
cana-3812	112	6	the	the	DET
cana-3812	112	7	middle	middle	ADJ
cana-3812	112	8	50	50	NUM
cana-3812	112	9	%	%	NOUN
cana-3812	112	10	of	of	ADP
cana-3812	112	11	the	the	DET
cana-3812	112	12	information	information	NOUN
cana-3812	112	13	;	;	PUNCT
cana-3812	112	14	that	that	ADV
cana-3812	112	15	is	is	ADV
cana-3812	112	16	,	,	PUNCT
cana-3812	112	17	it	it	PRON
cana-3812	112	18	varies	vary	VERB
cana-3812	112	19	between	between	ADP
cana-3812	112	20	education	education	NOUN
cana-3812	112	21	levels	level	NOUN
cana-3812	112	22	-	-	PUNCT
cana-3812	112	23	the	the	DET
cana-3812	112	24	distribution	distribution	NOUN
cana-3812	112	25	of	of	ADP
cana-3812	112	26	incomes	income	NOUN
cana-3812	112	27	is	be	AUX
cana-3812	112	28	different	different	ADJ
cana-3812	112	29	at	at	ADP
cana-3812	112	30	each	each	DET
cana-3812	112	31	level	level	NOUN
cana-3812	112	32	of	of	ADP
cana-3812	112	33	education	education	NOUN
cana-3812	112	34	.	.	PUNCT
cana-3812	113	1	the	the	DET
cana-3812	113	2	whiskers	whisker	NOUN
cana-3812	113	3	of	of	ADP
cana-3812	113	4	the	the	DET
cana-3812	113	5	box	box	NOUN
cana-3812	113	6	plots	plot	NOUN
cana-3812	113	7	range	range	VERB
cana-3812	113	8	until	until	ADP
cana-3812	113	9	the	the	DET
cana-3812	113	10	minimum	minimum	ADJ
cana-3812	113	11	and	and	CCONJ
cana-3812	113	12	maximum	maximum	ADJ
cana-3812	113	13	value	value	NOUN
cana-3812	113	14	within	within	ADP
cana-3812	113	15	1.5	1.5	NUM
cana-3812	113	16	times	time	NOUN
cana-3812	113	17	the	the	DET
cana-3812	113	18	iqr	iqr	PROPN
cana-3812	113	19	of	of	ADP
cana-3812	113	20	the	the	DET
cana-3812	113	21	quartiles	quartile	NOUN
cana-3812	113	22	.	.	PUNCT
cana-3812	114	1	from	from	ADP
cana-3812	114	2	the	the	DET
cana-3812	114	3	above	above	ADJ
cana-3812	114	4	graphs	graph	NOUN
cana-3812	114	5	you	you	PRON
cana-3812	114	6	would	would	AUX
cana-3812	114	7	find	find	VERB
cana-3812	114	8	that	that	SCONJ
cana-3812	114	9	income	income	NOUN
cana-3812	114	10	level	level	NOUN
cana-3812	114	11	distribution	distribution	NOUN
cana-3812	114	12	prevails	prevail	VERB
cana-3812	114	13	in	in	ADP
cana-3812	114	14	each	each	DET
cana-3812	114	15	educational	educational	ADJ
cana-3812	114	16	qualification	qualification	NOUN
cana-3812	114	17	.	.	PUNCT
cana-3812	115	1	which	which	PRON
cana-3812	115	2	is	be	AUX
cana-3812	115	3	enhanced	enhance	VERB
cana-3812	115	4	by	by	ADP
cana-3812	115	5	the	the	DET
cana-3812	115	6	fact	fact	NOUN
cana-3812	115	7	that	that	SCONJ
cana-3812	115	8	the	the	DET
cana-3812	115	9	education	education	NOUN
cana-3812	115	10	level	level	NOUN
cana-3812	115	11	correlates	correlate	VERB
cana-3812	115	12	with	with	ADP
cana-3812	115	13	earning	earn	VERB
cana-3812	115	14	ability	ability	NOUN
cana-3812	115	15	positively	positively	ADV
cana-3812	115	16	,	,	PUNCT
cana-3812	115	17	wherein	wherein	SCONJ
cana-3812	115	18	the	the	DET
cana-3812	115	19	earning	earn	VERB
cana-3812	115	20	ability	ability	NOUN
cana-3812	115	21	tends	tend	VERB
cana-3812	115	22	to	to	PART
cana-3812	115	23	improve	improve	VERB
cana-3812	115	24	monetarily	monetarily	ADV
cana-3812	115	25	for	for	ADP
cana-3812	115	26	a	a	DET
cana-3812	115	27	particular	particular	ADJ
cana-3812	115	28	higher	high	ADJ
cana-3812	115	29	education	education	NOUN
cana-3812	115	30	qualification	qualification	NOUN
cana-3812	115	31	levels	level	NOUN
cana-3812	115	32	,	,	PUNCT
cana-3812	115	33	whereby	whereby	SCONJ
cana-3812	115	34	one	one	PRON
cana-3812	115	35	can	can	AUX
cana-3812	115	36	observe	observe	VERB
cana-3812	115	37	instantly	instantly	ADV
cana-3812	115	38	that	that	SCONJ
cana-3812	115	39	earnings	earning	NOUN
cana-3812	115	40	depend	depend	VERB
cana-3812	115	41	upon	upon	SCONJ
cana-3812	115	42	educational	educational	ADJ
cana-3812	115	43	qualification	qualification	NOUN
cana-3812	115	44	.	.	PUNCT
cana-3812	116	1	the	the	DET
cana-3812	116	2	correlation	correlation	NOUN
cana-3812	116	3	heatmap	heatmap	NOUN
cana-3812	116	4	fig.3	fig.3	PROPN
cana-3812	116	5	continued	continue	VERB
cana-3812	116	6	to	to	PART
cana-3812	116	7	present	present	VERB
cana-3812	116	8	further	further	ADJ
cana-3812	116	9	insights	insight	NOUN
cana-3812	116	10	as	as	SCONJ
cana-3812	116	11	follows	follow	VERB
cana-3812	116	12	with	with	ADP
cana-3812	116	13	respect	respect	NOUN
cana-3812	116	14	to	to	ADP
cana-3812	116	15	how	how	SCONJ
cana-3812	116	16	income	income	NOUN
cana-3812	116	17	varies	vary	VERB
cana-3812	116	18	with	with	ADP
cana-3812	116	19	other	other	ADJ
cana-3812	116	20	demographics	demographic	NOUN
cana-3812	116	21	and	and	CCONJ
cana-3812	116	22	professions	profession	NOUN
cana-3812	116	23	:	:	PUNCT
cana-3812	116	24	1	1	X
cana-3812	116	25	)	)	PUNCT
cana-3812	116	26	experience	experience	NOUN
cana-3812	116	27	:	:	PUNCT
cana-3812	116	28	very	very	ADV
cana-3812	116	29	strong	strong	ADJ
cana-3812	116	30	positive	positive	ADJ
cana-3812	116	31	relation	relation	NOUN
cana-3812	116	32	with	with	ADP
cana-3812	116	33	the	the	DET
cana-3812	116	34	income	income	NOUN
cana-3812	116	35	variable	variable	NOUN
cana-3812	116	36	r	r	NOUN
cana-3812	116	37	=	=	NOUN
cana-3812	116	38	0.72	0.72	NUM
cana-3812	116	39	,	,	PUNCT
cana-3812	116	40	thereby	thereby	ADV
cana-3812	116	41	indicating	indicate	VERB
cana-3812	116	42	that	that	SCONJ
cana-3812	116	43	as	as	ADP
cana-3812	116	44	expe	expe	ADJ
cana-3812	116	45	rience	rience	NOUN
cana-3812	116	46	rises	rise	NOUN
cana-3812	116	47	,	,	PUNCT
cana-3812	116	48	so	so	ADV
cana-3812	116	49	does	do	AUX
cana-3812	116	50	the	the	DET
cana-3812	116	51	amount	amount	NOUN
cana-3812	116	52	of	of	ADP
cana-3812	116	53	money	money	NOUN
cana-3812	116	54	earned	earn	VERB
cana-3812	116	55	.	.	PUNCT
cana-3812	117	1	2	2	X
cana-3812	117	2	)	)	PUNCT
cana-3812	117	3	education	education	NOUN
cana-3812	117	4	level	level	NOUN
cana-3812	117	5	,	,	PUNCT
cana-3812	117	6	phd	phd	NOUN
cana-3812	117	7	:	:	PUNCT
cana-3812	117	8	shows	show	VERB
cana-3812	117	9	a	a	DET
cana-3812	117	10	moderate	moderate	ADJ
cana-3812	117	11	positive	positive	ADJ
cana-3812	117	12	relation	relation	NOUN
cana-3812	117	13	to	to	ADP
cana-3812	117	14	the	the	DET
cana-3812	117	15	amount	amount	NOUN
cana-3812	117	16	of	of	ADP
cana-3812	117	17	money	money	NOUN
cana-3812	117	18	earned	earn	VERB
cana-3812	117	19	,	,	PUNCT
cana-3812	117	20	i.e.	i.e.	X
cana-3812	117	21	,	,	PUNCT
cana-3812	117	22	r	r	NOUN
cana-3812	117	23	=	=	NOUN
cana-3812	117	24	0.54	0.54	NUM
cana-3812	117	25	,	,	PUNCT
cana-3812	117	26	in	in	ADP
cana-3812	117	27	that	that	DET
cana-3812	117	28	persons	person	NOUN
cana-3812	117	29	with	with	ADP
cana-3812	117	30	doctoral	doctoral	ADJ
cana-3812	117	31	levels	level	NOUN
cana-3812	117	32	of	of	ADP
cana-3812	117	33	education	education	NOUN
cana-3812	117	34	tend	tend	VERB
cana-3812	117	35	to	to	PART
cana-3812	117	36	make	make	VERB
cana-3812	117	37	more	more	ADJ
cana-3812	117	38	.	.	PUNCT
cana-3812	118	1	3	3	X
cana-3812	118	2	)	)	PUNCT
cana-3812	118	3	master	master	NOUN
cana-3812	118	4	’s	’s	PART
cana-3812	118	5	education	education	NOUN
cana-3812	118	6	level	level	NOUN
cana-3812	118	7	:	:	PUNCT
cana-3812	118	8	the	the	DET
cana-3812	118	9	association	association	NOUN
cana-3812	118	10	was	be	AUX
cana-3812	118	11	weak	weak	ADJ
cana-3812	118	12	positive	positive	ADJ
cana-3812	118	13	(	(	PUNCT
cana-3812	118	14	r	r	NOUN
cana-3812	118	15	=	=	SYM
cana-3812	118	16	0.22	0.22	NUM
cana-3812	118	17	)	)	PUNCT
cana-3812	118	18	,	,	PUNCT
cana-3812	118	19	meaning	mean	VERB
cana-3812	118	20	that	that	SCONJ
cana-3812	118	21	it	it	PRON
cana-3812	118	22	exerts	exert	VERB
cana-3812	118	23	minimal	minimal	ADJ
cana-3812	118	24	influence	influence	NOUN
cana-3812	118	25	on	on	ADP
cana-3812	118	26	income	income	NOUN
cana-3812	118	27	.	.	PUNCT
cana-3812	119	1	4	4	X
cana-3812	119	2	)	)	PUNCT
cana-3812	119	3	high	high	ADJ
cana-3812	119	4	school	school	NOUN
cana-3812	119	5	education	education	NOUN
cana-3812	119	6	level	level	NOUN
cana-3812	119	7	:	:	PUNCT
cana-3812	119	8	there	there	PRON
cana-3812	119	9	was	be	VERB
cana-3812	119	10	moderate	moderate	ADJ
cana-3812	119	11	negative	negative	ADJ
cana-3812	119	12	association	association	NOUN
cana-3812	119	13	at	at	ADP
cana-3812	119	14	r	r	NOUN
cana-3812	119	15	=	=	SYM
cana-3812	119	16	-0.4	-0.4	NOUN
cana-3812	119	17	,	,	PUNCT
cana-3812	119	18	which	which	PRON
cana-3812	119	19	signifies	signify	VERB
cana-3812	119	20	that	that	SCONJ
cana-3812	119	21	the	the	PRON
cana-3812	119	22	lower	low	ADJ
cana-3812	119	23	the	the	DET
cana-3812	119	24	level	level	NOUN
cana-3812	119	25	of	of	ADP
cana-3812	119	26	education	education	NOUN
cana-3812	119	27	,	,	PUNCT
cana-3812	119	28	the	the	PRON
cana-3812	119	29	lower	low	ADJ
cana-3812	119	30	the	the	DET
cana-3812	119	31	level	level	NOUN
cana-3812	119	32	of	of	ADP
cana-3812	119	33	income	income	NOUN
cana-3812	119	34	.	.	PUNCT
cana-3812	120	1	5	5	NUM
cana-3812	120	2	)	)	PUNCT
cana-3812	120	3	other	other	ADJ
cana-3812	120	4	demographic	demographic	ADJ
cana-3812	120	5	variables	variable	NOUN
cana-3812	120	6	(	(	PUNCT
cana-3812	120	7	age	age	NOUN
cana-3812	120	8	,	,	PUNCT
cana-3812	120	9	number	number	NOUN
cana-3812	120	10	of	of	ADP
cana-3812	120	11	children	child	NOUN
cana-3812	120	12	,	,	PUNCT
cana-3812	120	13	industry	industry	NOUN
cana-3812	120	14	,	,	PUNCT
cana-3812	120	15	gender	gender	NOUN
cana-3812	120	16	):	):	PUNCT
cana-3812	120	17	they	they	PRON
cana-3812	120	18	had	have	VERB
cana-3812	120	19	very	very	ADV
cana-3812	120	20	weak	weak	ADJ
cana-3812	120	21	positive	positive	ADJ
cana-3812	120	22	and	and	CCONJ
cana-3812	120	23	negative	negative	ADJ
cana-3812	120	24	associations	association	NOUN
cana-3812	120	25	with	with	ADP
cana-3812	120	26	minimal	minimal	ADJ
cana-3812	120	27	influence	influence	NOUN
cana-3812	120	28	on	on	ADP
cana-3812	120	29	income	income	NOUN
cana-3812	120	30	.	.	PUNCT
cana-3812	121	1	communications	communication	NOUN
cana-3812	121	2	on	on	ADP
cana-3812	121	3	applied	apply	VERB
cana-3812	121	4	nonlinear	nonlinear	ADJ
cana-3812	121	5	analysis	analysis	NOUN
cana-3812	121	6	issn	issn	NOUN
cana-3812	121	7	:	:	PUNCT
cana-3812	121	8	1074	1074	NUM
cana-3812	121	9	-	-	PUNCT
cana-3812	121	10	133x	133x	NUM
cana-3812	121	11	vol	vol	NOUN
cana-3812	121	12	32	32	NUM
cana-3812	121	13	no	no	NOUN
cana-3812	121	14	.	.	PUNCT
cana-3812	122	1	8s	8s	PROPN
cana-3812	122	2	(	(	PUNCT
cana-3812	122	3	2025	2025	NUM
cana-3812	122	4	)	)	PUNCT
cana-3812	122	5	786	786	NUM
cana-3812	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	122	7	6	6	NUM
cana-3812	122	8	)	)	PUNCT
cana-3812	122	9	marital	marital	ADJ
cana-3812	122	10	status	status	NOUN
cana-3812	122	11	and	and	CCONJ
cana-3812	122	12	job	job	NOUN
cana-3812	122	13	satisfaction	satisfaction	NOUN
cana-3812	122	14	:	:	PUNCT
cana-3812	122	15	both	both	PRON
cana-3812	122	16	of	of	ADP
cana-3812	122	17	these	these	DET
cana-3812	122	18	factors	factor	NOUN
cana-3812	122	19	correlated	correlate	VERB
cana-3812	122	20	weakly	weakly	ADV
cana-3812	122	21	with	with	ADP
cana-3812	122	22	income	income	NOUN
cana-3812	122	23	,	,	PUNCT
cana-3812	122	24	thus	thus	ADV
cana-3812	122	25	having	have	VERB
cana-3812	122	26	a	a	DET
cana-3812	122	27	minimal	minimal	ADJ
cana-3812	122	28	influence	influence	NOUN
cana-3812	122	29	on	on	ADP
cana-3812	122	30	income	income	NOUN
cana-3812	122	31	inequality	inequality	NOUN
cana-3812	122	32	.	.	PUNCT
cana-3812	123	1	the	the	DET
cana-3812	123	2	statistical	statistical	ADJ
cana-3812	123	3	results	result	NOUN
cana-3812	123	4	confirm	confirm	VERB
cana-3812	123	5	that	that	SCONJ
cana-3812	123	6	education	education	NOUN
cana-3812	123	7	and	and	CCONJ
cana-3812	123	8	work	work	NOUN
cana-3812	123	9	experience	experience	NOUN
cana-3812	123	10	have	have	VERB
cana-3812	123	11	strong	strong	ADJ
cana-3812	123	12	relationships	relationship	NOUN
cana-3812	123	13	with	with	ADP
cana-3812	123	14	income	income	NOUN
cana-3812	123	15	,	,	PUNCT
cana-3812	123	16	meaning	mean	VERB
cana-3812	123	17	that	that	SCONJ
cana-3812	123	18	academic	academic	ADJ
cana-3812	123	19	achievements	achievement	NOUN
cana-3812	123	20	and	and	CCONJ
cana-3812	123	21	work	work	NOUN
cana-3812	123	22	experience	experience	NOUN
cana-3812	123	23	are	be	AUX
cana-3812	123	24	related	relate	VERB
cana-3812	123	25	to	to	ADP
cana-3812	123	26	higher	high	ADJ
cana-3812	123	27	earning	earning	NOUN
cana-3812	123	28	potential	potential	NOUN
cana-3812	123	29	.	.	PUNCT
cana-3812	124	1	in	in	ADP
cana-3812	124	2	contrast	contrast	NOUN
cana-3812	124	3	,	,	PUNCT
cana-3812	124	4	the	the	DET
cana-3812	124	5	demographic	demographic	ADJ
cana-3812	124	6	factors	factor	NOUN
cana-3812	124	7	tested	test	VERB
cana-3812	124	8	did	do	AUX
cana-3812	124	9	not	not	PART
cana-3812	124	10	have	have	VERB
cana-3812	124	11	any	any	DET
cana-3812	124	12	notable	notable	ADJ
cana-3812	124	13	relationships	relationship	NOUN
cana-3812	124	14	with	with	ADP
cana-3812	124	15	income	income	NOUN
cana-3812	124	16	,	,	PUNCT
cana-3812	124	17	thereby	thereby	ADV
cana-3812	124	18	implying	imply	VERB
cana-3812	124	19	that	that	SCONJ
cana-3812	124	20	they	they	PRON
cana-3812	124	21	have	have	VERB
cana-3812	124	22	very	very	ADV
cana-3812	124	23	minimal	minimal	ADJ
cana-3812	124	24	influence	influence	NOUN
cana-3812	124	25	on	on	ADP
cana-3812	124	26	earning	earn	VERB
cana-3812	124	27	abilities	ability	NOUN
cana-3812	124	28	.	.	PUNCT
cana-3812	125	1	a.	a.	NOUN
cana-3812	125	2	key	key	PROPN
cana-3812	125	3	takeaways	takeaway	VERB
cana-3812	125	4	1	1	NUM
cana-3812	125	5	)	)	PUNCT
cana-3812	125	6	more	more	ADV
cana-3812	125	7	higher	high	ADJ
cana-3812	125	8	median	median	ADJ
cana-3812	125	9	incomes	income	NOUN
cana-3812	125	10	at	at	ADP
cana-3812	125	11	each	each	DET
cana-3812	125	12	level	level	NOUN
cana-3812	125	13	of	of	ADP
cana-3812	125	14	education	education	NOUN
cana-3812	125	15	:	:	PUNCT
cana-3812	125	16	advanced	advanced	ADJ
cana-3812	125	17	education	education	NOUN
cana-3812	125	18	is	be	AUX
cana-3812	125	19	very	very	ADV
cana-3812	125	20	highly	highly	ADV
cana-3812	125	21	correlated	correlate	VERB
cana-3812	125	22	with	with	ADP
cana-3812	125	23	higher	high	ADJ
cana-3812	125	24	median	median	ADJ
cana-3812	125	25	incomes	income	NOUN
cana-3812	125	26	,	,	PUNCT
cana-3812	125	27	indicating	indicate	VERB
cana-3812	125	28	that	that	SCONJ
cana-3812	125	29	an	an	DET
cana-3812	125	30	investment	investment	NOUN
cana-3812	125	31	in	in	ADP
cana-3812	125	32	education	education	NOUN
cana-3812	125	33	can	can	AUX
cana-3812	125	34	generate	generate	VERB
cana-3812	125	35	very	very	ADV
cana-3812	125	36	high	high	ADJ
cana-3812	125	37	returns	return	NOUN
cana-3812	125	38	.	.	PUNCT
cana-3812	126	1	2	2	X
cana-3812	126	2	)	)	PUNCT
cana-3812	126	3	experience	experience	NOUN
cana-3812	126	4	as	as	ADP
cana-3812	126	5	a	a	DET
cana-3812	126	6	strong	strong	ADJ
cana-3812	126	7	predictor	predictor	NOUN
cana-3812	126	8	:	:	PUNCT
cana-3812	126	9	this	this	PRON
cana-3812	126	10	implies	imply	VERB
cana-3812	126	11	that	that	SCONJ
cana-3812	126	12	experience	experience	NOUN
cana-3812	126	13	remained	remain	VERB
cana-3812	126	14	the	the	DET
cana-3812	126	15	best	good	ADJ
cana-3812	126	16	predictor	predictor	NOUN
cana-3812	126	17	of	of	ADP
cana-3812	126	18	income	income	NOUN
cana-3812	126	19	,	,	PUNCT
cana-3812	126	20	and	and	CCONJ
cana-3812	126	21	this	this	DET
cana-3812	126	22	fact	fact	NOUN
cana-3812	126	23	is	be	AUX
cana-3812	126	24	consistent	consistent	ADJ
cana-3812	126	25	with	with	ADP
cana-3812	126	26	most	most	ADJ
cana-3812	126	27	agreement	agreement	NOUN
cana-3812	126	28	that	that	SCONJ
cana-3812	126	29	those	those	PRON
cana-3812	126	30	holding	hold	VERB
cana-3812	126	31	longer	long	ADJ
cana-3812	126	32	experiences	experience	NOUN
cana-3812	126	33	tend	tend	VERB
cana-3812	126	34	to	to	PART
cana-3812	126	35	have	have	VERB
cana-3812	126	36	higher	high	ADJ
cana-3812	126	37	incomes	income	NOUN
cana-3812	126	38	because	because	SCONJ
cana-3812	126	39	of	of	ADP
cana-3812	126	40	more	more	ADJ
cana-3812	126	41	skill	skill	NOUN
cana-3812	126	42	and	and	CCONJ
cana-3812	126	43	expertise	expertise	NOUN
cana-3812	126	44	accumulated	accumulate	VERB
cana-3812	126	45	by	by	ADP
cana-3812	126	46	those	those	DET
cana-3812	126	47	experienced	experienced	ADJ
cana-3812	126	48	workers	worker	NOUN
cana-3812	126	49	.	.	PUNCT
cana-3812	127	1	3	3	X
cana-3812	127	2	)	)	PUNCT
cana-3812	127	3	education	education	NOUN
cana-3812	127	4	level	level	NOUN
cana-3812	127	5	and	and	CCONJ
cana-3812	127	6	income	income	NOUN
cana-3812	127	7	relationship	relationship	NOUN
cana-3812	127	8	:	:	PUNCT
cana-3812	127	9	there	there	PRON
cana-3812	127	10	is	be	VERB
cana-3812	127	11	a	a	DET
cana-3812	127	12	well	well	ADV
cana-3812	127	13	-	-	PUNCT
cana-3812	127	14	defined	define	VERB
cana-3812	127	15	relationship	relationship	NOUN
cana-3812	127	16	between	between	ADP
cana-3812	127	17	the	the	DET
cana-3812	127	18	income	income	NOUN
cana-3812	127	19	and	and	CCONJ
cana-3812	127	20	level	level	NOUN
cana-3812	127	21	of	of	ADP
cana-3812	127	22	education	education	NOUN
cana-3812	127	23	.	.	PUNCT
cana-3812	128	1	the	the	DET
cana-3812	128	2	highest	highest	ADV
cana-3812	128	3	-	-	PUNCT
cana-3812	128	4	paid	pay	VERB
cana-3812	128	5	are	be	AUX
cana-3812	128	6	those	those	PRON
cana-3812	128	7	with	with	ADP
cana-3812	128	8	phds	phds	NOUN
cana-3812	128	9	,	,	PUNCT
cana-3812	128	10	followed	follow	VERB
cana-3812	128	11	by	by	ADP
cana-3812	128	12	master	master	NOUN
cana-3812	128	13	’s	’s	NOUN
cana-3812	128	14	,	,	PUNCT
cana-3812	128	15	then	then	ADV
cana-3812	128	16	bachelor	bachelor	NOUN
cana-3812	128	17	’s	’s	ADV
cana-3812	128	18	,	,	PUNCT
cana-3812	128	19	and	and	CCONJ
cana-3812	128	20	the	the	DET
cana-3812	128	21	lowestpaid	lowestpaid	NOUN
cana-3812	128	22	are	be	AUX
cana-3812	128	23	those	those	PRON
cana-3812	128	24	with	with	ADP
cana-3812	128	25	high	high	ADJ
cana-3812	128	26	school	school	NOUN
cana-3812	128	27	diplomas	diploma	VERB
cana-3812	128	28	.	.	PUNCT
cana-3812	129	1	4	4	X
cana-3812	129	2	)	)	PUNCT
cana-3812	129	3	industry	industry	NOUN
cana-3812	129	4	influence	influence	NOUN
cana-3812	129	5	on	on	ADP
cana-3812	129	6	income	income	NOUN
cana-3812	129	7	:	:	PUNCT
cana-3812	129	8	income	income	NOUN
cana-3812	129	9	differences	difference	NOUN
cana-3812	129	10	appear	appear	VERB
cana-3812	129	11	to	to	PART
cana-3812	129	12	be	be	AUX
cana-3812	129	13	influenced	influence	VERB
cana-3812	129	14	less	less	ADJ
cana-3812	129	15	by	by	ADP
cana-3812	129	16	industry	industry	NOUN
cana-3812	129	17	variables	variable	NOUN
cana-3812	129	18	,	,	PUNCT
cana-3812	129	19	and	and	CCONJ
cana-3812	129	20	the	the	DET
cana-3812	129	21	industries	industry	NOUN
cana-3812	129	22	of	of	ADP
cana-3812	129	23	finance	finance	NOUN
cana-3812	129	24	,	,	PUNCT
cana-3812	129	25	health	health	NOUN
cana-3812	129	26	care	care	NOUN
cana-3812	129	27	,	,	PUNCT
cana-3812	129	28	and	and	CCONJ
cana-3812	129	29	manufacturing	manufacturing	NOUN
cana-3812	129	30	vary	vary	VERB
cana-3812	129	31	very	very	ADV
cana-3812	129	32	little	little	ADJ
cana-3812	129	33	.	.	PUNCT
cana-3812	130	1	for	for	ADP
cana-3812	130	2	these	these	DET
cana-3812	130	3	industries	industry	NOUN
cana-3812	130	4	,	,	PUNCT
cana-3812	130	5	education	education	NOUN
cana-3812	130	6	and	and	CCONJ
cana-3812	130	7	experience	experience	NOUN
cana-3812	130	8	are	be	AUX
cana-3812	130	9	more	more	ADV
cana-3812	130	10	critical	critical	ADJ
cana-3812	130	11	income	income	NOUN
cana-3812	130	12	determinants	determinant	NOUN
cana-3812	130	13	.	.	PUNCT
cana-3812	131	1	5	5	X
cana-3812	131	2	)	)	PUNCT
cana-3812	131	3	job	job	NOUN
cana-3812	131	4	satisfaction	satisfaction	NOUN
cana-3812	131	5	and	and	CCONJ
cana-3812	131	6	income	income	NOUN
cana-3812	131	7	:	:	PUNCT
cana-3812	131	8	the	the	DET
cana-3812	131	9	relationship	relationship	NOUN
cana-3812	131	10	between	between	ADP
cana-3812	131	11	job	job	NOUN
cana-3812	131	12	satisfaction	satisfaction	NOUN
cana-3812	131	13	and	and	CCONJ
cana-3812	131	14	income	income	NOUN
cana-3812	131	15	is	be	AUX
cana-3812	131	16	rather	rather	ADV
cana-3812	131	17	weak	weak	ADJ
cana-3812	131	18	.	.	PUNCT
cana-3812	132	1	although	although	SCONJ
cana-3812	132	2	higher	high	ADJ
cana-3812	132	3	income	income	NOUN
cana-3812	132	4	is	be	AUX
cana-3812	132	5	a	a	DET
cana-3812	132	6	slight	slight	ADJ
cana-3812	132	7	booster	booster	NOUN
cana-3812	132	8	for	for	ADP
cana-3812	132	9	job	job	NOUN
cana-3812	132	10	satisfaction	satisfaction	NOUN
cana-3812	132	11	,	,	PUNCT
cana-3812	132	12	it	it	PRON
cana-3812	132	13	is	be	AUX
cana-3812	132	14	secondary	secondary	ADJ
cana-3812	132	15	.	.	PUNCT
cana-3812	133	1	6	6	NUM
cana-3812	133	2	)	)	PUNCT
cana-3812	133	3	impact	impact	NOUN
cana-3812	133	4	of	of	ADP
cana-3812	133	5	gender	gender	NOUN
cana-3812	133	6	and	and	CCONJ
cana-3812	133	7	marital	marital	ADJ
cana-3812	133	8	status	status	NOUN
cana-3812	133	9	:	:	PUNCT
cana-3812	133	10	the	the	DET
cana-3812	133	11	obtained	obtain	VERB
cana-3812	133	12	results	result	NOUN
cana-3812	133	13	showed	show	VERB
cana-3812	133	14	that	that	SCONJ
cana-3812	133	15	gender	gender	NOUN
cana-3812	133	16	and	and	CCONJ
cana-3812	133	17	marital	marital	ADJ
cana-3812	133	18	status	status	NOUN
cana-3812	133	19	barely	barely	ADV
cana-3812	133	20	influence	influence	VERB
cana-3812	133	21	the	the	DET
cana-3812	133	22	income	income	NOUN
cana-3812	133	23	while	while	SCONJ
cana-3812	133	24	there	there	PRON
cana-3812	133	25	was	be	VERB
cana-3812	133	26	a	a	DET
cana-3812	133	27	very	very	ADV
cana-3812	133	28	weakly	weakly	ADJ
cana-3812	133	29	negative	negative	ADJ
cana-3812	133	30	correlation	correlation	NOUN
cana-3812	133	31	of	of	ADP
cana-3812	133	32	the	the	DET
cana-3812	133	33	influence	influence	NOUN
cana-3812	133	34	with	with	ADP
cana-3812	133	35	the	the	DET
cana-3812	133	36	income	income	NOUN
cana-3812	133	37	,	,	PUNCT
cana-3812	133	38	where	where	SCONJ
cana-3812	133	39	this	this	DET
cana-3812	133	40	influence	influence	NOUN
cana-3812	133	41	was	be	AUX
cana-3812	133	42	recorded	record	VERB
cana-3812	133	43	among	among	ADP
cana-3812	133	44	males	male	NOUN
cana-3812	133	45	;	;	PUNCT
cana-3812	133	46	the	the	DET
cana-3812	133	47	influence	influence	NOUN
cana-3812	133	48	shows	show	VERB
cana-3812	133	49	minor	minor	ADJ
cana-3812	133	50	variations	variation	NOUN
cana-3812	133	51	in	in	ADP
cana-3812	133	52	marital	marital	ADJ
cana-3812	133	53	statuses	status	NOUN
cana-3812	133	54	.	.	PUNCT
cana-3812	134	1	b.	b.	PROPN
cana-3812	134	2	model	model	PROPN
cana-3812	134	3	accuracy	accuracy	NOUN
cana-3812	134	4	the	the	DET
cana-3812	134	5	analytical	analytical	ADJ
cana-3812	134	6	model	model	NOUN
cana-3812	134	7	did	do	VERB
cana-3812	134	8	well	well	ADV
cana-3812	134	9	,	,	PUNCT
cana-3812	134	10	and	and	CCONJ
cana-3812	134	11	the	the	DET
cana-3812	134	12	r²	r²	NOUN
cana-3812	134	13	was	be	AUX
cana-3812	134	14	0.98	0.98	NUM
cana-3812	135	1	;	;	PUNCT
cana-3812	135	2	this	this	PRON
cana-3812	135	3	implies	imply	VERB
cana-3812	135	4	that	that	SCONJ
cana-3812	135	5	the	the	DET
cana-3812	135	6	model	model	NOUN
cana-3812	135	7	explains	explain	VERB
cana-3812	135	8	the	the	DET
cana-3812	135	9	variance	variance	NOUN
cana-3812	135	10	of	of	ADP
cana-3812	135	11	income	income	NOUN
cana-3812	135	12	in	in	ADP
cana-3812	135	13	the	the	DET
cana-3812	135	14	synthetic	synthetic	ADJ
cana-3812	135	15	data	datum	NOUN
cana-3812	135	16	set	set	VERB
cana-3812	135	17	to	to	ADP
cana-3812	135	18	a	a	DET
cana-3812	135	19	great	great	ADJ
cana-3812	135	20	extent	extent	NOUN
cana-3812	135	21	.	.	PUNCT
cana-3812	136	1	on	on	ADP
cana-3812	136	2	the	the	DET
cana-3812	136	3	other	other	ADJ
cana-3812	136	4	hand	hand	NOUN
cana-3812	136	5	,	,	PUNCT
cana-3812	136	6	the	the	DET
cana-3812	136	7	score	score	NOUN
cana-3812	136	8	is	be	AUX
cana-3812	136	9	high	high	ADJ
cana-3812	136	10	,	,	PUNCT
cana-3812	136	11	which	which	PRON
cana-3812	136	12	increases	increase	VERB
cana-3812	136	13	the	the	DET
cana-3812	136	14	likelihood	likelihood	NOUN
cana-3812	136	15	of	of	ADP
cana-3812	136	16	overfitting	overfitte	VERB
cana-3812	136	17	,	,	PUNCT
cana-3812	136	18	especially	especially	ADV
cana-3812	136	19	since	since	SCONJ
cana-3812	136	20	the	the	DET
cana-3812	136	21	data	datum	NOUN
cana-3812	136	22	used	use	VERB
cana-3812	136	23	is	be	AUX
cana-3812	136	24	synthetic	synthetic	ADJ
cana-3812	136	25	.	.	PUNCT
cana-3812	137	1	v.	v.	ADP
cana-3812	137	2	future	future	ADJ
cana-3812	137	3	work	work	NOUN
cana-3812	137	4	because	because	SCONJ
cana-3812	137	5	this	this	PRON
cana-3812	137	6	is	be	AUX
cana-3812	137	7	artificial	artificial	ADJ
cana-3812	137	8	data	datum	NOUN
cana-3812	137	9	,	,	PUNCT
cana-3812	137	10	the	the	DET
cana-3812	137	11	analysis	analysis	NOUN
cana-3812	137	12	should	should	AUX
cana-3812	137	13	be	be	AUX
cana-3812	137	14	replicated	replicate	VERB
cana-3812	137	15	using	use	VERB
cana-3812	137	16	real	real	ADJ
cana-3812	137	17	-	-	PUNCT
cana-3812	137	18	life	life	NOUN
cana-3812	137	19	data	datum	NOUN
cana-3812	137	20	to	to	PART
cana-3812	137	21	confirm	confirm	VERB
cana-3812	137	22	these	these	DET
cana-3812	137	23	findings	finding	NOUN
cana-3812	137	24	.	.	PUNCT
cana-3812	138	1	we	we	PRON
cana-3812	138	2	can	can	AUX
cana-3812	138	3	better	well	ADV
cana-3812	138	4	understand	understand	VERB
cana-3812	138	5	the	the	DET
cana-3812	138	6	dynamics	dynamic	NOUN
cana-3812	138	7	of	of	ADP
cana-3812	138	8	income	income	NOUN
cana-3812	138	9	by	by	ADP
cana-3812	138	10	exploring	explore	VERB
cana-3812	138	11	nonlinear	nonlinear	ADJ
cana-3812	138	12	models	model	NOUN
cana-3812	138	13	and	and	CCONJ
cana-3812	138	14	interaction	interaction	NOUN
cana-3812	138	15	effects	effect	NOUN
cana-3812	138	16	.	.	PUNCT
cana-3812	139	1	further	far	ADV
cana-3812	139	2	,	,	PUNCT
cana-3812	139	3	multicollinearity	multicollinearity	NOUN
cana-3812	139	4	checks	check	NOUN
cana-3812	139	5	may	may	AUX
cana-3812	139	6	be	be	AUX
cana-3812	139	7	done	do	VERB
cana-3812	139	8	perhaps	perhaps	ADV
cana-3812	139	9	through	through	ADP
cana-3812	139	10	vif	vif	NOUN
cana-3812	139	11	analysis	analysis	NOUN
cana-3812	139	12	.	.	PUNCT
cana-3812	140	1	conclusion	conclusion	NOUN
cana-3812	140	2	education	education	NOUN
cana-3812	140	3	and	and	CCONJ
cana-3812	140	4	experience	experience	NOUN
cana-3812	140	5	play	play	VERB
cana-3812	140	6	a	a	DET
cana-3812	140	7	vital	vital	ADJ
cana-3812	140	8	role	role	NOUN
cana-3812	140	9	in	in	ADP
cana-3812	140	10	the	the	DET
cana-3812	140	11	determination	determination	NOUN
cana-3812	140	12	of	of	ADP
cana-3812	140	13	income	income	NOUN
cana-3812	140	14	level	level	NOUN
cana-3812	140	15	;	;	PUNCT
cana-3812	140	16	better	well	ADJ
cana-3812	140	17	education	education	NOUN
cana-3812	140	18	is	be	AUX
cana-3812	140	19	highly	highly	ADV
cana-3812	140	20	associated	associate	VERB
cana-3812	140	21	with	with	ADP
cana-3812	140	22	income	income	NOUN
cana-3812	140	23	,	,	PUNCT
cana-3812	140	24	and	and	CCONJ
cana-3812	140	25	the	the	DET
cana-3812	140	26	degrees	degree	NOUN
cana-3812	140	27	obtained	obtain	VERB
cana-3812	140	28	at	at	ADP
cana-3812	140	29	higher	high	ADJ
cana-3812	140	30	education	education	NOUN
cana-3812	140	31	levels	level	NOUN
cana-3812	140	32	,	,	PUNCT
cana-3812	140	33	such	such	ADJ
cana-3812	140	34	as	as	ADP
cana-3812	140	35	phd	phd	NOUN
cana-3812	140	36	and	and	CCONJ
cana-3812	140	37	master	master	NOUN
cana-3812	140	38	’s	’s	PART
cana-3812	140	39	degrees	degree	NOUN
cana-3812	140	40	,	,	PUNCT
cana-3812	140	41	influence	influence	NOUN
cana-3812	140	42	income	income	NOUN
cana-3812	140	43	greatly	greatly	ADV
cana-3812	140	44	.	.	PUNCT
cana-3812	141	1	experience	experience	NOUN
cana-3812	141	2	remains	remain	VERB
cana-3812	141	3	a	a	DET
cana-3812	141	4	determining	determine	VERB
cana-3812	141	5	factor	factor	NOUN
cana-3812	141	6	;	;	PUNCT
cana-3812	141	7	acquired	acquire	VERB
cana-3812	141	8	professional	professional	ADJ
cana-3812	141	9	knowledge	knowledge	NOUN
cana-3812	141	10	and	and	CCONJ
cana-3812	141	11	skill	skill	NOUN
cana-3812	141	12	are	be	AUX
cana-3812	141	13	of	of	ADP
cana-3812	141	14	value	value	NOUN
cana-3812	141	15	.	.	PUNCT
cana-3812	142	1	industry	industry	NOUN
cana-3812	142	2	type	type	NOUN
cana-3812	142	3	and	and	CCONJ
cana-3812	142	4	job	job	NOUN
cana-3812	142	5	satisfaction	satisfaction	NOUN
cana-3812	142	6	did	do	AUX
cana-3812	142	7	influence	influence	VERB
cana-3812	142	8	the	the	DET
cana-3812	142	9	outcome	outcome	NOUN
cana-3812	142	10	,	,	PUNCT
cana-3812	142	11	but	but	CCONJ
cana-3812	142	12	only	only	ADV
cana-3812	142	13	very	very	ADV
cana-3812	142	14	weakly	weakly	ADV
cana-3812	142	15	,	,	PUNCT
cana-3812	142	16	suggesting	suggest	VERB
cana-3812	142	17	that	that	SCONJ
cana-3812	142	18	income	income	NOUN
cana-3812	142	19	differences	difference	NOUN
cana-3812	142	20	are	be	AUX
cana-3812	142	21	largely	largely	ADV
cana-3812	142	22	an	an	DET
cana-3812	142	23	artifact	artifact	NOUN
cana-3812	142	24	of	of	ADP
cana-3812	142	25	education	education	NOUN
cana-3812	142	26	and	and	CCONJ
cana-3812	142	27	experience	experience	NOUN
cana-3812	142	28	.	.	PUNCT
cana-3812	143	1	also	also	ADV
cana-3812	143	2	,	,	PUNCT
cana-3812	143	3	the	the	DET
cana-3812	143	4	fact	fact	NOUN
cana-3812	143	5	that	that	SCONJ
cana-3812	143	6	gender	gender	NOUN
cana-3812	143	7	and	and	CCONJ
cana-3812	143	8	marital	marital	ADJ
cana-3812	143	9	status	status	NOUN
cana-3812	144	1	do	do	AUX
cana-3812	144	2	n’t	not	PART
cana-3812	144	3	seem	seem	VERB
cana-3812	144	4	to	to	PART
cana-3812	144	5	have	have	VERB
cana-3812	144	6	much	much	ADJ
cana-3812	144	7	of	of	ADP
cana-3812	144	8	an	an	DET
cana-3812	144	9	effect	effect	NOUN
cana-3812	144	10	may	may	AUX
cana-3812	144	11	mean	mean	VERB
cana-3812	144	12	that	that	SCONJ
cana-3812	144	13	income	income	NOUN
cana-3812	144	14	is	be	AUX
cana-3812	144	15	becoming	becoming	AUX
cana-3812	144	16	more	more	ADV
cana-3812	144	17	evenly	evenly	ADV
cana-3812	144	18	distributed	distribute	VERB
cana-3812	144	19	in	in	ADP
cana-3812	144	20	this	this	DET
cana-3812	144	21	fake	fake	ADJ
cana-3812	144	22	data	datum	NOUN
cana-3812	144	23	,	,	PUNCT
cana-3812	144	24	but	but	CCONJ
cana-3812	144	25	real	real	ADJ
cana-3812	144	26	-	-	PUNCT
cana-3812	144	27	world	world	NOUN
cana-3812	144	28	data	datum	NOUN
cana-3812	144	29	would	would	AUX
cana-3812	144	30	be	be	AUX
cana-3812	144	31	needed	need	VERB
cana-3812	144	32	to	to	PART
cana-3812	144	33	confirm	confirm	VERB
cana-3812	144	34	this	this	PRON
cana-3812	144	35	.	.	PUNCT
cana-3812	145	1	implications	implication	NOUN
cana-3812	145	2	for	for	ADP
cana-3812	145	3	stakeholders	stakeholder	NOUN
cana-3812	145	4	the	the	DET
cana-3812	145	5	implications	implication	NOUN
cana-3812	145	6	of	of	ADP
cana-3812	145	7	the	the	DET
cana-3812	145	8	results	result	NOUN
cana-3812	145	9	are	be	AUX
cana-3812	145	10	that	that	SCONJ
cana-3812	145	11	any	any	DET
cana-3812	145	12	policy	policy	NOUN
cana-3812	145	13	initiative	initiative	NOUN
cana-3812	145	14	should	should	AUX
cana-3812	145	15	focus	focus	VERB
cana-3812	145	16	more	more	ADV
cana-3812	145	17	on	on	ADP
cana-3812	145	18	making	make	VERB
cana-3812	145	19	higher	high	ADJ
cana-3812	145	20	education	education	NOUN
cana-3812	145	21	generally	generally	ADV
cana-3812	145	22	accessible	accessible	ADJ
cana-3812	145	23	to	to	ADP
cana-3812	145	24	bridge	bridge	VERB
cana-3812	145	25	income	income	NOUN
cana-3812	145	26	disparity	disparity	NOUN
cana-3812	145	27	.	.	PUNCT
cana-3812	146	1	the	the	DET
cana-3812	146	2	employer	employer	NOUN
cana-3812	146	3	can	can	AUX
cana-3812	146	4	also	also	ADV
cana-3812	146	5	use	use	VERB
cana-3812	146	6	the	the	DET
cana-3812	146	7	insights	insight	NOUN
cana-3812	146	8	to	to	PART
cana-3812	146	9	structure	structure	NOUN
cana-3812	146	10	compensation	compensation	NOUN
cana-3812	146	11	models	model	NOUN
cana-3812	146	12	,	,	PUNCT
cana-3812	146	13	seriously	seriously	ADV
cana-3812	146	14	considering	consider	VERB
cana-3812	146	15	educational	educational	ADJ
cana-3812	146	16	qualifications	qualification	NOUN
cana-3812	146	17	and	and	CCONJ
cana-3812	146	18	years	year	NOUN
cana-3812	146	19	of	of	ADP
cana-3812	146	20	experience	experience	NOUN
cana-3812	146	21	as	as	ADP
cana-3812	146	22	major	major	ADJ
cana-3812	146	23	factors	factor	NOUN
cana-3812	146	24	towards	towards	ADP
cana-3812	146	25	fair	fair	ADJ
cana-3812	146	26	and	and	CCONJ
cana-3812	146	27	competitive	competitive	ADJ
cana-3812	146	28	wage	wage	NOUN
cana-3812	146	29	policies	policy	NOUN
cana-3812	146	30	.	.	PUNCT
cana-3812	147	1	communications	communication	NOUN
cana-3812	147	2	on	on	ADP
cana-3812	147	3	applied	apply	VERB
cana-3812	147	4	nonlinear	nonlinear	ADJ
cana-3812	147	5	analysis	analysis	NOUN
cana-3812	147	6	issn	issn	NOUN
cana-3812	147	7	:	:	PUNCT
cana-3812	147	8	1074	1074	NUM
cana-3812	147	9	-	-	PUNCT
cana-3812	147	10	133x	133x	NUM
cana-3812	147	11	vol	vol	NOUN
cana-3812	147	12	32	32	NUM
cana-3812	147	13	no	no	NOUN
cana-3812	147	14	.	.	PUNCT
cana-3812	148	1	8s	8s	PROPN
cana-3812	148	2	(	(	PUNCT
cana-3812	148	3	2025	2025	NUM
cana-3812	148	4	)	)	PUNCT
cana-3812	148	5	787	787	NUM
cana-3812	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-3812	148	7	acknowledgment	acknowledgment	NOUN
cana-3812	148	8	we	we	PRON
cana-3812	148	9	would	would	AUX
cana-3812	148	10	like	like	VERB
cana-3812	148	11	to	to	PART
cana-3812	148	12	express	express	VERB
cana-3812	148	13	our	our	PRON
cana-3812	148	14	gratitude	gratitude	NOUN
cana-3812	148	15	to	to	ADP
cana-3812	148	16	all	all	DET
cana-3812	148	17	individuals	individual	NOUN
cana-3812	148	18	and	and	CCONJ
cana-3812	148	19	organizations	organization	NOUN
cana-3812	148	20	that	that	PRON
cana-3812	148	21	contributed	contribute	VERB
cana-3812	148	22	to	to	ADP
cana-3812	148	23	this	this	DET
cana-3812	148	24	research	research	NOUN
cana-3812	148	25	.	.	PUNCT
cana-3812	149	1	additionally	additionally	ADV
cana-3812	149	2	,	,	PUNCT
cana-3812	149	3	we	we	PRON
cana-3812	149	4	acknowledge	acknowledge	VERB
cana-3812	149	5	the	the	DET
cana-3812	149	6	data	datum	NOUN
cana-3812	149	7	sources	source	NOUN
cana-3812	149	8	and	and	CCONJ
cana-3812	149	9	tools	tool	NOUN
cana-3812	149	10	used	use	VERB
cana-3812	149	11	,	,	PUNCT
cana-3812	149	12	which	which	PRON
cana-3812	149	13	played	play	VERB
cana-3812	149	14	a	a	DET
cana-3812	149	15	critical	critical	ADJ
cana-3812	149	16	role	role	NOUN
cana-3812	149	17	in	in	ADP
cana-3812	149	18	facilitating	facilitate	VERB
cana-3812	149	19	our	our	PRON
cana-3812	149	20	analysis	analysis	NOUN
cana-3812	149	21	.	.	PUNCT
cana-3812	150	1	this	this	DET
cana-3812	150	2	study	study	NOUN
cana-3812	150	3	would	would	AUX
cana-3812	150	4	not	not	PART
cana-3812	150	5	have	have	AUX
cana-3812	150	6	been	be	AUX
cana-3812	150	7	possible	possible	ADJ
cana-3812	150	8	without	without	ADP
cana-3812	150	9	the	the	DET
cana-3812	150	10	collaboration	collaboration	NOUN
cana-3812	150	11	and	and	CCONJ
cana-3812	150	12	insights	insight	NOUN
cana-3812	150	13	shared	share	VERB
cana-3812	150	14	by	by	ADP
cana-3812	150	15	everyone	everyone	PRON
cana-3812	150	16	involved	involve	VERB
cana-3812	150	17	.	.	PUNCT
cana-3812	151	1	references	reference	NOUN
cana-3812	151	2	[	[	X
cana-3812	151	3	1	1	X
cana-3812	151	4	]	]	PUNCT
cana-3812	151	5	j.	j.	PROPN
cana-3812	151	6	mincer	mincer	PROPN
cana-3812	151	7	,	,	PUNCT
cana-3812	151	8	schooling	schooling	NOUN
cana-3812	151	9	,	,	PUNCT
cana-3812	151	10	experience	experience	NOUN
cana-3812	151	11	,	,	PUNCT
cana-3812	151	12	and	and	CCONJ
cana-3812	151	13	earnings	earning	NOUN
cana-3812	151	14	.	.	PUNCT
cana-3812	152	1	national	national	PROPN
cana-3812	152	2	bureau	bureau	PROPN
cana-3812	152	3	of	of	ADP
cana-3812	152	4	economic	economic	ADJ
cana-3812	152	5	research	research	NOUN
cana-3812	152	6	,	,	PUNCT
cana-3812	152	7	1974	1974	NUM
cana-3812	152	8	.	.	PUNCT
cana-3812	153	1	[	[	X
cana-3812	153	2	2	2	NUM
cana-3812	153	3	]	]	PUNCT
cana-3812	153	4	c.	c.	PROPN
cana-3812	153	5	thropp	thropp	PROPN
cana-3812	153	6	and	and	CCONJ
cana-3812	153	7	m.	m.	NOUN
cana-3812	153	8	wideronn,¨	wideronn,¨	NOUN
cana-3812	153	9	“	"	PUNCT
cana-3812	153	10	the	the	DET
cana-3812	153	11	effect	effect	NOUN
cana-3812	153	12	of	of	ADP
cana-3812	153	13	education	education	NOUN
cana-3812	153	14	on	on	ADP
cana-3812	153	15	income	income	NOUN
cana-3812	153	16	,	,	PUNCT
cana-3812	153	17	”	"	PUNCT
cana-3812	153	18	diva	diva	NOUN
cana-3812	153	19	portal	portal	NOUN
cana-3812	153	20	,	,	PUNCT
cana-3812	153	21	2020	2020	NUM
cana-3812	153	22	.	.	PUNCT
cana-3812	154	1	[	[	X
cana-3812	154	2	3	3	X
cana-3812	154	3	]	]	X
cana-3812	154	4	d.	d.	PROPN
cana-3812	154	5	coady	coady	PROPN
cana-3812	154	6	and	and	CCONJ
cana-3812	154	7	a.	a.	NOUN
cana-3812	154	8	dizioli	dizioli	NOUN
cana-3812	154	9	,	,	PUNCT
cana-3812	154	10	“	"	PUNCT
cana-3812	154	11	income	income	NOUN
cana-3812	154	12	inequality	inequality	NOUN
cana-3812	154	13	and	and	CCONJ
cana-3812	154	14	education	education	NOUN
cana-3812	154	15	:	:	PUNCT
cana-3812	154	16	a	a	DET
cana-3812	154	17	review	review	NOUN
cana-3812	154	18	of	of	ADP
cana-3812	154	19	the	the	DET
cana-3812	154	20	evidence	evidence	NOUN
cana-3812	154	21	,	,	PUNCT
cana-3812	154	22	”	"	PUNCT
cana-3812	154	23	international	international	ADJ
cana-3812	154	24	monetary	monetary	ADJ
cana-3812	154	25	fund	fund	NOUN
cana-3812	154	26	working	working	PROPN
cana-3812	154	27	paper	paper	NOUN
cana-3812	154	28	wp/18/65	wp/18/65	PROPN
cana-3812	154	29	,	,	PUNCT
cana-3812	154	30	2018	2018	NUM
cana-3812	154	31	.	.	PUNCT
cana-3812	155	1	[	[	X
cana-3812	155	2	4	4	NUM
cana-3812	155	3	]	]	PUNCT
cana-3812	155	4	a.	a.	NOUN
cana-3812	155	5	keller	keller	PROPN
cana-3812	155	6	,	,	PUNCT
cana-3812	155	7	“	"	PUNCT
cana-3812	155	8	constructing	construct	VERB
cana-3812	155	9	socio	socio	NOUN
cana-3812	155	10	-	-	PUNCT
cana-3812	155	11	economic	economic	ADJ
cana-3812	155	12	status	status	NOUN
cana-3812	155	13	indices	indice	VERB
cana-3812	155	14	:	:	PUNCT
cana-3812	155	15	how	how	SCONJ
cana-3812	155	16	to	to	PART
cana-3812	155	17	use	use	VERB
cana-3812	155	18	principal	principal	ADJ
cana-3812	155	19	components	component	NOUN
cana-3812	155	20	analysis	analysis	NOUN
cana-3812	155	21	,	,	PUNCT
cana-3812	155	22	”	"	PUNCT
cana-3812	155	23	health	health	NOUN
cana-3812	155	24	policy	policy	NOUN
cana-3812	155	25	,	,	PUNCT
cana-3812	155	26	vol	vol	NOUN
cana-3812	155	27	.	.	PROPN
cana-3812	155	28	21	21	NUM
cana-3812	155	29	,	,	PUNCT
cana-3812	155	30	no	no	INTJ
cana-3812	155	31	.	.	NOUN
cana-3812	155	32	6	6	NUM
cana-3812	155	33	,	,	PUNCT
cana-3812	155	34	pp	pp	ADJ
cana-3812	155	35	.	.	PUNCT
cana-3812	156	1	459–469	459–469	NUM
cana-3812	156	2	,	,	PUNCT
cana-3812	156	3	2008	2008	NUM
cana-3812	156	4	.	.	PUNCT
cana-3812	157	1	[	[	X
cana-3812	157	2	5	5	X
cana-3812	157	3	]	]	PUNCT
cana-3812	157	4	j.	j.	PROPN
cana-3812	157	5	knight	knight	PROPN
cana-3812	157	6	and	and	CCONJ
cana-3812	157	7	r.	r.	PROPN
cana-3812	157	8	sabot	sabot	PROPN
cana-3812	157	9	,	,	PUNCT
cana-3812	157	10	education	education	NOUN
cana-3812	157	11	,	,	PUNCT
cana-3812	157	12	productivity	productivity	NOUN
cana-3812	157	13	and	and	CCONJ
cana-3812	157	14	inequality	inequality	NOUN
cana-3812	157	15	:	:	PUNCT
cana-3812	157	16	the	the	DET
cana-3812	157	17	east	east	ADJ
cana-3812	157	18	african	african	ADJ
cana-3812	157	19	evidence	evidence	NOUN
cana-3812	157	20	.	.	PUNCT
cana-3812	158	1	oxford	oxford	PROPN
cana-3812	158	2	university	university	PROPN
cana-3812	158	3	press	press	NOUN
cana-3812	158	4	,	,	PUNCT
cana-3812	158	5	1983	1983	NUM
cana-3812	158	6	.	.	PUNCT
cana-3812	159	1	[	[	X
cana-3812	159	2	6	6	NUM
cana-3812	159	3	]	]	PUNCT
cana-3812	159	4	a.	a.	NOUN
cana-3812	159	5	m.	m.	PROPN
cana-3812	159	6	spence	spence	PROPN
cana-3812	159	7	,	,	PUNCT
cana-3812	159	8	“	"	PUNCT
cana-3812	159	9	job	job	NOUN
cana-3812	159	10	market	market	NOUN
cana-3812	159	11	signaling	signal	VERB
cana-3812	159	12	,	,	PUNCT
cana-3812	159	13	”	"	PUNCT
cana-3812	159	14	quarterly	quarterly	ADJ
cana-3812	159	15	journal	journal	NOUN
cana-3812	159	16	of	of	ADP
cana-3812	159	17	economics	economic	NOUN
cana-3812	159	18	,	,	PUNCT
cana-3812	159	19	vol	vol	NOUN
cana-3812	159	20	.	.	PROPN
cana-3812	159	21	87	87	NUM
cana-3812	159	22	,	,	PUNCT
cana-3812	159	23	no	no	INTJ
cana-3812	159	24	.	.	NOUN
cana-3812	159	25	3	3	NUM
cana-3812	159	26	,	,	PUNCT
cana-3812	159	27	pp	pp	ADJ
cana-3812	159	28	.	.	PUNCT
cana-3812	160	1	355–374	355–374	NUM
cana-3812	160	2	,	,	PUNCT
cana-3812	160	3	1973	1973	NUM
cana-3812	160	4	.	.	PUNCT
cana-3812	161	1	[	[	X
cana-3812	161	2	7	7	X
cana-3812	161	3	]	]	X
cana-3812	161	4	h.	h.	PROPN
cana-3812	161	5	yang	yang	PROPN
cana-3812	161	6	and	and	CCONJ
cana-3812	161	7	l.	l.	PROPN
cana-3812	161	8	d.	d.	PROPN
cana-3812	161	9	qiu	qiu	PROPN
cana-3812	161	10	,	,	PUNCT
cana-3812	161	11	“	"	PUNCT
cana-3812	161	12	parental	parental	ADJ
cana-3812	161	13	investment	investment	NOUN
cana-3812	161	14	in	in	ADP
cana-3812	161	15	education	education	NOUN
cana-3812	161	16	:	:	PUNCT
cana-3812	161	17	evidence	evidence	NOUN
cana-3812	161	18	from	from	ADP
cana-3812	161	19	china	china	PROPN
cana-3812	161	20	,	,	PUNCT
cana-3812	161	21	”	"	PUNCT
cana-3812	161	22	journal	journal	NOUN
cana-3812	161	23	of	of	ADP
cana-3812	161	24	economic	economic	ADJ
cana-3812	161	25	studies	study	NOUN
cana-3812	161	26	,	,	PUNCT
cana-3812	161	27	vol	vol	NOUN
cana-3812	161	28	.	.	PROPN
cana-3812	161	29	43	43	NUM
cana-3812	161	30	,	,	PUNCT
cana-3812	161	31	no	no	INTJ
cana-3812	161	32	.	.	NOUN
cana-3812	161	33	5	5	NUM
cana-3812	161	34	,	,	PUNCT
cana-3812	161	35	pp	pp	ADJ
cana-3812	161	36	.	.	PUNCT
cana-3812	161	37	1049–1060	1049–1060	NUM
cana-3812	161	38	,	,	PUNCT
cana-3812	161	39	2016	2016	NUM
cana-3812	161	40	.	.	PUNCT
cana-3812	162	1	[	[	X
cana-3812	162	2	8	8	NUM
cana-3812	162	3	]	]	X
cana-3812	162	4	blau	blau	PROPN
cana-3812	162	5	,	,	PUNCT
cana-3812	162	6	f.	f.	PROPN
cana-3812	162	7	d.	d.	PROPN
cana-3812	162	8	,	,	PUNCT
cana-3812	162	9	&	&	CCONJ
cana-3812	162	10	kahn	kahn	PROPN
cana-3812	162	11	,	,	PUNCT
cana-3812	162	12	l.	l.	PROPN
cana-3812	162	13	m.	m.	PROPN
cana-3812	162	14	(	(	PUNCT
cana-3812	162	15	2016	2016	NUM
cana-3812	162	16	)	)	PUNCT
cana-3812	162	17	.	.	PUNCT
cana-3812	163	1	the	the	DET
cana-3812	163	2	gender	gender	NOUN
cana-3812	163	3	wage	wage	NOUN
cana-3812	163	4	gap	gap	NOUN
cana-3812	163	5	.	.	PUNCT
cana-3812	164	1	journal	journal	PROPN
cana-3812	164	2	of	of	ADP
cana-3812	164	3	economic	economic	ADJ
cana-3812	164	4	perspectives	perspective	NOUN
cana-3812	164	5	,	,	PUNCT
cana-3812	164	6	30(2	30(2	NUM
cana-3812	164	7	)	)	PUNCT
cana-3812	164	8	,	,	PUNCT
cana-3812	164	9	3–28	3–28	PROPN
cana-3812	164	10	.	.	PUNCT