id	sid	tid	token	lemma	pos
easat-4182	1	1	edelweiss	edelweiss	PROPN
easat-4182	1	2	applied	apply	VERB
easat-4182	1	3	science	science	NOUN
easat-4182	1	4	and	and	CCONJ
easat-4182	1	5	technology	technology	NOUN
easat-4182	1	6	issn	issn	PROPN
easat-4182	1	7	:	:	PUNCT
easat-4182	1	8	2576	2576	NUM
easat-4182	1	9	-	-	SYM
easat-4182	1	10	8484	8484	NUM
easat-4182	1	11	vol	vol	NOUN
easat-4182	1	12	.	.	PROPN
easat-4182	2	1	9	9	NUM
easat-4182	2	2	,	,	PUNCT
easat-4182	2	3	no	no	INTJ
easat-4182	2	4	.	.	NOUN
easat-4182	2	5	1	1	NUM
easat-4182	2	6	,	,	PUNCT
easat-4182	2	7	546	546	NUM
easat-4182	2	8	-	-	SYM
easat-4182	2	9	563	563	NUM
easat-4182	2	10	2025	2025	NUM
easat-4182	2	11	publisher	publisher	NOUN
easat-4182	2	12	:	:	PUNCT
easat-4182	2	13	learning	learn	VERB
easat-4182	2	14	gate	gate	NOUN
easat-4182	2	15	doi	doi	PROPN
easat-4182	2	16	:	:	PUNCT
easat-4182	2	17	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	2	18	©	©	PROPN
easat-4182	2	19	2025	2025	NUM
easat-4182	2	20	by	by	ADP
easat-4182	2	21	the	the	DET
easat-4182	2	22	authors	author	NOUN
easat-4182	2	23	;	;	PUNCT
easat-4182	2	24	licensee	licensee	PROPN
easat-4182	2	25	learning	learning	NOUN
easat-4182	2	26	gate	gate	NOUN
easat-4182	2	27	©	©	PROPN
easat-4182	2	28	2025	2025	NUM
easat-4182	2	29	by	by	ADP
easat-4182	2	30	the	the	DET
easat-4182	2	31	authors	author	NOUN
easat-4182	2	32	;	;	PUNCT
easat-4182	2	33	licensee	licensee	PROPN
easat-4182	2	34	learning	learning	NOUN
easat-4182	2	35	gate	gate	NOUN
easat-4182	2	36	history	history	NOUN
easat-4182	2	37	:	:	PUNCT
easat-4182	2	38	received	receive	VERB
easat-4182	2	39	:	:	PUNCT
easat-4182	2	40	4	4	NUM
easat-4182	2	41	december	december	PROPN
easat-4182	2	42	2024	2024	NUM
easat-4182	2	43	;	;	PUNCT
easat-4182	2	44	revised	revise	VERB
easat-4182	2	45	:	:	PUNCT
easat-4182	2	46	27	27	NUM
easat-4182	2	47	december	december	PROPN
easat-4182	2	48	2024	2024	NUM
easat-4182	2	49	;	;	PUNCT
easat-4182	2	50	accepted	accept	VERB
easat-4182	2	51	:	:	PUNCT
easat-4182	2	52	3	3	NUM
easat-4182	2	53	january	january	NOUN
easat-4182	2	54	2025	2025	NUM
easat-4182	2	55	;	;	PUNCT
easat-4182	2	56	published	publish	VERB
easat-4182	2	57	:	:	PUNCT
easat-4182	2	58	10	10	NUM
easat-4182	2	59	january	january	PROPN
easat-4182	2	60	2025	2025	NUM
easat-4182	2	61	*	*	PUNCT
easat-4182	2	62	correspondence	correspondence	NOUN
easat-4182	2	63	:	:	PUNCT
easat-4182	2	64	nourfayad@hotmail.com	nourfayad@hotmail.com	X
easat-4182	2	65	analyzing	analyze	VERB
easat-4182	2	66	the	the	DET
easat-4182	2	67	impact	impact	NOUN
easat-4182	2	68	of	of	ADP
easat-4182	2	69	higher	high	ADJ
easat-4182	2	70	education	education	NOUN
easat-4182	2	71	on	on	ADP
easat-4182	2	72	economic	economic	ADJ
easat-4182	2	73	growth	growth	NOUN
easat-4182	2	74	in	in	ADP
easat-4182	2	75	qatar	qatar	PROPN
easat-4182	2	76	jessica	jessica	PROPN
easat-4182	2	77	abou	abou	PROPN
easat-4182	2	78	mrad1	mrad1	PROPN
easat-4182	2	79	,	,	PUNCT
easat-4182	2	80	nour	nour	PROPN
easat-4182	2	81	mohamad	mohamad	PROPN
easat-4182	2	82	fayad2	fayad2	PROPN
easat-4182	2	83	*	*	PROPN
easat-4182	2	84	,	,	PUNCT
easat-4182	2	85	hala	hala	PROPN
easat-4182	2	86	zeineh3	zeineh3	PROPN
easat-4182	3	1	1modern	1modern	NUM
easat-4182	3	2	university	university	NOUN
easat-4182	3	3	for	for	ADP
easat-4182	3	4	business	business	NOUN
easat-4182	3	5	and	and	CCONJ
easat-4182	3	6	science	science	NOUN
easat-4182	3	7	,	,	PUNCT
easat-4182	3	8	faculty	faculty	NOUN
easat-4182	3	9	of	of	ADP
easat-4182	3	10	business	business	PROPN
easat-4182	3	11	administration	administration	PROPN
easat-4182	3	12	,	,	PUNCT
easat-4182	3	13	department	department	NOUN
easat-4182	3	14	of	of	ADP
easat-4182	3	15	economics	economic	NOUN
easat-4182	3	16	,	,	PUNCT
easat-4182	3	17	beirut	beirut	PROPN
easat-4182	3	18	-	-	PUNCT
easat-4182	3	19	lebanon	lebanon	PROPN
easat-4182	3	20	;	;	PUNCT
easat-4182	3	21	adjunct	adjunct	PROPN
easat-4182	3	22	professor	professor	NOUN
easat-4182	3	23	,	,	PUNCT
easat-4182	3	24	lebanese	lebanese	ADJ
easat-4182	3	25	university	university	NOUN
easat-4182	3	26	,	,	PUNCT
easat-4182	3	27	faculty	faculty	NOUN
easat-4182	3	28	of	of	ADP
easat-4182	3	29	business	business	PROPN
easat-4182	3	30	administration	administration	PROPN
easat-4182	3	31	,	,	PUNCT
easat-4182	3	32	department	department	NOUN
easat-4182	3	33	of	of	ADP
easat-4182	3	34	economics	economic	NOUN
easat-4182	3	35	,	,	PUNCT
easat-4182	3	36	beirut	beirut	PROPN
easat-4182	3	37	-	-	PUNCT
easat-4182	3	38	lebanon	lebanon	PROPN
easat-4182	3	39	;	;	PUNCT
easat-4182	3	40	jaboumrad@mubs.edu.lb	jaboumrad@mubs.edu.lb	PROPN
easat-4182	3	41	(	(	PUNCT
easat-4182	3	42	j.a.m	j.a.m	PROPN
easat-4182	3	43	.	.	PUNCT
easat-4182	3	44	)	)	PUNCT
easat-4182	3	45	.	.	PUNCT
easat-4182	4	1	2instructor	2instructor	NUM
easat-4182	4	2	,	,	PUNCT
easat-4182	4	3	lebanese	lebanese	ADJ
easat-4182	4	4	international	international	ADJ
easat-4182	4	5	university	university	NOUN
easat-4182	4	6	,	,	PUNCT
easat-4182	4	7	faculty	faculty	NOUN
easat-4182	4	8	of	of	ADP
easat-4182	4	9	business	business	PROPN
easat-4182	4	10	administration	administration	PROPN
easat-4182	4	11	,	,	PUNCT
easat-4182	4	12	department	department	NOUN
easat-4182	4	13	of	of	ADP
easat-4182	4	14	economics	economic	NOUN
easat-4182	4	15	,	,	PUNCT
easat-4182	4	16	beirutlebanon	beirutlebanon	NOUN
easat-4182	4	17	;	;	PUNCT
easat-4182	4	18	instructor	instructor	NOUN
easat-4182	4	19	,	,	PUNCT
easat-4182	4	20	al	al	PROPN
easat-4182	4	21	maaref	maaref	PROPN
easat-4182	4	22	university	university	PROPN
easat-4182	4	23	,	,	PUNCT
easat-4182	4	24	faculty	faculty	NOUN
easat-4182	4	25	of	of	ADP
easat-4182	4	26	business	business	PROPN
easat-4182	4	27	administration	administration	PROPN
easat-4182	4	28	,	,	PUNCT
easat-4182	4	29	department	department	NOUN
easat-4182	4	30	of	of	ADP
easat-4182	4	31	economics	economic	NOUN
easat-4182	4	32	,	,	PUNCT
easat-4182	4	33	beirut	beirut	PROPN
easat-4182	4	34	-	-	PUNCT
easat-4182	4	35	lebanon	lebanon	PROPN
easat-4182	4	36	;	;	PUNCT
easat-4182	4	37	nourfayad@hotmail.com	nourfayad@hotmail.com	X
easat-4182	4	38	(	(	PUNCT
easat-4182	4	39	n.m.f	n.m.f	PROPN
easat-4182	4	40	.	.	PUNCT
easat-4182	4	41	)	)	PUNCT
easat-4182	4	42	.	.	PUNCT
easat-4182	5	1	3researcher	3researcher	X
easat-4182	5	2	,	,	PUNCT
easat-4182	5	3	conservatoire	conservatoire	PROPN
easat-4182	5	4	national	national	PROPN
easat-4182	5	5	des	des	PROPN
easat-4182	5	6	arts	arts	PROPN
easat-4182	5	7	et	et	PROPN
easat-4182	5	8	métiers	métier	NOUN
easat-4182	5	9	(	(	PUNCT
easat-4182	5	10	le	le	X
easat-4182	5	11	cnam	cnam	PROPN
easat-4182	5	12	)	)	PUNCT
easat-4182	5	13	,	,	PUNCT
easat-4182	5	14	beirut	beirut	PROPN
easat-4182	5	15	-	-	PUNCT
easat-4182	5	16	lebanon	lebanon	PROPN
easat-4182	5	17	;	;	PUNCT
easat-4182	5	18	halazeineh_85@hotmail.com	halazeineh_85@hotmail.com	X
easat-4182	5	19	(	(	PUNCT
easat-4182	5	20	h.z	h.z	PROPN
easat-4182	5	21	.	.	PROPN
easat-4182	5	22	)	)	PUNCT
easat-4182	5	23	.	.	PUNCT
easat-4182	6	1	abstract	abstract	ADV
easat-4182	6	2	:	:	PUNCT
easat-4182	6	3	the	the	DET
easat-4182	6	4	complex	complex	ADJ
easat-4182	6	5	interaction	interaction	NOUN
easat-4182	6	6	of	of	ADP
easat-4182	6	7	higher	high	ADJ
easat-4182	6	8	education	education	NOUN
easat-4182	6	9	and	and	CCONJ
easat-4182	6	10	economic	economic	ADJ
easat-4182	6	11	growth	growth	NOUN
easat-4182	6	12	has	have	AUX
easat-4182	6	13	,	,	PUNCT
easat-4182	6	14	in	in	ADP
easat-4182	6	15	recent	recent	ADJ
easat-4182	6	16	years	year	NOUN
easat-4182	6	17	,	,	PUNCT
easat-4182	6	18	become	become	VERB
easat-4182	6	19	a	a	DET
easat-4182	6	20	significant	significant	ADJ
easat-4182	6	21	issue	issue	NOUN
easat-4182	6	22	of	of	ADP
easat-4182	6	23	international	international	ADJ
easat-4182	6	24	concern	concern	NOUN
easat-4182	6	25	.	.	PUNCT
easat-4182	7	1	in	in	ADP
easat-4182	7	2	this	this	DET
easat-4182	7	3	regard	regard	NOUN
easat-4182	7	4	,	,	PUNCT
easat-4182	7	5	higher	high	ADJ
easat-4182	7	6	education	education	NOUN
easat-4182	7	7	and	and	CCONJ
easat-4182	7	8	economic	economic	ADJ
easat-4182	7	9	development	development	NOUN
easat-4182	7	10	in	in	ADP
easat-4182	7	11	qatar	qatar	PROPN
easat-4182	7	12	,	,	PUNCT
easat-4182	7	13	which	which	PRON
easat-4182	7	14	is	be	AUX
easat-4182	7	15	undergoing	undergo	VERB
easat-4182	7	16	one	one	NUM
easat-4182	7	17	of	of	ADP
easat-4182	7	18	the	the	DET
easat-4182	7	19	most	most	ADV
easat-4182	7	20	rapid	rapid	ADJ
easat-4182	7	21	economic	economic	ADJ
easat-4182	7	22	transformations	transformation	NOUN
easat-4182	7	23	,	,	PUNCT
easat-4182	7	24	are	be	AUX
easat-4182	7	25	discussed	discuss	VERB
easat-4182	7	26	in	in	ADP
easat-4182	7	27	terms	term	NOUN
easat-4182	7	28	of	of	ADP
easat-4182	7	29	dynamics	dynamic	NOUN
easat-4182	7	30	,	,	PUNCT
easat-4182	7	31	challenges	challenge	NOUN
easat-4182	7	32	,	,	PUNCT
easat-4182	7	33	and	and	CCONJ
easat-4182	7	34	opportunities	opportunity	NOUN
easat-4182	7	35	.	.	PUNCT
easat-4182	8	1	this	this	DET
easat-4182	8	2	research	research	NOUN
easat-4182	8	3	encompasses	encompass	VERB
easat-4182	8	4	the	the	DET
easat-4182	8	5	role	role	NOUN
easat-4182	8	6	of	of	ADP
easat-4182	8	7	the	the	DET
easat-4182	8	8	state	state	NOUN
easat-4182	8	9	of	of	ADP
easat-4182	8	10	qatar	qatar	PROPN
easat-4182	8	11	's	's	PART
easat-4182	8	12	educational	educational	ADJ
easat-4182	8	13	system	system	NOUN
easat-4182	8	14	in	in	ADP
easat-4182	8	15	highlighting	highlight	VERB
easat-4182	8	16	its	its	PRON
easat-4182	8	17	strengths	strength	NOUN
easat-4182	8	18	,	,	PUNCT
easat-4182	8	19	besides	besides	SCONJ
easat-4182	8	20	challenges	challenge	NOUN
easat-4182	8	21	faced	face	VERB
easat-4182	8	22	by	by	ADP
easat-4182	8	23	learners	learner	NOUN
easat-4182	8	24	,	,	PUNCT
easat-4182	8	25	especially	especially	ADV
easat-4182	8	26	those	those	PRON
easat-4182	8	27	aggravated	aggravate	VERB
easat-4182	8	28	by	by	ADP
easat-4182	8	29	the	the	DET
easat-4182	8	30	covid-19	covid-19	PROPN
easat-4182	8	31	pandemic	pandemic	NOUN
easat-4182	8	32	,	,	PUNCT
easat-4182	8	33	through	through	ADP
easat-4182	8	34	critical	critical	ADJ
easat-4182	8	35	areas	area	NOUN
easat-4182	8	36	like	like	ADP
easat-4182	8	37	research	research	NOUN
easat-4182	8	38	-	-	PUNCT
easat-4182	8	39	based	base	VERB
easat-4182	8	40	educational	educational	ADJ
easat-4182	8	41	practices	practice	NOUN
easat-4182	8	42	,	,	PUNCT
easat-4182	8	43	increased	increase	VERB
easat-4182	8	44	parental	parental	ADJ
easat-4182	8	45	involvement	involvement	NOUN
easat-4182	8	46	in	in	ADP
easat-4182	8	47	education	education	NOUN
easat-4182	8	48	,	,	PUNCT
easat-4182	8	49	and	and	CCONJ
easat-4182	8	50	professional	professional	ADJ
easat-4182	8	51	development	development	NOUN
easat-4182	8	52	of	of	ADP
easat-4182	8	53	educators	educator	NOUN
easat-4182	8	54	.	.	PUNCT
easat-4182	9	1	the	the	DET
easat-4182	9	2	data	data	PROPN
easat-4182	9	3	series	series	NOUN
easat-4182	9	4	employed	employ	VERB
easat-4182	9	5	in	in	ADP
easat-4182	9	6	the	the	DET
easat-4182	9	7	present	present	ADJ
easat-4182	9	8	study	study	NOUN
easat-4182	9	9	are	be	AUX
easat-4182	9	10	from	from	ADP
easat-4182	9	11	the	the	DET
easat-4182	9	12	years	year	NOUN
easat-4182	9	13	2000	2000	NUM
easat-4182	9	14	to	to	ADP
easat-4182	9	15	2022	2022	NUM
easat-4182	9	16	and	and	CCONJ
easat-4182	9	17	test	test	VERB
easat-4182	9	18	key	key	ADJ
easat-4182	9	19	variables	variable	NOUN
easat-4182	9	20	,	,	PUNCT
easat-4182	9	21	including	include	VERB
easat-4182	9	22	graduate	graduate	ADJ
easat-4182	9	23	employment	employment	NOUN
easat-4182	9	24	rates	rate	NOUN
easat-4182	9	25	,	,	PUNCT
easat-4182	9	26	gdp	gdp	NOUN
easat-4182	9	27	,	,	PUNCT
easat-4182	9	28	income	income	NOUN
easat-4182	9	29	inequality	inequality	NOUN
easat-4182	9	30	,	,	PUNCT
easat-4182	9	31	foreign	foreign	ADJ
easat-4182	9	32	direct	direct	ADJ
easat-4182	9	33	investment	investment	NOUN
easat-4182	9	34	,	,	PUNCT
easat-4182	9	35	industry	industry	NOUN
easat-4182	9	36	-	-	PUNCT
easat-4182	9	37	academia	academia	NOUN
easat-4182	9	38	collaboration	collaboration	NOUN
easat-4182	9	39	,	,	PUNCT
easat-4182	9	40	innovation	innovation	NOUN
easat-4182	9	41	,	,	PUNCT
easat-4182	9	42	educational	educational	ADJ
easat-4182	9	43	attainment	attainment	NOUN
easat-4182	9	44	,	,	PUNCT
easat-4182	9	45	and	and	CCONJ
easat-4182	9	46	labor	labor	NOUN
easat-4182	9	47	force	force	NOUN
easat-4182	9	48	skills	skill	NOUN
easat-4182	9	49	.	.	PUNCT
easat-4182	10	1	as	as	ADP
easat-4182	10	2	such	such	ADJ
easat-4182	10	3	,	,	PUNCT
easat-4182	10	4	it	it	PRON
easat-4182	10	5	becomes	become	VERB
easat-4182	10	6	evident	evident	ADJ
easat-4182	10	7	that	that	SCONJ
easat-4182	10	8	about	about	ADV
easat-4182	10	9	66.5	66.5	NUM
easat-4182	10	10	%	%	NOUN
easat-4182	10	11	of	of	ADP
easat-4182	10	12	the	the	DET
easat-4182	10	13	variability	variability	NOUN
easat-4182	10	14	in	in	ADP
easat-4182	10	15	the	the	DET
easat-4182	10	16	gdp	gdp	NOUN
easat-4182	10	17	of	of	ADP
easat-4182	10	18	qatar	qatar	PROPN
easat-4182	10	19	can	can	AUX
easat-4182	10	20	be	be	AUX
easat-4182	10	21	explained	explain	VERB
easat-4182	10	22	by	by	ADP
easat-4182	10	23	the	the	DET
easat-4182	10	24	type	type	NOUN
easat-4182	10	25	of	of	ADP
easat-4182	10	26	these	these	DET
easat-4182	10	27	predictors	predictor	NOUN
easat-4182	10	28	,	,	PUNCT
easat-4182	10	29	whereas	whereas	SCONJ
easat-4182	10	30	on	on	ADP
easat-4182	10	31	the	the	DET
easat-4182	10	32	positive	positive	ADJ
easat-4182	10	33	axis	axis	NOUN
easat-4182	10	34	,	,	PUNCT
easat-4182	10	35	employment	employment	NOUN
easat-4182	10	36	rates	rate	NOUN
easat-4182	10	37	,	,	PUNCT
easat-4182	10	38	labor	labor	NOUN
easat-4182	10	39	force	force	NOUN
easat-4182	10	40	skills	skill	NOUN
easat-4182	10	41	,	,	PUNCT
easat-4182	10	42	and	and	CCONJ
easat-4182	10	43	gdp	gdp	NOUN
easat-4182	10	44	are	be	AUX
easat-4182	10	45	positively	positively	ADV
easat-4182	10	46	related	relate	VERB
easat-4182	10	47	.	.	PUNCT
easat-4182	11	1	on	on	ADP
easat-4182	11	2	the	the	DET
easat-4182	11	3	other	other	ADJ
easat-4182	11	4	hand	hand	NOUN
easat-4182	11	5	,	,	PUNCT
easat-4182	11	6	negative	negative	ADJ
easat-4182	11	7	correlations	correlation	NOUN
easat-4182	11	8	between	between	ADP
easat-4182	11	9	industry	industry	NOUN
easat-4182	11	10	-	-	PUNCT
easat-4182	11	11	academia	academia	NOUN
easat-4182	11	12	collaboration	collaboration	NOUN
easat-4182	11	13	and	and	CCONJ
easat-4182	11	14	educational	educational	ADJ
easat-4182	11	15	attainment	attainment	NOUN
easat-4182	11	16	do	do	AUX
easat-4182	11	17	suggest	suggest	VERB
easat-4182	11	18	that	that	SCONJ
easat-4182	11	19	more	more	ADV
easat-4182	11	20	nuanced	nuanced	ADJ
easat-4182	11	21	policy	policy	NOUN
easat-4182	11	22	interventions	intervention	NOUN
easat-4182	11	23	will	will	AUX
easat-4182	11	24	be	be	AUX
easat-4182	11	25	called	call	VERB
easat-4182	11	26	for	for	ADP
easat-4182	11	27	to	to	PART
easat-4182	11	28	maximize	maximize	VERB
easat-4182	11	29	the	the	DET
easat-4182	11	30	benefit	benefit	NOUN
easat-4182	11	31	of	of	ADP
easat-4182	11	32	higher	high	ADJ
easat-4182	11	33	education	education	NOUN
easat-4182	11	34	for	for	ADP
easat-4182	11	35	economic	economic	ADJ
easat-4182	11	36	growth	growth	NOUN
easat-4182	11	37	.	.	PUNCT
easat-4182	12	1	the	the	DET
easat-4182	12	2	findings	finding	NOUN
easat-4182	12	3	should	should	AUX
easat-4182	12	4	have	have	VERB
easat-4182	12	5	useful	useful	ADJ
easat-4182	12	6	implications	implication	NOUN
easat-4182	12	7	for	for	ADP
easat-4182	12	8	policymakers	policymaker	NOUN
easat-4182	12	9	in	in	ADP
easat-4182	12	10	pursuit	pursuit	NOUN
easat-4182	12	11	of	of	ADP
easat-4182	12	12	increasing	increase	VERB
easat-4182	12	13	the	the	DET
easat-4182	12	14	role	role	NOUN
easat-4182	12	15	of	of	ADP
easat-4182	12	16	the	the	DET
easat-4182	12	17	education	education	NOUN
easat-4182	12	18	sector	sector	NOUN
easat-4182	12	19	in	in	ADP
easat-4182	12	20	qatar	qatar	PROPN
easat-4182	12	21	's	's	PART
easat-4182	12	22	economic	economic	ADJ
easat-4182	12	23	development	development	NOUN
easat-4182	12	24	.	.	PUNCT
easat-4182	13	1	keywords	keyword	NOUN
easat-4182	13	2	:	:	PUNCT
easat-4182	13	3	economic	economic	ADJ
easat-4182	13	4	growth	growth	NOUN
easat-4182	13	5	,	,	PUNCT
easat-4182	13	6	higher	high	ADJ
easat-4182	13	7	education	education	NOUN
easat-4182	13	8	,	,	PUNCT
easat-4182	13	9	qatar	qatar	NOUN
easat-4182	13	10	,	,	PUNCT
easat-4182	13	11	innovation	innovation	NOUN
easat-4182	13	12	.	.	PUNCT
easat-4182	14	1	jel	jel	PROPN
easat-4182	14	2	classification	classification	NOUN
easat-4182	14	3	:	:	PUNCT
easat-4182	14	4	i22	i22	NOUN
easat-4182	14	5	;	;	PUNCT
easat-4182	14	6	i25	i25	NOUN
easat-4182	14	7	;	;	PUNCT
easat-4182	14	8	i28	i28	NUM
easat-4182	14	9	;	;	PUNCT
easat-4182	14	10	o15	o15	NOUN
easat-4182	14	11	;	;	PUNCT
easat-4182	14	12	e31	e31	PROPN
easat-4182	14	13	;	;	PUNCT
easat-4182	14	14	h52	h52	NUM
easat-4182	14	15	;	;	PUNCT
easat-4182	14	16	j13	j13	NUM
easat-4182	14	17	;	;	PUNCT
easat-4182	14	18	p46	p46	NUM
easat-4182	14	19	;	;	PUNCT
easat-4182	14	20	d13	d13	NOUN
easat-4182	14	21	.	.	NOUN
easat-4182	15	1	1	1	X
easat-4182	15	2	.	.	X
easat-4182	15	3	introduction	introduction	NOUN
easat-4182	15	4	in	in	ADP
easat-4182	15	5	the	the	DET
easat-4182	15	6	last	last	ADJ
easat-4182	15	7	couple	couple	NOUN
easat-4182	15	8	of	of	ADP
easat-4182	15	9	decades	decade	NOUN
easat-4182	15	10	,	,	PUNCT
easat-4182	15	11	the	the	DET
easat-4182	15	12	interconnection	interconnection	NOUN
easat-4182	15	13	between	between	ADP
easat-4182	15	14	higher	high	ADJ
easat-4182	15	15	education	education	NOUN
easat-4182	15	16	and	and	CCONJ
easat-4182	15	17	economic	economic	ADJ
easat-4182	15	18	development	development	NOUN
easat-4182	15	19	has	have	AUX
easat-4182	15	20	received	receive	VERB
easat-4182	15	21	increased	increase	VERB
easat-4182	15	22	importance	importance	NOUN
easat-4182	15	23	around	around	ADP
easat-4182	15	24	the	the	DET
easat-4182	15	25	world	world	NOUN
easat-4182	15	26	.	.	PUNCT
easat-4182	16	1	higher	high	ADJ
easat-4182	16	2	education	education	NOUN
easat-4182	16	3	creates	create	VERB
easat-4182	16	4	the	the	DET
easat-4182	16	5	economic	economic	ADJ
easat-4182	16	6	destinies	destiny	NOUN
easat-4182	16	7	of	of	ADP
easat-4182	16	8	nations	nation	NOUN
easat-4182	16	9	,	,	PUNCT
easat-4182	16	10	particularly	particularly	ADV
easat-4182	16	11	for	for	ADP
easat-4182	16	12	countries	country	NOUN
easat-4182	16	13	like	like	ADP
easat-4182	16	14	qatar	qatar	PROPN
easat-4182	16	15	in	in	ADP
easat-4182	16	16	the	the	DET
easat-4182	16	17	process	process	NOUN
easat-4182	16	18	of	of	ADP
easat-4182	16	19	rapid	rapid	ADJ
easat-4182	16	20	economic	economic	ADJ
easat-4182	16	21	transformation	transformation	NOUN
easat-4182	16	22	and	and	CCONJ
easat-4182	16	23	strategic	strategic	ADJ
easat-4182	16	24	diversification	diversification	NOUN
easat-4182	16	25	away	away	ADV
easat-4182	16	26	from	from	ADP
easat-4182	16	27	hydrocarbon	hydrocarbon	NOUN
easat-4182	16	28	resources	resource	NOUN
easat-4182	16	29	.	.	PUNCT
easat-4182	17	1	as	as	SCONJ
easat-4182	17	2	qatar	qatar	PROPN
easat-4182	17	3	is	be	AUX
easat-4182	17	4	trying	try	VERB
easat-4182	17	5	to	to	PART
easat-4182	17	6	establish	establish	VERB
easat-4182	17	7	a	a	DET
easat-4182	17	8	knowledge	knowledge	NOUN
easat-4182	17	9	-	-	PUNCT
easat-4182	17	10	based	base	VERB
easat-4182	17	11	economy	economy	NOUN
easat-4182	17	12	,	,	PUNCT
easat-4182	17	13	detailed	detailed	ADJ
easat-4182	17	14	examination	examination	NOUN
easat-4182	17	15	in	in	ADP
easat-4182	17	16	respect	respect	NOUN
easat-4182	17	17	to	to	ADP
easat-4182	17	18	higher	high	ADJ
easat-4182	17	19	education	education	NOUN
easat-4182	17	20	contribution	contribution	NOUN
easat-4182	17	21	to	to	ADP
easat-4182	17	22	economic	economic	ADJ
easat-4182	17	23	growth	growth	NOUN
easat-4182	17	24	contributes	contribute	VERB
easat-4182	17	25	to	to	ADP
easat-4182	17	26	an	an	DET
easat-4182	17	27	understanding	understanding	NOUN
easat-4182	17	28	of	of	ADP
easat-4182	17	29	how	how	SCONJ
easat-4182	17	30	education	education	NOUN
easat-4182	17	31	can	can	AUX
easat-4182	17	32	play	play	VERB
easat-4182	17	33	a	a	DET
easat-4182	17	34	role	role	NOUN
easat-4182	17	35	in	in	ADP
easat-4182	17	36	sustainable	sustainable	ADJ
easat-4182	17	37	development	development	NOUN
easat-4182	17	38	.	.	PUNCT
easat-4182	18	1	this	this	DET
easat-4182	18	2	research	research	NOUN
easat-4182	18	3	focuses	focus	VERB
easat-4182	18	4	on	on	ADP
easat-4182	18	5	the	the	DET
easat-4182	18	6	complex	complex	ADJ
easat-4182	18	7	relations	relation	NOUN
easat-4182	18	8	between	between	ADP
easat-4182	18	9	higher	high	ADJ
easat-4182	18	10	education	education	NOUN
easat-4182	18	11	and	and	CCONJ
easat-4182	18	12	economic	economic	ADJ
easat-4182	18	13	development	development	NOUN
easat-4182	18	14	in	in	ADP
easat-4182	18	15	qatar	qatar	PROPN
easat-4182	18	16	and	and	CCONJ
easat-4182	18	17	establishes	establish	VERB
easat-4182	18	18	the	the	DET
easat-4182	18	19	challenges	challenge	NOUN
easat-4182	18	20	and	and	CCONJ
easat-4182	18	21	opportunities	opportunity	NOUN
easat-4182	18	22	existing	exist	VERB
easat-4182	18	23	in	in	ADP
easat-4182	18	24	the	the	DET
easat-4182	18	25	nation	nation	NOUN
easat-4182	18	26	's	's	PART
easat-4182	18	27	educational	educational	ADJ
easat-4182	18	28	system	system	NOUN
easat-4182	18	29	.	.	PUNCT
easat-4182	19	1	it	it	PRON
easat-4182	19	2	will	will	AUX
easat-4182	19	3	review	review	VERB
easat-4182	19	4	the	the	DET
easat-4182	19	5	contribution	contribution	NOUN
easat-4182	19	6	of	of	ADP
easat-4182	19	7	higher	high	ADJ
easat-4182	19	8	education	education	NOUN
easat-4182	19	9	to	to	ADP
easat-4182	19	10	skills	skill	NOUN
easat-4182	19	11	and	and	CCONJ
easat-4182	19	12	knowledge	knowledge	NOUN
easat-4182	19	13	growth	growth	NOUN
easat-4182	19	14	,	,	PUNCT
easat-4182	19	15	as	as	ADV
easat-4182	19	16	well	well	ADV
easat-4182	19	17	as	as	ADP
easat-4182	19	18	implications	implication	NOUN
easat-4182	19	19	for	for	ADP
easat-4182	19	20	economic	economic	ADJ
easat-4182	19	21	development	development	NOUN
easat-4182	19	22	in	in	ADP
easat-4182	19	23	the	the	DET
easat-4182	19	24	light	light	NOUN
easat-4182	19	25	of	of	ADP
easat-4182	19	26	socioeconomically	socioeconomically	ADV
easat-4182	19	27	educated	educate	VERB
easat-4182	19	28	employees	employee	NOUN
easat-4182	19	29	.	.	PUNCT
easat-4182	20	1	https://orcid.org/0009-0000-4298-7366	https://orcid.org/0009-0000-4298-7366	VERB
easat-4182	20	2	https://orcid.org/0000-0003-0637-4372	https://orcid.org/0000-0003-0637-4372	PROPN
easat-4182	20	3	547	547	NUM
easat-4182	20	4	edelweiss	edelweiss	PROPN
easat-4182	20	5	applied	apply	VERB
easat-4182	20	6	science	science	NOUN
easat-4182	20	7	and	and	CCONJ
easat-4182	20	8	technology	technology	NOUN
easat-4182	20	9	issn	issn	PROPN
easat-4182	20	10	:	:	PUNCT
easat-4182	20	11	2576	2576	NUM
easat-4182	20	12	-	-	SYM
easat-4182	20	13	8484	8484	NUM
easat-4182	20	14	vol	vol	NOUN
easat-4182	20	15	.	.	PROPN
easat-4182	21	1	9	9	NUM
easat-4182	21	2	,	,	PUNCT
easat-4182	21	3	no	no	INTJ
easat-4182	21	4	.	.	NOUN
easat-4182	21	5	1	1	NUM
easat-4182	21	6	:	:	PUNCT
easat-4182	21	7	546	546	NUM
easat-4182	21	8	-	-	SYM
easat-4182	21	9	563	563	NUM
easat-4182	21	10	,	,	PUNCT
easat-4182	21	11	2025	2025	NUM
easat-4182	21	12	doi	doi	NOUN
easat-4182	21	13	:	:	PUNCT
easat-4182	22	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	22	2	©	©	PROPN
easat-4182	22	3	2025	2025	NUM
easat-4182	22	4	by	by	ADP
easat-4182	22	5	the	the	DET
easat-4182	22	6	authors	author	NOUN
easat-4182	22	7	;	;	PUNCT
easat-4182	22	8	licensee	licensee	PROPN
easat-4182	22	9	learning	learn	VERB
easat-4182	22	10	gate	gate	PROPN
easat-4182	22	11	al	al	PROPN
easat-4182	22	12	-	-	PUNCT
easat-4182	22	13	fadala	fadala	NOUN
easat-4182	23	1	[	[	X
easat-4182	23	2	1	1	NUM
easat-4182	23	3	]	]	X
easat-4182	23	4	director	director	NOUN
easat-4182	23	5	of	of	ADP
easat-4182	23	6	research	research	NOUN
easat-4182	23	7	at	at	ADP
easat-4182	23	8	world	world	NOUN
easat-4182	23	9	innovation	innovation	NOUN
easat-4182	23	10	summit	summit	NOUN
easat-4182	23	11	for	for	ADP
easat-4182	23	12	education	education	NOUN
easat-4182	23	13	(	(	PUNCT
easat-4182	23	14	wise	wise	ADJ
easat-4182	23	15	)	)	PUNCT
easat-4182	23	16	,	,	PUNCT
easat-4182	23	17	points	point	VERB
easat-4182	23	18	out	out	ADP
easat-4182	23	19	that	that	SCONJ
easat-4182	23	20	education	education	NOUN
easat-4182	23	21	is	be	AUX
easat-4182	23	22	really	really	ADV
easat-4182	23	23	a	a	DET
easat-4182	23	24	strong	strong	ADJ
easat-4182	23	25	driver	driver	NOUN
easat-4182	23	26	for	for	ADP
easat-4182	23	27	economic	economic	ADJ
easat-4182	23	28	development	development	NOUN
easat-4182	23	29	,	,	PUNCT
easat-4182	23	30	especially	especially	ADV
easat-4182	23	31	in	in	ADP
easat-4182	23	32	those	those	DET
easat-4182	23	33	cases	case	NOUN
easat-4182	23	34	when	when	SCONJ
easat-4182	23	35	investments	investment	NOUN
easat-4182	23	36	in	in	ADP
easat-4182	23	37	high	high	ADJ
easat-4182	23	38	-	-	PUNCT
easat-4182	23	39	quality	quality	NOUN
easat-4182	23	40	education	education	NOUN
easat-4182	23	41	are	be	AUX
easat-4182	23	42	made	make	VERB
easat-4182	23	43	since	since	SCONJ
easat-4182	23	44	early	early	ADJ
easat-4182	23	45	childhood	childhood	NOUN
easat-4182	23	46	.	.	PUNCT
easat-4182	24	1	she	she	PRON
easat-4182	24	2	argues	argue	VERB
easat-4182	24	3	that	that	SCONJ
easat-4182	24	4	robust	robust	ADJ
easat-4182	24	5	education	education	NOUN
easat-4182	24	6	lays	lay	VERB
easat-4182	24	7	the	the	DET
easat-4182	24	8	human	human	ADJ
easat-4182	24	9	asset	asset	NOUN
easat-4182	24	10	necessary	necessary	ADJ
easat-4182	24	11	for	for	ADP
easat-4182	24	12	sustainable	sustainable	ADJ
easat-4182	24	13	national	national	ADJ
easat-4182	24	14	development	development	NOUN
easat-4182	24	15	and	and	CCONJ
easat-4182	24	16	even	even	ADV
easat-4182	24	17	for	for	ADP
easat-4182	24	18	long	long	ADJ
easat-4182	24	19	-	-	PUNCT
easat-4182	24	20	term	term	NOUN
easat-4182	24	21	economic	economic	ADJ
easat-4182	24	22	performance	performance	NOUN
easat-4182	24	23	.	.	PUNCT
easat-4182	25	1	developed	develop	VERB
easat-4182	25	2	economies	economy	NOUN
easat-4182	25	3	use	use	VERB
easat-4182	25	4	their	their	PRON
easat-4182	25	5	human	human	ADJ
easat-4182	25	6	resources	resource	NOUN
easat-4182	25	7	successfully	successfully	ADV
easat-4182	25	8	to	to	PART
easat-4182	25	9	drive	drive	VERB
easat-4182	25	10	growth	growth	NOUN
easat-4182	25	11	along	along	ADP
easat-4182	25	12	several	several	ADJ
easat-4182	25	13	lines	line	NOUN
easat-4182	25	14	,	,	PUNCT
easat-4182	25	15	including	include	VERB
easat-4182	25	16	educational	educational	ADJ
easat-4182	25	17	to	to	ADP
easat-4182	25	18	professional	professional	ADJ
easat-4182	25	19	-	-	PUNCT
easat-4182	25	20	oriented	orient	VERB
easat-4182	25	21	public	public	ADJ
easat-4182	25	22	or	or	CCONJ
easat-4182	25	23	private	private	ADJ
easat-4182	25	24	end	end	NOUN
easat-4182	25	25	services	service	NOUN
easat-4182	25	26	.	.	PUNCT
easat-4182	26	1	it	it	PRON
easat-4182	26	2	means	mean	VERB
easat-4182	26	3	that	that	SCONJ
easat-4182	26	4	funds	fund	NOUN
easat-4182	26	5	for	for	ADP
easat-4182	26	6	education	education	NOUN
easat-4182	26	7	need	need	VERB
easat-4182	26	8	to	to	PART
easat-4182	26	9	be	be	AUX
easat-4182	26	10	spent	spend	VERB
easat-4182	26	11	in	in	ADP
easat-4182	26	12	better	well	ADJ
easat-4182	26	13	quality	quality	NOUN
easat-4182	26	14	at	at	ADP
easat-4182	26	15	all	all	DET
easat-4182	26	16	levels	level	NOUN
easat-4182	26	17	and	and	CCONJ
easat-4182	26	18	diversified	diversified	ADJ
easat-4182	26	19	curricula	curricula	NOUN
easat-4182	26	20	at	at	ADP
easat-4182	26	21	all	all	DET
easat-4182	26	22	attainment	attainment	ADJ
easat-4182	26	23	levels	level	NOUN
easat-4182	26	24	of	of	ADP
easat-4182	26	25	all	all	DET
easat-4182	26	26	education	education	NOUN
easat-4182	26	27	to	to	PART
easat-4182	26	28	match	match	VERB
easat-4182	26	29	ever	ever	ADV
easat-4182	26	30	-	-	PUNCT
easat-4182	26	31	changing	change	VERB
easat-4182	26	32	demands	demand	NOUN
easat-4182	26	33	of	of	ADP
easat-4182	26	34	labor	labor	NOUN
easat-4182	26	35	markets	market	NOUN
easat-4182	26	36	.	.	PUNCT
easat-4182	27	1	the	the	DET
easat-4182	27	2	qatari	qatari	ADJ
easat-4182	27	3	educational	educational	ADJ
easat-4182	27	4	system	system	NOUN
easat-4182	27	5	,	,	PUNCT
easat-4182	27	6	while	while	SCONJ
easat-4182	27	7	it	it	PRON
easat-4182	27	8	presents	present	VERB
easat-4182	27	9	strengths	strength	NOUN
easat-4182	27	10	-	-	PUNCT
easat-4182	27	11	emphasis	emphasis	NOUN
easat-4182	27	12	on	on	ADP
easat-4182	27	13	national	national	ADJ
easat-4182	27	14	identity	identity	NOUN
easat-4182	27	15	,	,	PUNCT
easat-4182	27	16	well	well	ADV
easat-4182	27	17	-	-	PUNCT
easat-4182	27	18	founded	found	VERB
easat-4182	27	19	infrastructures	infrastructure	NOUN
easat-4182	27	20	,	,	PUNCT
easat-4182	27	21	and	and	CCONJ
easat-4182	27	22	integration	integration	NOUN
easat-4182	27	23	of	of	ADP
easat-4182	27	24	technology	technology	NOUN
easat-4182	27	25	-	-	PUNCT
easat-4182	27	26	also	also	ADV
easat-4182	27	27	suffers	suffer	VERB
easat-4182	27	28	from	from	ADP
easat-4182	27	29	a	a	DET
easat-4182	27	30	few	few	ADJ
easat-4182	27	31	challenges	challenge	NOUN
easat-4182	27	32	mainly	mainly	ADV
easat-4182	27	33	emerging	emerge	VERB
easat-4182	27	34	lately	lately	ADV
easat-4182	27	35	,	,	PUNCT
easat-4182	27	36	as	as	ADP
easat-4182	27	37	a	a	DET
easat-4182	27	38	result	result	NOUN
easat-4182	27	39	of	of	ADP
easat-4182	27	40	the	the	DET
easat-4182	27	41	impacts	impact	NOUN
easat-4182	27	42	of	of	ADP
easat-4182	27	43	the	the	DET
easat-4182	27	44	covid-19	covid-19	PROPN
easat-4182	27	45	pandemic	pandemic	NOUN
easat-4182	27	46	,	,	PUNCT
easat-4182	27	47	such	such	ADJ
easat-4182	27	48	as	as	ADP
easat-4182	27	49	the	the	DET
easat-4182	27	50	need	need	NOUN
easat-4182	27	51	for	for	ADP
easat-4182	27	52	professional	professional	ADJ
easat-4182	27	53	development	development	NOUN
easat-4182	27	54	within	within	ADP
easat-4182	27	55	schools	school	NOUN
easat-4182	27	56	,	,	PUNCT
easat-4182	27	57	enhancing	enhance	VERB
easat-4182	27	58	research	research	NOUN
easat-4182	27	59	-	-	PUNCT
easat-4182	27	60	based	base	VERB
easat-4182	27	61	practices	practice	NOUN
easat-4182	27	62	,	,	PUNCT
easat-4182	27	63	high	high	ADJ
easat-4182	27	64	involvement	involvement	NOUN
easat-4182	27	65	of	of	ADP
easat-4182	27	66	parents	parent	NOUN
easat-4182	27	67	,	,	PUNCT
easat-4182	27	68	and	and	CCONJ
easat-4182	27	69	increasing	increase	VERB
easat-4182	27	70	student	student	NOUN
easat-4182	27	71	motivation	motivation	NOUN
easat-4182	27	72	.	.	PUNCT
easat-4182	28	1	the	the	DET
easat-4182	28	2	study	study	NOUN
easat-4182	28	3	will	will	AUX
easat-4182	28	4	try	try	VERB
easat-4182	28	5	to	to	PART
easat-4182	28	6	add	add	VERB
easat-4182	28	7	to	to	ADP
easat-4182	28	8	the	the	DET
easat-4182	28	9	expanding	expand	VERB
easat-4182	28	10	literature	literature	NOUN
easat-4182	28	11	on	on	ADP
easat-4182	28	12	higher	high	ADJ
easat-4182	28	13	education	education	NOUN
easat-4182	28	14	and	and	CCONJ
easat-4182	28	15	its	its	PRON
easat-4182	28	16	linkage	linkage	NOUN
easat-4182	28	17	with	with	ADP
easat-4182	28	18	economic	economic	ADJ
easat-4182	28	19	growth	growth	NOUN
easat-4182	28	20	,	,	PUNCT
easat-4182	28	21	as	as	SCONJ
easat-4182	28	22	indicated	indicate	VERB
easat-4182	28	23	in	in	ADP
easat-4182	28	24	qatar	qatar	NOUN
easat-4182	28	25	.	.	PUNCT
easat-4182	29	1	it	it	PRON
easat-4182	29	2	hopes	hope	VERB
easat-4182	29	3	to	to	PART
easat-4182	29	4	provide	provide	VERB
easat-4182	29	5	a	a	DET
easat-4182	29	6	greater	great	ADJ
easat-4182	29	7	degree	degree	NOUN
easat-4182	29	8	of	of	ADP
easat-4182	29	9	subtlety	subtlety	NOUN
easat-4182	29	10	regarding	regard	VERB
easat-4182	29	11	how	how	SCONJ
easat-4182	29	12	the	the	DET
easat-4182	29	13	investment	investment	NOUN
easat-4182	29	14	in	in	ADP
easat-4182	29	15	education	education	NOUN
easat-4182	29	16	can	can	AUX
easat-4182	29	17	lead	lead	VERB
easat-4182	29	18	to	to	ADP
easat-4182	29	19	economic	economic	ADJ
easat-4182	29	20	development	development	NOUN
easat-4182	29	21	through	through	ADP
easat-4182	29	22	key	key	ADJ
easat-4182	29	23	variables	variable	NOUN
easat-4182	29	24	:	:	PUNCT
easat-4182	29	25	educational	educational	ADJ
easat-4182	29	26	attainment	attainment	NOUN
easat-4182	29	27	,	,	PUNCT
easat-4182	29	28	improvement	improvement	NOUN
easat-4182	29	29	in	in	ADP
easat-4182	29	30	labor	labor	NOUN
easat-4182	29	31	force	force	NOUN
easat-4182	29	32	skills	skill	NOUN
easat-4182	29	33	,	,	PUNCT
easat-4182	29	34	and	and	CCONJ
easat-4182	29	35	eventual	eventual	ADJ
easat-4182	29	36	employment	employment	NOUN
easat-4182	29	37	outcomes	outcome	NOUN
easat-4182	29	38	.	.	PUNCT
easat-4182	30	1	by	by	ADP
easat-4182	30	2	addressing	address	VERB
easat-4182	30	3	the	the	DET
easat-4182	30	4	gaps	gap	NOUN
easat-4182	30	5	in	in	ADP
easat-4182	30	6	the	the	DET
easat-4182	30	7	existing	exist	VERB
easat-4182	30	8	literature	literature	NOUN
easat-4182	30	9	and	and	CCONJ
easat-4182	30	10	taking	take	VERB
easat-4182	30	11	into	into	ADP
easat-4182	30	12	consideration	consideration	NOUN
easat-4182	30	13	qatar	qatar	PROPN
easat-4182	30	14	's	's	PART
easat-4182	30	15	specific	specific	ADJ
easat-4182	30	16	socio	socio	NOUN
easat-4182	30	17	-	-	PUNCT
easat-4182	30	18	economic	economic	ADJ
easat-4182	30	19	environment	environment	NOUN
easat-4182	30	20	,	,	PUNCT
easat-4182	30	21	this	this	DET
easat-4182	30	22	study	study	NOUN
easat-4182	30	23	will	will	AUX
easat-4182	30	24	be	be	AUX
easat-4182	30	25	informative	informative	ADJ
easat-4182	30	26	for	for	ADP
easat-4182	30	27	policymakers	policymaker	NOUN
easat-4182	30	28	aiming	aim	VERB
easat-4182	30	29	to	to	PART
easat-4182	30	30	develop	develop	VERB
easat-4182	30	31	the	the	DET
easat-4182	30	32	contribution	contribution	NOUN
easat-4182	30	33	of	of	ADP
easat-4182	30	34	higher	high	ADJ
easat-4182	30	35	education	education	NOUN
easat-4182	30	36	to	to	ADP
easat-4182	30	37	diversification	diversification	NOUN
easat-4182	30	38	and	and	CCONJ
easat-4182	30	39	economic	economic	ADJ
easat-4182	30	40	growth	growth	NOUN
easat-4182	30	41	.	.	PUNCT
easat-4182	31	1	figure	figure	NOUN
easat-4182	31	2	1	1	NUM
easat-4182	31	3	.	.	PUNCT
easat-4182	31	4	qatar	qatar	PROPN
easat-4182	31	5	education	education	PROPN
easat-4182	31	6	statistics	statistic	NOUN
easat-4182	31	7	,	,	PUNCT
easat-4182	31	8	by	by	ADP
easat-4182	31	9	soha	soha	PROPN
easat-4182	31	10	shami	shami	PROPN
easat-4182	31	11	(	(	PUNCT
easat-4182	31	12	2019	2019	NUM
easat-4182	31	13	)	)	PUNCT
easat-4182	31	14	.	.	PUNCT
easat-4182	32	1	2	2	X
easat-4182	32	2	.	.	X
easat-4182	32	3	literature	literature	NOUN
easat-4182	32	4	review	review	VERB
easat-4182	32	5	this	this	DET
easat-4182	32	6	section	section	NOUN
easat-4182	32	7	,	,	PUNCT
easat-4182	32	8	therefore	therefore	ADV
easat-4182	32	9	,	,	PUNCT
easat-4182	32	10	requires	require	VERB
easat-4182	32	11	more	more	ADJ
easat-4182	32	12	systematic	systematic	ADJ
easat-4182	32	13	synthesis	synthesis	NOUN
easat-4182	32	14	of	of	ADP
easat-4182	32	15	the	the	DET
easat-4182	32	16	prevailing	prevail	VERB
easat-4182	32	17	studies	study	NOUN
easat-4182	32	18	supported	support	VERB
easat-4182	32	19	by	by	ADP
easat-4182	32	20	recent	recent	ADJ
easat-4182	32	21	and	and	CCONJ
easat-4182	32	22	relevant	relevant	ADJ
easat-4182	32	23	academic	academic	ADJ
easat-4182	32	24	sources	source	NOUN
easat-4182	32	25	so	so	SCONJ
easat-4182	32	26	that	that	SCONJ
easat-4182	32	27	gaps	gap	NOUN
easat-4182	32	28	in	in	ADP
easat-4182	32	29	the	the	DET
easat-4182	32	30	literature	literature	NOUN
easat-4182	32	31	review	review	NOUN
easat-4182	32	32	are	be	AUX
easat-4182	32	33	filled	fill	VERB
easat-4182	32	34	and	and	CCONJ
easat-4182	32	35	the	the	DET
easat-4182	32	36	same	same	ADJ
easat-4182	32	37	is	be	AUX
easat-4182	32	38	https://www.researchgate.net/profile/soha-shami?_tp=eyjjb250zxh0ijp7imzpcnn0ugfnzsi6inb1ymxpy2f0aw9uiiwicgfnzsi6inb1ymxpy2f0aw9uin19	https://www.researchgate.net/profile/soha-shami?_tp=eyjjb250zxh0ijp7imzpcnn0ugfnzsi6inb1ymxpy2f0aw9uiiwicgfnzsi6inb1ymxpy2f0aw9uin19	NOUN
easat-4182	32	39	548	548	NUM
easat-4182	32	40	edelweiss	edelweiss	PROPN
easat-4182	32	41	applied	apply	VERB
easat-4182	32	42	science	science	NOUN
easat-4182	32	43	and	and	CCONJ
easat-4182	32	44	technology	technology	NOUN
easat-4182	32	45	issn	issn	PROPN
easat-4182	32	46	:	:	PUNCT
easat-4182	32	47	2576	2576	NUM
easat-4182	32	48	-	-	SYM
easat-4182	32	49	8484	8484	NUM
easat-4182	32	50	vol	vol	NOUN
easat-4182	32	51	.	.	PROPN
easat-4182	33	1	9	9	NUM
easat-4182	33	2	,	,	PUNCT
easat-4182	33	3	no	no	INTJ
easat-4182	33	4	.	.	NOUN
easat-4182	33	5	1	1	NUM
easat-4182	33	6	:	:	PUNCT
easat-4182	33	7	546	546	NUM
easat-4182	33	8	-	-	SYM
easat-4182	33	9	563	563	NUM
easat-4182	33	10	,	,	PUNCT
easat-4182	33	11	2025	2025	NUM
easat-4182	33	12	doi	doi	NOUN
easat-4182	33	13	:	:	PUNCT
easat-4182	34	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	34	2	©	©	PROPN
easat-4182	34	3	2025	2025	NUM
easat-4182	34	4	by	by	ADP
easat-4182	34	5	the	the	DET
easat-4182	34	6	authors	author	NOUN
easat-4182	34	7	;	;	PUNCT
easat-4182	34	8	licensee	licensee	PROPN
easat-4182	34	9	learning	learn	VERB
easat-4182	34	10	gate	gate	NOUN
easat-4182	34	11	comprehensive	comprehensive	ADJ
easat-4182	34	12	and	and	CCONJ
easat-4182	34	13	critical	critical	ADJ
easat-4182	34	14	in	in	ADP
easat-4182	34	15	nature	nature	NOUN
easat-4182	34	16	and	and	CCONJ
easat-4182	34	17	outlook	outlook	NOUN
easat-4182	34	18	.	.	PUNCT
easat-4182	35	1	though	though	SCONJ
easat-4182	35	2	the	the	DET
easat-4182	35	3	literature	literature	NOUN
easat-4182	35	4	on	on	ADP
easat-4182	35	5	the	the	DET
easat-4182	35	6	association	association	NOUN
easat-4182	35	7	of	of	ADP
easat-4182	35	8	higher	high	ADJ
easat-4182	35	9	education	education	NOUN
easat-4182	35	10	with	with	ADP
easat-4182	35	11	economic	economic	ADJ
easat-4182	35	12	growth	growth	NOUN
easat-4182	35	13	is	be	AUX
easat-4182	35	14	extensive	extensive	ADJ
easat-4182	35	15	,	,	PUNCT
easat-4182	35	16	there	there	PRON
easat-4182	35	17	is	be	VERB
easat-4182	35	18	a	a	DET
easat-4182	35	19	dire	dire	ADJ
easat-4182	35	20	need	need	NOUN
easat-4182	35	21	to	to	PART
easat-4182	35	22	critically	critically	ADV
easat-4182	35	23	appraise	appraise	VERB
easat-4182	35	24	these	these	DET
easat-4182	35	25	studies	study	NOUN
easat-4182	35	26	,	,	PUNCT
easat-4182	35	27	present	present	ADJ
easat-4182	35	28	conflicting	conflicting	ADJ
easat-4182	35	29	findings	finding	NOUN
easat-4182	35	30	wherever	wherever	SCONJ
easat-4182	35	31	available	available	ADJ
easat-4182	35	32	,	,	PUNCT
easat-4182	35	33	and	and	CCONJ
easat-4182	35	34	consequently	consequently	ADV
easat-4182	35	35	identify	identify	VERB
easat-4182	35	36	research	research	NOUN
easat-4182	35	37	gaps	gap	NOUN
easat-4182	35	38	that	that	PRON
easat-4182	35	39	exist	exist	VERB
easat-4182	35	40	in	in	ADP
easat-4182	35	41	the	the	DET
easat-4182	35	42	context	context	NOUN
easat-4182	35	43	of	of	ADP
easat-4182	35	44	qatar	qatar	NOUN
easat-4182	35	45	.	.	PUNCT
easat-4182	36	1	recent	recent	ADJ
easat-4182	36	2	research	research	NOUN
easat-4182	36	3	has	have	AUX
easat-4182	36	4	also	also	ADV
easat-4182	36	5	emphasized	emphasize	VERB
easat-4182	36	6	education	education	NOUN
easat-4182	36	7	's	's	PART
easat-4182	36	8	significant	significant	ADJ
easat-4182	36	9	impact	impact	NOUN
easat-4182	36	10	on	on	ADP
easat-4182	36	11	economic	economic	ADJ
easat-4182	36	12	growth	growth	NOUN
easat-4182	36	13	.	.	PUNCT
easat-4182	37	1	according	accord	VERB
easat-4182	37	2	to	to	ADP
easat-4182	37	3	educated	educate	VERB
easat-4182	37	4	manpower	manpower	NOUN
easat-4182	37	5	is	be	AUX
easat-4182	37	6	more	more	ADV
easat-4182	37	7	productive	productive	ADJ
easat-4182	37	8	and	and	CCONJ
easat-4182	37	9	innovative	innovative	ADJ
easat-4182	37	10	,	,	PUNCT
easat-4182	37	11	leading	lead	VERB
easat-4182	37	12	to	to	ADP
easat-4182	37	13	faster	fast	ADJ
easat-4182	37	14	growth	growth	NOUN
easat-4182	37	15	;	;	PUNCT
easat-4182	37	16	this	this	PRON
easat-4182	37	17	has	have	AUX
easat-4182	37	18	particularly	particularly	ADV
easat-4182	37	19	been	be	AUX
easat-4182	37	20	noted	note	VERB
easat-4182	37	21	in	in	ADP
easat-4182	37	22	knowledge	knowledge	NOUN
easat-4182	37	23	-	-	PUNCT
easat-4182	37	24	based	base	VERB
easat-4182	37	25	economies	economy	NOUN
easat-4182	37	26	.	.	PUNCT
easat-4182	38	1	however	however	ADV
easat-4182	38	2	,	,	PUNCT
easat-4182	38	3	there	there	PRON
easat-4182	38	4	has	have	AUX
easat-4182	38	5	been	be	AUX
easat-4182	38	6	a	a	DET
easat-4182	38	7	realization	realization	NOUN
easat-4182	38	8	that	that	SCONJ
easat-4182	38	9	the	the	DET
easat-4182	38	10	quality	quality	NOUN
easat-4182	38	11	of	of	ADP
easat-4182	38	12	education	education	NOUN
easat-4182	38	13	,	,	PUNCT
easat-4182	38	14	rather	rather	ADV
easat-4182	38	15	than	than	ADP
easat-4182	38	16	quantity	quantity	NOUN
easat-4182	38	17	,	,	PUNCT
easat-4182	38	18	is	be	AUX
easat-4182	38	19	what	what	PRON
easat-4182	38	20	truly	truly	ADV
easat-4182	38	21	constitutes	constitute	VERB
easat-4182	38	22	the	the	DET
easat-4182	38	23	long	long	ADV
easat-4182	38	24	-	-	PUNCT
easat-4182	38	25	run	run	NOUN
easat-4182	38	26	determinant	determinant	ADJ
easat-4182	38	27	of	of	ADP
easat-4182	38	28	growth	growth	NOUN
easat-4182	38	29	.	.	PUNCT
easat-4182	39	1	it	it	PRON
easat-4182	39	2	corroborates	corroborate	VERB
easat-4182	39	3	the	the	DET
easat-4182	39	4	arguments	argument	NOUN
easat-4182	39	5	by	by	ADP
easat-4182	39	6	that	that	DET
easat-4182	39	7	economic	economic	ADJ
easat-4182	39	8	returns	return	NOUN
easat-4182	39	9	on	on	ADP
easat-4182	39	10	education	education	NOUN
easat-4182	39	11	are	be	AUX
easat-4182	39	12	higher	high	ADJ
easat-4182	39	13	in	in	ADP
easat-4182	39	14	countries	country	NOUN
easat-4182	39	15	whose	whose	DET
easat-4182	39	16	education	education	NOUN
easat-4182	39	17	systems	system	NOUN
easat-4182	39	18	are	be	AUX
easat-4182	39	19	robust	robust	ADJ
easat-4182	39	20	and	and	CCONJ
easat-4182	39	21	emphasize	emphasize	VERB
easat-4182	39	22	skills	skill	NOUN
easat-4182	39	23	rather	rather	ADV
easat-4182	39	24	than	than	ADP
easat-4182	39	25	enrolment	enrolment	NOUN
easat-4182	39	26	rates	rate	NOUN
easat-4182	39	27	.	.	PUNCT
easat-4182	40	1	these	these	DET
easat-4182	40	2	current	current	ADJ
easat-4182	40	3	investments	investment	NOUN
easat-4182	40	4	by	by	ADP
easat-4182	40	5	qatar	qatar	PROPN
easat-4182	40	6	in	in	ADP
easat-4182	40	7	higher	high	ADJ
easat-4182	40	8	education	education	NOUN
easat-4182	40	9	form	form	NOUN
easat-4182	40	10	part	part	NOUN
easat-4182	40	11	of	of	ADP
easat-4182	40	12	a	a	DET
easat-4182	40	13	wide	wide	ADV
easat-4182	40	14	-	-	PUNCT
easat-4182	40	15	ranging	range	VERB
easat-4182	40	16	economic	economic	ADJ
easat-4182	40	17	diversification	diversification	NOUN
easat-4182	40	18	strategy	strategy	NOUN
easat-4182	40	19	set	set	VERB
easat-4182	40	20	out	out	ADP
easat-4182	40	21	in	in	ADP
easat-4182	40	22	the	the	DET
easat-4182	40	23	qatar	qatar	PROPN
easat-4182	40	24	national	national	PROPN
easat-4182	40	25	vision	vision	PROPN
easat-4182	40	26	2030	2030	NUM
easat-4182	40	27	.	.	PUNCT
easat-4182	41	1	research	research	NOUN
easat-4182	41	2	on	on	ADP
easat-4182	41	3	gcc	gcc	NOUN
easat-4182	41	4	countries	country	NOUN
easat-4182	41	5	,	,	PUNCT
easat-4182	41	6	of	of	ADP
easat-4182	41	7	which	which	PRON
easat-4182	41	8	qatar	qatar	PROPN
easat-4182	41	9	is	be	AUX
easat-4182	41	10	a	a	DET
easat-4182	41	11	member	member	NOUN
easat-4182	41	12	,	,	PUNCT
easat-4182	41	13	identifies	identify	VERB
easat-4182	41	14	both	both	DET
easat-4182	41	15	opportunities	opportunity	NOUN
easat-4182	41	16	and	and	CCONJ
easat-4182	41	17	challenges	challenge	NOUN
easat-4182	41	18	in	in	ADP
easat-4182	41	19	leveraging	leverage	VERB
easat-4182	41	20	education	education	NOUN
easat-4182	41	21	for	for	ADP
easat-4182	41	22	economic	economic	ADJ
easat-4182	41	23	development	development	NOUN
easat-4182	41	24	.	.	PUNCT
easat-4182	42	1	while	while	SCONJ
easat-4182	42	2	the	the	DET
easat-4182	42	3	state	state	NOUN
easat-4182	42	4	of	of	ADP
easat-4182	42	5	qatar	qatar	PROPN
easat-4182	42	6	has	have	AUX
easat-4182	42	7	been	be	AUX
easat-4182	42	8	doing	do	VERB
easat-4182	42	9	well	well	ADV
easat-4182	42	10	in	in	ADP
easat-4182	42	11	establishing	establish	VERB
easat-4182	42	12	a	a	DET
easat-4182	42	13	modern	modern	ADJ
easat-4182	42	14	infrastructure	infrastructure	NOUN
easat-4182	42	15	and	and	CCONJ
easat-4182	42	16	integrating	integrate	VERB
easat-4182	42	17	information	information	NOUN
easat-4182	42	18	and	and	CCONJ
easat-4182	42	19	communication	communication	NOUN
easat-4182	42	20	technology	technology	NOUN
easat-4182	42	21	in	in	ADP
easat-4182	42	22	education	education	NOUN
easat-4182	42	23	,	,	PUNCT
easat-4182	42	24	challenges	challenge	NOUN
easat-4182	42	25	remain	remain	VERB
easat-4182	42	26	regarding	regard	VERB
easat-4182	42	27	higher	high	ADJ
easat-4182	42	28	education	education	NOUN
easat-4182	42	29	outcomes	outcome	NOUN
easat-4182	42	30	matching	match	VERB
easat-4182	42	31	the	the	DET
easat-4182	42	32	demands	demand	NOUN
easat-4182	42	33	of	of	ADP
easat-4182	42	34	the	the	DET
easat-4182	42	35	labor	labor	NOUN
easat-4182	42	36	market	market	NOUN
easat-4182	42	37	.	.	PUNCT
easat-4182	43	1	up	up	ADV
easat-4182	43	2	until	until	ADP
easat-4182	43	3	now	now	ADV
easat-4182	43	4	,	,	PUNCT
easat-4182	43	5	mismatching	mismatch	VERB
easat-4182	43	6	the	the	DET
easat-4182	43	7	quality	quality	NOUN
easat-4182	43	8	of	of	ADP
easat-4182	43	9	higher	high	ADJ
easat-4182	43	10	education	education	NOUN
easat-4182	43	11	graduates	graduate	NOUN
easat-4182	43	12	with	with	ADP
easat-4182	43	13	the	the	DET
easat-4182	43	14	needs	need	NOUN
easat-4182	43	15	of	of	ADP
easat-4182	43	16	the	the	DET
easat-4182	43	17	labor	labor	NOUN
easat-4182	43	18	market	market	NOUN
easat-4182	43	19	would	would	AUX
easat-4182	43	20	raise	raise	VERB
easat-4182	43	21	several	several	ADJ
easat-4182	43	22	questions	question	NOUN
easat-4182	43	23	concerning	concern	VERB
easat-4182	43	24	the	the	DET
easat-4182	43	25	rate	rate	NOUN
easat-4182	43	26	at	at	ADP
easat-4182	43	27	which	which	PRON
easat-4182	43	28	university	university	NOUN
easat-4182	43	29	graduates	graduate	NOUN
easat-4182	43	30	may	may	AUX
easat-4182	43	31	face	face	VERB
easat-4182	43	32	unemployment	unemployment	NOUN
easat-4182	43	33	,	,	PUNCT
easat-4182	43	34	as	as	SCONJ
easat-4182	43	35	has	have	AUX
easat-4182	43	36	already	already	ADV
easat-4182	43	37	been	be	AUX
easat-4182	43	38	seen	see	VERB
easat-4182	43	39	in	in	ADP
easat-4182	43	40	other	other	ADJ
easat-4182	43	41	mena	mena	PROPN
easat-4182	43	42	countries	country	NOUN
easat-4182	43	43	.	.	PUNCT
easat-4182	44	1	yet	yet	ADV
easat-4182	44	2	,	,	PUNCT
easat-4182	44	3	despite	despite	SCONJ
easat-4182	44	4	these	these	DET
easat-4182	44	5	developments	development	NOUN
easat-4182	44	6	,	,	PUNCT
easat-4182	44	7	the	the	DET
easat-4182	44	8	literature	literature	NOUN
easat-4182	44	9	indicates	indicate	VERB
easat-4182	44	10	a	a	DET
easat-4182	44	11	range	range	NOUN
easat-4182	44	12	of	of	ADP
easat-4182	44	13	challenges	challenge	NOUN
easat-4182	44	14	that	that	PRON
easat-4182	44	15	remain	remain	VERB
easat-4182	44	16	unresolved	unresolved	ADJ
easat-4182	44	17	for	for	ADP
easat-4182	44	18	qatar	qatar	NOUN
easat-4182	44	19	's	's	PART
easat-4182	44	20	higher	high	ADJ
easat-4182	44	21	education	education	NOUN
easat-4182	44	22	system	system	NOUN
easat-4182	44	23	.	.	PUNCT
easat-4182	45	1	for	for	ADP
easat-4182	45	2	instance	instance	NOUN
easat-4182	45	3	,	,	PUNCT
easat-4182	45	4	al	al	PROPN
easat-4182	45	5	-	-	PUNCT
easat-4182	45	6	fadala	fadala	NOUN
easat-4182	45	7	[	[	X
easat-4182	45	8	1	1	NUM
easat-4182	45	9	]	]	PUNCT
easat-4182	45	10	claims	claim	VERB
easat-4182	45	11	that	that	SCONJ
easat-4182	45	12	qatari	qatari	ADJ
easat-4182	45	13	schools	school	NOUN
easat-4182	45	14	and	and	CCONJ
easat-4182	45	15	universities	university	NOUN
easat-4182	45	16	need	need	VERB
easat-4182	45	17	more	more	ADJ
easat-4182	45	18	research	research	NOUN
easat-4182	45	19	-	-	PUNCT
easat-4182	45	20	based	base	VERB
easat-4182	45	21	practices	practice	NOUN
easat-4182	45	22	,	,	PUNCT
easat-4182	45	23	increased	increase	VERB
easat-4182	45	24	training	training	NOUN
easat-4182	45	25	on	on	ADP
easat-4182	45	26	professional	professional	ADJ
easat-4182	45	27	development	development	NOUN
easat-4182	45	28	,	,	PUNCT
easat-4182	45	29	and	and	CCONJ
easat-4182	45	30	movement	movement	NOUN
easat-4182	45	31	toward	toward	ADP
easat-4182	45	32	active	active	ADJ
easat-4182	45	33	and	and	CCONJ
easat-4182	45	34	project	project	NOUN
easat-4182	45	35	-	-	PUNCT
easat-4182	45	36	based	base	VERB
easat-4182	45	37	learning	learning	NOUN
easat-4182	45	38	.	.	PUNCT
easat-4182	46	1	this	this	DET
easat-4182	46	2	call	call	NOUN
easat-4182	46	3	is	be	AUX
easat-4182	46	4	supported	support	VERB
easat-4182	46	5	through	through	ADP
easat-4182	46	6	regional	regional	ADJ
easat-4182	46	7	studies	study	NOUN
easat-4182	46	8	,	,	PUNCT
easat-4182	46	9	but	but	CCONJ
easat-4182	46	10	little	little	ADJ
easat-4182	46	11	empirical	empirical	ADJ
easat-4182	46	12	research	research	NOUN
easat-4182	46	13	regarding	regard	VERB
easat-4182	46	14	the	the	DET
easat-4182	46	15	efficacy	efficacy	NOUN
easat-4182	46	16	of	of	ADP
easat-4182	46	17	such	such	ADJ
easat-4182	46	18	initiatives	initiative	NOUN
easat-4182	46	19	has	have	AUX
easat-4182	46	20	been	be	AUX
easat-4182	46	21	published	publish	VERB
easat-4182	46	22	about	about	ADP
easat-4182	46	23	qatar	qatar	NOUN
easat-4182	46	24	since	since	SCONJ
easat-4182	46	25	the	the	DET
easat-4182	46	26	pandemic	pandemic	NOUN
easat-4182	46	27	.	.	PUNCT
easat-4182	47	1	the	the	DET
easat-4182	47	2	covid-19	covid-19	PROPN
easat-4182	47	3	pandemic	pandemic	NOUN
easat-4182	47	4	highlighted	highlight	VERB
easat-4182	47	5	a	a	DET
easat-4182	47	6	number	number	NOUN
easat-4182	47	7	of	of	ADP
easat-4182	47	8	vulnerabilities	vulnerability	NOUN
easat-4182	47	9	in	in	ADP
easat-4182	47	10	the	the	DET
easat-4182	47	11	qatar	qatar	PROPN
easat-4182	47	12	education	education	NOUN
easat-4182	47	13	system	system	NOUN
easat-4182	47	14	,	,	PUNCT
easat-4182	47	15	such	such	ADJ
easat-4182	47	16	as	as	ADP
easat-4182	47	17	moving	move	VERB
easat-4182	47	18	to	to	ADP
easat-4182	47	19	online	online	ADJ
easat-4182	47	20	learning	learning	NOUN
easat-4182	47	21	,	,	PUNCT
easat-4182	47	22	which	which	PRON
easat-4182	47	23	further	far	ADV
easat-4182	47	24	created	create	VERB
easat-4182	47	25	inequities	inequity	NOUN
easat-4182	47	26	in	in	ADP
easat-4182	47	27	technology	technology	NOUN
easat-4182	47	28	access	access	NOUN
easat-4182	47	29	and	and	CCONJ
easat-4182	47	30	the	the	DET
easat-4182	47	31	preparedness	preparedness	NOUN
easat-4182	47	32	of	of	ADP
easat-4182	47	33	educators	educator	NOUN
easat-4182	47	34	to	to	PART
easat-4182	47	35	adjust	adjust	VERB
easat-4182	47	36	to	to	ADP
easat-4182	47	37	the	the	DET
easat-4182	47	38	digital	digital	ADJ
easat-4182	47	39	platform	platform	NOUN
easat-4182	47	40	.	.	PUNCT
easat-4182	48	1	as	as	ADP
easat-4182	48	2	unesco	unesco	PROPN
easat-4182	48	3	[	[	X
easat-4182	48	4	2	2	NUM
easat-4182	48	5	]	]	PUNCT
easat-4182	48	6	mentioned	mention	VERB
easat-4182	48	7	,	,	PUNCT
easat-4182	48	8	this	this	DET
easat-4182	48	9	increasing	increase	VERB
easat-4182	48	10	inequity	inequity	NOUN
easat-4182	48	11	in	in	ADP
easat-4182	48	12	technology	technology	NOUN
easat-4182	48	13	access	access	NOUN
easat-4182	48	14	and	and	CCONJ
easat-4182	48	15	preparedness	preparedness	NOUN
easat-4182	48	16	of	of	ADP
easat-4182	48	17	educators	educator	NOUN
easat-4182	48	18	to	to	PART
easat-4182	48	19	shift	shift	VERB
easat-4182	48	20	to	to	ADP
easat-4182	48	21	digital	digital	ADJ
easat-4182	48	22	platforms	platform	NOUN
easat-4182	48	23	continues	continue	VERB
easat-4182	48	24	.	.	PUNCT
easat-4182	49	1	moreover	moreover	ADV
easat-4182	49	2	,	,	PUNCT
easat-4182	49	3	most	most	ADJ
easat-4182	49	4	of	of	ADP
easat-4182	49	5	the	the	DET
easat-4182	49	6	studies	study	NOUN
easat-4182	49	7	so	so	ADV
easat-4182	49	8	far	far	ADV
easat-4182	49	9	have	have	AUX
easat-4182	49	10	lacked	lack	VERB
easat-4182	49	11	critical	critical	ADJ
easat-4182	49	12	analysis	analysis	NOUN
easat-4182	49	13	about	about	ADP
easat-4182	49	14	the	the	DET
easat-4182	49	15	larger	large	ADJ
easat-4182	49	16	socio	socio	NOUN
easat-4182	49	17	-	-	PUNCT
easat-4182	49	18	economic	economic	ADJ
easat-4182	49	19	implications	implication	NOUN
easat-4182	49	20	of	of	ADP
easat-4182	49	21	higher	high	ADJ
easat-4182	49	22	education	education	NOUN
easat-4182	49	23	reform	reform	NOUN
easat-4182	49	24	in	in	ADP
easat-4182	49	25	qatar	qatar	PROPN
easat-4182	49	26	.	.	PUNCT
easat-4182	50	1	while	while	SCONJ
easat-4182	50	2	there	there	PRON
easat-4182	50	3	is	be	VERB
easat-4182	50	4	a	a	DET
easat-4182	50	5	fair	fair	ADJ
easat-4182	50	6	amount	amount	NOUN
easat-4182	50	7	of	of	ADP
easat-4182	50	8	literature	literature	NOUN
easat-4182	50	9	that	that	PRON
easat-4182	50	10	addresses	address	VERB
easat-4182	50	11	the	the	DET
easat-4182	50	12	private	private	ADJ
easat-4182	50	13	economic	economic	ADJ
easat-4182	50	14	returns	return	NOUN
easat-4182	50	15	to	to	ADP
easat-4182	50	16	investment	investment	NOUN
easat-4182	50	17	in	in	ADP
easat-4182	50	18	education	education	NOUN
easat-4182	50	19	,	,	PUNCT
easat-4182	50	20	few	few	ADJ
easat-4182	50	21	studies	study	NOUN
easat-4182	50	22	consider	consider	VERB
easat-4182	50	23	how	how	SCONJ
easat-4182	50	24	changes	change	NOUN
easat-4182	50	25	in	in	ADP
easat-4182	50	26	higher	high	ADJ
easat-4182	50	27	education	education	NOUN
easat-4182	50	28	could	could	AUX
easat-4182	50	29	affect	affect	VERB
easat-4182	50	30	shifts	shift	NOUN
easat-4182	50	31	in	in	ADP
easat-4182	50	32	social	social	ADJ
easat-4182	50	33	mobility	mobility	NOUN
easat-4182	50	34	,	,	PUNCT
easat-4182	50	35	inequality	inequality	NOUN
easat-4182	50	36	,	,	PUNCT
easat-4182	50	37	and	and	CCONJ
easat-4182	50	38	broader	broad	ADJ
easat-4182	50	39	social	social	ADJ
easat-4182	50	40	welfare	welfare	NOUN
easat-4182	50	41	.	.	PUNCT
easat-4182	51	1	for	for	ADP
easat-4182	51	2	example	example	NOUN
easat-4182	51	3	,	,	PUNCT
easat-4182	51	4	the	the	DET
easat-4182	51	5	studies	study	NOUN
easat-4182	51	6	conducted	conduct	VERB
easat-4182	51	7	by	by	ADP
easat-4182	51	8	suggest	suggest	VERB
easat-4182	51	9	that	that	SCONJ
easat-4182	51	10	education	education	NOUN
easat-4182	51	11	can	can	AUX
easat-4182	51	12	potentially	potentially	ADV
easat-4182	51	13	lower	low	ADJ
easat-4182	51	14	income	income	NOUN
easat-4182	51	15	inequality	inequality	NOUN
easat-4182	51	16	;	;	PUNCT
easat-4182	51	17	however	however	ADV
easat-4182	51	18	,	,	PUNCT
easat-4182	51	19	the	the	DET
easat-4182	51	20	literature	literature	NOUN
easat-4182	51	21	on	on	ADP
easat-4182	51	22	qatar	qatar	PROPN
easat-4182	51	23	lacks	lack	VERB
easat-4182	51	24	specific	specific	ADJ
easat-4182	51	25	empirical	empirical	ADJ
easat-4182	51	26	evidence	evidence	NOUN
easat-4182	51	27	regarding	regard	VERB
easat-4182	51	28	how	how	SCONJ
easat-4182	51	29	educational	educational	ADJ
easat-4182	51	30	reforms	reform	NOUN
easat-4182	51	31	can	can	AUX
easat-4182	51	32	lead	lead	VERB
easat-4182	51	33	to	to	ADP
easat-4182	51	34	a	a	DET
easat-4182	51	35	reduction	reduction	NOUN
easat-4182	51	36	in	in	ADP
easat-4182	51	37	disparities	disparity	NOUN
easat-4182	51	38	.	.	PUNCT
easat-4182	52	1	conclusively	conclusively	ADV
easat-4182	52	2	,	,	PUNCT
easat-4182	52	3	even	even	ADV
easat-4182	52	4	as	as	ADP
easat-4182	52	5	a	a	DET
easat-4182	52	6	clear	clear	ADJ
easat-4182	52	7	understanding	understanding	NOUN
easat-4182	52	8	of	of	ADP
easat-4182	52	9	the	the	DET
easat-4182	52	10	correlation	correlation	NOUN
easat-4182	52	11	between	between	ADP
easat-4182	52	12	higher	high	ADJ
easat-4182	52	13	education	education	NOUN
easat-4182	52	14	and	and	CCONJ
easat-4182	52	15	economic	economic	ADJ
easat-4182	52	16	growth	growth	NOUN
easat-4182	52	17	exists	exist	VERB
easat-4182	52	18	within	within	ADP
easat-4182	52	19	the	the	DET
easat-4182	52	20	literature	literature	NOUN
easat-4182	52	21	,	,	PUNCT
easat-4182	52	22	little	little	ADJ
easat-4182	52	23	synthesis	synthesis	NOUN
easat-4182	52	24	has	have	AUX
easat-4182	52	25	been	be	AUX
easat-4182	52	26	made	make	VERB
easat-4182	52	27	from	from	ADP
easat-4182	52	28	a	a	DET
easat-4182	52	29	critical	critical	ADJ
easat-4182	52	30	perspective	perspective	NOUN
easat-4182	52	31	,	,	PUNCT
easat-4182	52	32	notably	notably	ADV
easat-4182	52	33	for	for	ADP
easat-4182	52	34	qatar	qatar	NOUN
easat-4182	52	35	's	's	PART
easat-4182	52	36	unique	unique	ADJ
easat-4182	52	37	socio	socio	NOUN
easat-4182	52	38	-	-	PUNCT
easat-4182	52	39	economic	economic	ADJ
easat-4182	52	40	environment	environment	NOUN
easat-4182	52	41	.	.	PUNCT
easat-4182	53	1	moreover	moreover	ADV
easat-4182	53	2	,	,	PUNCT
easat-4182	53	3	future	future	ADJ
easat-4182	53	4	research	research	NOUN
easat-4182	53	5	should	should	AUX
easat-4182	53	6	make	make	VERB
easat-4182	53	7	an	an	DET
easat-4182	53	8	attempt	attempt	NOUN
easat-4182	53	9	to	to	PART
easat-4182	53	10	overcome	overcome	VERB
easat-4182	53	11	gaps	gap	NOUN
easat-4182	53	12	in	in	ADP
easat-4182	53	13	methodological	methodological	ADJ
easat-4182	53	14	empirical	empirical	ADJ
easat-4182	53	15	data	datum	NOUN
easat-4182	53	16	,	,	PUNCT
easat-4182	53	17	look	look	VERB
easat-4182	53	18	into	into	ADP
easat-4182	53	19	the	the	DET
easat-4182	53	20	longer	long	ADJ
easat-4182	53	21	-	-	PUNCT
easat-4182	53	22	term	term	NOUN
easat-4182	53	23	consequences	consequence	NOUN
easat-4182	53	24	of	of	ADP
easat-4182	53	25	large	large	ADJ
easat-4182	53	26	-	-	PUNCT
easat-4182	53	27	scale	scale	NOUN
easat-4182	53	28	educational	educational	ADJ
easat-4182	53	29	reforms	reform	NOUN
easat-4182	53	30	on	on	ADP
easat-4182	53	31	labor	labor	NOUN
easat-4182	53	32	markets	market	NOUN
easat-4182	53	33	and	and	CCONJ
easat-4182	53	34	social	social	ADJ
easat-4182	53	35	equity	equity	NOUN
easat-4182	53	36	,	,	PUNCT
easat-4182	53	37	and	and	CCONJ
easat-4182	53	38	critically	critically	ADV
easat-4182	53	39	review	review	VERB
easat-4182	53	40	the	the	DET
easat-4182	53	41	effectiveness	effectiveness	NOUN
easat-4182	53	42	of	of	ADP
easat-4182	53	43	the	the	DET
easat-4182	53	44	policy	policy	NOUN
easat-4182	53	45	measures	measure	NOUN
easat-4182	53	46	taken	take	VERB
easat-4182	53	47	so	so	ADV
easat-4182	53	48	far	far	ADV
easat-4182	53	49	.	.	PUNCT
easat-4182	54	1	emphasizing	emphasize	VERB
easat-4182	54	2	this	this	PRON
easat-4182	54	3	more	more	ADJ
easat-4182	54	4	will	will	AUX
easat-4182	54	5	further	further	VERB
easat-4182	54	6	the	the	DET
easat-4182	54	7	comprehension	comprehension	NOUN
easat-4182	54	8	of	of	ADP
easat-4182	54	9	how	how	SCONJ
easat-4182	54	10	higher	high	ADJ
easat-4182	54	11	education	education	NOUN
easat-4182	54	12	can	can	AUX
easat-4182	54	13	support	support	VERB
easat-4182	54	14	qatar	qatar	PROPN
easat-4182	54	15	's	's	PART
easat-4182	54	16	greater	great	ADJ
easat-4182	54	17	economic	economic	ADJ
easat-4182	54	18	imperatives	imperative	NOUN
easat-4182	54	19	.	.	PUNCT
easat-4182	55	1	hence	hence	ADV
easat-4182	55	2	,	,	PUNCT
easat-4182	55	3	these	these	DET
easat-4182	55	4	hypotheses	hypothesis	NOUN
easat-4182	55	5	will	will	AUX
easat-4182	55	6	be	be	AUX
easat-4182	55	7	tested	test	VERB
easat-4182	55	8	by	by	ADP
easat-4182	55	9	the	the	DET
easat-4182	55	10	present	present	ADJ
easat-4182	55	11	study	study	NOUN
easat-4182	55	12	in	in	ADP
easat-4182	55	13	analyzing	analyze	VERB
easat-4182	55	14	the	the	DET
easat-4182	55	15	relationship	relationship	NOUN
easat-4182	55	16	between	between	ADP
easat-4182	55	17	higher	high	ADJ
easat-4182	55	18	education	education	NOUN
easat-4182	55	19	and	and	CCONJ
easat-4182	55	20	economic	economic	ADJ
easat-4182	55	21	growth	growth	NOUN
easat-4182	55	22	in	in	ADP
easat-4182	55	23	qatar	qatar	NOUN
easat-4182	55	24	:	:	PUNCT
easat-4182	55	25	h1	h1	PROPN
easat-4182	55	26	:	:	PUNCT
easat-4182	55	27	higher	high	ADJ
easat-4182	55	28	educational	educational	ADJ
easat-4182	55	29	attainment	attainment	NOUN
easat-4182	55	30	positively	positively	ADV
easat-4182	55	31	influences	influence	VERB
easat-4182	55	32	the	the	DET
easat-4182	55	33	economic	economic	ADJ
easat-4182	55	34	growth	growth	NOUN
easat-4182	55	35	of	of	ADP
easat-4182	55	36	qatar	qatar	NOUN
easat-4182	55	37	-	-	PUNCT
easat-4182	55	38	with	with	ADP
easat-4182	55	39	increasing	increase	VERB
easat-4182	55	40	higher	high	ADJ
easat-4182	55	41	education	education	NOUN
easat-4182	55	42	levels	level	NOUN
easat-4182	55	43	among	among	ADP
easat-4182	55	44	its	its	PRON
easat-4182	55	45	population	population	NOUN
easat-4182	55	46	,	,	PUNCT
easat-4182	55	47	the	the	DET
easat-4182	55	48	country	country	NOUN
easat-4182	55	49	will	will	AUX
easat-4182	55	50	record	record	VERB
easat-4182	55	51	higher	high	ADJ
easat-4182	55	52	economic	economic	ADJ
easat-4182	55	53	growth	growth	NOUN
easat-4182	55	54	in	in	ADP
easat-4182	55	55	terms	term	NOUN
easat-4182	55	56	of	of	ADP
easat-4182	55	57	gdp	gdp	NOUN
easat-4182	55	58	because	because	SCONJ
easat-4182	55	59	a	a	DET
easat-4182	55	60	better	well	ADV
easat-4182	55	61	-	-	PUNCT
easat-4182	55	62	educated	educate	VERB
easat-4182	55	63	labor	labor	NOUN
easat-4182	55	64	force	force	NOUN
easat-4182	55	65	is	be	AUX
easat-4182	55	66	more	more	ADV
easat-4182	55	67	productive	productive	ADJ
easat-4182	55	68	and	and	CCONJ
easat-4182	55	69	innovative	innovative	ADJ
easat-4182	55	70	.	.	PUNCT
easat-4182	56	1	549	549	NUM
easat-4182	56	2	edelweiss	edelweiss	PROPN
easat-4182	56	3	applied	apply	VERB
easat-4182	56	4	science	science	NOUN
easat-4182	56	5	and	and	CCONJ
easat-4182	56	6	technology	technology	NOUN
easat-4182	56	7	issn	issn	PROPN
easat-4182	56	8	:	:	PUNCT
easat-4182	56	9	2576	2576	NUM
easat-4182	56	10	-	-	SYM
easat-4182	56	11	8484	8484	NUM
easat-4182	56	12	vol	vol	NOUN
easat-4182	56	13	.	.	PROPN
easat-4182	57	1	9	9	NUM
easat-4182	57	2	,	,	PUNCT
easat-4182	57	3	no	no	INTJ
easat-4182	57	4	.	.	NOUN
easat-4182	57	5	1	1	NUM
easat-4182	57	6	:	:	PUNCT
easat-4182	57	7	546	546	NUM
easat-4182	57	8	-	-	SYM
easat-4182	57	9	563	563	NUM
easat-4182	57	10	,	,	PUNCT
easat-4182	57	11	2025	2025	NUM
easat-4182	57	12	doi	doi	NOUN
easat-4182	57	13	:	:	PUNCT
easat-4182	57	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	57	15	©	©	PROPN
easat-4182	57	16	2025	2025	NUM
easat-4182	57	17	by	by	ADP
easat-4182	57	18	the	the	DET
easat-4182	57	19	authors	author	NOUN
easat-4182	57	20	;	;	PUNCT
easat-4182	57	21	licensee	licensee	PROPN
easat-4182	57	22	learning	learn	VERB
easat-4182	57	23	gate	gate	PROPN
easat-4182	57	24	h2	h2	PROPN
easat-4182	57	25	:	:	PUNCT
easat-4182	57	26	labor	labor	NOUN
easat-4182	57	27	force	force	NOUN
easat-4182	57	28	skill	skill	NOUN
easat-4182	57	29	positively	positively	ADV
easat-4182	57	30	relates	relate	VERB
easat-4182	57	31	to	to	ADP
easat-4182	57	32	the	the	DET
easat-4182	57	33	economic	economic	ADJ
easat-4182	57	34	growth	growth	NOUN
easat-4182	57	35	of	of	ADP
easat-4182	57	36	qatar	qatar	NOUN
easat-4182	57	37	because	because	SCONJ
easat-4182	57	38	increasing	increase	VERB
easat-4182	57	39	the	the	DET
easat-4182	57	40	skill	skill	NOUN
easat-4182	57	41	of	of	ADP
easat-4182	57	42	the	the	DET
easat-4182	57	43	workforce	workforce	NOUN
easat-4182	57	44	is	be	AUX
easat-4182	57	45	sure	sure	ADJ
easat-4182	57	46	to	to	PART
easat-4182	57	47	increase	increase	VERB
easat-4182	57	48	its	its	PRON
easat-4182	57	49	efficiency	efficiency	NOUN
easat-4182	57	50	and	and	CCONJ
easat-4182	57	51	adaptability	adaptability	NOUN
easat-4182	57	52	in	in	ADP
easat-4182	57	53	the	the	DET
easat-4182	57	54	knowledge	knowledge	NOUN
easat-4182	57	55	-	-	PUNCT
easat-4182	57	56	based	base	VERB
easat-4182	57	57	economy	economy	NOUN
easat-4182	57	58	,	,	PUNCT
easat-4182	57	59	thus	thus	ADV
easat-4182	57	60	reflecting	reflect	VERB
easat-4182	57	61	positively	positively	ADV
easat-4182	57	62	in	in	ADP
easat-4182	57	63	the	the	DET
easat-4182	57	64	gdp	gdp	NOUN
easat-4182	57	65	of	of	ADP
easat-4182	57	66	the	the	DET
easat-4182	57	67	country	country	NOUN
easat-4182	57	68	.	.	PUNCT
easat-4182	58	1	h3	h3	NOUN
easat-4182	58	2	more	more	ADJ
easat-4182	58	3	the	the	DET
easat-4182	58	4	collaboration	collaboration	NOUN
easat-4182	58	5	between	between	ADP
easat-4182	58	6	industry	industry	NOUN
easat-4182	58	7	and	and	CCONJ
easat-4182	58	8	academia	academia	NOUN
easat-4182	58	9	,	,	PUNCT
easat-4182	58	10	better	well	ADJ
easat-4182	58	11	it	it	PRON
easat-4182	58	12	would	would	AUX
easat-4182	58	13	affect	affect	VERB
easat-4182	58	14	the	the	DET
easat-4182	58	15	economy	economy	NOUN
easat-4182	58	16	of	of	ADP
easat-4182	58	17	qatar	qatar	PROPN
easat-4182	58	18	.	.	PUNCT
easat-4182	59	1	a	a	DET
easat-4182	59	2	positive	positive	ADJ
easat-4182	59	3	relationship	relationship	NOUN
easat-4182	59	4	would	would	AUX
easat-4182	59	5	indicate	indicate	VERB
easat-4182	59	6	effective	effective	ADJ
easat-4182	59	7	collaboration	collaboration	NOUN
easat-4182	59	8	between	between	ADP
easat-4182	59	9	industries	industry	NOUN
easat-4182	59	10	and	and	CCONJ
easat-4182	59	11	academic	academic	ADJ
easat-4182	59	12	institutions	institution	NOUN
easat-4182	59	13	leading	lead	VERB
easat-4182	59	14	to	to	ADP
easat-4182	59	15	innovation	innovation	NOUN
easat-4182	59	16	and	and	CCONJ
easat-4182	59	17	knowledge	knowledge	NOUN
easat-4182	59	18	transfer	transfer	NOUN
easat-4182	59	19	useful	useful	ADJ
easat-4182	59	20	for	for	ADP
easat-4182	59	21	the	the	DET
easat-4182	59	22	economic	economic	ADJ
easat-4182	59	23	growth	growth	NOUN
easat-4182	59	24	of	of	ADP
easat-4182	59	25	qatar	qatar	NOUN
easat-4182	59	26	.	.	PUNCT
easat-4182	60	1	3	3	X
easat-4182	60	2	.	.	X
easat-4182	60	3	methodology	methodology	NOUN
easat-4182	60	4	the	the	DET
easat-4182	60	5	period	period	NOUN
easat-4182	60	6	is	be	AUX
easat-4182	60	7	chosen	choose	VERB
easat-4182	60	8	in	in	ADP
easat-4182	60	9	order	order	NOUN
easat-4182	60	10	to	to	PART
easat-4182	60	11	capture	capture	VERB
easat-4182	60	12	some	some	PRON
easat-4182	60	13	of	of	ADP
easat-4182	60	14	the	the	DET
easat-4182	60	15	important	important	ADJ
easat-4182	60	16	phases	phase	NOUN
easat-4182	60	17	of	of	ADP
easat-4182	60	18	qatar	qatar	NOUN
easat-4182	60	19	's	's	PART
easat-4182	60	20	economic	economic	ADJ
easat-4182	60	21	and	and	CCONJ
easat-4182	60	22	educational	educational	ADJ
easat-4182	60	23	transformation	transformation	NOUN
easat-4182	60	24	.	.	PUNCT
easat-4182	61	1	the	the	DET
easat-4182	61	2	period	period	NOUN
easat-4182	61	3	provides	provide	VERB
easat-4182	61	4	a	a	DET
easat-4182	61	5	clear	clear	ADJ
easat-4182	61	6	idea	idea	NOUN
easat-4182	61	7	about	about	ADP
easat-4182	61	8	important	important	ADJ
easat-4182	61	9	events	event	NOUN
easat-4182	61	10	,	,	PUNCT
easat-4182	61	11	reforms	reform	NOUN
easat-4182	61	12	,	,	PUNCT
easat-4182	61	13	the	the	DET
easat-4182	61	14	launching	launching	NOUN
easat-4182	61	15	of	of	ADP
easat-4182	61	16	qatar	qatar	PROPN
easat-4182	61	17	national	national	PROPN
easat-4182	61	18	vision	vision	PROPN
easat-4182	61	19	2030	2030	NUM
easat-4182	61	20	with	with	ADP
easat-4182	61	21	high	high	ADJ
easat-4182	61	22	emphasis	emphasis	NOUN
easat-4182	61	23	on	on	ADP
easat-4182	61	24	the	the	DET
easat-4182	61	25	knowledge	knowledge	NOUN
easat-4182	61	26	-	-	PUNCT
easat-4182	61	27	based	base	VERB
easat-4182	61	28	economy	economy	NOUN
easat-4182	61	29	,	,	PUNCT
easat-4182	61	30	and	and	CCONJ
easat-4182	61	31	diversification	diversification	NOUN
easat-4182	61	32	away	away	ADV
easat-4182	61	33	from	from	ADP
easat-4182	61	34	hydrocarbon	hydrocarbon	NOUN
easat-4182	61	35	dependency	dependency	NOUN
easat-4182	61	36	.	.	PUNCT
easat-4182	62	1	this	this	DET
easat-4182	62	2	period	period	NOUN
easat-4182	62	3	is	be	AUX
easat-4182	62	4	also	also	ADV
easat-4182	62	5	made	make	VERB
easat-4182	62	6	up	up	ADP
easat-4182	62	7	of	of	ADP
easat-4182	62	8	the	the	DET
easat-4182	62	9	2008	2008	NUM
easat-4182	62	10	global	global	ADJ
easat-4182	62	11	financial	financial	ADJ
easat-4182	62	12	crisis	crisis	NOUN
easat-4182	62	13	and	and	CCONJ
easat-4182	62	14	the	the	DET
easat-4182	62	15	covid-19	covid-19	PROPN
easat-4182	62	16	pandemic	pandemic	NOUN
easat-4182	62	17	,	,	PUNCT
easat-4182	62	18	with	with	ADP
easat-4182	62	19	its	its	PRON
easat-4182	62	20	appreciable	appreciable	ADJ
easat-4182	62	21	consequences	consequence	NOUN
easat-4182	62	22	on	on	ADP
easat-4182	62	23	economies	economy	NOUN
easat-4182	62	24	and	and	CCONJ
easat-4182	62	25	educational	educational	ADJ
easat-4182	62	26	processes	process	NOUN
easat-4182	62	27	.	.	PUNCT
easat-4182	63	1	qatar	qatar	PROPN
easat-4182	63	2	heavily	heavily	ADV
easat-4182	63	3	invested	invest	VERB
easat-4182	63	4	in	in	ADP
easat-4182	63	5	higher	high	ADJ
easat-4182	63	6	education	education	NOUN
easat-4182	63	7	during	during	ADP
easat-4182	63	8	this	this	DET
easat-4182	63	9	period	period	NOUN
easat-4182	63	10	,	,	PUNCT
easat-4182	63	11	establishing	establish	VERB
easat-4182	63	12	worldclass	worldclass	ADJ
easat-4182	63	13	universities	university	NOUN
easat-4182	63	14	,	,	PUNCT
easat-4182	63	15	bettering	better	VERB
easat-4182	63	16	educational	educational	ADJ
easat-4182	63	17	infrastructure	infrastructure	NOUN
easat-4182	63	18	,	,	PUNCT
easat-4182	63	19	and	and	CCONJ
easat-4182	63	20	reforming	reform	VERB
easat-4182	63	21	curricula	curricula	NOUN
easat-4182	63	22	.	.	PUNCT
easat-4182	64	1	considering	consider	VERB
easat-4182	64	2	this	this	DET
easat-4182	64	3	period	period	NOUN
easat-4182	64	4	,	,	PUNCT
easat-4182	64	5	for	for	ADP
easat-4182	64	6	instance	instance	NOUN
easat-4182	64	7	,	,	PUNCT
easat-4182	64	8	will	will	AUX
easat-4182	64	9	enable	enable	VERB
easat-4182	64	10	the	the	DET
easat-4182	64	11	research	research	NOUN
easat-4182	64	12	to	to	PART
easat-4182	64	13	provide	provide	VERB
easat-4182	64	14	an	an	DET
easat-4182	64	15	in	in	ADP
easat-4182	64	16	-	-	PUNCT
easat-4182	64	17	depth	depth	NOUN
easat-4182	64	18	analysis	analysis	NOUN
easat-4182	64	19	of	of	ADP
easat-4182	64	20	how	how	SCONJ
easat-4182	64	21	such	such	ADJ
easat-4182	64	22	transformative	transformative	ADJ
easat-4182	64	23	events	event	NOUN
easat-4182	64	24	affect	affect	VERB
easat-4182	64	25	the	the	DET
easat-4182	64	26	relationship	relationship	NOUN
easat-4182	64	27	between	between	ADP
easat-4182	64	28	higher	high	ADJ
easat-4182	64	29	education	education	NOUN
easat-4182	64	30	and	and	CCONJ
easat-4182	64	31	economic	economic	ADJ
easat-4182	64	32	growth	growth	NOUN
easat-4182	64	33	,	,	PUNCT
easat-4182	64	34	especially	especially	ADV
easat-4182	64	35	vis	vis	X
easat-4182	64	36	-	-	ADJ
easat-4182	64	37	à	à	X
easat-4182	64	38	-	-	PUNCT
easat-4182	64	39	vis	vis	X
easat-4182	64	40	qatar	qatar	PROPN
easat-4182	64	41	's	's	PART
easat-4182	64	42	quickly	quickly	ADV
easat-4182	64	43	readjusting	readjust	VERB
easat-4182	64	44	socio	socio	NOUN
easat-4182	64	45	-	-	PUNCT
easat-4182	64	46	economic	economic	ADJ
easat-4182	64	47	environment	environment	NOUN
easat-4182	64	48	.	.	PUNCT
easat-4182	65	1	the	the	DET
easat-4182	65	2	multiple	multiple	ADJ
easat-4182	65	3	linear	linear	PROPN
easat-4182	65	4	regression	regression	NOUN
easat-4182	65	5	model	model	NOUN
easat-4182	65	6	is	be	AUX
easat-4182	65	7	utilized	utilize	VERB
easat-4182	65	8	in	in	ADP
easat-4182	65	9	this	this	DET
easat-4182	65	10	paper	paper	NOUN
easat-4182	65	11	to	to	PART
easat-4182	65	12	investigate	investigate	VERB
easat-4182	65	13	the	the	DET
easat-4182	65	14	relationship	relationship	NOUN
easat-4182	65	15	between	between	ADP
easat-4182	65	16	higher	high	ADJ
easat-4182	65	17	education	education	NOUN
easat-4182	65	18	and	and	CCONJ
easat-4182	65	19	economic	economic	ADJ
easat-4182	65	20	growth	growth	NOUN
easat-4182	65	21	within	within	ADP
easat-4182	65	22	qatar	qatar	PROPN
easat-4182	65	23	.	.	PUNCT
easat-4182	66	1	this	this	DET
easat-4182	66	2	model	model	NOUN
easat-4182	66	3	is	be	AUX
easat-4182	66	4	chosen	choose	VERB
easat-4182	66	5	based	base	VERB
easat-4182	66	6	on	on	ADP
easat-4182	66	7	the	the	DET
easat-4182	66	8	fact	fact	NOUN
easat-4182	66	9	that	that	SCONJ
easat-4182	66	10	it	it	PRON
easat-4182	66	11	can	can	AUX
easat-4182	66	12	quantify	quantify	VERB
easat-4182	66	13	strengths	strength	NOUN
easat-4182	66	14	and	and	CCONJ
easat-4182	66	15	directions	direction	NOUN
easat-4182	66	16	of	of	ADP
easat-4182	66	17	relationships	relationship	NOUN
easat-4182	66	18	between	between	ADP
easat-4182	66	19	more	more	ADJ
easat-4182	66	20	than	than	ADP
easat-4182	66	21	one	one	NUM
easat-4182	66	22	independent	independent	ADJ
easat-4182	66	23	variable	variable	NOUN
easat-4182	66	24	,	,	PUNCT
easat-4182	66	25	in	in	ADP
easat-4182	66	26	this	this	DET
easat-4182	66	27	case	case	NOUN
easat-4182	66	28	,	,	PUNCT
easat-4182	66	29	educational	educational	ADJ
easat-4182	66	30	attainment	attainment	NOUN
easat-4182	66	31	,	,	PUNCT
easat-4182	66	32	labor	labor	NOUN
easat-4182	66	33	force	force	NOUN
easat-4182	66	34	skills	skill	NOUN
easat-4182	66	35	,	,	PUNCT
easat-4182	66	36	and	and	CCONJ
easat-4182	66	37	graduate	graduate	ADJ
easat-4182	66	38	employment	employment	NOUN
easat-4182	66	39	rates	rate	NOUN
easat-4182	66	40	with	with	ADP
easat-4182	66	41	the	the	DET
easat-4182	66	42	dependent	dependent	ADJ
easat-4182	66	43	variable	variable	NOUN
easat-4182	66	44	,	,	PUNCT
easat-4182	66	45	which	which	PRON
easat-4182	66	46	is	be	AUX
easat-4182	66	47	gdp	gdp	PROPN
easat-4182	66	48	.	.	PUNCT
easat-4182	67	1	considering	consider	VERB
easat-4182	67	2	the	the	DET
easat-4182	67	3	nature	nature	NOUN
easat-4182	67	4	of	of	ADP
easat-4182	67	5	the	the	DET
easat-4182	67	6	study	study	NOUN
easat-4182	67	7	,	,	PUNCT
easat-4182	67	8	multiple	multiple	ADJ
easat-4182	67	9	linear	linear	ADJ
easat-4182	67	10	regression	regression	NOUN
easat-4182	67	11	becomes	become	VERB
easat-4182	67	12	even	even	ADV
easat-4182	67	13	more	more	ADV
easat-4182	67	14	appropriate	appropriate	ADJ
easat-4182	67	15	since	since	SCONJ
easat-4182	67	16	it	it	PRON
easat-4182	67	17	allows	allow	VERB
easat-4182	67	18	a	a	DET
easat-4182	67	19	simultaneous	simultaneous	ADJ
easat-4182	67	20	analysis	analysis	NOUN
easat-4182	67	21	of	of	ADP
easat-4182	67	22	more	more	ADJ
easat-4182	67	23	than	than	ADP
easat-4182	67	24	one	one	NUM
easat-4182	67	25	predictor	predictor	NOUN
easat-4182	67	26	,	,	PUNCT
easat-4182	67	27	hence	hence	ADV
easat-4182	67	28	helping	help	VERB
easat-4182	67	29	to	to	PART
easat-4182	67	30	isolate	isolate	VERB
easat-4182	67	31	the	the	DET
easat-4182	67	32	contribution	contribution	NOUN
easat-4182	67	33	of	of	ADP
easat-4182	67	34	each	each	DET
easat-4182	67	35	separate	separate	ADJ
easat-4182	67	36	education	education	NOUN
easat-4182	67	37	factor	factor	NOUN
easat-4182	67	38	to	to	ADP
easat-4182	67	39	economic	economic	ADJ
easat-4182	67	40	growth	growth	NOUN
easat-4182	67	41	.	.	PUNCT
easat-4182	68	1	this	this	DET
easat-4182	68	2	technique	technique	NOUN
easat-4182	68	3	finds	find	VERB
easat-4182	68	4	wide	wide	ADJ
easat-4182	68	5	application	application	NOUN
easat-4182	68	6	in	in	ADP
easat-4182	68	7	economic	economic	ADJ
easat-4182	68	8	research	research	NOUN
easat-4182	68	9	and	and	CCONJ
easat-4182	68	10	proves	prove	VERB
easat-4182	68	11	to	to	PART
easat-4182	68	12	be	be	AUX
easat-4182	68	13	significantly	significantly	ADV
easat-4182	68	14	effective	effective	ADJ
easat-4182	68	15	in	in	ADP
easat-4182	68	16	studying	study	VERB
easat-4182	68	17	intricate	intricate	ADJ
easat-4182	68	18	,	,	PUNCT
easat-4182	68	19	multivariate	multivariate	NOUN
easat-4182	68	20	relationships	relationship	NOUN
easat-4182	68	21	.	.	PUNCT
easat-4182	69	1	the	the	DET
easat-4182	69	2	specified	specified	ADJ
easat-4182	69	3	model	model	NOUN
easat-4182	69	4	is	be	AUX
easat-4182	69	5	intended	intend	VERB
easat-4182	69	6	to	to	PART
easat-4182	69	7	incorporate	incorporate	VERB
easat-4182	69	8	the	the	DET
easat-4182	69	9	relevant	relevant	ADJ
easat-4182	69	10	key	key	ADJ
easat-4182	69	11	variables	variable	NOUN
easat-4182	69	12	that	that	PRON
easat-4182	69	13	have	have	AUX
easat-4182	69	14	been	be	AUX
easat-4182	69	15	known	know	VERB
easat-4182	69	16	to	to	PART
easat-4182	69	17	affect	affect	VERB
easat-4182	69	18	the	the	DET
easat-4182	69	19	rate	rate	NOUN
easat-4182	69	20	of	of	ADP
easat-4182	69	21	economic	economic	ADJ
easat-4182	69	22	growth	growth	NOUN
easat-4182	69	23	.	.	PUNCT
easat-4182	70	1	it	it	PRON
easat-4182	70	2	considers	consider	VERB
easat-4182	70	3	the	the	DET
easat-4182	70	4	percentage	percentage	NOUN
easat-4182	70	5	of	of	ADP
easat-4182	70	6	the	the	DET
easat-4182	70	7	population	population	NOUN
easat-4182	70	8	with	with	ADP
easat-4182	70	9	tertiary	tertiary	ADJ
easat-4182	70	10	education	education	NOUN
easat-4182	70	11	as	as	ADP
easat-4182	70	12	an	an	DET
easat-4182	70	13	indicator	indicator	NOUN
easat-4182	70	14	of	of	ADP
easat-4182	70	15	educational	educational	ADJ
easat-4182	70	16	attainment	attainment	NOUN
easat-4182	70	17	,	,	PUNCT
easat-4182	70	18	expands	expand	VERB
easat-4182	70	19	the	the	DET
easat-4182	70	20	skill	skill	NOUN
easat-4182	70	21	level	level	NOUN
easat-4182	70	22	of	of	ADP
easat-4182	70	23	the	the	DET
easat-4182	70	24	labor	labor	NOUN
easat-4182	70	25	force	force	NOUN
easat-4182	70	26	based	base	VERB
easat-4182	70	27	on	on	ADP
easat-4182	70	28	labor	labor	NOUN
easat-4182	70	29	force	force	PROPN
easat-4182	70	30	survey	survey	NOUN
easat-4182	70	31	data	datum	NOUN
easat-4182	70	32	,	,	PUNCT
easat-4182	70	33	includes	include	VERB
easat-4182	70	34	graduate	graduate	ADJ
easat-4182	70	35	employment	employment	NOUN
easat-4182	70	36	rates	rate	NOUN
easat-4182	70	37	,	,	PUNCT
easat-4182	70	38	income	income	NOUN
easat-4182	70	39	inequality	inequality	NOUN
easat-4182	70	40	,	,	PUNCT
easat-4182	70	41	foreign	foreign	ADJ
easat-4182	70	42	direct	direct	ADJ
easat-4182	70	43	investment	investment	NOUN
easat-4182	70	44	,	,	PUNCT
easat-4182	70	45	collaboration	collaboration	NOUN
easat-4182	70	46	between	between	ADP
easat-4182	70	47	industry	industry	NOUN
easat-4182	70	48	and	and	CCONJ
easat-4182	70	49	academia	academia	NOUN
easat-4182	70	50	,	,	PUNCT
easat-4182	70	51	and	and	CCONJ
easat-4182	70	52	an	an	DET
easat-4182	70	53	innovation	innovation	NOUN
easat-4182	70	54	index	index	NOUN
easat-4182	70	55	in	in	ADP
easat-4182	70	56	the	the	DET
easat-4182	70	57	model	model	NOUN
easat-4182	70	58	as	as	ADP
easat-4182	70	59	independent	independent	ADJ
easat-4182	70	60	variables	variable	NOUN
easat-4182	70	61	.	.	PUNCT
easat-4182	71	1	such	such	ADJ
easat-4182	71	2	variables	variable	NOUN
easat-4182	71	3	were	be	AUX
easat-4182	71	4	chosen	choose	VERB
easat-4182	71	5	because	because	SCONJ
easat-4182	71	6	previous	previous	ADJ
easat-4182	71	7	studies	study	NOUN
easat-4182	71	8	have	have	AUX
easat-4182	71	9	linked	link	VERB
easat-4182	71	10	them	they	PRON
easat-4182	71	11	to	to	ADP
easat-4182	71	12	economic	economic	ADJ
easat-4182	71	13	performance	performance	NOUN
easat-4182	71	14	.	.	PUNCT
easat-4182	72	1	apart	apart	ADV
easat-4182	72	2	from	from	ADP
easat-4182	72	3	anything	anything	PRON
easat-4182	72	4	else	else	ADV
easat-4182	72	5	,	,	PUNCT
easat-4182	72	6	the	the	DET
easat-4182	72	7	innovation	innovation	NOUN
easat-4182	72	8	index	index	NOUN
easat-4182	72	9	has	have	VERB
easat-4182	72	10	a	a	DET
easat-4182	72	11	particular	particular	ADJ
easat-4182	72	12	bearing	bearing	NOUN
easat-4182	72	13	on	on	ADP
easat-4182	72	14	the	the	DET
easat-4182	72	15	ambitions	ambition	NOUN
easat-4182	72	16	of	of	ADP
easat-4182	72	17	qatar	qatar	NOUN
easat-4182	72	18	to	to	PART
easat-4182	72	19	transition	transition	VERB
easat-4182	72	20	towards	towards	ADP
easat-4182	72	21	a	a	DET
easat-4182	72	22	knowledge	knowledge	NOUN
easat-4182	72	23	-	-	PUNCT
easat-4182	72	24	based	base	VERB
easat-4182	72	25	economy	economy	NOUN
easat-4182	72	26	,	,	PUNCT
easat-4182	72	27	and	and	CCONJ
easat-4182	72	28	this	this	DET
easat-4182	72	29	study	study	NOUN
easat-4182	72	30	will	will	AUX
easat-4182	72	31	look	look	VERB
easat-4182	72	32	into	into	ADP
easat-4182	72	33	any	any	DET
easat-4182	72	34	evidence	evidence	NOUN
easat-4182	72	35	as	as	ADP
easat-4182	72	36	to	to	ADP
easat-4182	72	37	whether	whether	SCONJ
easat-4182	72	38	investments	investment	NOUN
easat-4182	72	39	in	in	ADP
easat-4182	72	40	higher	high	ADJ
easat-4182	72	41	education	education	NOUN
easat-4182	72	42	have	have	AUX
easat-4182	72	43	perpetuated	perpetuate	VERB
easat-4182	72	44	innovation	innovation	NOUN
easat-4182	72	45	and	and	CCONJ
easat-4182	72	46	economic	economic	ADJ
easat-4182	72	47	growth	growth	NOUN
easat-4182	72	48	.	.	PUNCT
easat-4182	73	1	data	datum	NOUN
easat-4182	73	2	for	for	ADP
easat-4182	73	3	this	this	DET
easat-4182	73	4	study	study	NOUN
easat-4182	73	5	was	be	AUX
easat-4182	73	6	collected	collect	VERB
easat-4182	73	7	from	from	ADP
easat-4182	73	8	various	various	ADJ
easat-4182	73	9	credible	credible	ADJ
easat-4182	73	10	sources	source	NOUN
easat-4182	73	11	,	,	PUNCT
easat-4182	73	12	including	include	VERB
easat-4182	73	13	but	but	CCONJ
easat-4182	73	14	not	not	PART
easat-4182	73	15	limited	limit	VERB
easat-4182	73	16	to	to	ADP
easat-4182	73	17	the	the	DET
easat-4182	73	18	world	world	PROPN
easat-4182	73	19	bank	bank	PROPN
easat-4182	73	20	,	,	PUNCT
easat-4182	73	21	the	the	DET
easat-4182	73	22	qatar	qatar	PROPN
easat-4182	73	23	ministry	ministry	PROPN
easat-4182	73	24	of	of	ADP
easat-4182	73	25	education	education	PROPN
easat-4182	73	26	and	and	CCONJ
easat-4182	73	27	higher	high	ADJ
easat-4182	73	28	education	education	NOUN
easat-4182	73	29	,	,	PUNCT
easat-4182	73	30	the	the	DET
easat-4182	73	31	qatar	qatar	PROPN
easat-4182	73	32	statistics	statistic	NOUN
easat-4182	73	33	authority	authority	NOUN
easat-4182	73	34	,	,	PUNCT
easat-4182	73	35	and	and	CCONJ
easat-4182	73	36	unesco	unesco	PROPN
easat-4182	73	37	.	.	PUNCT
easat-4182	74	1	the	the	DET
easat-4182	74	2	data	datum	NOUN
easat-4182	74	3	is	be	AUX
easat-4182	74	4	collected	collect	VERB
easat-4182	74	5	annually	annually	ADV
easat-4182	74	6	over	over	ADP
easat-4182	74	7	the	the	DET
easat-4182	74	8	2000	2000	NUM
easat-4182	74	9	-	-	SYM
easat-4182	74	10	2022	2022	NUM
easat-4182	74	11	period	period	NOUN
easat-4182	74	12	for	for	ADP
easat-4182	74	13	a	a	DET
easat-4182	74	14	robust	robust	ADJ
easat-4182	74	15	time	time	NOUN
easat-4182	74	16	-	-	PUNCT
easat-4182	74	17	series	series	NOUN
easat-4182	74	18	dataset	dataset	NOUN
easat-4182	74	19	that	that	SCONJ
easat-4182	74	20	captures	capture	VERB
easat-4182	74	21	features	feature	NOUN
easat-4182	74	22	changing	change	VERB
easat-4182	74	23	across	across	ADP
easat-4182	74	24	time	time	NOUN
easat-4182	74	25	.	.	PUNCT
easat-4182	75	1	material	material	NOUN
easat-4182	75	2	on	on	ADP
easat-4182	75	3	gdp	gdp	NOUN
easat-4182	75	4	,	,	PUNCT
easat-4182	75	5	serving	serve	VERB
easat-4182	75	6	as	as	ADP
easat-4182	75	7	the	the	DET
easat-4182	75	8	dependent	dependent	ADJ
easat-4182	75	9	variable	variable	NOUN
easat-4182	75	10	,	,	PUNCT
easat-4182	75	11	was	be	AUX
easat-4182	75	12	retrieved	retrieve	VERB
easat-4182	75	13	from	from	ADP
easat-4182	75	14	the	the	DET
easat-4182	75	15	world	world	NOUN
easat-4182	75	16	development	development	NOUN
easat-4182	75	17	indicators	indicator	NOUN
easat-4182	75	18	provided	provide	VERB
easat-4182	75	19	by	by	ADP
easat-4182	75	20	the	the	DET
easat-4182	75	21	world	world	PROPN
easat-4182	75	22	bank	bank	NOUN
easat-4182	75	23	,	,	PUNCT
easat-4182	75	24	while	while	SCONJ
easat-4182	75	25	education	education	NOUN
easat-4182	75	26	-	-	PUNCT
easat-4182	75	27	related	relate	VERB
easat-4182	75	28	variables	variable	NOUN
easat-4182	75	29	were	be	AUX
easat-4182	75	30	acquired	acquire	VERB
easat-4182	75	31	from	from	ADP
easat-4182	75	32	qatar	qatar	PROPN
easat-4182	75	33	's	's	PART
easat-4182	75	34	official	official	ADJ
easat-4182	75	35	educational	educational	ADJ
easat-4182	75	36	reports	report	NOUN
easat-4182	75	37	and	and	CCONJ
easat-4182	75	38	international	international	ADJ
easat-4182	75	39	databases	database	NOUN
easat-4182	75	40	such	such	ADJ
easat-4182	75	41	as	as	ADP
easat-4182	75	42	the	the	DET
easat-4182	75	43	oecd	oecd	PROPN
easat-4182	75	44	and	and	CCONJ
easat-4182	75	45	unesco	unesco	PROPN
easat-4182	75	46	.	.	PUNCT
easat-4182	76	1	the	the	DET
easat-4182	76	2	innovation	innovation	NOUN
easat-4182	76	3	index	index	NOUN
easat-4182	76	4	and	and	CCONJ
easat-4182	76	5	foreign	foreign	ADJ
easat-4182	76	6	direct	direct	ADJ
easat-4182	76	7	investment	investment	NOUN
easat-4182	76	8	figures	figure	NOUN
easat-4182	76	9	were	be	AUX
easat-4182	76	10	also	also	ADV
easat-4182	76	11	collected	collect	VERB
easat-4182	76	12	from	from	ADP
easat-4182	76	13	these	these	DET
easat-4182	76	14	sources	source	NOUN
easat-4182	76	15	to	to	PART
easat-4182	76	16	ensure	ensure	VERB
easat-4182	76	17	that	that	SCONJ
easat-4182	76	18	there	there	PRON
easat-4182	76	19	is	be	VERB
easat-4182	76	20	consistency	consistency	NOUN
easat-4182	76	21	and	and	CCONJ
easat-4182	76	22	reliability	reliability	NOUN
easat-4182	76	23	.	.	PUNCT
easat-4182	77	1	in	in	ADP
easat-4182	77	2	the	the	DET
easat-4182	77	3	study	study	NOUN
easat-4182	77	4	,	,	PUNCT
easat-4182	77	5	the	the	DET
easat-4182	77	6	ordinary	ordinary	ADJ
easat-4182	77	7	least	least	ADJ
easat-4182	77	8	squares	square	NOUN
easat-4182	77	9	model	model	NOUN
easat-4182	77	10	is	be	AUX
easat-4182	77	11	used	use	VERB
easat-4182	77	12	to	to	PART
easat-4182	77	13	estimate	estimate	VERB
easat-4182	77	14	the	the	DET
easat-4182	77	15	effect	effect	NOUN
easat-4182	77	16	of	of	ADP
easat-4182	77	17	each	each	DET
easat-4182	77	18	independent	independent	ADJ
easat-4182	77	19	variable	variable	NOUN
easat-4182	77	20	on	on	ADP
easat-4182	77	21	gdp	gdp	NOUN
easat-4182	77	22	.	.	PUNCT
easat-4182	78	1	if	if	SCONJ
easat-4182	78	2	the	the	DET
easat-4182	78	3	model	model	NOUN
easat-4182	78	4	assumptions	assumption	VERB
easat-4182	78	5	hold	hold	VERB
easat-4182	78	6	-	-	PUNCT
easat-4182	78	7	that	that	PRON
easat-4182	78	8	is	be	AUX
easat-4182	78	9	,	,	PUNCT
easat-4182	78	10	homoscedasticity	homoscedasticity	NOUN
easat-4182	78	11	and	and	CCONJ
easat-4182	78	12	no	no	DET
easat-4182	78	13	multicollinearity	multicollinearity	NOUN
easat-4182	78	14	-	-	PUNCT
easat-4182	78	15	the	the	DET
easat-4182	78	16	reason	reason	NOUN
easat-4182	78	17	for	for	ADP
easat-4182	78	18	the	the	DET
easat-4182	78	19	adoption	adoption	NOUN
easat-4182	78	20	of	of	ADP
easat-4182	78	21	ols	ols	PROPN
easat-4182	78	22	is	be	AUX
easat-4182	78	23	because	because	SCONJ
easat-4182	78	24	it	it	PRON
easat-4182	78	25	is	be	AUX
easat-4182	78	26	efficient	efficient	ADJ
easat-4182	78	27	and	and	CCONJ
easat-4182	78	28	easy	easy	ADJ
easat-4182	78	29	to	to	PART
easat-4182	78	30	estimate	estimate	VERB
easat-4182	78	31	a	a	DET
easat-4182	78	32	linear	linear	ADJ
easat-4182	78	33	relationship	relationship	NOUN
easat-4182	78	34	.	.	PUNCT
easat-4182	79	1	the	the	DET
easat-4182	79	2	ramsey	ramsey	PROPN
easat-4182	79	3	reset	reset	NOUN
easat-4182	79	4	test	test	NOUN
easat-4182	79	5	for	for	ADP
easat-4182	79	6	model	model	NOUN
easat-4182	79	7	specification	specification	NOUN
easat-4182	79	8	,	,	PUNCT
easat-4182	79	9	the	the	DET
easat-4182	79	10	breusch	breusch	VERB
easat-4182	79	11	-	-	PUNCT
easat-4182	79	12	pagan	pagan	ADJ
easat-4182	79	13	test	test	NOUN
easat-4182	79	14	for	for	ADP
easat-4182	79	15	heteroskedasticity	heteroskedasticity	NOUN
easat-4182	79	16	,	,	PUNCT
easat-4182	79	17	and	and	CCONJ
easat-4182	79	18	the	the	DET
easat-4182	79	19	variance	variance	NOUN
easat-4182	79	20	inflation	inflation	NOUN
easat-4182	79	21	factor	factor	NOUN
easat-4182	79	22	(	(	PUNCT
easat-4182	79	23	vif	vif	NOUN
easat-4182	79	24	)	)	PUNCT
easat-4182	79	25	test	test	NOUN
easat-4182	79	26	for	for	ADP
easat-4182	79	27	multicolinearity	multicolinearity	NOUN
easat-4182	79	28	shall	shall	AUX
easat-4182	79	29	be	be	AUX
easat-4182	79	30	carried	carry	VERB
easat-4182	79	31	out	out	ADP
easat-4182	79	32	in	in	ADP
easat-4182	79	33	testing	testing	NOUN
easat-4182	79	34	for	for	ADP
easat-4182	79	35	the	the	DET
easat-4182	79	36	550	550	NUM
easat-4182	79	37	edelweiss	edelweiss	PROPN
easat-4182	79	38	applied	apply	VERB
easat-4182	79	39	science	science	NOUN
easat-4182	79	40	and	and	CCONJ
easat-4182	79	41	technology	technology	NOUN
easat-4182	79	42	issn	issn	PROPN
easat-4182	79	43	:	:	PUNCT
easat-4182	79	44	2576	2576	NUM
easat-4182	79	45	-	-	SYM
easat-4182	79	46	8484	8484	NUM
easat-4182	79	47	vol	vol	NOUN
easat-4182	79	48	.	.	PROPN
easat-4182	80	1	9	9	NUM
easat-4182	80	2	,	,	PUNCT
easat-4182	80	3	no	no	INTJ
easat-4182	80	4	.	.	NOUN
easat-4182	80	5	1	1	NUM
easat-4182	80	6	:	:	PUNCT
easat-4182	80	7	546	546	NUM
easat-4182	80	8	-	-	SYM
easat-4182	80	9	563	563	NUM
easat-4182	80	10	,	,	PUNCT
easat-4182	80	11	2025	2025	NUM
easat-4182	80	12	doi	doi	NOUN
easat-4182	80	13	:	:	PUNCT
easat-4182	81	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	81	2	©	©	PROPN
easat-4182	81	3	2025	2025	NUM
easat-4182	81	4	by	by	ADP
easat-4182	81	5	the	the	DET
easat-4182	81	6	authors	author	NOUN
easat-4182	81	7	;	;	PUNCT
easat-4182	81	8	licensee	licensee	NOUN
easat-4182	81	9	learning	learn	VERB
easat-4182	81	10	gate	gate	NOUN
easat-4182	81	11	robustness	robustness	NOUN
easat-4182	81	12	of	of	ADP
easat-4182	81	13	the	the	DET
easat-4182	81	14	model	model	NOUN
easat-4182	81	15	.	.	PUNCT
easat-4182	82	1	in	in	ADP
easat-4182	82	2	addition	addition	NOUN
easat-4182	82	3	,	,	PUNCT
easat-4182	82	4	the	the	DET
easat-4182	82	5	durbin	durbin	ADJ
easat-4182	82	6	-	-	PUNCT
easat-4182	82	7	watson	watson	PROPN
easat-4182	82	8	statistic	statistic	NOUN
easat-4182	82	9	shall	shall	AUX
easat-4182	82	10	be	be	AUX
easat-4182	82	11	computed	compute	VERB
easat-4182	82	12	as	as	ADP
easat-4182	82	13	a	a	DET
easat-4182	82	14	means	means	NOUN
easat-4182	82	15	of	of	ADP
easat-4182	82	16	identifying	identify	VERB
easat-4182	82	17	issues	issue	NOUN
easat-4182	82	18	of	of	ADP
easat-4182	82	19	autocorrelation	autocorrelation	NOUN
easat-4182	82	20	within	within	ADP
easat-4182	82	21	the	the	DET
easat-4182	82	22	residuals	residual	NOUN
easat-4182	82	23	.	.	PUNCT
easat-4182	83	1	it	it	PRON
easat-4182	83	2	is	be	AUX
easat-4182	83	3	in	in	ADP
easat-4182	83	4	this	this	DET
easat-4182	83	5	respect	respect	NOUN
easat-4182	83	6	that	that	SCONJ
easat-4182	83	7	the	the	DET
easat-4182	83	8	research	research	NOUN
easat-4182	83	9	study	study	NOUN
easat-4182	83	10	will	will	AUX
easat-4182	83	11	seek	seek	VERB
easat-4182	83	12	to	to	PART
easat-4182	83	13	provide	provide	VERB
easat-4182	83	14	a	a	DET
easat-4182	83	15	critical	critical	ADJ
easat-4182	83	16	,	,	PUNCT
easat-4182	83	17	empirical	empirical	ADJ
easat-4182	83	18	examination	examination	NOUN
easat-4182	83	19	of	of	ADP
easat-4182	83	20	the	the	DET
easat-4182	83	21	interlinkages	interlinkage	NOUN
easat-4182	83	22	that	that	PRON
easat-4182	83	23	exist	exist	VERB
easat-4182	83	24	between	between	ADP
easat-4182	83	25	higher	high	ADJ
easat-4182	83	26	education	education	NOUN
easat-4182	83	27	and	and	CCONJ
easat-4182	83	28	economic	economic	ADJ
easat-4182	83	29	growth	growth	NOUN
easat-4182	83	30	in	in	ADP
easat-4182	83	31	the	the	DET
easat-4182	83	32	state	state	NOUN
easat-4182	83	33	of	of	ADP
easat-4182	83	34	qatar	qatar	PROPN
easat-4182	83	35	through	through	ADP
easat-4182	83	36	its	its	PRON
easat-4182	83	37	methods	method	NOUN
easat-4182	83	38	.	.	PUNCT
easat-4182	84	1	consequently	consequently	ADV
easat-4182	84	2	,	,	PUNCT
easat-4182	84	3	the	the	DET
easat-4182	84	4	study	study	NOUN
easat-4182	84	5	will	will	AUX
easat-4182	84	6	add	add	VERB
easat-4182	84	7	value	value	NOUN
easat-4182	84	8	to	to	ADP
easat-4182	84	9	the	the	DET
easat-4182	84	10	literature	literature	NOUN
easat-4182	84	11	on	on	ADP
easat-4182	84	12	the	the	DET
easat-4182	84	13	subject	subject	NOUN
easat-4182	84	14	and	and	CCONJ
easat-4182	84	15	will	will	AUX
easat-4182	84	16	constitute	constitute	VERB
easat-4182	84	17	a	a	DET
easat-4182	84	18	basis	basis	NOUN
easat-4182	84	19	for	for	ADP
easat-4182	84	20	future	future	ADJ
easat-4182	84	21	policy	policy	NOUN
easat-4182	84	22	interventions	intervention	NOUN
easat-4182	84	23	.	.	PUNCT
easat-4182	85	1	3.1	3.1	NUM
easat-4182	85	2	.	.	PUNCT
easat-4182	85	3	data	datum	NOUN
easat-4182	85	4	description	description	NOUN
easat-4182	85	5	the	the	DET
easat-4182	85	6	data	datum	NOUN
easat-4182	85	7	for	for	ADP
easat-4182	85	8	this	this	DET
easat-4182	85	9	study	study	NOUN
easat-4182	85	10	was	be	AUX
easat-4182	85	11	collected	collect	VERB
easat-4182	85	12	on	on	ADP
easat-4182	85	13	an	an	DET
easat-4182	85	14	annual	annual	ADJ
easat-4182	85	15	basis	basis	NOUN
easat-4182	85	16	,	,	PUNCT
easat-4182	85	17	covering	cover	VERB
easat-4182	85	18	the	the	DET
easat-4182	85	19	period	period	NOUN
easat-4182	85	20	from	from	ADP
easat-4182	85	21	2000	2000	NUM
easat-4182	85	22	to	to	ADP
easat-4182	85	23	2022	2022	NUM
easat-4182	85	24	.	.	PUNCT
easat-4182	86	1	a	a	DET
easat-4182	86	2	summary	summary	NOUN
easat-4182	86	3	of	of	ADP
easat-4182	86	4	the	the	DET
easat-4182	86	5	data	data	NOUN
easat-4182	86	6	is	be	AUX
easat-4182	86	7	presented	present	VERB
easat-4182	86	8	in	in	ADP
easat-4182	86	9	table	table	NOUN
easat-4182	86	10	1	1	NUM
easat-4182	86	11	,	,	PUNCT
easat-4182	86	12	outlining	outline	VERB
easat-4182	86	13	the	the	DET
easat-4182	86	14	key	key	ADJ
easat-4182	86	15	variables	variable	NOUN
easat-4182	86	16	used	use	VERB
easat-4182	86	17	in	in	ADP
easat-4182	86	18	the	the	DET
easat-4182	86	19	analysis	analysis	NOUN
easat-4182	86	20	.	.	PUNCT
easat-4182	87	1	the	the	DET
easat-4182	87	2	first	first	ADJ
easat-4182	87	3	variable	variable	NOUN
easat-4182	87	4	,	,	PUNCT
easat-4182	87	5	educational	educational	ADJ
easat-4182	87	6	attainment	attainment	NOUN
easat-4182	87	7	,	,	PUNCT
easat-4182	87	8	represents	represent	VERB
easat-4182	87	9	the	the	DET
easat-4182	87	10	highest	high	ADJ
easat-4182	87	11	level	level	NOUN
easat-4182	87	12	of	of	ADP
easat-4182	87	13	education	education	NOUN
easat-4182	87	14	achieved	achieve	VERB
easat-4182	87	15	by	by	ADP
easat-4182	87	16	individuals	individual	NOUN
easat-4182	87	17	within	within	ADP
easat-4182	87	18	a	a	DET
easat-4182	87	19	specified	specified	ADJ
easat-4182	87	20	population	population	NOUN
easat-4182	87	21	.	.	PUNCT
easat-4182	88	1	this	this	DET
easat-4182	88	2	variable	variable	NOUN
easat-4182	88	3	categorizes	categorize	VERB
easat-4182	88	4	educational	educational	ADJ
easat-4182	88	5	levels	level	NOUN
easat-4182	88	6	into	into	ADP
easat-4182	88	7	no	no	DET
easat-4182	88	8	formal	formal	ADJ
easat-4182	88	9	education	education	NOUN
easat-4182	88	10	,	,	PUNCT
easat-4182	88	11	primary	primary	ADJ
easat-4182	88	12	,	,	PUNCT
easat-4182	88	13	secondary	secondary	ADJ
easat-4182	88	14	,	,	PUNCT
easat-4182	88	15	or	or	CCONJ
easat-4182	88	16	tertiary	tertiary	ADJ
easat-4182	88	17	education	education	NOUN
easat-4182	88	18	,	,	PUNCT
easat-4182	88	19	providing	provide	VERB
easat-4182	88	20	insight	insight	NOUN
easat-4182	88	21	into	into	ADP
easat-4182	88	22	the	the	DET
easat-4182	88	23	overall	overall	ADJ
easat-4182	88	24	educational	educational	ADJ
easat-4182	88	25	status	status	NOUN
easat-4182	88	26	of	of	ADP
easat-4182	88	27	the	the	DET
easat-4182	88	28	population	population	NOUN
easat-4182	88	29	.	.	PUNCT
easat-4182	89	1	the	the	DET
easat-4182	89	2	second	second	ADJ
easat-4182	89	3	variable	variable	NOUN
easat-4182	89	4	,	,	PUNCT
easat-4182	89	5	labor	labor	NOUN
easat-4182	89	6	force	force	NOUN
easat-4182	89	7	skills	skill	NOUN
easat-4182	89	8	,	,	PUNCT
easat-4182	89	9	assesses	assess	VERB
easat-4182	89	10	the	the	DET
easat-4182	89	11	collective	collective	ADJ
easat-4182	89	12	competencies	competency	NOUN
easat-4182	89	13	and	and	CCONJ
easat-4182	89	14	qualifications	qualification	NOUN
easat-4182	89	15	held	hold	VERB
easat-4182	89	16	by	by	ADP
easat-4182	89	17	the	the	DET
easat-4182	89	18	active	active	ADJ
easat-4182	89	19	workforce	workforce	NOUN
easat-4182	89	20	.	.	PUNCT
easat-4182	90	1	this	this	DET
easat-4182	90	2	variable	variable	NOUN
easat-4182	90	3	includes	include	VERB
easat-4182	90	4	educational	educational	ADJ
easat-4182	90	5	credentials	credential	NOUN
easat-4182	90	6	,	,	PUNCT
easat-4182	90	7	certifications	certification	NOUN
easat-4182	90	8	,	,	PUNCT
easat-4182	90	9	and	and	CCONJ
easat-4182	90	10	vocational	vocational	ADJ
easat-4182	90	11	training	training	NOUN
easat-4182	90	12	,	,	PUNCT
easat-4182	90	13	offering	offer	VERB
easat-4182	90	14	a	a	DET
easat-4182	90	15	measure	measure	NOUN
easat-4182	90	16	of	of	ADP
easat-4182	90	17	workforce	workforce	NOUN
easat-4182	90	18	readiness	readiness	NOUN
easat-4182	90	19	.	.	PUNCT
easat-4182	91	1	the	the	DET
easat-4182	91	2	third	third	ADJ
easat-4182	91	3	variable	variable	NOUN
easat-4182	91	4	,	,	PUNCT
easat-4182	91	5	employment	employment	NOUN
easat-4182	91	6	rates	rate	NOUN
easat-4182	91	7	of	of	ADP
easat-4182	91	8	graduates	graduate	NOUN
easat-4182	91	9	,	,	PUNCT
easat-4182	91	10	is	be	AUX
easat-4182	91	11	focused	focus	VERB
easat-4182	91	12	on	on	ADP
easat-4182	91	13	the	the	DET
easat-4182	91	14	percentage	percentage	NOUN
easat-4182	91	15	of	of	ADP
easat-4182	91	16	graduates	graduate	NOUN
easat-4182	91	17	securing	secure	VERB
easat-4182	91	18	employment	employment	NOUN
easat-4182	91	19	within	within	ADP
easat-4182	91	20	a	a	DET
easat-4182	91	21	set	set	NOUN
easat-4182	91	22	timeframe	timeframe	NOUN
easat-4182	91	23	after	after	ADP
easat-4182	91	24	graduation	graduation	NOUN
easat-4182	91	25	.	.	PUNCT
easat-4182	92	1	it	it	PRON
easat-4182	92	2	is	be	AUX
easat-4182	92	3	calculated	calculate	VERB
easat-4182	92	4	by	by	ADP
easat-4182	92	5	dividing	divide	VERB
easat-4182	92	6	the	the	DET
easat-4182	92	7	number	number	NOUN
easat-4182	92	8	of	of	ADP
easat-4182	92	9	employed	employ	VERB
easat-4182	92	10	graduates	graduate	NOUN
easat-4182	92	11	by	by	ADP
easat-4182	92	12	the	the	DET
easat-4182	92	13	total	total	ADJ
easat-4182	92	14	number	number	NOUN
easat-4182	92	15	of	of	ADP
easat-4182	92	16	graduates	graduate	NOUN
easat-4182	92	17	.	.	PUNCT
easat-4182	93	1	gross	gross	ADJ
easat-4182	93	2	domestic	domestic	ADJ
easat-4182	93	3	product	product	NOUN
easat-4182	93	4	(	(	PUNCT
easat-4182	93	5	gdp	gdp	NOUN
easat-4182	93	6	)	)	PUNCT
easat-4182	93	7	is	be	AUX
easat-4182	93	8	the	the	DET
easat-4182	93	9	fourth	fourth	ADJ
easat-4182	93	10	variable	variable	NOUN
easat-4182	93	11	,	,	PUNCT
easat-4182	93	12	representing	represent	VERB
easat-4182	93	13	the	the	DET
easat-4182	93	14	total	total	ADJ
easat-4182	93	15	market	market	NOUN
easat-4182	93	16	value	value	NOUN
easat-4182	93	17	of	of	ADP
easat-4182	93	18	goods	good	NOUN
easat-4182	93	19	and	and	CCONJ
easat-4182	93	20	services	service	NOUN
easat-4182	93	21	produced	produce	VERB
easat-4182	93	22	within	within	ADP
easat-4182	93	23	qatar	qatar	PROPN
easat-4182	93	24	during	during	ADP
easat-4182	93	25	a	a	DET
easat-4182	93	26	given	give	VERB
easat-4182	93	27	year	year	NOUN
easat-4182	93	28	.	.	PUNCT
easat-4182	94	1	this	this	DET
easat-4182	94	2	variable	variable	NOUN
easat-4182	94	3	is	be	AUX
easat-4182	94	4	crucial	crucial	ADJ
easat-4182	94	5	for	for	ADP
easat-4182	94	6	understanding	understand	VERB
easat-4182	94	7	the	the	DET
easat-4182	94	8	country	country	NOUN
easat-4182	94	9	’s	’s	PART
easat-4182	94	10	overall	overall	ADJ
easat-4182	94	11	economic	economic	ADJ
easat-4182	94	12	performance	performance	NOUN
easat-4182	94	13	.	.	PUNCT
easat-4182	95	1	the	the	DET
easat-4182	95	2	fifth	fifth	ADJ
easat-4182	95	3	variable	variable	NOUN
easat-4182	95	4	,	,	PUNCT
easat-4182	95	5	income	income	NOUN
easat-4182	95	6	disparities	disparity	NOUN
easat-4182	95	7	,	,	PUNCT
easat-4182	95	8	captures	capture	VERB
easat-4182	95	9	the	the	DET
easat-4182	95	10	differences	difference	NOUN
easat-4182	95	11	in	in	ADP
easat-4182	95	12	income	income	NOUN
easat-4182	95	13	levels	level	NOUN
easat-4182	95	14	within	within	ADP
easat-4182	95	15	society	society	NOUN
easat-4182	95	16	,	,	PUNCT
easat-4182	95	17	often	often	ADV
easat-4182	95	18	quantified	quantify	VERB
easat-4182	95	19	using	use	VERB
easat-4182	95	20	measures	measure	NOUN
easat-4182	95	21	such	such	ADJ
easat-4182	95	22	as	as	ADP
easat-4182	95	23	the	the	DET
easat-4182	95	24	gini	gini	PROPN
easat-4182	95	25	coefficient	coefficient	NOUN
easat-4182	95	26	or	or	CCONJ
easat-4182	95	27	income	income	NOUN
easat-4182	95	28	quintiles	quintile	NOUN
easat-4182	95	29	to	to	PART
easat-4182	95	30	highlight	highlight	VERB
easat-4182	95	31	the	the	DET
easat-4182	95	32	extent	extent	NOUN
easat-4182	95	33	of	of	ADP
easat-4182	95	34	income	income	NOUN
easat-4182	95	35	inequality	inequality	NOUN
easat-4182	95	36	.	.	PUNCT
easat-4182	96	1	table	table	NOUN
easat-4182	96	2	1	1	NUM
easat-4182	96	3	.	.	PUNCT
easat-4182	97	1	summary	summary	NOUN
easat-4182	97	2	of	of	ADP
easat-4182	97	3	key	key	ADJ
easat-4182	97	4	variables	variable	NOUN
easat-4182	97	5	and	and	CCONJ
easat-4182	97	6	their	their	PRON
easat-4182	97	7	sources	source	NOUN
easat-4182	97	8	.	.	PUNCT
easat-4182	98	1	variable	variable	ADJ
easat-4182	98	2	main	main	ADJ
easat-4182	98	3	variable	variable	ADJ
easat-4182	98	4	source	source	NOUN
easat-4182	98	5	educational	educational	ADJ
easat-4182	98	6	attainment	attainment	NOUN
easat-4182	98	7	the	the	DET
easat-4182	98	8	highest	high	ADJ
easat-4182	98	9	level	level	NOUN
easat-4182	98	10	of	of	ADP
easat-4182	98	11	educational	educational	ADJ
easat-4182	98	12	achievement	achievement	NOUN
easat-4182	98	13	reached	reach	VERB
easat-4182	98	14	by	by	ADP
easat-4182	98	15	individuals	individual	NOUN
easat-4182	98	16	within	within	ADP
easat-4182	98	17	a	a	DET
easat-4182	98	18	specified	specified	ADJ
easat-4182	98	19	population	population	NOUN
easat-4182	98	20	.	.	PUNCT
easat-4182	99	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	99	2	labor	labor	NOUN
easat-4182	99	3	force	force	NOUN
easat-4182	99	4	skills	skill	VERB
easat-4182	99	5	the	the	DET
easat-4182	99	6	collective	collective	ADJ
easat-4182	99	7	skills	skill	NOUN
easat-4182	99	8	and	and	CCONJ
easat-4182	99	9	competencies	competency	NOUN
easat-4182	99	10	possessed	possess	VERB
easat-4182	99	11	by	by	ADP
easat-4182	99	12	the	the	DET
easat-4182	99	13	active	active	ADJ
easat-4182	99	14	workforce	workforce	NOUN
easat-4182	99	15	in	in	ADP
easat-4182	99	16	a	a	DET
easat-4182	99	17	specific	specific	ADJ
easat-4182	99	18	area	area	NOUN
easat-4182	99	19	.	.	PUNCT
easat-4182	100	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	NOUN
easat-4182	100	2	employment	employment	NOUN
easat-4182	100	3	rates	rate	NOUN
easat-4182	100	4	of	of	ADP
easat-4182	100	5	graduates	graduate	NOUN
easat-4182	100	6	the	the	DET
easat-4182	100	7	percentage	percentage	NOUN
easat-4182	100	8	of	of	ADP
easat-4182	100	9	graduates	graduate	NOUN
easat-4182	100	10	securing	secure	VERB
easat-4182	100	11	employment	employment	NOUN
easat-4182	100	12	within	within	ADP
easat-4182	100	13	a	a	DET
easat-4182	100	14	defined	define	VERB
easat-4182	100	15	timeframe	timeframe	NOUN
easat-4182	100	16	post	post	NOUN
easat-4182	100	17	-	-	NOUN
easat-4182	100	18	graduation	graduation	NOUN
easat-4182	100	19	.	.	PUNCT
easat-4182	101	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	101	2	gross	gross	ADJ
easat-4182	101	3	domestic	domestic	ADJ
easat-4182	101	4	product	product	NOUN
easat-4182	101	5	(	(	PUNCT
easat-4182	101	6	gdp	gdp	NOUN
easat-4182	101	7	)	)	PUNCT
easat-4182	101	8	the	the	DET
easat-4182	101	9	total	total	ADJ
easat-4182	101	10	market	market	NOUN
easat-4182	101	11	value	value	NOUN
easat-4182	101	12	of	of	ADP
easat-4182	101	13	goods	good	NOUN
easat-4182	101	14	and	and	CCONJ
easat-4182	101	15	services	service	NOUN
easat-4182	101	16	produced	produce	VERB
easat-4182	101	17	within	within	ADP
easat-4182	101	18	a	a	DET
easat-4182	101	19	specific	specific	ADJ
easat-4182	101	20	country	country	NOUN
easat-4182	101	21	during	during	ADP
easat-4182	101	22	a	a	DET
easat-4182	101	23	set	set	ADJ
easat-4182	101	24	period	period	NOUN
easat-4182	101	25	.	.	PUNCT
easat-4182	102	1	https://data.worldbank.org/indic	https://data.worldbank.org/indic	ADJ
easat-4182	102	2	ator	ator	PROPN
easat-4182	102	3	/	/	SYM
easat-4182	102	4	bx.klt.dinv.cd.wd?loc	bx.klt.dinv.cd.wd?loc	PROPN
easat-4182	102	5	ations	ation	NOUN
easat-4182	102	6	=	=	SYM
easat-4182	102	7	qa	qa	PROPN
easat-4182	102	8	income	income	NOUN
easat-4182	102	9	disparities	disparity	NOUN
easat-4182	102	10	differences	difference	NOUN
easat-4182	102	11	in	in	ADP
easat-4182	102	12	income	income	NOUN
easat-4182	102	13	levels	level	NOUN
easat-4182	102	14	among	among	ADP
easat-4182	102	15	individuals	individual	NOUN
easat-4182	102	16	or	or	CCONJ
easat-4182	102	17	groups	group	NOUN
easat-4182	102	18	within	within	ADP
easat-4182	102	19	a	a	DET
easat-4182	102	20	society	society	NOUN
easat-4182	102	21	.	.	PUNCT
easat-4182	103	1	https://data.worldbank.org/indic	https://data.worldbank.org/indic	ADJ
easat-4182	103	2	ator	ator	PROPN
easat-4182	103	3	/	/	SYM
easat-4182	103	4	bx.klt.dinv.cd.wd?loc	bx.klt.dinv.cd.wd?loc	PROPN
easat-4182	103	5	ations	ation	NOUN
easat-4182	103	6	=	=	PRON
easat-4182	103	7	qa	qa	PROPN
easat-4182	103	8	foreign	foreign	ADJ
easat-4182	103	9	direct	direct	ADJ
easat-4182	103	10	investment	investment	NOUN
easat-4182	103	11	(	(	PUNCT
easat-4182	103	12	fdi	fdi	NOUN
easat-4182	103	13	)	)	PUNCT
easat-4182	103	14	investment	investment	NOUN
easat-4182	103	15	made	make	VERB
easat-4182	103	16	by	by	ADP
easat-4182	103	17	foreign	foreign	ADJ
easat-4182	103	18	entities	entity	NOUN
easat-4182	103	19	in	in	ADP
easat-4182	103	20	the	the	DET
easat-4182	103	21	economy	economy	NOUN
easat-4182	103	22	of	of	ADP
easat-4182	103	23	a	a	DET
easat-4182	103	24	specific	specific	ADJ
easat-4182	103	25	country	country	NOUN
easat-4182	103	26	.	.	PUNCT
easat-4182	104	1	https://data.worldbank.org/indic	https://data.worldbank.org/indic	ADJ
easat-4182	104	2	ator	ator	PROPN
easat-4182	104	3	/	/	SYM
easat-4182	104	4	bx.klt.dinv.cd.wd?loc	bx.klt.dinv.cd.wd?loc	PROPN
easat-4182	104	5	ations	ation	NOUN
easat-4182	104	6	=	=	SYM
easat-4182	104	7	qa	qa	PROPN
easat-4182	104	8	industry	industry	NOUN
easat-4182	104	9	-	-	PUNCT
easat-4182	104	10	academia	academia	NOUN
easat-4182	104	11	collaboration	collaboration	NOUN
easat-4182	104	12	the	the	DET
easat-4182	104	13	level	level	NOUN
easat-4182	104	14	of	of	ADP
easat-4182	104	15	collaboration	collaboration	NOUN
easat-4182	104	16	and	and	CCONJ
easat-4182	104	17	partnership	partnership	NOUN
easat-4182	104	18	between	between	ADP
easat-4182	104	19	academic	academic	ADJ
easat-4182	104	20	institutions	institution	NOUN
easat-4182	104	21	and	and	CCONJ
easat-4182	104	22	industries	industry	NOUN
easat-4182	104	23	in	in	ADP
easat-4182	104	24	research	research	NOUN
easat-4182	104	25	,	,	PUNCT
easat-4182	104	26	development	development	NOUN
easat-4182	104	27	,	,	PUNCT
easat-4182	104	28	and	and	CCONJ
easat-4182	104	29	innovation	innovation	NOUN
easat-4182	104	30	.	.	PUNCT
easat-4182	105	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	105	2	innovation	innovation	NOUN
easat-4182	105	3	index	index	NOUN
easat-4182	105	4	a	a	DET
easat-4182	105	5	composite	composite	ADJ
easat-4182	105	6	measure	measure	NOUN
easat-4182	105	7	assessing	assess	VERB
easat-4182	105	8	a	a	DET
easat-4182	105	9	country	country	NOUN
easat-4182	105	10	's	's	PART
easat-4182	105	11	overall	overall	ADJ
easat-4182	105	12	innovation	innovation	NOUN
easat-4182	105	13	capability	capability	NOUN
easat-4182	105	14	.	.	PUNCT
easat-4182	106	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	106	2	foreign	foreign	ADJ
easat-4182	106	3	direct	direct	ADJ
easat-4182	106	4	investment	investment	NOUN
easat-4182	106	5	(	(	PUNCT
easat-4182	106	6	fdi	fdi	PROPN
easat-4182	106	7	)	)	PUNCT
easat-4182	106	8	,	,	PUNCT
easat-4182	106	9	the	the	DET
easat-4182	106	10	sixth	sixth	ADJ
easat-4182	106	11	variable	variable	NOUN
easat-4182	106	12	,	,	PUNCT
easat-4182	106	13	measures	measure	VERB
easat-4182	106	14	the	the	DET
easat-4182	106	15	financial	financial	ADJ
easat-4182	106	16	inflows	inflow	NOUN
easat-4182	106	17	from	from	ADP
easat-4182	106	18	foreign	foreign	ADJ
easat-4182	106	19	entities	entity	NOUN
easat-4182	106	20	into	into	ADP
easat-4182	106	21	qatar	qatar	PROPN
easat-4182	106	22	’s	’s	PART
easat-4182	106	23	economy	economy	NOUN
easat-4182	106	24	.	.	PUNCT
easat-4182	107	1	this	this	PRON
easat-4182	107	2	is	be	AUX
easat-4182	107	3	expressed	express	VERB
easat-4182	107	4	as	as	ADP
easat-4182	107	5	a	a	DET
easat-4182	107	6	percentage	percentage	NOUN
easat-4182	107	7	of	of	ADP
easat-4182	107	8	gdp	gdp	NOUN
easat-4182	107	9	and	and	CCONJ
easat-4182	107	10	indicates	indicate	VERB
easat-4182	107	11	the	the	DET
easat-4182	107	12	level	level	NOUN
easat-4182	107	13	of	of	ADP
easat-4182	107	14	international	international	ADJ
easat-4182	107	15	investment	investment	NOUN
easat-4182	107	16	in	in	ADP
easat-4182	107	17	the	the	DET
easat-4182	107	18	country	country	NOUN
easat-4182	107	19	.	.	PUNCT
easat-4182	108	1	the	the	DET
easat-4182	108	2	seventh	seventh	ADJ
easat-4182	108	3	variable	variable	NOUN
easat-4182	108	4	,	,	PUNCT
easat-4182	108	5	industry	industry	NOUN
easat-4182	108	6	-	-	PUNCT
easat-4182	108	7	academia	academia	NOUN
easat-4182	108	8	collaboration	collaboration	NOUN
easat-4182	108	9	,	,	PUNCT
easat-4182	108	10	reflects	reflect	VERB
easat-4182	108	11	the	the	DET
easat-4182	108	12	extent	extent	NOUN
easat-4182	108	13	of	of	ADP
easat-4182	108	14	partnership	partnership	NOUN
easat-4182	108	15	between	between	ADP
easat-4182	108	16	academic	academic	ADJ
easat-4182	108	17	institutions	institution	NOUN
easat-4182	108	18	and	and	CCONJ
easat-4182	108	19	industries	industry	NOUN
easat-4182	108	20	,	,	PUNCT
easat-4182	108	21	focusing	focus	VERB
easat-4182	108	22	on	on	ADP
easat-4182	108	23	research	research	NOUN
easat-4182	108	24	,	,	PUNCT
easat-4182	108	25	development	development	NOUN
easat-4182	108	26	,	,	PUNCT
easat-4182	108	27	and	and	CCONJ
easat-4182	108	28	innovation	innovation	NOUN
easat-4182	108	29	initiatives	initiative	NOUN
easat-4182	108	30	,	,	PUNCT
easat-4182	108	31	including	include	VERB
easat-4182	108	32	joint	joint	ADJ
easat-4182	108	33	projects	project	NOUN
easat-4182	108	34	and	and	CCONJ
easat-4182	108	35	technology	technology	NOUN
easat-4182	108	36	transfers	transfer	NOUN
easat-4182	108	37	.	.	PUNCT
easat-4182	109	1	finally	finally	ADV
easat-4182	109	2	,	,	PUNCT
easat-4182	109	3	the	the	DET
easat-4182	109	4	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	NOUN
easat-4182	109	5	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	109	6	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	NOUN
easat-4182	109	7	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	NOUN
easat-4182	109	8	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	PUNCT
easat-4182	109	9	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	VERB
easat-4182	109	10	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	VERB
easat-4182	109	11	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	VERB
easat-4182	109	12	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	VERB
easat-4182	109	13	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	PUNCT
easat-4182	109	14	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	PUNCT
easat-4182	109	15	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	https://data.worldbank.org/indicator/bx.klt.dinv.cd.wd?locations=qa	VERB
easat-4182	110	1	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	110	2	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	PROPN
easat-4182	110	3	551	551	NUM
easat-4182	110	4	edelweiss	edelweiss	PROPN
easat-4182	110	5	applied	apply	VERB
easat-4182	110	6	science	science	NOUN
easat-4182	110	7	and	and	CCONJ
easat-4182	110	8	technology	technology	NOUN
easat-4182	110	9	issn	issn	PROPN
easat-4182	110	10	:	:	PUNCT
easat-4182	110	11	2576	2576	NUM
easat-4182	110	12	-	-	SYM
easat-4182	110	13	8484	8484	NUM
easat-4182	110	14	vol	vol	NOUN
easat-4182	110	15	.	.	PROPN
easat-4182	111	1	9	9	NUM
easat-4182	111	2	,	,	PUNCT
easat-4182	111	3	no	no	INTJ
easat-4182	111	4	.	.	NOUN
easat-4182	111	5	1	1	NUM
easat-4182	111	6	:	:	PUNCT
easat-4182	111	7	546	546	NUM
easat-4182	111	8	-	-	SYM
easat-4182	111	9	563	563	NUM
easat-4182	111	10	,	,	PUNCT
easat-4182	111	11	2025	2025	NUM
easat-4182	111	12	doi	doi	NOUN
easat-4182	111	13	:	:	PUNCT
easat-4182	111	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	111	15	©	©	PROPN
easat-4182	111	16	2025	2025	NUM
easat-4182	111	17	by	by	ADP
easat-4182	111	18	the	the	DET
easat-4182	111	19	authors	author	NOUN
easat-4182	111	20	;	;	PUNCT
easat-4182	111	21	licensee	licensee	PROPN
easat-4182	111	22	learning	learning	PROPN
easat-4182	111	23	gate	gate	PROPN
easat-4182	111	24	innovation	innovation	PROPN
easat-4182	111	25	index	index	NOUN
easat-4182	111	26	serves	serve	VERB
easat-4182	111	27	as	as	ADP
easat-4182	111	28	a	a	DET
easat-4182	111	29	composite	composite	ADJ
easat-4182	111	30	measure	measure	NOUN
easat-4182	111	31	of	of	ADP
easat-4182	111	32	qatar	qatar	PROPN
easat-4182	111	33	’s	’s	PART
easat-4182	111	34	innovation	innovation	NOUN
easat-4182	111	35	capability	capability	NOUN
easat-4182	111	36	,	,	PUNCT
easat-4182	111	37	capturing	capture	VERB
easat-4182	111	38	the	the	DET
easat-4182	111	39	country	country	NOUN
easat-4182	111	40	’s	’s	PART
easat-4182	111	41	performance	performance	NOUN
easat-4182	111	42	in	in	ADP
easat-4182	111	43	areas	area	NOUN
easat-4182	111	44	such	such	ADJ
easat-4182	111	45	as	as	ADP
easat-4182	111	46	research	research	NOUN
easat-4182	111	47	and	and	CCONJ
easat-4182	111	48	development	development	NOUN
easat-4182	111	49	,	,	PUNCT
easat-4182	111	50	patent	patent	NOUN
easat-4182	111	51	registrations	registration	NOUN
easat-4182	111	52	,	,	PUNCT
easat-4182	111	53	and	and	CCONJ
easat-4182	111	54	technology	technology	NOUN
easat-4182	111	55	adoption	adoption	NOUN
easat-4182	111	56	.	.	PUNCT
easat-4182	112	1	together	together	ADV
easat-4182	112	2	,	,	PUNCT
easat-4182	112	3	these	these	DET
easat-4182	112	4	variables	variable	NOUN
easat-4182	112	5	provide	provide	VERB
easat-4182	112	6	a	a	DET
easat-4182	112	7	comprehensive	comprehensive	ADJ
easat-4182	112	8	view	view	NOUN
easat-4182	112	9	of	of	ADP
easat-4182	112	10	the	the	DET
easat-4182	112	11	factors	factor	NOUN
easat-4182	112	12	influencing	influence	VERB
easat-4182	112	13	qatar	qatar	PROPN
easat-4182	112	14	’s	’s	PART
easat-4182	112	15	economic	economic	ADJ
easat-4182	112	16	growth	growth	NOUN
easat-4182	112	17	over	over	ADP
easat-4182	112	18	the	the	DET
easat-4182	112	19	study	study	NOUN
easat-4182	112	20	period	period	NOUN
easat-4182	112	21	.	.	PUNCT
easat-4182	113	1	4	4	X
easat-4182	113	2	.	.	NOUN
easat-4182	113	3	results	result	VERB
easat-4182	113	4	the	the	DET
easat-4182	113	5	distribution	distribution	NOUN
easat-4182	113	6	of	of	ADP
easat-4182	113	7	the	the	DET
easat-4182	113	8	continuous	continuous	ADJ
easat-4182	113	9	variables	variable	NOUN
easat-4182	113	10	was	be	AUX
easat-4182	113	11	checked	check	VERB
easat-4182	113	12	visually	visually	ADV
easat-4182	113	13	for	for	ADP
easat-4182	113	14	normality	normality	NOUN
easat-4182	113	15	by	by	ADP
easat-4182	113	16	creating	create	VERB
easat-4182	113	17	frequency	frequency	NOUN
easat-4182	113	18	distributions	distribution	NOUN
easat-4182	113	19	in	in	ADP
easat-4182	113	20	the	the	DET
easat-4182	113	21	form	form	NOUN
easat-4182	113	22	of	of	ADP
easat-4182	113	23	histograms	histogram	NOUN
easat-4182	113	24	and	and	CCONJ
easat-4182	113	25	box	box	NOUN
easat-4182	113	26	plots	plot	NOUN
easat-4182	113	27	.	.	PUNCT
easat-4182	114	1	from	from	ADP
easat-4182	114	2	these	these	DET
easat-4182	114	3	distributions	distribution	NOUN
easat-4182	114	4	,	,	PUNCT
easat-4182	114	5	a	a	DET
easat-4182	114	6	log	log	NOUN
easat-4182	114	7	-	-	PUNCT
easat-4182	114	8	log	log	NOUN
easat-4182	114	9	model	model	NOUN
easat-4182	114	10	was	be	AUX
easat-4182	114	11	derived	derive	VERB
easat-4182	114	12	.	.	PUNCT
easat-4182	115	1	logarithms	logarithm	NOUN
easat-4182	115	2	are	be	AUX
easat-4182	115	3	particularly	particularly	ADV
easat-4182	115	4	helpful	helpful	ADJ
easat-4182	115	5	when	when	SCONJ
easat-4182	115	6	there	there	PRON
easat-4182	115	7	is	be	VERB
easat-4182	115	8	a	a	DET
easat-4182	115	9	need	need	NOUN
easat-4182	115	10	to	to	PART
easat-4182	115	11	transform	transform	VERB
easat-4182	115	12	positively	positively	ADV
easat-4182	115	13	skewed	skewed	ADJ
easat-4182	115	14	distributions	distribution	NOUN
easat-4182	115	15	into	into	ADP
easat-4182	115	16	a	a	DET
easat-4182	115	17	state	state	NOUN
easat-4182	115	18	of	of	ADP
easat-4182	115	19	normality	normality	NOUN
easat-4182	115	20	.	.	PUNCT
easat-4182	116	1	moreover	moreover	ADV
easat-4182	116	2	,	,	PUNCT
easat-4182	116	3	if	if	SCONJ
easat-4182	116	4	the	the	DET
easat-4182	116	5	relationship	relationship	NOUN
easat-4182	116	6	between	between	ADP
easat-4182	116	7	the	the	DET
easat-4182	116	8	dependent	dependent	ADJ
easat-4182	116	9	variable	variable	NOUN
easat-4182	116	10	and	and	CCONJ
easat-4182	116	11	an	an	DET
easat-4182	116	12	independent	independent	ADJ
easat-4182	116	13	variable	variable	NOUN
easat-4182	116	14	takes	take	VERB
easat-4182	116	15	the	the	DET
easat-4182	116	16	form	form	NOUN
easat-4182	116	17	of	of	ADP
easat-4182	116	18	changes	change	NOUN
easat-4182	116	19	in	in	ADP
easat-4182	116	20	proportion	proportion	NOUN
easat-4182	116	21	then	then	ADV
easat-4182	116	22	the	the	DET
easat-4182	116	23	application	application	NOUN
easat-4182	116	24	of	of	ADP
easat-4182	116	25	natural	natural	ADJ
easat-4182	116	26	logarithms	logarithm	NOUN
easat-4182	116	27	improves	improve	VERB
easat-4182	116	28	the	the	DET
easat-4182	116	29	expression	expression	NOUN
easat-4182	116	30	of	of	ADP
easat-4182	116	31	such	such	ADJ
easat-4182	116	32	relations	relation	NOUN
easat-4182	116	33	.	.	PUNCT
easat-4182	117	1	in	in	ADP
easat-4182	117	2	light	light	NOUN
easat-4182	117	3	of	of	ADP
easat-4182	117	4	this	this	PRON
easat-4182	117	5	,	,	PUNCT
easat-4182	117	6	it	it	PRON
easat-4182	117	7	was	be	AUX
easat-4182	117	8	important	important	ADJ
easat-4182	117	9	that	that	SCONJ
easat-4182	117	10	natural	natural	ADJ
easat-4182	117	11	log	log	NOUN
easat-4182	117	12	transformations	transformation	NOUN
easat-4182	117	13	be	be	AUX
easat-4182	117	14	performed	perform	VERB
easat-4182	117	15	on	on	ADP
easat-4182	117	16	the	the	DET
easat-4182	117	17	relevant	relevant	ADJ
easat-4182	117	18	variables	variable	NOUN
easat-4182	117	19	to	to	PART
easat-4182	117	20	ensure	ensure	VERB
easat-4182	117	21	their	their	PRON
easat-4182	117	22	appropriateness	appropriateness	NOUN
easat-4182	117	23	for	for	ADP
easat-4182	117	24	subsequent	subsequent	ADJ
easat-4182	117	25	modeling	modeling	NOUN
easat-4182	117	26	.	.	PUNCT
easat-4182	118	1	descriptive	descriptive	ADJ
easat-4182	118	2	statistics	statistic	NOUN
easat-4182	118	3	and	and	CCONJ
easat-4182	118	4	variable	variable	ADJ
easat-4182	118	5	distributions	distribution	NOUN
easat-4182	118	6	are	be	AUX
easat-4182	118	7	summarized	summarize	VERB
easat-4182	118	8	in	in	ADP
easat-4182	118	9	table	table	NOUN
easat-4182	118	10	2	2	NUM
easat-4182	118	11	,	,	PUNCT
easat-4182	118	12	while	while	SCONJ
easat-4182	118	13	a	a	DET
easat-4182	118	14	correlation	correlation	NOUN
easat-4182	118	15	matrix	matrix	NOUN
easat-4182	118	16	was	be	AUX
easat-4182	118	17	constructed	construct	VERB
easat-4182	118	18	to	to	PART
easat-4182	118	19	show	show	VERB
easat-4182	118	20	the	the	DET
easat-4182	118	21	linear	linear	ADJ
easat-4182	118	22	relationships	relationship	NOUN
easat-4182	118	23	between	between	ADP
easat-4182	118	24	the	the	DET
easat-4182	118	25	variables	variable	NOUN
easat-4182	118	26	.	.	PUNCT
easat-4182	119	1	from	from	ADP
easat-4182	119	2	the	the	DET
easat-4182	119	3	descriptive	descriptive	ADJ
easat-4182	119	4	statistics	statistic	NOUN
easat-4182	119	5	and	and	CCONJ
easat-4182	119	6	the	the	DET
easat-4182	119	7	correlation	correlation	NOUN
easat-4182	119	8	matrix	matrix	NOUN
easat-4182	119	9	shown	show	VERB
easat-4182	119	10	in	in	ADP
easat-4182	119	11	table	table	NOUN
easat-4182	119	12	2	2	NUM
easat-4182	119	13	,	,	PUNCT
easat-4182	119	14	useful	useful	ADJ
easat-4182	119	15	information	information	NOUN
easat-4182	119	16	is	be	AUX
easat-4182	119	17	derived	derive	VERB
easat-4182	119	18	about	about	ADP
easat-4182	119	19	the	the	DET
easat-4182	119	20	underlying	underlie	VERB
easat-4182	119	21	relationships	relationship	NOUN
easat-4182	119	22	among	among	ADP
easat-4182	119	23	the	the	DET
easat-4182	119	24	variables	variable	NOUN
easat-4182	119	25	.	.	PUNCT
easat-4182	120	1	for	for	ADP
easat-4182	120	2	example	example	NOUN
easat-4182	120	3	,	,	PUNCT
easat-4182	120	4	gdp	gdp	NOUN
easat-4182	120	5	is	be	AUX
easat-4182	120	6	in	in	ADP
easat-4182	120	7	moderate	moderate	ADJ
easat-4182	120	8	positive	positive	ADJ
easat-4182	120	9	correlation	correlation	NOUN
easat-4182	120	10	with	with	ADP
easat-4182	120	11	the	the	DET
easat-4182	120	12	innovation	innovation	NOUN
easat-4182	120	13	index	index	NOUN
easat-4182	120	14	0.574	0.574	NOUN
easat-4182	120	15	,	,	PUNCT
easat-4182	120	16	industry	industry	NOUN
easat-4182	120	17	-	-	PUNCT
easat-4182	120	18	academia	academia	NOUN
easat-4182	120	19	collaboration	collaboration	NOUN
easat-4182	120	20	0.574	0.574	NUM
easat-4182	120	21	,	,	PUNCT
easat-4182	120	22	employment	employment	NOUN
easat-4182	120	23	rates	rate	NOUN
easat-4182	120	24	of	of	ADP
easat-4182	120	25	graduates	graduate	NOUN
easat-4182	120	26	0.715	0.715	NUM
easat-4182	120	27	,	,	PUNCT
easat-4182	120	28	and	and	CCONJ
easat-4182	120	29	labor	labor	NOUN
easat-4182	120	30	force	force	NOUN
easat-4182	120	31	skills	skill	VERB
easat-4182	120	32	0.693	0.693	NUM
easat-4182	120	33	.	.	PUNCT
easat-4182	121	1	it	it	PRON
easat-4182	121	2	is	be	AUX
easat-4182	121	3	in	in	ADP
easat-4182	121	4	weak	weak	ADJ
easat-4182	121	5	positive	positive	ADJ
easat-4182	121	6	correlation	correlation	NOUN
easat-4182	121	7	with	with	ADP
easat-4182	121	8	fdi	fdi	NOUN
easat-4182	121	9	−0.145	−0.145	NOUN
easat-4182	121	10	and	and	CCONJ
easat-4182	121	11	educational	educational	ADJ
easat-4182	121	12	attainment	attainment	ADJ
easat-4182	121	13	0.040	0.040	NUM
easat-4182	121	14	.	.	PUNCT
easat-4182	122	1	on	on	ADP
easat-4182	122	2	the	the	DET
easat-4182	122	3	contrary	contrary	NOUN
easat-4182	122	4	,	,	PUNCT
easat-4182	122	5	it	it	PRON
easat-4182	122	6	has	have	VERB
easat-4182	122	7	a	a	DET
easat-4182	122	8	negative	negative	ADJ
easat-4182	122	9	correlation	correlation	NOUN
easat-4182	122	10	with	with	ADP
easat-4182	122	11	income	income	NOUN
easat-4182	122	12	disparities	disparity	NOUN
easat-4182	122	13	−0.450	−0.450	VERB
easat-4182	122	14	,	,	PUNCT
easat-4182	122	15	implying	imply	VERB
easat-4182	122	16	that	that	SCONJ
easat-4182	122	17	the	the	DET
easat-4182	122	18	highest	high	ADJ
easat-4182	122	19	gdp	gdp	NOUN
easat-4182	122	20	correlates	correlate	VERB
easat-4182	122	21	to	to	ADP
easat-4182	122	22	low	low	ADJ
easat-4182	122	23	income	income	NOUN
easat-4182	122	24	disparities	disparity	NOUN
easat-4182	122	25	.	.	PUNCT
easat-4182	123	1	the	the	DET
easat-4182	123	2	innovation	innovation	NOUN
easat-4182	123	3	index	index	NOUN
easat-4182	123	4	is	be	AUX
easat-4182	123	5	also	also	ADV
easat-4182	123	6	strongly	strongly	ADV
easat-4182	123	7	positively	positively	ADV
easat-4182	123	8	correlated	correlate	VERB
easat-4182	123	9	with	with	ADP
easat-4182	123	10	industry	industry	NOUN
easat-4182	123	11	-	-	PUNCT
easat-4182	123	12	academia	academia	NOUN
easat-4182	123	13	collaboration	collaboration	NOUN
easat-4182	123	14	0.924	0.924	NUM
easat-4182	123	15	,	,	PUNCT
easat-4182	123	16	employment	employment	NOUN
easat-4182	123	17	rates	rate	NOUN
easat-4182	123	18	of	of	ADP
easat-4182	123	19	graduates	graduate	NOUN
easat-4182	123	20	0.924	0.924	NUM
easat-4182	123	21	,	,	PUNCT
easat-4182	123	22	and	and	CCONJ
easat-4182	123	23	labor	labor	NOUN
easat-4182	123	24	force	force	NOUN
easat-4182	123	25	skills	skill	VERB
easat-4182	123	26	0.939	0.939	NUM
easat-4182	123	27	.	.	PUNCT
easat-4182	124	1	in	in	ADP
easat-4182	124	2	contrast	contrast	NOUN
easat-4182	124	3	,	,	PUNCT
easat-4182	124	4	it	it	PRON
easat-4182	124	5	is	be	AUX
easat-4182	124	6	strongly	strongly	ADV
easat-4182	124	7	negatively	negatively	ADV
easat-4182	124	8	correlated	correlate	VERB
easat-4182	124	9	with	with	ADP
easat-4182	124	10	income	income	NOUN
easat-4182	124	11	disparities	disparity	NOUN
easat-4182	124	12	−0.861	−0.861	NOUN
easat-4182	124	13	and	and	CCONJ
easat-4182	124	14	fdi	fdi	NOUN
easat-4182	124	15	−0.643	−0.643	PROPN
easat-4182	124	16	,	,	PUNCT
easat-4182	124	17	and	and	CCONJ
easat-4182	124	18	moderately	moderately	ADV
easat-4182	124	19	negatively	negatively	ADV
easat-4182	124	20	correlated	correlate	VERB
easat-4182	124	21	with	with	ADP
easat-4182	124	22	educational	educational	ADJ
easat-4182	124	23	attainment	attainment	ADJ
easat-4182	124	24	−0.525	−0.525	NOUN
easat-4182	124	25	.	.	PUNCT
easat-4182	125	1	similarly	similarly	ADV
easat-4182	125	2	,	,	PUNCT
easat-4182	125	3	industry	industry	NOUN
easat-4182	125	4	-	-	PUNCT
easat-4182	125	5	academia	academia	NOUN
easat-4182	125	6	collaboration	collaboration	NOUN
easat-4182	125	7	also	also	ADV
easat-4182	125	8	depicted	depict	VERB
easat-4182	125	9	similar	similar	ADJ
easat-4182	125	10	patterns	pattern	NOUN
easat-4182	125	11	of	of	ADP
easat-4182	125	12	correlation	correlation	NOUN
easat-4182	125	13	with	with	ADP
easat-4182	125	14	that	that	PRON
easat-4182	125	15	of	of	ADP
easat-4182	125	16	innovation	innovation	NOUN
easat-4182	125	17	index	index	NOUN
easat-4182	125	18	.	.	PUNCT
easat-4182	126	1	the	the	DET
easat-4182	126	2	fdi	fdi	NOUN
easat-4182	126	3	was	be	AUX
easat-4182	126	4	weakly	weakly	ADV
easat-4182	126	5	positively	positively	ADV
easat-4182	126	6	correlated	correlate	VERB
easat-4182	126	7	with	with	ADP
easat-4182	126	8	the	the	DET
easat-4182	126	9	gdp	gdp	NOUN
easat-4182	126	10	at	at	ADP
easat-4182	126	11	−0.145	−0.145	PROPN
easat-4182	126	12	;	;	PUNCT
easat-4182	126	13	it	it	PRON
easat-4182	126	14	is	be	AUX
easat-4182	126	15	moderately	moderately	ADV
easat-4182	126	16	positively	positively	ADV
easat-4182	126	17	related	relate	VERB
easat-4182	126	18	to	to	ADP
easat-4182	126	19	income	income	NOUN
easat-4182	126	20	disparities	disparity	NOUN
easat-4182	126	21	0.555	0.555	NUM
easat-4182	126	22	and	and	CCONJ
easat-4182	126	23	educational	educational	ADJ
easat-4182	126	24	attainment	attainment	NOUN
easat-4182	126	25	0.480	0.480	NUM
easat-4182	126	26	.	.	PUNCT
easat-4182	127	1	it	it	PRON
easat-4182	127	2	is	be	AUX
easat-4182	127	3	inversely	inversely	ADV
easat-4182	127	4	related	relate	VERB
easat-4182	127	5	to	to	ADP
easat-4182	127	6	the	the	DET
easat-4182	127	7	innovation	innovation	NOUN
easat-4182	127	8	index	index	NOUN
easat-4182	127	9	at	at	ADP
easat-4182	127	10	−0.643	−0.643	PROPN
easat-4182	127	11	and	and	CCONJ
easat-4182	127	12	industry	industry	NOUN
easat-4182	127	13	-	-	PUNCT
easat-4182	127	14	academia	academia	NOUN
easat-4182	127	15	collaboration	collaboration	NOUN
easat-4182	127	16	at	at	ADP
easat-4182	127	17	−0.643	−0.643	PROPN
easat-4182	127	18	.	.	PUNCT
easat-4182	128	1	but	but	CCONJ
easat-4182	128	2	income	income	NOUN
easat-4182	128	3	disparities	disparity	NOUN
easat-4182	128	4	were	be	AUX
easat-4182	128	5	strongly	strongly	ADV
easat-4182	128	6	negatively	negatively	ADV
easat-4182	128	7	associated	associate	VERB
easat-4182	128	8	with	with	ADP
easat-4182	128	9	innovation	innovation	NOUN
easat-4182	128	10	index	index	NOUN
easat-4182	128	11	(	(	PUNCT
easat-4182	128	12	−0.861	−0.861	NOUN
easat-4182	128	13	)	)	PUNCT
easat-4182	128	14	,	,	PUNCT
easat-4182	128	15	industry	industry	NOUN
easat-4182	128	16	-	-	PUNCT
easat-4182	128	17	academia	academia	NOUN
easat-4182	128	18	collaboration	collaboration	NOUN
easat-4182	128	19	(	(	PUNCT
easat-4182	128	20	−0.861	−0.861	NOUN
easat-4182	128	21	)	)	PUNCT
easat-4182	128	22	,	,	PUNCT
easat-4182	128	23	and	and	CCONJ
easat-4182	128	24	employment	employment	NOUN
easat-4182	128	25	rates	rate	NOUN
easat-4182	128	26	of	of	ADP
easat-4182	128	27	graduates	graduate	NOUN
easat-4182	128	28	(	(	PUNCT
easat-4182	128	29	−0.836	−0.836	PROPN
easat-4182	128	30	)	)	PUNCT
easat-4182	128	31	;	;	PUNCT
easat-4182	128	32	moderately	moderately	ADV
easat-4182	128	33	negatively	negatively	ADV
easat-4182	128	34	correlated	correlate	VERB
easat-4182	128	35	with	with	ADP
easat-4182	128	36	labor	labor	NOUN
easat-4182	128	37	force	force	NOUN
easat-4182	128	38	skills	skill	NOUN
easat-4182	128	39	(	(	PUNCT
easat-4182	128	40	−0.818	−0.818	NOUN
easat-4182	128	41	)	)	PUNCT
easat-4182	128	42	;	;	PUNCT
easat-4182	128	43	and	and	CCONJ
easat-4182	128	44	weakly	weakly	ADV
easat-4182	128	45	negatively	negatively	ADV
easat-4182	128	46	correlated	correlate	VERB
easat-4182	128	47	with	with	ADP
easat-4182	128	48	gdp	gdp	NOUN
easat-4182	128	49	(	(	PUNCT
easat-4182	128	50	−0.450	−0.450	NOUN
easat-4182	128	51	)	)	PUNCT
easat-4182	128	52	.	.	PUNCT
easat-4182	129	1	employment	employment	NOUN
easat-4182	129	2	rates	rate	NOUN
easat-4182	129	3	of	of	ADP
easat-4182	129	4	graduates	graduate	NOUN
easat-4182	129	5	highly	highly	ADV
easat-4182	129	6	correlated	correlate	VERB
easat-4182	129	7	with	with	ADP
easat-4182	129	8	innovation	innovation	NOUN
easat-4182	129	9	index	index	NOUN
easat-4182	129	10	with	with	ADP
easat-4182	129	11	0.924	0.924	NUM
easat-4182	129	12	,	,	PUNCT
easat-4182	129	13	industryacademia	industryacademia	NOUN
easat-4182	129	14	collaboration	collaboration	NOUN
easat-4182	129	15	with	with	ADP
easat-4182	129	16	0.924	0.924	NUM
easat-4182	129	17	,	,	PUNCT
easat-4182	129	18	and	and	CCONJ
easat-4182	129	19	labor	labor	NOUN
easat-4182	129	20	force	force	NOUN
easat-4182	129	21	skills	skill	NOUN
easat-4182	129	22	with	with	ADP
easat-4182	129	23	0.984	0.984	NUM
easat-4182	129	24	but	but	CCONJ
easat-4182	129	25	correlated	correlate	VERB
easat-4182	129	26	negatively	negatively	ADV
easat-4182	129	27	with	with	ADP
easat-4182	129	28	income	income	NOUN
easat-4182	129	29	disparities	disparity	NOUN
easat-4182	129	30	with	with	ADP
easat-4182	129	31	−0.836	−0.836	PROPN
easat-4182	129	32	.	.	PUNCT
easat-4182	130	1	labor	labor	NOUN
easat-4182	130	2	force	force	NOUN
easat-4182	130	3	skills	skill	NOUN
easat-4182	130	4	also	also	ADV
easat-4182	130	5	showed	show	VERB
easat-4182	130	6	a	a	DET
easat-4182	130	7	strong	strong	ADJ
easat-4182	130	8	positive	positive	ADJ
easat-4182	130	9	correlation	correlation	NOUN
easat-4182	130	10	with	with	ADP
easat-4182	130	11	innovation	innovation	NOUN
easat-4182	130	12	index	index	NOUN
easat-4182	130	13	at	at	ADP
easat-4182	130	14	0.939	0.939	NUM
easat-4182	130	15	,	,	PUNCT
easat-4182	130	16	industry	industry	NOUN
easat-4182	130	17	-	-	PUNCT
easat-4182	130	18	academia	academia	NOUN
easat-4182	130	19	collaboration	collaboration	NOUN
easat-4182	130	20	at	at	ADP
easat-4182	130	21	0.939	0.939	NUM
easat-4182	130	22	,	,	PUNCT
easat-4182	130	23	and	and	CCONJ
easat-4182	130	24	employment	employment	NOUN
easat-4182	130	25	rates	rate	NOUN
easat-4182	130	26	of	of	ADP
easat-4182	130	27	graduates	graduate	NOUN
easat-4182	130	28	at	at	ADP
easat-4182	130	29	0.984	0.984	NUM
easat-4182	130	30	while	while	SCONJ
easat-4182	130	31	being	be	AUX
easat-4182	130	32	moderate	moderate	ADJ
easat-4182	130	33	negatively	negatively	ADV
easat-4182	130	34	with	with	ADP
easat-4182	130	35	income	income	NOUN
easat-4182	130	36	disparities	disparity	NOUN
easat-4182	130	37	at	at	ADP
easat-4182	130	38	−0.818	−0.818	NOUN
easat-4182	130	39	.	.	PUNCT
easat-4182	131	1	lastly	lastly	ADV
easat-4182	131	2	,	,	PUNCT
easat-4182	131	3	educational	educational	ADJ
easat-4182	131	4	attainment	attainment	NOUN
easat-4182	131	5	was	be	AUX
easat-4182	131	6	weakly	weakly	ADV
easat-4182	131	7	positively	positively	ADV
easat-4182	131	8	correlated	correlate	VERB
easat-4182	131	9	with	with	ADP
easat-4182	131	10	gdp	gdp	NOUN
easat-4182	131	11	at	at	ADP
easat-4182	131	12	0.040	0.040	NUM
easat-4182	131	13	and	and	CCONJ
easat-4182	131	14	fdi	fdi	NOUN
easat-4182	131	15	at	at	ADP
easat-4182	131	16	0.480	0.480	NUM
easat-4182	131	17	,	,	PUNCT
easat-4182	131	18	while	while	SCONJ
easat-4182	131	19	it	it	PRON
easat-4182	131	20	was	be	AUX
easat-4182	131	21	negatively	negatively	ADV
easat-4182	131	22	moderately	moderately	ADV
easat-4182	131	23	correlated	correlate	VERB
easat-4182	131	24	with	with	ADP
easat-4182	131	25	innovation	innovation	NOUN
easat-4182	131	26	index	index	NOUN
easat-4182	131	27	at	at	ADP
easat-4182	131	28	−0.525	−0.525	NOUN
easat-4182	131	29	and	and	CCONJ
easat-4182	131	30	industryacademia	industryacademia	NOUN
easat-4182	131	31	collaboration	collaboration	NOUN
easat-4182	131	32	at	at	ADP
easat-4182	131	33	−0.525	−0.525	NOUN
easat-4182	131	34	.	.	PUNCT
easat-4182	132	1	these	these	DET
easat-4182	132	2	correlations	correlation	NOUN
easat-4182	132	3	,	,	PUNCT
easat-4182	132	4	many	many	ADJ
easat-4182	132	5	of	of	ADP
easat-4182	132	6	which	which	PRON
easat-4182	132	7	are	be	AUX
easat-4182	132	8	statistically	statistically	ADV
easat-4182	132	9	significant	significant	ADJ
easat-4182	132	10	at	at	ADP
easat-4182	132	11	p	p	X
easat-4182	132	12	<	<	X
easat-4182	132	13	0.05	0.05	NUM
easat-4182	132	14	,	,	PUNCT
easat-4182	132	15	depict	depict	VERB
easat-4182	132	16	very	very	ADV
easat-4182	132	17	complex	complex	ADJ
easat-4182	132	18	relationships	relationship	NOUN
easat-4182	132	19	,	,	PUNCT
easat-4182	132	20	especially	especially	ADV
easat-4182	132	21	between	between	ADP
easat-4182	132	22	the	the	DET
easat-4182	132	23	innovation	innovation	NOUN
easat-4182	132	24	-	-	PUNCT
easat-4182	132	25	related	relate	VERB
easat-4182	132	26	variables	variable	NOUN
easat-4182	132	27	and	and	CCONJ
easat-4182	132	28	economic	economic	ADJ
easat-4182	132	29	indicators	indicator	NOUN
easat-4182	132	30	.	.	PUNCT
easat-4182	133	1	this	this	PRON
easat-4182	133	2	may	may	AUX
easat-4182	133	3	suggest	suggest	VERB
easat-4182	133	4	that	that	SCONJ
easat-4182	133	5	innovation	innovation	NOUN
easat-4182	133	6	development	development	NOUN
easat-4182	133	7	could	could	AUX
easat-4182	133	8	be	be	AUX
easat-4182	133	9	associated	associate	VERB
easat-4182	133	10	with	with	ADP
easat-4182	133	11	further	further	ADJ
easat-4182	133	12	economic	economic	ADJ
easat-4182	133	13	growth	growth	NOUN
easat-4182	133	14	,	,	PUNCT
easat-4182	133	15	while	while	SCONJ
easat-4182	133	16	a	a	DET
easat-4182	133	17	reduction	reduction	NOUN
easat-4182	133	18	in	in	ADP
easat-4182	133	19	income	income	NOUN
easat-4182	133	20	disparity	disparity	NOUN
easat-4182	133	21	may	may	AUX
easat-4182	133	22	further	far	ADV
easat-4182	133	23	promote	promote	VERB
easat-4182	133	24	improvement	improvement	NOUN
easat-4182	133	25	in	in	ADP
easat-4182	133	26	economic	economic	ADJ
easat-4182	133	27	conditions	condition	NOUN
easat-4182	133	28	across	across	ADP
easat-4182	133	29	multiple	multiple	ADJ
easat-4182	133	30	dimensions	dimension	NOUN
easat-4182	133	31	.	.	PUNCT
easat-4182	134	1	552	552	NUM
easat-4182	134	2	edelweiss	edelweiss	PROPN
easat-4182	134	3	applied	apply	VERB
easat-4182	134	4	science	science	NOUN
easat-4182	134	5	and	and	CCONJ
easat-4182	134	6	technology	technology	NOUN
easat-4182	134	7	issn	issn	PROPN
easat-4182	134	8	:	:	PUNCT
easat-4182	134	9	2576	2576	NUM
easat-4182	134	10	-	-	SYM
easat-4182	134	11	8484	8484	NUM
easat-4182	134	12	vol	vol	NOUN
easat-4182	134	13	.	.	PROPN
easat-4182	135	1	9	9	NUM
easat-4182	135	2	,	,	PUNCT
easat-4182	135	3	no	no	INTJ
easat-4182	135	4	.	.	NOUN
easat-4182	135	5	1	1	NUM
easat-4182	135	6	:	:	PUNCT
easat-4182	135	7	546	546	NUM
easat-4182	135	8	-	-	SYM
easat-4182	135	9	563	563	NUM
easat-4182	135	10	,	,	PUNCT
easat-4182	135	11	2025	2025	NUM
easat-4182	135	12	doi	doi	NOUN
easat-4182	135	13	:	:	PUNCT
easat-4182	136	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	136	2	©	©	PROPN
easat-4182	136	3	2025	2025	NUM
easat-4182	136	4	by	by	ADP
easat-4182	136	5	the	the	DET
easat-4182	136	6	authors	author	NOUN
easat-4182	136	7	;	;	PUNCT
easat-4182	136	8	licensee	licensee	PROPN
easat-4182	136	9	learning	learn	VERB
easat-4182	136	10	gate	gate	NOUN
easat-4182	136	11	table	table	NOUN
easat-4182	136	12	2	2	NUM
easat-4182	136	13	.	.	PUNCT
easat-4182	136	14	summary	summary	NOUN
easat-4182	136	15	statistics	statistic	NOUN
easat-4182	136	16	and	and	CCONJ
easat-4182	136	17	histogram	histogram	VERB
easat-4182	136	18	analysis	analysis	NOUN
easat-4182	136	19	of	of	ADP
easat-4182	136	20	key	key	ADJ
easat-4182	136	21	variables	variable	NOUN
easat-4182	136	22	.	.	PUNCT
easat-4182	137	1	variable	variable	ADJ
easat-4182	137	2	histogram	histogram	PROPN
easat-4182	137	3	summary	summary	NOUN
easat-4182	137	4	statistics	statistics	PROPN
easat-4182	137	5	innovation	innovation	NOUN
easat-4182	137	6	index	index	NOUN
easat-4182	137	7	mean	mean	VERB
easat-4182	137	8	0.715	0.715	NUM
easat-4182	137	9	min	min	NOUN
easat-4182	137	10	0.478	0.478	NUM
easat-4182	137	11	max	max	PROPN
easat-4182	137	12	0.951	0.951	NUM
easat-4182	137	13	std	std	NOUN
easat-4182	137	14	dev	dev	PROPN
easat-4182	137	15	0.145	0.145	NUM
easat-4182	137	16	skewness	skewness	NOUN
easat-4182	137	17	0.000	0.000	NUM
easat-4182	137	18	industry	industry	NOUN
easat-4182	137	19	-	-	PUNCT
easat-4182	137	20	academia	academia	NOUN
easat-4182	137	21	collaboration	collaboration	NOUN
easat-4182	137	22	mean	mean	NOUN
easat-4182	137	23	602.10	602.10	NUM
easat-4182	137	24	min	min	NOUN
easat-4182	137	25	584.50	584.50	NUM
easat-4182	137	26	max	max	PROPN
easat-4182	137	27	619.705	619.705	NUM
easat-4182	137	28	std	std	NOUN
easat-4182	137	29	dev	dev	NOUN
easat-4182	137	30	10.851	10.851	NUM
easat-4182	137	31	skewness	skewness	NOUN
easat-4182	137	32	0.000	0.000	NUM
easat-4182	137	33	foreign	foreign	ADJ
easat-4182	137	34	direct	direct	ADJ
easat-4182	137	35	investment	investment	NOUN
easat-4182	137	36	(	(	PUNCT
easat-4182	137	37	fdi	fdi	NOUN
easat-4182	137	38	)	)	PUNCT
easat-4182	137	39	mean	mean	VERB
easat-4182	137	40	1.6864	1.6864	NUM
easat-4182	137	41	min	min	NOUN
easat-4182	137	42	-1.6855	-1.6855	NOUN
easat-4182	137	43	max	max	PROPN
easat-4182	137	44	5.8962	5.8962	NUM
easat-4182	137	45	std	std	NOUN
easat-4182	137	46	dev	dev	NOUN
easat-4182	137	47	2.3277	2.3277	NUM
easat-4182	137	48	skewness	skewness	NOUN
easat-4182	137	49	0.414	0.414	NUM
easat-4182	137	50	income	income	NOUN
easat-4182	137	51	disparities	disparity	NOUN
easat-4182	137	52	mean	mean	VERB
easat-4182	137	53	16.2821	16.2821	NUM
easat-4182	137	54	min	min	NOUN
easat-4182	137	55	5.666	5.666	NUM
easat-4182	137	56	max	max	NOUN
easat-4182	137	57	30.034	30.034	NUM
easat-4182	137	58	std	std	NOUN
easat-4182	137	59	dev	dev	NOUN
easat-4182	137	60	7.363	7.363	NUM
easat-4182	137	61	skewness	skewness	NOUN
easat-4182	137	62	0.242	0.242	NUM
easat-4182	137	63	553	553	NUM
easat-4182	137	64	edelweiss	edelweiss	PROPN
easat-4182	137	65	applied	apply	VERB
easat-4182	137	66	science	science	NOUN
easat-4182	137	67	and	and	CCONJ
easat-4182	137	68	technology	technology	NOUN
easat-4182	137	69	issn	issn	PROPN
easat-4182	137	70	:	:	PUNCT
easat-4182	137	71	2576	2576	NUM
easat-4182	137	72	-	-	SYM
easat-4182	137	73	8484	8484	NUM
easat-4182	137	74	vol	vol	NOUN
easat-4182	137	75	.	.	PROPN
easat-4182	138	1	9	9	NUM
easat-4182	138	2	,	,	PUNCT
easat-4182	138	3	no	no	INTJ
easat-4182	138	4	.	.	NOUN
easat-4182	138	5	1	1	NUM
easat-4182	138	6	:	:	PUNCT
easat-4182	138	7	546	546	NUM
easat-4182	138	8	-	-	SYM
easat-4182	138	9	563	563	NUM
easat-4182	138	10	,	,	PUNCT
easat-4182	138	11	2025	2025	NUM
easat-4182	138	12	doi	doi	NOUN
easat-4182	138	13	:	:	PUNCT
easat-4182	138	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	138	15	©	©	PROPN
easat-4182	138	16	2025	2025	NUM
easat-4182	138	17	by	by	ADP
easat-4182	138	18	the	the	DET
easat-4182	138	19	authors	author	NOUN
easat-4182	138	20	;	;	PUNCT
easat-4182	138	21	licensee	licensee	PROPN
easat-4182	138	22	learning	learn	VERB
easat-4182	138	23	gate	gate	PROPN
easat-4182	138	24	employment	employment	NOUN
easat-4182	138	25	rates	rate	NOUN
easat-4182	138	26	of	of	ADP
easat-4182	138	27	graduates	graduate	NOUN
easat-4182	138	28	mean	mean	VERB
easat-4182	138	29	85.004	85.004	NUM
easat-4182	138	30	min	min	NOUN
easat-4182	138	31	80.182	80.182	NUM
easat-4182	138	32	max	max	NOUN
easat-4182	138	33	88.206	88.206	NUM
easat-4182	138	34	std	std	NOUN
easat-4182	138	35	dev	dev	NOUN
easat-4182	138	36	2.8323	2.8323	NUM
easat-4182	138	37	skewness	skewness	NOUN
easat-4182	138	38	-0.760	-0.760	PROPN
easat-4182	138	39	labor	labor	NOUN
easat-4182	138	40	force	force	NOUN
easat-4182	138	41	skills	skill	NOUN
easat-4182	138	42	mean	mean	VERB
easat-4182	138	43	85.70335	85.70335	NUM
easat-4182	138	44	min	min	PROPN
easat-4182	138	45	81.512	81.512	NUM
easat-4182	138	46	max	max	PROPN
easat-4182	138	47	88.860	88.860	NUM
easat-4182	138	48	std	std	NOUN
easat-4182	138	49	dev	dev	NOUN
easat-4182	138	50	2.705982	2.705982	NUM
easat-4182	138	51	skewness	skewness	NOUN
easat-4182	138	52	-0.580	-0.580	PUNCT
easat-4182	138	53	educational	educational	ADJ
easat-4182	138	54	attainment	attainment	ADJ
easat-4182	138	55	mean	mean	NOUN
easat-4182	138	56	25.981	25.981	NUM
easat-4182	138	57	min	min	PROPN
easat-4182	138	58	20.2744	20.2744	NUM
easat-4182	138	59	max	max	PROPN
easat-4182	138	60	29.7934	29.7934	NUM
easat-4182	138	61	std	std	NOUN
easat-4182	138	62	dev	dev	NOUN
easat-4182	138	63	2.0275	2.0275	NUM
easat-4182	138	64	skewness	skewness	NOUN
easat-4182	138	65	-1.091	-1.091	NUM
easat-4182	138	66	4.1	4.1	NUM
easat-4182	138	67	.	.	PUNCT
easat-4182	139	1	multivariate	multivariate	NOUN
easat-4182	139	2	correlations	correlation	NOUN
easat-4182	139	3	to	to	PART
easat-4182	139	4	explore	explore	VERB
easat-4182	139	5	how	how	SCONJ
easat-4182	139	6	the	the	DET
easat-4182	139	7	variables	variable	NOUN
easat-4182	139	8	,	,	PUNCT
easat-4182	139	9	relate	relate	VERB
easat-4182	139	10	to	to	ADP
easat-4182	139	11	each	each	DET
easat-4182	139	12	other	other	ADJ
easat-4182	139	13	we	we	PRON
easat-4182	139	14	use	use	VERB
easat-4182	139	15	the	the	DET
easat-4182	139	16	correlation	correlation	NOUN
easat-4182	139	17	matrix	matrix	NOUN
easat-4182	139	18	554	554	NUM
easat-4182	139	19	edelweiss	edelweiss	PROPN
easat-4182	139	20	applied	apply	VERB
easat-4182	139	21	science	science	NOUN
easat-4182	139	22	and	and	CCONJ
easat-4182	139	23	technology	technology	NOUN
easat-4182	139	24	issn	issn	PROPN
easat-4182	139	25	:	:	PUNCT
easat-4182	139	26	2576	2576	NUM
easat-4182	139	27	-	-	SYM
easat-4182	139	28	8484	8484	NUM
easat-4182	139	29	vol	vol	NOUN
easat-4182	139	30	.	.	PROPN
easat-4182	140	1	9	9	NUM
easat-4182	140	2	,	,	PUNCT
easat-4182	140	3	no	no	INTJ
easat-4182	140	4	.	.	NOUN
easat-4182	140	5	1	1	NUM
easat-4182	140	6	:	:	PUNCT
easat-4182	140	7	546	546	NUM
easat-4182	140	8	-	-	SYM
easat-4182	140	9	563	563	NUM
easat-4182	140	10	,	,	PUNCT
easat-4182	140	11	2025	2025	NUM
easat-4182	140	12	doi	doi	NOUN
easat-4182	140	13	:	:	PUNCT
easat-4182	141	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	141	2	©	©	PROPN
easat-4182	141	3	2025	2025	NUM
easat-4182	141	4	by	by	ADP
easat-4182	141	5	the	the	DET
easat-4182	141	6	authors	author	NOUN
easat-4182	141	7	;	;	PUNCT
easat-4182	141	8	licensee	licensee	PROPN
easat-4182	141	9	learning	learn	VERB
easat-4182	141	10	gate	gate	NOUN
easat-4182	141	11	table	table	NOUN
easat-4182	141	12	3	3	NUM
easat-4182	141	13	.	.	PUNCT
easat-4182	141	14	correlation	correlation	NOUN
easat-4182	141	15	matrix	matrix	NOUN
easat-4182	141	16	table	table	NOUN
easat-4182	141	17	.	.	PUNCT
easat-4182	142	1	correlations	correlation	NOUN
easat-4182	142	2	gross	gross	ADJ
easat-4182	142	3	domestic	domestic	ADJ
easat-4182	142	4	product	product	NOUN
easat-4182	142	5	gdp	gdp	NOUN
easat-4182	142	6	innovation	innovation	NOUN
easat-4182	142	7	index	index	NOUN
easat-4182	142	8	industry	industry	NOUN
easat-4182	142	9	academia	academia	NOUN
easat-4182	142	10	collaboration	collaboration	NOUN
easat-4182	142	11	foreign	foreign	ADJ
easat-4182	142	12	direct	direct	ADJ
easat-4182	142	13	investment	investment	NOUN
easat-4182	142	14	fdi	fdi	NOUN
easat-4182	142	15	income	income	NOUN
easat-4182	142	16	disparities	disparity	NOUN
easat-4182	142	17	employment	employment	NOUN
easat-4182	142	18	rates	rate	NOUN
easat-4182	142	19	of	of	ADP
easat-4182	142	20	graduates	graduate	NOUN
easat-4182	142	21	labor	labor	NOUN
easat-4182	142	22	force	force	NOUN
easat-4182	142	23	skills	skill	VERB
easat-4182	142	24	educational	educational	ADJ
easat-4182	142	25	attainment	attainment	ADJ
easat-4182	142	26	pearson	pearson	NOUN
easat-4182	142	27	correlation	correlation	NOUN
easat-4182	142	28	gross	gross	ADJ
easat-4182	142	29	domestic	domestic	ADJ
easat-4182	142	30	product	product	NOUN
easat-4182	142	31	gdp	gdp	NOUN
easat-4182	142	32	10.000	10.000	NUM
easat-4182	142	33	0.574	0.574	NUM
easat-4182	142	34	0.574	0.574	NUM
easat-4182	142	35	-0.145	-0.145	PUNCT
easat-4182	142	36	-0.450	-0.450	NUM
easat-4182	142	37	0.715	0.715	NUM
easat-4182	142	38	0.693	0.693	NUM
easat-4182	142	39	0.040	0.040	NUM
easat-4182	142	40	innovation	innovation	NOUN
easat-4182	142	41	index	index	NOUN
easat-4182	142	42	0.574	0.574	NOUN
easat-4182	142	43	10.000	10.000	NUM
easat-4182	142	44	0	0	NUM
easat-4182	142	45	.	.	PUNCT
easat-4182	143	1	-0.643	-0.643	NOUN
easat-4182	143	2	-0.861	-0.861	PUNCT
easat-4182	143	3	0.924	0.924	NUM
easat-4182	143	4	0.939	0.939	NUM
easat-4182	143	5	-0.525	-0.525	PUNCT
easat-4182	143	6	industry	industry	NOUN
easat-4182	143	7	academia	academia	NOUN
easat-4182	143	8	collaboration	collaboration	NOUN
easat-4182	143	9	0.574	0.574	NUM
easat-4182	143	10	0	0	NUM
easat-4182	143	11	.	.	PUNCT
easat-4182	144	1	10.000	10.000	NUM
easat-4182	144	2	-0.643	-0.643	X
easat-4182	144	3	-0.861	-0.861	PUNCT
easat-4182	144	4	0.924	0.924	NUM
easat-4182	144	5	0.939	0.939	NUM
easat-4182	144	6	-0.525	-0.525	ADP
easat-4182	144	7	foreign	foreign	ADJ
easat-4182	144	8	direct	direct	ADJ
easat-4182	144	9	investment	investment	NOUN
easat-4182	144	10	fdi	fdi	NOUN
easat-4182	144	11	-0.145	-0.145	PUNCT
easat-4182	144	12	-0.643	-0.643	NUM
easat-4182	144	13	-0.643	-0.643	PUNCT
easat-4182	144	14	10.000	10.000	NUM
easat-4182	144	15	0.555	0.555	NUM
easat-4182	144	16	-0.394	-0.394	NUM
easat-4182	144	17	-0.422	-0.422	PUNCT
easat-4182	144	18	0.480	0.480	NUM
easat-4182	144	19	income	income	NOUN
easat-4182	144	20	disparities	disparity	NOUN
easat-4182	144	21	-0.450	-0.450	PUNCT
easat-4182	144	22	-0.861	-0.861	PUNCT
easat-4182	144	23	-0.861	-0.861	NUM
easat-4182	144	24	0.555	0.555	NUM
easat-4182	144	25	10.000	10.000	NUM
easat-4182	144	26	-0.836	-0.836	NOUN
easat-4182	144	27	-0.818	-0.818	NOUN
easat-4182	144	28	0.668	0.668	NUM
easat-4182	144	29	employment	employment	NOUN
easat-4182	144	30	rates	rate	NOUN
easat-4182	144	31	of	of	ADP
easat-4182	144	32	graduates	graduate	NOUN
easat-4182	144	33	0.715	0.715	NOUN
easat-4182	144	34	0.924	0.924	NUM
easat-4182	144	35	0.924	0.924	NUM
easat-4182	144	36	-0.394	-0.394	NUM
easat-4182	144	37	-0.836	-0.836	NOUN
easat-4182	144	38	10.000	10.000	NUM
easat-4182	144	39	0.984	0.984	NUM
easat-4182	144	40	-0.417	-0.417	ADV
easat-4182	144	41	labor	labor	NOUN
easat-4182	144	42	force	force	NOUN
easat-4182	144	43	skills	skill	VERB
easat-4182	144	44	0.693	0.693	NUM
easat-4182	144	45	0.939	0.939	NUM
easat-4182	144	46	0.939	0.939	NUM
easat-4182	144	47	-0.422	-0.422	NOUN
easat-4182	144	48	-0.818	-0.818	NUM
easat-4182	144	49	0.984	0.984	NUM
easat-4182	144	50	10.000	10.000	NUM
easat-4182	144	51	-0.406	-0.406	ADJ
easat-4182	144	52	educational	educational	ADJ
easat-4182	144	53	attainment	attainment	NOUN
easat-4182	144	54	0.040	0.040	NUM
easat-4182	144	55	-0.525	-0.525	PUNCT
easat-4182	144	56	-0.525	-0.525	ADP
easat-4182	144	57	0.480	0.480	NUM
easat-4182	144	58	0.668	0.668	NUM
easat-4182	144	59	-0.417	-0.417	PUNCT
easat-4182	144	60	-0.406	-0.406	NUM
easat-4182	144	61	10.000	10.000	NUM
easat-4182	144	62	sig0	sig0	NOUN
easat-4182	144	63	.	.	PUNCT
easat-4182	145	1	(	(	PUNCT
easat-4182	145	2	1	1	NUM
easat-4182	145	3	-	-	PUNCT
easat-4182	145	4	tailed	tailed	ADJ
easat-4182	145	5	)	)	PUNCT
easat-4182	145	6	gross	gross	ADJ
easat-4182	145	7	domestic	domestic	ADJ
easat-4182	145	8	product	product	NOUN
easat-4182	145	9	gdp	gdp	NOUN
easat-4182	145	10	0	0	NUM
easat-4182	145	11	.	.	PUNCT
easat-4182	145	12	0.002	0.002	NUM
easat-4182	145	13	0.002	0.002	NUM
easat-4182	145	14	0.254	0.254	NUM
easat-4182	145	15	0.016	0.016	NUM
easat-4182	145	16	0.000	0.000	NUM
easat-4182	145	17	0.000	0.000	NUM
easat-4182	145	18	0.429	0.429	NUM
easat-4182	145	19	innovation	innovation	NOUN
easat-4182	145	20	index	index	NOUN
easat-4182	145	21	0.002	0.002	NUM
easat-4182	145	22	0	0	NUM
easat-4182	145	23	.	.	PUNCT
easat-4182	146	1	0.000	0.000	NUM
easat-4182	146	2	0.000	0.000	NUM
easat-4182	146	3	0.000	0.000	NUM
easat-4182	146	4	0.000	0.000	NUM
easat-4182	146	5	0.000	0.000	NUM
easat-4182	146	6	0.005	0.005	NUM
easat-4182	146	7	industry	industry	NOUN
easat-4182	146	8	academia	academia	NOUN
easat-4182	146	9	collaboration	collaboration	NOUN
easat-4182	146	10	0.002	0.002	NUM
easat-4182	146	11	0.000	0.000	NUM
easat-4182	146	12	0	0	NUM
easat-4182	146	13	.	.	PUNCT
easat-4182	147	1	0.000	0.000	NUM
easat-4182	147	2	0.000	0.000	NUM
easat-4182	147	3	0.000	0.000	NUM
easat-4182	147	4	0.000	0.000	NUM
easat-4182	147	5	0.005	0.005	NUM
easat-4182	147	6	foreign	foreign	ADJ
easat-4182	147	7	direct	direct	ADJ
easat-4182	147	8	investment	investment	NOUN
easat-4182	147	9	fdi	fdi	NOUN
easat-4182	147	10	0.254	0.254	NUM
easat-4182	147	11	0.000	0.000	NUM
easat-4182	147	12	0.000	0.000	NUM
easat-4182	147	13	0	0	NUM
easat-4182	147	14	.	.	PUNCT
easat-4182	147	15	0.003	0.003	NUM
easat-4182	147	16	0.031	0.031	NUM
easat-4182	147	17	0.023	0.023	NUM
easat-4182	147	18	0.010	0.010	NUM
easat-4182	147	19	income	income	NOUN
easat-4182	147	20	disparities	disparity	NOUN
easat-4182	147	21	0.016	0.016	NUM
easat-4182	147	22	0.000	0.000	NUM
easat-4182	147	23	0.000	0.000	NUM
easat-4182	147	24	0.003	0.003	NUM
easat-4182	147	25	0	0	NUM
easat-4182	147	26	.	.	PUNCT
easat-4182	148	1	0.000	0.000	NUM
easat-4182	148	2	0.000	0.000	NUM
easat-4182	148	3	0.000	0.000	NUM
easat-4182	148	4	employment	employment	NOUN
easat-4182	148	5	rates	rate	NOUN
easat-4182	148	6	of	of	ADP
easat-4182	148	7	graduates	graduate	NOUN
easat-4182	148	8	0.000	0.000	NUM
easat-4182	148	9	0.000	0.000	NUM
easat-4182	148	10	0.000	0.000	NUM
easat-4182	148	11	0.031	0.031	NUM
easat-4182	148	12	0.000	0.000	NUM
easat-4182	148	13	0	0	NUM
easat-4182	148	14	.	.	PUNCT
easat-4182	148	15	0.000	0.000	NUM
easat-4182	148	16	0.024	0.024	NUM
easat-4182	148	17	labor	labor	NOUN
easat-4182	148	18	force	force	NOUN
easat-4182	148	19	skills	skill	VERB
easat-4182	148	20	0.000	0.000	NUM
easat-4182	148	21	0.000	0.000	NUM
easat-4182	148	22	0.000	0.000	NUM
easat-4182	148	23	0.023	0.023	NUM
easat-4182	148	24	0.000	0.000	NUM
easat-4182	148	25	0.000	0.000	NUM
easat-4182	148	26	0	0	NUM
easat-4182	148	27	.	.	PUNCT
easat-4182	149	1	0.027	0.027	NUM
easat-4182	149	2	educational	educational	ADJ
easat-4182	149	3	attainment	attainment	NOUN
easat-4182	149	4	0.429	0.429	NUM
easat-4182	149	5	0.005	0.005	NUM
easat-4182	149	6	0.005	0.005	NUM
easat-4182	149	7	0.010	0.010	NUM
easat-4182	149	8	0.000	0.000	NUM
easat-4182	149	9	0.024	0.024	NUM
easat-4182	149	10	0.027	0.027	NUM
easat-4182	149	11	0	0	NUM
easat-4182	149	12	.	.	PUNCT
easat-4182	150	1	n	n	PRON
easat-4182	150	2	gross	gross	ADJ
easat-4182	150	3	domestic	domestic	ADJ
easat-4182	150	4	product	product	NOUN
easat-4182	150	5	gdp	gdp	NOUN
easat-4182	150	6	23	23	NUM
easat-4182	150	7	23	23	NUM
easat-4182	150	8	23	23	NUM
easat-4182	150	9	23	23	NUM
easat-4182	150	10	23	23	NUM
easat-4182	150	11	23	23	NUM
easat-4182	150	12	23	23	NUM
easat-4182	150	13	23	23	NUM
easat-4182	150	14	innovation	innovation	NOUN
easat-4182	150	15	index	index	NOUN
easat-4182	150	16	23	23	NUM
easat-4182	150	17	23	23	NUM
easat-4182	150	18	23	23	NUM
easat-4182	150	19	23	23	NUM
easat-4182	150	20	23	23	NUM
easat-4182	150	21	23	23	NUM
easat-4182	150	22	23	23	NUM
easat-4182	150	23	23	23	NUM
easat-4182	150	24	industry	industry	NOUN
easat-4182	150	25	academia	academia	NOUN
easat-4182	150	26	collaboration	collaboration	NOUN
easat-4182	150	27	23	23	NUM
easat-4182	150	28	23	23	NUM
easat-4182	150	29	23	23	NUM
easat-4182	150	30	23	23	NUM
easat-4182	150	31	23	23	NUM
easat-4182	150	32	23	23	NUM
easat-4182	150	33	23	23	NUM
easat-4182	150	34	23	23	NUM
easat-4182	150	35	foreign	foreign	ADJ
easat-4182	150	36	direct	direct	ADJ
easat-4182	150	37	investment	investment	NOUN
easat-4182	150	38	fdi	fdi	NOUN
easat-4182	150	39	23	23	NUM
easat-4182	150	40	23	23	NUM
easat-4182	150	41	23	23	NUM
easat-4182	150	42	23	23	NUM
easat-4182	150	43	23	23	NUM
easat-4182	150	44	23	23	NUM
easat-4182	150	45	23	23	NUM
easat-4182	150	46	23	23	NUM
easat-4182	150	47	income	income	NOUN
easat-4182	150	48	disparities	disparity	NOUN
easat-4182	150	49	23	23	NUM
easat-4182	150	50	23	23	NUM
easat-4182	150	51	23	23	NUM
easat-4182	150	52	23	23	NUM
easat-4182	150	53	23	23	NUM
easat-4182	150	54	23	23	NUM
easat-4182	150	55	23	23	NUM
easat-4182	150	56	23	23	NUM
easat-4182	150	57	employment	employment	NOUN
easat-4182	150	58	rates	rate	NOUN
easat-4182	150	59	of	of	ADP
easat-4182	150	60	graduates	graduate	NOUN
easat-4182	150	61	23	23	NUM
easat-4182	150	62	23	23	NUM
easat-4182	150	63	23	23	NUM
easat-4182	150	64	23	23	NUM
easat-4182	150	65	23	23	NUM
easat-4182	150	66	23	23	NUM
easat-4182	150	67	23	23	NUM
easat-4182	150	68	23	23	NUM
easat-4182	150	69	labor	labor	NOUN
easat-4182	150	70	force	force	NOUN
easat-4182	150	71	skills	skill	VERB
easat-4182	150	72	23	23	NUM
easat-4182	150	73	23	23	NUM
easat-4182	150	74	23	23	NUM
easat-4182	150	75	23	23	NUM
easat-4182	150	76	23	23	NUM
easat-4182	150	77	23	23	NUM
easat-4182	150	78	23	23	NUM
easat-4182	150	79	23	23	NUM
easat-4182	150	80	educational	educational	ADJ
easat-4182	150	81	attainment	attainment	NOUN
easat-4182	150	82	23	23	NUM
easat-4182	150	83	23	23	NUM
easat-4182	150	84	23	23	NUM
easat-4182	150	85	23	23	NUM
easat-4182	150	86	23	23	NUM
easat-4182	150	87	23	23	NUM
easat-4182	150	88	23	23	NUM
easat-4182	150	89	23	23	NUM
easat-4182	150	90	555	555	NUM
easat-4182	150	91	edelweiss	edelweiss	PROPN
easat-4182	150	92	applied	apply	VERB
easat-4182	150	93	science	science	NOUN
easat-4182	150	94	and	and	CCONJ
easat-4182	150	95	technology	technology	NOUN
easat-4182	150	96	issn	issn	PROPN
easat-4182	150	97	:	:	PUNCT
easat-4182	150	98	2576	2576	NUM
easat-4182	150	99	-	-	SYM
easat-4182	150	100	8484	8484	NUM
easat-4182	150	101	vol	vol	NOUN
easat-4182	150	102	.	.	PROPN
easat-4182	151	1	9	9	NUM
easat-4182	151	2	,	,	PUNCT
easat-4182	151	3	no	no	INTJ
easat-4182	151	4	.	.	NOUN
easat-4182	151	5	1	1	NUM
easat-4182	151	6	:	:	PUNCT
easat-4182	151	7	546	546	NUM
easat-4182	151	8	-	-	SYM
easat-4182	151	9	563	563	NUM
easat-4182	151	10	,	,	PUNCT
easat-4182	151	11	2025	2025	NUM
easat-4182	151	12	doi	doi	NOUN
easat-4182	151	13	:	:	PUNCT
easat-4182	151	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	151	15	©	©	PROPN
easat-4182	151	16	2025	2025	NUM
easat-4182	151	17	by	by	ADP
easat-4182	151	18	the	the	DET
easat-4182	151	19	authors	author	NOUN
easat-4182	151	20	;	;	PUNCT
easat-4182	151	21	licensee	licensee	PROPN
easat-4182	151	22	learning	learning	NOUN
easat-4182	151	23	gate	gate	VERB
easat-4182	151	24	the	the	DET
easat-4182	151	25	correlation	correlation	NOUN
easat-4182	151	26	matrix	matrix	NOUN
easat-4182	151	27	provides	provide	VERB
easat-4182	151	28	valuable	valuable	ADJ
easat-4182	151	29	insights	insight	NOUN
easat-4182	151	30	into	into	ADP
easat-4182	151	31	the	the	DET
easat-4182	151	32	relationships	relationship	NOUN
easat-4182	151	33	among	among	ADP
easat-4182	151	34	key	key	ADJ
easat-4182	151	35	variables	variable	NOUN
easat-4182	151	36	.	.	PUNCT
easat-4182	152	1	notably	notably	ADV
easat-4182	152	2	,	,	PUNCT
easat-4182	152	3	gross	gross	ADJ
easat-4182	152	4	domestic	domestic	ADJ
easat-4182	152	5	product	product	NOUN
easat-4182	152	6	(	(	PUNCT
easat-4182	152	7	gdp	gdp	NOUN
easat-4182	152	8	)	)	PUNCT
easat-4182	152	9	exhibits	exhibit	VERB
easat-4182	152	10	moderate	moderate	ADJ
easat-4182	152	11	positive	positive	ADJ
easat-4182	152	12	correlations	correlation	NOUN
easat-4182	152	13	with	with	ADP
easat-4182	152	14	innovationrelated	innovationrelate	VERB
easat-4182	152	15	factors	factor	NOUN
easat-4182	152	16	,	,	PUNCT
easat-4182	152	17	employment	employment	NOUN
easat-4182	152	18	rates	rate	NOUN
easat-4182	152	19	of	of	ADP
easat-4182	152	20	graduates	graduate	NOUN
easat-4182	152	21	,	,	PUNCT
easat-4182	152	22	and	and	CCONJ
easat-4182	152	23	labor	labor	NOUN
easat-4182	152	24	force	force	NOUN
easat-4182	152	25	skills	skill	NOUN
easat-4182	152	26	.	.	PUNCT
easat-4182	153	1	conversely	conversely	ADV
easat-4182	153	2	,	,	PUNCT
easat-4182	153	3	it	it	PRON
easat-4182	153	4	shows	show	VERB
easat-4182	153	5	negative	negative	ADJ
easat-4182	153	6	correlations	correlation	NOUN
easat-4182	153	7	with	with	ADP
easat-4182	153	8	income	income	NOUN
easat-4182	153	9	disparities	disparity	NOUN
easat-4182	153	10	and	and	CCONJ
easat-4182	153	11	foreign	foreign	ADJ
easat-4182	153	12	direct	direct	ADJ
easat-4182	153	13	investment	investment	NOUN
easat-4182	153	14	(	(	PUNCT
easat-4182	153	15	fdi	fdi	NOUN
easat-4182	153	16	)	)	PUNCT
easat-4182	153	17	.	.	PUNCT
easat-4182	154	1	the	the	DET
easat-4182	154	2	innovation	innovation	NOUN
easat-4182	154	3	index	index	NOUN
easat-4182	154	4	demonstrates	demonstrate	VERB
easat-4182	154	5	strong	strong	ADJ
easat-4182	154	6	positive	positive	ADJ
easat-4182	154	7	correlations	correlation	NOUN
easat-4182	154	8	with	with	ADP
easat-4182	154	9	collaborative	collaborative	ADJ
easat-4182	154	10	efforts	effort	NOUN
easat-4182	154	11	between	between	ADP
easat-4182	154	12	industry	industry	NOUN
easat-4182	154	13	and	and	CCONJ
easat-4182	154	14	academia	academia	NOUN
easat-4182	154	15	,	,	PUNCT
easat-4182	154	16	employment	employment	NOUN
easat-4182	154	17	rates	rate	NOUN
easat-4182	154	18	of	of	ADP
easat-4182	154	19	graduates	graduate	NOUN
easat-4182	154	20	,	,	PUNCT
easat-4182	154	21	and	and	CCONJ
easat-4182	154	22	labor	labor	NOUN
easat-4182	154	23	force	force	NOUN
easat-4182	154	24	skills	skill	NOUN
easat-4182	154	25	,	,	PUNCT
easat-4182	154	26	while	while	SCONJ
easat-4182	154	27	displaying	display	VERB
easat-4182	154	28	strong	strong	ADJ
easat-4182	154	29	negative	negative	ADJ
easat-4182	154	30	correlations	correlation	NOUN
easat-4182	154	31	with	with	ADP
easat-4182	154	32	income	income	NOUN
easat-4182	154	33	disparities	disparity	NOUN
easat-4182	154	34	and	and	CCONJ
easat-4182	154	35	fdi	fdi	PROPN
easat-4182	154	36	.	.	PUNCT
easat-4182	155	1	industry	industry	NOUN
easat-4182	155	2	-	-	PUNCT
easat-4182	155	3	academia	academia	NOUN
easat-4182	155	4	collaboration	collaboration	NOUN
easat-4182	155	5	mirrors	mirror	NOUN
easat-4182	155	6	these	these	DET
easat-4182	155	7	trends	trend	NOUN
easat-4182	155	8	due	due	ADP
easat-4182	155	9	to	to	ADP
easat-4182	155	10	its	its	PRON
easat-4182	155	11	strong	strong	ADJ
easat-4182	155	12	correlation	correlation	NOUN
easat-4182	155	13	with	with	ADP
easat-4182	155	14	the	the	DET
easat-4182	155	15	innovation	innovation	NOUN
easat-4182	155	16	index	index	NOUN
easat-4182	155	17	.	.	PUNCT
easat-4182	156	1	foreign	foreign	ADJ
easat-4182	156	2	direct	direct	ADJ
easat-4182	156	3	investment	investment	NOUN
easat-4182	156	4	shows	show	VERB
easat-4182	156	5	weak	weak	ADJ
easat-4182	156	6	positive	positive	ADJ
easat-4182	156	7	correlations	correlation	NOUN
easat-4182	156	8	with	with	ADP
easat-4182	156	9	educational	educational	ADJ
easat-4182	156	10	attainment	attainment	ADJ
easat-4182	156	11	and	and	CCONJ
easat-4182	156	12	income	income	NOUN
easat-4182	156	13	disparities	disparity	NOUN
easat-4182	156	14	,	,	PUNCT
easat-4182	156	15	while	while	SCONJ
easat-4182	156	16	having	have	VERB
easat-4182	156	17	a	a	DET
easat-4182	156	18	negative	negative	ADJ
easat-4182	156	19	correlation	correlation	NOUN
easat-4182	156	20	with	with	ADP
easat-4182	156	21	gdp	gdp	NOUN
easat-4182	156	22	and	and	CCONJ
easat-4182	156	23	innovation	innovation	NOUN
easat-4182	156	24	-	-	PUNCT
easat-4182	156	25	related	relate	VERB
easat-4182	156	26	indicators	indicator	NOUN
easat-4182	156	27	.	.	PUNCT
easat-4182	157	1	income	income	NOUN
easat-4182	157	2	disparities	disparity	NOUN
easat-4182	157	3	exhibit	exhibit	VERB
easat-4182	157	4	strong	strong	ADJ
easat-4182	157	5	negative	negative	ADJ
easat-4182	157	6	correlations	correlation	NOUN
easat-4182	157	7	with	with	ADP
easat-4182	157	8	innovationrelated	innovationrelate	VERB
easat-4182	157	9	factors	factor	NOUN
easat-4182	157	10	and	and	CCONJ
easat-4182	157	11	moderate	moderate	ADJ
easat-4182	157	12	correlations	correlation	NOUN
easat-4182	157	13	with	with	ADP
easat-4182	157	14	gdp	gdp	NOUN
easat-4182	157	15	and	and	CCONJ
easat-4182	157	16	foreign	foreign	ADJ
easat-4182	157	17	direct	direct	ADJ
easat-4182	157	18	investment	investment	NOUN
easat-4182	157	19	.	.	PUNCT
easat-4182	158	1	employment	employment	NOUN
easat-4182	158	2	rates	rate	NOUN
easat-4182	158	3	of	of	ADP
easat-4182	158	4	graduates	graduate	NOUN
easat-4182	158	5	and	and	CCONJ
easat-4182	158	6	labor	labor	NOUN
easat-4182	158	7	force	force	NOUN
easat-4182	158	8	skills	skill	NOUN
easat-4182	158	9	show	show	VERB
easat-4182	158	10	strong	strong	ADJ
easat-4182	158	11	positive	positive	ADJ
easat-4182	158	12	correlations	correlation	NOUN
easat-4182	158	13	with	with	ADP
easat-4182	158	14	innovation	innovation	NOUN
easat-4182	158	15	-	-	PUNCT
easat-4182	158	16	related	relate	VERB
easat-4182	158	17	variables	variable	NOUN
easat-4182	158	18	and	and	CCONJ
easat-4182	158	19	negative	negative	ADJ
easat-4182	158	20	correlations	correlation	NOUN
easat-4182	158	21	with	with	ADP
easat-4182	158	22	income	income	NOUN
easat-4182	158	23	disparities	disparity	NOUN
easat-4182	158	24	.	.	PUNCT
easat-4182	159	1	lastly	lastly	ADV
easat-4182	159	2	,	,	PUNCT
easat-4182	159	3	educational	educational	ADJ
easat-4182	159	4	attainment	attainment	NOUN
easat-4182	159	5	exhibits	exhibit	VERB
easat-4182	159	6	moderate	moderate	ADJ
easat-4182	159	7	correlations	correlation	NOUN
easat-4182	159	8	with	with	ADP
easat-4182	159	9	foreign	foreign	ADJ
easat-4182	159	10	direct	direct	ADJ
easat-4182	159	11	investment	investment	NOUN
easat-4182	159	12	and	and	CCONJ
easat-4182	159	13	income	income	NOUN
easat-4182	159	14	disparities	disparity	NOUN
easat-4182	159	15	,	,	PUNCT
easat-4182	159	16	emphasizing	emphasize	VERB
easat-4182	159	17	the	the	DET
easat-4182	159	18	intricate	intricate	ADJ
easat-4182	159	19	interplay	interplay	NOUN
easat-4182	159	20	between	between	ADP
easat-4182	159	21	education	education	NOUN
easat-4182	159	22	,	,	PUNCT
easat-4182	159	23	economic	economic	ADJ
easat-4182	159	24	indicators	indicator	NOUN
easat-4182	159	25	,	,	PUNCT
easat-4182	159	26	and	and	CCONJ
easat-4182	159	27	innovation	innovation	NOUN
easat-4182	159	28	.	.	PUNCT
easat-4182	160	1	the	the	DET
easat-4182	160	2	significance	significance	NOUN
easat-4182	160	3	levels	level	NOUN
easat-4182	160	4	underscore	underscore	VERB
easat-4182	160	5	the	the	DET
easat-4182	160	6	robustness	robustness	NOUN
easat-4182	160	7	of	of	ADP
easat-4182	160	8	these	these	DET
easat-4182	160	9	relationships	relationship	NOUN
easat-4182	160	10	,	,	PUNCT
easat-4182	160	11	providing	provide	VERB
easat-4182	160	12	a	a	DET
easat-4182	160	13	foundation	foundation	NOUN
easat-4182	160	14	for	for	ADP
easat-4182	160	15	further	further	ADJ
easat-4182	160	16	exploration	exploration	NOUN
easat-4182	160	17	and	and	CCONJ
easat-4182	160	18	policymaking	policymaking	NOUN
easat-4182	160	19	in	in	ADP
easat-4182	160	20	the	the	DET
easat-4182	160	21	context	context	NOUN
easat-4182	160	22	of	of	ADP
easat-4182	160	23	economic	economic	ADJ
easat-4182	160	24	development	development	NOUN
easat-4182	160	25	.	.	PUNCT
easat-4182	161	1	the	the	DET
easat-4182	161	2	collinearity	collinearity	NOUN
easat-4182	161	3	diagnostics	diagnostic	NOUN
easat-4182	161	4	provide	provide	VERB
easat-4182	161	5	a	a	DET
easat-4182	161	6	comprehensive	comprehensive	ADJ
easat-4182	161	7	understanding	understanding	NOUN
easat-4182	161	8	of	of	ADP
easat-4182	161	9	the	the	DET
easat-4182	161	10	multicollinearity	multicollinearity	NOUN
easat-4182	161	11	within	within	ADP
easat-4182	161	12	the	the	DET
easat-4182	161	13	regression	regression	NOUN
easat-4182	161	14	model	model	NOUN
easat-4182	161	15	,	,	PUNCT
easat-4182	161	16	where	where	SCONJ
easat-4182	161	17	gross	gross	ADJ
easat-4182	161	18	domestic	domestic	ADJ
easat-4182	161	19	product	product	NOUN
easat-4182	161	20	(	(	PUNCT
easat-4182	161	21	gdp	gdp	NOUN
easat-4182	161	22	)	)	PUNCT
easat-4182	161	23	is	be	AUX
easat-4182	161	24	the	the	DET
easat-4182	161	25	dependent	dependent	ADJ
easat-4182	161	26	variable	variable	NOUN
easat-4182	161	27	.	.	PUNCT
easat-4182	162	1	the	the	DET
easat-4182	162	2	presented	present	VERB
easat-4182	162	3	table	table	NOUN
easat-4182	162	4	outlines	outline	VERB
easat-4182	162	5	several	several	ADJ
easat-4182	162	6	key	key	ADJ
easat-4182	162	7	indicators	indicator	NOUN
easat-4182	162	8	for	for	ADP
easat-4182	162	9	each	each	DET
easat-4182	162	10	model	model	NOUN
easat-4182	162	11	dimension	dimension	NOUN
easat-4182	162	12	.	.	PUNCT
easat-4182	163	1	the	the	DET
easat-4182	163	2	significance	significance	NOUN
easat-4182	163	3	of	of	ADP
easat-4182	163	4	the	the	DET
easat-4182	163	5	levels	level	NOUN
easat-4182	163	6	of	of	ADP
easat-4182	163	7	variance	variance	NOUN
easat-4182	163	8	explanation	explanation	NOUN
easat-4182	163	9	by	by	ADP
easat-4182	163	10	various	various	ADJ
easat-4182	163	11	dimensions	dimension	NOUN
easat-4182	163	12	and	and	CCONJ
easat-4182	163	13	of	of	ADP
easat-4182	163	14	multicollinearity	multicollinearity	NOUN
easat-4182	163	15	issues	issue	NOUN
easat-4182	163	16	can	can	AUX
easat-4182	163	17	be	be	AUX
easat-4182	163	18	seen	see	VERB
easat-4182	163	19	from	from	ADP
easat-4182	163	20	the	the	DET
easat-4182	163	21	following	following	ADJ
easat-4182	163	22	model	model	NOUN
easat-4182	163	23	outputs	output	NOUN
easat-4182	163	24	:	:	PUNCT
easat-4182	163	25	model	model	NOUN
easat-4182	163	26	1	1	NUM
easat-4182	163	27	is	be	AUX
easat-4182	163	28	a	a	DET
easat-4182	163	29	constant	constant	ADJ
easat-4182	163	30	-	-	PUNCT
easat-4182	163	31	only	only	ADJ
easat-4182	163	32	model	model	NOUN
easat-4182	163	33	that	that	PRON
easat-4182	163	34	depicts	depict	VERB
easat-4182	163	35	an	an	DET
easat-4182	163	36	eigenvalue	eigenvalue	NOUN
easat-4182	163	37	of	of	ADP
easat-4182	163	38	6.281	6.281	NUM
easat-4182	163	39	,	,	PUNCT
easat-4182	163	40	which	which	PRON
easat-4182	163	41	accounts	account	VERB
easat-4182	163	42	for	for	ADP
easat-4182	163	43	explaining	explain	VERB
easat-4182	163	44	a	a	DET
easat-4182	163	45	huge	huge	ADJ
easat-4182	163	46	deal	deal	NOUN
easat-4182	163	47	of	of	ADP
easat-4182	163	48	variance	variance	NOUN
easat-4182	163	49	.	.	PUNCT
easat-4182	164	1	the	the	DET
easat-4182	164	2	condition	condition	NOUN
easat-4182	164	3	index	index	NOUN
easat-4182	164	4	in	in	ADP
easat-4182	164	5	model	model	NOUN
easat-4182	164	6	1	1	NUM
easat-4182	164	7	is	be	AUX
easat-4182	164	8	1.000	1.000	NUM
easat-4182	164	9	,	,	PUNCT
easat-4182	164	10	which	which	PRON
easat-4182	164	11	states	state	VERB
easat-4182	164	12	the	the	DET
easat-4182	164	13	fact	fact	NOUN
easat-4182	164	14	that	that	SCONJ
easat-4182	164	15	there	there	PRON
easat-4182	164	16	is	be	VERB
easat-4182	164	17	no	no	DET
easat-4182	164	18	indication	indication	NOUN
easat-4182	164	19	of	of	ADP
easat-4182	164	20	multicollinearity	multicollinearity	NOUN
easat-4182	164	21	.	.	PUNCT
easat-4182	165	1	skewed	skewed	ADJ
easat-4182	165	2	variance	variance	NOUN
easat-4182	165	3	proportions	proportion	NOUN
easat-4182	165	4	associated	associate	VERB
easat-4182	165	5	with	with	ADP
easat-4182	165	6	each	each	DET
easat-4182	165	7	dimension	dimension	NOUN
easat-4182	165	8	within	within	ADP
easat-4182	165	9	model	model	NOUN
easat-4182	165	10	4	4	NUM
easat-4182	165	11	indicate	indicate	VERB
easat-4182	165	12	that	that	SCONJ
easat-4182	165	13	the	the	DET
easat-4182	165	14	dimension	dimension	NOUN
easat-4182	165	15	related	relate	VERB
easat-4182	165	16	to	to	ADP
easat-4182	165	17	labor	labor	NOUN
easat-4182	165	18	force	force	NOUN
easat-4182	165	19	skills	skill	NOUN
easat-4182	165	20	has	have	VERB
easat-4182	165	21	a	a	DET
easat-4182	165	22	high	high	ADJ
easat-4182	165	23	proportion	proportion	NOUN
easat-4182	165	24	of	of	ADP
easat-4182	165	25	0.93	0.93	NUM
easat-4182	165	26	and	and	CCONJ
easat-4182	165	27	hence	hence	ADV
easat-4182	165	28	could	could	AUX
easat-4182	165	29	be	be	AUX
easat-4182	165	30	strongly	strongly	ADV
easat-4182	165	31	associated	associate	VERB
easat-4182	165	32	with	with	ADP
easat-4182	165	33	the	the	DET
easat-4182	165	34	dependent	dependent	ADJ
easat-4182	165	35	variable	variable	NOUN
easat-4182	165	36	.	.	PUNCT
easat-4182	166	1	while	while	SCONJ
easat-4182	166	2	interpreting	interpret	VERB
easat-4182	166	3	the	the	DET
easat-4182	166	4	rest	rest	NOUN
easat-4182	166	5	of	of	ADP
easat-4182	166	6	the	the	DET
easat-4182	166	7	models	model	NOUN
easat-4182	166	8	,	,	PUNCT
easat-4182	166	9	model	model	NOUN
easat-4182	166	10	2	2	NUM
easat-4182	166	11	introduces	introduce	NOUN
easat-4182	166	12	industry	industry	NOUN
easat-4182	166	13	-	-	PUNCT
easat-4182	166	14	academia	academia	NOUN
easat-4182	166	15	collaboration	collaboration	NOUN
easat-4182	166	16	,	,	PUNCT
easat-4182	166	17	and	and	CCONJ
easat-4182	166	18	this	this	PRON
easat-4182	166	19	has	have	AUX
easat-4182	166	20	resulted	result	VERB
easat-4182	166	21	in	in	ADP
easat-4182	166	22	a	a	DET
easat-4182	166	23	slight	slight	ADJ
easat-4182	166	24	increase	increase	NOUN
easat-4182	166	25	in	in	ADP
easat-4182	166	26	the	the	DET
easat-4182	166	27	condition	condition	NOUN
easat-4182	166	28	index	index	NOUN
easat-4182	166	29	,	,	PUNCT
easat-4182	166	30	though	though	SCONJ
easat-4182	166	31	low	low	ADJ
easat-4182	166	32	multicollinearity	multicollinearity	NOUN
easat-4182	166	33	still	still	ADV
easat-4182	166	34	exists	exist	VERB
easat-4182	166	35	.	.	PUNCT
easat-4182	167	1	in	in	ADP
easat-4182	167	2	model	model	NOUN
easat-4182	167	3	3	3	NUM
easat-4182	167	4	,	,	PUNCT
easat-4182	167	5	adding	add	VERB
easat-4182	167	6	fdi	fdi	NOUN
easat-4182	167	7	increases	increase	VERB
easat-4182	167	8	the	the	DET
easat-4182	167	9	condition	condition	NOUN
easat-4182	167	10	index	index	NOUN
easat-4182	167	11	further	far	ADV
easat-4182	167	12	,	,	PUNCT
easat-4182	167	13	but	but	CCONJ
easat-4182	167	14	the	the	DET
easat-4182	167	15	degree	degree	NOUN
easat-4182	167	16	of	of	ADP
easat-4182	167	17	multicollinearity	multicollinearity	NOUN
easat-4182	167	18	remains	remain	VERB
easat-4182	167	19	extremely	extremely	ADV
easat-4182	167	20	low	low	ADJ
easat-4182	167	21	;	;	PUNCT
easat-4182	167	22	therefore	therefore	ADV
easat-4182	167	23	,	,	PUNCT
easat-4182	167	24	fdi	fdi	NOUN
easat-4182	167	25	is	be	AUX
easat-4182	167	26	adding	add	VERB
easat-4182	167	27	to	to	ADP
easat-4182	167	28	the	the	DET
easat-4182	167	29	total	total	ADJ
easat-4182	167	30	variance	variance	NOUN
easat-4182	167	31	.	.	PUNCT
easat-4182	168	1	however	however	ADV
easat-4182	168	2	,	,	PUNCT
easat-4182	168	3	model	model	NOUN
easat-4182	168	4	4	4	NUM
easat-4182	168	5	experiences	experience	NOUN
easat-4182	168	6	a	a	DET
easat-4182	168	7	significant	significant	ADJ
easat-4182	168	8	jump	jump	NOUN
easat-4182	168	9	in	in	ADP
easat-4182	168	10	the	the	DET
easat-4182	168	11	condition	condition	NOUN
easat-4182	168	12	index	index	NOUN
easat-4182	168	13	,	,	PUNCT
easat-4182	168	14	indicating	indicate	VERB
easat-4182	168	15	possible	possible	ADJ
easat-4182	168	16	problems	problem	NOUN
easat-4182	168	17	of	of	ADP
easat-4182	168	18	multicollinearity	multicollinearity	NOUN
easat-4182	168	19	,	,	PUNCT
easat-4182	168	20	where	where	SCONJ
easat-4182	168	21	labor	labor	NOUN
easat-4182	168	22	force	force	NOUN
easat-4182	168	23	skills	skill	NOUN
easat-4182	168	24	dominates	dominate	VERB
easat-4182	168	25	the	the	DET
easat-4182	168	26	variance	variance	NOUN
easat-4182	168	27	,	,	PUNCT
easat-4182	168	28	further	far	ADV
easat-4182	168	29	accentuating	accentuate	VERB
easat-4182	168	30	its	its	PRON
easat-4182	168	31	strong	strong	ADJ
easat-4182	168	32	relationship	relationship	NOUN
easat-4182	168	33	to	to	ADP
easat-4182	168	34	gdp	gdp	PROPN
easat-4182	168	35	.	.	PUNCT
easat-4182	169	1	models	model	NOUN
easat-4182	169	2	5	5	NUM
easat-4182	169	3	,	,	PUNCT
easat-4182	169	4	6	6	NUM
easat-4182	169	5	,	,	PUNCT
easat-4182	169	6	and	and	CCONJ
easat-4182	169	7	7	7	NUM
easat-4182	169	8	further	far	ADV
easat-4182	169	9	add	add	VERB
easat-4182	169	10	dimensions	dimension	NOUN
easat-4182	169	11	and	and	CCONJ
easat-4182	169	12	within	within	ADP
easat-4182	169	13	these	these	PRON
easat-4182	169	14	,	,	PUNCT
easat-4182	169	15	there	there	PRON
easat-4182	169	16	is	be	VERB
easat-4182	169	17	an	an	DET
easat-4182	169	18	increasing	increase	VERB
easat-4182	169	19	impact	impact	NOUN
easat-4182	169	20	of	of	ADP
easat-4182	169	21	certain	certain	ADJ
easat-4182	169	22	variables	variable	NOUN
easat-4182	169	23	upon	upon	SCONJ
easat-4182	169	24	the	the	DET
easat-4182	169	25	variance	variance	NOUN
easat-4182	169	26	,	,	PUNCT
easat-4182	169	27	notably	notably	ADV
easat-4182	169	28	so	so	ADV
easat-4182	169	29	in	in	ADP
easat-4182	169	30	model	model	NOUN
easat-4182	169	31	7	7	NUM
easat-4182	169	32	,	,	PUNCT
easat-4182	169	33	where	where	SCONJ
easat-4182	169	34	the	the	DET
easat-4182	169	35	condition	condition	NOUN
easat-4182	169	36	index	index	NOUN
easat-4182	169	37	is	be	AUX
easat-4182	169	38	high	high	ADJ
easat-4182	169	39	,	,	PUNCT
easat-4182	169	40	showing	show	VERB
easat-4182	169	41	a	a	DET
easat-4182	169	42	fair	fair	ADJ
easat-4182	169	43	degree	degree	NOUN
easat-4182	169	44	of	of	ADP
easat-4182	169	45	multicollinearity	multicollinearity	NOUN
easat-4182	169	46	.	.	PUNCT
easat-4182	170	1	ultimately	ultimately	ADV
easat-4182	170	2	,	,	PUNCT
easat-4182	170	3	whereas	whereas	SCONJ
easat-4182	170	4	models	model	NOUN
easat-4182	170	5	1	1	NUM
easat-4182	170	6	to	to	PART
easat-4182	170	7	3	3	NUM
easat-4182	170	8	portray	portray	VERB
easat-4182	170	9	a	a	DET
easat-4182	170	10	relatively	relatively	ADV
easat-4182	170	11	low	low	ADJ
easat-4182	170	12	multicollinearity	multicollinearity	NOUN
easat-4182	170	13	,	,	PUNCT
easat-4182	170	14	the	the	DET
easat-4182	170	15	later	late	ADJ
easat-4182	170	16	ones	one	NOUN
easat-4182	170	17	-	-	PUNCT
easat-4182	170	18	from	from	ADP
easat-4182	170	19	4	4	NUM
easat-4182	170	20	to	to	PART
easat-4182	170	21	7	7	NUM
easat-4182	170	22	-	-	PUNCT
easat-4182	170	23	raise	raise	VERB
easat-4182	170	24	a	a	DET
easat-4182	170	25	flag	flag	NOUN
easat-4182	170	26	regarding	regard	VERB
easat-4182	170	27	the	the	DET
easat-4182	170	28	influence	influence	NOUN
easat-4182	170	29	of	of	ADP
easat-4182	170	30	certain	certain	ADJ
easat-4182	170	31	dimensions	dimension	NOUN
easat-4182	170	32	within	within	ADP
easat-4182	170	33	the	the	DET
easat-4182	170	34	overall	overall	ADJ
easat-4182	170	35	variance	variance	NOUN
easat-4182	170	36	,	,	PUNCT
easat-4182	170	37	especially	especially	ADV
easat-4182	170	38	the	the	DET
easat-4182	170	39	condition	condition	NOUN
easat-4182	170	40	index	index	NOUN
easat-4182	170	41	.	.	PUNCT
easat-4182	171	1	556	556	NUM
easat-4182	171	2	edelweiss	edelweiss	PROPN
easat-4182	171	3	applied	apply	VERB
easat-4182	171	4	science	science	NOUN
easat-4182	171	5	and	and	CCONJ
easat-4182	171	6	technology	technology	NOUN
easat-4182	171	7	issn	issn	PROPN
easat-4182	171	8	:	:	PUNCT
easat-4182	171	9	2576	2576	NUM
easat-4182	171	10	-	-	SYM
easat-4182	171	11	8484	8484	NUM
easat-4182	171	12	vol	vol	NOUN
easat-4182	171	13	.	.	PROPN
easat-4182	172	1	9	9	NUM
easat-4182	172	2	,	,	PUNCT
easat-4182	172	3	no	no	INTJ
easat-4182	172	4	.	.	NOUN
easat-4182	172	5	1	1	NUM
easat-4182	172	6	:	:	PUNCT
easat-4182	172	7	546	546	NUM
easat-4182	172	8	-	-	SYM
easat-4182	172	9	563	563	NUM
easat-4182	172	10	,	,	PUNCT
easat-4182	172	11	2025	2025	NUM
easat-4182	172	12	doi	doi	NOUN
easat-4182	172	13	:	:	PUNCT
easat-4182	172	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	172	15	©	©	PROPN
easat-4182	172	16	2025	2025	NUM
easat-4182	172	17	by	by	ADP
easat-4182	172	18	the	the	DET
easat-4182	172	19	authors	author	NOUN
easat-4182	172	20	;	;	PUNCT
easat-4182	172	21	licensee	licensee	PROPN
easat-4182	172	22	learning	learn	VERB
easat-4182	172	23	gate	gate	NOUN
easat-4182	172	24	table	table	NOUN
easat-4182	172	25	4	4	NUM
easat-4182	172	26	.	.	PUNCT
easat-4182	172	27	collinearity	collinearity	NOUN
easat-4182	172	28	diagnostics	diagnostic	NOUN
easat-4182	172	29	outcome	outcome	NOUN
easat-4182	172	30	.	.	PUNCT
easat-4182	173	1	collinearity	collinearity	NOUN
easat-4182	173	2	diagnosticsa	diagnosticsa	ADJ
easat-4182	173	3	model	model	NOUN
easat-4182	173	4	dimension	dimension	PROPN
easat-4182	173	5	eigenvalue	eigenvalue	PROPN
easat-4182	173	6	condition	condition	NOUN
easat-4182	173	7	index	index	NOUN
easat-4182	173	8	variance	variance	NOUN
easat-4182	173	9	proportions	proportion	NOUN
easat-4182	173	10	(	(	PUNCT
easat-4182	173	11	constant	constant	ADJ
easat-4182	173	12	)	)	PUNCT
easat-4182	173	13	industry	industry	NOUN
easat-4182	173	14	academia	academia	NOUN
easat-4182	173	15	collaboration	collaboration	NOUN
easat-4182	173	16	foreign	foreign	ADJ
easat-4182	173	17	direct	direct	ADJ
easat-4182	173	18	investment	investment	NOUN
easat-4182	173	19	fdi	fdi	NOUN
easat-4182	173	20	income	income	NOUN
easat-4182	173	21	disparities	disparity	NOUN
easat-4182	173	22	employment	employment	NOUN
easat-4182	173	23	rates	rate	NOUN
easat-4182	173	24	of	of	ADP
easat-4182	173	25	graduates	graduate	NOUN
easat-4182	173	26	labor	labor	NOUN
easat-4182	173	27	force	force	NOUN
easat-4182	173	28	skills	skill	VERB
easat-4182	173	29	educational	educational	ADJ
easat-4182	173	30	attainment	attainment	ADJ
easat-4182	173	31	1	1	NUM
easat-4182	173	32	1	1	NUM
easat-4182	173	33	60.281	60.281	NUM
easat-4182	173	34	10.000	10.000	NUM
easat-4182	173	35	0.00	0.00	NUM
easat-4182	173	36	0.00	0.00	NUM
easat-4182	173	37	0.00	0.00	NUM
easat-4182	173	38	0.00	0.00	NUM
easat-4182	173	39	0.00	0.00	NUM
easat-4182	173	40	0.00	0.00	NUM
easat-4182	173	41	0.00	0.00	NUM
easat-4182	173	42	2	2	NUM
easat-4182	173	43	0.618	0.618	NUM
easat-4182	173	44	30.189	30.189	NUM
easat-4182	173	45	0.00	0.00	NUM
easat-4182	173	46	0.00	0.00	NUM
easat-4182	173	47	0.25	0.25	NUM
easat-4182	173	48	0.00	0.00	NUM
easat-4182	173	49	0.00	0.00	NUM
easat-4182	173	50	0.00	0.00	NUM
easat-4182	173	51	0.00	0.00	NUM
easat-4182	173	52	3	3	NUM
easat-4182	173	53	0.098	0.098	NUM
easat-4182	173	54	70.996	70.996	NUM
easat-4182	173	55	0.00	0.00	NUM
easat-4182	173	56	0.00	0.00	NUM
easat-4182	173	57	0.16	0.16	NUM
easat-4182	173	58	0.21	0.21	NUM
easat-4182	173	59	0.00	0.00	NUM
easat-4182	173	60	0.00	0.00	NUM
easat-4182	173	61	0.00	0.00	NUM
easat-4182	173	62	4	4	NUM
easat-4182	173	63	0.002	0.002	NUM
easat-4182	173	64	510.215	510.215	NUM
easat-4182	173	65	0.00	0.00	NUM
easat-4182	173	66	0.00	0.00	NUM
easat-4182	173	67	0.01	0.01	NUM
easat-4182	173	68	0.18	0.18	NUM
easat-4182	173	69	0.00	0.00	NUM
easat-4182	173	70	0.00	0.00	NUM
easat-4182	173	71	0.93	0.93	NUM
easat-4182	173	72	5	5	NUM
easat-4182	173	73	0.000	0.000	NUM
easat-4182	173	74	1790.476	1790.476	NUM
easat-4182	173	75	0.08	0.08	NUM
easat-4182	173	76	0.00	0.00	NUM
easat-4182	173	77	0.01	0.01	NUM
easat-4182	173	78	0.54	0.54	NUM
easat-4182	173	79	0.03	0.03	NUM
easat-4182	173	80	0.02	0.02	NUM
easat-4182	173	81	0.04	0.04	NUM
easat-4182	173	82	6	6	NUM
easat-4182	173	83	10.554e-005	10.554e-005	NUM
easat-4182	173	84	6350.743	6350.743	NUM
easat-4182	173	85	0.07	0.07	NUM
easat-4182	173	86	0.08	0.08	NUM
easat-4182	173	87	0.14	0.14	NUM
easat-4182	173	88	0.04	0.04	NUM
easat-4182	173	89	0.93	0.93	NUM
easat-4182	173	90	0.46	0.46	NUM
easat-4182	173	91	0.01	0.01	NUM
easat-4182	173	92	7	7	NUM
easat-4182	173	93	70.794e-006	70.794e-006	NUM
easat-4182	173	94	8970.753	8970.753	NUM
easat-4182	173	95	0.84	0.84	NUM
easat-4182	173	96	0.92	0.92	NUM
easat-4182	173	97	0.42	0.42	NUM
easat-4182	173	98	0.03	0.03	NUM
easat-4182	173	99	0.04	0.04	NUM
easat-4182	173	100	0.51	0.51	NUM
easat-4182	173	101	0.03	0.03	NUM
easat-4182	173	102	note	note	NOUN
easat-4182	173	103	:	:	PUNCT
easat-4182	173	104	a0	a0	PROPN
easat-4182	173	105	.	.	PUNCT
easat-4182	174	1	dependent	dependent	ADJ
easat-4182	174	2	variable	variable	NOUN
easat-4182	174	3	:	:	PUNCT
easat-4182	174	4	gross	gross	ADJ
easat-4182	174	5	domestic	domestic	ADJ
easat-4182	174	6	product	product	NOUN
easat-4182	174	7	gdp	gdp	PROPN
easat-4182	174	8	.	.	PROPN
easat-4182	174	9	557	557	NUM
easat-4182	174	10	edelweiss	edelweiss	PROPN
easat-4182	174	11	applied	apply	VERB
easat-4182	174	12	science	science	NOUN
easat-4182	174	13	and	and	CCONJ
easat-4182	174	14	technology	technology	NOUN
easat-4182	174	15	issn	issn	PROPN
easat-4182	174	16	:	:	PUNCT
easat-4182	174	17	2576	2576	NUM
easat-4182	174	18	-	-	SYM
easat-4182	174	19	8484	8484	NUM
easat-4182	174	20	vol	vol	NOUN
easat-4182	174	21	.	.	PROPN
easat-4182	175	1	9	9	NUM
easat-4182	175	2	,	,	PUNCT
easat-4182	175	3	no	no	INTJ
easat-4182	175	4	.	.	NOUN
easat-4182	175	5	1	1	NUM
easat-4182	175	6	:	:	PUNCT
easat-4182	175	7	546	546	NUM
easat-4182	175	8	-	-	SYM
easat-4182	175	9	563	563	NUM
easat-4182	175	10	,	,	PUNCT
easat-4182	175	11	2025	2025	NUM
easat-4182	175	12	doi	doi	NOUN
easat-4182	175	13	:	:	PUNCT
easat-4182	175	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	175	15	©	©	PROPN
easat-4182	175	16	2025	2025	NUM
easat-4182	175	17	by	by	ADP
easat-4182	175	18	the	the	DET
easat-4182	175	19	authors	author	NOUN
easat-4182	175	20	;	;	PUNCT
easat-4182	175	21	licensee	licensee	PROPN
easat-4182	175	22	learning	learning	NOUN
easat-4182	175	23	gate	gate	NOUN
easat-4182	175	24	using	use	VERB
easat-4182	175	25	cook	cook	PROPN
easat-4182	175	26	’s	’s	PART
easat-4182	175	27	test	test	NOUN
easat-4182	175	28	to	to	PART
easat-4182	175	29	test	test	VERB
easat-4182	175	30	the	the	DET
easat-4182	175	31	null	null	ADJ
easat-4182	175	32	hypothesis	hypothesis	NOUN
easat-4182	175	33	which	which	PRON
easat-4182	175	34	indicates	indicate	VERB
easat-4182	175	35	that	that	SCONJ
easat-4182	175	36	the	the	DET
easat-4182	175	37	error	error	NOUN
easat-4182	175	38	variances	variance	NOUN
easat-4182	175	39	are	be	AUX
easat-4182	175	40	all	all	ADV
easat-4182	175	41	equal	equal	ADJ
easat-4182	175	42	versus	versus	ADP
easat-4182	175	43	the	the	DET
easat-4182	175	44	alternative	alternative	NOUN
easat-4182	175	45	that	that	PRON
easat-4182	175	46	the	the	DET
easat-4182	175	47	error	error	NOUN
easat-4182	175	48	variances	variance	NOUN
easat-4182	175	49	are	be	AUX
easat-4182	175	50	a	a	DET
easat-4182	175	51	multiplicative	multiplicative	ADJ
easat-4182	175	52	function	function	NOUN
easat-4182	175	53	of	of	ADP
easat-4182	175	54	one	one	NUM
easat-4182	175	55	or	or	CCONJ
easat-4182	175	56	more	more	ADJ
easat-4182	175	57	variables	variable	NOUN
easat-4182	175	58	.	.	PUNCT
easat-4182	176	1	cook	cook	VERB
easat-4182	176	2	’s	’s	PART
easat-4182	176	3	test	test	NOUN
easat-4182	176	4	for	for	ADP
easat-4182	176	5	heteroskedasticity	heteroskedasticity	NOUN
easat-4182	176	6	assesses	assesse	NOUN
easat-4182	176	7	whether	whether	SCONJ
easat-4182	176	8	the	the	DET
easat-4182	176	9	error	error	NOUN
easat-4182	176	10	variances	variance	NOUN
easat-4182	176	11	within	within	ADP
easat-4182	176	12	a	a	DET
easat-4182	176	13	regression	regression	NOUN
easat-4182	176	14	model	model	NOUN
easat-4182	176	15	are	be	AUX
easat-4182	176	16	uniform	uniform	ADJ
easat-4182	176	17	or	or	CCONJ
easat-4182	176	18	if	if	SCONJ
easat-4182	176	19	they	they	PRON
easat-4182	176	20	exhibit	exhibit	VERB
easat-4182	176	21	a	a	DET
easat-4182	176	22	multiplicative	multiplicative	ADJ
easat-4182	176	23	relationship	relationship	NOUN
easat-4182	176	24	with	with	ADP
easat-4182	176	25	one	one	NUM
easat-4182	176	26	or	or	CCONJ
easat-4182	176	27	more	more	ADJ
easat-4182	176	28	variables	variable	NOUN
easat-4182	176	29	.	.	PUNCT
easat-4182	177	1	the	the	DET
easat-4182	177	2	test	test	NOUN
easat-4182	177	3	compares	compare	VERB
easat-4182	177	4	the	the	DET
easat-4182	177	5	null	null	ADJ
easat-4182	177	6	hypothesis	hypothesis	NOUN
easat-4182	177	7	(	(	PUNCT
easat-4182	177	8	ho	ho	PROPN
easat-4182	177	9	)	)	PUNCT
easat-4182	177	10	of	of	ADP
easat-4182	177	11	constant	constant	ADJ
easat-4182	177	12	variance	variance	NOUN
easat-4182	177	13	against	against	ADP
easat-4182	177	14	the	the	DET
easat-4182	177	15	alternative	alternative	ADJ
easat-4182	177	16	hypothesis	hypothesis	NOUN
easat-4182	177	17	(	(	PUNCT
easat-4182	177	18	h1	h1	PROPN
easat-4182	177	19	)	)	PUNCT
easat-4182	177	20	,	,	PUNCT
easat-4182	177	21	suggesting	suggest	VERB
easat-4182	177	22	that	that	SCONJ
easat-4182	177	23	error	error	NOUN
easat-4182	177	24	variances	variance	NOUN
easat-4182	177	25	change	change	VERB
easat-4182	177	26	in	in	ADP
easat-4182	177	27	proportion	proportion	NOUN
easat-4182	177	28	to	to	ADP
easat-4182	177	29	the	the	DET
easat-4182	177	30	predicted	predict	VERB
easat-4182	177	31	values	value	NOUN
easat-4182	177	32	of	of	ADP
easat-4182	177	33	the	the	DET
easat-4182	177	34	dependent	dependent	ADJ
easat-4182	177	35	variable	variable	NOUN
easat-4182	177	36	(	(	PUNCT
easat-4182	177	37	y	y	NOUN
easat-4182	177	38	)	)	PUNCT
easat-4182	177	39	.	.	PUNCT
easat-4182	178	1	in	in	ADP
easat-4182	178	2	the	the	DET
easat-4182	178	3	specific	specific	ADJ
easat-4182	178	4	context	context	NOUN
easat-4182	178	5	of	of	ADP
easat-4182	178	6	our	our	PRON
easat-4182	178	7	analysis	analysis	NOUN
easat-4182	178	8	,	,	PUNCT
easat-4182	178	9	focusing	focus	VERB
easat-4182	178	10	on	on	ADP
easat-4182	178	11	the	the	DET
easat-4182	178	12	fitted	fit	VERB
easat-4182	178	13	values	value	NOUN
easat-4182	178	14	of	of	ADP
easat-4182	178	15	economic	economic	ADJ
easat-4182	178	16	growth	growth	NOUN
easat-4182	178	17	in	in	ADP
easat-4182	178	18	the	the	DET
easat-4182	178	19	qatar	qatar	NOUN
easat-4182	178	20	the	the	DET
easat-4182	178	21	chi	chi	ADJ
easat-4182	178	22	-	-	PUNCT
easat-4182	178	23	square	square	ADJ
easat-4182	178	24	statistic	statistic	NOUN
easat-4182	178	25	(	(	PUNCT
easat-4182	178	26	chi2	chi2	NOUN
easat-4182	178	27	)	)	PUNCT
easat-4182	178	28	is	be	AUX
easat-4182	178	29	calculated	calculate	VERB
easat-4182	178	30	as	as	ADP
easat-4182	178	31	504	504	NUM
easat-4182	178	32	,	,	PUNCT
easat-4182	178	33	with	with	ADP
easat-4182	178	34	a	a	DET
easat-4182	178	35	corresponding	corresponding	ADJ
easat-4182	178	36	p	p	NOUN
easat-4182	178	37	-	-	PUNCT
easat-4182	178	38	value	value	NOUN
easat-4182	178	39	(	(	PUNCT
easat-4182	178	40	prob	prob	INTJ
easat-4182	178	41	>	>	X
easat-4182	178	42	chi2	chi2	PROPN
easat-4182	178	43	)	)	PUNCT
easat-4182	178	44	of	of	ADP
easat-4182	178	45	0.001	0.001	NUM
easat-4182	178	46	.	.	PUNCT
easat-4182	179	1	the	the	DET
easat-4182	179	2	null	null	ADJ
easat-4182	179	3	hypothesis	hypothesis	NOUN
easat-4182	179	4	of	of	ADP
easat-4182	179	5	constant	constant	ADJ
easat-4182	179	6	variance	variance	NOUN
easat-4182	179	7	is	be	AUX
easat-4182	179	8	rejected	reject	VERB
easat-4182	179	9	when	when	SCONJ
easat-4182	179	10	the	the	DET
easat-4182	179	11	p	p	NOUN
easat-4182	179	12	-	-	PUNCT
easat-4182	179	13	value	value	NOUN
easat-4182	179	14	is	be	AUX
easat-4182	179	15	below	below	ADP
easat-4182	179	16	a	a	DET
easat-4182	179	17	chosen	choose	VERB
easat-4182	179	18	significance	significance	NOUN
easat-4182	179	19	level	level	NOUN
easat-4182	179	20	(	(	PUNCT
easat-4182	179	21	e.g.	e.g.	ADV
easat-4182	179	22	,	,	PUNCT
easat-4182	179	23	0.05	0.05	NUM
easat-4182	179	24	)	)	PUNCT
easat-4182	179	25	.	.	PUNCT
easat-4182	180	1	in	in	ADP
easat-4182	180	2	this	this	DET
easat-4182	180	3	instance	instance	NOUN
easat-4182	180	4	,	,	PUNCT
easat-4182	180	5	the	the	DET
easat-4182	180	6	relatively	relatively	ADV
easat-4182	180	7	large	large	ADJ
easat-4182	180	8	chi	chi	ADJ
easat-4182	180	9	-	-	PUNCT
easat-4182	180	10	square	square	ADJ
easat-4182	180	11	value	value	NOUN
easat-4182	180	12	indicates	indicate	VERB
easat-4182	180	13	evidence	evidence	NOUN
easat-4182	180	14	in	in	ADP
easat-4182	180	15	favor	favor	NOUN
easat-4182	180	16	of	of	ADP
easat-4182	180	17	the	the	DET
easat-4182	180	18	alternative	alternative	ADJ
easat-4182	180	19	hypothesis	hypothesis	NOUN
easat-4182	180	20	,	,	PUNCT
easat-4182	180	21	suggesting	suggest	VERB
easat-4182	180	22	the	the	DET
easat-4182	180	23	presence	presence	NOUN
easat-4182	180	24	of	of	ADP
easat-4182	180	25	heteroskedasticity	heteroskedasticity	NOUN
easat-4182	180	26	.	.	PUNCT
easat-4182	181	1	this	this	PRON
easat-4182	181	2	implies	imply	VERB
easat-4182	181	3	that	that	SCONJ
easat-4182	181	4	as	as	ADP
easat-4182	181	5	the	the	DET
easat-4182	181	6	predicted	predict	VERB
easat-4182	181	7	values	value	NOUN
easat-4182	181	8	of	of	ADP
easat-4182	181	9	y	y	PROPN
easat-4182	181	10	increase	increase	NOUN
easat-4182	181	11	,	,	PUNCT
easat-4182	181	12	the	the	DET
easat-4182	181	13	error	error	NOUN
easat-4182	181	14	variances	variance	NOUN
easat-4182	181	15	demonstrate	demonstrate	VERB
easat-4182	181	16	a	a	DET
easat-4182	181	17	significant	significant	ADJ
easat-4182	181	18	change	change	NOUN
easat-4182	181	19	,	,	PUNCT
easat-4182	181	20	reinforcing	reinforce	VERB
easat-4182	181	21	the	the	DET
easat-4182	181	22	idea	idea	NOUN
easat-4182	181	23	that	that	SCONJ
easat-4182	181	24	the	the	DET
easat-4182	181	25	magnitude	magnitude	NOUN
easat-4182	181	26	of	of	ADP
easat-4182	181	27	error	error	NOUN
easat-4182	181	28	variance	variance	NOUN
easat-4182	181	29	is	be	AUX
easat-4182	181	30	influenced	influence	VERB
easat-4182	181	31	by	by	ADP
easat-4182	181	32	the	the	DET
easat-4182	181	33	size	size	NOUN
easat-4182	181	34	of	of	ADP
easat-4182	181	35	the	the	DET
easat-4182	181	36	predicted	predict	VERB
easat-4182	181	37	y	y	PROPN
easat-4182	181	38	values	value	NOUN
easat-4182	181	39	.	.	PUNCT
easat-4182	182	1	ho	ho	ADJ
easat-4182	182	2	:	:	PUNCT
easat-4182	182	3	constant	constant	ADJ
easat-4182	182	4	variance	variance	NOUN
easat-4182	182	5	h1	h1	PROPN
easat-4182	182	6	:	:	PUNCT
easat-4182	182	7	states	state	VERB
easat-4182	182	8	that	that	SCONJ
easat-4182	182	9	the	the	DET
easat-4182	182	10	error	error	NOUN
easat-4182	182	11	variances	variance	NOUN
easat-4182	182	12	increase	increase	VERB
easat-4182	182	13	(	(	PUNCT
easat-4182	182	14	or	or	CCONJ
easat-4182	182	15	decrease	decrease	VERB
easat-4182	182	16	)	)	PUNCT
easat-4182	182	17	as	as	ADP
easat-4182	182	18	the	the	DET
easat-4182	182	19	predicted	predict	VERB
easat-4182	182	20	values	value	NOUN
easat-4182	182	21	of	of	ADP
easat-4182	182	22	y	y	PROPN
easat-4182	182	23	increase	increase	NOUN
easat-4182	182	24	.	.	PUNCT
easat-4182	183	1	table	table	NOUN
easat-4182	183	2	5	5	NUM
easat-4182	183	3	.	.	PUNCT
easat-4182	184	1	chi	chi	ADJ
easat-4182	184	2	-	-	PUNCT
easat-4182	184	3	square	square	ADJ
easat-4182	184	4	tests	test	NOUN
easat-4182	184	5	.	.	PUNCT
easat-4182	185	1	chi	chi	ADJ
easat-4182	185	2	-	-	PUNCT
easat-4182	185	3	square	square	ADJ
easat-4182	185	4	tests	test	NOUN
easat-4182	185	5	value	value	VERB
easat-4182	185	6	df	df	NOUN
easat-4182	185	7	asymp	asymp	PROPN
easat-4182	185	8	.	.	PUNCT
easat-4182	186	1	sig	sig	PROPN
easat-4182	186	2	.	.	PUNCT
easat-4182	187	1	(	(	PUNCT
easat-4182	187	2	2	2	NUM
easat-4182	187	3	-	-	ADJ
easat-4182	187	4	sided	sided	ADJ
easat-4182	187	5	)	)	PUNCT
easat-4182	187	6	pearson	pearson	PROPN
easat-4182	187	7	chi	chi	PROPN
easat-4182	187	8	-	-	PUNCT
easat-4182	187	9	square	square	ADJ
easat-4182	187	10	506.000a	506.000a	PROPN
easat-4182	187	11	484	484	NUM
easat-4182	187	12	0.236	0.236	NUM
easat-4182	187	13	likelihood	likelihood	NOUN
easat-4182	187	14	ratio	ratio	NOUN
easat-4182	187	15	144.233	144.233	NUM
easat-4182	187	16	484	484	NUM
easat-4182	187	17	1.000	1.000	NUM
easat-4182	187	18	linear	linear	NOUN
easat-4182	187	19	-	-	PUNCT
easat-4182	187	20	by	by	ADP
easat-4182	187	21	-	-	PUNCT
easat-4182	187	22	linear	linear	NOUN
easat-4182	187	23	association	association	NOUN
easat-4182	187	24	10.555	10.555	NUM
easat-4182	187	25	1	1	NUM
easat-4182	187	26	0.001	0.001	NUM
easat-4182	187	27	n	n	NOUN
easat-4182	187	28	of	of	ADP
easat-4182	187	29	valid	valid	ADJ
easat-4182	187	30	cases	case	NOUN
easat-4182	187	31	23	23	NUM
easat-4182	187	32	note	note	NOUN
easat-4182	187	33	:	:	PUNCT
easat-4182	187	34	a.	a.	NOUN
easat-4182	187	35	529	529	NUM
easat-4182	187	36	cells	cell	NOUN
easat-4182	187	37	(	(	PUNCT
easat-4182	187	38	100.0	100.0	NUM
easat-4182	187	39	%	%	NOUN
easat-4182	187	40	)	)	PUNCT
easat-4182	187	41	have	have	AUX
easat-4182	187	42	expected	expect	VERB
easat-4182	187	43	count	count	VERB
easat-4182	187	44	less	less	ADJ
easat-4182	187	45	than	than	ADP
easat-4182	187	46	5	5	NUM
easat-4182	187	47	.	.	PUNCT
easat-4182	188	1	the	the	DET
easat-4182	188	2	minimum	minimum	ADJ
easat-4182	188	3	expected	expect	VERB
easat-4182	188	4	count	count	NOUN
easat-4182	188	5	is	be	AUX
easat-4182	188	6	.04	.04	NUM
easat-4182	188	7	.	.	PUNCT
easat-4182	189	1	the	the	DET
easat-4182	189	2	following	follow	VERB
easat-4182	189	3	table	table	NOUN
easat-4182	189	4	presents	present	VERB
easat-4182	189	5	the	the	DET
easat-4182	189	6	coefficients	coefficient	NOUN
easat-4182	189	7	,	,	PUNCT
easat-4182	189	8	standard	standard	ADJ
easat-4182	189	9	errors	error	NOUN
easat-4182	189	10	,	,	PUNCT
easat-4182	189	11	and	and	CCONJ
easat-4182	189	12	collinearity	collinearity	NOUN
easat-4182	189	13	statistics	statistic	NOUN
easat-4182	189	14	,	,	PUNCT
easat-4182	189	15	which	which	PRON
easat-4182	189	16	includes	include	VERB
easat-4182	189	17	the	the	DET
easat-4182	189	18	vif	vif	NOUN
easat-4182	189	19	,	,	PUNCT
easat-4182	189	20	for	for	ADP
easat-4182	189	21	multiple	multiple	ADJ
easat-4182	189	22	regression	regression	NOUN
easat-4182	189	23	to	to	PART
easat-4182	189	24	predict	predict	VERB
easat-4182	189	25	gross	gross	ADJ
easat-4182	189	26	domestic	domestic	ADJ
easat-4182	189	27	product	product	NOUN
easat-4182	189	28	based	base	VERB
easat-4182	189	29	upon	upon	SCONJ
easat-4182	189	30	several	several	ADJ
easat-4182	189	31	predictor	predictor	NOUN
easat-4182	189	32	variables	variable	NOUN
easat-4182	189	33	.	.	PUNCT
easat-4182	190	1	the	the	DET
easat-4182	190	2	vifs	vif	NOUN
easat-4182	190	3	are	be	AUX
easat-4182	190	4	shown	show	VERB
easat-4182	190	5	under	under	ADP
easat-4182	190	6	the	the	DET
easat-4182	190	7	"	"	PUNCT
easat-4182	190	8	collinearity	collinearity	NOUN
easat-4182	190	9	statistics	statistic	NOUN
easat-4182	190	10	"	"	PUNCT
easat-4182	190	11	title	title	NOUN
easat-4182	190	12	and	and	CCONJ
easat-4182	190	13	reflect	reflect	VERB
easat-4182	190	14	the	the	DET
easat-4182	190	15	size	size	NOUN
easat-4182	190	16	of	of	ADP
easat-4182	190	17	multicollinearity	multicollinearity	NOUN
easat-4182	190	18	for	for	ADP
easat-4182	190	19	each	each	DET
easat-4182	190	20	variable	variable	NOUN
easat-4182	190	21	in	in	ADP
easat-4182	190	22	this	this	DET
easat-4182	190	23	model	model	NOUN
easat-4182	190	24	.	.	PUNCT
easat-4182	191	1	first	first	ADV
easat-4182	191	2	,	,	PUNCT
easat-4182	191	3	the	the	DET
easat-4182	191	4	vifs	vif	NOUN
easat-4182	191	5	are	be	AUX
easat-4182	191	6	generally	generally	ADV
easat-4182	191	7	small	small	ADJ
easat-4182	191	8	and	and	CCONJ
easat-4182	191	9	range	range	VERB
easat-4182	191	10	from	from	ADP
easat-4182	191	11	2.157	2.157	NUM
easat-4182	191	12	to	to	ADP
easat-4182	191	13	45.173	45.173	NUM
easat-4182	191	14	.	.	PUNCT
easat-4182	192	1	normally	normally	ADV
easat-4182	192	2	,	,	PUNCT
easat-4182	192	3	a	a	DET
easat-4182	192	4	vif	vif	NOUN
easat-4182	192	5	value	value	NOUN
easat-4182	192	6	less	less	ADJ
easat-4182	192	7	than	than	ADP
easat-4182	192	8	5	5	NUM
easat-4182	192	9	is	be	AUX
easat-4182	192	10	considered	consider	VERB
easat-4182	192	11	fine	fine	ADJ
easat-4182	192	12	and	and	CCONJ
easat-4182	192	13	depicts	depict	VERB
easat-4182	192	14	that	that	SCONJ
easat-4182	192	15	there	there	PRON
easat-4182	192	16	is	be	VERB
easat-4182	192	17	low	low	ADJ
easat-4182	192	18	multicollinearity	multicollinearity	NOUN
easat-4182	192	19	,	,	PUNCT
easat-4182	192	20	which	which	PRON
easat-4182	192	21	in	in	ADP
easat-4182	192	22	this	this	DET
easat-4182	192	23	case	case	NOUN
easat-4182	192	24	exists	exist	VERB
easat-4182	192	25	,	,	PUNCT
easat-4182	192	26	since	since	SCONJ
easat-4182	192	27	the	the	DET
easat-4182	192	28	predictors	predictor	NOUN
easat-4182	192	29	depict	depict	VERB
easat-4182	192	30	the	the	DET
easat-4182	192	31	vif	vif	NOUN
easat-4182	192	32	value	value	NOUN
easat-4182	192	33	within	within	ADP
easat-4182	192	34	an	an	DET
easat-4182	192	35	acceptable	acceptable	ADJ
easat-4182	192	36	range	range	NOUN
easat-4182	192	37	which	which	PRON
easat-4182	192	38	further	far	ADV
easat-4182	192	39	suggests	suggest	VERB
easat-4182	192	40	that	that	SCONJ
easat-4182	192	41	multicollinearity	multicollinearity	NOUN
easat-4182	192	42	is	be	AUX
easat-4182	192	43	not	not	PART
easat-4182	192	44	a	a	DET
easat-4182	192	45	severe	severe	ADJ
easat-4182	192	46	problem	problem	NOUN
easat-4182	192	47	.	.	PUNCT
easat-4182	193	1	the	the	DET
easat-4182	193	2	tolerance	tolerance	NOUN
easat-4182	193	3	,	,	PUNCT
easat-4182	193	4	which	which	PRON
easat-4182	193	5	is	be	AUX
easat-4182	193	6	the	the	DET
easat-4182	193	7	reverse	reverse	NOUN
easat-4182	193	8	of	of	ADP
easat-4182	193	9	vif	vif	PROPN
easat-4182	193	10	,	,	PUNCT
easat-4182	193	11	is	be	AUX
easat-4182	193	12	also	also	ADV
easat-4182	193	13	reported	report	VERB
easat-4182	193	14	in	in	ADP
easat-4182	193	15	this	this	DET
easat-4182	193	16	table	table	NOUN
easat-4182	193	17	.	.	PUNCT
easat-4182	194	1	a	a	DET
easat-4182	194	2	tolerance	tolerance	NOUN
easat-4182	194	3	near	near	ADP
easat-4182	194	4	1	1	NUM
easat-4182	194	5	represents	represent	VERB
easat-4182	194	6	low	low	ADJ
easat-4182	194	7	multicollinearity	multicollinearity	NOUN
easat-4182	194	8	,	,	PUNCT
easat-4182	194	9	and	and	CCONJ
easat-4182	194	10	the	the	DET
easat-4182	194	11	generally	generally	ADV
easat-4182	194	12	high	high	ADJ
easat-4182	194	13	tolerances	tolerance	NOUN
easat-4182	194	14	of	of	ADP
easat-4182	194	15	the	the	DET
easat-4182	194	16	predictors	predictor	NOUN
easat-4182	194	17	in	in	ADP
easat-4182	194	18	this	this	DET
easat-4182	194	19	model	model	NOUN
easat-4182	194	20	further	far	ADV
easat-4182	194	21	reinforce	reinforce	VERB
easat-4182	194	22	the	the	DET
easat-4182	194	23	idea	idea	NOUN
easat-4182	194	24	that	that	SCONJ
easat-4182	194	25	multicollinearity	multicollinearity	NOUN
easat-4182	194	26	is	be	AUX
easat-4182	194	27	not	not	PART
easat-4182	194	28	a	a	DET
easat-4182	194	29	major	major	ADJ
easat-4182	194	30	problem	problem	NOUN
easat-4182	194	31	.	.	PUNCT
easat-4182	195	1	whereas	whereas	SCONJ
easat-4182	195	2	the	the	DET
easat-4182	195	3	vif	vif	NOUN
easat-4182	195	4	values	value	NOUN
easat-4182	195	5	for	for	ADP
easat-4182	195	6	specific	specific	ADJ
easat-4182	195	7	variables	variable	NOUN
easat-4182	195	8	such	such	ADJ
easat-4182	195	9	as	as	ADP
easat-4182	195	10	"	"	PUNCT
easat-4182	195	11	industry	industry	NOUN
easat-4182	195	12	-	-	PUNCT
easat-4182	195	13	academia	academia	NOUN
easat-4182	195	14	collaboration	collaboration	NOUN
easat-4182	195	15	"	"	PUNCT
easat-4182	195	16	and	and	CCONJ
easat-4182	195	17	"	"	PUNCT
easat-4182	195	18	foreign	foreign	ADJ
easat-4182	195	19	direct	direct	ADJ
easat-4182	195	20	investment	investment	NOUN
easat-4182	195	21	-	-	PUNCT
easat-4182	195	22	fdi	fdi	NOUN
easat-4182	195	23	"	"	PUNCT
easat-4182	195	24	are	be	AUX
easat-4182	195	25	relatively	relatively	ADV
easat-4182	195	26	low	low	ADJ
easat-4182	195	27	,	,	PUNCT
easat-4182	195	28	indicating	indicate	VERB
easat-4182	195	29	very	very	ADV
easat-4182	195	30	low	low	ADJ
easat-4182	195	31	multicollinearity	multicollinearity	NOUN
easat-4182	195	32	,	,	PUNCT
easat-4182	195	33	the	the	DET
easat-4182	195	34	vif	vif	NOUN
easat-4182	195	35	values	value	NOUN
easat-4182	195	36	are	be	AUX
easat-4182	195	37	a	a	DET
easat-4182	195	38	bit	bit	NOUN
easat-4182	195	39	higher	high	ADJ
easat-4182	195	40	for	for	ADP
easat-4182	195	41	"	"	PUNCT
easat-4182	195	42	labor	labor	NOUN
easat-4182	195	43	force	force	NOUN
easat-4182	195	44	skills	skill	NOUN
easat-4182	195	45	"	"	PUNCT
easat-4182	195	46	and	and	CCONJ
easat-4182	195	47	"	"	PUNCT
easat-4182	195	48	employment	employment	NOUN
easat-4182	195	49	rates	rate	NOUN
easat-4182	195	50	of	of	ADP
easat-4182	195	51	graduates	graduate	NOUN
easat-4182	195	52	"	"	PUNCT
easat-4182	195	53	but	but	CCONJ
easat-4182	195	54	still	still	ADV
easat-4182	195	55	within	within	ADP
easat-4182	195	56	acceptable	acceptable	ADJ
easat-4182	195	57	limits	limit	NOUN
easat-4182	195	58	.	.	PUNCT
easat-4182	196	1	on	on	ADP
easat-4182	196	2	the	the	DET
easat-4182	196	3	whole	whole	NOUN
easat-4182	196	4	,	,	PUNCT
easat-4182	196	5	from	from	ADP
easat-4182	196	6	the	the	DET
easat-4182	196	7	vif	vif	NOUN
easat-4182	196	8	values	value	NOUN
easat-4182	196	9	and	and	CCONJ
easat-4182	196	10	tolerances	tolerance	NOUN
easat-4182	196	11	,	,	PUNCT
easat-4182	196	12	there	there	PRON
easat-4182	196	13	is	be	VERB
easat-4182	196	14	no	no	DET
easat-4182	196	15	high	high	ADJ
easat-4182	196	16	probability	probability	NOUN
easat-4182	196	17	of	of	ADP
easat-4182	196	18	a	a	DET
easat-4182	196	19	multicollinearity	multicollinearity	NOUN
easat-4182	196	20	problem	problem	NOUN
easat-4182	196	21	in	in	ADP
easat-4182	196	22	this	this	DET
easat-4182	196	23	model	model	NOUN
easat-4182	196	24	;	;	PUNCT
easat-4182	196	25	however	however	ADV
easat-4182	196	26	,	,	PUNCT
easat-4182	196	27	analysts	analyst	NOUN
easat-4182	196	28	must	must	AUX
easat-4182	196	29	interpret	interpret	VERB
easat-4182	196	30	regression	regression	NOUN
easat-4182	196	31	coefficients	coefficient	NOUN
easat-4182	196	32	carefully	carefully	ADV
easat-4182	196	33	,	,	PUNCT
easat-4182	196	34	showing	show	VERB
easat-4182	196	35	the	the	DET
easat-4182	196	36	potential	potential	ADJ
easat-4182	196	37	influence	influence	NOUN
easat-4182	196	38	of	of	ADP
easat-4182	196	39	multicollinearity	multicollinearity	NOUN
easat-4182	196	40	on	on	ADP
easat-4182	196	41	the	the	DET
easat-4182	196	42	standard	standard	ADJ
easat-4182	196	43	errors	error	NOUN
easat-4182	196	44	of	of	ADP
easat-4182	196	45	the	the	DET
easat-4182	196	46	coefficients	coefficient	NOUN
easat-4182	196	47	.	.	PUNCT
easat-4182	197	1	in	in	ADP
easat-4182	197	2	short	short	ADJ
easat-4182	197	3	,	,	PUNCT
easat-4182	197	4	the	the	DET
easat-4182	197	5	vif	vif	NOUN
easat-4182	197	6	coefficients	coefficient	NOUN
easat-4182	197	7	indicate	indicate	VERB
easat-4182	197	8	that	that	SCONJ
easat-4182	197	9	the	the	DET
easat-4182	197	10	model	model	NOUN
easat-4182	197	11	is	be	AUX
easat-4182	197	12	relatively	relatively	ADV
easat-4182	197	13	free	free	ADJ
easat-4182	197	14	from	from	ADP
easat-4182	197	15	severe	severe	ADJ
easat-4182	197	16	multicollinearity	multicollinearity	NOUN
easat-4182	197	17	.	.	PUNCT
easat-4182	198	1	558	558	NUM
easat-4182	198	2	edelweiss	edelweiss	PROPN
easat-4182	198	3	applied	apply	VERB
easat-4182	198	4	science	science	NOUN
easat-4182	198	5	and	and	CCONJ
easat-4182	198	6	technology	technology	NOUN
easat-4182	198	7	issn	issn	PROPN
easat-4182	198	8	:	:	PUNCT
easat-4182	198	9	2576	2576	NUM
easat-4182	198	10	-	-	SYM
easat-4182	198	11	8484	8484	NUM
easat-4182	198	12	vol	vol	NOUN
easat-4182	198	13	.	.	PROPN
easat-4182	199	1	9	9	NUM
easat-4182	199	2	,	,	PUNCT
easat-4182	199	3	no	no	INTJ
easat-4182	199	4	.	.	NOUN
easat-4182	199	5	1	1	NUM
easat-4182	199	6	:	:	PUNCT
easat-4182	199	7	546	546	NUM
easat-4182	199	8	-	-	SYM
easat-4182	199	9	563	563	NUM
easat-4182	199	10	,	,	PUNCT
easat-4182	199	11	2025	2025	NUM
easat-4182	199	12	doi	doi	NOUN
easat-4182	199	13	:	:	PUNCT
easat-4182	200	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	200	2	©	©	PROPN
easat-4182	200	3	2025	2025	NUM
easat-4182	200	4	by	by	ADP
easat-4182	200	5	the	the	DET
easat-4182	200	6	authors	author	NOUN
easat-4182	200	7	;	;	PUNCT
easat-4182	200	8	licensee	licensee	PROPN
easat-4182	200	9	learning	learn	VERB
easat-4182	200	10	gate	gate	NOUN
easat-4182	200	11	table	table	NOUN
easat-4182	200	12	6	6	NUM
easat-4182	200	13	.	.	PUNCT
easat-4182	200	14	coefficients	coefficient	NOUN
easat-4182	200	15	and	and	CCONJ
easat-4182	200	16	collinearity	collinearity	NOUN
easat-4182	200	17	statistics	statistic	NOUN
easat-4182	200	18	for	for	ADP
easat-4182	200	19	multiple	multiple	ADJ
easat-4182	200	20	regression	regression	NOUN
easat-4182	200	21	model	model	NOUN
easat-4182	200	22	predicting	predict	VERB
easat-4182	200	23	gross	gross	ADJ
easat-4182	200	24	domestic	domestic	ADJ
easat-4182	200	25	product	product	NOUN
easat-4182	200	26	(	(	PUNCT
easat-4182	200	27	gdp	gdp	NOUN
easat-4182	200	28	)	)	PUNCT
easat-4182	200	29	.	.	PUNCT
easat-4182	201	1	coefficientsa	coefficientsa	NOUN
easat-4182	201	2	model	model	VERB
easat-4182	201	3	unstandardized	unstandardized	ADJ
easat-4182	201	4	coefficients	coefficient	NOUN
easat-4182	201	5	standardized	standardize	VERB
easat-4182	201	6	coefficients	coefficient	NOUN
easat-4182	201	7	t	t	PROPN
easat-4182	201	8	sig0	sig0	PROPN
easat-4182	201	9	.	.	PUNCT
easat-4182	202	1	collinearity	collinearity	NOUN
easat-4182	202	2	statistics	statistic	NOUN
easat-4182	202	3	b	b	PROPN
easat-4182	202	4	std0	std0	PROPN
easat-4182	202	5	.	.	PUNCT
easat-4182	203	1	error	error	NOUN
easat-4182	203	2	beta	beta	NOUN
easat-4182	203	3	tolerance	tolerance	NOUN
easat-4182	203	4	vif	vif	NOUN
easat-4182	203	5	1	1	NUM
easat-4182	203	6	(	(	PUNCT
easat-4182	203	7	constant	constant	ADJ
easat-4182	203	8	)	)	PUNCT
easat-4182	203	9	-3222960.025	-3222960.025	NOUN
easat-4182	204	1	5611410.102	5611410.102	NUM
easat-4182	204	2	-0.574	-0.574	NUM
easat-4182	204	3	0.574	0.574	NUM
easat-4182	204	4	industry	industry	NOUN
easat-4182	204	5	academia	academia	NOUN
easat-4182	204	6	collaboration	collaboration	NOUN
easat-4182	204	7	-10010.466	-10010.466	PUNCT
easat-4182	204	8	15070.711	15070.711	NUM
easat-4182	204	9	-0.487	-0.487	NOUN
easat-4182	204	10	-0.664	-0.664	ADV
easat-4182	204	11	0.516	0.516	NUM
easat-4182	204	12	0.039	0.039	NUM
easat-4182	204	13	250.684	250.684	NUM
easat-4182	204	14	foreign	foreign	ADJ
easat-4182	204	15	direct	direct	ADJ
easat-4182	204	16	investment	investment	NOUN
easat-4182	204	17	fdi	fdi	NOUN
easat-4182	204	18	-15360.946	-15360.946	PUNCT
easat-4182	204	19	26010.919	26010.919	NUM
easat-4182	204	20	-0.160	-0.160	NOUN
easat-4182	204	21	-0.591	-0.591	NOUN
easat-4182	204	22	0.563	0.563	NUM
easat-4182	204	23	0.284	0.284	NUM
easat-4182	204	24	30.520	30.520	NUM
easat-4182	204	25	income	income	NOUN
easat-4182	204	26	disparities	disparity	NOUN
easat-4182	204	27	2990.882	2990.882	PROPN
easat-4182	204	28	10960.843	10960.843	NUM
easat-4182	204	29	0.099	0.099	NUM
easat-4182	204	30	0.273	0.273	NUM
easat-4182	204	31	0.788	0.788	NUM
easat-4182	204	32	0.160	0.160	NUM
easat-4182	204	33	60.258	60.258	NUM
easat-4182	204	34	employment	employment	NOUN
easat-4182	204	35	rates	rate	NOUN
easat-4182	204	36	of	of	ADP
easat-4182	204	37	graduates	graduate	NOUN
easat-4182	204	38	113050.942	113050.942	NUM
easat-4182	204	39	70530.547	70530.547	NUM
easat-4182	204	40	10.435	10.435	NUM
easat-4182	204	41	10.603	10.603	NUM
easat-4182	204	42	0.129	0.129	NUM
easat-4182	204	43	0.026	0.026	NUM
easat-4182	204	44	380.295	380.295	NUM
easat-4182	204	45	labor	labor	NOUN
easat-4182	204	46	force	force	NOUN
easat-4182	204	47	skills	skill	NOUN
easat-4182	204	48	-8770.110	-8770.110	PUNCT
easat-4182	204	49	80180.601	80180.601	NUM
easat-4182	204	50	-0.106	-0.106	NUM
easat-4182	204	51	-0.109	-0.109	NUM
easat-4182	204	52	0.914	0.914	NUM
easat-4182	204	53	0.022	0.022	NUM
easat-4182	204	54	450.173	450.173	NUM
easat-4182	204	55	educational	educational	ADJ
easat-4182	204	56	attainment	attainment	ADJ
easat-4182	204	57	38480.276	38480.276	NUM
easat-4182	204	58	23380.601	23380.601	NUM
easat-4182	204	59	0.350	0.350	NUM
easat-4182	204	60	10.646	10.646	NUM
easat-4182	204	61	0.119	0.119	NUM
easat-4182	204	62	0.464	0.464	NUM
easat-4182	204	63	20.157	20.157	NUM
easat-4182	204	64	note	note	NOUN
easat-4182	204	65	:	:	PUNCT
easat-4182	204	66	a0	a0	PROPN
easat-4182	204	67	.	.	PUNCT
easat-4182	205	1	dependent	dependent	ADJ
easat-4182	205	2	variable	variable	NOUN
easat-4182	205	3	:	:	PUNCT
easat-4182	205	4	gross	gross	ADJ
easat-4182	205	5	domestic	domestic	ADJ
easat-4182	205	6	product	product	NOUN
easat-4182	205	7	gdp	gdp	PROPN
easat-4182	205	8	.	.	PUNCT
easat-4182	206	1	the	the	DET
easat-4182	206	2	following	follow	VERB
easat-4182	206	3	"	"	PUNCT
easat-4182	206	4	model	model	NOUN
easat-4182	206	5	summary	summary	NOUN
easat-4182	206	6	"	"	PUNCT
easat-4182	206	7	table	table	NOUN
easat-4182	206	8	provides	provide	VERB
easat-4182	206	9	general	general	ADJ
easat-4182	206	10	statistics	statistic	NOUN
easat-4182	206	11	that	that	PRON
easat-4182	206	12	may	may	AUX
easat-4182	206	13	be	be	AUX
easat-4182	206	14	used	use	VERB
easat-4182	206	15	to	to	PART
easat-4182	206	16	evaluate	evaluate	VERB
easat-4182	206	17	the	the	DET
easat-4182	206	18	goodness	goodness	NOUN
easat-4182	206	19	of	of	ADP
easat-4182	206	20	fit	fit	NOUN
easat-4182	206	21	and	and	CCONJ
easat-4182	206	22	performance	performance	NOUN
easat-4182	206	23	of	of	ADP
easat-4182	206	24	the	the	DET
easat-4182	206	25	regression	regression	NOUN
easat-4182	206	26	model	model	NOUN
easat-4182	206	27	that	that	PRON
easat-4182	206	28	predicts	predict	VERB
easat-4182	206	29	gross	gross	ADJ
easat-4182	206	30	domestic	domestic	ADJ
easat-4182	206	31	product	product	NOUN
easat-4182	206	32	,	,	PUNCT
easat-4182	206	33	gdp	gdp	NOUN
easat-4182	206	34	,	,	PUNCT
easat-4182	206	35	using	use	VERB
easat-4182	206	36	selected	select	VERB
easat-4182	206	37	predictors	predictor	NOUN
easat-4182	206	38	.	.	PUNCT
easat-4182	207	1	the	the	DET
easat-4182	207	2	coefficient	coefficient	NOUN
easat-4182	207	3	of	of	ADP
easat-4182	207	4	determination	determination	NOUN
easat-4182	207	5	,	,	PUNCT
easat-4182	207	6	r	r	NOUN
easat-4182	207	7	square	square	NOUN
easat-4182	207	8	,	,	PUNCT
easat-4182	207	9	is	be	AUX
easat-4182	207	10	0.665	0.665	NUM
easat-4182	207	11	,	,	PUNCT
easat-4182	207	12	meaning	mean	VERB
easat-4182	207	13	that	that	SCONJ
easat-4182	207	14	about	about	ADV
easat-4182	207	15	66.5	66.5	NUM
easat-4182	207	16	%	%	NOUN
easat-4182	207	17	of	of	ADP
easat-4182	207	18	the	the	DET
easat-4182	207	19	variability	variability	NOUN
easat-4182	207	20	in	in	ADP
easat-4182	207	21	gdp	gdp	NOUN
easat-4182	207	22	is	be	AUX
easat-4182	207	23	accounted	account	VERB
easat-4182	207	24	for	for	ADP
easat-4182	207	25	through	through	ADP
easat-4182	207	26	the	the	DET
easat-4182	207	27	predictor	predictor	NOUN
easat-4182	207	28	variables	variable	NOUN
easat-4182	207	29	included	include	VERB
easat-4182	207	30	in	in	ADP
easat-4182	207	31	this	this	DET
easat-4182	207	32	model	model	NOUN
easat-4182	207	33	and	and	CCONJ
easat-4182	207	34	hence	hence	ADV
easat-4182	207	35	a	a	DET
easat-4182	207	36	moderate	moderate	ADJ
easat-4182	207	37	to	to	ADP
easat-4182	207	38	strong	strong	ADJ
easat-4182	207	39	explanatory	explanatory	ADJ
easat-4182	207	40	power	power	NOUN
easat-4182	207	41	.	.	PUNCT
easat-4182	208	1	the	the	DET
easat-4182	208	2	adjusted	adjust	VERB
easat-4182	208	3	r	r	NOUN
easat-4182	208	4	square	square	NOUN
easat-4182	208	5	is	be	AUX
easat-4182	208	6	0.540	0.540	NUM
easat-4182	208	7	,	,	PUNCT
easat-4182	208	8	adjusting	adjust	VERB
easat-4182	208	9	for	for	ADP
easat-4182	208	10	the	the	DET
easat-4182	208	11	number	number	NOUN
easat-4182	208	12	of	of	ADP
easat-4182	208	13	predictors	predictor	NOUN
easat-4182	208	14	and	and	CCONJ
easat-4182	208	15	thus	thus	ADV
easat-4182	208	16	indicating	indicate	VERB
easat-4182	208	17	that	that	SCONJ
easat-4182	208	18	some	some	DET
easat-4182	208	19	predictors	predictor	NOUN
easat-4182	208	20	might	might	AUX
easat-4182	208	21	not	not	PART
easat-4182	208	22	add	add	VERB
easat-4182	208	23	much	much	ADJ
easat-4182	208	24	value	value	NOUN
easat-4182	208	25	to	to	ADP
easat-4182	208	26	the	the	DET
easat-4182	208	27	model	model	NOUN
easat-4182	208	28	,	,	PUNCT
easat-4182	208	29	since	since	SCONJ
easat-4182	208	30	this	this	DET
easat-4182	208	31	value	value	NOUN
easat-4182	208	32	is	be	AUX
easat-4182	208	33	relatively	relatively	ADV
easat-4182	208	34	lower	low	ADJ
easat-4182	208	35	than	than	ADP
easat-4182	208	36	the	the	DET
easat-4182	208	37	r	r	NOUN
easat-4182	208	38	square	square	NOUN
easat-4182	208	39	.	.	PUNCT
easat-4182	209	1	the	the	DET
easat-4182	209	2	standard	standard	ADJ
easat-4182	209	3	error	error	NOUN
easat-4182	209	4	of	of	ADP
easat-4182	209	5	the	the	DET
easat-4182	209	6	estimate	estimate	NOUN
easat-4182	209	7	is	be	AUX
easat-4182	209	8	15,142.42	15,142.42	NUM
easat-4182	209	9	units	unit	NOUN
easat-4182	209	10	,	,	PUNCT
easat-4182	209	11	reflecting	reflect	VERB
easat-4182	209	12	how	how	SCONJ
easat-4182	209	13	tight	tight	ADJ
easat-4182	209	14	the	the	DET
easat-4182	209	15	model	model	NOUN
easat-4182	209	16	's	's	PART
easat-4182	209	17	predictions	prediction	NOUN
easat-4182	209	18	are	be	AUX
easat-4182	209	19	.	.	PUNCT
easat-4182	210	1	durbin	durbin	ADJ
easat-4182	210	2	-	-	PUNCT
easat-4182	210	3	watson	watson	NOUN
easat-4182	210	4	=	=	PROPN
easat-4182	210	5	0.963	0.963	NUM
easat-4182	210	6	;	;	PUNCT
easat-4182	210	7	no	no	DET
easat-4182	210	8	significant	significant	ADJ
easat-4182	210	9	autocorrelation	autocorrelation	NOUN
easat-4182	210	10	of	of	ADP
easat-4182	210	11	residuals	residual	NOUN
easat-4182	210	12	,	,	PUNCT
easat-4182	210	13	and	and	CCONJ
easat-4182	210	14	any	any	DET
easat-4182	210	15	values	value	NOUN
easat-4182	210	16	close	close	ADJ
easat-4182	210	17	to	to	ADP
easat-4182	210	18	2	2	NUM
easat-4182	210	19	indicate	indicate	VERB
easat-4182	210	20	the	the	DET
easat-4182	210	21	independence	independence	NOUN
easat-4182	210	22	assumption	assumption	NOUN
easat-4182	210	23	for	for	ADP
easat-4182	210	24	residuals	residual	NOUN
easat-4182	210	25	is	be	AUX
easat-4182	210	26	met	meet	VERB
easat-4182	210	27	.	.	PUNCT
easat-4182	211	1	the	the	DET
easat-4182	211	2	model	model	NOUN
easat-4182	211	3	fit	fit	NOUN
easat-4182	211	4	is	be	AUX
easat-4182	211	5	extremely	extremely	ADV
easat-4182	211	6	good	good	ADJ
easat-4182	211	7	:	:	PUNCT
easat-4182	211	8	it	it	PRON
easat-4182	211	9	efficiently	efficiently	ADV
easat-4182	211	10	explains	explain	VERB
easat-4182	211	11	a	a	DET
easat-4182	211	12	large	large	ADJ
easat-4182	211	13	portion	portion	NOUN
easat-4182	211	14	of	of	ADP
easat-4182	211	15	the	the	DET
easat-4182	211	16	variance	variance	NOUN
easat-4182	211	17	in	in	ADP
easat-4182	211	18	gdp	gdp	NOUN
easat-4182	211	19	,	,	PUNCT
easat-4182	211	20	while	while	SCONJ
easat-4182	211	21	the	the	DET
easat-4182	211	22	problem	problem	NOUN
easat-4182	211	23	of	of	ADP
easat-4182	211	24	overfitting	overfitting	NOUN
easat-4182	211	25	is	be	AUX
easat-4182	211	26	also	also	ADV
easat-4182	211	27	concerned	concerned	ADJ
easat-4182	211	28	through	through	ADP
easat-4182	211	29	the	the	DET
easat-4182	211	30	adjusted	adjust	VERB
easat-4182	211	31	r	r	NOUN
easat-4182	211	32	square	square	NOUN
easat-4182	211	33	.	.	PUNCT
easat-4182	212	1	table	table	NOUN
easat-4182	212	2	7	7	NUM
easat-4182	212	3	.	.	PUNCT
easat-4182	212	4	model	model	PROPN
easat-4182	212	5	summary	summary	PROPN
easat-4182	212	6	.	.	PUNCT
easat-4182	213	1	model	model	PROPN
easat-4182	213	2	summaryb	summaryb	PROPN
easat-4182	213	3	model	model	NOUN
easat-4182	213	4	r	r	NOUN
easat-4182	213	5	r	r	NOUN
easat-4182	213	6	square	square	ADJ
easat-4182	213	7	adjusted	adjust	VERB
easat-4182	213	8	r	r	NOUN
easat-4182	213	9	square	square	ADJ
easat-4182	213	10	std	std	NOUN
easat-4182	213	11	.	.	PUNCT
easat-4182	214	1	error	error	NOUN
easat-4182	214	2	of	of	ADP
easat-4182	214	3	the	the	DET
easat-4182	214	4	estimate	estimate	NOUN
easat-4182	214	5	durbin	durbin	PROPN
easat-4182	214	6	-	-	PUNCT
easat-4182	214	7	watson	watson	NOUN
easat-4182	214	8	1	1	NUM
easat-4182	214	9	0.816a	0.816a	NOUN
easat-4182	214	10	0.665	0.665	NUM
easat-4182	214	11	0.540	0.540	NUM
easat-4182	214	12	15142.417010898773000	15142.417010898773000	NUM
easat-4182	214	13	0.963	0.963	NUM
easat-4182	214	14	note	note	NOUN
easat-4182	214	15	:	:	PUNCT
easat-4182	214	16	a.	a.	NOUN
easat-4182	214	17	predictors	predictor	NOUN
easat-4182	214	18	:	:	PUNCT
easat-4182	214	19	(	(	PUNCT
easat-4182	214	20	constant	constant	ADJ
easat-4182	214	21	)	)	PUNCT
easat-4182	214	22	,	,	PUNCT
easat-4182	214	23	educational	educational	ADJ
easat-4182	214	24	attainment	attainment	NOUN
easat-4182	214	25	,	,	PUNCT
easat-4182	214	26	labor	labor	NOUN
easat-4182	214	27	force	force	NOUN
easat-4182	214	28	skills	skill	NOUN
easat-4182	214	29	,	,	PUNCT
easat-4182	214	30	foreign	foreign	ADJ
easat-4182	214	31	direct	direct	ADJ
easat-4182	214	32	investment	investment	NOUN
easat-4182	214	33	fdi	fdi	PROPN
easat-4182	214	34	,	,	PUNCT
easat-4182	214	35	income	income	NOUN
easat-4182	214	36	disparities	disparity	NOUN
easat-4182	214	37	,	,	PUNCT
easat-4182	214	38	industry	industry	NOUN
easat-4182	214	39	academia	academia	NOUN
easat-4182	214	40	collaboration	collaboration	NOUN
easat-4182	214	41	,	,	PUNCT
easat-4182	214	42	employment	employment	NOUN
easat-4182	214	43	ratesof	ratesof	NOUN
easat-4182	214	44	graduates	graduate	VERB
easat-4182	214	45	b.	b.	PROPN
easat-4182	215	1	dependent	dependent	ADJ
easat-4182	215	2	variable	variable	NOUN
easat-4182	215	3	:	:	PUNCT
easat-4182	215	4	gross	gross	ADJ
easat-4182	215	5	domestic	domestic	ADJ
easat-4182	215	6	product	product	NOUN
easat-4182	215	7	gdp	gdp	NOUN
easat-4182	215	8	the	the	DET
easat-4182	215	9	following	follow	VERB
easat-4182	215	10	key	key	ADJ
easat-4182	215	11	indicators	indicator	NOUN
easat-4182	215	12	can	can	AUX
easat-4182	215	13	be	be	AUX
easat-4182	215	14	assumed	assume	VERB
easat-4182	215	15	to	to	PART
easat-4182	215	16	evaluate	evaluate	VERB
easat-4182	215	17	the	the	DET
easat-4182	215	18	performance	performance	NOUN
easat-4182	215	19	of	of	ADP
easat-4182	215	20	the	the	DET
easat-4182	215	21	regression	regression	NOUN
easat-4182	215	22	model	model	NOUN
easat-4182	215	23	in	in	ADP
easat-4182	215	24	predicting	predict	VERB
easat-4182	215	25	gdp	gdp	NOUN
easat-4182	215	26	-	-	PUNCT
easat-4182	215	27	all	all	DET
easat-4182	215	28	pointing	pointing	NOUN
easat-4182	215	29	to	to	ADP
easat-4182	215	30	an	an	DET
easat-4182	215	31	overall	overall	ADJ
easat-4182	215	32	good	good	ADJ
easat-4182	215	33	fit	fit	NOUN
easat-4182	215	34	.	.	PUNCT
easat-4182	216	1	the	the	DET
easat-4182	216	2	durbin	durbin	PROPN
easat-4182	216	3	-	-	PUNCT
easat-4182	216	4	watson	watson	NOUN
easat-4182	216	5	statistic	statistic	NOUN
easat-4182	216	6	is	be	AUX
easat-4182	216	7	0.963	0.963	NUM
easat-4182	216	8	.	.	PUNCT
easat-4182	217	1	this	this	PRON
easat-4182	217	2	tests	test	VERB
easat-4182	217	3	the	the	DET
easat-4182	217	4	autocorrelation	autocorrelation	NOUN
easat-4182	217	5	feature	feature	NOUN
easat-4182	217	6	in	in	ADP
easat-4182	217	7	residuals	residual	NOUN
easat-4182	217	8	;	;	PUNCT
easat-4182	217	9	the	the	PRON
easat-4182	217	10	closer	close	ADV
easat-4182	217	11	this	this	DET
easat-4182	217	12	value	value	NOUN
easat-4182	217	13	to	to	ADP
easat-4182	217	14	2	2	NUM
easat-4182	217	15	,	,	PUNCT
easat-4182	217	16	the	the	PRON
easat-4182	217	17	lesser	less	ADJ
easat-4182	217	18	the	the	DET
easat-4182	217	19	autocorrelation	autocorrelation	NOUN
easat-4182	217	20	,	,	PUNCT
easat-4182	217	21	which	which	PRON
easat-4182	217	22	would	would	AUX
easat-4182	217	23	then	then	ADV
easat-4182	217	24	imply	imply	VERB
easat-4182	217	25	that	that	SCONJ
easat-4182	217	26	residuals	residual	NOUN
easat-4182	217	27	from	from	ADP
easat-4182	217	28	the	the	DET
easat-4182	217	29	model	model	NOUN
easat-4182	217	30	are	be	AUX
easat-4182	217	31	independent	independent	ADJ
easat-4182	217	32	.	.	PUNCT
easat-4182	218	1	the	the	DET
easat-4182	218	2	r	r	NOUN
easat-4182	218	3	square	square	ADJ
easat-4182	218	4	value	value	NOUN
easat-4182	218	5	is	be	AUX
easat-4182	218	6	high	high	ADJ
easat-4182	218	7	,	,	PUNCT
easat-4182	218	8	indicating	indicate	VERB
easat-4182	218	9	that	that	SCONJ
easat-4182	218	10	the	the	DET
easat-4182	218	11	model	model	NOUN
easat-4182	218	12	explains	explain	VERB
easat-4182	218	13	a	a	DET
easat-4182	218	14	substantial	substantial	ADJ
easat-4182	218	15	portion	portion	NOUN
easat-4182	218	16	of	of	ADP
easat-4182	218	17	the	the	DET
easat-4182	218	18	variability	variability	NOUN
easat-4182	218	19	in	in	ADP
easat-4182	218	20	gdp	gdp	NOUN
easat-4182	218	21	.	.	PUNCT
easat-4182	219	1	this	this	PRON
easat-4182	219	2	is	be	AUX
easat-4182	219	3	further	far	ADV
easat-4182	219	4	honed	hone	VERB
easat-4182	219	5	with	with	ADP
easat-4182	219	6	the	the	DET
easat-4182	219	7	adjusted	adjust	VERB
easat-4182	219	8	r	r	NOUN
easat-4182	219	9	square	square	NOUN
easat-4182	219	10	,	,	PUNCT
easat-4182	219	11	which	which	PRON
easat-4182	219	12	already	already	ADV
easat-4182	219	13	considers	consider	VERB
easat-4182	219	14	the	the	DET
easat-4182	219	15	number	number	NOUN
easat-4182	219	16	of	of	ADP
easat-4182	219	17	predictors	predictor	NOUN
easat-4182	219	18	to	to	PART
easat-4182	219	19	provide	provide	VERB
easat-4182	219	20	a	a	DET
easat-4182	219	21	more	more	ADV
easat-4182	219	22	conservative	conservative	ADJ
easat-4182	219	23	estimate	estimate	NOUN
easat-4182	219	24	that	that	SCONJ
easat-4182	219	25	balances	balance	VERB
easat-4182	219	26	model	model	NOUN
easat-4182	219	27	complexity	complexity	NOUN
easat-4182	219	28	with	with	ADP
easat-4182	219	29	goodness	goodness	NOUN
easat-4182	219	30	of	of	ADP
easat-4182	219	31	fit	fit	NOUN
easat-4182	219	32	.	.	PUNCT
easat-4182	220	1	the	the	DET
easat-4182	220	2	standard	standard	ADJ
easat-4182	220	3	error	error	NOUN
easat-4182	220	4	of	of	ADP
easat-4182	220	5	the	the	DET
easat-4182	220	6	estimate	estimate	NOUN
easat-4182	220	7	represents	represent	VERB
easat-4182	220	8	a	a	DET
easat-4182	220	9	measure	measure	NOUN
easat-4182	220	10	of	of	ADP
easat-4182	220	11	the	the	DET
easat-4182	220	12	predictive	predictive	ADJ
easat-4182	220	13	accuracy	accuracy	NOUN
easat-4182	220	14	of	of	ADP
easat-4182	220	15	the	the	DET
easat-4182	220	16	model	model	NOUN
easat-4182	220	17	,	,	PUNCT
easat-4182	220	18	with	with	ADP
easat-4182	220	19	lower	low	ADJ
easat-4182	220	20	values	value	NOUN
easat-4182	220	21	indicating	indicate	VERB
easat-4182	220	22	a	a	DET
easat-4182	220	23	higher	high	ADJ
easat-4182	220	24	degree	degree	NOUN
easat-4182	220	25	of	of	ADP
easat-4182	220	26	precision	precision	NOUN
easat-4182	220	27	.	.	PUNCT
easat-4182	221	1	overall	overall	ADV
easat-4182	221	2	,	,	PUNCT
easat-4182	221	3	the	the	DET
easat-4182	221	4	model	model	NOUN
easat-4182	221	5	is	be	AUX
easat-4182	221	6	a	a	DET
easat-4182	221	7	good	good	ADJ
easat-4182	221	8	fit	fit	NOUN
easat-4182	221	9	,	,	PUNCT
easat-4182	221	10	with	with	ADP
easat-4182	221	11	a	a	DET
easat-4182	221	12	high	high	ADJ
easat-4182	221	13	degree	degree	NOUN
easat-4182	221	14	of	of	ADP
easat-4182	221	15	variance	variance	NOUN
easat-4182	221	16	accounted	account	VERB
easat-4182	221	17	for	for	ADP
easat-4182	221	18	in	in	ADP
easat-4182	221	19	gdp	gdp	NOUN
easat-4182	221	20	,	,	PUNCT
easat-4182	221	21	and	and	CCONJ
easat-4182	221	22	important	important	ADJ
easat-4182	221	23	assumptions	assumption	NOUN
easat-4182	221	24	of	of	ADP
easat-4182	221	25	independence	independence	NOUN
easat-4182	221	26	and	and	CCONJ
easat-4182	221	27	reliability	reliability	NOUN
easat-4182	221	28	of	of	ADP
easat-4182	221	29	prediction	prediction	NOUN
easat-4182	221	30	met	meet	VERB
easat-4182	221	31	.	.	PUNCT
easat-4182	222	1	559	559	NUM
easat-4182	222	2	edelweiss	edelweiss	PROPN
easat-4182	222	3	applied	apply	VERB
easat-4182	222	4	science	science	NOUN
easat-4182	222	5	and	and	CCONJ
easat-4182	222	6	technology	technology	NOUN
easat-4182	222	7	issn	issn	PROPN
easat-4182	222	8	:	:	PUNCT
easat-4182	222	9	2576	2576	NUM
easat-4182	222	10	-	-	SYM
easat-4182	222	11	8484	8484	NUM
easat-4182	222	12	vol	vol	NOUN
easat-4182	222	13	.	.	PROPN
easat-4182	223	1	9	9	NUM
easat-4182	223	2	,	,	PUNCT
easat-4182	223	3	no	no	INTJ
easat-4182	223	4	.	.	NOUN
easat-4182	223	5	1	1	NUM
easat-4182	223	6	:	:	PUNCT
easat-4182	223	7	546	546	NUM
easat-4182	223	8	-	-	SYM
easat-4182	223	9	563	563	NUM
easat-4182	223	10	,	,	PUNCT
easat-4182	223	11	2025	2025	NUM
easat-4182	223	12	doi	doi	NOUN
easat-4182	223	13	:	:	PUNCT
easat-4182	224	1	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	224	2	©	©	PROPN
easat-4182	224	3	2025	2025	NUM
easat-4182	224	4	by	by	ADP
easat-4182	224	5	the	the	DET
easat-4182	224	6	authors	author	NOUN
easat-4182	224	7	;	;	PUNCT
easat-4182	224	8	licensee	licensee	PROPN
easat-4182	224	9	learning	learn	VERB
easat-4182	224	10	gate	gate	NOUN
easat-4182	224	11	figure	figure	NOUN
easat-4182	224	12	2	2	NUM
easat-4182	224	13	.	.	PUNCT
easat-4182	224	14	histogram	histogram	NOUN
easat-4182	224	15	of	of	ADP
easat-4182	224	16	gdp	gdp	NOUN
easat-4182	224	17	regression	regression	NOUN
easat-4182	224	18	,	,	PUNCT
easat-4182	224	19	illustrated	illustrate	VERB
easat-4182	224	20	by	by	ADP
easat-4182	224	21	researcher	researcher	NOUN
easat-4182	224	22	.	.	PUNCT
easat-4182	225	1	5	5	X
easat-4182	225	2	.	.	X
easat-4182	225	3	discussion	discussion	NOUN
easat-4182	225	4	the	the	DET
easat-4182	225	5	final	final	ADJ
easat-4182	225	6	model	model	NOUN
easat-4182	225	7	output	output	NOUN
easat-4182	225	8	provides	provide	VERB
easat-4182	225	9	the	the	DET
easat-4182	225	10	following	follow	VERB
easat-4182	225	11	equation	equation	NOUN
easat-4182	225	12	for	for	ADP
easat-4182	225	13	predicting	predict	VERB
easat-4182	225	14	gross	gross	ADJ
easat-4182	225	15	domestic	domestic	ADJ
easat-4182	225	16	product	product	NOUN
easat-4182	225	17	(	(	PUNCT
easat-4182	225	18	gdp	gdp	NOUN
easat-4182	225	19	):	):	PUNCT
easat-4182	225	20	gdp	gdp	PROPN
easat-4182	225	21	=	=	PROPN
easat-4182	225	22	β0+(β1×educational	β0+(β1×educational	PROPN
easat-4182	225	23	attainment)+(β2×labor	attainment)+(β2×labor	PROPN
easat-4182	225	24	force	force	NOUN
easat-4182	225	25	skills	skill	NOUN
easat-4182	225	26	)	)	PUNCT
easat-4182	226	1	+	+	PROPN
easat-4182	226	2	(	(	PUNCT
easat-4182	226	3	β3×foreign	β3×foreign	ADP
easat-4182	226	4	direct	direct	ADJ
easat-4182	226	5	investment	investment	NOUN
easat-4182	226	6	(	(	PUNCT
easat-4182	226	7	fdi))+(β4×income	fdi))+(β4×income	PRON
easat-4182	226	8	disparities	disparity	NOUN
easat-4182	226	9	)	)	PUNCT
easat-4182	227	1	+	+	PROPN
easat-4182	227	2	(	(	PUNCT
easat-4182	227	3	β5×industryacademia	β5×industryacademia	SYM
easat-4182	227	4	collaboration	collaboration	NOUN
easat-4182	227	5	)	)	PUNCT
easat-4182	228	1	+	+	ADJ
easat-4182	228	2	(	(	PUNCT
easat-4182	228	3	β6×employment	β6×employment	PRON
easat-4182	228	4	rates	rate	NOUN
easat-4182	228	5	of	of	ADP
easat-4182	228	6	graduates	graduate	NOUN
easat-4182	228	7	)	)	PUNCT
easat-4182	229	1	+	+	ADP
easat-4182	229	2	ϵ	ϵ	X
easat-4182	229	3	the	the	DET
easat-4182	229	4	model	model	NOUN
easat-4182	229	5	has	have	VERB
easat-4182	229	6	an	an	DET
easat-4182	229	7	r	r	NOUN
easat-4182	229	8	square	square	NOUN
easat-4182	229	9	of	of	ADP
easat-4182	229	10	0.665	0.665	NUM
easat-4182	229	11	,	,	PUNCT
easat-4182	229	12	meaning	mean	VERB
easat-4182	229	13	that	that	SCONJ
easat-4182	229	14	about	about	ADV
easat-4182	229	15	66.5	66.5	NUM
easat-4182	229	16	%	%	NOUN
easat-4182	229	17	of	of	ADP
easat-4182	229	18	the	the	DET
easat-4182	229	19	variability	variability	NOUN
easat-4182	229	20	in	in	ADP
easat-4182	229	21	gdp	gdp	NOUN
easat-4182	229	22	is	be	AUX
easat-4182	229	23	accounted	account	VERB
easat-4182	229	24	for	for	ADP
easat-4182	229	25	by	by	ADP
easat-4182	229	26	these	these	DET
easat-4182	229	27	predictors	predictor	NOUN
easat-4182	229	28	:	:	PUNCT
easat-4182	229	29	educational	educational	ADJ
easat-4182	229	30	attainment	attainment	NOUN
easat-4182	229	31	,	,	PUNCT
easat-4182	229	32	labor	labor	NOUN
easat-4182	229	33	force	force	NOUN
easat-4182	229	34	skills	skill	NOUN
easat-4182	229	35	,	,	PUNCT
easat-4182	229	36	foreign	foreign	ADJ
easat-4182	229	37	direct	direct	ADJ
easat-4182	229	38	investment	investment	NOUN
easat-4182	229	39	,	,	PUNCT
easat-4182	229	40	income	income	NOUN
easat-4182	229	41	disparities	disparity	NOUN
easat-4182	229	42	,	,	PUNCT
easat-4182	229	43	industry	industry	NOUN
easat-4182	229	44	-	-	PUNCT
easat-4182	229	45	academia	academia	NOUN
easat-4182	229	46	collaboration	collaboration	NOUN
easat-4182	229	47	,	,	PUNCT
easat-4182	229	48	and	and	CCONJ
easat-4182	229	49	employment	employment	NOUN
easat-4182	229	50	rates	rate	NOUN
easat-4182	229	51	of	of	ADP
easat-4182	229	52	graduates	graduate	NOUN
easat-4182	229	53	.	.	PUNCT
easat-4182	230	1	this	this	DET
easat-4182	230	2	good	good	ADJ
easat-4182	230	3	explanatory	explanatory	ADJ
easat-4182	230	4	power	power	NOUN
easat-4182	230	5	supports	support	VERB
easat-4182	230	6	the	the	DET
easat-4182	230	7	usefulness	usefulness	NOUN
easat-4182	230	8	of	of	ADP
easat-4182	230	9	these	these	DET
easat-4182	230	10	factors	factor	NOUN
easat-4182	230	11	for	for	ADP
easat-4182	230	12	influencing	influence	VERB
easat-4182	230	13	qatari	qatari	ADJ
easat-4182	230	14	economic	economic	ADJ
easat-4182	230	15	performance	performance	NOUN
easat-4182	230	16	.	.	PUNCT
easat-4182	231	1	looking	look	VERB
easat-4182	231	2	at	at	ADP
easat-4182	231	3	the	the	DET
easat-4182	231	4	coefficients	coefficient	NOUN
easat-4182	231	5	provides	provide	VERB
easat-4182	231	6	the	the	DET
easat-4182	231	7	direction	direction	NOUN
easat-4182	231	8	,	,	PUNCT
easat-4182	231	9	strength	strength	NOUN
easat-4182	231	10	that	that	PRON
easat-4182	231	11	each	each	DET
easat-4182	231	12	predictor	predictor	NOUN
easat-4182	231	13	is	be	AUX
easat-4182	231	14	associated	associate	VERB
easat-4182	231	15	with	with	ADP
easat-4182	231	16	gdp	gdp	PROPN
easat-4182	231	17	.	.	PUNCT
easat-4182	232	1	the	the	DET
easat-4182	232	2	positive	positive	ADJ
easat-4182	232	3	coefficients	coefficient	NOUN
easat-4182	232	4	represent	represent	VERB
easat-4182	232	5	employment	employment	NOUN
easat-4182	232	6	rates	rate	NOUN
easat-4182	232	7	of	of	ADP
easat-4182	232	8	graduates	graduate	NOUN
easat-4182	232	9	and	and	CCONJ
easat-4182	232	10	skills	skill	NOUN
easat-4182	232	11	of	of	ADP
easat-4182	232	12	the	the	DET
easat-4182	232	13	labor	labor	NOUN
easat-4182	232	14	force	force	NOUN
easat-4182	232	15	.	.	PUNCT
easat-4182	233	1	in	in	ADP
easat-4182	233	2	other	other	ADJ
easat-4182	233	3	words	word	NOUN
easat-4182	233	4	,	,	PUNCT
easat-4182	233	5	higher	high	ADJ
easat-4182	233	6	the	the	DET
easat-4182	233	7	employment	employment	NOUN
easat-4182	233	8	rate	rate	NOUN
easat-4182	233	9	,	,	PUNCT
easat-4182	233	10	better	well	ADJ
easat-4182	233	11	the	the	DET
easat-4182	233	12	skilled	skilled	ADJ
easat-4182	233	13	workforce	workforce	NOUN
easat-4182	233	14	positivity	positivity	NOUN
easat-4182	233	15	imparts	impart	VERB
easat-4182	233	16	to	to	ADP
easat-4182	233	17	gdp	gdp	NOUN
easat-4182	233	18	.	.	PUNCT
easat-4182	234	1	but	but	CCONJ
easat-4182	234	2	,	,	PUNCT
easat-4182	234	3	industry	industry	NOUN
easat-4182	234	4	-	-	PUNCT
easat-4182	234	5	academia	academia	NOUN
easat-4182	234	6	collaboration	collaboration	NOUN
easat-4182	234	7	and	and	CCONJ
easat-4182	234	8	educational	educational	ADJ
easat-4182	234	9	attainment	attainment	NOUN
easat-4182	234	10	,	,	PUNCT
easat-4182	234	11	have	have	VERB
easat-4182	234	12	negative	negative	ADJ
easat-4182	234	13	coefficients	coefficient	NOUN
easat-4182	234	14	,	,	PUNCT
easat-4182	234	15	suggesting	suggest	VERB
easat-4182	234	16	560	560	NUM
easat-4182	234	17	edelweiss	edelweiss	PROPN
easat-4182	234	18	applied	apply	VERB
easat-4182	234	19	science	science	NOUN
easat-4182	234	20	and	and	CCONJ
easat-4182	234	21	technology	technology	NOUN
easat-4182	234	22	issn	issn	PROPN
easat-4182	234	23	:	:	PUNCT
easat-4182	234	24	2576	2576	NUM
easat-4182	234	25	-	-	SYM
easat-4182	234	26	8484	8484	NUM
easat-4182	234	27	vol	vol	NOUN
easat-4182	234	28	.	.	PROPN
easat-4182	235	1	9	9	NUM
easat-4182	235	2	,	,	PUNCT
easat-4182	235	3	no	no	INTJ
easat-4182	235	4	.	.	NOUN
easat-4182	235	5	1	1	NUM
easat-4182	235	6	:	:	PUNCT
easat-4182	235	7	546	546	NUM
easat-4182	235	8	-	-	SYM
easat-4182	235	9	563	563	NUM
easat-4182	235	10	,	,	PUNCT
easat-4182	235	11	2025	2025	NUM
easat-4182	235	12	doi	doi	NOUN
easat-4182	235	13	:	:	PUNCT
easat-4182	235	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	235	15	©	©	PROPN
easat-4182	235	16	2025	2025	NUM
easat-4182	235	17	by	by	ADP
easat-4182	235	18	the	the	DET
easat-4182	235	19	authors	author	NOUN
easat-4182	235	20	;	;	PUNCT
easat-4182	235	21	licensee	licensee	PROPN
easat-4182	235	22	learning	learning	NOUN
easat-4182	235	23	gate	gate	NOUN
easat-4182	235	24	complex	complex	ADJ
easat-4182	235	25	interactions	interaction	NOUN
easat-4182	235	26	in	in	ADP
easat-4182	235	27	which	which	PRON
easat-4182	235	28	one	one	PRON
easat-4182	235	29	might	might	AUX
easat-4182	235	30	have	have	VERB
easat-4182	235	31	to	to	PART
easat-4182	235	32	investigate	investigate	VERB
easat-4182	235	33	further	far	ADV
easat-4182	235	34	to	to	PART
easat-4182	235	35	understand	understand	VERB
easat-4182	235	36	how	how	SCONJ
easat-4182	235	37	these	these	DET
easat-4182	235	38	factors	factor	NOUN
easat-4182	235	39	contribute	contribute	VERB
easat-4182	235	40	towards	towards	ADP
easat-4182	235	41	economic	economic	ADJ
easat-4182	235	42	growth	growth	NOUN
easat-4182	235	43	.	.	PUNCT
easat-4182	236	1	collinearity	collinearity	NOUN
easat-4182	236	2	diagnostics	diagnostic	NOUN
easat-4182	236	3	further	far	ADV
easat-4182	236	4	give	give	VERB
easat-4182	236	5	context	context	NOUN
easat-4182	236	6	,	,	PUNCT
easat-4182	236	7	in	in	ADP
easat-4182	236	8	which	which	PRON
easat-4182	236	9	condition	condition	NOUN
easat-4182	236	10	index	index	NOUN
easat-4182	236	11	and	and	CCONJ
easat-4182	236	12	variance	variance	NOUN
easat-4182	236	13	proportions	proportion	NOUN
easat-4182	236	14	indicate	indicate	VERB
easat-4182	236	15	that	that	SCONJ
easat-4182	236	16	the	the	DET
easat-4182	236	17	issues	issue	NOUN
easat-4182	236	18	of	of	ADP
easat-4182	236	19	multicollinearity	multicollinearity	NOUN
easat-4182	236	20	are	be	AUX
easat-4182	236	21	minimal	minimal	ADJ
easat-4182	236	22	,	,	PUNCT
easat-4182	236	23	hence	hence	ADV
easat-4182	236	24	one	one	NUM
easat-4182	236	25	is	be	AUX
easat-4182	236	26	confident	confident	ADJ
easat-4182	236	27	about	about	ADP
easat-4182	236	28	the	the	DET
easat-4182	236	29	model	model	NOUN
easat-4182	236	30	interpretation	interpretation	NOUN
easat-4182	236	31	.	.	PUNCT
easat-4182	237	1	however	however	ADV
easat-4182	237	2	,	,	PUNCT
easat-4182	237	3	the	the	DET
easat-4182	237	4	eigenvalue	eigenvalue	NOUN
easat-4182	237	5	of	of	ADP
easat-4182	237	6	the	the	DET
easat-4182	237	7	constant	constant	ADJ
easat-4182	237	8	term	term	NOUN
easat-4182	237	9	is	be	AUX
easat-4182	237	10	high	high	ADJ
easat-4182	237	11	,	,	PUNCT
easat-4182	237	12	hence	hence	ADV
easat-4182	237	13	calling	call	VERB
easat-4182	237	14	for	for	ADP
easat-4182	237	15	caution	caution	NOUN
easat-4182	237	16	in	in	ADP
easat-4182	237	17	analysis	analysis	NOUN
easat-4182	237	18	.	.	PUNCT
easat-4182	238	1	the	the	DET
easat-4182	238	2	correlation	correlation	NOUN
easat-4182	238	3	matrix	matrix	NOUN
easat-4182	238	4	further	far	ADV
easat-4182	238	5	reveals	reveal	VERB
easat-4182	238	6	that	that	SCONJ
easat-4182	238	7	gdp	gdp	NOUN
easat-4182	238	8	is	be	AUX
easat-4182	238	9	strongly	strongly	ADV
easat-4182	238	10	positively	positively	ADV
easat-4182	238	11	related	relate	VERB
easat-4182	238	12	to	to	ADP
easat-4182	238	13	predictors	predictor	NOUN
easat-4182	238	14	such	such	ADJ
easat-4182	238	15	as	as	ADP
easat-4182	238	16	employment	employment	NOUN
easat-4182	238	17	rates	rate	NOUN
easat-4182	238	18	of	of	ADP
easat-4182	238	19	graduates	graduate	NOUN
easat-4182	238	20	,	,	PUNCT
easat-4182	238	21	labor	labor	NOUN
easat-4182	238	22	force	force	NOUN
easat-4182	238	23	skills	skill	NOUN
easat-4182	238	24	,	,	PUNCT
easat-4182	238	25	and	and	CCONJ
easat-4182	238	26	the	the	DET
easat-4182	238	27	innovation	innovation	NOUN
easat-4182	238	28	index	index	NOUN
easat-4182	238	29	,	,	PUNCT
easat-4182	238	30	further	far	ADV
easat-4182	238	31	reiterating	reiterate	VERB
easat-4182	238	32	their	their	PRON
easat-4182	238	33	importance	importance	NOUN
easat-4182	238	34	to	to	ADP
easat-4182	238	35	economic	economic	ADJ
easat-4182	238	36	growth	growth	NOUN
easat-4182	238	37	.	.	PUNCT
easat-4182	239	1	conversely	conversely	ADV
easat-4182	239	2	,	,	PUNCT
easat-4182	239	3	negative	negative	ADJ
easat-4182	239	4	associations	association	NOUN
easat-4182	239	5	with	with	ADP
easat-4182	239	6	income	income	NOUN
easat-4182	239	7	disparities	disparity	NOUN
easat-4182	239	8	and	and	CCONJ
easat-4182	239	9	educational	educational	ADJ
easat-4182	239	10	attainment	attainment	NOUN
easat-4182	239	11	suggest	suggest	VERB
easat-4182	239	12	areas	area	NOUN
easat-4182	239	13	for	for	ADP
easat-4182	239	14	consideration	consideration	NOUN
easat-4182	239	15	based	base	VERB
easat-4182	239	16	on	on	ADP
easat-4182	239	17	more	more	ADV
easat-4182	239	18	subtle	subtle	ADJ
easat-4182	239	19	policy	policy	NOUN
easat-4182	239	20	nuance	nuance	NOUN
easat-4182	239	21	.	.	PUNCT
easat-4182	240	1	the	the	DET
easat-4182	240	2	variance	variance	NOUN
easat-4182	240	3	inflation	inflation	NOUN
easat-4182	240	4	factor	factor	NOUN
easat-4182	240	5	values	value	NOUN
easat-4182	240	6	are	be	AUX
easat-4182	240	7	generally	generally	ADV
easat-4182	240	8	within	within	ADP
easat-4182	240	9	acceptable	acceptable	ADJ
easat-4182	240	10	limits	limit	NOUN
easat-4182	240	11	,	,	PUNCT
easat-4182	240	12	reflecting	reflect	VERB
easat-4182	240	13	relatively	relatively	ADV
easat-4182	240	14	low	low	ADJ
easat-4182	240	15	multicollinearity	multicollinearity	NOUN
easat-4182	240	16	.	.	PUNCT
easat-4182	241	1	however	however	ADV
easat-4182	241	2	,	,	PUNCT
easat-4182	241	3	the	the	DET
easat-4182	241	4	vif	vif	NOUN
easat-4182	241	5	for	for	ADP
easat-4182	241	6	the	the	DET
easat-4182	241	7	educational	educational	ADJ
easat-4182	241	8	attainment	attainment	ADJ
easat-4182	241	9	variable	variable	NOUN
easat-4182	241	10	is	be	AUX
easat-4182	241	11	rather	rather	ADV
easat-4182	241	12	high	high	ADJ
easat-4182	241	13	and	and	CCONJ
easat-4182	241	14	invites	invite	VERB
easat-4182	241	15	refit	refit	NOUN
easat-4182	241	16	of	of	ADP
easat-4182	241	17	the	the	DET
easat-4182	241	18	model	model	NOUN
easat-4182	241	19	or	or	CCONJ
easat-4182	241	20	alternative	alternative	ADJ
easat-4182	241	21	specifications	specification	NOUN
easat-4182	241	22	.	.	PUNCT
easat-4182	242	1	through	through	ADP
easat-4182	242	2	this	this	DET
easat-4182	242	3	analysis	analysis	NOUN
easat-4182	242	4	,	,	PUNCT
easat-4182	242	5	it	it	PRON
easat-4182	242	6	so	so	ADV
easat-4182	242	7	follows	follow	VERB
easat-4182	242	8	that	that	SCONJ
easat-4182	242	9	the	the	DET
easat-4182	242	10	variable	variable	ADJ
easat-4182	242	11	elements	element	NOUN
easat-4182	242	12	of	of	ADP
easat-4182	242	13	a	a	DET
easat-4182	242	14	skilled	skilled	ADJ
easat-4182	242	15	labor	labor	NOUN
easat-4182	242	16	force	force	NOUN
easat-4182	242	17	and	and	CCONJ
easat-4182	242	18	high	high	ADJ
easat-4182	242	19	employment	employment	NOUN
easat-4182	242	20	rates	rate	NOUN
easat-4182	242	21	have	have	AUX
easat-4182	242	22	strongly	strongly	ADV
easat-4182	242	23	been	be	AUX
easat-4182	242	24	part	part	NOUN
easat-4182	242	25	of	of	ADP
easat-4182	242	26	gdp	gdp	NOUN
easat-4182	242	27	,	,	PUNCT
easat-4182	242	28	while	while	SCONJ
easat-4182	242	29	other	other	ADJ
easat-4182	242	30	dimensions	dimension	NOUN
easat-4182	242	31	such	such	ADJ
easat-4182	242	32	as	as	ADP
easat-4182	242	33	industry	industry	NOUN
easat-4182	242	34	-	-	PUNCT
easat-4182	242	35	academia	academia	NOUN
easat-4182	242	36	collaboration	collaboration	NOUN
easat-4182	242	37	and	and	CCONJ
easat-4182	242	38	attainment	attainment	NOUN
easat-4182	242	39	of	of	ADP
easat-4182	242	40	education	education	NOUN
easat-4182	242	41	need	need	VERB
easat-4182	242	42	to	to	PART
easat-4182	242	43	be	be	AUX
easat-4182	242	44	looked	look	VERB
easat-4182	242	45	upon	upon	SCONJ
easat-4182	242	46	with	with	ADP
easat-4182	242	47	greater	great	ADJ
easat-4182	242	48	scrutiny	scrutiny	NOUN
easat-4182	242	49	in	in	ADP
easat-4182	242	50	qatar	qatar	PROPN
easat-4182	242	51	's	's	PART
easat-4182	242	52	economic	economic	ADJ
easat-4182	242	53	milieu	milieu	NOUN
easat-4182	242	54	.	.	PUNCT
easat-4182	243	1	also	also	ADV
easat-4182	243	2	,	,	PUNCT
easat-4182	243	3	the	the	DET
easat-4182	243	4	education	education	NOUN
easat-4182	243	5	landscape	landscape	NOUN
easat-4182	243	6	of	of	ADP
easat-4182	243	7	qatar	qatar	NOUN
easat-4182	243	8	,	,	PUNCT
easat-4182	243	9	as	as	ADV
easat-4182	243	10	well	well	ADV
easat-4182	243	11	as	as	ADP
easat-4182	243	12	shifts	shift	NOUN
easat-4182	243	13	in	in	ADP
easat-4182	243	14	policy	policy	NOUN
easat-4182	243	15	under	under	ADP
easat-4182	243	16	discussion	discussion	NOUN
easat-4182	243	17	in	in	ADP
easat-4182	243	18	the	the	DET
easat-4182	243	19	previous	previous	ADJ
easat-4182	243	20	section	section	NOUN
easat-4182	243	21	,	,	PUNCT
easat-4182	243	22	serve	serve	VERB
easat-4182	243	23	as	as	ADP
easat-4182	243	24	a	a	DET
easat-4182	243	25	background	background	NOUN
easat-4182	243	26	against	against	ADP
easat-4182	243	27	which	which	PRON
easat-4182	243	28	to	to	PART
easat-4182	243	29	understand	understand	VERB
easat-4182	243	30	the	the	DET
easat-4182	243	31	broader	broad	ADJ
easat-4182	243	32	economic	economic	ADJ
easat-4182	243	33	consequences	consequence	NOUN
easat-4182	243	34	of	of	ADP
easat-4182	243	35	the	the	DET
easat-4182	243	36	privatization	privatization	NOUN
easat-4182	243	37	trend	trend	NOUN
easat-4182	243	38	of	of	ADP
easat-4182	243	39	late	late	ADJ
easat-4182	243	40	.	.	PUNCT
easat-4182	244	1	that	that	PRON
easat-4182	244	2	is	be	AUX
easat-4182	244	3	,	,	PUNCT
easat-4182	244	4	while	while	SCONJ
easat-4182	244	5	the	the	DET
easat-4182	244	6	significant	significant	ADJ
easat-4182	244	7	increase	increase	NOUN
easat-4182	244	8	in	in	ADP
easat-4182	244	9	private	private	ADJ
easat-4182	244	10	schools	school	NOUN
easat-4182	244	11	(	(	PUNCT
easat-4182	244	12	which	which	PRON
easat-4182	244	13	grew	grow	VERB
easat-4182	244	14	from	from	ADP
easat-4182	244	15	180	180	NUM
easat-4182	244	16	to	to	ADP
easat-4182	244	17	322	322	NUM
easat-4182	244	18	between	between	ADP
easat-4182	244	19	the	the	DET
easat-4182	244	20	years	year	NOUN
easat-4182	244	21	of	of	ADP
easat-4182	244	22	2010	2010	NUM
easat-4182	244	23	and	and	CCONJ
easat-4182	244	24	2020	2020	NUM
easat-4182	244	25	)	)	PUNCT
easat-4182	244	26	appears	appear	VERB
easat-4182	244	27	indicative	indicative	ADJ
easat-4182	244	28	of	of	ADP
easat-4182	244	29	a	a	DET
easat-4182	244	30	neo	neo	ADJ
easat-4182	244	31	-	-	ADJ
easat-4182	244	32	liberal	liberal	ADJ
easat-4182	244	33	drive	drive	NOUN
easat-4182	244	34	toward	toward	ADP
easat-4182	244	35	privatization	privatization	NOUN
easat-4182	244	36	,	,	PUNCT
easat-4182	244	37	simultaneous	simultaneous	ADJ
easat-4182	244	38	growth	growth	NOUN
easat-4182	244	39	of	of	ADP
easat-4182	244	40	government	government	NOUN
easat-4182	244	41	schools	school	NOUN
easat-4182	244	42	(	(	PUNCT
easat-4182	244	43	from	from	ADP
easat-4182	244	44	168	168	NUM
easat-4182	244	45	to	to	ADP
easat-4182	244	46	207	207	NUM
easat-4182	244	47	)	)	PUNCT
easat-4182	244	48	is	be	AUX
easat-4182	244	49	suggestive	suggestive	ADJ
easat-4182	244	50	of	of	ADP
easat-4182	244	51	a	a	DET
easat-4182	244	52	more	more	ADV
easat-4182	244	53	complex	complex	ADJ
easat-4182	244	54	trajectory	trajectory	NOUN
easat-4182	244	55	.	.	PUNCT
easat-4182	245	1	these	these	PRON
easat-4182	245	2	have	have	AUX
easat-4182	245	3	been	be	AUX
easat-4182	245	4	influenced	influence	VERB
easat-4182	245	5	by	by	ADP
easat-4182	245	6	exogenous	exogenous	ADJ
easat-4182	245	7	factors	factor	NOUN
easat-4182	245	8	such	such	ADJ
easat-4182	245	9	as	as	ADP
easat-4182	245	10	the	the	DET
easat-4182	245	11	covid-19	covid-19	PROPN
easat-4182	245	12	pandemic	pandemic	ADJ
easat-4182	245	13	,	,	PUNCT
easat-4182	245	14	geopolitical	geopolitical	ADJ
easat-4182	245	15	dynamics	dynamic	NOUN
easat-4182	245	16	,	,	PUNCT
easat-4182	245	17	and	and	CCONJ
easat-4182	245	18	the	the	DET
easat-4182	245	19	return	return	NOUN
easat-4182	245	20	of	of	ADP
easat-4182	245	21	expatriates	expatriate	NOUN
easat-4182	245	22	back	back	ADV
easat-4182	245	23	to	to	ADP
easat-4182	245	24	their	their	PRON
easat-4182	245	25	country	country	NOUN
easat-4182	245	26	of	of	ADP
easat-4182	245	27	origin	origin	NOUN
easat-4182	245	28	.	.	PUNCT
easat-4182	246	1	for	for	ADP
easat-4182	246	2	example	example	NOUN
easat-4182	246	3	,	,	PUNCT
easat-4182	246	4	the	the	DET
easat-4182	246	5	population	population	NOUN
easat-4182	246	6	of	of	ADP
easat-4182	246	7	qatar	qatar	PROPN
easat-4182	246	8	surged	surge	VERB
easat-4182	246	9	from	from	ADP
easat-4182	246	10	1.8	1.8	NUM
easat-4182	246	11	million	million	NUM
easat-4182	246	12	in	in	ADP
easat-4182	246	13	2010	2010	NUM
easat-4182	246	14	to	to	ADP
easat-4182	246	15	2.8	2.8	NUM
easat-4182	246	16	million	million	NUM
easat-4182	246	17	in	in	ADP
easat-4182	246	18	2020	2020	NUM
easat-4182	246	19	.	.	PUNCT
easat-4182	247	1	from	from	ADP
easat-4182	247	2	the	the	DET
easat-4182	247	3	information	information	NOUN
easat-4182	247	4	recorded	record	VERB
easat-4182	247	5	in	in	ADP
easat-4182	247	6	table	table	NOUN
easat-4182	247	7	1	1	NUM
easat-4182	247	8	,	,	PUNCT
easat-4182	247	9	the	the	DET
easat-4182	247	10	growth	growth	NOUN
easat-4182	247	11	in	in	ADP
easat-4182	247	12	the	the	DET
easat-4182	247	13	student	student	NOUN
easat-4182	247	14	population	population	NOUN
easat-4182	247	15	was	be	AUX
easat-4182	247	16	dominated	dominate	VERB
easat-4182	247	17	by	by	ADP
easat-4182	247	18	expatriate	expatriate	ADJ
easat-4182	247	19	students	student	NOUN
easat-4182	247	20	.	.	PUNCT
easat-4182	248	1	approximately	approximately	ADV
easat-4182	248	2	fourfold	fourfold	ADJ
easat-4182	248	3	as	as	SCONJ
easat-4182	248	4	many	many	ADJ
easat-4182	248	5	expatriate	expatriate	ADJ
easat-4182	248	6	students	student	NOUN
easat-4182	248	7	were	be	AUX
easat-4182	248	8	enrolled	enrol	VERB
easat-4182	248	9	in	in	ADP
easat-4182	248	10	both	both	PRON
easat-4182	248	11	government	government	NOUN
easat-4182	248	12	and	and	CCONJ
easat-4182	248	13	private	private	ADJ
easat-4182	248	14	schools	school	NOUN
easat-4182	248	15	compared	compare	VERB
easat-4182	248	16	to	to	ADP
easat-4182	248	17	citizens	citizen	NOUN
easat-4182	248	18	.	.	PUNCT
easat-4182	249	1	from	from	ADP
easat-4182	249	2	39.9	39.9	NUM
easat-4182	249	3	percent	percent	NOUN
easat-4182	249	4	-77,436	-77,436	NOUN
easat-4182	249	5	in	in	ADP
easat-4182	249	6	the	the	DET
easat-4182	249	7	year	year	NOUN
easat-4182	249	8	2010	2010	NUM
easat-4182	249	9	,	,	PUNCT
easat-4182	249	10	students	student	NOUN
easat-4182	249	11	from	from	ADP
easat-4182	249	12	qatar	qatar	PROPN
easat-4182	249	13	comprised	comprise	VERB
easat-4182	249	14	31.9	31.9	NUM
easat-4182	249	15	percent	percent	NOUN
easat-4182	249	16	104,638	104,638	NUM
easat-4182	249	17	of	of	ADP
easat-4182	249	18	the	the	DET
easat-4182	249	19	student	student	NOUN
easat-4182	249	20	population	population	NOUN
easat-4182	249	21	by	by	ADP
easat-4182	249	22	the	the	DET
easat-4182	249	23	year	year	NOUN
easat-4182	249	24	2019	2019	NUM
easat-4182	249	25	.	.	PUNCT
easat-4182	250	1	demographically	demographically	ADV
easat-4182	250	2	,	,	PUNCT
easat-4182	250	3	such	such	DET
easat-4182	250	4	a	a	DET
easat-4182	250	5	shift	shift	NOUN
easat-4182	250	6	helps	help	VERB
easat-4182	250	7	underscore	underscore	VERB
easat-4182	250	8	growth	growth	NOUN
easat-4182	250	9	within	within	ADP
easat-4182	250	10	the	the	DET
easat-4182	250	11	private	private	ADJ
easat-4182	250	12	sector	sector	NOUN
easat-4182	250	13	for	for	ADP
easat-4182	250	14	both	both	DET
easat-4182	250	15	schools	school	NOUN
easat-4182	250	16	and	and	CCONJ
easat-4182	250	17	student	student	NOUN
easat-4182	250	18	numbers	number	NOUN
easat-4182	250	19	alike	alike	ADV
easat-4182	250	20	,	,	PUNCT
easat-4182	250	21	as	as	SCONJ
easat-4182	250	22	it	it	PRON
easat-4182	250	23	often	often	ADV
easat-4182	250	24	is	be	AUX
easat-4182	250	25	the	the	DET
easat-4182	250	26	case	case	NOUN
easat-4182	250	27	that	that	SCONJ
easat-4182	250	28	children	child	NOUN
easat-4182	250	29	from	from	ADP
easat-4182	250	30	expatriates	expatriate	NOUN
easat-4182	250	31	attend	attend	VERB
easat-4182	250	32	private	private	ADJ
easat-4182	250	33	schools	school	NOUN
easat-4182	250	34	;	;	PUNCT
easat-4182	250	35	the	the	DET
easat-4182	250	36	only	only	ADJ
easat-4182	250	37	noted	note	VERB
easat-4182	250	38	exceptions	exception	NOUN
easat-4182	250	39	being	be	AUX
easat-4182	250	40	from	from	ADP
easat-4182	250	41	children	child	NOUN
easat-4182	250	42	of	of	ADP
easat-4182	250	43	employees	employee	NOUN
easat-4182	250	44	of	of	ADP
easat-4182	250	45	the	the	DET
easat-4182	250	46	qatari	qatari	ADJ
easat-4182	250	47	government	government	NOUN
easat-4182	250	48	.	.	PUNCT
easat-4182	251	1	the	the	DET
easat-4182	251	2	analysis	analysis	NOUN
easat-4182	251	3	has	have	AUX
easat-4182	251	4	underlined	underline	VERB
easat-4182	251	5	how	how	SCONJ
easat-4182	251	6	the	the	DET
easat-4182	251	7	complex	complex	ADJ
easat-4182	251	8	interplay	interplay	NOUN
easat-4182	251	9	of	of	ADP
easat-4182	251	10	educational	educational	ADJ
easat-4182	251	11	and	and	CCONJ
easat-4182	251	12	economic	economic	ADJ
easat-4182	251	13	developments	development	NOUN
easat-4182	251	14	is	be	AUX
easat-4182	251	15	developed	develop	VERB
easat-4182	251	16	in	in	ADP
easat-4182	251	17	qatar	qatar	NOUN
easat-4182	251	18	,	,	PUNCT
easat-4182	251	19	where	where	SCONJ
easat-4182	251	20	progress	progress	NOUN
easat-4182	251	21	in	in	ADP
easat-4182	251	22	education	education	NOUN
easat-4182	251	23	simultaneously	simultaneously	ADV
easat-4182	251	24	is	be	AUX
easat-4182	251	25	mixed	mix	VERB
easat-4182	251	26	with	with	ADP
easat-4182	251	27	attention	attention	NOUN
easat-4182	251	28	to	to	ADP
easat-4182	251	29	sustainability	sustainability	NOUN
easat-4182	251	30	features	feature	NOUN
easat-4182	251	31	and	and	CCONJ
easat-4182	251	32	privatization	privatization	NOUN
easat-4182	251	33	efforts	effort	NOUN
easat-4182	251	34	to	to	PART
easat-4182	251	35	influence	influence	VERB
easat-4182	251	36	economic	economic	ADJ
easat-4182	251	37	outcomes	outcome	NOUN
easat-4182	251	38	.	.	PUNCT
easat-4182	252	1	all	all	DET
easat-4182	252	2	the	the	DET
easat-4182	252	3	findings	finding	NOUN
easat-4182	252	4	in	in	ADP
easat-4182	252	5	this	this	DET
easat-4182	252	6	discussion	discussion	NOUN
easat-4182	252	7	,	,	PUNCT
easat-4182	252	8	regarding	regard	VERB
easat-4182	252	9	factors	factor	NOUN
easat-4182	252	10	influencing	influence	VERB
easat-4182	252	11	qatar	qatar	PROPN
easat-4182	252	12	's	's	PART
easat-4182	252	13	gross	gross	ADJ
easat-4182	252	14	domestic	domestic	ADJ
easat-4182	252	15	product	product	NOUN
easat-4182	252	16	,	,	PUNCT
easat-4182	252	17	have	have	AUX
easat-4182	252	18	been	be	AUX
easat-4182	252	19	contextualised	contextualise	VERB
easat-4182	252	20	within	within	ADP
easat-4182	252	21	the	the	DET
easat-4182	252	22	broader	broad	ADJ
easat-4182	252	23	literature	literature	NOUN
easat-4182	252	24	of	of	ADP
easat-4182	252	25	economics	economic	NOUN
easat-4182	252	26	,	,	PUNCT
easat-4182	252	27	and	and	CCONJ
easat-4182	252	28	attention	attention	NOUN
easat-4182	252	29	has	have	AUX
easat-4182	252	30	been	be	AUX
easat-4182	252	31	paid	pay	VERB
easat-4182	252	32	to	to	ADP
easat-4182	252	33	previous	previous	ADJ
easat-4182	252	34	studies	study	NOUN
easat-4182	252	35	and	and	CCONJ
easat-4182	252	36	possible	possible	ADJ
easat-4182	252	37	reasons	reason	NOUN
easat-4182	252	38	that	that	PRON
easat-4182	252	39	observed	observe	VERB
easat-4182	252	40	differences	difference	NOUN
easat-4182	252	41	might	might	AUX
easat-4182	252	42	have	have	AUX
easat-4182	252	43	existed	exist	VERB
easat-4182	252	44	.	.	PUNCT
easat-4182	253	1	consequently	consequently	ADV
easat-4182	253	2	,	,	PUNCT
easat-4182	253	3	the	the	DET
easat-4182	253	4	positive	positive	ADJ
easat-4182	253	5	relationships	relationship	NOUN
easat-4182	253	6	highlighted	highlight	VERB
easat-4182	253	7	in	in	ADP
easat-4182	253	8	this	this	DET
easat-4182	253	9	study	study	NOUN
easat-4182	253	10	between	between	ADP
easat-4182	253	11	gdp	gdp	PROPN
easat-4182	253	12	,	,	PUNCT
easat-4182	253	13	the	the	DET
easat-4182	253	14	employment	employment	NOUN
easat-4182	253	15	rates	rate	NOUN
easat-4182	253	16	of	of	ADP
easat-4182	253	17	graduates	graduate	NOUN
easat-4182	253	18	,	,	PUNCT
easat-4182	253	19	and	and	CCONJ
easat-4182	253	20	skills	skill	NOUN
easat-4182	253	21	within	within	ADP
easat-4182	253	22	the	the	DET
easat-4182	253	23	labor	labor	NOUN
easat-4182	253	24	force	force	NOUN
easat-4182	253	25	support	support	VERB
easat-4182	253	26	the	the	DET
easat-4182	253	27	existing	exist	VERB
easat-4182	253	28	literature	literature	NOUN
easat-4182	253	29	that	that	PRON
easat-4182	253	30	normally	normally	ADV
easat-4182	253	31	highlights	highlight	VERB
easat-4182	253	32	workforce	workforce	NOUN
easat-4182	253	33	quality	quality	NOUN
easat-4182	253	34	and	and	CCONJ
easat-4182	253	35	employment	employment	NOUN
easat-4182	253	36	as	as	ADP
easat-4182	253	37	a	a	DET
easat-4182	253	38	main	main	ADJ
easat-4182	253	39	force	force	NOUN
easat-4182	253	40	in	in	ADP
easat-4182	253	41	driving	drive	VERB
easat-4182	253	42	an	an	DET
easat-4182	253	43	economy	economy	NOUN
easat-4182	253	44	to	to	PART
easat-4182	253	45	grow	grow	VERB
easat-4182	253	46	further	far	ADV
easat-4182	253	47	,	,	PUNCT
easat-4182	253	48	as	as	ADP
easat-4182	253	49	for	for	ADP
easat-4182	253	50	instance	instance	NOUN
easat-4182	253	51	among	among	ADP
easat-4182	253	52	many	many	ADJ
easat-4182	253	53	studies	study	NOUN
easat-4182	253	54	undertaken	undertake	VERB
easat-4182	253	55	.	.	PUNCT
easat-4182	254	1	however	however	ADV
easat-4182	254	2	,	,	PUNCT
easat-4182	254	3	this	this	DET
easat-4182	254	4	negative	negative	ADJ
easat-4182	254	5	association	association	NOUN
easat-4182	254	6	with	with	ADP
easat-4182	254	7	educational	educational	ADJ
easat-4182	254	8	attainment	attainment	NOUN
easat-4182	254	9	and	and	CCONJ
easat-4182	254	10	industryacademia	industryacademia	NOUN
easat-4182	254	11	collaboration	collaboration	NOUN
easat-4182	254	12	contrasts	contrast	VERB
easat-4182	254	13	with	with	ADP
easat-4182	254	14	most	most	ADJ
easat-4182	254	15	studies	study	NOUN
easat-4182	254	16	that	that	PRON
easat-4182	254	17	always	always	ADV
easat-4182	254	18	find	find	VERB
easat-4182	254	19	positive	positive	ADJ
easat-4182	254	20	impacts	impact	NOUN
easat-4182	254	21	from	from	ADP
easat-4182	254	22	such	such	ADJ
easat-4182	254	23	variables	variable	NOUN
easat-4182	254	24	.	.	PUNCT
easat-4182	255	1	such	such	ADJ
easat-4182	255	2	inconsistency	inconsistency	NOUN
easat-4182	255	3	could	could	AUX
easat-4182	255	4	be	be	AUX
easat-4182	255	5	an	an	DET
easat-4182	255	6	indication	indication	NOUN
easat-4182	255	7	that	that	SCONJ
easat-4182	255	8	some	some	DET
easat-4182	255	9	contextual	contextual	ADJ
easat-4182	255	10	factors	factor	NOUN
easat-4182	255	11	in	in	ADP
easat-4182	255	12	the	the	DET
easat-4182	255	13	economic	economic	ADJ
easat-4182	255	14	structure	structure	NOUN
easat-4182	255	15	,	,	PUNCT
easat-4182	255	16	labor	labor	NOUN
easat-4182	255	17	market	market	NOUN
easat-4182	255	18	,	,	PUNCT
easat-4182	255	19	or	or	CCONJ
easat-4182	255	20	policy	policy	NOUN
easat-4182	255	21	framework	framework	NOUN
easat-4182	255	22	in	in	ADP
easat-4182	255	23	qatar	qatar	PROPN
easat-4182	255	24	are	be	AUX
easat-4182	255	25	at	at	ADP
easat-4182	255	26	play	play	NOUN
easat-4182	255	27	.	.	PUNCT
easat-4182	256	1	for	for	ADP
easat-4182	256	2	example	example	NOUN
easat-4182	256	3	,	,	PUNCT
easat-4182	256	4	the	the	DET
easat-4182	256	5	inverse	inverse	NOUN
easat-4182	256	6	relation	relation	NOUN
easat-4182	256	7	of	of	ADP
easat-4182	256	8	industry	industry	NOUN
easat-4182	256	9	-	-	PUNCT
easat-4182	256	10	academia	academia	NOUN
easat-4182	256	11	collaboration	collaboration	NOUN
easat-4182	256	12	to	to	ADP
easat-4182	256	13	gdp	gdp	NOUN
easat-4182	256	14	may	may	AUX
easat-4182	256	15	indicate	indicate	VERB
easat-4182	256	16	that	that	SCONJ
easat-4182	256	17	,	,	PUNCT
easat-4182	256	18	in	in	ADP
easat-4182	256	19	qatar	qatar	NOUN
easat-4182	256	20	,	,	PUNCT
easat-4182	256	21	there	there	PRON
easat-4182	256	22	is	be	VERB
easat-4182	256	23	a	a	DET
easat-4182	256	24	barrier	barrier	NOUN
easat-4182	256	25	to	to	ADP
easat-4182	256	26	integrating	integrate	VERB
easat-4182	256	27	academic	academic	ADJ
easat-4182	256	28	research	research	NOUN
easat-4182	256	29	and	and	CCONJ
easat-4182	256	30	the	the	DET
easat-4182	256	31	needs	need	NOUN
easat-4182	256	32	of	of	ADP
easat-4182	256	33	industry	industry	NOUN
easat-4182	256	34	,	,	PUNCT
easat-4182	256	35	which	which	PRON
easat-4182	256	36	in	in	ADP
easat-4182	256	37	itself	itself	PRON
easat-4182	256	38	is	be	AUX
easat-4182	256	39	not	not	PART
easat-4182	256	40	comparable	comparable	ADJ
easat-4182	256	41	to	to	ADP
easat-4182	256	42	more	more	ADV
easat-4182	256	43	developed	develop	VERB
easat-4182	256	44	economies	economy	NOUN
easat-4182	256	45	where	where	SCONJ
easat-4182	256	46	such	such	ADJ
easat-4182	256	47	liaisons	liaison	NOUN
easat-4182	256	48	have	have	VERB
easat-4182	256	49	a	a	DET
easat-4182	256	50	very	very	ADV
easat-4182	256	51	clear	clear	ADJ
easat-4182	256	52	impact	impact	NOUN
easat-4182	256	53	on	on	ADP
easat-4182	256	54	their	their	PRON
easat-4182	256	55	respective	respective	ADJ
easat-4182	256	56	economies	economy	NOUN
easat-4182	256	57	.	.	PUNCT
easat-4182	257	1	this	this	PRON
easat-4182	257	2	may	may	AUX
easat-4182	257	3	also	also	ADV
easat-4182	257	4	be	be	AUX
easat-4182	257	5	due	due	ADJ
easat-4182	257	6	in	in	ADP
easat-4182	257	7	part	part	NOUN
easat-4182	257	8	to	to	ADP
easat-4182	257	9	qatar	qatar	PROPN
easat-4182	257	10	's	's	PART
easat-4182	257	11	dependence	dependence	NOUN
easat-4182	257	12	on	on	ADP
easat-4182	257	13	expatriate	expatriate	ADJ
easat-4182	257	14	labor	labor	NOUN
easat-4182	257	15	,	,	PUNCT
easat-4182	257	16	decreasing	decrease	VERB
easat-4182	257	17	the	the	DET
easat-4182	257	18	direct	direct	ADJ
easat-4182	257	19	contributions	contribution	NOUN
easat-4182	257	20	that	that	PRON
easat-4182	257	21	local	local	ADJ
easat-4182	257	22	education	education	NOUN
easat-4182	257	23	and	and	CCONJ
easat-4182	257	24	initiatives	initiative	NOUN
easat-4182	257	25	related	relate	VERB
easat-4182	257	26	to	to	ADP
easat-4182	257	27	academia	academia	NOUN
easat-4182	257	28	-	-	PUNCT
easat-4182	257	29	industry	industry	NOUN
easat-4182	257	30	can	can	AUX
easat-4182	257	31	make	make	VERB
easat-4182	257	32	to	to	ADP
easat-4182	257	33	gdp	gdp	PROPN
easat-4182	257	34	.	.	PUNCT
easat-4182	258	1	findings	finding	NOUN
easat-4182	258	2	of	of	ADP
easat-4182	258	3	this	this	DET
easat-4182	258	4	kind	kind	NOUN
easat-4182	258	5	may	may	AUX
easat-4182	258	6	indicate	indicate	VERB
easat-4182	258	7	that	that	DET
easat-4182	258	8	policy	policy	NOUN
easat-4182	258	9	efforts	effort	NOUN
easat-4182	258	10	to	to	PART
easat-4182	258	11	improve	improve	VERB
easat-4182	258	12	local	local	ADJ
easat-4182	258	13	research	research	NOUN
easat-4182	258	14	561	561	NUM
easat-4182	258	15	edelweiss	edelweiss	PROPN
easat-4182	258	16	applied	apply	VERB
easat-4182	258	17	science	science	NOUN
easat-4182	258	18	and	and	CCONJ
easat-4182	258	19	technology	technology	NOUN
easat-4182	258	20	issn	issn	PROPN
easat-4182	258	21	:	:	PUNCT
easat-4182	258	22	2576	2576	NUM
easat-4182	258	23	-	-	SYM
easat-4182	258	24	8484	8484	NUM
easat-4182	258	25	vol	vol	NOUN
easat-4182	258	26	.	.	PROPN
easat-4182	259	1	9	9	NUM
easat-4182	259	2	,	,	PUNCT
easat-4182	259	3	no	no	INTJ
easat-4182	259	4	.	.	NOUN
easat-4182	259	5	1	1	NUM
easat-4182	259	6	:	:	PUNCT
easat-4182	259	7	546	546	NUM
easat-4182	259	8	-	-	SYM
easat-4182	259	9	563	563	NUM
easat-4182	259	10	,	,	PUNCT
easat-4182	259	11	2025	2025	NUM
easat-4182	259	12	doi	doi	NOUN
easat-4182	259	13	:	:	PUNCT
easat-4182	259	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	259	15	©	©	PROPN
easat-4182	259	16	2025	2025	NUM
easat-4182	259	17	by	by	ADP
easat-4182	259	18	the	the	DET
easat-4182	259	19	authors	author	NOUN
easat-4182	259	20	;	;	PUNCT
easat-4182	259	21	licensee	licensee	NOUN
easat-4182	259	22	learning	learn	VERB
easat-4182	259	23	gate	gate	NOUN
easat-4182	259	24	capabilities	capability	NOUN
easat-4182	259	25	and	and	CCONJ
easat-4182	259	26	industrial	industrial	ADJ
easat-4182	259	27	partnerships	partnership	NOUN
easat-4182	259	28	will	will	AUX
easat-4182	259	29	have	have	VERB
easat-4182	259	30	to	to	PART
easat-4182	259	31	be	be	AUX
easat-4182	259	32	carefully	carefully	ADV
easat-4182	259	33	tailored	tailor	VERB
easat-4182	259	34	to	to	PART
easat-4182	259	35	meet	meet	VERB
easat-4182	259	36	the	the	DET
easat-4182	259	37	specific	specific	ADJ
easat-4182	259	38	needs	need	NOUN
easat-4182	259	39	of	of	ADP
easat-4182	259	40	qatar	qatar	NOUN
easat-4182	259	41	's	's	PART
easat-4182	259	42	economy	economy	NOUN
easat-4182	259	43	and	and	CCONJ
easat-4182	259	44	the	the	DET
easat-4182	259	45	structure	structure	NOUN
easat-4182	259	46	of	of	ADP
easat-4182	259	47	its	its	PRON
easat-4182	259	48	labor	labor	NOUN
easat-4182	259	49	force	force	NOUN
easat-4182	259	50	.	.	PUNCT
easat-4182	260	1	this	this	PRON
easat-4182	260	2	is	be	AUX
easat-4182	260	3	further	far	ADV
easat-4182	260	4	supported	support	VERB
easat-4182	260	5	by	by	ADP
easat-4182	260	6	the	the	DET
easat-4182	260	7	fact	fact	NOUN
easat-4182	260	8	that	that	SCONJ
easat-4182	260	9	the	the	DET
easat-4182	260	10	negative	negative	ADJ
easat-4182	260	11	coefficient	coefficient	NOUN
easat-4182	260	12	for	for	ADP
easat-4182	260	13	educational	educational	ADJ
easat-4182	260	14	attainment	attainment	NOUN
easat-4182	260	15	could	could	AUX
easat-4182	260	16	signify	signify	VERB
easat-4182	260	17	that	that	SCONJ
easat-4182	260	18	although	although	SCONJ
easat-4182	260	19	the	the	DET
easat-4182	260	20	investment	investment	NOUN
easat-4182	260	21	in	in	ADP
easat-4182	260	22	education	education	NOUN
easat-4182	260	23	is	be	AUX
easat-4182	260	24	increasing	increase	VERB
easat-4182	260	25	,	,	PUNCT
easat-4182	260	26	the	the	DET
easat-4182	260	27	type	type	NOUN
easat-4182	260	28	or	or	CCONJ
easat-4182	260	29	orientation	orientation	NOUN
easat-4182	260	30	of	of	ADP
easat-4182	260	31	education	education	NOUN
easat-4182	260	32	is	be	AUX
easat-4182	260	33	not	not	PART
easat-4182	260	34	yet	yet	ADV
easat-4182	260	35	fully	fully	ADV
easat-4182	260	36	aligned	align	VERB
easat-4182	260	37	with	with	ADP
easat-4182	260	38	the	the	DET
easat-4182	260	39	economic	economic	ADJ
easat-4182	260	40	needs	need	NOUN
easat-4182	260	41	of	of	ADP
easat-4182	260	42	qatar	qatar	PROPN
easat-4182	260	43	's	's	PART
easat-4182	260	44	emerging	emerge	VERB
easat-4182	260	45	industries	industry	NOUN
easat-4182	260	46	.	.	PUNCT
easat-4182	261	1	the	the	DET
easat-4182	261	2	result	result	NOUN
easat-4182	261	3	is	be	AUX
easat-4182	261	4	contrary	contrary	ADJ
easat-4182	261	5	to	to	ADP
easat-4182	261	6	studies	study	NOUN
easat-4182	261	7	coming	come	VERB
easat-4182	261	8	from	from	ADP
easat-4182	261	9	other	other	ADJ
easat-4182	261	10	high	high	ADJ
easat-4182	261	11	-	-	PUNCT
easat-4182	261	12	income	income	NOUN
easat-4182	261	13	nations	nation	NOUN
easat-4182	261	14	whose	whose	DET
easat-4182	261	15	models	model	NOUN
easat-4182	261	16	indicate	indicate	VERB
easat-4182	261	17	that	that	SCONJ
easat-4182	261	18	higher	high	ADJ
easat-4182	261	19	educational	educational	ADJ
easat-4182	261	20	attainment	attainment	ADJ
easat-4182	261	21	results	result	NOUN
easat-4182	261	22	in	in	ADP
easat-4182	261	23	direct	direct	ADJ
easat-4182	261	24	additions	addition	NOUN
easat-4182	261	25	to	to	ADP
easat-4182	261	26	economic	economic	ADJ
easat-4182	261	27	output	output	NOUN
easat-4182	261	28	.	.	PUNCT
easat-4182	262	1	one	one	NUM
easat-4182	262	2	reason	reason	NOUN
easat-4182	262	3	,	,	PUNCT
easat-4182	262	4	as	as	SCONJ
easat-4182	262	5	stated	state	VERB
easat-4182	262	6	by	by	ADP
easat-4182	262	7	could	could	AUX
easat-4182	262	8	be	be	AUX
easat-4182	262	9	the	the	DET
easat-4182	262	10	high	high	ADJ
easat-4182	262	11	reliance	reliance	NOUN
easat-4182	262	12	of	of	ADP
easat-4182	262	13	qatar	qatar	PROPN
easat-4182	262	14	on	on	ADP
easat-4182	262	15	foreign	foreign	ADJ
easat-4182	262	16	labor	labor	NOUN
easat-4182	262	17	in	in	ADP
easat-4182	262	18	highly	highly	ADV
easat-4182	262	19	skilled	skilled	ADJ
easat-4182	262	20	jobs	job	NOUN
easat-4182	262	21	;	;	PUNCT
easat-4182	262	22	this	this	PRON
easat-4182	262	23	may	may	AUX
easat-4182	262	24	temporarily	temporarily	ADV
easat-4182	262	25	lower	lower	VERB
easat-4182	262	26	the	the	DET
easat-4182	262	27	immediate	immediate	ADJ
easat-4182	262	28	economic	economic	ADJ
easat-4182	262	29	impact	impact	NOUN
easat-4182	262	30	from	from	ADP
easat-4182	262	31	within	within	ADP
easat-4182	262	32	the	the	DET
easat-4182	262	33	national	national	PROPN
easat-4182	262	34	gdp	gdp	PROPN
easat-4182	262	35	.	.	PUNCT
easat-4182	263	1	multicollinearity	multicollinearity	NOUN
easat-4182	263	2	diagnostics	diagnostic	NOUN
easat-4182	263	3	and	and	CCONJ
easat-4182	263	4	vif	vif	NOUN
easat-4182	263	5	values	value	NOUN
easat-4182	263	6	support	support	VERB
easat-4182	263	7	findings	finding	NOUN
easat-4182	263	8	in	in	ADP
easat-4182	263	9	the	the	DET
easat-4182	263	10	current	current	ADJ
easat-4182	263	11	study	study	NOUN
easat-4182	263	12	,	,	PUNCT
easat-4182	263	13	mostly	mostly	ADV
easat-4182	263	14	acceptable	acceptable	ADJ
easat-4182	263	15	but	but	CCONJ
easat-4182	263	16	flagging	flag	VERB
easat-4182	263	17	potential	potential	ADJ
easat-4182	263	18	problems	problem	NOUN
easat-4182	263	19	with	with	ADP
easat-4182	263	20	educational	educational	ADJ
easat-4182	263	21	attainment	attainment	NOUN
easat-4182	263	22	and	and	CCONJ
easat-4182	263	23	industry	industry	NOUN
easat-4182	263	24	-	-	PUNCT
easat-4182	263	25	academia	academia	NOUN
easat-4182	263	26	collaboration	collaboration	NOUN
easat-4182	263	27	that	that	PRON
easat-4182	263	28	might	might	AUX
easat-4182	263	29	be	be	AUX
easat-4182	263	30	worthy	worthy	ADJ
easat-4182	263	31	of	of	ADP
easat-4182	263	32	further	further	ADJ
easat-4182	263	33	investigation	investigation	NOUN
easat-4182	263	34	.	.	PUNCT
easat-4182	264	1	the	the	DET
easat-4182	264	2	nature	nature	NOUN
easat-4182	264	3	of	of	ADP
easat-4182	264	4	the	the	DET
easat-4182	264	5	relationships	relationship	NOUN
easat-4182	264	6	among	among	ADP
easat-4182	264	7	these	these	DET
easat-4182	264	8	variables	variable	NOUN
easat-4182	264	9	may	may	AUX
easat-4182	264	10	thus	thus	ADV
easat-4182	264	11	be	be	AUX
easat-4182	264	12	complex	complex	ADJ
easat-4182	264	13	and	and	CCONJ
easat-4182	264	14	interlinked	interlink	VERB
easat-4182	264	15	,	,	PUNCT
easat-4182	264	16	as	as	SCONJ
easat-4182	264	17	suggested	suggest	VERB
easat-4182	264	18	by	by	ADP
easat-4182	264	19	the	the	DET
easat-4182	264	20	diagnostics	diagnostic	NOUN
easat-4182	264	21	in	in	ADP
easat-4182	264	22	this	this	DET
easat-4182	264	23	study	study	NOUN
easat-4182	264	24	and	and	CCONJ
easat-4182	264	25	also	also	ADV
easat-4182	264	26	by	by	ADP
easat-4182	264	27	north	north	PROPN
easat-4182	265	1	et	et	PROPN
easat-4182	265	2	al	al	PROPN
easat-4182	265	3	.	.	PROPN
easat-4182	265	4	's	's	PART
easat-4182	265	5	framework	framework	NOUN
easat-4182	265	6	on	on	ADP
easat-4182	265	7	institutional	institutional	ADJ
easat-4182	265	8	interactions	interaction	NOUN
easat-4182	265	9	in	in	ADP
easat-4182	265	10	economic	economic	ADJ
easat-4182	265	11	development	development	NOUN
easat-4182	265	12	.	.	PUNCT
easat-4182	266	1	the	the	DET
easat-4182	266	2	research	research	NOUN
easat-4182	266	3	in	in	ADP
easat-4182	266	4	the	the	DET
easat-4182	266	5	future	future	NOUN
easat-4182	266	6	may	may	AUX
easat-4182	266	7	be	be	AUX
easat-4182	266	8	directed	direct	VERB
easat-4182	266	9	to	to	PART
easat-4182	266	10	continue	continue	VERB
easat-4182	266	11	exploring	explore	VERB
easat-4182	266	12	these	these	DET
easat-4182	266	13	dynamics	dynamic	NOUN
easat-4182	266	14	through	through	ADP
easat-4182	266	15	further	further	ADJ
easat-4182	266	16	refinement	refinement	NOUN
easat-4182	266	17	of	of	ADP
easat-4182	266	18	the	the	DET
easat-4182	266	19	model	model	NOUN
easat-4182	266	20	or	or	CCONJ
easat-4182	266	21	through	through	ADP
easat-4182	266	22	a	a	DET
easat-4182	266	23	longitudinal	longitudinal	ADJ
easat-4182	266	24	analysis	analysis	NOUN
easat-4182	266	25	that	that	PRON
easat-4182	266	26	captures	capture	VERB
easat-4182	266	27	the	the	DET
easat-4182	266	28	shifting	shift	VERB
easat-4182	266	29	impact	impact	NOUN
easat-4182	266	30	of	of	ADP
easat-4182	266	31	the	the	DET
easat-4182	266	32	educational	educational	ADJ
easat-4182	266	33	and	and	CCONJ
easat-4182	266	34	industry	industry	NOUN
easat-4182	266	35	factors	factor	NOUN
easat-4182	266	36	on	on	ADP
easat-4182	266	37	gdp	gdp	NOUN
easat-4182	266	38	over	over	ADP
easat-4182	266	39	time	time	NOUN
easat-4182	266	40	.	.	PUNCT
easat-4182	267	1	in	in	ADP
easat-4182	267	2	turn	turn	NOUN
easat-4182	267	3	,	,	PUNCT
easat-4182	267	4	the	the	DET
easat-4182	267	5	study	study	NOUN
easat-4182	267	6	itself	itself	PRON
easat-4182	267	7	gives	give	VERB
easat-4182	267	8	much	much	ADV
easat-4182	267	9	-	-	PUNCT
easat-4182	267	10	needed	need	VERB
easat-4182	267	11	insight	insight	NOUN
easat-4182	267	12	into	into	ADP
easat-4182	267	13	the	the	DET
easat-4182	267	14	economic	economic	ADJ
easat-4182	267	15	dynamics	dynamic	NOUN
easat-4182	267	16	of	of	ADP
easat-4182	267	17	qatar	qatar	PROPN
easat-4182	267	18	and	and	CCONJ
easat-4182	267	19	critically	critically	ADV
easat-4182	267	20	underlines	underline	VERB
easat-4182	267	21	points	point	NOUN
easat-4182	267	22	where	where	SCONJ
easat-4182	267	23	the	the	DET
easat-4182	267	24	qatari	qatari	ADJ
easat-4182	267	25	experience	experience	NOUN
easat-4182	267	26	is	be	AUX
easat-4182	267	27	different	different	ADJ
easat-4182	267	28	from	from	ADP
easat-4182	267	29	international	international	ADJ
easat-4182	267	30	trends	trend	NOUN
easat-4182	267	31	,	,	PUNCT
easat-4182	267	32	thus	thus	ADV
easat-4182	267	33	calling	call	VERB
easat-4182	267	34	for	for	ADP
easat-4182	267	35	critical	critical	ADJ
easat-4182	267	36	discussion	discussion	NOUN
easat-4182	267	37	of	of	ADP
easat-4182	267	38	how	how	SCONJ
easat-4182	267	39	best	good	ADJ
easat-4182	267	40	educational	educational	ADJ
easat-4182	267	41	and	and	CCONJ
easat-4182	267	42	industry	industry	NOUN
easat-4182	267	43	policies	policy	NOUN
easat-4182	267	44	could	could	AUX
easat-4182	267	45	be	be	AUX
easat-4182	267	46	optimized	optimize	VERB
easat-4182	267	47	.	.	PUNCT
easat-4182	268	1	these	these	DET
easat-4182	268	2	findings	finding	NOUN
easat-4182	268	3	enrich	enrich	VERB
easat-4182	268	4	the	the	DET
easat-4182	268	5	discussion	discussion	NOUN
easat-4182	268	6	on	on	ADP
easat-4182	268	7	economic	economic	ADJ
easat-4182	268	8	growth	growth	NOUN
easat-4182	268	9	in	in	ADP
easat-4182	268	10	the	the	DET
easat-4182	268	11	gulf	gulf	PROPN
easat-4182	268	12	states	state	NOUN
easat-4182	268	13	and	and	CCONJ
easat-4182	268	14	would	would	AUX
easat-4182	268	15	give	give	VERB
easat-4182	268	16	reason	reason	NOUN
easat-4182	268	17	to	to	PART
easat-4182	268	18	assume	assume	VERB
easat-4182	268	19	that	that	SCONJ
easat-4182	268	20	structural	structural	ADJ
easat-4182	268	21	and	and	CCONJ
easat-4182	268	22	labor	labor	NOUN
easat-4182	268	23	market	market	NOUN
easat-4182	268	24	idiosyncrasies	idiosyncrasy	NOUN
easat-4182	268	25	are	be	AUX
easat-4182	268	26	likely	likely	ADJ
easat-4182	268	27	to	to	PART
easat-4182	268	28	determine	determine	VERB
easat-4182	268	29	very	very	ADV
easat-4182	268	30	strongly	strongly	ADV
easat-4182	268	31	how	how	SCONJ
easat-4182	268	32	certain	certain	ADJ
easat-4182	268	33	economic	economic	ADJ
easat-4182	268	34	drivers	driver	NOUN
easat-4182	268	35	are	be	AUX
easat-4182	268	36	bound	bind	VERB
easat-4182	268	37	to	to	PART
easat-4182	268	38	leave	leave	VERB
easat-4182	268	39	their	their	PRON
easat-4182	268	40	respective	respective	ADJ
easat-4182	268	41	marks	mark	NOUN
easat-4182	268	42	on	on	ADP
easat-4182	268	43	gdp	gdp	NOUN
easat-4182	268	44	in	in	ADP
easat-4182	268	45	qatar	qatar	PROPN
easat-4182	268	46	compared	compare	VERB
easat-4182	268	47	to	to	ADP
easat-4182	268	48	estimates	estimate	NOUN
easat-4182	268	49	that	that	PRON
easat-4182	268	50	would	would	AUX
easat-4182	268	51	be	be	AUX
easat-4182	268	52	derived	derive	VERB
easat-4182	268	53	from	from	ADP
easat-4182	268	54	other	other	ADJ
easat-4182	268	55	contexts	contexts	NOUN
easat-4182	268	56	.	.	PUNCT
easat-4182	269	1	6	6	X
easat-4182	269	2	.	.	X
easat-4182	269	3	conclusion	conclusion	VERB
easat-4182	269	4	the	the	DET
easat-4182	269	5	result	result	NOUN
easat-4182	269	6	of	of	ADP
easat-4182	269	7	the	the	DET
easat-4182	269	8	regression	regression	NOUN
easat-4182	269	9	model	model	NOUN
easat-4182	269	10	of	of	ADP
easat-4182	269	11	determinants	determinant	NOUN
easat-4182	269	12	of	of	ADP
easat-4182	269	13	gdp	gdp	NOUN
easat-4182	269	14	for	for	ADP
easat-4182	269	15	qatar	qatar	PROPN
easat-4182	269	16	is	be	AUX
easat-4182	269	17	that	that	SCONJ
easat-4182	269	18	,	,	PUNCT
easat-4182	269	19	out	out	ADP
easat-4182	269	20	of	of	ADP
easat-4182	269	21	variation	variation	NOUN
easat-4182	269	22	in	in	ADP
easat-4182	269	23	gdp	gdp	NOUN
easat-4182	269	24	,	,	PUNCT
easat-4182	269	25	it	it	PRON
easat-4182	269	26	captures	capture	VERB
easat-4182	269	27	about	about	ADV
easat-4182	269	28	66.5	66.5	NUM
easat-4182	269	29	%	%	NOUN
easat-4182	269	30	based	base	VERB
easat-4182	269	31	on	on	ADP
easat-4182	269	32	the	the	DET
easat-4182	269	33	selected	select	VERB
easat-4182	269	34	predictors	predictor	NOUN
easat-4182	269	35	.	.	PUNCT
easat-4182	270	1	positive	positive	ADJ
easat-4182	270	2	coefficients	coefficient	NOUN
easat-4182	270	3	for	for	ADP
easat-4182	270	4	graduate	graduate	ADJ
easat-4182	270	5	employment	employment	NOUN
easat-4182	270	6	rates	rate	NOUN
easat-4182	270	7	and	and	CCONJ
easat-4182	270	8	skills	skill	NOUN
easat-4182	270	9	within	within	ADP
easat-4182	270	10	the	the	DET
easat-4182	270	11	labor	labor	NOUN
easat-4182	270	12	force	force	NOUN
easat-4182	270	13	give	give	VERB
easat-4182	270	14	enough	enough	ADJ
easat-4182	270	15	reason	reason	NOUN
easat-4182	270	16	to	to	PART
easat-4182	270	17	believe	believe	VERB
easat-4182	270	18	in	in	ADP
easat-4182	270	19	the	the	DET
easat-4182	270	20	human	human	ADJ
easat-4182	270	21	capital	capital	NOUN
easat-4182	270	22	theory	theory	NOUN
easat-4182	270	23	,	,	PUNCT
easat-4182	270	24	accenting	accent	VERB
easat-4182	270	25	the	the	DET
easat-4182	270	26	right	right	ADJ
easat-4182	270	27	kind	kind	NOUN
easat-4182	270	28	of	of	ADP
easat-4182	270	29	skilled	skilled	ADJ
easat-4182	270	30	and	and	CCONJ
easat-4182	270	31	employed	employ	VERB
easat-4182	270	32	workforce	workforce	NOUN
easat-4182	270	33	as	as	ADP
easat-4182	270	34	an	an	DET
easat-4182	270	35	economic	economic	ADJ
easat-4182	270	36	propellant	propellant	NOUN
easat-4182	270	37	.	.	PUNCT
easat-4182	271	1	on	on	ADP
easat-4182	271	2	the	the	DET
easat-4182	271	3	other	other	ADJ
easat-4182	271	4	side	side	NOUN
easat-4182	271	5	,	,	PUNCT
easat-4182	271	6	negative	negative	ADJ
easat-4182	271	7	coefficients	coefficient	NOUN
easat-4182	271	8	for	for	ADP
easat-4182	271	9	industry	industry	NOUN
easat-4182	271	10	-	-	PUNCT
easat-4182	271	11	academia	academia	NOUN
easat-4182	271	12	collaboration	collaboration	NOUN
easat-4182	271	13	and	and	CCONJ
easat-4182	271	14	educational	educational	ADJ
easat-4182	271	15	attainment	attainment	ADJ
easat-4182	271	16	hint	hint	NOUN
easat-4182	271	17	at	at	ADP
easat-4182	271	18	these	these	DET
easat-4182	271	19	areas	area	NOUN
easat-4182	271	20	not	not	PART
easat-4182	271	21	being	be	AUX
easat-4182	271	22	tapped	tap	VERB
easat-4182	271	23	or	or	CCONJ
easat-4182	271	24	affected	affect	VERB
easat-4182	271	25	by	by	ADP
easat-4182	271	26	some	some	DET
easat-4182	271	27	unique	unique	ADJ
easat-4182	271	28	contextual	contextual	ADJ
easat-4182	271	29	factors	factor	NOUN
easat-4182	271	30	,	,	PUNCT
easat-4182	271	31	requiring	require	VERB
easat-4182	271	32	a	a	DET
easat-4182	271	33	closer	close	ADJ
easat-4182	271	34	look	look	NOUN
easat-4182	271	35	.	.	PUNCT
easat-4182	272	1	the	the	DET
easat-4182	272	2	multicollinearity	multicollinearity	NOUN
easat-4182	272	3	diagnostics	diagnostic	NOUN
easat-4182	272	4	,	,	PUNCT
easat-4182	272	5	including	include	VERB
easat-4182	272	6	the	the	DET
easat-4182	272	7	condition	condition	NOUN
easat-4182	272	8	index	index	NOUN
easat-4182	272	9	and	and	CCONJ
easat-4182	272	10	variance	variance	NOUN
easat-4182	272	11	proportions	proportion	NOUN
easat-4182	272	12	,	,	PUNCT
easat-4182	272	13	are	be	AUX
easat-4182	272	14	all	all	PRON
easat-4182	272	15	relatively	relatively	ADV
easat-4182	272	16	low	low	ADJ
easat-4182	272	17	and	and	CCONJ
easat-4182	272	18	indicate	indicate	VERB
easat-4182	272	19	that	that	SCONJ
easat-4182	272	20	there	there	PRON
easat-4182	272	21	is	be	VERB
easat-4182	272	22	some	some	DET
easat-4182	272	23	multicollinearity	multicollinearity	NOUN
easat-4182	272	24	,	,	PUNCT
easat-4182	272	25	but	but	CCONJ
easat-4182	272	26	not	not	PART
easat-4182	272	27	enough	enough	ADJ
easat-4182	272	28	to	to	PART
easat-4182	272	29	seriously	seriously	ADV
easat-4182	272	30	threaten	threaten	VERB
easat-4182	272	31	model	model	NOUN
easat-4182	272	32	validity	validity	NOUN
easat-4182	272	33	.	.	PUNCT
easat-4182	273	1	the	the	DET
easat-4182	273	2	high	high	ADJ
easat-4182	273	3	eigenvalue	eigenvalue	NOUN
easat-4182	273	4	for	for	ADP
easat-4182	273	5	the	the	DET
easat-4182	273	6	constant	constant	ADJ
easat-4182	273	7	does	do	AUX
easat-4182	273	8	raise	raise	VERB
easat-4182	273	9	caution	caution	NOUN
easat-4182	273	10	in	in	ADP
easat-4182	273	11	interpretation	interpretation	NOUN
easat-4182	273	12	.	.	PUNCT
easat-4182	274	1	while	while	SCONJ
easat-4182	274	2	positive	positive	ADJ
easat-4182	274	3	correlations	correlation	NOUN
easat-4182	274	4	with	with	ADP
easat-4182	274	5	gdp	gdp	NOUN
easat-4182	274	6	,	,	PUNCT
easat-4182	274	7	similar	similar	ADJ
easat-4182	274	8	to	to	ADP
easat-4182	274	9	those	those	PRON
easat-4182	274	10	manifested	manifest	VERB
easat-4182	274	11	in	in	ADP
easat-4182	274	12	graduate	graduate	ADJ
easat-4182	274	13	employment	employment	NOUN
easat-4182	274	14	rates	rate	NOUN
easat-4182	274	15	,	,	PUNCT
easat-4182	274	16	labor	labor	NOUN
easat-4182	274	17	force	force	NOUN
easat-4182	274	18	skills	skill	NOUN
easat-4182	274	19	,	,	PUNCT
easat-4182	274	20	and	and	CCONJ
easat-4182	274	21	innovation	innovation	NOUN
easat-4182	274	22	,	,	PUNCT
easat-4182	274	23	indicate	indicate	VERB
easat-4182	274	24	that	that	SCONJ
easat-4182	274	25	policies	policy	NOUN
easat-4182	274	26	for	for	ADP
easat-4182	274	27	economic	economic	ADJ
easat-4182	274	28	growth	growth	NOUN
easat-4182	274	29	in	in	ADP
easat-4182	274	30	qatar	qatar	PROPN
easat-4182	274	31	should	should	AUX
easat-4182	274	32	go	go	VERB
easat-4182	274	33	hand	hand	NOUN
easat-4182	274	34	in	in	ADP
easat-4182	274	35	hand	hand	NOUN
easat-4182	274	36	with	with	ADP
easat-4182	274	37	skilled	skilled	ADJ
easat-4182	274	38	labor	labor	NOUN
easat-4182	274	39	and	and	CCONJ
easat-4182	274	40	innovation	innovation	NOUN
easat-4182	274	41	-	-	PUNCT
easat-4182	274	42	driven	drive	VERB
easat-4182	274	43	policies	policy	NOUN
easat-4182	274	44	,	,	PUNCT
easat-4182	274	45	negative	negative	ADJ
easat-4182	274	46	correlations	correlation	NOUN
easat-4182	274	47	,	,	PUNCT
easat-4182	274	48	as	as	ADP
easat-4182	274	49	in	in	ADP
easat-4182	274	50	the	the	DET
easat-4182	274	51	case	case	NOUN
easat-4182	274	52	of	of	ADP
easat-4182	274	53	income	income	NOUN
easat-4182	274	54	disparities	disparity	NOUN
easat-4182	274	55	and	and	CCONJ
easat-4182	274	56	educational	educational	ADJ
easat-4182	274	57	attainment	attainment	NOUN
easat-4182	274	58	,	,	PUNCT
easat-4182	274	59	suggest	suggest	VERB
easat-4182	274	60	areas	area	NOUN
easat-4182	274	61	in	in	ADP
easat-4182	274	62	which	which	PRON
easat-4182	274	63	more	more	ADV
easat-4182	274	64	subtle	subtle	ADJ
easat-4182	274	65	policy	policy	NOUN
easat-4182	274	66	measures	measure	NOUN
easat-4182	274	67	would	would	AUX
easat-4182	274	68	be	be	AUX
easat-4182	274	69	desirable	desirable	ADJ
easat-4182	274	70	to	to	PART
easat-4182	274	71	avoid	avoid	VERB
easat-4182	274	72	countervailing	countervailing	ADJ
easat-4182	274	73	influences	influence	NOUN
easat-4182	274	74	.	.	PUNCT
easat-4182	275	1	generally	generally	ADV
easat-4182	275	2	,	,	PUNCT
easat-4182	275	3	the	the	DET
easat-4182	275	4	vif	vif	NOUN
easat-4182	275	5	analysis	analysis	NOUN
easat-4182	275	6	falls	fall	VERB
easat-4182	275	7	within	within	ADP
easat-4182	275	8	acceptable	acceptable	ADJ
easat-4182	275	9	ranges	range	NOUN
easat-4182	275	10	,	,	PUNCT
easat-4182	275	11	with	with	ADP
easat-4182	275	12	the	the	DET
easat-4182	275	13	high	high	ADJ
easat-4182	275	14	vif	vif	NOUN
easat-4182	275	15	for	for	ADP
easat-4182	275	16	educational	educational	ADJ
easat-4182	275	17	attainment	attainment	NOUN
easat-4182	275	18	suggesting	suggest	VERB
easat-4182	275	19	a	a	DET
easat-4182	275	20	possible	possible	ADJ
easat-4182	275	21	need	need	NOUN
easat-4182	275	22	for	for	ADP
easat-4182	275	23	model	model	NOUN
easat-4182	275	24	adjustments	adjustment	NOUN
easat-4182	275	25	.	.	PUNCT
easat-4182	276	1	overall	overall	ADV
easat-4182	276	2	,	,	PUNCT
easat-4182	276	3	the	the	DET
easat-4182	276	4	findings	finding	NOUN
easat-4182	276	5	will	will	AUX
easat-4182	276	6	underline	underline	VERB
easat-4182	276	7	that	that	DET
easat-4182	276	8	skilled	skilled	ADJ
easat-4182	276	9	labor	labor	NOUN
easat-4182	276	10	and	and	CCONJ
easat-4182	276	11	high	high	ADJ
easat-4182	276	12	graduate	graduate	NOUN
easat-4182	276	13	employment	employment	NOUN
easat-4182	276	14	rates	rate	NOUN
easat-4182	276	15	are	be	AUX
easat-4182	276	16	an	an	DET
easat-4182	276	17	economic	economic	ADJ
easat-4182	276	18	necessity	necessity	NOUN
easat-4182	276	19	for	for	ADP
easat-4182	276	20	qatar	qatar	NOUN
easat-4182	276	21	at	at	ADP
easat-4182	276	22	the	the	DET
easat-4182	276	23	same	same	ADJ
easat-4182	276	24	time	time	NOUN
easat-4182	276	25	pointing	point	VERB
easat-4182	276	26	to	to	ADP
easat-4182	276	27	the	the	DET
easat-4182	276	28	aspect	aspect	NOUN
easat-4182	276	29	of	of	ADP
easat-4182	276	30	where	where	SCONJ
easat-4182	276	31	targeted	target	VERB
easat-4182	276	32	policy	policy	NOUN
easat-4182	276	33	interventions	intervention	NOUN
easat-4182	276	34	can	can	AUX
easat-4182	276	35	further	far	ADV
easat-4182	276	36	enhance	enhance	VERB
easat-4182	276	37	the	the	DET
easat-4182	276	38	impact	impact	NOUN
easat-4182	276	39	.	.	PUNCT
easat-4182	277	1	furthermore	furthermore	ADV
easat-4182	277	2	,	,	PUNCT
easat-4182	277	3	recent	recent	ADJ
easat-4182	277	4	educational	educational	ADJ
easat-4182	277	5	policy	policy	NOUN
easat-4182	277	6	changes	change	NOUN
easat-4182	277	7	within	within	ADP
easat-4182	277	8	qatar	qatar	NOUN
easat-4182	277	9	-	-	PUNCT
easat-4182	277	10	most	most	ADV
easat-4182	277	11	notably	notably	ADV
easat-4182	277	12	,	,	PUNCT
easat-4182	277	13	the	the	DET
easat-4182	277	14	move	move	NOUN
easat-4182	277	15	towards	towards	ADP
easat-4182	277	16	privatization	privatization	NOUN
easat-4182	277	17	,	,	PUNCT
easat-4182	277	18	and	and	CCONJ
easat-4182	277	19	also	also	ADV
easat-4182	277	20	rising	rise	VERB
easat-4182	277	21	enrollments	enrollment	NOUN
easat-4182	277	22	of	of	ADP
easat-4182	277	23	expatriate	expatriate	ADJ
easat-4182	277	24	students	student	NOUN
easat-4182	277	25	-	-	PUNCT
easat-4182	277	26	provide	provide	VERB
easat-4182	277	27	critical	critical	ADJ
easat-4182	277	28	context	context	NOUN
easat-4182	277	29	.	.	PUNCT
easat-4182	278	1	these	these	DET
easat-4182	278	2	changes	change	NOUN
easat-4182	278	3	reveal	reveal	VERB
easat-4182	278	4	a	a	DET
easat-4182	278	5	way	way	NOUN
easat-4182	278	6	in	in	ADP
easat-4182	278	7	which	which	PRON
easat-4182	278	8	the	the	DET
easat-4182	278	9	educational	educational	ADJ
easat-4182	278	10	landscape	landscape	NOUN
easat-4182	278	11	reflects	reflect	VERB
easat-4182	278	12	and	and	CCONJ
easat-4182	278	13	shapes	shape	VERB
easat-4182	278	14	broader	broad	ADJ
easat-4182	278	15	economic	economic	ADJ
easat-4182	278	16	and	and	CCONJ
easat-4182	278	17	demographic	demographic	ADJ
easat-4182	278	18	developments	development	NOUN
easat-4182	278	19	that	that	PRON
easat-4182	278	20	occur	occur	VERB
easat-4182	278	21	within	within	ADP
easat-4182	278	22	the	the	DET
easat-4182	278	23	country	country	NOUN
easat-4182	278	24	.	.	PUNCT
easat-4182	279	1	privatization	privatization	NOUN
easat-4182	279	2	and	and	CCONJ
easat-4182	279	3	increased	increase	VERB
easat-4182	279	4	expatriate	expatriate	ADJ
easat-4182	279	5	student	student	NOUN
easat-4182	279	6	enrollment	enrollment	NOUN
easat-4182	279	7	reflect	reflect	PROPN
easat-4182	279	8	qatar	qatar	PROPN
easat-4182	279	9	's	's	PART
easat-4182	279	10	commitment	commitment	NOUN
easat-4182	279	11	to	to	PART
easat-4182	279	12	progress	progress	VERB
easat-4182	279	13	in	in	ADP
easat-4182	279	14	educational	educational	ADJ
easat-4182	279	15	development	development	NOUN
easat-4182	279	16	,	,	PUNCT
easat-4182	279	17	along	along	ADP
easat-4182	279	18	with	with	ADP
easat-4182	279	19	its	its	PRON
easat-4182	279	20	challenge	challenge	NOUN
easat-4182	279	21	to	to	PART
easat-4182	279	22	achieve	achieve	VERB
easat-4182	279	23	sustainable	sustainable	ADJ
easat-4182	279	24	economic	economic	ADJ
easat-4182	279	25	growth	growth	NOUN
easat-4182	279	26	.	.	PUNCT
easat-4182	280	1	in	in	ADP
easat-4182	280	2	view	view	NOUN
easat-4182	280	3	of	of	ADP
easat-4182	280	4	future	future	ADJ
easat-4182	280	5	global	global	ADJ
easat-4182	280	6	challenges	challenge	NOUN
easat-4182	280	7	and	and	CCONJ
easat-4182	280	8	changes	change	NOUN
easat-4182	280	9	in	in	ADP
easat-4182	280	10	demographics	demographic	NOUN
easat-4182	280	11	,	,	PUNCT
easat-4182	280	12	further	further	ADJ
easat-4182	280	13	562	562	NUM
easat-4182	280	14	edelweiss	edelweiss	PROPN
easat-4182	280	15	applied	apply	VERB
easat-4182	280	16	science	science	NOUN
easat-4182	280	17	and	and	CCONJ
easat-4182	280	18	technology	technology	NOUN
easat-4182	280	19	issn	issn	PROPN
easat-4182	280	20	:	:	PUNCT
easat-4182	280	21	2576	2576	NUM
easat-4182	280	22	-	-	SYM
easat-4182	280	23	8484	8484	NUM
easat-4182	280	24	vol	vol	NOUN
easat-4182	280	25	.	.	PROPN
easat-4182	281	1	9	9	NUM
easat-4182	281	2	,	,	PUNCT
easat-4182	281	3	no	no	INTJ
easat-4182	281	4	.	.	NOUN
easat-4182	281	5	1	1	NUM
easat-4182	281	6	:	:	PUNCT
easat-4182	281	7	546	546	NUM
easat-4182	281	8	-	-	SYM
easat-4182	281	9	563	563	NUM
easat-4182	281	10	,	,	PUNCT
easat-4182	281	11	2025	2025	NUM
easat-4182	281	12	doi	doi	NOUN
easat-4182	281	13	:	:	PUNCT
easat-4182	281	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	281	15	©	©	PROPN
easat-4182	281	16	2025	2025	NUM
easat-4182	281	17	by	by	ADP
easat-4182	281	18	the	the	DET
easat-4182	281	19	authors	author	NOUN
easat-4182	281	20	;	;	PUNCT
easat-4182	281	21	licensee	licensee	PROPN
easat-4182	281	22	learning	learn	VERB
easat-4182	281	23	gate	gate	PROPN
easat-4182	281	24	development	development	NOUN
easat-4182	281	25	of	of	ADP
easat-4182	281	26	qatar	qatar	PROPN
easat-4182	281	27	requires	require	VERB
easat-4182	281	28	consideration	consideration	NOUN
easat-4182	281	29	of	of	ADP
easat-4182	281	30	the	the	DET
easat-4182	281	31	alignment	alignment	NOUN
easat-4182	281	32	of	of	ADP
easat-4182	281	33	educational	educational	ADJ
easat-4182	281	34	policy	policy	NOUN
easat-4182	281	35	with	with	ADP
easat-4182	281	36	a	a	DET
easat-4182	281	37	wider	wide	ADJ
easat-4182	281	38	set	set	NOUN
easat-4182	281	39	of	of	ADP
easat-4182	281	40	economic	economic	ADJ
easat-4182	281	41	objectives	objective	NOUN
easat-4182	281	42	.	.	PUNCT
easat-4182	282	1	the	the	DET
easat-4182	282	2	results	result	NOUN
easat-4182	282	3	of	of	ADP
easat-4182	282	4	this	this	DET
easat-4182	282	5	model	model	NOUN
easat-4182	282	6	confirm	confirm	VERB
easat-4182	282	7	the	the	DET
easat-4182	282	8	hypothesis	hypothesis	NOUN
easat-4182	282	9	of	of	ADP
easat-4182	282	10	the	the	DET
easat-4182	282	11	research	research	NOUN
easat-4182	282	12	that	that	SCONJ
easat-4182	282	13	educational	educational	ADJ
easat-4182	282	14	attainment	attainment	NOUN
easat-4182	282	15	,	,	PUNCT
easat-4182	282	16	labor	labor	NOUN
easat-4182	282	17	force	force	NOUN
easat-4182	282	18	skills	skill	NOUN
easat-4182	282	19	,	,	PUNCT
easat-4182	282	20	and	and	CCONJ
easat-4182	282	21	economic	economic	ADJ
easat-4182	282	22	indicators	indicator	NOUN
easat-4182	282	23	have	have	AUX
easat-4182	282	24	a	a	DET
easat-4182	282	25	significant	significant	ADJ
easat-4182	282	26	effect	effect	NOUN
easat-4182	282	27	on	on	ADP
easat-4182	282	28	gdp	gdp	NOUN
easat-4182	282	29	.	.	PUNCT
easat-4182	283	1	in	in	ADP
easat-4182	283	2	fact	fact	NOUN
easat-4182	283	3	,	,	PUNCT
easat-4182	283	4	positive	positive	ADJ
easat-4182	283	5	coefficients	coefficient	NOUN
easat-4182	283	6	for	for	ADP
easat-4182	283	7	labor	labor	NOUN
easat-4182	283	8	force	force	NOUN
easat-4182	283	9	skills	skill	NOUN
easat-4182	283	10	and	and	CCONJ
easat-4182	283	11	graduate	graduate	NOUN
easat-4182	283	12	employment	employment	NOUN
easat-4182	283	13	rates	rate	NOUN
easat-4182	283	14	strengthen	strengthen	VERB
easat-4182	283	15	the	the	DET
easat-4182	283	16	concept	concept	NOUN
easat-4182	283	17	that	that	SCONJ
easat-4182	283	18	a	a	DET
easat-4182	283	19	skilled	skilled	ADJ
easat-4182	283	20	and	and	CCONJ
easat-4182	283	21	employed	employ	VERB
easat-4182	283	22	workforce	workforce	NOUN
easat-4182	283	23	is	be	AUX
easat-4182	283	24	actually	actually	ADV
easat-4182	283	25	another	another	DET
easat-4182	283	26	cause	cause	NOUN
easat-4182	283	27	of	of	ADP
easat-4182	283	28	economic	economic	ADJ
easat-4182	283	29	growth	growth	NOUN
easat-4182	283	30	.	.	PUNCT
easat-4182	284	1	on	on	ADP
easat-4182	284	2	the	the	DET
easat-4182	284	3	other	other	ADJ
easat-4182	284	4	hand	hand	NOUN
easat-4182	284	5	,	,	PUNCT
easat-4182	284	6	negative	negative	ADJ
easat-4182	284	7	surprising	surprising	ADJ
easat-4182	284	8	coefficients	coefficient	NOUN
easat-4182	284	9	regarding	regard	VERB
easat-4182	284	10	industry	industry	NOUN
easat-4182	284	11	-	-	PUNCT
easat-4182	284	12	academia	academia	NOUN
easat-4182	284	13	collaboration	collaboration	NOUN
easat-4182	284	14	and	and	CCONJ
easat-4182	284	15	educational	educational	ADJ
easat-4182	284	16	attainment	attainment	NOUN
easat-4182	284	17	provide	provide	VERB
easat-4182	284	18	a	a	DET
easat-4182	284	19	contrast	contrast	NOUN
easat-4182	284	20	to	to	ADP
easat-4182	284	21	the	the	DET
easat-4182	284	22	initial	initial	ADJ
easat-4182	284	23	hypothesis	hypothesis	NOUN
easat-4182	284	24	,	,	PUNCT
easat-4182	284	25	hinting	hint	VERB
easat-4182	284	26	at	at	ADP
easat-4182	284	27	the	the	DET
easat-4182	284	28	possibility	possibility	NOUN
easat-4182	284	29	of	of	ADP
easat-4182	284	30	a	a	DET
easat-4182	284	31	more	more	ADV
easat-4182	284	32	complex	complex	ADJ
easat-4182	284	33	relationship	relationship	NOUN
easat-4182	284	34	among	among	ADP
easat-4182	284	35	these	these	DET
easat-4182	284	36	variables	variable	NOUN
easat-4182	284	37	and	and	CCONJ
easat-4182	284	38	gdp	gdp	NOUN
easat-4182	284	39	,	,	PUNCT
easat-4182	284	40	which	which	PRON
easat-4182	284	41	should	should	AUX
easat-4182	284	42	be	be	AUX
easat-4182	284	43	investigated	investigate	VERB
easat-4182	284	44	further	far	ADV
easat-4182	284	45	.	.	PUNCT
easat-4182	285	1	the	the	DET
easat-4182	285	2	collinearity	collinearity	NOUN
easat-4182	285	3	diagnostics	diagnostic	NOUN
easat-4182	285	4	and	and	CCONJ
easat-4182	285	5	correlation	correlation	NOUN
easat-4182	285	6	matrix	matrix	NOUN
easat-4182	285	7	show	show	NOUN
easat-4182	285	8	that	that	SCONJ
easat-4182	285	9	the	the	DET
easat-4182	285	10	variables	variable	NOUN
easat-4182	285	11	are	be	AUX
easat-4182	285	12	highly	highly	ADV
easat-4182	285	13	interconnected	interconnected	ADJ
easat-4182	285	14	,	,	PUNCT
easat-4182	285	15	hence	hence	ADV
easat-4182	285	16	providing	provide	VERB
easat-4182	285	17	windows	window	NOUN
easat-4182	285	18	of	of	ADP
easat-4182	285	19	opportunity	opportunity	NOUN
easat-4182	285	20	that	that	PRON
easat-4182	285	21	call	call	VERB
easat-4182	285	22	for	for	ADP
easat-4182	285	23	policy	policy	NOUN
easat-4182	285	24	intervention	intervention	NOUN
easat-4182	285	25	with	with	ADP
easat-4182	285	26	care	care	NOUN
easat-4182	285	27	.	.	PUNCT
easat-4182	286	1	these	these	DET
easat-4182	286	2	findings	finding	NOUN
easat-4182	286	3	affirm	affirm	NOUN
easat-4182	286	4	that	that	SCONJ
easat-4182	286	5	economic	economic	ADJ
easat-4182	286	6	growth	growth	NOUN
easat-4182	286	7	in	in	ADP
easat-4182	286	8	qatar	qatar	PROPN
easat-4182	286	9	is	be	AUX
easat-4182	286	10	pegged	peg	VERB
easat-4182	286	11	on	on	ADP
easat-4182	286	12	educational	educational	ADJ
easat-4182	286	13	improvements	improvement	NOUN
easat-4182	286	14	and	and	CCONJ
easat-4182	286	15	sustainable	sustainable	ADJ
easat-4182	286	16	development	development	NOUN
easat-4182	286	17	.	.	PUNCT
easat-4182	287	1	however	however	ADV
easat-4182	287	2	,	,	PUNCT
easat-4182	287	3	the	the	DET
easat-4182	287	4	findings	finding	NOUN
easat-4182	287	5	also	also	ADV
easat-4182	287	6	suggest	suggest	VERB
easat-4182	287	7	a	a	DET
easat-4182	287	8	need	need	NOUN
easat-4182	287	9	for	for	ADP
easat-4182	287	10	more	more	ADV
easat-4182	287	11	robust	robust	ADJ
easat-4182	287	12	interventions	intervention	NOUN
easat-4182	287	13	in	in	ADP
easat-4182	287	14	certain	certain	ADJ
easat-4182	287	15	areas	area	NOUN
easat-4182	287	16	if	if	SCONJ
easat-4182	287	17	the	the	DET
easat-4182	287	18	full	full	ADJ
easat-4182	287	19	potential	potential	NOUN
easat-4182	287	20	for	for	ADP
easat-4182	287	21	gdp	gdp	NOUN
easat-4182	287	22	growth	growth	NOUN
easat-4182	287	23	is	be	AUX
easat-4182	287	24	to	to	PART
easat-4182	287	25	be	be	AUX
easat-4182	287	26	realized	realize	VERB
easat-4182	287	27	.	.	PUNCT
easat-4182	288	1	fundamentally	fundamentally	ADV
easat-4182	288	2	,	,	PUNCT
easat-4182	288	3	this	this	DET
easat-4182	288	4	model	model	NOUN
easat-4182	288	5	stresses	stress	VERB
easat-4182	288	6	the	the	DET
easat-4182	288	7	need	need	NOUN
easat-4182	288	8	for	for	ADP
easat-4182	288	9	an	an	DET
easat-4182	288	10	effective	effective	ADJ
easat-4182	288	11	linkage	linkage	NOUN
easat-4182	288	12	between	between	ADP
easat-4182	288	13	the	the	DET
easat-4182	288	14	education	education	NOUN
easat-4182	288	15	and	and	CCONJ
easat-4182	288	16	economic	economic	ADJ
easat-4182	288	17	policies	policy	NOUN
easat-4182	288	18	of	of	ADP
easat-4182	288	19	qatar	qatar	NOUN
easat-4182	288	20	for	for	ADP
easat-4182	288	21	the	the	DET
easat-4182	288	22	realization	realization	NOUN
easat-4182	288	23	of	of	ADP
easat-4182	288	24	the	the	DET
easat-4182	288	25	full	full	ADJ
easat-4182	288	26	potential	potential	NOUN
easat-4182	288	27	of	of	ADP
easat-4182	288	28	the	the	DET
easat-4182	288	29	factors	factor	NOUN
easat-4182	288	30	that	that	PRON
easat-4182	288	31	support	support	VERB
easat-4182	288	32	sustainable	sustainable	ADJ
easat-4182	288	33	economic	economic	ADJ
easat-4182	288	34	growth	growth	NOUN
easat-4182	288	35	.	.	PUNCT
easat-4182	289	1	in	in	ADP
easat-4182	289	2	this	this	DET
easat-4182	289	3	way	way	NOUN
easat-4182	289	4	,	,	PUNCT
easat-4182	289	5	qatar	qatar	PROPN
easat-4182	289	6	will	will	AUX
easat-4182	289	7	be	be	AUX
easat-4182	289	8	capable	capable	ADJ
easat-4182	289	9	of	of	ADP
easat-4182	289	10	realizing	realize	VERB
easat-4182	289	11	its	its	PRON
easat-4182	289	12	economic	economic	ADJ
easat-4182	289	13	objectives	objective	NOUN
easat-4182	289	14	with	with	ADP
easat-4182	289	15	efficiency	efficiency	NOUN
easat-4182	289	16	,	,	PUNCT
easat-4182	289	17	which	which	PRON
easat-4182	289	18	consequently	consequently	ADV
easat-4182	289	19	opens	open	VERB
easat-4182	289	20	all	all	DET
easat-4182	289	21	avenues	avenue	NOUN
easat-4182	289	22	of	of	ADP
easat-4182	289	23	achieving	achieve	VERB
easat-4182	289	24	sustained	sustained	ADJ
easat-4182	289	25	and	and	CCONJ
easat-4182	289	26	inclusive	inclusive	ADJ
easat-4182	289	27	development	development	NOUN
easat-4182	289	28	.	.	PUNCT
easat-4182	290	1	these	these	PRON
easat-4182	290	2	follow	follow	VERB
easat-4182	290	3	from	from	ADP
easat-4182	290	4	a	a	DET
easat-4182	290	5	set	set	NOUN
easat-4182	290	6	of	of	ADP
easat-4182	290	7	policy	policy	NOUN
easat-4182	290	8	recommendations	recommendation	NOUN
easat-4182	290	9	emanating	emanate	VERB
easat-4182	290	10	from	from	ADP
easat-4182	290	11	the	the	DET
easat-4182	290	12	analysis	analysis	NOUN
easat-4182	290	13	for	for	ADP
easat-4182	290	14	enhancing	enhance	VERB
easat-4182	290	15	qatar	qatar	PROPN
easat-4182	290	16	's	's	PART
easat-4182	290	17	road	road	NOUN
easat-4182	290	18	to	to	ADP
easat-4182	290	19	sustainable	sustainable	ADJ
easat-4182	290	20	economic	economic	ADJ
easat-4182	290	21	growth	growth	NOUN
easat-4182	290	22	.	.	PUNCT
easat-4182	291	1	industry	industry	NOUN
easat-4182	291	2	-	-	PUNCT
easat-4182	291	3	academia	academia	NOUN
easat-4182	291	4	collaboration	collaboration	NOUN
easat-4182	291	5	needs	need	NOUN
easat-4182	291	6	to	to	PART
easat-4182	291	7	be	be	AUX
easat-4182	291	8	strengthened	strengthen	VERB
easat-4182	291	9	;	;	PUNCT
easat-4182	291	10	the	the	DET
easat-4182	291	11	negative	negative	ADJ
easat-4182	291	12	coefficient	coefficient	NOUN
easat-4182	291	13	for	for	ADP
easat-4182	291	14	this	this	DET
easat-4182	291	15	variable	variable	NOUN
easat-4182	291	16	would	would	AUX
easat-4182	291	17	suggest	suggest	VERB
easat-4182	291	18	inefficiency	inefficiency	NOUN
easat-4182	291	19	or	or	CCONJ
easat-4182	291	20	missed	miss	VERB
easat-4182	291	21	opportunities	opportunity	NOUN
easat-4182	291	22	for	for	ADP
easat-4182	291	23	applied	apply	VERB
easat-4182	291	24	,	,	PUNCT
easat-4182	291	25	market	market	NOUN
easat-4182	291	26	-	-	PUNCT
easat-4182	291	27	relevant	relevant	ADJ
easat-4182	291	28	knowledge	knowledge	NOUN
easat-4182	291	29	transfer	transfer	NOUN
easat-4182	291	30	.	.	PUNCT
easat-4182	292	1	partnerships	partnership	NOUN
easat-4182	292	2	between	between	ADP
easat-4182	292	3	universities	university	NOUN
easat-4182	292	4	and	and	CCONJ
easat-4182	292	5	industries	industry	NOUN
easat-4182	292	6	,	,	PUNCT
easat-4182	292	7	co	co	NOUN
easat-4182	292	8	-	-	NOUN
easat-4182	292	9	development	development	NOUN
easat-4182	292	10	of	of	ADP
easat-4182	292	11	curriculum	curriculum	NOUN
easat-4182	292	12	,	,	PUNCT
easat-4182	292	13	support	support	NOUN
easat-4182	292	14	for	for	ADP
easat-4182	292	15	joint	joint	ADJ
easat-4182	292	16	research	research	NOUN
easat-4182	292	17	initiatives	initiative	NOUN
easat-4182	292	18	,	,	PUNCT
easat-4182	292	19	may	may	AUX
easat-4182	292	20	bring	bring	VERB
easat-4182	292	21	better	well	ADJ
easat-4182	292	22	alignment	alignment	NOUN
easat-4182	292	23	with	with	ADP
easat-4182	292	24	the	the	DET
easat-4182	292	25	demands	demand	NOUN
easat-4182	292	26	of	of	ADP
easat-4182	292	27	the	the	DET
easat-4182	292	28	labor	labor	NOUN
easat-4182	292	29	market	market	NOUN
easat-4182	292	30	.	.	PUNCT
easat-4182	293	1	the	the	DET
easat-4182	293	2	educational	educational	ADJ
easat-4182	293	3	policies	policy	NOUN
easat-4182	293	4	would	would	AUX
easat-4182	293	5	at	at	ADP
easat-4182	293	6	the	the	DET
easat-4182	293	7	same	same	ADJ
easat-4182	293	8	time	time	NOUN
easat-4182	293	9	be	be	AUX
easat-4182	293	10	refined	refine	VERB
easat-4182	293	11	in	in	ADP
easat-4182	293	12	tandem	tandem	NOUN
easat-4182	293	13	to	to	PART
easat-4182	293	14	more	more	ADV
easat-4182	293	15	accurately	accurately	ADV
easat-4182	293	16	reflect	reflect	VERB
easat-4182	293	17	the	the	DET
easat-4182	293	18	labor	labor	NOUN
easat-4182	293	19	market	market	NOUN
easat-4182	293	20	's	's	PART
easat-4182	293	21	needs	need	NOUN
easat-4182	293	22	,	,	PUNCT
easat-4182	293	23	considering	consider	VERB
easat-4182	293	24	the	the	DET
easat-4182	293	25	negative	negative	ADJ
easat-4182	293	26	relationship	relationship	NOUN
easat-4182	293	27	that	that	PRON
easat-4182	293	28	exists	exist	VERB
easat-4182	293	29	between	between	ADP
easat-4182	293	30	educational	educational	ADJ
easat-4182	293	31	attainment	attainment	NOUN
easat-4182	293	32	and	and	CCONJ
easat-4182	293	33	gdp	gdp	NOUN
easat-4182	293	34	,	,	PUNCT
easat-4182	293	35	which	which	PRON
easat-4182	293	36	presumes	presume	VERB
easat-4182	293	37	a	a	DET
easat-4182	293	38	gap	gap	NOUN
easat-4182	293	39	in	in	ADP
easat-4182	293	40	attainment	attainment	NOUN
easat-4182	293	41	that	that	PRON
easat-4182	293	42	is	be	AUX
easat-4182	293	43	in	in	ADP
easat-4182	293	44	order	order	NOUN
easat-4182	293	45	.	.	PUNCT
easat-4182	294	1	this	this	DET
easat-4182	294	2	policy	policy	NOUN
easat-4182	294	3	would	would	AUX
easat-4182	294	4	support	support	VERB
easat-4182	294	5	vocational	vocational	ADJ
easat-4182	294	6	training	training	NOUN
easat-4182	294	7	programs	program	NOUN
easat-4182	294	8	,	,	PUNCT
easat-4182	294	9	stem	stem	NOUN
easat-4182	294	10	education	education	NOUN
easat-4182	294	11	,	,	PUNCT
easat-4182	294	12	and	and	CCONJ
easat-4182	294	13	career	career	NOUN
easat-4182	294	14	guidance	guidance	NOUN
easat-4182	294	15	services	service	NOUN
easat-4182	294	16	that	that	PRON
easat-4182	294	17	would	would	AUX
easat-4182	294	18	increase	increase	VERB
easat-4182	294	19	graduate	graduate	ADJ
easat-4182	294	20	employability	employability	NOUN
easat-4182	294	21	,	,	PUNCT
easat-4182	294	22	thereby	thereby	ADV
easat-4182	294	23	linking	link	VERB
easat-4182	294	24	educational	educational	ADJ
easat-4182	294	25	outcomes	outcome	NOUN
easat-4182	294	26	to	to	ADP
easat-4182	294	27	the	the	DET
easat-4182	294	28	workforce	workforce	NOUN
easat-4182	294	29	.	.	PUNCT
easat-4182	295	1	income	income	NOUN
easat-4182	295	2	disparities	disparity	NOUN
easat-4182	295	3	create	create	VERB
easat-4182	295	4	a	a	DET
easat-4182	295	5	further	further	ADJ
easat-4182	295	6	obstacle	obstacle	NOUN
easat-4182	295	7	to	to	ADP
easat-4182	295	8	growth	growth	NOUN
easat-4182	295	9	,	,	PUNCT
easat-4182	295	10	while	while	SCONJ
easat-4182	295	11	a	a	DET
easat-4182	295	12	decrease	decrease	NOUN
easat-4182	295	13	in	in	ADP
easat-4182	295	14	such	such	ADJ
easat-4182	295	15	inequalities	inequality	NOUN
easat-4182	295	16	via	via	ADP
easat-4182	295	17	inclusive	inclusive	ADJ
easat-4182	295	18	economic	economic	ADJ
easat-4182	295	19	policies	policy	NOUN
easat-4182	295	20	would	would	AUX
easat-4182	295	21	go	go	VERB
easat-4182	295	22	a	a	DET
easat-4182	295	23	long	long	ADJ
easat-4182	295	24	way	way	NOUN
easat-4182	295	25	in	in	ADP
easat-4182	295	26	benefiting	benefit	VERB
easat-4182	295	27	the	the	DET
easat-4182	295	28	overall	overall	ADJ
easat-4182	295	29	economic	economic	ADJ
easat-4182	295	30	health	health	NOUN
easat-4182	295	31	of	of	ADP
easat-4182	295	32	qatar	qatar	PROPN
easat-4182	295	33	.	.	PUNCT
easat-4182	296	1	similarly	similarly	ADV
easat-4182	296	2	,	,	PUNCT
easat-4182	296	3	policy	policy	NOUN
easat-4182	296	4	measures	measure	NOUN
easat-4182	296	5	channeled	channel	VERB
easat-4182	296	6	at	at	ADP
easat-4182	296	7	promoting	promote	VERB
easat-4182	296	8	the	the	DET
easat-4182	296	9	development	development	NOUN
easat-4182	296	10	of	of	ADP
easat-4182	296	11	smes	sme	NOUN
easat-4182	296	12	,	,	PUNCT
easat-4182	296	13	stimulating	stimulate	VERB
easat-4182	296	14	wage	wage	NOUN
easat-4182	296	15	increase	increase	NOUN
easat-4182	296	16	,	,	PUNCT
easat-4182	296	17	and	and	CCONJ
easat-4182	296	18	creating	create	VERB
easat-4182	296	19	wider	wide	ADJ
easat-4182	296	20	participation	participation	NOUN
easat-4182	296	21	in	in	ADP
easat-4182	296	22	economic	economic	ADJ
easat-4182	296	23	activities	activity	NOUN
easat-4182	296	24	-	-	PUNCT
easat-4182	296	25	particularly	particularly	ADV
easat-4182	296	26	among	among	ADP
easat-4182	296	27	those	those	PRON
easat-4182	296	28	earning	earn	VERB
easat-4182	296	29	low	low	ADJ
easat-4182	296	30	incomes	income	NOUN
easat-4182	296	31	-	-	PUNCT
easat-4182	296	32	would	would	AUX
easat-4182	296	33	be	be	AUX
easat-4182	296	34	suggestive	suggestive	ADJ
easat-4182	296	35	to	to	PART
easat-4182	296	36	address	address	VERB
easat-4182	296	37	this	this	DET
easat-4182	296	38	concern	concern	NOUN
easat-4182	296	39	.	.	PUNCT
easat-4182	297	1	meanwhile	meanwhile	ADV
easat-4182	297	2	,	,	PUNCT
easat-4182	297	3	in	in	ADP
easat-4182	297	4	qatar	qatar	NOUN
easat-4182	297	5	,	,	PUNCT
easat-4182	297	6	there	there	PRON
easat-4182	297	7	is	be	VERB
easat-4182	297	8	a	a	DET
easat-4182	297	9	strong	strong	ADJ
easat-4182	297	10	link	link	NOUN
easat-4182	297	11	between	between	ADP
easat-4182	297	12	qualified	qualified	ADJ
easat-4182	297	13	labor	labor	NOUN
easat-4182	297	14	and	and	CCONJ
easat-4182	297	15	gdp	gdp	NOUN
easat-4182	297	16	,	,	PUNCT
easat-4182	297	17	something	something	PRON
easat-4182	297	18	that	that	PRON
easat-4182	297	19	points	point	VERB
easat-4182	297	20	out	out	ADP
easat-4182	297	21	the	the	DET
easat-4182	297	22	necessity	necessity	NOUN
easat-4182	297	23	of	of	ADP
easat-4182	297	24	investing	invest	VERB
easat-4182	297	25	in	in	ADP
easat-4182	297	26	innovation	innovation	NOUN
easat-4182	297	27	and	and	CCONJ
easat-4182	297	28	skill	skill	NOUN
easat-4182	297	29	development	development	NOUN
easat-4182	297	30	.	.	PUNCT
easat-4182	298	1	training	training	NOUN
easat-4182	298	2	programs	program	NOUN
easat-4182	298	3	,	,	PUNCT
easat-4182	298	4	innovative	innovative	ADJ
easat-4182	298	5	hubs	hub	NOUN
easat-4182	298	6	,	,	PUNCT
easat-4182	298	7	research	research	NOUN
easat-4182	298	8	funding	funding	NOUN
easat-4182	298	9	-	-	PUNCT
easat-4182	298	10	these	these	PRON
easat-4182	298	11	could	could	AUX
easat-4182	298	12	establish	establish	VERB
easat-4182	298	13	a	a	DET
easat-4182	298	14	high	high	ADV
easat-4182	298	15	-	-	PUNCT
easat-4182	298	16	skilled	skilled	ADJ
easat-4182	298	17	,	,	PUNCT
easat-4182	298	18	flexible	flexible	ADJ
easat-4182	298	19	workforce	workforce	NOUN
easat-4182	298	20	and	and	CCONJ
easat-4182	298	21	make	make	VERB
easat-4182	298	22	the	the	DET
easat-4182	298	23	country	country	NOUN
easat-4182	298	24	more	more	ADV
easat-4182	298	25	competitive	competitive	ADJ
easat-4182	298	26	in	in	ADP
easat-4182	298	27	a	a	DET
easat-4182	298	28	rapidly	rapidly	ADV
easat-4182	298	29	changing	change	VERB
easat-4182	298	30	global	global	ADJ
easat-4182	298	31	economy	economy	NOUN
easat-4182	298	32	.	.	PUNCT
easat-4182	299	1	with	with	ADP
easat-4182	299	2	the	the	DET
easat-4182	299	3	very	very	ADV
easat-4182	299	4	high	high	ADJ
easat-4182	299	5	vif	vif	NOUN
easat-4182	299	6	for	for	ADP
easat-4182	299	7	educational	educational	ADJ
easat-4182	299	8	attainment	attainment	NOUN
easat-4182	299	9	in	in	ADP
easat-4182	299	10	this	this	DET
easat-4182	299	11	model	model	NOUN
easat-4182	299	12	,	,	PUNCT
easat-4182	299	13	there	there	PRON
easat-4182	299	14	likely	likely	ADV
easat-4182	299	15	exist	exist	VERB
easat-4182	299	16	redundancies	redundancy	NOUN
easat-4182	299	17	in	in	ADP
easat-4182	299	18	how	how	SCONJ
easat-4182	299	19	this	this	DET
easat-4182	299	20	factor	factor	NOUN
easat-4182	299	21	is	be	AUX
easat-4182	299	22	modeled	model	VERB
easat-4182	299	23	,	,	PUNCT
easat-4182	299	24	and	and	CCONJ
easat-4182	299	25	thus	thus	ADV
easat-4182	299	26	,	,	PUNCT
easat-4182	299	27	the	the	DET
easat-4182	299	28	model	model	NOUN
easat-4182	299	29	may	may	AUX
easat-4182	299	30	need	need	VERB
easat-4182	299	31	to	to	PART
easat-4182	299	32	be	be	AUX
easat-4182	299	33	adjusted	adjust	VERB
easat-4182	299	34	further	far	ADV
easat-4182	299	35	.	.	PUNCT
easat-4182	300	1	it	it	PRON
easat-4182	300	2	could	could	AUX
easat-4182	300	3	be	be	AUX
easat-4182	300	4	further	far	ADV
easat-4182	300	5	improved	improve	VERB
easat-4182	300	6	by	by	ADP
easat-4182	300	7	considering	consider	VERB
easat-4182	300	8	alternative	alternative	ADJ
easat-4182	300	9	model	model	NOUN
easat-4182	300	10	specifications	specification	NOUN
easat-4182	300	11	or	or	CCONJ
easat-4182	300	12	a	a	DET
easat-4182	300	13	more	more	ADV
easat-4182	300	14	fine	fine	ADV
easat-4182	300	15	-	-	PUNCT
easat-4182	300	16	grained	grain	VERB
easat-4182	300	17	approach	approach	NOUN
easat-4182	300	18	to	to	ADP
easat-4182	300	19	the	the	DET
easat-4182	300	20	educational	educational	ADJ
easat-4182	300	21	variables	variable	NOUN
easat-4182	300	22	-	-	PUNCT
easat-4182	300	23	such	such	ADJ
easat-4182	300	24	as	as	ADP
easat-4182	300	25	quality	quality	NOUN
easat-4182	300	26	indicators	indicator	NOUN
easat-4182	300	27	or	or	CCONJ
easat-4182	300	28	field	field	NOUN
easat-4182	300	29	-	-	PUNCT
easat-4182	300	30	specific	specific	ADJ
easat-4182	300	31	attainments	attainment	NOUN
easat-4182	300	32	.	.	PUNCT
easat-4182	301	1	again	again	ADV
easat-4182	301	2	,	,	PUNCT
easat-4182	301	3	while	while	SCONJ
easat-4182	301	4	the	the	DET
easat-4182	301	5	education	education	NOUN
easat-4182	301	6	privatization	privatization	NOUN
easat-4182	301	7	policy	policy	NOUN
easat-4182	301	8	direction	direction	NOUN
easat-4182	301	9	in	in	ADP
easat-4182	301	10	qatar	qatar	PROPN
easat-4182	301	11	has	have	AUX
easat-4182	301	12	increased	increase	VERB
easat-4182	301	13	the	the	DET
easat-4182	301	14	number	number	NOUN
easat-4182	301	15	of	of	ADP
easat-4182	301	16	private	private	ADJ
easat-4182	301	17	schools	school	NOUN
easat-4182	301	18	and	and	CCONJ
easat-4182	301	19	enrolled	enrol	VERB
easat-4182	301	20	expatriate	expatriate	ADJ
easat-4182	301	21	students	student	NOUN
easat-4182	301	22	in	in	ADP
easat-4182	301	23	the	the	DET
easat-4182	301	24	state	state	NOUN
easat-4182	301	25	,	,	PUNCT
easat-4182	301	26	for	for	ADP
easat-4182	301	27	which	which	PRON
easat-4182	301	28	there	there	PRON
easat-4182	301	29	is	be	VERB
easat-4182	301	30	a	a	DET
easat-4182	301	31	parallel	parallel	ADJ
easat-4182	301	32	need	need	NOUN
easat-4182	301	33	to	to	PART
easat-4182	301	34	invest	invest	VERB
easat-4182	301	35	in	in	ADP
easat-4182	301	36	the	the	DET
easat-4182	301	37	public	public	ADJ
easat-4182	301	38	sector	sector	NOUN
easat-4182	301	39	to	to	PART
easat-4182	301	40	ensure	ensure	VERB
easat-4182	301	41	equity	equity	NOUN
easat-4182	301	42	in	in	ADP
easat-4182	301	43	access	access	NOUN
easat-4182	301	44	to	to	ADP
easat-4182	301	45	quality	quality	NOUN
easat-4182	301	46	education	education	NOUN
easat-4182	301	47	for	for	ADP
easat-4182	301	48	all	all	DET
easat-4182	301	49	residents	resident	NOUN
easat-4182	301	50	of	of	ADP
easat-4182	301	51	qatar	qatar	NOUN
easat-4182	301	52	.	.	PUNCT
easat-4182	302	1	this	this	PRON
easat-4182	302	2	would	would	AUX
easat-4182	302	3	,	,	PUNCT
easat-4182	302	4	in	in	ADP
easat-4182	302	5	turn	turn	NOUN
easat-4182	302	6	,	,	PUNCT
easat-4182	302	7	strike	strike	VERB
easat-4182	302	8	a	a	DET
easat-4182	302	9	balance	balance	NOUN
easat-4182	302	10	toward	toward	ADP
easat-4182	302	11	long	long	ADJ
easat-4182	302	12	-	-	PUNCT
easat-4182	302	13	term	term	NOUN
easat-4182	302	14	economic	economic	ADJ
easat-4182	302	15	stability	stability	NOUN
easat-4182	302	16	and	and	CCONJ
easat-4182	302	17	inclusiveness	inclusiveness	NOUN
easat-4182	302	18	within	within	ADP
easat-4182	302	19	the	the	DET
easat-4182	302	20	education	education	NOUN
easat-4182	302	21	sector	sector	NOUN
easat-4182	302	22	.	.	PUNCT
easat-4182	303	1	strengthening	strengthen	VERB
easat-4182	303	2	such	such	ADJ
easat-4182	303	3	systems	system	NOUN
easat-4182	303	4	of	of	ADP
easat-4182	303	5	data	datum	NOUN
easat-4182	303	6	collection	collection	NOUN
easat-4182	303	7	and	and	CCONJ
easat-4182	303	8	monitoring	monitoring	NOUN
easat-4182	303	9	would	would	AUX
easat-4182	303	10	further	far	ADV
easat-4182	303	11	enhance	enhance	VERB
easat-4182	303	12	the	the	DET
easat-4182	303	13	capacity	capacity	NOUN
easat-4182	303	14	for	for	ADP
easat-4182	303	15	economic	economic	ADJ
easat-4182	303	16	analysis	analysis	NOUN
easat-4182	303	17	in	in	ADP
easat-4182	303	18	qatar	qatar	NOUN
easat-4182	303	19	for	for	ADP
easat-4182	303	20	more	more	ADV
easat-4182	303	21	accurate	accurate	ADJ
easat-4182	303	22	,	,	PUNCT
easat-4182	303	23	disaggregated	disaggregate	VERB
easat-4182	303	24	indicators	indicator	NOUN
easat-4182	303	25	within	within	ADP
easat-4182	303	26	education	education	NOUN
easat-4182	303	27	,	,	PUNCT
easat-4182	303	28	labor	labor	NOUN
easat-4182	303	29	skills	skill	NOUN
easat-4182	303	30	,	,	PUNCT
easat-4182	303	31	and	and	CCONJ
easat-4182	303	32	economic	economic	ADJ
easat-4182	303	33	performance	performance	NOUN
easat-4182	303	34	.	.	PUNCT
easat-4182	304	1	this	this	PRON
easat-4182	304	2	will	will	AUX
easat-4182	304	3	ensure	ensure	VERB
easat-4182	304	4	that	that	SCONJ
easat-4182	304	5	informed	informed	ADJ
easat-4182	304	6	and	and	CCONJ
easat-4182	304	7	data	data	NOUN
easat-4182	304	8	-	-	PUNCT
easat-4182	304	9	driven	drive	VERB
easat-4182	304	10	decision	decision	NOUN
easat-4182	304	11	-	-	PUNCT
easat-4182	304	12	making	making	NOUN
easat-4182	304	13	is	be	AUX
easat-4182	304	14	enabled	enable	VERB
easat-4182	304	15	,	,	PUNCT
easat-4182	304	16	hence	hence	ADV
easat-4182	304	17	allowing	allow	VERB
easat-4182	304	18	interventions	intervention	NOUN
easat-4182	304	19	into	into	ADP
easat-4182	304	20	appropriate	appropriate	ADJ
easat-4182	304	21	policy	policy	NOUN
easat-4182	304	22	adjustments	adjustment	NOUN
easat-4182	304	23	where	where	SCONJ
easat-4182	304	24	necessary	necessary	ADJ
easat-4182	304	25	.	.	PUNCT
easat-4182	305	1	finally	finally	ADV
easat-4182	305	2	,	,	PUNCT
easat-4182	305	3	an	an	DET
easat-4182	305	4	integrated	integrated	ADJ
easat-4182	305	5	approach	approach	NOUN
easat-4182	305	6	to	to	ADP
easat-4182	305	7	development	development	NOUN
easat-4182	305	8	by	by	ADP
easat-4182	305	9	ensuring	ensure	VERB
easat-4182	305	10	policy	policy	NOUN
easat-4182	305	11	inclusiveness	inclusiveness	NOUN
easat-4182	305	12	would	would	AUX
easat-4182	305	13	be	be	AUX
easat-4182	305	14	achieved	achieve	VERB
easat-4182	305	15	through	through	ADP
easat-4182	305	16	the	the	DET
easat-4182	305	17	563	563	NUM
easat-4182	305	18	edelweiss	edelweiss	PROPN
easat-4182	305	19	applied	apply	VERB
easat-4182	305	20	science	science	NOUN
easat-4182	305	21	and	and	CCONJ
easat-4182	305	22	technology	technology	NOUN
easat-4182	305	23	issn	issn	PROPN
easat-4182	305	24	:	:	PUNCT
easat-4182	305	25	2576	2576	NUM
easat-4182	305	26	-	-	SYM
easat-4182	305	27	8484	8484	NUM
easat-4182	305	28	vol	vol	NOUN
easat-4182	305	29	.	.	PROPN
easat-4182	306	1	9	9	NUM
easat-4182	306	2	,	,	PUNCT
easat-4182	306	3	no	no	INTJ
easat-4182	306	4	.	.	NOUN
easat-4182	306	5	1	1	NUM
easat-4182	306	6	:	:	PUNCT
easat-4182	306	7	546	546	NUM
easat-4182	306	8	-	-	SYM
easat-4182	306	9	563	563	NUM
easat-4182	306	10	,	,	PUNCT
easat-4182	306	11	2025	2025	NUM
easat-4182	306	12	doi	doi	NOUN
easat-4182	306	13	:	:	PUNCT
easat-4182	306	14	10.55214/25768484.v9i1.4182	10.55214/25768484.v9i1.4182	PROPN
easat-4182	306	15	©	©	PROPN
easat-4182	306	16	2025	2025	NUM
easat-4182	306	17	by	by	ADP
easat-4182	306	18	the	the	DET
easat-4182	306	19	authors	author	NOUN
easat-4182	306	20	;	;	PUNCT
easat-4182	306	21	licensee	licensee	PROPN
easat-4182	306	22	learning	learn	VERB
easat-4182	306	23	gate	gate	PROPN
easat-4182	306	24	engagement	engagement	NOUN
easat-4182	306	25	of	of	ADP
easat-4182	306	26	government	government	NOUN
easat-4182	306	27	agencies	agency	NOUN
easat-4182	306	28	,	,	PUNCT
easat-4182	306	29	the	the	DET
easat-4182	306	30	private	private	ADJ
easat-4182	306	31	sector	sector	NOUN
easat-4182	306	32	,	,	PUNCT
easat-4182	306	33	education	education	NOUN
easat-4182	306	34	institutions	institution	NOUN
easat-4182	306	35	,	,	PUNCT
easat-4182	306	36	and	and	CCONJ
easat-4182	306	37	civil	civil	ADJ
easat-4182	306	38	society	society	NOUN
easat-4182	306	39	.	.	PUNCT
easat-4182	307	1	such	such	ADJ
easat-4182	307	2	inclusive	inclusive	ADJ
easat-4182	307	3	engagement	engagement	NOUN
easat-4182	307	4	could	could	AUX
easat-4182	307	5	have	have	VERB
easat-4182	307	6	a	a	DET
easat-4182	307	7	better	well	ADJ
easat-4182	307	8	alignment	alignment	NOUN
easat-4182	307	9	of	of	ADP
easat-4182	307	10	qatar	qatar	NOUN
easat-4182	307	11	's	's	PART
easat-4182	307	12	educational	educational	ADJ
easat-4182	307	13	and	and	CCONJ
easat-4182	307	14	economic	economic	ADJ
easat-4182	307	15	policies	policy	NOUN
easat-4182	307	16	with	with	ADP
easat-4182	307	17	the	the	DET
easat-4182	307	18	various	various	ADJ
easat-4182	307	19	needs	need	NOUN
easat-4182	307	20	of	of	ADP
easat-4182	307	21	its	its	PRON
easat-4182	307	22	population	population	NOUN
easat-4182	307	23	for	for	ADP
easat-4182	307	24	inclusive	inclusive	ADJ
easat-4182	307	25	sustainable	sustainable	ADJ
easat-4182	307	26	growth	growth	NOUN
easat-4182	307	27	.	.	PUNCT
easat-4182	308	1	transparency	transparency	NOUN
easat-4182	308	2	:	:	PUNCT
easat-4182	308	3	the	the	DET
easat-4182	308	4	authors	author	NOUN
easat-4182	308	5	confirm	confirm	VERB
easat-4182	308	6	that	that	SCONJ
easat-4182	308	7	the	the	DET
easat-4182	308	8	manuscript	manuscript	NOUN
easat-4182	308	9	is	be	AUX
easat-4182	308	10	an	an	DET
easat-4182	308	11	honest	honest	ADJ
easat-4182	308	12	,	,	PUNCT
easat-4182	308	13	accurate	accurate	ADJ
easat-4182	308	14	,	,	PUNCT
easat-4182	308	15	and	and	CCONJ
easat-4182	308	16	transparent	transparent	ADJ
easat-4182	308	17	account	account	NOUN
easat-4182	308	18	of	of	ADP
easat-4182	308	19	the	the	DET
easat-4182	308	20	study	study	NOUN
easat-4182	308	21	;	;	PUNCT
easat-4182	308	22	that	that	SCONJ
easat-4182	308	23	no	no	DET
easat-4182	308	24	vital	vital	ADJ
easat-4182	308	25	features	feature	NOUN
easat-4182	308	26	of	of	ADP
easat-4182	308	27	the	the	DET
easat-4182	308	28	study	study	NOUN
easat-4182	308	29	have	have	AUX
easat-4182	308	30	been	be	AUX
easat-4182	308	31	omitted	omit	VERB
easat-4182	308	32	;	;	PUNCT
easat-4182	308	33	and	and	CCONJ
easat-4182	308	34	that	that	SCONJ
easat-4182	308	35	any	any	DET
easat-4182	308	36	discrepancies	discrepancy	NOUN
easat-4182	308	37	from	from	ADP
easat-4182	308	38	the	the	DET
easat-4182	308	39	study	study	NOUN
easat-4182	308	40	as	as	SCONJ
easat-4182	308	41	planned	plan	VERB
easat-4182	308	42	have	have	AUX
easat-4182	308	43	been	be	AUX
easat-4182	308	44	explained	explain	VERB
easat-4182	308	45	.	.	PUNCT
easat-4182	309	1	this	this	DET
easat-4182	309	2	study	study	NOUN
easat-4182	309	3	followed	follow	VERB
easat-4182	309	4	all	all	DET
easat-4182	309	5	ethical	ethical	ADJ
easat-4182	309	6	practices	practice	NOUN
easat-4182	309	7	during	during	ADP
easat-4182	309	8	writing	writing	NOUN
easat-4182	309	9	.	.	PUNCT
easat-4182	310	1	copyright	copyright	NOUN
easat-4182	310	2	:	:	PUNCT
easat-4182	310	3	©	©	PROPN
easat-4182	310	4	2025	2025	NUM
easat-4182	310	5	by	by	ADP
easat-4182	310	6	the	the	DET
easat-4182	310	7	authors	author	NOUN
easat-4182	310	8	.	.	PUNCT
easat-4182	311	1	this	this	DET
easat-4182	311	2	open	open	ADJ
easat-4182	311	3	-	-	PUNCT
easat-4182	311	4	access	access	NOUN
easat-4182	311	5	article	article	NOUN
easat-4182	311	6	is	be	AUX
easat-4182	311	7	distributed	distribute	VERB
easat-4182	311	8	under	under	ADP
easat-4182	311	9	the	the	DET
easat-4182	311	10	terms	term	NOUN
easat-4182	311	11	and	and	CCONJ
easat-4182	311	12	conditions	condition	NOUN
easat-4182	311	13	of	of	ADP
easat-4182	311	14	the	the	DET
easat-4182	311	15	creative	creative	ADJ
easat-4182	311	16	commons	common	NOUN
easat-4182	311	17	attribution	attribution	NOUN
easat-4182	311	18	(	(	PUNCT
easat-4182	311	19	cc	cc	NOUN
easat-4182	311	20	by	by	ADP
easat-4182	311	21	)	)	PUNCT
easat-4182	311	22	license	license	NOUN
easat-4182	311	23	(	(	PUNCT
easat-4182	311	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-4182	311	25	)	)	PUNCT
easat-4182	311	26	.	.	PUNCT
easat-4182	312	1	references	reference	NOUN
easat-4182	312	2	[	[	X
easat-4182	312	3	1	1	NUM
easat-4182	312	4	]	]	PUNCT
easat-4182	312	5	a.	a.	PROPN
easat-4182	312	6	al	al	PROPN
easat-4182	312	7	-	-	PUNCT
easat-4182	312	8	fadala	fadala	PROPN
easat-4182	312	9	,	,	PUNCT
easat-4182	312	10	"	"	PUNCT
easat-4182	312	11	wise	wise	ADJ
easat-4182	312	12	11	11	NUM
easat-4182	312	13	summit	summit	NOUN
easat-4182	312	14	report	report	NOUN
easat-4182	312	15	&	&	CCONJ
easat-4182	312	16	policy	policy	NOUN
easat-4182	312	17	recommendations	recommendation	NOUN
easat-4182	312	18	world	world	NOUN
easat-4182	312	19	innovation	innovation	NOUN
easat-4182	312	20	summit	summit	NOUN
easat-4182	312	21	for	for	ADP
easat-4182	312	22	education	education	NOUN
easat-4182	312	23	(	(	PUNCT
easat-4182	312	24	wise	wise	ADJ
easat-4182	312	25	)	)	PUNCT
easat-4182	312	26	,	,	PUNCT
easat-4182	312	27	"	"	PUNCT
easat-4182	312	28	retrieved	retrieve	VERB
easat-4182	312	29	:	:	PUNCT
easat-4182	312	30	https://www.wise-qatar.org/wise-11-summit-report-policyrecommendations/.	https://www.wise-qatar.org/wise-11-summit-report-policyrecommendations/.	NOUN
easat-4182	312	31	2024	2024	NUM
easat-4182	312	32	.	.	PUNCT
easat-4182	313	1	[	[	X
easat-4182	313	2	2	2	NUM
easat-4182	313	3	]	]	X
easat-4182	313	4	unesco	unesco	PROPN
easat-4182	313	5	,	,	PUNCT
easat-4182	313	6	"	"	PUNCT
easat-4182	313	7	unesco	unesco	PROPN
easat-4182	313	8	and	and	CCONJ
easat-4182	313	9	partners	partner	NOUN
easat-4182	313	10	launch	launch	VERB
easat-4182	313	11	the	the	DET
easat-4182	313	12	joint	joint	ADJ
easat-4182	313	13	statement	statement	NOUN
easat-4182	313	14	for	for	ADP
easat-4182	313	15	transforming	transform	VERB
easat-4182	313	16	higher	high	ADJ
easat-4182	313	17	education	education	NOUN
easat-4182	313	18	in	in	ADP
easat-4182	313	19	emergencies	emergency	NOUN
easat-4182	313	20	,	,	PUNCT
easat-4182	313	21	"	"	PUNCT
easat-4182	313	22	retrieved	retrieve	VERB
easat-4182	313	23	:	:	PUNCT
easat-4182	313	24	https://www.unesco.org/en/articles/unesco-and-partners-launch-jointstatement-transforming-highereducation-emergencies	https://www.unesco.org/en/articles/unesco-and-partners-launch-jointstatement-transforming-highereducation-emergencie	NOUN
easat-4182	313	25	.	.	PUNCT
easat-4182	314	1	2023	2023	NUM
easat-4182	314	2	.	.	PUNCT
easat-4182	315	1	bibliography	bibliography	NOUN
easat-4182	316	1	[	[	X
easat-4182	316	2	1	1	X
easat-4182	316	3	]	]	PUNCT
easat-4182	316	4	t.	t.	PROPN
easat-4182	316	5	al	al	PROPN
easat-4182	316	6	-	-	PUNCT
easat-4182	316	7	emadi	emadi	ADJ
easat-4182	316	8	,	,	PUNCT
easat-4182	316	9	"	"	PUNCT
easat-4182	316	10	the	the	DET
easat-4182	316	11	role	role	NOUN
easat-4182	316	12	of	of	ADP
easat-4182	316	13	education	education	NOUN
easat-4182	316	14	in	in	ADP
easat-4182	316	15	economic	economic	ADJ
easat-4182	316	16	development	development	NOUN
easat-4182	316	17	:	:	PUNCT
easat-4182	316	18	a	a	DET
easat-4182	316	19	case	case	NOUN
easat-4182	316	20	study	study	NOUN
easat-4182	316	21	of	of	ADP
easat-4182	316	22	qatar	qatar	NOUN
easat-4182	316	23	,	,	PUNCT
easat-4182	316	24	"	"	PUNCT
easat-4182	316	25	journal	journal	NOUN
easat-4182	316	26	of	of	ADP
easat-4182	316	27	economic	economic	ADJ
easat-4182	316	28	studies	study	NOUN
easat-4182	316	29	,	,	PUNCT
easat-4182	316	30	2023	2023	NUM
easat-4182	316	31	.	.	PUNCT
easat-4182	317	1	[	[	X
easat-4182	317	2	2	2	NUM
easat-4182	317	3	]	]	PUNCT
easat-4182	317	4	a.	a.	PROPN
easat-4182	317	5	al	al	PROPN
easat-4182	317	6	-	-	PROPN
easat-4182	317	7	mulhim	mulhim	PROPN
easat-4182	317	8	,	,	PUNCT
easat-4182	317	9	"	"	PUNCT
easat-4182	317	10	economic	economic	ADJ
easat-4182	317	11	diversification	diversification	NOUN
easat-4182	317	12	and	and	CCONJ
easat-4182	317	13	the	the	DET
easat-4182	317	14	role	role	NOUN
easat-4182	317	15	of	of	ADP
easat-4182	317	16	higher	high	ADJ
easat-4182	317	17	education	education	NOUN
easat-4182	317	18	in	in	ADP
easat-4182	317	19	qatar	qatar	NOUN
easat-4182	317	20	,	,	PUNCT
easat-4182	317	21	"	"	PUNCT
easat-4182	317	22	economic	economic	ADJ
easat-4182	317	23	development	development	NOUN
easat-4182	317	24	quarterly	quarterly	ADV
easat-4182	317	25	,	,	PUNCT
easat-4182	317	26	2023	2023	NUM
easat-4182	317	27	.	.	PUNCT
easat-4182	318	1	[	[	X
easat-4182	318	2	3	3	X
easat-4182	318	3	]	]	X
easat-4182	318	4	h.	h.	PROPN
easat-4182	318	5	al	al	PROPN
easat-4182	318	6	-	-	PUNCT
easat-4182	318	7	thani	thani	PROPN
easat-4182	318	8	and	and	CCONJ
easat-4182	318	9	r.	r.	PROPN
easat-4182	318	10	el	el	PROPN
easat-4182	318	11	-	-	PROPN
easat-4182	318	12	masri	masri	PROPN
easat-4182	318	13	,	,	PUNCT
easat-4182	318	14	"	"	PUNCT
easat-4182	318	15	challenges	challenge	NOUN
easat-4182	318	16	and	and	CCONJ
easat-4182	318	17	opportunities	opportunity	NOUN
easat-4182	318	18	in	in	ADP
easat-4182	318	19	qatar	qatar	PROPN
easat-4182	318	20	's	's	PART
easat-4182	318	21	education	education	NOUN
easat-4182	318	22	system	system	NOUN
easat-4182	318	23	post	post	NOUN
easat-4182	318	24	-	-	ADJ
easat-4182	318	25	covid-19	covid-19	PROPN
easat-4182	318	26	,	,	PUNCT
easat-4182	318	27	"	"	PUNCT
easat-4182	318	28	international	international	ADJ
easat-4182	318	29	journal	journal	NOUN
easat-4182	318	30	of	of	ADP
easat-4182	318	31	educational	educational	ADJ
easat-4182	318	32	,	,	PUNCT
easat-4182	318	33	2021	2021	NUM
easat-4182	318	34	.	.	PUNCT
easat-4182	319	1	[	[	X
easat-4182	319	2	4	4	X
easat-4182	319	3	]	]	X
easat-4182	319	4	g.	g.	PROPN
easat-4182	319	5	s.	s.	PROPN
easat-4182	319	6	becker	becker	PROPN
easat-4182	319	7	,	,	PUNCT
easat-4182	319	8	human	human	ADJ
easat-4182	319	9	capital	capital	NOUN
easat-4182	319	10	:	:	PUNCT
easat-4182	319	11	a	a	DET
easat-4182	319	12	theoretical	theoretical	ADJ
easat-4182	319	13	and	and	CCONJ
easat-4182	319	14	empirical	empirical	ADJ
easat-4182	319	15	analysis	analysis	NOUN
easat-4182	319	16	with	with	ADP
easat-4182	319	17	special	special	ADJ
easat-4182	319	18	reference	reference	NOUN
easat-4182	319	19	to	to	ADP
easat-4182	319	20	education	education	NOUN
easat-4182	319	21	.	.	PUNCT
easat-4182	320	1	university	university	NOUN
easat-4182	320	2	of	of	ADP
easat-4182	320	3	chicago	chicago	PROPN
easat-4182	320	4	press	press	NOUN
easat-4182	320	5	,	,	PUNCT
easat-4182	320	6	2023	2023	NUM
easat-4182	320	7	.	.	PUNCT
easat-4182	321	1	[	[	X
easat-4182	321	2	5	5	X
easat-4182	321	3	]	]	PUNCT
easat-4182	321	4	s.	s.	PROPN
easat-4182	321	5	ghobadi	ghobadi	PROPN
easat-4182	321	6	and	and	CCONJ
easat-4182	321	7	a.	a.	NOUN
easat-4182	321	8	rezaei	rezaei	PROPN
easat-4182	321	9	,	,	PUNCT
easat-4182	321	10	"	"	PUNCT
easat-4182	321	11	industry	industry	NOUN
easat-4182	321	12	-	-	PUNCT
easat-4182	321	13	academia	academia	NOUN
easat-4182	321	14	collaboration	collaboration	NOUN
easat-4182	321	15	and	and	CCONJ
easat-4182	321	16	its	its	PRON
easat-4182	321	17	impact	impact	NOUN
easat-4182	321	18	on	on	ADP
easat-4182	321	19	innovation	innovation	NOUN
easat-4182	321	20	and	and	CCONJ
easat-4182	321	21	economic	economic	ADJ
easat-4182	321	22	development	development	NOUN
easat-4182	321	23	,	,	PUNCT
easat-4182	321	24	"	"	PUNCT
easat-4182	321	25	journal	journal	NOUN
easat-4182	321	26	of	of	ADP
easat-4182	321	27	innovation	innovation	NOUN
easat-4182	321	28	and	and	CCONJ
easat-4182	321	29	entrepreneurship	entrepreneurship	NOUN
easat-4182	321	30	,	,	PUNCT
easat-4182	321	31	2023	2023	NUM
easat-4182	321	32	.	.	PUNCT
easat-4182	322	1	[	[	X
easat-4182	322	2	6	6	NUM
easat-4182	322	3	]	]	PUNCT
easat-4182	322	4	m.	m.	NOUN
easat-4182	322	5	khan	khan	PROPN
easat-4182	322	6	and	and	CCONJ
easat-4182	322	7	a.	a.	PROPN
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easat-4182	322	13	reforms	reform	NOUN
easat-4182	322	14	and	and	CCONJ
easat-4182	322	15	economic	economic	ADJ
easat-4182	322	16	growth	growth	NOUN
easat-4182	322	17	:	:	PUNCT
easat-4182	322	18	lessons	lesson	NOUN
easat-4182	322	19	from	from	ADP
easat-4182	322	20	developing	develop	VERB
easat-4182	322	21	countries	country	NOUN
easat-4182	322	22	,	,	PUNCT
easat-4182	322	23	"	"	PUNCT
easat-4182	322	24	policy	policy	NOUN
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easat-4182	323	15	on	on	ADP
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easat-4182	323	18	:	:	PUNCT
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easat-4182	323	20	and	and	CCONJ
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easat-4182	323	24	educational	educational	ADJ
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easat-4182	323	26	review	review	NOUN
easat-4182	323	27	,	,	PUNCT
easat-4182	323	28	2022	2022	NUM
easat-4182	323	29	.	.	PUNCT
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easat-4182	324	17	:	:	PUNCT
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easat-4182	325	20	:	:	PUNCT
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easat-4182	329	14	"	"	PUNCT
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easat-4182	329	16	:	:	PUNCT
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easat-4182	331	15	retrieved	retrieve	VERB
easat-4182	331	16	:	:	PUNCT
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easat-4182	333	5	https://www.psa.gov.qa/en	https://www.psa.gov.qa/en	NOUN
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