id	sid	tid	token	lemma	pos
easat-8898	1	1	edelweiss	edelweiss	PROPN
easat-8898	1	2	applied	apply	VERB
easat-8898	1	3	science	science	NOUN
easat-8898	1	4	and	and	CCONJ
easat-8898	1	5	technology	technology	NOUN
easat-8898	1	6	issn	issn	PROPN
easat-8898	1	7	:	:	PUNCT
easat-8898	1	8	2576	2576	NUM
easat-8898	1	9	-	-	SYM
easat-8898	1	10	8484	8484	NUM
easat-8898	1	11	vol	vol	NOUN
easat-8898	1	12	.	.	PROPN
easat-8898	2	1	9	9	NUM
easat-8898	2	2	,	,	PUNCT
easat-8898	2	3	no	no	INTJ
easat-8898	2	4	.	.	NOUN
easat-8898	2	5	7	7	NUM
easat-8898	2	6	,	,	PUNCT
easat-8898	2	7	1278	1278	NUM
easat-8898	2	8	-	-	SYM
easat-8898	2	9	1298	1298	NUM
easat-8898	2	10	2025	2025	NUM
easat-8898	2	11	publisher	publisher	NOUN
easat-8898	2	12	:	:	PUNCT
easat-8898	2	13	learning	learn	VERB
easat-8898	2	14	gate	gate	NOUN
easat-8898	2	15	doi	doi	PROPN
easat-8898	2	16	:	:	PUNCT
easat-8898	2	17	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	2	18	©	©	PROPN
easat-8898	2	19	2025	2025	NUM
easat-8898	2	20	by	by	ADP
easat-8898	2	21	the	the	DET
easat-8898	2	22	authors	author	NOUN
easat-8898	2	23	;	;	PUNCT
easat-8898	2	24	licensee	licensee	PROPN
easat-8898	2	25	learning	learning	NOUN
easat-8898	2	26	gate	gate	NOUN
easat-8898	3	1	©	©	PROPN
easat-8898	3	2	2025	2025	NUM
easat-8898	3	3	by	by	ADP
easat-8898	3	4	the	the	DET
easat-8898	3	5	authors	author	NOUN
easat-8898	3	6	;	;	PUNCT
easat-8898	3	7	licensee	licensee	PROPN
easat-8898	3	8	learning	learning	NOUN
easat-8898	3	9	gate	gate	NOUN
easat-8898	3	10	history	history	NOUN
easat-8898	3	11	:	:	PUNCT
easat-8898	3	12	received	receive	VERB
easat-8898	3	13	:	:	PUNCT
easat-8898	3	14	28	28	NUM
easat-8898	3	15	april	april	PROPN
easat-8898	3	16	2025	2025	NUM
easat-8898	3	17	;	;	PUNCT
easat-8898	3	18	revised	revise	VERB
easat-8898	3	19	:	:	PUNCT
easat-8898	3	20	9	9	NUM
easat-8898	3	21	june	june	PROPN
easat-8898	3	22	2025	2025	NUM
easat-8898	3	23	;	;	PUNCT
easat-8898	3	24	accepted	accept	VERB
easat-8898	3	25	:	:	PUNCT
easat-8898	3	26	12	12	NUM
easat-8898	3	27	june	june	PROPN
easat-8898	3	28	2025	2025	NUM
easat-8898	3	29	;	;	PUNCT
easat-8898	3	30	published	publish	VERB
easat-8898	3	31	:	:	PUNCT
easat-8898	4	1	16	16	NUM
easat-8898	4	2	july	july	PROPN
easat-8898	4	3	2025	2025	NUM
easat-8898	4	4	*	*	PUNCT
easat-8898	4	5	correspondence	correspondence	NOUN
easat-8898	4	6	:	:	PUNCT
easat-8898	4	7	s6502052956039@email.kmutnb.ac.th	s6502052956039@email.kmutnb.ac.th	PROPN
easat-8898	4	8	a	a	DET
easat-8898	4	9	deep	deep	ADJ
easat-8898	4	10	learning	learning	NOUN
easat-8898	4	11	-	-	PUNCT
easat-8898	4	12	based	base	VERB
easat-8898	4	13	career	career	NOUN
easat-8898	4	14	recommendation	recommendation	NOUN
easat-8898	4	15	system	system	NOUN
easat-8898	4	16	using	use	VERB
easat-8898	4	17	program	program	NOUN
easat-8898	4	18	learning	learn	VERB
easat-8898	4	19	outcomes	outcome	NOUN
easat-8898	4	20	and	and	CCONJ
easat-8898	4	21	tpqi	tpqi	NOUN
easat-8898	4	22	standards	standard	NOUN
easat-8898	4	23	in	in	ADP
easat-8898	4	24	the	the	DET
easat-8898	4	25	digital	digital	ADJ
easat-8898	4	26	industry	industry	NOUN
easat-8898	4	27	krommavut	krommavut	PROPN
easat-8898	4	28	nongnuch1	nongnuch1	PROPN
easat-8898	4	29	*	*	PUNCT
easat-8898	4	30	,	,	PUNCT
easat-8898	4	31	pallop	pallop	NOUN
easat-8898	4	32	piriyasurawong1	piriyasurawong1	NOUN
easat-8898	5	1	1king	1king	NUM
easat-8898	5	2	mongkut	mongkut	NOUN
easat-8898	5	3	’s	’s	PART
easat-8898	5	4	university	university	PROPN
easat-8898	5	5	of	of	ADP
easat-8898	5	6	technology	technology	PROPN
easat-8898	5	7	north	north	PROPN
easat-8898	5	8	bangkok	bangkok	PROPN
easat-8898	5	9	,	,	PUNCT
easat-8898	5	10	bangkok	bangkok	PROPN
easat-8898	5	11	,	,	PUNCT
easat-8898	5	12	thailand	thailand	PROPN
easat-8898	5	13	;	;	PUNCT
easat-8898	5	14	s6502052956039@email.kmutnb.ac.th	s6502052956039@email.kmutnb.ac.th	PROPN
easat-8898	5	15	(	(	PUNCT
easat-8898	5	16	k.n	k.n	PROPN
easat-8898	5	17	.	.	PROPN
easat-8898	5	18	)	)	PUNCT
easat-8898	5	19	.	.	PUNCT
easat-8898	6	1	abstract	abstract	ADV
easat-8898	6	2	:	:	PUNCT
easat-8898	6	3	this	this	DET
easat-8898	6	4	research	research	NOUN
easat-8898	6	5	aims	aim	VERB
easat-8898	6	6	to	to	ADP
easat-8898	6	7	(	(	PUNCT
easat-8898	6	8	1	1	X
easat-8898	6	9	)	)	PUNCT
easat-8898	6	10	assess	assess	NOUN
easat-8898	6	11	current	current	ADJ
easat-8898	6	12	and	and	CCONJ
easat-8898	6	13	future	future	ADJ
easat-8898	6	14	digital	digital	ADJ
easat-8898	6	15	industry	industry	NOUN
easat-8898	6	16	demands	demand	VERB
easat-8898	6	17	to	to	PART
easat-8898	6	18	align	align	VERB
easat-8898	6	19	academic	academic	ADJ
easat-8898	6	20	learning	learning	NOUN
easat-8898	6	21	with	with	ADP
easat-8898	6	22	industry	industry	NOUN
easat-8898	6	23	-	-	PUNCT
easat-8898	6	24	required	require	VERB
easat-8898	6	25	competencies	competency	NOUN
easat-8898	6	26	,	,	PUNCT
easat-8898	6	27	(	(	PUNCT
easat-8898	6	28	2	2	X
easat-8898	6	29	)	)	PUNCT
easat-8898	6	30	classify	classify	VERB
easat-8898	6	31	and	and	CCONJ
easat-8898	6	32	analyze	analyze	VERB
easat-8898	6	33	computer	computer	NOUN
easat-8898	6	34	science	science	NOUN
easat-8898	6	35	curriculum	curriculum	NOUN
easat-8898	6	36	components	component	NOUN
easat-8898	6	37	based	base	VERB
easat-8898	6	38	on	on	ADP
easat-8898	6	39	thailand	thailand	PROPN
easat-8898	6	40	’s	’s	PART
easat-8898	6	41	professional	professional	ADJ
easat-8898	6	42	qualification	qualification	NOUN
easat-8898	6	43	standards	standard	NOUN
easat-8898	6	44	,	,	PUNCT
easat-8898	6	45	(	(	PUNCT
easat-8898	6	46	3	3	X
easat-8898	6	47	)	)	PUNCT
easat-8898	6	48	evaluate	evaluate	VERB
easat-8898	6	49	digital	digital	ADJ
easat-8898	6	50	software	software	NOUN
easat-8898	6	51	-	-	PUNCT
easat-8898	6	52	related	relate	VERB
easat-8898	6	53	professional	professional	ADJ
easat-8898	6	54	competencies	competency	NOUN
easat-8898	6	55	and	and	CCONJ
easat-8898	6	56	their	their	PRON
easat-8898	6	57	alignment	alignment	NOUN
easat-8898	6	58	with	with	ADP
easat-8898	6	59	academic	academic	ADJ
easat-8898	6	60	courses	course	NOUN
easat-8898	6	61	,	,	PUNCT
easat-8898	6	62	(	(	PUNCT
easat-8898	6	63	4	4	X
easat-8898	6	64	)	)	PUNCT
easat-8898	6	65	develop	develop	VERB
easat-8898	6	66	a	a	DET
easat-8898	6	67	decision	decision	NOUN
easat-8898	6	68	-	-	PUNCT
easat-8898	6	69	support	support	NOUN
easat-8898	6	70	model	model	NOUN
easat-8898	6	71	for	for	ADP
easat-8898	6	72	career	career	NOUN
easat-8898	6	73	selection	selection	NOUN
easat-8898	6	74	based	base	VERB
easat-8898	6	75	on	on	ADP
easat-8898	6	76	program	program	NOUN
easat-8898	6	77	learning	learn	VERB
easat-8898	6	78	outcomes	outcome	NOUN
easat-8898	6	79	(	(	PUNCT
easat-8898	6	80	plos	plos	PROPN
easat-8898	6	81	)	)	PUNCT
easat-8898	6	82	,	,	PUNCT
easat-8898	6	83	(	(	PUNCT
easat-8898	6	84	5	5	X
easat-8898	6	85	)	)	PUNCT
easat-8898	6	86	implement	implement	VERB
easat-8898	6	87	a	a	DET
easat-8898	6	88	web	web	NOUN
easat-8898	6	89	-	-	PUNCT
easat-8898	6	90	based	base	VERB
easat-8898	6	91	platform	platform	NOUN
easat-8898	6	92	to	to	PART
easat-8898	6	93	support	support	VERB
easat-8898	6	94	decision	decision	NOUN
easat-8898	6	95	-	-	PUNCT
easat-8898	6	96	making	making	NOUN
easat-8898	6	97	,	,	PUNCT
easat-8898	6	98	and	and	CCONJ
easat-8898	6	99	(	(	PUNCT
easat-8898	6	100	6	6	X
easat-8898	6	101	)	)	PUNCT
easat-8898	6	102	evaluate	evaluate	VERB
easat-8898	6	103	the	the	DET
easat-8898	6	104	predictive	predictive	ADJ
easat-8898	6	105	accuracy	accuracy	NOUN
easat-8898	6	106	of	of	ADP
easat-8898	6	107	the	the	DET
easat-8898	6	108	model	model	NOUN
easat-8898	6	109	.	.	PUNCT
easat-8898	7	1	findings	finding	NOUN
easat-8898	7	2	reveal	reveal	VERB
easat-8898	7	3	seven	seven	NUM
easat-8898	7	4	key	key	ADJ
easat-8898	7	5	components	component	NOUN
easat-8898	7	6	of	of	ADP
easat-8898	7	7	higher	high	ADJ
easat-8898	7	8	education	education	NOUN
easat-8898	7	9	improvement	improvement	NOUN
easat-8898	7	10	in	in	ADP
easat-8898	7	11	computer	computer	NOUN
easat-8898	7	12	science	science	NOUN
easat-8898	7	13	(	(	PUNCT
easat-8898	7	14	mean	mean	NOUN
easat-8898	7	15	=	=	SYM
easat-8898	7	16	4.92	4.92	NUM
easat-8898	7	17	)	)	PUNCT
easat-8898	7	18	,	,	PUNCT
easat-8898	7	19	five	five	NUM
easat-8898	7	20	key	key	ADJ
easat-8898	7	21	course	course	NOUN
easat-8898	7	22	learning	learn	VERB
easat-8898	7	23	outcomes	outcome	NOUN
easat-8898	7	24	(	(	PUNCT
easat-8898	7	25	mean	mean	NOUN
easat-8898	7	26	=	=	SYM
easat-8898	7	27	4.87	4.87	NUM
easat-8898	7	28	)	)	PUNCT
easat-8898	7	29	,	,	PUNCT
easat-8898	7	30	and	and	CCONJ
easat-8898	7	31	seventeen	seventeen	NUM
easat-8898	7	32	plo	plo	PROPN
easat-8898	7	33	elements	element	NOUN
easat-8898	7	34	(	(	PUNCT
easat-8898	7	35	mean	mean	NOUN
easat-8898	7	36	=	=	SYM
easat-8898	7	37	4.81	4.81	NUM
easat-8898	7	38	)	)	PUNCT
easat-8898	7	39	,	,	PUNCT
easat-8898	7	40	all	all	PRON
easat-8898	7	41	rated	rate	VERB
easat-8898	7	42	at	at	ADP
easat-8898	7	43	excellent	excellent	ADJ
easat-8898	7	44	levels	level	NOUN
easat-8898	7	45	.	.	PUNCT
easat-8898	8	1	the	the	DET
easat-8898	8	2	study	study	NOUN
easat-8898	8	3	integrated	integrate	VERB
easat-8898	8	4	the	the	DET
easat-8898	8	5	thai	thai	ADJ
easat-8898	8	6	professional	professional	PROPN
easat-8898	8	7	qualification	qualification	PROPN
easat-8898	8	8	institute	institute	PROPN
easat-8898	8	9	(	(	PUNCT
easat-8898	8	10	tpqi	tpqi	NOUN
easat-8898	8	11	)	)	PUNCT
easat-8898	8	12	framework	framework	NOUN
easat-8898	8	13	into	into	ADP
easat-8898	8	14	curriculum	curriculum	NOUN
easat-8898	8	15	development	development	NOUN
easat-8898	8	16	.	.	PUNCT
easat-8898	9	1	data	datum	NOUN
easat-8898	9	2	from	from	ADP
easat-8898	9	3	200	200	NUM
easat-8898	9	4	graduates	graduate	NOUN
easat-8898	9	5	were	be	AUX
easat-8898	9	6	analyzed	analyze	VERB
easat-8898	9	7	and	and	CCONJ
easat-8898	9	8	mapped	map	VERB
easat-8898	9	9	with	with	ADP
easat-8898	9	10	current	current	ADJ
easat-8898	9	11	job	job	NOUN
easat-8898	9	12	roles	role	NOUN
easat-8898	9	13	and	and	CCONJ
easat-8898	9	14	industry	industry	NOUN
easat-8898	9	15	expectations	expectation	NOUN
easat-8898	9	16	.	.	PUNCT
easat-8898	10	1	a	a	DET
easat-8898	10	2	predictive	predictive	ADJ
easat-8898	10	3	model	model	NOUN
easat-8898	10	4	using	use	VERB
easat-8898	10	5	deep	deep	ADJ
easat-8898	10	6	learning	learning	NOUN
easat-8898	10	7	was	be	AUX
easat-8898	10	8	developed	develop	VERB
easat-8898	10	9	and	and	CCONJ
easat-8898	10	10	deployed	deploy	VERB
easat-8898	10	11	on	on	ADP
easat-8898	10	12	a	a	DET
easat-8898	10	13	browser	browser	NOUN
easat-8898	10	14	-	-	PUNCT
easat-8898	10	15	based	base	VERB
easat-8898	10	16	platform	platform	NOUN
easat-8898	10	17	.	.	PUNCT
easat-8898	11	1	accuracy	accuracy	NOUN
easat-8898	11	2	evaluation	evaluation	NOUN
easat-8898	11	3	shows	show	VERB
easat-8898	11	4	that	that	SCONJ
easat-8898	11	5	the	the	DET
easat-8898	11	6	system	system	NOUN
easat-8898	11	7	aids	aid	VERB
easat-8898	11	8	students	student	NOUN
easat-8898	11	9	in	in	ADP
easat-8898	11	10	aligning	align	VERB
easat-8898	11	11	career	career	NOUN
easat-8898	11	12	paths	path	NOUN
easat-8898	11	13	with	with	ADP
easat-8898	11	14	qualifications	qualification	NOUN
easat-8898	11	15	and	and	CCONJ
easat-8898	11	16	helps	help	VERB
easat-8898	11	17	industries	industry	NOUN
easat-8898	11	18	identify	identify	VERB
easat-8898	11	19	suitable	suitable	ADJ
easat-8898	11	20	talent	talent	NOUN
easat-8898	11	21	.	.	PUNCT
easat-8898	12	1	user	user	NOUN
easat-8898	12	2	satisfaction	satisfaction	NOUN
easat-8898	12	3	among	among	ADP
easat-8898	12	4	students	student	NOUN
easat-8898	12	5	was	be	AUX
easat-8898	12	6	high	high	ADJ
easat-8898	12	7	,	,	PUNCT
easat-8898	12	8	indicating	indicate	VERB
easat-8898	12	9	practical	practical	ADJ
easat-8898	12	10	value	value	NOUN
easat-8898	12	11	in	in	ADP
easat-8898	12	12	academic	academic	ADJ
easat-8898	12	13	and	and	CCONJ
easat-8898	12	14	industrial	industrial	ADJ
easat-8898	12	15	contexts	contexts	NOUN
easat-8898	12	16	.	.	PUNCT
easat-8898	13	1	keywords	keyword	NOUN
easat-8898	13	2	:	:	PUNCT
easat-8898	13	3	career	career	NOUN
easat-8898	13	4	decision	decision	NOUN
easat-8898	13	5	-	-	PUNCT
easat-8898	13	6	making	make	VERB
easat-8898	13	7	process	process	NOUN
easat-8898	13	8	,	,	PUNCT
easat-8898	13	9	decision	decision	NOUN
easat-8898	13	10	support	support	NOUN
easat-8898	13	11	system	system	NOUN
easat-8898	13	12	,	,	PUNCT
easat-8898	13	13	digital	digital	ADJ
easat-8898	13	14	manpower	manpower	NOUN
easat-8898	13	15	,	,	PUNCT
easat-8898	13	16	professional	professional	ADJ
easat-8898	13	17	qualification	qualification	NOUN
easat-8898	13	18	standards	standard	NOUN
easat-8898	13	19	in	in	ADP
easat-8898	13	20	digital	digital	ADJ
easat-8898	13	21	industry	industry	NOUN
easat-8898	13	22	,	,	PUNCT
easat-8898	13	23	program	program	NOUN
easat-8898	13	24	learning	learn	VERB
easat-8898	13	25	outcomes	outcome	NOUN
easat-8898	13	26	.	.	PUNCT
easat-8898	14	1	1	1	X
easat-8898	14	2	.	.	X
easat-8898	14	3	introduction	introduction	NOUN
easat-8898	14	4	the	the	DET
easat-8898	14	5	digital	digital	ADJ
easat-8898	14	6	technology	technology	NOUN
easat-8898	14	7	sector	sector	NOUN
easat-8898	14	8	is	be	AUX
easat-8898	14	9	evolving	evolve	VERB
easat-8898	14	10	rapidly	rapidly	ADV
easat-8898	14	11	,	,	PUNCT
easat-8898	14	12	significantly	significantly	ADV
easat-8898	14	13	impacting	impact	VERB
easat-8898	14	14	both	both	CCONJ
easat-8898	14	15	the	the	DET
easat-8898	14	16	global	global	ADJ
easat-8898	14	17	economy	economy	NOUN
easat-8898	14	18	and	and	CCONJ
easat-8898	14	19	the	the	DET
easat-8898	14	20	field	field	NOUN
easat-8898	14	21	of	of	ADP
easat-8898	14	22	computer	computer	NOUN
easat-8898	14	23	science	science	NOUN
easat-8898	14	24	.	.	PUNCT
easat-8898	15	1	as	as	SCONJ
easat-8898	15	2	digital	digital	ADJ
easat-8898	15	3	transformation	transformation	NOUN
easat-8898	15	4	reshapes	reshape	VERB
easat-8898	15	5	the	the	DET
easat-8898	15	6	labor	labor	NOUN
easat-8898	15	7	market	market	NOUN
easat-8898	15	8	,	,	PUNCT
easat-8898	15	9	students	student	NOUN
easat-8898	15	10	in	in	ADP
easat-8898	15	11	computer	computer	NOUN
easat-8898	15	12	science	science	NOUN
easat-8898	15	13	are	be	AUX
easat-8898	15	14	increasingly	increasingly	ADV
easat-8898	15	15	required	require	VERB
easat-8898	15	16	to	to	PART
easat-8898	15	17	make	make	VERB
easat-8898	15	18	well	well	ADV
easat-8898	15	19	-	-	PUNCT
easat-8898	15	20	informed	inform	VERB
easat-8898	15	21	career	career	NOUN
easat-8898	15	22	decisions	decision	NOUN
easat-8898	15	23	that	that	PRON
easat-8898	15	24	align	align	VERB
easat-8898	15	25	with	with	ADP
easat-8898	15	26	their	their	PRON
easat-8898	15	27	individual	individual	ADJ
easat-8898	15	28	competencies	competency	NOUN
easat-8898	15	29	,	,	PUNCT
easat-8898	15	30	interests	interest	NOUN
easat-8898	15	31	,	,	PUNCT
easat-8898	15	32	and	and	CCONJ
easat-8898	15	33	the	the	DET
easat-8898	15	34	dynamic	dynamic	ADJ
easat-8898	15	35	needs	need	NOUN
easat-8898	15	36	of	of	ADP
easat-8898	15	37	the	the	DET
easat-8898	15	38	digital	digital	ADJ
easat-8898	15	39	industry	industry	NOUN
easat-8898	15	40	.	.	PUNCT
easat-8898	16	1	career	career	NOUN
easat-8898	16	2	decisionmaking	decisionmaking	NOUN
easat-8898	16	3	,	,	PUNCT
easat-8898	16	4	however	however	ADV
easat-8898	16	5	,	,	PUNCT
easat-8898	16	6	is	be	AUX
easat-8898	16	7	inherently	inherently	ADV
easat-8898	16	8	complex	complex	ADJ
easat-8898	16	9	and	and	CCONJ
easat-8898	16	10	deeply	deeply	ADV
easat-8898	16	11	consequential	consequential	ADJ
easat-8898	16	12	—	—	PUNCT
easat-8898	16	13	affecting	affect	VERB
easat-8898	16	14	not	not	PART
easat-8898	16	15	only	only	ADV
easat-8898	16	16	students	student	NOUN
easat-8898	16	17	’	'	PUNCT
easat-8898	16	18	future	future	ADJ
easat-8898	16	19	trajectories	trajectory	NOUN
easat-8898	16	20	but	but	CCONJ
easat-8898	16	21	also	also	ADV
easat-8898	16	22	the	the	DET
easat-8898	16	23	capacity	capacity	NOUN
easat-8898	16	24	of	of	ADP
easat-8898	16	25	industries	industry	NOUN
easat-8898	16	26	to	to	PART
easat-8898	16	27	recruit	recruit	VERB
easat-8898	16	28	qualified	qualified	ADJ
easat-8898	16	29	digital	digital	ADJ
easat-8898	16	30	talent	talent	NOUN
easat-8898	16	31	.	.	PUNCT
easat-8898	17	1	thailand	thailand	PROPN
easat-8898	17	2	,	,	PUNCT
easat-8898	17	3	in	in	ADP
easat-8898	17	4	particular	particular	ADJ
easat-8898	17	5	,	,	PUNCT
easat-8898	17	6	has	have	AUX
easat-8898	17	7	responded	respond	VERB
easat-8898	17	8	to	to	ADP
easat-8898	17	9	this	this	DET
easat-8898	17	10	challenge	challenge	NOUN
easat-8898	17	11	by	by	ADP
easat-8898	17	12	establishing	establish	VERB
easat-8898	17	13	the	the	DET
easat-8898	17	14	thailand	thailand	PROPN
easat-8898	17	15	professional	professional	PROPN
easat-8898	17	16	qualification	qualification	PROPN
easat-8898	17	17	institute	institute	PROPN
easat-8898	17	18	(	(	PUNCT
easat-8898	17	19	tpqi	tpqi	NOUN
easat-8898	17	20	)	)	PUNCT
easat-8898	17	21	to	to	PART
easat-8898	17	22	define	define	VERB
easat-8898	17	23	professional	professional	ADJ
easat-8898	17	24	standards	standard	NOUN
easat-8898	17	25	and	and	CCONJ
easat-8898	17	26	develop	develop	VERB
easat-8898	17	27	unit	unit	NOUN
easat-8898	17	28	of	of	ADP
easat-8898	17	29	competency	competency	NOUN
easat-8898	17	30	(	(	PUNCT
easat-8898	17	31	uoc	uoc	NOUN
easat-8898	17	32	)	)	PUNCT
easat-8898	17	33	frameworks	framework	NOUN
easat-8898	17	34	for	for	ADP
easat-8898	17	35	various	various	ADJ
easat-8898	17	36	career	career	NOUN
easat-8898	17	37	paths	path	NOUN
easat-8898	17	38	in	in	ADP
easat-8898	17	39	the	the	DET
easat-8898	17	40	digital	digital	ADJ
easat-8898	17	41	industry	industry	NOUN
easat-8898	17	42	.	.	PUNCT
easat-8898	18	1	these	these	DET
easat-8898	18	2	standards	standard	NOUN
easat-8898	18	3	cover	cover	VERB
easat-8898	18	4	both	both	CCONJ
easat-8898	18	5	technical	technical	ADJ
easat-8898	18	6	and	and	CCONJ
easat-8898	18	7	soft	soft	ADJ
easat-8898	18	8	skills	skill	NOUN
easat-8898	18	9	and	and	CCONJ
easat-8898	18	10	provide	provide	VERB
easat-8898	18	11	a	a	DET
easat-8898	18	12	foundation	foundation	NOUN
easat-8898	18	13	for	for	ADP
easat-8898	18	14	aligning	align	VERB
easat-8898	18	15	academic	academic	ADJ
easat-8898	18	16	outcomes	outcome	NOUN
easat-8898	18	17	with	with	ADP
easat-8898	18	18	real	real	ADJ
easat-8898	18	19	-	-	PUNCT
easat-8898	18	20	world	world	NOUN
easat-8898	18	21	job	job	NOUN
easat-8898	18	22	requirements	requirement	NOUN
easat-8898	18	23	.	.	PUNCT
easat-8898	19	1	however	however	ADV
easat-8898	19	2	,	,	PUNCT
easat-8898	19	3	the	the	DET
easat-8898	19	4	decision	decision	NOUN
easat-8898	19	5	-	-	PUNCT
easat-8898	19	6	making	make	VERB
easat-8898	19	7	process	process	NOUN
easat-8898	19	8	for	for	ADP
easat-8898	19	9	students	student	NOUN
easat-8898	19	10	often	often	ADV
easat-8898	19	11	lacks	lack	VERB
easat-8898	19	12	clear	clear	ADJ
easat-8898	19	13	tools	tool	NOUN
easat-8898	19	14	or	or	CCONJ
easat-8898	19	15	systems	system	NOUN
easat-8898	19	16	that	that	PRON
easat-8898	19	17	effectively	effectively	ADV
easat-8898	19	18	link	link	VERB
easat-8898	19	19	academic	academic	ADJ
easat-8898	19	20	achievements	achievement	NOUN
easat-8898	19	21	—	—	PUNCT
easat-8898	19	22	particularly	particularly	ADV
easat-8898	19	23	program	program	NOUN
easat-8898	19	24	learning	learn	VERB
easat-8898	19	25	outcomes	outcome	NOUN
easat-8898	19	26	(	(	PUNCT
easat-8898	19	27	plos)—with	plos)—with	VERB
easat-8898	19	28	specific	specific	ADJ
easat-8898	19	29	career	career	NOUN
easat-8898	19	30	competencies	competency	NOUN
easat-8898	19	31	.	.	PUNCT
easat-8898	20	1	many	many	ADJ
easat-8898	20	2	students	student	NOUN
easat-8898	20	3	struggle	struggle	VERB
easat-8898	20	4	to	to	PART
easat-8898	20	5	interpret	interpret	VERB
easat-8898	20	6	their	their	PRON
easat-8898	20	7	learning	learn	VERB
easat-8898	20	8	outcomes	outcome	NOUN
easat-8898	20	9	in	in	ADP
easat-8898	20	10	the	the	DET
easat-8898	20	11	context	context	NOUN
easat-8898	20	12	of	of	ADP
easat-8898	20	13	labor	labor	NOUN
easat-8898	20	14	market	market	NOUN
easat-8898	20	15	needs	need	NOUN
easat-8898	20	16	,	,	PUNCT
easat-8898	20	17	leading	lead	VERB
easat-8898	20	18	to	to	ADP
easat-8898	20	19	a	a	DET
easat-8898	20	20	mismatch	mismatch	NOUN
easat-8898	20	21	between	between	ADP
easat-8898	20	22	academic	academic	ADJ
easat-8898	20	23	training	training	NOUN
easat-8898	20	24	and	and	CCONJ
easat-8898	20	25	employment	employment	NOUN
easat-8898	20	26	outcomes	outcome	NOUN
easat-8898	20	27	.	.	PUNCT
easat-8898	21	1	without	without	ADP
easat-8898	21	2	proper	proper	ADJ
easat-8898	21	3	guidance	guidance	NOUN
easat-8898	21	4	or	or	CCONJ
easat-8898	21	5	intelligent	intelligent	ADJ
easat-8898	21	6	decision	decision	NOUN
easat-8898	21	7	-	-	PUNCT
easat-8898	21	8	support	support	NOUN
easat-8898	21	9	systems	system	NOUN
easat-8898	21	10	,	,	PUNCT
easat-8898	21	11	students	student	NOUN
easat-8898	21	12	frequently	frequently	ADV
easat-8898	21	13	rely	rely	VERB
easat-8898	21	14	on	on	ADP
easat-8898	21	15	social	social	ADJ
easat-8898	21	16	trends	trend	NOUN
easat-8898	21	17	or	or	CCONJ
easat-8898	21	18	external	external	ADJ
easat-8898	21	19	expectations	expectation	NOUN
easat-8898	21	20	rather	rather	ADV
easat-8898	21	21	than	than	ADP
easat-8898	21	22	data	data	NOUN
easat-8898	21	23	-	-	PUNCT
easat-8898	21	24	driven	drive	VERB
easat-8898	21	25	self	self	NOUN
easat-8898	21	26	-	-	PUNCT
easat-8898	21	27	assessment	assessment	NOUN
easat-8898	21	28	and	and	CCONJ
easat-8898	21	29	industry	industry	NOUN
easat-8898	21	30	standards	standard	NOUN
easat-8898	21	31	.	.	PUNCT
easat-8898	22	1	in	in	ADP
easat-8898	22	2	the	the	DET
easat-8898	22	3	context	context	NOUN
easat-8898	22	4	of	of	ADP
easat-8898	22	5	the	the	DET
easat-8898	22	6	fourth	fourth	PROPN
easat-8898	22	7	industrial	industrial	ADJ
easat-8898	22	8	revolution	revolution	NOUN
easat-8898	22	9	(	(	PUNCT
easat-8898	22	10	industry	industry	NOUN
easat-8898	22	11	4.0	4.0	NUM
easat-8898	22	12	)	)	PUNCT
easat-8898	22	13	and	and	CCONJ
easat-8898	22	14	the	the	DET
easat-8898	22	15	data	data	NOUN
easat-8898	22	16	-	-	PUNCT
easat-8898	22	17	driven	drive	VERB
easat-8898	22	18	economy	economy	NOUN
easat-8898	22	19	,	,	PUNCT
easat-8898	22	20	the	the	DET
easat-8898	22	21	role	role	NOUN
easat-8898	22	22	of	of	ADP
easat-8898	22	23	higher	high	ADJ
easat-8898	22	24	education	education	NOUN
easat-8898	22	25	must	must	AUX
easat-8898	22	26	shift	shift	VERB
easat-8898	22	27	towards	towards	ADP
easat-8898	22	28	producing	produce	VERB
easat-8898	22	29	digitally	digitally	ADV
easat-8898	22	30	competent	competent	ADJ
easat-8898	22	31	graduates	graduate	NOUN
easat-8898	22	32	equipped	equip	VERB
easat-8898	22	33	for	for	ADP
easat-8898	22	34	future	future	ADJ
easat-8898	22	35	careers	career	NOUN
easat-8898	22	36	.	.	PUNCT
easat-8898	23	1	this	this	PRON
easat-8898	23	2	requires	require	VERB
easat-8898	23	3	curriculum	curriculum	NOUN
easat-8898	23	4	reform	reform	NOUN
easat-8898	23	5	,	,	PUNCT
easat-8898	23	6	outcome	outcome	NOUN
easat-8898	23	7	-	-	PUNCT
easat-8898	23	8	based	base	VERB
easat-8898	23	9	assessment	assessment	NOUN
easat-8898	23	10	,	,	PUNCT
easat-8898	23	11	and	and	CCONJ
easat-8898	23	12	enhanced	enhance	VERB
easat-8898	23	13	alignment	alignment	NOUN
easat-8898	23	14	1279	1279	NUM
easat-8898	23	15	edelweiss	edelweiss	PROPN
easat-8898	23	16	applied	apply	VERB
easat-8898	23	17	science	science	NOUN
easat-8898	23	18	and	and	CCONJ
easat-8898	23	19	technology	technology	NOUN
easat-8898	23	20	issn	issn	PROPN
easat-8898	23	21	:	:	PUNCT
easat-8898	23	22	2576	2576	NUM
easat-8898	23	23	-	-	SYM
easat-8898	23	24	8484	8484	NUM
easat-8898	23	25	vol	vol	NOUN
easat-8898	23	26	.	.	PROPN
easat-8898	24	1	9	9	NUM
easat-8898	24	2	,	,	PUNCT
easat-8898	24	3	no	no	INTJ
easat-8898	24	4	.	.	NOUN
easat-8898	24	5	7	7	NUM
easat-8898	24	6	:	:	SYM
easat-8898	24	7	1278	1278	NUM
easat-8898	24	8	-	-	SYM
easat-8898	24	9	1298	1298	NUM
easat-8898	24	10	,	,	PUNCT
easat-8898	24	11	2025	2025	NUM
easat-8898	24	12	doi	doi	NOUN
easat-8898	24	13	:	:	PUNCT
easat-8898	24	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	24	15	©	©	PROPN
easat-8898	24	16	2025	2025	NUM
easat-8898	24	17	by	by	ADP
easat-8898	24	18	the	the	DET
easat-8898	24	19	authors	author	NOUN
easat-8898	24	20	;	;	PUNCT
easat-8898	24	21	licensee	licensee	PROPN
easat-8898	24	22	learning	learning	NOUN
easat-8898	24	23	gate	gate	NOUN
easat-8898	24	24	with	with	ADP
easat-8898	24	25	industry	industry	NOUN
easat-8898	24	26	competency	competency	NOUN
easat-8898	24	27	standards	standard	NOUN
easat-8898	24	28	.	.	PUNCT
easat-8898	25	1	artificial	artificial	ADJ
easat-8898	25	2	intelligence	intelligence	NOUN
easat-8898	25	3	(	(	PUNCT
easat-8898	25	4	ai	ai	NOUN
easat-8898	25	5	)	)	PUNCT
easat-8898	25	6	,	,	PUNCT
easat-8898	25	7	particularly	particularly	ADV
easat-8898	25	8	deep	deep	ADJ
easat-8898	25	9	learning	learning	NOUN
easat-8898	25	10	(	(	PUNCT
easat-8898	25	11	dl	dl	NOUN
easat-8898	25	12	)	)	PUNCT
easat-8898	25	13	models	model	NOUN
easat-8898	25	14	,	,	PUNCT
easat-8898	25	15	offers	offer	VERB
easat-8898	25	16	promising	promise	VERB
easat-8898	25	17	capabilities	capability	NOUN
easat-8898	25	18	for	for	ADP
easat-8898	25	19	analyzing	analyze	VERB
easat-8898	25	20	complex	complex	ADJ
easat-8898	25	21	student	student	NOUN
easat-8898	25	22	data	datum	NOUN
easat-8898	25	23	and	and	CCONJ
easat-8898	25	24	generating	generate	VERB
easat-8898	25	25	personalized	personalized	ADJ
easat-8898	25	26	career	career	NOUN
easat-8898	25	27	recommendations	recommendation	NOUN
easat-8898	25	28	.	.	PUNCT
easat-8898	26	1	this	this	DET
easat-8898	26	2	study	study	NOUN
easat-8898	26	3	aims	aim	VERB
easat-8898	26	4	to	to	PART
easat-8898	26	5	develop	develop	VERB
easat-8898	26	6	a	a	DET
easat-8898	26	7	predictive	predictive	ADJ
easat-8898	26	8	career	career	NOUN
easat-8898	26	9	decision	decision	NOUN
easat-8898	26	10	support	support	NOUN
easat-8898	26	11	system	system	NOUN
easat-8898	26	12	(	(	PUNCT
easat-8898	26	13	cdss	cdss	NOUN
easat-8898	26	14	)	)	PUNCT
easat-8898	26	15	that	that	PRON
easat-8898	26	16	uses	use	VERB
easat-8898	26	17	students	student	NOUN
easat-8898	26	18	’	'	PUNCT
easat-8898	26	19	plos	plo	NOUN
easat-8898	26	20	and	and	CCONJ
easat-8898	26	21	aligns	align	VERB
easat-8898	26	22	them	they	PRON
easat-8898	26	23	with	with	ADP
easat-8898	26	24	relevant	relevant	ADJ
easat-8898	26	25	uocs	uoc	NOUN
easat-8898	26	26	defined	define	VERB
easat-8898	26	27	by	by	ADP
easat-8898	26	28	tpqi	tpqi	NOUN
easat-8898	26	29	in	in	ADP
easat-8898	26	30	the	the	DET
easat-8898	26	31	digital	digital	ADJ
easat-8898	26	32	software	software	NOUN
easat-8898	26	33	sector	sector	NOUN
easat-8898	26	34	.	.	PUNCT
easat-8898	27	1	by	by	ADP
easat-8898	27	2	employing	employ	VERB
easat-8898	27	3	multi	multi	ADJ
easat-8898	27	4	-	-	ADJ
easat-8898	27	5	label	label	ADJ
easat-8898	27	6	classification	classification	NOUN
easat-8898	27	7	and	and	CCONJ
easat-8898	27	8	top	top	ADJ
easat-8898	27	9	-	-	PUNCT
easat-8898	27	10	k	k	NOUN
easat-8898	27	11	prediction	prediction	NOUN
easat-8898	27	12	techniques	technique	NOUN
easat-8898	27	13	through	through	ADP
easat-8898	27	14	a	a	DET
easat-8898	27	15	deep	deep	ADJ
easat-8898	27	16	neural	neural	ADJ
easat-8898	27	17	network	network	NOUN
easat-8898	27	18	(	(	PUNCT
easat-8898	27	19	dnn	dnn	PROPN
easat-8898	27	20	)	)	PUNCT
easat-8898	27	21	model	model	NOUN
easat-8898	27	22	,	,	PUNCT
easat-8898	27	23	the	the	DET
easat-8898	27	24	system	system	NOUN
easat-8898	27	25	is	be	AUX
easat-8898	27	26	designed	design	VERB
easat-8898	27	27	to	to	PART
easat-8898	27	28	recommend	recommend	VERB
easat-8898	27	29	multiple	multiple	ADJ
easat-8898	27	30	potential	potential	ADJ
easat-8898	27	31	careers	career	NOUN
easat-8898	27	32	tailored	tailor	VERB
easat-8898	27	33	to	to	ADP
easat-8898	27	34	each	each	DET
easat-8898	27	35	student	student	NOUN
easat-8898	27	36	’s	’s	PART
easat-8898	27	37	profile	profile	NOUN
easat-8898	27	38	.	.	PUNCT
easat-8898	28	1	the	the	DET
easat-8898	28	2	final	final	ADJ
easat-8898	28	3	platform	platform	NOUN
easat-8898	28	4	is	be	AUX
easat-8898	28	5	implemented	implement	VERB
easat-8898	28	6	as	as	ADP
easat-8898	28	7	a	a	DET
easat-8898	28	8	web	web	NOUN
easat-8898	28	9	-	-	PUNCT
easat-8898	28	10	based	base	VERB
easat-8898	28	11	tool	tool	NOUN
easat-8898	28	12	for	for	ADP
easat-8898	28	13	educational	educational	ADJ
easat-8898	28	14	and	and	CCONJ
easat-8898	28	15	institutional	institutional	ADJ
easat-8898	28	16	use	use	NOUN
easat-8898	28	17	,	,	PUNCT
easat-8898	28	18	serving	serve	VERB
easat-8898	28	19	not	not	PART
easat-8898	28	20	only	only	ADV
easat-8898	28	21	individual	individual	ADJ
easat-8898	28	22	learners	learner	NOUN
easat-8898	28	23	but	but	CCONJ
easat-8898	28	24	also	also	ADV
easat-8898	28	25	supporting	support	VERB
easat-8898	28	26	national	national	ADJ
easat-8898	28	27	workforce	workforce	PROPN
easat-8898	28	28	development	development	NOUN
easat-8898	28	29	initiatives	initiative	NOUN
easat-8898	28	30	.	.	PUNCT
easat-8898	29	1	this	this	DET
easat-8898	29	2	research	research	NOUN
easat-8898	29	3	contributes	contribute	VERB
easat-8898	29	4	to	to	ADP
easat-8898	29	5	bridging	bridge	VERB
easat-8898	29	6	the	the	DET
easat-8898	29	7	gap	gap	NOUN
easat-8898	29	8	between	between	ADP
easat-8898	29	9	higher	high	ADJ
easat-8898	29	10	education	education	NOUN
easat-8898	29	11	and	and	CCONJ
easat-8898	29	12	the	the	DET
easat-8898	29	13	labor	labor	NOUN
easat-8898	29	14	market	market	NOUN
easat-8898	29	15	,	,	PUNCT
easat-8898	29	16	enabling	enable	VERB
easat-8898	29	17	more	more	ADV
easat-8898	29	18	accurate	accurate	ADJ
easat-8898	29	19	,	,	PUNCT
easat-8898	29	20	informed	inform	VERB
easat-8898	29	21	,	,	PUNCT
easat-8898	29	22	and	and	CCONJ
easat-8898	29	23	personalized	personalize	VERB
easat-8898	29	24	career	career	NOUN
easat-8898	29	25	planning	planning	NOUN
easat-8898	29	26	for	for	ADP
easat-8898	29	27	computer	computer	NOUN
easat-8898	29	28	science	science	NOUN
easat-8898	29	29	students	student	NOUN
easat-8898	29	30	in	in	ADP
easat-8898	29	31	thailand	thailand	PROPN
easat-8898	29	32	and	and	CCONJ
easat-8898	29	33	potentially	potentially	ADV
easat-8898	29	34	in	in	ADP
easat-8898	29	35	other	other	ADJ
easat-8898	29	36	digital	digital	ADJ
easat-8898	29	37	economies	economy	NOUN
easat-8898	29	38	.	.	PUNCT
easat-8898	30	1	2	2	X
easat-8898	30	2	.	.	X
easat-8898	30	3	literature	literature	NOUN
easat-8898	30	4	reviews	review	VERB
easat-8898	30	5	2.1	2.1	NUM
easat-8898	30	6	.	.	PUNCT
easat-8898	31	1	decision	decision	NOUN
easat-8898	31	2	support	support	NOUN
easat-8898	31	3	systems	system	NOUN
easat-8898	31	4	(	(	PUNCT
easat-8898	31	5	dss	dss	NOUN
easat-8898	31	6	)	)	PUNCT
easat-8898	31	7	decision	decision	NOUN
easat-8898	31	8	support	support	NOUN
easat-8898	31	9	systems	system	NOUN
easat-8898	31	10	(	(	PUNCT
easat-8898	31	11	dss	dss	NOUN
easat-8898	31	12	)	)	PUNCT
easat-8898	31	13	are	be	AUX
easat-8898	31	14	interactive	interactive	ADJ
easat-8898	31	15	software	software	NOUN
easat-8898	31	16	-	-	PUNCT
easat-8898	31	17	based	base	VERB
easat-8898	31	18	systems	system	NOUN
easat-8898	31	19	designed	design	VERB
easat-8898	31	20	to	to	PART
easat-8898	31	21	assist	assist	VERB
easat-8898	31	22	decisionmakers	decisionmaker	NOUN
easat-8898	31	23	in	in	ADP
easat-8898	31	24	making	make	VERB
easat-8898	31	25	informed	informed	ADJ
easat-8898	31	26	choices	choice	NOUN
easat-8898	31	27	by	by	ADP
easat-8898	31	28	analyzing	analyze	VERB
easat-8898	31	29	data	datum	NOUN
easat-8898	31	30	and	and	CCONJ
easat-8898	31	31	presenting	present	VERB
easat-8898	31	32	actionable	actionable	ADJ
easat-8898	31	33	insights	insight	NOUN
easat-8898	31	34	.	.	PUNCT
easat-8898	32	1	they	they	PRON
easat-8898	32	2	can	can	AUX
easat-8898	32	3	be	be	AUX
easat-8898	32	4	broadly	broadly	ADV
easat-8898	32	5	categorized	categorize	VERB
easat-8898	32	6	into	into	ADP
easat-8898	32	7	passive	passive	ADJ
easat-8898	32	8	,	,	PUNCT
easat-8898	32	9	active	active	ADJ
easat-8898	32	10	,	,	PUNCT
easat-8898	32	11	and	and	CCONJ
easat-8898	32	12	cooperative	cooperative	ADJ
easat-8898	32	13	systems	system	NOUN
easat-8898	32	14	.	.	PUNCT
easat-8898	33	1	passive	passive	ADJ
easat-8898	33	2	dss	dss	NOUN
easat-8898	33	3	provide	provide	VERB
easat-8898	33	4	structured	structured	ADJ
easat-8898	33	5	information	information	NOUN
easat-8898	33	6	without	without	ADP
easat-8898	33	7	recommending	recommend	VERB
easat-8898	33	8	decisions	decision	NOUN
easat-8898	33	9	,	,	PUNCT
easat-8898	33	10	while	while	SCONJ
easat-8898	33	11	active	active	ADJ
easat-8898	33	12	dss	dss	NOUN
easat-8898	33	13	generate	generate	VERB
easat-8898	33	14	decision	decision	NOUN
easat-8898	33	15	suggestions	suggestion	NOUN
easat-8898	33	16	based	base	VERB
easat-8898	33	17	on	on	ADP
easat-8898	33	18	processed	process	VERB
easat-8898	33	19	data	datum	NOUN
easat-8898	33	20	.	.	PUNCT
easat-8898	34	1	cooperative	cooperative	ADJ
easat-8898	34	2	dss	dss	NOUN
easat-8898	34	3	combine	combine	VERB
easat-8898	34	4	human	human	ADJ
easat-8898	34	5	judgment	judgment	NOUN
easat-8898	34	6	with	with	ADP
easat-8898	34	7	system	system	NOUN
easat-8898	34	8	-	-	PUNCT
easat-8898	34	9	generated	generate	VERB
easat-8898	34	10	solutions	solution	NOUN
easat-8898	34	11	to	to	PART
easat-8898	34	12	support	support	VERB
easat-8898	34	13	optimal	optimal	ADJ
easat-8898	34	14	strategies	strategy	NOUN
easat-8898	34	15	[	[	X
easat-8898	34	16	1	1	NUM
easat-8898	34	17	]	]	PUNCT
easat-8898	34	18	.	.	PUNCT
easat-8898	35	1	five	five	NUM
easat-8898	35	2	key	key	ADJ
easat-8898	35	3	types	type	NOUN
easat-8898	35	4	of	of	ADP
easat-8898	35	5	dss	dss	NOUN
easat-8898	35	6	have	have	AUX
easat-8898	35	7	been	be	AUX
easat-8898	35	8	identified	identify	VERB
easat-8898	35	9	:	:	PUNCT
easat-8898	35	10	data	datum	NOUN
easat-8898	35	11	-	-	PUNCT
easat-8898	35	12	driven	drive	VERB
easat-8898	35	13	,	,	PUNCT
easat-8898	35	14	communication	communication	NOUN
easat-8898	35	15	-	-	PUNCT
easat-8898	35	16	driven	drive	VERB
easat-8898	35	17	,	,	PUNCT
easat-8898	35	18	document	document	NOUN
easat-8898	35	19	-	-	PUNCT
easat-8898	35	20	driven	drive	VERB
easat-8898	35	21	,	,	PUNCT
easat-8898	35	22	model	model	NOUN
easat-8898	35	23	-	-	PUNCT
easat-8898	35	24	driven	drive	VERB
easat-8898	35	25	,	,	PUNCT
easat-8898	35	26	and	and	CCONJ
easat-8898	35	27	knowledge	knowledge	NOUN
easat-8898	35	28	-	-	PUNCT
easat-8898	35	29	driven	drive	VERB
easat-8898	35	30	systems	system	NOUN
easat-8898	35	31	.	.	PUNCT
easat-8898	36	1	data	data	NOUN
easat-8898	36	2	-	-	PUNCT
easat-8898	36	3	driven	drive	VERB
easat-8898	36	4	dss	dss	NOUN
easat-8898	36	5	emphasize	emphasize	VERB
easat-8898	36	6	the	the	DET
easat-8898	36	7	collection	collection	NOUN
easat-8898	36	8	and	and	CCONJ
easat-8898	36	9	organization	organization	NOUN
easat-8898	36	10	of	of	ADP
easat-8898	36	11	structured	structured	ADJ
easat-8898	36	12	and	and	CCONJ
easat-8898	36	13	unstructured	unstructured	ADJ
easat-8898	36	14	data	datum	NOUN
easat-8898	36	15	from	from	ADP
easat-8898	36	16	internal	internal	ADJ
easat-8898	36	17	and	and	CCONJ
easat-8898	36	18	external	external	ADJ
easat-8898	36	19	sources	source	NOUN
easat-8898	36	20	.	.	PUNCT
easat-8898	37	1	these	these	DET
easat-8898	37	2	systems	system	NOUN
easat-8898	37	3	allow	allow	VERB
easat-8898	37	4	users	user	NOUN
easat-8898	37	5	such	such	ADJ
easat-8898	37	6	as	as	ADP
easat-8898	37	7	managers	manager	NOUN
easat-8898	37	8	and	and	CCONJ
easat-8898	37	9	service	service	NOUN
easat-8898	37	10	providers	provider	NOUN
easat-8898	37	11	to	to	PART
easat-8898	37	12	generate	generate	VERB
easat-8898	37	13	queries	query	NOUN
easat-8898	37	14	and	and	CCONJ
easat-8898	37	15	analyze	analyze	VERB
easat-8898	37	16	patterns	pattern	NOUN
easat-8898	37	17	efficiently	efficiently	ADV
easat-8898	37	18	.	.	PUNCT
easat-8898	38	1	communication	communication	NOUN
easat-8898	38	2	-	-	PUNCT
easat-8898	38	3	driven	drive	VERB
easat-8898	38	4	dss	dss	NOUN
easat-8898	38	5	,	,	PUNCT
easat-8898	38	6	by	by	ADP
easat-8898	38	7	contrast	contrast	NOUN
easat-8898	38	8	,	,	PUNCT
easat-8898	38	9	support	support	VERB
easat-8898	38	10	collaborative	collaborative	ADJ
easat-8898	38	11	decision	decision	NOUN
easat-8898	38	12	-	-	PUNCT
easat-8898	38	13	making	making	NOUN
easat-8898	38	14	by	by	ADP
easat-8898	38	15	enabling	enable	VERB
easat-8898	38	16	shared	share	VERB
easat-8898	38	17	work	work	NOUN
easat-8898	38	18	processes	process	NOUN
easat-8898	38	19	among	among	ADP
easat-8898	38	20	multiple	multiple	ADJ
easat-8898	38	21	stakeholders	stakeholder	NOUN
easat-8898	38	22	via	via	ADP
easat-8898	38	23	web	web	NOUN
easat-8898	38	24	-	-	PUNCT
easat-8898	38	25	based	base	VERB
easat-8898	38	26	platforms	platform	NOUN
easat-8898	38	27	.	.	PUNCT
easat-8898	39	1	according	accord	VERB
easat-8898	39	2	to	to	ADP
easat-8898	39	3	alyahyan	alyahyan	ADJ
easat-8898	39	4	and	and	CCONJ
easat-8898	39	5	düştegör	düştegör	ADJ
easat-8898	39	6	[	[	X
easat-8898	39	7	2	2	NUM
easat-8898	39	8	]	]	PUNCT
easat-8898	39	9	the	the	DET
easat-8898	39	10	architecture	architecture	NOUN
easat-8898	39	11	of	of	ADP
easat-8898	39	12	a	a	DET
easat-8898	39	13	dss	dss	NOUN
easat-8898	39	14	comprises	comprise	VERB
easat-8898	39	15	three	three	NUM
easat-8898	39	16	components	component	NOUN
easat-8898	39	17	:	:	PUNCT
easat-8898	39	18	a	a	DET
easat-8898	39	19	database	database	NOUN
easat-8898	39	20	management	management	NOUN
easat-8898	39	21	system	system	NOUN
easat-8898	39	22	(	(	PUNCT
easat-8898	39	23	dbms	dbms	PROPN
easat-8898	39	24	)	)	PUNCT
easat-8898	39	25	,	,	PUNCT
easat-8898	39	26	a	a	DET
easat-8898	39	27	model	model	NOUN
easat-8898	39	28	-	-	PUNCT
easat-8898	39	29	based	base	VERB
easat-8898	39	30	management	management	NOUN
easat-8898	39	31	system	system	NOUN
easat-8898	39	32	(	(	PUNCT
easat-8898	39	33	mbms	mbms	NOUN
easat-8898	39	34	)	)	PUNCT
easat-8898	39	35	,	,	PUNCT
easat-8898	39	36	and	and	CCONJ
easat-8898	39	37	a	a	DET
easat-8898	39	38	user	user	NOUN
easat-8898	39	39	interface	interface	NOUN
easat-8898	39	40	.	.	PUNCT
easat-8898	40	1	the	the	DET
easat-8898	40	2	dbms	dbms	PROPN
easat-8898	40	3	manages	manage	VERB
easat-8898	40	4	the	the	DET
easat-8898	40	5	storage	storage	NOUN
easat-8898	40	6	and	and	CCONJ
easat-8898	40	7	retrieval	retrieval	NOUN
easat-8898	40	8	of	of	ADP
easat-8898	40	9	data	datum	NOUN
easat-8898	40	10	,	,	PUNCT
easat-8898	40	11	while	while	SCONJ
easat-8898	40	12	the	the	DET
easat-8898	40	13	mbms	mbms	NOUN
easat-8898	40	14	applies	apply	VERB
easat-8898	40	15	mathematical	mathematical	ADJ
easat-8898	40	16	models	model	NOUN
easat-8898	40	17	to	to	PART
easat-8898	40	18	derive	derive	VERB
easat-8898	40	19	insights	insight	NOUN
easat-8898	40	20	.	.	PUNCT
easat-8898	41	1	dss	dss	NOUN
easat-8898	41	2	are	be	AUX
easat-8898	41	3	especially	especially	ADV
easat-8898	41	4	effective	effective	ADJ
easat-8898	41	5	in	in	ADP
easat-8898	41	6	handling	handle	VERB
easat-8898	41	7	semi	semi	ADJ
easat-8898	41	8	-	-	ADJ
easat-8898	41	9	structured	structured	ADJ
easat-8898	41	10	problems	problem	NOUN
easat-8898	41	11	by	by	ADP
easat-8898	41	12	integrating	integrate	VERB
easat-8898	41	13	analytical	analytical	ADJ
easat-8898	41	14	tools	tool	NOUN
easat-8898	41	15	,	,	PUNCT
easat-8898	41	16	such	such	ADJ
easat-8898	41	17	as	as	ADP
easat-8898	41	18	analytical	analytical	ADJ
easat-8898	41	19	hierarchy	hierarchy	NOUN
easat-8898	41	20	process	process	NOUN
easat-8898	41	21	(	(	PUNCT
easat-8898	41	22	ahp	ahp	NOUN
easat-8898	41	23	)	)	PUNCT
easat-8898	41	24	and	and	CCONJ
easat-8898	41	25	multi	multi	ADJ
easat-8898	41	26	-	-	ADJ
easat-8898	41	27	criteria	criterion	NOUN
easat-8898	41	28	decision	decision	NOUN
easat-8898	41	29	analysis	analysis	NOUN
easat-8898	41	30	(	(	PUNCT
easat-8898	41	31	mcda	mcda	NOUN
easat-8898	41	32	)	)	PUNCT
easat-8898	41	33	,	,	PUNCT
easat-8898	41	34	to	to	PART
easat-8898	41	35	support	support	VERB
easat-8898	41	36	complex	complex	ADJ
easat-8898	41	37	decision	decision	NOUN
easat-8898	41	38	-	-	PUNCT
easat-8898	41	39	making	make	VERB
easat-8898	41	40	scenarios	scenario	NOUN
easat-8898	41	41	[	[	X
easat-8898	41	42	3	3	NUM
easat-8898	41	43	]	]	PUNCT
easat-8898	41	44	.	.	PUNCT
easat-8898	42	1	2.2	2.2	NUM
easat-8898	42	2	.	.	PUNCT
easat-8898	42	3	career	career	NOUN
easat-8898	42	4	decision	decision	NOUN
easat-8898	42	5	-	-	PUNCT
easat-8898	42	6	making	make	VERB
easat-8898	42	7	processes	process	NOUN
easat-8898	42	8	career	career	NOUN
easat-8898	42	9	decision	decision	NOUN
easat-8898	42	10	-	-	PUNCT
easat-8898	42	11	making	making	NOUN
easat-8898	42	12	is	be	AUX
easat-8898	42	13	a	a	DET
easat-8898	42	14	complex	complex	ADJ
easat-8898	42	15	,	,	PUNCT
easat-8898	42	16	multi	multi	ADJ
easat-8898	42	17	-	-	ADJ
easat-8898	42	18	stage	stage	NOUN
easat-8898	42	19	process	process	NOUN
easat-8898	42	20	influenced	influence	VERB
easat-8898	42	21	by	by	ADP
easat-8898	42	22	various	various	ADJ
easat-8898	42	23	internal	internal	ADJ
easat-8898	42	24	and	and	CCONJ
easat-8898	42	25	external	external	ADJ
easat-8898	42	26	factors	factor	NOUN
easat-8898	42	27	.	.	PUNCT
easat-8898	43	1	fiedler	fiedler	PROPN
easat-8898	43	2	,	,	PUNCT
easat-8898	43	3	et	et	PROPN
easat-8898	43	4	al	al	PROPN
easat-8898	43	5	.	.	PUNCT
easat-8898	44	1	[	[	X
easat-8898	44	2	4	4	X
easat-8898	44	3	]	]	PUNCT
easat-8898	44	4	argue	argue	VERB
easat-8898	44	5	that	that	SCONJ
easat-8898	44	6	the	the	DET
easat-8898	44	7	decision	decision	NOUN
easat-8898	44	8	-	-	PUNCT
easat-8898	44	9	making	make	VERB
easat-8898	44	10	process	process	NOUN
easat-8898	44	11	involves	involve	VERB
easat-8898	44	12	identifying	identify	VERB
easat-8898	44	13	problems	problem	NOUN
easat-8898	44	14	,	,	PUNCT
easat-8898	44	15	generating	generate	VERB
easat-8898	44	16	alternatives	alternative	NOUN
easat-8898	44	17	,	,	PUNCT
easat-8898	44	18	evaluating	evaluate	VERB
easat-8898	44	19	options	option	NOUN
easat-8898	44	20	,	,	PUNCT
easat-8898	44	21	and	and	CCONJ
easat-8898	44	22	implementing	implement	VERB
easat-8898	44	23	solutions	solution	NOUN
easat-8898	44	24	.	.	PUNCT
easat-8898	45	1	alyahyan	alyahyan	PROPN
easat-8898	45	2	and	and	CCONJ
easat-8898	45	3	düştegör	düştegör	ADJ
easat-8898	46	1	[	[	X
easat-8898	46	2	2	2	NUM
easat-8898	46	3	]	]	PUNCT
easat-8898	46	4	and	and	CCONJ
easat-8898	46	5	ammirato	ammirato	PROPN
easat-8898	46	6	,	,	PUNCT
easat-8898	46	7	et	et	PROPN
easat-8898	46	8	al	al	PROPN
easat-8898	46	9	.	.	PUNCT
easat-8898	47	1	[	[	X
easat-8898	47	2	5	5	NUM
easat-8898	47	3	]	]	PUNCT
easat-8898	47	4	further	far	ADV
easat-8898	47	5	break	break	VERB
easat-8898	47	6	down	down	ADP
easat-8898	47	7	this	this	DET
easat-8898	47	8	process	process	NOUN
easat-8898	47	9	into	into	ADP
easat-8898	47	10	six	six	NUM
easat-8898	47	11	stages	stage	NOUN
easat-8898	47	12	:	:	PUNCT
easat-8898	47	13	problem	problem	NOUN
easat-8898	47	14	identification	identification	NOUN
easat-8898	47	15	,	,	PUNCT
easat-8898	47	16	requirements	requirement	NOUN
easat-8898	47	17	gathering	gathering	NOUN
easat-8898	47	18	,	,	PUNCT
easat-8898	47	19	model	model	NOUN
easat-8898	47	20	development	development	NOUN
easat-8898	47	21	,	,	PUNCT
easat-8898	47	22	option	option	NOUN
easat-8898	47	23	analysis	analysis	NOUN
easat-8898	47	24	,	,	PUNCT
easat-8898	47	25	decision	decision	NOUN
easat-8898	47	26	design	design	NOUN
easat-8898	47	27	,	,	PUNCT
easat-8898	47	28	and	and	CCONJ
easat-8898	47	29	implementation	implementation	NOUN
easat-8898	47	30	.	.	PUNCT
easat-8898	48	1	human	human	ADJ
easat-8898	48	2	expertise	expertise	NOUN
easat-8898	48	3	,	,	PUNCT
easat-8898	48	4	traditionally	traditionally	ADV
easat-8898	48	5	offered	offer	VERB
easat-8898	48	6	through	through	ADP
easat-8898	48	7	academic	academic	ADJ
easat-8898	48	8	advisors	advisor	NOUN
easat-8898	48	9	,	,	PUNCT
easat-8898	48	10	is	be	AUX
easat-8898	48	11	now	now	ADV
easat-8898	48	12	being	be	AUX
easat-8898	48	13	augmented	augment	VERB
easat-8898	48	14	by	by	ADP
easat-8898	48	15	expert	expert	NOUN
easat-8898	48	16	systems	system	NOUN
easat-8898	48	17	and	and	CCONJ
easat-8898	48	18	intelligent	intelligent	ADJ
easat-8898	48	19	platforms	platform	NOUN
easat-8898	48	20	capable	capable	ADJ
easat-8898	48	21	of	of	ADP
easat-8898	48	22	evaluating	evaluate	VERB
easat-8898	48	23	academic	academic	ADJ
easat-8898	48	24	records	record	NOUN
easat-8898	48	25	and	and	CCONJ
easat-8898	48	26	suggesting	suggest	VERB
easat-8898	48	27	optimal	optimal	ADJ
easat-8898	48	28	career	career	NOUN
easat-8898	48	29	paths	path	NOUN
easat-8898	48	30	[	[	X
easat-8898	48	31	6	6	NUM
easat-8898	48	32	]	]	PUNCT
easat-8898	48	33	such	such	ADJ
easat-8898	48	34	tools	tool	NOUN
easat-8898	48	35	are	be	AUX
easat-8898	48	36	essential	essential	ADJ
easat-8898	48	37	in	in	ADP
easat-8898	48	38	higher	high	ADJ
easat-8898	48	39	education	education	NOUN
easat-8898	48	40	,	,	PUNCT
easat-8898	48	41	where	where	SCONJ
easat-8898	48	42	students	student	NOUN
easat-8898	48	43	often	often	ADV
easat-8898	48	44	struggle	struggle	VERB
easat-8898	48	45	to	to	PART
easat-8898	48	46	match	match	VERB
easat-8898	48	47	their	their	PRON
easat-8898	48	48	interests	interest	NOUN
easat-8898	48	49	and	and	CCONJ
easat-8898	48	50	academic	academic	ADJ
easat-8898	48	51	achievements	achievement	NOUN
easat-8898	48	52	with	with	ADP
easat-8898	48	53	realistic	realistic	ADJ
easat-8898	48	54	career	career	NOUN
easat-8898	48	55	options	option	NOUN
easat-8898	48	56	.	.	PUNCT
easat-8898	49	1	theoretical	theoretical	ADJ
easat-8898	49	2	foundations	foundation	NOUN
easat-8898	49	3	for	for	ADP
easat-8898	49	4	career	career	NOUN
easat-8898	49	5	decision	decision	NOUN
easat-8898	49	6	-	-	PUNCT
easat-8898	49	7	making	making	NOUN
easat-8898	49	8	can	can	AUX
easat-8898	49	9	be	be	AUX
easat-8898	49	10	traced	trace	VERB
easat-8898	49	11	back	back	ADV
easat-8898	49	12	to	to	ADP
easat-8898	49	13	,	,	PUNCT
easat-8898	49	14	who	who	PRON
easat-8898	49	15	emphasized	emphasize	VERB
easat-8898	49	16	three	three	NUM
easat-8898	49	17	principles	principle	NOUN
easat-8898	49	18	:	:	PUNCT
easat-8898	49	19	self	self	NOUN
easat-8898	49	20	-	-	PUNCT
easat-8898	49	21	understanding	understanding	NOUN
easat-8898	49	22	,	,	PUNCT
easat-8898	49	23	knowledge	knowledge	NOUN
easat-8898	49	24	of	of	ADP
easat-8898	49	25	the	the	DET
easat-8898	49	26	world	world	NOUN
easat-8898	49	27	of	of	ADP
easat-8898	49	28	work	work	NOUN
easat-8898	49	29	,	,	PUNCT
easat-8898	49	30	and	and	CCONJ
easat-8898	49	31	logical	logical	ADJ
easat-8898	49	32	reasoning	reasoning	NOUN
easat-8898	49	33	in	in	ADP
easat-8898	49	34	matching	match	VERB
easat-8898	49	35	the	the	DET
easat-8898	49	36	two	two	NUM
easat-8898	49	37	.	.	PUNCT
easat-8898	50	1	contemporary	contemporary	ADJ
easat-8898	50	2	models	model	NOUN
easat-8898	50	3	focus	focus	VERB
easat-8898	50	4	on	on	ADP
easat-8898	50	5	self	self	NOUN
easat-8898	50	6	-	-	PUNCT
easat-8898	50	7	efficacy	efficacy	NOUN
easat-8898	50	8	,	,	PUNCT
easat-8898	50	9	expectations	expectation	NOUN
easat-8898	50	10	,	,	PUNCT
easat-8898	50	11	and	and	CCONJ
easat-8898	50	12	career	career	NOUN
easat-8898	50	13	commitment	commitment	NOUN
easat-8898	50	14	[	[	X
easat-8898	50	15	7	7	NUM
easat-8898	50	16	]	]	PUNCT
easat-8898	50	17	,	,	PUNCT
easat-8898	50	18	emphasizing	emphasize	VERB
easat-8898	50	19	the	the	DET
easat-8898	50	20	importance	importance	NOUN
easat-8898	50	21	of	of	ADP
easat-8898	50	22	personalized	personalized	ADJ
easat-8898	50	23	systems	system	NOUN
easat-8898	50	24	to	to	PART
easat-8898	50	25	improve	improve	VERB
easat-8898	50	26	career	career	NOUN
easat-8898	50	27	decision	decision	NOUN
easat-8898	50	28	-	-	PUNCT
easat-8898	50	29	making	make	VERB
easat-8898	50	30	confidence	confidence	NOUN
easat-8898	50	31	and	and	CCONJ
easat-8898	50	32	accuracy	accuracy	NOUN
easat-8898	50	33	.	.	PUNCT
easat-8898	51	1	1280	1280	NUM
easat-8898	51	2	edelweiss	edelweiss	PROPN
easat-8898	51	3	applied	apply	VERB
easat-8898	51	4	science	science	NOUN
easat-8898	51	5	and	and	CCONJ
easat-8898	51	6	technology	technology	NOUN
easat-8898	51	7	issn	issn	PROPN
easat-8898	51	8	:	:	PUNCT
easat-8898	51	9	2576	2576	NUM
easat-8898	51	10	-	-	SYM
easat-8898	51	11	8484	8484	NUM
easat-8898	51	12	vol	vol	NOUN
easat-8898	51	13	.	.	PROPN
easat-8898	52	1	9	9	NUM
easat-8898	52	2	,	,	PUNCT
easat-8898	52	3	no	no	INTJ
easat-8898	52	4	.	.	NOUN
easat-8898	52	5	7	7	NUM
easat-8898	52	6	:	:	SYM
easat-8898	52	7	1278	1278	NUM
easat-8898	52	8	-	-	SYM
easat-8898	52	9	1298	1298	NUM
easat-8898	52	10	,	,	PUNCT
easat-8898	52	11	2025	2025	NUM
easat-8898	52	12	doi	doi	NOUN
easat-8898	52	13	:	:	PUNCT
easat-8898	52	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	52	15	©	©	PROPN
easat-8898	52	16	2025	2025	NUM
easat-8898	52	17	by	by	ADP
easat-8898	52	18	the	the	DET
easat-8898	52	19	authors	author	NOUN
easat-8898	52	20	;	;	PUNCT
easat-8898	52	21	licensee	licensee	PROPN
easat-8898	52	22	learning	learning	NOUN
easat-8898	52	23	gate	gate	NOUN
easat-8898	52	24	2.3	2.3	NUM
easat-8898	52	25	.	.	PUNCT
easat-8898	53	1	program	program	NOUN
easat-8898	53	2	learning	learn	VERB
easat-8898	53	3	outcomes	outcome	NOUN
easat-8898	53	4	(	(	PUNCT
easat-8898	53	5	plos	plos	PROPN
easat-8898	53	6	)	)	PUNCT
easat-8898	53	7	program	program	NOUN
easat-8898	53	8	learning	learn	VERB
easat-8898	53	9	outcomes	outcome	NOUN
easat-8898	53	10	(	(	PUNCT
easat-8898	53	11	plos	plos	PROPN
easat-8898	53	12	)	)	PUNCT
easat-8898	53	13	represent	represent	VERB
easat-8898	53	14	measurable	measurable	ADJ
easat-8898	53	15	achievements	achievement	NOUN
easat-8898	53	16	that	that	PRON
easat-8898	53	17	students	student	NOUN
easat-8898	53	18	are	be	AUX
easat-8898	53	19	expected	expect	VERB
easat-8898	53	20	to	to	PART
easat-8898	53	21	attain	attain	VERB
easat-8898	53	22	upon	upon	SCONJ
easat-8898	53	23	completion	completion	NOUN
easat-8898	53	24	of	of	ADP
easat-8898	53	25	a	a	DET
easat-8898	53	26	degree	degree	NOUN
easat-8898	53	27	program	program	NOUN
easat-8898	53	28	.	.	PUNCT
easat-8898	54	1	according	accord	VERB
easat-8898	54	2	to	to	ADP
easat-8898	54	3	adam	adam	PROPN
easat-8898	54	4	[	[	X
easat-8898	54	5	8	8	NUM
easat-8898	54	6	]	]	PUNCT
easat-8898	54	7	outcome	outcome	NOUN
easat-8898	54	8	-	-	PUNCT
easat-8898	54	9	based	base	VERB
easat-8898	54	10	education	education	NOUN
easat-8898	54	11	(	(	PUNCT
easat-8898	54	12	obe	obe	PROPN
easat-8898	54	13	)	)	PUNCT
easat-8898	54	14	shifts	shift	NOUN
easat-8898	54	15	focus	focus	VERB
easat-8898	54	16	from	from	ADP
easat-8898	54	17	teaching	teach	VERB
easat-8898	54	18	to	to	ADP
easat-8898	54	19	learning	learn	VERB
easat-8898	54	20	by	by	ADP
easat-8898	54	21	aligning	align	VERB
easat-8898	54	22	curriculum	curriculum	NOUN
easat-8898	54	23	design	design	NOUN
easat-8898	54	24	,	,	PUNCT
easat-8898	54	25	teaching	teaching	NOUN
easat-8898	54	26	strategies	strategy	NOUN
easat-8898	54	27	,	,	PUNCT
easat-8898	54	28	and	and	CCONJ
easat-8898	54	29	assessments	assessment	NOUN
easat-8898	54	30	with	with	ADP
easat-8898	54	31	specific	specific	ADJ
easat-8898	54	32	learning	learning	NOUN
easat-8898	54	33	outcomes	outcome	NOUN
easat-8898	54	34	.	.	PUNCT
easat-8898	55	1	plos	plos	PROPN
easat-8898	55	2	typically	typically	ADV
easat-8898	55	3	include	include	VERB
easat-8898	55	4	cognitive	cognitive	ADJ
easat-8898	55	5	(	(	PUNCT
easat-8898	55	6	knowledge	knowledge	NOUN
easat-8898	55	7	)	)	PUNCT
easat-8898	55	8	,	,	PUNCT
easat-8898	55	9	psychomotor	psychomotor	NOUN
easat-8898	55	10	(	(	PUNCT
easat-8898	55	11	skills	skill	NOUN
easat-8898	55	12	)	)	PUNCT
easat-8898	55	13	,	,	PUNCT
easat-8898	55	14	and	and	CCONJ
easat-8898	55	15	affective	affective	NOUN
easat-8898	55	16	(	(	PUNCT
easat-8898	55	17	attitudes	attitude	NOUN
easat-8898	55	18	)	)	PUNCT
easat-8898	55	19	domains	domain	NOUN
easat-8898	55	20	.	.	PUNCT
easat-8898	56	1	their	their	PRON
easat-8898	56	2	evaluation	evaluation	NOUN
easat-8898	56	3	involves	involve	VERB
easat-8898	56	4	both	both	CCONJ
easat-8898	56	5	direct	direct	ADJ
easat-8898	56	6	methods	method	NOUN
easat-8898	56	7	(	(	PUNCT
easat-8898	56	8	assignments	assignment	NOUN
easat-8898	56	9	,	,	PUNCT
easat-8898	56	10	standardized	standardized	ADJ
easat-8898	56	11	tests	test	NOUN
easat-8898	56	12	)	)	PUNCT
easat-8898	56	13	and	and	CCONJ
easat-8898	56	14	indirect	indirect	ADJ
easat-8898	56	15	methods	method	NOUN
easat-8898	56	16	(	(	PUNCT
easat-8898	56	17	surveys	survey	NOUN
easat-8898	56	18	,	,	PUNCT
easat-8898	56	19	graduate	graduate	NOUN
easat-8898	56	20	tracking	tracking	NOUN
easat-8898	56	21	)	)	PUNCT
easat-8898	56	22	.	.	PUNCT
easat-8898	57	1	tools	tool	NOUN
easat-8898	57	2	such	such	ADJ
easat-8898	57	3	as	as	ADP
easat-8898	57	4	rubrics	rubric	NOUN
easat-8898	57	5	,	,	PUNCT
easat-8898	57	6	concept	concept	NOUN
easat-8898	57	7	maps	map	NOUN
easat-8898	57	8	,	,	PUNCT
easat-8898	57	9	and	and	CCONJ
easat-8898	57	10	portfolio	portfolio	NOUN
easat-8898	57	11	reviews	review	NOUN
easat-8898	57	12	are	be	AUX
easat-8898	57	13	used	use	VERB
easat-8898	57	14	to	to	PART
easat-8898	57	15	assess	assess	VERB
easat-8898	57	16	learning	learn	VERB
easat-8898	57	17	outcomes	outcome	NOUN
easat-8898	57	18	systematically	systematically	ADV
easat-8898	57	19	.	.	PUNCT
easat-8898	58	1	well	well	ADV
easat-8898	58	2	-	-	PUNCT
easat-8898	58	3	aligned	align	VERB
easat-8898	58	4	plos	plo	NOUN
easat-8898	58	5	improve	improve	VERB
easat-8898	58	6	educational	educational	ADJ
easat-8898	58	7	transparency	transparency	NOUN
easat-8898	58	8	and	and	CCONJ
easat-8898	58	9	ensure	ensure	VERB
easat-8898	58	10	that	that	SCONJ
easat-8898	58	11	graduates	graduate	NOUN
easat-8898	58	12	possess	possess	VERB
easat-8898	58	13	industryrelevant	industryrelevant	ADJ
easat-8898	58	14	competencies	competency	NOUN
easat-8898	58	15	.	.	PUNCT
easat-8898	59	1	mapping	mapping	NOUN
easat-8898	59	2	plos	plo	NOUN
easat-8898	59	3	to	to	PART
easat-8898	59	4	course	course	VERB
easat-8898	59	5	learning	learn	VERB
easat-8898	59	6	outcomes	outcome	NOUN
easat-8898	59	7	(	(	PUNCT
easat-8898	59	8	clos	clo	NOUN
easat-8898	59	9	)	)	PUNCT
easat-8898	59	10	ensures	ensure	VERB
easat-8898	59	11	curriculum	curriculum	NOUN
easat-8898	59	12	coherence	coherence	NOUN
easat-8898	59	13	and	and	CCONJ
easat-8898	59	14	supports	support	VERB
easat-8898	59	15	continuous	continuous	ADJ
easat-8898	59	16	program	program	NOUN
easat-8898	59	17	improvement	improvement	NOUN
easat-8898	59	18	through	through	ADP
easat-8898	59	19	assessment	assessment	NOUN
easat-8898	59	20	cycles	cycle	NOUN
easat-8898	59	21	.	.	PUNCT
easat-8898	60	1	2.4	2.4	NUM
easat-8898	60	2	.	.	PUNCT
easat-8898	61	1	thailand	thailand	PROPN
easat-8898	61	2	professional	professional	PROPN
easat-8898	61	3	qualification	qualification	PROPN
easat-8898	61	4	institute	institute	PROPN
easat-8898	61	5	(	(	PUNCT
easat-8898	61	6	tpqi	tpqi	NOUN
easat-8898	61	7	)	)	PUNCT
easat-8898	61	8	tpqi	tpqi	NOUN
easat-8898	61	9	is	be	AUX
easat-8898	61	10	a	a	DET
easat-8898	61	11	key	key	ADJ
easat-8898	61	12	institution	institution	NOUN
easat-8898	61	13	in	in	ADP
easat-8898	61	14	thailand	thailand	PROPN
easat-8898	61	15	's	's	PART
easat-8898	61	16	competency	competency	NOUN
easat-8898	61	17	-	-	PUNCT
easat-8898	61	18	based	base	VERB
easat-8898	61	19	education	education	NOUN
easat-8898	61	20	framework	framework	NOUN
easat-8898	61	21	.	.	PUNCT
easat-8898	62	1	it	it	PRON
easat-8898	62	2	defines	define	VERB
easat-8898	62	3	national	national	ADJ
easat-8898	62	4	standards	standard	NOUN
easat-8898	62	5	for	for	ADP
easat-8898	62	6	various	various	ADJ
easat-8898	62	7	professional	professional	ADJ
easat-8898	62	8	fields	field	NOUN
easat-8898	62	9	,	,	PUNCT
easat-8898	62	10	including	include	VERB
easat-8898	62	11	digital	digital	ADJ
easat-8898	62	12	technology	technology	NOUN
easat-8898	62	13	,	,	PUNCT
easat-8898	62	14	through	through	ADP
easat-8898	62	15	a	a	DET
easat-8898	62	16	structured	structured	ADJ
easat-8898	62	17	eight	eight	NUM
easat-8898	62	18	-	-	PUNCT
easat-8898	62	19	level	level	NOUN
easat-8898	62	20	qualification	qualification	NOUN
easat-8898	62	21	framework	framework	NOUN
easat-8898	62	22	.	.	PUNCT
easat-8898	63	1	each	each	DET
easat-8898	63	2	level	level	NOUN
easat-8898	63	3	outlines	outline	VERB
easat-8898	63	4	expected	expect	VERB
easat-8898	63	5	knowledge	knowledge	NOUN
easat-8898	63	6	,	,	PUNCT
easat-8898	63	7	skills	skill	NOUN
easat-8898	63	8	,	,	PUNCT
easat-8898	63	9	application	application	NOUN
easat-8898	63	10	outcomes	outcome	NOUN
easat-8898	63	11	,	,	PUNCT
easat-8898	63	12	and	and	CCONJ
easat-8898	63	13	ethical	ethical	ADJ
easat-8898	63	14	responsibilities	responsibility	NOUN
easat-8898	63	15	.	.	PUNCT
easat-8898	64	1	the	the	DET
easat-8898	64	2	unit	unit	NOUN
easat-8898	64	3	of	of	ADP
easat-8898	64	4	competency	competency	PROPN
easat-8898	64	5	(	(	PUNCT
easat-8898	64	6	uoc	uoc	PROPN
easat-8898	64	7	)	)	PUNCT
easat-8898	64	8	approach	approach	NOUN
easat-8898	64	9	adopted	adopt	VERB
easat-8898	64	10	by	by	ADP
easat-8898	64	11	tpqi	tpqi	NOUN
easat-8898	64	12	facilitates	facilitate	VERB
easat-8898	64	13	precise	precise	ADJ
easat-8898	64	14	matching	matching	NOUN
easat-8898	64	15	between	between	ADP
easat-8898	64	16	academic	academic	ADJ
easat-8898	64	17	achievements	achievement	NOUN
easat-8898	64	18	and	and	CCONJ
easat-8898	64	19	professional	professional	ADJ
easat-8898	64	20	requirements	requirement	NOUN
easat-8898	64	21	.	.	PUNCT
easat-8898	65	1	this	this	DET
easat-8898	65	2	alignment	alignment	NOUN
easat-8898	65	3	enables	enable	VERB
easat-8898	65	4	universities	university	NOUN
easat-8898	65	5	to	to	PART
easat-8898	65	6	reform	reform	VERB
easat-8898	65	7	curricula	curricula	NOUN
easat-8898	65	8	in	in	ADP
easat-8898	65	9	response	response	NOUN
easat-8898	65	10	to	to	ADP
easat-8898	65	11	labor	labor	NOUN
easat-8898	65	12	market	market	NOUN
easat-8898	65	13	demands	demand	NOUN
easat-8898	65	14	and	and	CCONJ
easat-8898	65	15	enhances	enhance	VERB
easat-8898	65	16	graduate	graduate	ADJ
easat-8898	65	17	employability	employability	NOUN
easat-8898	65	18	in	in	ADP
easat-8898	65	19	digital	digital	ADJ
easat-8898	65	20	sectors	sector	NOUN
easat-8898	65	21	.	.	PUNCT
easat-8898	66	1	2.5	2.5	NUM
easat-8898	66	2	.	.	PUNCT
easat-8898	67	1	digital	digital	PROPN
easat-8898	67	2	manpower	manpower	PROPN
easat-8898	67	3	development	development	PROPN
easat-8898	67	4	digital	digital	PROPN
easat-8898	67	5	manpower	manpower	NOUN
easat-8898	67	6	refers	refer	VERB
easat-8898	67	7	to	to	ADP
easat-8898	67	8	professionals	professional	NOUN
easat-8898	67	9	equipped	equip	VERB
easat-8898	67	10	with	with	ADP
easat-8898	67	11	competencies	competency	NOUN
easat-8898	67	12	in	in	ADP
easat-8898	67	13	using	use	VERB
easat-8898	67	14	,	,	PUNCT
easat-8898	67	15	developing	develop	VERB
easat-8898	67	16	,	,	PUNCT
easat-8898	67	17	and	and	CCONJ
easat-8898	67	18	leading	lead	VERB
easat-8898	67	19	digital	digital	ADJ
easat-8898	67	20	technologies	technology	NOUN
easat-8898	67	21	.	.	PUNCT
easat-8898	68	1	oecd	oecd	PROPN
easat-8898	68	2	defines	define	VERB
easat-8898	68	3	such	such	ADJ
easat-8898	68	4	individuals	individual	NOUN
easat-8898	68	5	as	as	ADP
easat-8898	68	6	those	those	PRON
easat-8898	68	7	skilled	skilled	ADJ
easat-8898	68	8	in	in	ADP
easat-8898	68	9	automation	automation	NOUN
easat-8898	68	10	,	,	PUNCT
easat-8898	68	11	artificial	artificial	ADJ
easat-8898	68	12	intelligence	intelligence	NOUN
easat-8898	68	13	,	,	PUNCT
easat-8898	68	14	blockchain	blockchain	NOUN
easat-8898	68	15	,	,	PUNCT
easat-8898	68	16	and	and	CCONJ
easat-8898	68	17	cloud	cloud	NOUN
easat-8898	68	18	computing	computing	NOUN
easat-8898	68	19	.	.	PUNCT
easat-8898	69	1	in	in	ADP
easat-8898	69	2	thailand	thailand	PROPN
easat-8898	69	3	,	,	PUNCT
easat-8898	69	4	the	the	DET
easat-8898	69	5	demand	demand	NOUN
easat-8898	69	6	for	for	ADP
easat-8898	69	7	digital	digital	ADJ
easat-8898	69	8	talents	talent	NOUN
easat-8898	69	9	exceeds	exceed	VERB
easat-8898	69	10	200,000	200,000	NUM
easat-8898	69	11	per	per	ADP
easat-8898	69	12	year	year	NOUN
easat-8898	69	13	,	,	PUNCT
easat-8898	69	14	while	while	SCONJ
easat-8898	69	15	only	only	ADV
easat-8898	69	16	30	30	NUM
easat-8898	69	17	%	%	NOUN
easat-8898	69	18	of	of	ADP
easat-8898	69	19	graduates	graduate	NOUN
easat-8898	69	20	meet	meet	VERB
easat-8898	69	21	the	the	DET
easat-8898	69	22	required	require	VERB
easat-8898	69	23	professional	professional	ADJ
easat-8898	69	24	standards	standard	NOUN
easat-8898	69	25	(	(	PUNCT
easat-8898	69	26	depa	depa	NOUN
easat-8898	69	27	,	,	PUNCT
easat-8898	69	28	tpqi	tpqi	NOUN
easat-8898	69	29	)	)	PUNCT
easat-8898	69	30	.	.	PUNCT
easat-8898	70	1	the	the	DET
easat-8898	70	2	world	world	NOUN
easat-8898	70	3	economic	economic	ADJ
easat-8898	70	4	forum	forum	NOUN
easat-8898	70	5	[	[	X
easat-8898	70	6	9	9	NUM
easat-8898	70	7	]	]	PUNCT
easat-8898	70	8	projects	project	NOUN
easat-8898	70	9	that	that	SCONJ
easat-8898	70	10	by	by	ADP
easat-8898	70	11	2030	2030	NUM
easat-8898	70	12	,	,	PUNCT
easat-8898	70	13	over	over	ADP
easat-8898	70	14	85	85	NUM
easat-8898	70	15	million	million	NUM
easat-8898	70	16	new	new	ADJ
easat-8898	70	17	digital	digital	ADJ
easat-8898	70	18	jobs	job	NOUN
easat-8898	70	19	will	will	AUX
easat-8898	70	20	be	be	AUX
easat-8898	70	21	created	create	VERB
easat-8898	70	22	globally	globally	ADV
easat-8898	70	23	,	,	PUNCT
easat-8898	70	24	while	while	SCONJ
easat-8898	70	25	many	many	ADJ
easat-8898	70	26	traditional	traditional	ADJ
easat-8898	70	27	roles	role	NOUN
easat-8898	70	28	will	will	AUX
easat-8898	70	29	disappear	disappear	VERB
easat-8898	70	30	.	.	PUNCT
easat-8898	71	1	to	to	PART
easat-8898	71	2	bridge	bridge	VERB
easat-8898	71	3	the	the	DET
easat-8898	71	4	digital	digital	ADJ
easat-8898	71	5	skills	skill	NOUN
easat-8898	71	6	gap	gap	NOUN
easat-8898	71	7	,	,	PUNCT
easat-8898	71	8	educational	educational	ADJ
easat-8898	71	9	institutions	institution	NOUN
easat-8898	71	10	must	must	AUX
easat-8898	71	11	embed	embed	VERB
easat-8898	71	12	industry	industry	NOUN
easat-8898	71	13	-	-	PUNCT
easat-8898	71	14	aligned	align	VERB
easat-8898	71	15	plos	plo	NOUN
easat-8898	71	16	and	and	CCONJ
easat-8898	71	17	career	career	NOUN
easat-8898	71	18	intelligence	intelligence	NOUN
easat-8898	71	19	systems	system	NOUN
easat-8898	71	20	into	into	ADP
easat-8898	71	21	curriculum	curriculum	NOUN
easat-8898	71	22	design	design	NOUN
easat-8898	71	23	and	and	CCONJ
easat-8898	71	24	student	student	NOUN
easat-8898	71	25	advising	advising	NOUN
easat-8898	71	26	.	.	PUNCT
easat-8898	72	1	digital	digital	ADJ
easat-8898	72	2	entrepreneurship	entrepreneurship	NOUN
easat-8898	72	3	also	also	ADV
easat-8898	72	4	plays	play	VERB
easat-8898	72	5	a	a	DET
easat-8898	72	6	pivotal	pivotal	ADJ
easat-8898	72	7	role	role	NOUN
easat-8898	72	8	.	.	PUNCT
easat-8898	73	1	entrepreneurs	entrepreneur	NOUN
easat-8898	73	2	must	must	AUX
easat-8898	73	3	harness	harness	NOUN
easat-8898	73	4	technology	technology	NOUN
easat-8898	73	5	to	to	PART
easat-8898	73	6	innovate	innovate	VERB
easat-8898	73	7	and	and	CCONJ
easat-8898	73	8	scale	scale	VERB
easat-8898	73	9	solutions	solution	NOUN
easat-8898	73	10	in	in	ADP
easat-8898	73	11	fast	fast	ADV
easat-8898	73	12	-	-	PUNCT
easat-8898	73	13	changing	change	VERB
easat-8898	73	14	markets	market	NOUN
easat-8898	73	15	[	[	X
easat-8898	73	16	10	10	NUM
easat-8898	73	17	]	]	PUNCT
easat-8898	73	18	.	.	PUNCT
easat-8898	74	1	challenges	challenge	NOUN
easat-8898	74	2	such	such	ADJ
easat-8898	74	3	as	as	ADP
easat-8898	74	4	timing	timing	NOUN
easat-8898	74	5	,	,	PUNCT
easat-8898	74	6	alignment	alignment	NOUN
easat-8898	74	7	of	of	ADP
easat-8898	74	8	incentives	incentive	NOUN
easat-8898	74	9	,	,	PUNCT
easat-8898	74	10	and	and	CCONJ
easat-8898	74	11	technology	technology	NOUN
easat-8898	74	12	inertia	inertia	NOUN
easat-8898	74	13	must	must	AUX
easat-8898	74	14	be	be	AUX
easat-8898	74	15	overcome	overcome	VERB
easat-8898	74	16	to	to	PART
easat-8898	74	17	foster	foster	VERB
easat-8898	74	18	innovation	innovation	NOUN
easat-8898	74	19	capacity	capacity	NOUN
easat-8898	74	20	and	and	CCONJ
easat-8898	74	21	national	national	ADJ
easat-8898	74	22	competitiveness	competitiveness	NOUN
easat-8898	74	23	.	.	PUNCT
easat-8898	75	1	3	3	X
easat-8898	75	2	.	.	X
easat-8898	75	3	methodology	methodology	NOUN
easat-8898	75	4	the	the	DET
easat-8898	75	5	research	research	NOUN
easat-8898	75	6	titled	title	VERB
easat-8898	75	7	"	"	PUNCT
easat-8898	75	8	a	a	DET
easat-8898	75	9	deep	deep	ADJ
easat-8898	75	10	learning	learning	NOUN
easat-8898	75	11	-	-	PUNCT
easat-8898	75	12	based	base	VERB
easat-8898	75	13	decision	decision	NOUN
easat-8898	75	14	support	support	NOUN
easat-8898	75	15	system	system	NOUN
easat-8898	75	16	for	for	ADP
easat-8898	75	17	career	career	NOUN
easat-8898	75	18	selection	selection	NOUN
easat-8898	75	19	using	use	VERB
easat-8898	75	20	computer	computer	NOUN
easat-8898	75	21	science	science	NOUN
easat-8898	75	22	curriculum	curriculum	NOUN
easat-8898	75	23	learning	learn	VERB
easat-8898	75	24	outcomes	outcome	NOUN
easat-8898	75	25	aligned	align	VERB
easat-8898	75	26	with	with	ADP
easat-8898	75	27	professional	professional	ADJ
easat-8898	75	28	qualification	qualification	NOUN
easat-8898	75	29	standards	standard	NOUN
easat-8898	75	30	in	in	ADP
easat-8898	75	31	the	the	DET
easat-8898	75	32	digital	digital	ADJ
easat-8898	75	33	industry	industry	NOUN
easat-8898	75	34	"	"	PUNCT
easat-8898	75	35	adopts	adopt	VERB
easat-8898	75	36	a	a	DET
easat-8898	75	37	research	research	NOUN
easat-8898	75	38	and	and	CCONJ
easat-8898	75	39	development	development	NOUN
easat-8898	75	40	(	(	PUNCT
easat-8898	75	41	r&d	r&d	NOUN
easat-8898	75	42	)	)	PUNCT
easat-8898	75	43	methodology	methodology	NOUN
easat-8898	75	44	.	.	PUNCT
easat-8898	76	1	the	the	DET
easat-8898	76	2	approach	approach	NOUN
easat-8898	76	3	comprises	comprise	VERB
easat-8898	76	4	six	six	NUM
easat-8898	76	5	detailed	detailed	ADJ
easat-8898	76	6	phases	phase	NOUN
easat-8898	76	7	,	,	PUNCT
easat-8898	76	8	integrating	integrate	VERB
easat-8898	76	9	qualitative	qualitative	ADJ
easat-8898	76	10	and	and	CCONJ
easat-8898	76	11	quantitative	quantitative	ADJ
easat-8898	76	12	strategies	strategy	NOUN
easat-8898	76	13	to	to	PART
easat-8898	76	14	ensure	ensure	VERB
easat-8898	76	15	industryaligned	industryaligned	ADJ
easat-8898	76	16	and	and	CCONJ
easat-8898	76	17	data	data	NOUN
easat-8898	76	18	-	-	PUNCT
easat-8898	76	19	driven	drive	VERB
easat-8898	76	20	model	model	NOUN
easat-8898	76	21	development	development	NOUN
easat-8898	76	22	.	.	PUNCT
easat-8898	77	1	phase	phase	NOUN
easat-8898	77	2	1	1	NUM
easat-8898	77	3	:	:	PUNCT
easat-8898	77	4	analysis	analysis	NOUN
easat-8898	77	5	of	of	ADP
easat-8898	77	6	current	current	ADJ
easat-8898	77	7	and	and	CCONJ
easat-8898	77	8	future	future	ADJ
easat-8898	77	9	needs	need	NOUN
easat-8898	77	10	in	in	ADP
easat-8898	77	11	the	the	DET
easat-8898	77	12	digital	digital	ADJ
easat-8898	77	13	industry	industry	NOUN
easat-8898	77	14	.	.	PUNCT
easat-8898	78	1	this	this	DET
easat-8898	78	2	phase	phase	NOUN
easat-8898	78	3	aims	aim	VERB
easat-8898	78	4	to	to	PART
easat-8898	78	5	explore	explore	VERB
easat-8898	78	6	current	current	ADJ
easat-8898	78	7	demands	demand	NOUN
easat-8898	78	8	and	and	CCONJ
easat-8898	78	9	future	future	ADJ
easat-8898	78	10	trends	trend	NOUN
easat-8898	78	11	of	of	ADP
easat-8898	78	12	the	the	DET
easat-8898	78	13	digital	digital	ADJ
easat-8898	78	14	workforce	workforce	NOUN
easat-8898	78	15	.	.	PUNCT
easat-8898	79	1	the	the	DET
easat-8898	79	2	following	follow	VERB
easat-8898	79	3	activities	activity	NOUN
easat-8898	79	4	were	be	AUX
easat-8898	79	5	conducted	conduct	VERB
easat-8898	79	6	.	.	PUNCT
easat-8898	80	1	literature	literature	PROPN
easat-8898	80	2	review	review	PROPN
easat-8898	80	3	:	:	PUNCT
easat-8898	80	4	extensive	extensive	ADJ
easat-8898	80	5	examination	examination	NOUN
easat-8898	80	6	of	of	ADP
easat-8898	80	7	relevant	relevant	ADJ
easat-8898	80	8	theories	theory	NOUN
easat-8898	80	9	,	,	PUNCT
easat-8898	80	10	conceptual	conceptual	ADJ
easat-8898	80	11	frameworks	framework	NOUN
easat-8898	80	12	,	,	PUNCT
easat-8898	80	13	and	and	CCONJ
easat-8898	80	14	global	global	ADJ
easat-8898	80	15	trends	trend	NOUN
easat-8898	80	16	related	relate	VERB
easat-8898	80	17	to	to	PART
easat-8898	80	18	ai	ai	VERB
easat-8898	80	19	,	,	PUNCT
easat-8898	80	20	industry	industry	NOUN
easat-8898	80	21	4.0	4.0	NUM
easat-8898	80	22	,	,	PUNCT
easat-8898	80	23	and	and	CCONJ
easat-8898	80	24	digital	digital	ADJ
easat-8898	80	25	transformation	transformation	NOUN
easat-8898	80	26	.	.	PUNCT
easat-8898	81	1	stakeholder	stakeholder	NOUN
easat-8898	81	2	engagement	engagement	NOUN
easat-8898	81	3	:	:	PUNCT
easat-8898	81	4	in	in	ADP
easat-8898	81	5	-	-	PUNCT
easat-8898	81	6	depth	depth	NOUN
easat-8898	81	7	interviews	interview	NOUN
easat-8898	81	8	and	and	CCONJ
easat-8898	81	9	surveys	survey	NOUN
easat-8898	81	10	were	be	AUX
easat-8898	81	11	conducted	conduct	VERB
easat-8898	81	12	with	with	ADP
easat-8898	81	13	digital	digital	ADJ
easat-8898	81	14	industry	industry	NOUN
easat-8898	81	15	practitioners	practitioner	NOUN
easat-8898	81	16	,	,	PUNCT
easat-8898	81	17	employers	employer	NOUN
easat-8898	81	18	,	,	PUNCT
easat-8898	81	19	and	and	CCONJ
easat-8898	81	20	entrepreneurs	entrepreneur	NOUN
easat-8898	81	21	to	to	PART
easat-8898	81	22	identify	identify	VERB
easat-8898	81	23	required	required	ADJ
easat-8898	81	24	competencies	competency	NOUN
easat-8898	81	25	.	.	PUNCT
easat-8898	82	1	needs	need	VERB
easat-8898	82	2	synthesis	synthesis	NOUN
easat-8898	82	3	:	:	PUNCT
easat-8898	82	4	findings	finding	NOUN
easat-8898	82	5	were	be	AUX
easat-8898	82	6	organized	organize	VERB
easat-8898	82	7	into	into	ADP
easat-8898	82	8	a	a	DET
easat-8898	82	9	competency	competency	NOUN
easat-8898	82	10	matrix	matrix	NOUN
easat-8898	82	11	that	that	PRON
easat-8898	82	12	reflects	reflect	VERB
easat-8898	82	13	key	key	ADJ
easat-8898	82	14	skills	skill	NOUN
easat-8898	82	15	needed	need	VERB
easat-8898	82	16	in	in	ADP
easat-8898	82	17	future	future	ADJ
easat-8898	82	18	digital	digital	ADJ
easat-8898	82	19	jobs	job	NOUN
easat-8898	82	20	and	and	CCONJ
easat-8898	82	21	serves	serve	VERB
easat-8898	82	22	as	as	ADP
easat-8898	82	23	a	a	DET
easat-8898	82	24	foundation	foundation	NOUN
easat-8898	82	25	for	for	ADP
easat-8898	82	26	aligning	align	VERB
easat-8898	82	27	curricula	curricula	NOUN
easat-8898	82	28	with	with	ADP
easat-8898	82	29	labor	labor	NOUN
easat-8898	82	30	market	market	NOUN
easat-8898	82	31	expectations	expectation	NOUN
easat-8898	82	32	.	.	PUNCT
easat-8898	83	1	1281	1281	NUM
easat-8898	83	2	edelweiss	edelweiss	PROPN
easat-8898	83	3	applied	apply	VERB
easat-8898	83	4	science	science	NOUN
easat-8898	83	5	and	and	CCONJ
easat-8898	83	6	technology	technology	NOUN
easat-8898	83	7	issn	issn	PROPN
easat-8898	83	8	:	:	PUNCT
easat-8898	83	9	2576	2576	NUM
easat-8898	83	10	-	-	SYM
easat-8898	83	11	8484	8484	NUM
easat-8898	83	12	vol	vol	NOUN
easat-8898	83	13	.	.	PROPN
easat-8898	84	1	9	9	NUM
easat-8898	84	2	,	,	PUNCT
easat-8898	84	3	no	no	INTJ
easat-8898	84	4	.	.	NOUN
easat-8898	84	5	7	7	NUM
easat-8898	84	6	:	:	SYM
easat-8898	84	7	1278	1278	NUM
easat-8898	84	8	-	-	SYM
easat-8898	84	9	1298	1298	NUM
easat-8898	84	10	,	,	PUNCT
easat-8898	84	11	2025	2025	NUM
easat-8898	84	12	doi	doi	NOUN
easat-8898	84	13	:	:	PUNCT
easat-8898	84	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	84	15	©	©	PROPN
easat-8898	84	16	2025	2025	NUM
easat-8898	84	17	by	by	ADP
easat-8898	84	18	the	the	DET
easat-8898	84	19	authors	author	NOUN
easat-8898	84	20	;	;	PUNCT
easat-8898	84	21	licensee	licensee	PROPN
easat-8898	84	22	learning	learning	NOUN
easat-8898	84	23	gate	gate	NOUN
easat-8898	84	24	phase	phase	NOUN
easat-8898	84	25	2	2	NUM
easat-8898	84	26	:	:	PUNCT
easat-8898	84	27	curriculum	curriculum	VERB
easat-8898	84	28	analysis	analysis	NOUN
easat-8898	84	29	and	and	CCONJ
easat-8898	84	30	course	course	NOUN
easat-8898	84	31	mapping	mapping	NOUN
easat-8898	84	32	to	to	ADP
easat-8898	84	33	tpqi	tpqi	NOUN
easat-8898	84	34	standards	standard	NOUN
easat-8898	84	35	.	.	PUNCT
easat-8898	85	1	this	this	DET
easat-8898	85	2	phase	phase	NOUN
easat-8898	85	3	evaluates	evaluate	VERB
easat-8898	85	4	the	the	DET
easat-8898	85	5	extent	extent	NOUN
easat-8898	85	6	to	to	PART
easat-8898	85	7	which	which	PRON
easat-8898	85	8	computer	computer	NOUN
easat-8898	85	9	science	science	NOUN
easat-8898	85	10	curriculum	curriculum	PROPN
easat-8898	85	11	aligns	align	VERB
easat-8898	85	12	with	with	ADP
easat-8898	85	13	thailand	thailand	PROPN
easat-8898	85	14	professional	professional	PROPN
easat-8898	85	15	qualification	qualification	PROPN
easat-8898	85	16	institute	institute	PROPN
easat-8898	85	17	(	(	PUNCT
easat-8898	85	18	tpqi	tpqi	NOUN
easat-8898	85	19	)	)	PUNCT
easat-8898	85	20	standards	standard	NOUN
easat-8898	85	21	.	.	PUNCT
easat-8898	86	1	course	course	NOUN
easat-8898	86	2	clustering	clustering	NOUN
easat-8898	86	3	:	:	PUNCT
easat-8898	86	4	sixty	sixty	NUM
easat-8898	86	5	courses	course	NOUN
easat-8898	86	6	were	be	AUX
easat-8898	86	7	categorized	categorize	VERB
easat-8898	86	8	by	by	ADP
easat-8898	86	9	domain	domain	NOUN
easat-8898	86	10	and	and	CCONJ
easat-8898	86	11	technical	technical	ADJ
easat-8898	86	12	relevance	relevance	NOUN
easat-8898	86	13	.	.	PUNCT
easat-8898	87	1	standard	standard	ADJ
easat-8898	87	2	matching	matching	NOUN
easat-8898	87	3	:	:	PUNCT
easat-8898	87	4	each	each	DET
easat-8898	87	5	course	course	NOUN
easat-8898	87	6	was	be	AUX
easat-8898	87	7	mapped	map	VERB
easat-8898	87	8	against	against	ADP
easat-8898	87	9	the	the	DET
easat-8898	87	10	tpqi	tpqi	NOUN
easat-8898	87	11	's	's	PART
easat-8898	87	12	"	"	PUNCT
easat-8898	87	13	software	software	NOUN
easat-8898	87	14	and	and	CCONJ
easat-8898	87	15	applications	application	NOUN
easat-8898	87	16	"	"	PUNCT
easat-8898	87	17	uoc	uoc	NOUN
easat-8898	87	18	framework	framework	NOUN
easat-8898	87	19	.	.	PUNCT
easat-8898	88	1	expert	expert	ADJ
easat-8898	88	2	consultation	consultation	NOUN
easat-8898	88	3	:	:	PUNCT
easat-8898	88	4	four	four	NUM
easat-8898	88	5	digital	digital	ADJ
easat-8898	88	6	career	career	NOUN
easat-8898	88	7	paths	path	NOUN
easat-8898	88	8	were	be	AUX
easat-8898	88	9	selected	select	VERB
easat-8898	88	10	(	(	PUNCT
easat-8898	88	11	system	system	NOUN
easat-8898	88	12	developer	developer	NOUN
easat-8898	88	13	,	,	PUNCT
easat-8898	88	14	software	software	NOUN
easat-8898	88	15	engineer	engineer	NOUN
easat-8898	88	16	,	,	PUNCT
easat-8898	88	17	system	system	NOUN
easat-8898	88	18	analyst	analyst	NOUN
easat-8898	88	19	,	,	PUNCT
easat-8898	88	20	tester	tester	NOUN
easat-8898	88	21	)	)	PUNCT
easat-8898	88	22	,	,	PUNCT
easat-8898	88	23	and	and	CCONJ
easat-8898	88	24	interviews	interview	NOUN
easat-8898	88	25	with	with	ADP
easat-8898	88	26	8	8	NUM
easat-8898	88	27	seasoned	season	VERB
easat-8898	88	28	professionals	professional	NOUN
easat-8898	88	29	(	(	PUNCT
easat-8898	88	30	2	2	NUM
easat-8898	88	31	per	per	ADP
easat-8898	88	32	role	role	NOUN
easat-8898	88	33	,	,	PUNCT
easat-8898	88	34	≥10	≥10	ADJ
easat-8898	88	35	years	year	NOUN
easat-8898	88	36	experience	experience	NOUN
easat-8898	88	37	)	)	PUNCT
easat-8898	88	38	validated	validate	VERB
easat-8898	88	39	the	the	DET
easat-8898	88	40	course	course	NOUN
easat-8898	88	41	-	-	PUNCT
easat-8898	88	42	uoc	uoc	NOUN
easat-8898	88	43	alignment	alignment	NOUN
easat-8898	88	44	.	.	PUNCT
easat-8898	89	1	phase	phase	NOUN
easat-8898	89	2	3	3	NUM
easat-8898	89	3	:	:	PUNCT
easat-8898	89	4	evaluation	evaluation	NOUN
easat-8898	89	5	of	of	ADP
easat-8898	89	6	course	course	NOUN
easat-8898	89	7	–	–	PUNCT
easat-8898	89	8	uoc	uoc	PROPN
easat-8898	89	9	conformance	conformance	NOUN
easat-8898	89	10	.	.	PUNCT
easat-8898	90	1	this	this	DET
easat-8898	90	2	step	step	NOUN
easat-8898	90	3	ensures	ensure	VERB
easat-8898	90	4	content	content	NOUN
easat-8898	90	5	validity	validity	NOUN
easat-8898	90	6	and	and	CCONJ
easat-8898	90	7	competency	competency	NOUN
easat-8898	90	8	matching	matching	NOUN
easat-8898	90	9	.	.	PUNCT
easat-8898	91	1	instrument	instrument	NOUN
easat-8898	91	2	validation	validation	NOUN
easat-8898	91	3	:	:	PUNCT
easat-8898	91	4	five	five	NUM
easat-8898	91	5	experts	expert	NOUN
easat-8898	91	6	reviewed	review	VERB
easat-8898	91	7	assessment	assessment	NOUN
easat-8898	91	8	questionnaires	questionnaire	NOUN
easat-8898	91	9	to	to	PART
easat-8898	91	10	confirm	confirm	VERB
easat-8898	91	11	item	item	NOUN
easat-8898	91	12	accuracy	accuracy	NOUN
easat-8898	91	13	using	use	VERB
easat-8898	91	14	index	index	NOUN
easat-8898	91	15	of	of	ADP
easat-8898	91	16	item	item	NOUN
easat-8898	91	17	objective	objective	ADJ
easat-8898	91	18	congruence	congruence	NOUN
easat-8898	91	19	(	(	PUNCT
easat-8898	91	20	ioc	ioc	PROPN
easat-8898	91	21	)	)	PUNCT
easat-8898	91	22	.	.	PUNCT
easat-8898	92	1	instrument	instrument	PROPN
easat-8898	92	2	refinement	refinement	PROPN
easat-8898	92	3	:	:	PUNCT
easat-8898	92	4	based	base	VERB
easat-8898	92	5	on	on	ADP
easat-8898	92	6	feedback	feedback	NOUN
easat-8898	92	7	,	,	PUNCT
easat-8898	92	8	the	the	DET
easat-8898	92	9	tools	tool	NOUN
easat-8898	92	10	were	be	AUX
easat-8898	92	11	revised	revise	VERB
easat-8898	92	12	to	to	AUX
easat-8898	92	13	more	more	ADV
easat-8898	92	14	accurately	accurately	ADV
easat-8898	92	15	reflect	reflect	VERB
easat-8898	92	16	industry	industry	NOUN
easat-8898	92	17	-	-	PUNCT
easat-8898	92	18	required	require	VERB
easat-8898	92	19	knowledge	knowledge	NOUN
easat-8898	92	20	and	and	CCONJ
easat-8898	92	21	skills	skill	NOUN
easat-8898	92	22	.	.	PUNCT
easat-8898	93	1	phase	phase	NOUN
easat-8898	93	2	4	4	NUM
easat-8898	93	3	:	:	PUNCT
easat-8898	93	4	deep	deep	ADJ
easat-8898	93	5	learning	learning	NOUN
easat-8898	93	6	model	model	NOUN
easat-8898	93	7	design	design	NOUN
easat-8898	93	8	for	for	ADP
easat-8898	93	9	career	career	NOUN
easat-8898	93	10	decision	decision	NOUN
easat-8898	93	11	support	support	NOUN
easat-8898	93	12	.	.	PUNCT
easat-8898	94	1	a	a	DET
easat-8898	94	2	deep	deep	ADJ
easat-8898	94	3	learning	learning	NOUN
easat-8898	94	4	framework	framework	NOUN
easat-8898	94	5	was	be	AUX
easat-8898	94	6	constructed	construct	VERB
easat-8898	94	7	to	to	PART
easat-8898	94	8	model	model	VERB
easat-8898	94	9	the	the	DET
easat-8898	94	10	relationship	relationship	NOUN
easat-8898	94	11	between	between	ADP
easat-8898	94	12	academic	academic	ADJ
easat-8898	94	13	achievements	achievement	NOUN
easat-8898	94	14	and	and	CCONJ
easat-8898	94	15	suitable	suitable	ADJ
easat-8898	94	16	careers	career	NOUN
easat-8898	94	17	.	.	PUNCT
easat-8898	95	1	data	datum	NOUN
easat-8898	95	2	aggregation	aggregation	NOUN
easat-8898	95	3	:	:	PUNCT
easat-8898	95	4	historical	historical	ADJ
easat-8898	95	5	learning	learning	NOUN
easat-8898	95	6	data	datum	NOUN
easat-8898	95	7	from	from	ADP
easat-8898	95	8	200	200	NUM
easat-8898	95	9	computer	computer	NOUN
easat-8898	95	10	science	science	NOUN
easat-8898	95	11	alumni	alumnus	NOUN
easat-8898	95	12	,	,	PUNCT
easat-8898	95	13	including	include	VERB
easat-8898	95	14	course	course	NOUN
easat-8898	95	15	grades	grade	NOUN
easat-8898	95	16	,	,	PUNCT
easat-8898	95	17	current	current	ADJ
easat-8898	95	18	employment	employment	NOUN
easat-8898	95	19	,	,	PUNCT
easat-8898	95	20	and	and	CCONJ
easat-8898	95	21	career	career	NOUN
easat-8898	95	22	paths	path	NOUN
easat-8898	95	23	.	.	PUNCT
easat-8898	96	1	model	model	NOUN
easat-8898	96	2	structure	structure	NOUN
easat-8898	96	3	input	input	NOUN
easat-8898	96	4	:	:	PUNCT
easat-8898	96	5	plo	plo	PROPN
easat-8898	96	6	data	data	PROPN
easat-8898	96	7	,	,	PUNCT
easat-8898	96	8	mapped	map	VERB
easat-8898	96	9	competencies	competency	NOUN
easat-8898	96	10	,	,	PUNCT
easat-8898	96	11	job	job	NOUN
easat-8898	96	12	roles	role	NOUN
easat-8898	96	13	,	,	PUNCT
easat-8898	96	14	and	and	CCONJ
easat-8898	96	15	expert	expert	ADJ
easat-8898	96	16	feedback	feedback	NOUN
easat-8898	96	17	.	.	PUNCT
easat-8898	97	1	processing	processing	NOUN
easat-8898	97	2	:	:	PUNCT
easat-8898	97	3	feature	feature	NOUN
easat-8898	97	4	selection	selection	NOUN
easat-8898	97	5	,	,	PUNCT
easat-8898	97	6	encoding	encoding	NOUN
easat-8898	97	7	,	,	PUNCT
easat-8898	97	8	and	and	CCONJ
easat-8898	97	9	training	training	NOUN
easat-8898	97	10	using	use	VERB
easat-8898	97	11	recurrent	recurrent	ADJ
easat-8898	97	12	neural	neural	ADJ
easat-8898	97	13	networks	network	NOUN
easat-8898	97	14	(	(	PUNCT
easat-8898	97	15	rnn	rnn	PROPN
easat-8898	97	16	)	)	PUNCT
easat-8898	97	17	.	.	PUNCT
easat-8898	98	1	evaluation	evaluation	NOUN
easat-8898	98	2	:	:	PUNCT
easat-8898	98	3	model	model	NOUN
easat-8898	98	4	performance	performance	NOUN
easat-8898	98	5	assessed	assess	VERB
easat-8898	98	6	through	through	ADP
easat-8898	98	7	confusion	confusion	NOUN
easat-8898	98	8	matrix	matrix	NOUN
easat-8898	98	9	,	,	PUNCT
easat-8898	98	10	analyzing	analyze	VERB
easat-8898	98	11	accuracy	accuracy	NOUN
easat-8898	98	12	,	,	PUNCT
easat-8898	98	13	precision	precision	NOUN
easat-8898	98	14	,	,	PUNCT
easat-8898	98	15	recall	recall	NOUN
easat-8898	98	16	,	,	PUNCT
easat-8898	98	17	and	and	CCONJ
easat-8898	98	18	f1	f1	NOUN
easat-8898	98	19	-	-	PUNCT
easat-8898	98	20	score	score	NOUN
easat-8898	98	21	.	.	PUNCT
easat-8898	99	1	stakeholder	stakeholder	NOUN
easat-8898	99	2	input	input	PROPN
easat-8898	99	3	:	:	PUNCT
easat-8898	99	4	structured	structured	ADJ
easat-8898	99	5	interview	interview	NOUN
easat-8898	99	6	instruments	instrument	NOUN
easat-8898	99	7	captured	capture	VERB
easat-8898	99	8	system	system	NOUN
easat-8898	99	9	requirements	requirement	NOUN
easat-8898	99	10	and	and	CCONJ
easat-8898	99	11	validation	validation	NOUN
easat-8898	99	12	points	point	NOUN
easat-8898	99	13	.	.	PUNCT
easat-8898	100	1	phase	phase	NOUN
easat-8898	100	2	5	5	NUM
easat-8898	100	3	:	:	PUNCT
easat-8898	100	4	system	system	NOUN
easat-8898	100	5	implementation	implementation	NOUN
easat-8898	100	6	and	and	CCONJ
easat-8898	100	7	interface	interface	NOUN
easat-8898	100	8	development	development	NOUN
easat-8898	100	9	.	.	PUNCT
easat-8898	101	1	after	after	ADP
easat-8898	101	2	validating	validate	VERB
easat-8898	101	3	the	the	DET
easat-8898	101	4	most	most	ADV
easat-8898	101	5	effective	effective	ADJ
easat-8898	101	6	model	model	NOUN
easat-8898	101	7	,	,	PUNCT
easat-8898	101	8	the	the	DET
easat-8898	101	9	system	system	NOUN
easat-8898	101	10	was	be	AUX
easat-8898	101	11	implemented	implement	VERB
easat-8898	101	12	.	.	PUNCT
easat-8898	102	1	technology	technology	NOUN
easat-8898	102	2	stack	stack	NOUN
easat-8898	102	3	:	:	PUNCT
easat-8898	102	4	developed	develop	VERB
easat-8898	102	5	using	use	VERB
easat-8898	102	6	python	python	NOUN
easat-8898	102	7	(	(	PUNCT
easat-8898	102	8	flask	flask	NOUN
easat-8898	102	9	)	)	PUNCT
easat-8898	102	10	,	,	PUNCT
easat-8898	102	11	html5	html5	PROPN
easat-8898	102	12	/	/	SYM
easat-8898	102	13	css	css	PROPN
easat-8898	102	14	,	,	PUNCT
easat-8898	102	15	and	and	CCONJ
easat-8898	102	16	javascript	javascript	NOUN
easat-8898	102	17	.	.	PUNCT
easat-8898	103	1	backend	backend	PROPN
easat-8898	103	2	integrated	integrate	VERB
easat-8898	103	3	with	with	ADP
easat-8898	103	4	mysql	mysql	NOUN
easat-8898	103	5	database	database	NOUN
easat-8898	103	6	.	.	PUNCT
easat-8898	104	1	model	model	NOUN
easat-8898	104	2	training	training	NOUN
easat-8898	104	3	and	and	CCONJ
easat-8898	104	4	integration	integration	NOUN
easat-8898	104	5	:	:	PUNCT
easat-8898	104	6	over	over	ADP
easat-8898	104	7	1,000	1,000	NUM
easat-8898	104	8	plo	plo	NOUN
easat-8898	104	9	-	-	PUNCT
easat-8898	104	10	labeled	label	VERB
easat-8898	104	11	records	record	NOUN
easat-8898	104	12	were	be	AUX
easat-8898	104	13	used	use	VERB
easat-8898	104	14	for	for	ADP
easat-8898	104	15	model	model	NOUN
easat-8898	104	16	training	training	NOUN
easat-8898	104	17	,	,	PUNCT
easat-8898	104	18	with	with	ADP
easat-8898	104	19	results	result	NOUN
easat-8898	104	20	embedded	embed	VERB
easat-8898	104	21	into	into	ADP
easat-8898	104	22	the	the	DET
easat-8898	104	23	system.user	system.user	PROPN
easat-8898	104	24	interface	interface	NOUN
easat-8898	104	25	design	design	NOUN
easat-8898	104	26	:	:	PUNCT
easat-8898	104	27	created	create	VERB
easat-8898	104	28	an	an	DET
easat-8898	104	29	intuitive	intuitive	ADJ
easat-8898	104	30	,	,	PUNCT
easat-8898	104	31	web	web	NOUN
easat-8898	104	32	-	-	PUNCT
easat-8898	104	33	based	base	VERB
easat-8898	104	34	dashboard	dashboard	NOUN
easat-8898	104	35	enabling	enable	VERB
easat-8898	104	36	csv	csv	NOUN
easat-8898	104	37	upload	upload	VERB
easat-8898	104	38	and	and	CCONJ
easat-8898	104	39	personalized	personalize	VERB
easat-8898	104	40	career	career	NOUN
easat-8898	104	41	predictions	prediction	NOUN
easat-8898	104	42	.	.	PUNCT
easat-8898	105	1	phase	phase	NOUN
easat-8898	105	2	6	6	NUM
easat-8898	105	3	:	:	PUNCT
easat-8898	105	4	model	model	NOUN
easat-8898	105	5	testing	testing	NOUN
easat-8898	105	6	and	and	CCONJ
easat-8898	105	7	performance	performance	NOUN
easat-8898	105	8	verification	verification	NOUN
easat-8898	105	9	.	.	PUNCT
easat-8898	106	1	this	this	DET
easat-8898	106	2	phase	phase	NOUN
easat-8898	106	3	validates	validate	VERB
easat-8898	106	4	prediction	prediction	NOUN
easat-8898	106	5	accuracy	accuracy	NOUN
easat-8898	106	6	and	and	CCONJ
easat-8898	106	7	real	real	ADJ
easat-8898	106	8	-	-	PUNCT
easat-8898	106	9	world	world	NOUN
easat-8898	106	10	readiness	readiness	NOUN
easat-8898	106	11	.	.	PUNCT
easat-8898	107	1	test	test	NOUN
easat-8898	107	2	dataset	dataset	NOUN
easat-8898	107	3	:	:	PUNCT
easat-8898	107	4	500	500	NUM
easat-8898	107	5	current	current	ADJ
easat-8898	107	6	students	student	NOUN
easat-8898	107	7	’	'	PUNCT
easat-8898	107	8	records	record	NOUN
easat-8898	107	9	were	be	AUX
easat-8898	107	10	collected	collect	VERB
easat-8898	107	11	to	to	PART
easat-8898	107	12	simulate	simulate	VERB
easat-8898	107	13	real	real	ADJ
easat-8898	107	14	-	-	PUNCT
easat-8898	107	15	time	time	NOUN
easat-8898	107	16	prediction	prediction	NOUN
easat-8898	107	17	.	.	PUNCT
easat-8898	108	1	algorithm	algorithm	PROPN
easat-8898	108	2	comparison	comparison	NOUN
easat-8898	108	3	:	:	PUNCT
easat-8898	108	4	various	various	ADJ
easat-8898	108	5	models	model	NOUN
easat-8898	108	6	(	(	PUNCT
easat-8898	108	7	e.g.	e.g.	ADV
easat-8898	108	8	,	,	PUNCT
easat-8898	108	9	rnn	rnn	PROPN
easat-8898	108	10	,	,	PUNCT
easat-8898	108	11	dnn	dnn	PROPN
easat-8898	108	12	,	,	PUNCT
easat-8898	108	13	decision	decision	NOUN
easat-8898	108	14	trees	tree	NOUN
easat-8898	108	15	)	)	PUNCT
easat-8898	108	16	were	be	AUX
easat-8898	108	17	tested	test	VERB
easat-8898	108	18	and	and	CCONJ
easat-8898	108	19	benchmarked	benchmarke	VERB
easat-8898	108	20	using	use	VERB
easat-8898	108	21	confusion	confusion	NOUN
easat-8898	108	22	matrix	matrix	NOUN
easat-8898	108	23	.	.	PUNCT
easat-8898	109	1	performance	performance	NOUN
easat-8898	109	2	metrics	metric	NOUN
easat-8898	109	3	:	:	PUNCT
easat-8898	109	4	assessed	assess	VERB
easat-8898	109	5	using	use	VERB
easat-8898	109	6	precision	precision	NOUN
easat-8898	109	7	,	,	PUNCT
easat-8898	109	8	recall	recall	NOUN
easat-8898	109	9	,	,	PUNCT
easat-8898	109	10	accuracy	accuracy	NOUN
easat-8898	109	11	,	,	PUNCT
easat-8898	109	12	and	and	CCONJ
easat-8898	109	13	f1	f1	NOUN
easat-8898	109	14	-	-	PUNCT
easat-8898	109	15	score	score	NOUN
easat-8898	109	16	.	.	PUNCT
easat-8898	110	1	the	the	DET
easat-8898	110	2	highest	highest	ADV
easat-8898	110	3	-	-	PUNCT
easat-8898	110	4	performing	perform	VERB
easat-8898	110	5	model	model	NOUN
easat-8898	110	6	was	be	AUX
easat-8898	110	7	selected	select	VERB
easat-8898	110	8	for	for	ADP
easat-8898	110	9	final	final	ADJ
easat-8898	110	10	deployment	deployment	NOUN
easat-8898	110	11	.	.	PUNCT
easat-8898	111	1	this	this	DET
easat-8898	111	2	comprehensive	comprehensive	ADJ
easat-8898	111	3	methodology	methodology	NOUN
easat-8898	111	4	ensures	ensure	VERB
easat-8898	111	5	that	that	SCONJ
easat-8898	111	6	the	the	DET
easat-8898	111	7	proposed	propose	VERB
easat-8898	111	8	system	system	NOUN
easat-8898	111	9	is	be	AUX
easat-8898	111	10	rigorously	rigorously	ADV
easat-8898	111	11	built	build	VERB
easat-8898	111	12	,	,	PUNCT
easat-8898	111	13	validated	validate	VERB
easat-8898	111	14	by	by	ADP
easat-8898	111	15	experts	expert	NOUN
easat-8898	111	16	,	,	PUNCT
easat-8898	111	17	and	and	CCONJ
easat-8898	111	18	aligned	align	VERB
easat-8898	111	19	with	with	ADP
easat-8898	111	20	actual	actual	ADJ
easat-8898	111	21	workforce	workforce	NOUN
easat-8898	111	22	demands	demand	NOUN
easat-8898	111	23	in	in	ADP
easat-8898	111	24	the	the	DET
easat-8898	111	25	digital	digital	ADJ
easat-8898	111	26	era	era	NOUN
easat-8898	111	27	,	,	PUNCT
easat-8898	111	28	supporting	support	VERB
easat-8898	111	29	both	both	PRON
easat-8898	111	30	personalized	personalized	ADJ
easat-8898	111	31	learning	learn	VERB
easat-8898	111	32	pathways	pathway	NOUN
easat-8898	111	33	and	and	CCONJ
easat-8898	111	34	national	national	ADJ
easat-8898	111	35	-	-	PUNCT
easat-8898	111	36	level	level	NOUN
easat-8898	111	37	workforce	workforce	NOUN
easat-8898	111	38	development	development	NOUN
easat-8898	111	39	planning	planning	NOUN
easat-8898	111	40	.	.	PUNCT
easat-8898	112	1	the	the	DET
easat-8898	112	2	study	study	NOUN
easat-8898	112	3	on	on	ADP
easat-8898	112	4	the	the	DET
easat-8898	112	5	analysis	analysis	NOUN
easat-8898	112	6	of	of	ADP
easat-8898	112	7	the	the	DET
easat-8898	112	8	computer	computer	NOUN
easat-8898	112	9	science	science	NOUN
easat-8898	112	10	curriculum	curriculum	NOUN
easat-8898	112	11	components	component	NOUN
easat-8898	112	12	show	show	VERB
easat-8898	112	13	that	that	SCONJ
easat-8898	112	14	the	the	DET
easat-8898	112	15	course	course	NOUN
easat-8898	112	16	grouping	grouping	NOUN
easat-8898	112	17	aligns	align	VERB
easat-8898	112	18	with	with	ADP
easat-8898	112	19	the	the	DET
easat-8898	112	20	professional	professional	ADJ
easat-8898	112	21	qualification	qualification	NOUN
easat-8898	112	22	standards	standard	NOUN
easat-8898	112	23	in	in	ADP
easat-8898	112	24	the	the	DET
easat-8898	112	25	digital	digital	ADJ
easat-8898	112	26	industry	industry	NOUN
easat-8898	112	27	.	.	PUNCT
easat-8898	113	1	the	the	DET
easat-8898	113	2	study	study	NOUN
easat-8898	113	3	reveals	reveal	VERB
easat-8898	113	4	that	that	SCONJ
easat-8898	113	5	the	the	DET
easat-8898	113	6	curriculum	curriculum	NOUN
easat-8898	113	7	is	be	AUX
easat-8898	113	8	structured	structure	VERB
easat-8898	113	9	to	to	PART
easat-8898	113	10	ensure	ensure	VERB
easat-8898	113	11	that	that	SCONJ
easat-8898	113	12	students	student	NOUN
easat-8898	113	13	acquire	acquire	VERB
easat-8898	113	14	the	the	DET
easat-8898	113	15	necessary	necessary	ADJ
easat-8898	113	16	knowledge	knowledge	NOUN
easat-8898	113	17	and	and	CCONJ
easat-8898	113	18	skills	skill	NOUN
easat-8898	113	19	required	require	VERB
easat-8898	113	20	in	in	ADP
easat-8898	113	21	the	the	DET
easat-8898	113	22	digital	digital	ADJ
easat-8898	113	23	sector	sector	NOUN
easat-8898	113	24	,	,	PUNCT
easat-8898	113	25	in	in	ADP
easat-8898	113	26	accordance	accordance	NOUN
easat-8898	113	27	with	with	ADP
easat-8898	113	28	the	the	DET
easat-8898	113	29	professional	professional	ADJ
easat-8898	113	30	standards	standard	NOUN
easat-8898	113	31	for	for	ADP
easat-8898	113	32	qualifications	qualification	NOUN
easat-8898	113	33	in	in	ADP
easat-8898	113	34	the	the	DET
easat-8898	113	35	digital	digital	ADJ
easat-8898	113	36	industry	industry	NOUN
easat-8898	113	37	.	.	PUNCT
easat-8898	114	1	the	the	DET
easat-8898	114	2	courses	course	NOUN
easat-8898	114	3	are	be	AUX
easat-8898	114	4	systematically	systematically	ADV
easat-8898	114	5	categorized	categorize	VERB
easat-8898	114	6	to	to	PART
easat-8898	114	7	address	address	VERB
easat-8898	114	8	both	both	DET
easat-8898	114	9	fundamental	fundamental	ADJ
easat-8898	114	10	knowledge	knowledge	NOUN
easat-8898	114	11	areas	area	NOUN
easat-8898	114	12	(	(	PUNCT
easat-8898	114	13	e.g.	e.g.	ADV
easat-8898	114	14	,	,	PUNCT
easat-8898	114	15	programming	programming	NOUN
easat-8898	114	16	,	,	PUNCT
easat-8898	114	17	algorithms	algorithm	NOUN
easat-8898	114	18	,	,	PUNCT
easat-8898	114	19	data	datum	NOUN
easat-8898	114	20	structures	structure	NOUN
easat-8898	114	21	)	)	PUNCT
easat-8898	114	22	and	and	CCONJ
easat-8898	114	23	specialized	specialized	ADJ
easat-8898	114	24	areas	area	NOUN
easat-8898	114	25	relevant	relevant	ADJ
easat-8898	114	26	to	to	ADP
easat-8898	114	27	the	the	DET
easat-8898	114	28	digital	digital	ADJ
easat-8898	114	29	industry	industry	NOUN
easat-8898	114	30	's	's	PART
easat-8898	114	31	needs	need	NOUN
easat-8898	114	32	(	(	PUNCT
easat-8898	114	33	e.g.	e.g.	ADV
easat-8898	114	34	,	,	PUNCT
easat-8898	114	35	cybersecurity	cybersecurity	NOUN
easat-8898	114	36	,	,	PUNCT
easat-8898	114	37	data	datum	NOUN
easat-8898	114	38	analysis	analysis	NOUN
easat-8898	114	39	,	,	PUNCT
easat-8898	114	40	software	software	NOUN
easat-8898	114	41	development	development	NOUN
easat-8898	114	42	)	)	PUNCT
easat-8898	114	43	.	.	PUNCT
easat-8898	115	1	this	this	DET
easat-8898	115	2	alignment	alignment	NOUN
easat-8898	115	3	ensures	ensure	VERB
easat-8898	115	4	that	that	SCONJ
easat-8898	115	5	graduates	graduate	NOUN
easat-8898	115	6	are	be	AUX
easat-8898	115	7	equipped	equip	VERB
easat-8898	115	8	to	to	PART
easat-8898	115	9	meet	meet	VERB
easat-8898	115	10	the	the	DET
easat-8898	115	11	evolving	evolve	VERB
easat-8898	115	12	demands	demand	NOUN
easat-8898	115	13	of	of	ADP
easat-8898	115	14	the	the	DET
easat-8898	115	15	digital	digital	ADJ
easat-8898	115	16	economy	economy	NOUN
easat-8898	115	17	.	.	PUNCT
easat-8898	116	1	1282	1282	NUM
easat-8898	116	2	edelweiss	edelweiss	PROPN
easat-8898	116	3	applied	apply	VERB
easat-8898	116	4	science	science	NOUN
easat-8898	116	5	and	and	CCONJ
easat-8898	116	6	technology	technology	NOUN
easat-8898	116	7	issn	issn	PROPN
easat-8898	116	8	:	:	PUNCT
easat-8898	116	9	2576	2576	NUM
easat-8898	116	10	-	-	SYM
easat-8898	116	11	8484	8484	NUM
easat-8898	116	12	vol	vol	NOUN
easat-8898	116	13	.	.	PROPN
easat-8898	117	1	9	9	NUM
easat-8898	117	2	,	,	PUNCT
easat-8898	117	3	no	no	INTJ
easat-8898	117	4	.	.	NOUN
easat-8898	117	5	7	7	NUM
easat-8898	117	6	:	:	SYM
easat-8898	117	7	1278	1278	NUM
easat-8898	117	8	-	-	SYM
easat-8898	117	9	1298	1298	NUM
easat-8898	117	10	,	,	PUNCT
easat-8898	117	11	2025	2025	NUM
easat-8898	117	12	doi	doi	NOUN
easat-8898	117	13	:	:	PUNCT
easat-8898	117	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	117	15	©	©	PROPN
easat-8898	117	16	2025	2025	NUM
easat-8898	117	17	by	by	ADP
easat-8898	117	18	the	the	DET
easat-8898	117	19	authors	author	NOUN
easat-8898	117	20	;	;	PUNCT
easat-8898	118	1	licensee	licensee	PROPN
easat-8898	118	2	learning	learn	VERB
easat-8898	118	3	gate	gate	NOUN
easat-8898	118	4	figure	figure	NOUN
easat-8898	118	5	1	1	NUM
easat-8898	118	6	.	.	PUNCT
easat-8898	118	7	grouping	group	VERB
easat-8898	118	8	by	by	ADP
easat-8898	118	9	subject	subject	NOUN
easat-8898	118	10	group	group	NOUN
easat-8898	118	11	type	type	NOUN
easat-8898	118	12	of	of	ADP
easat-8898	118	13	computer	computer	NOUN
easat-8898	118	14	science	science	NOUN
easat-8898	118	15	curriculum	curriculum	NOUN
easat-8898	118	16	with	with	ADP
easat-8898	118	17	digital	digital	ADJ
easat-8898	118	18	industry	industry	NOUN
easat-8898	118	19	professional	professional	ADJ
easat-8898	118	20	branch	branch	NOUN
easat-8898	118	21	,	,	PUNCT
easat-8898	118	22	software	software	NOUN
easat-8898	118	23	and	and	CCONJ
easat-8898	118	24	application	application	NOUN
easat-8898	118	25	branch	branch	NOUN
easat-8898	118	26	.	.	PUNCT
easat-8898	119	1	as	as	SCONJ
easat-8898	119	2	shown	show	VERB
easat-8898	119	3	in	in	ADP
easat-8898	119	4	figure	figure	NOUN
easat-8898	119	5	2	2	NUM
easat-8898	119	6	the	the	DET
easat-8898	119	7	computer	computer	NOUN
easat-8898	119	8	science	science	NOUN
easat-8898	119	9	curriculum	curriculum	NOUN
easat-8898	119	10	at	at	ADP
easat-8898	119	11	the	the	DET
easat-8898	119	12	faculty	faculty	NOUN
easat-8898	119	13	of	of	ADP
easat-8898	119	14	science	science	NOUN
easat-8898	119	15	and	and	CCONJ
easat-8898	119	16	technology	technology	NOUN
easat-8898	119	17	,	,	PUNCT
easat-8898	119	18	rajamangala	rajamangala	PROPN
easat-8898	119	19	university	university	PROPN
easat-8898	119	20	of	of	ADP
easat-8898	119	21	technology	technology	PROPN
easat-8898	119	22	suvarnabhumi	suvarnabhumi	PROPN
easat-8898	119	23	,	,	PUNCT
easat-8898	119	24	was	be	AUX
easat-8898	119	25	analyzed	analyze	VERB
easat-8898	119	26	through	through	ADP
easat-8898	119	27	in	in	ADP
easat-8898	119	28	-	-	PUNCT
easat-8898	119	29	depth	depth	NOUN
easat-8898	119	30	interviews	interview	NOUN
easat-8898	119	31	with	with	ADP
easat-8898	119	32	five	five	NUM
easat-8898	119	33	experts	expert	NOUN
easat-8898	119	34	to	to	PART
easat-8898	119	35	group	group	VERB
easat-8898	119	36	the	the	DET
easat-8898	119	37	subjects	subject	NOUN
easat-8898	119	38	according	accord	VERB
easat-8898	119	39	to	to	ADP
easat-8898	119	40	14	14	NUM
easat-8898	119	41	categories	category	NOUN
easat-8898	119	42	,	,	PUNCT
easat-8898	119	43	as	as	SCONJ
easat-8898	119	44	follows	follow	VERB
easat-8898	119	45	:	:	PUNCT
easat-8898	119	46	fundamentals	fundamental	NOUN
easat-8898	119	47	of	of	ADP
easat-8898	119	48	programming	programming	NOUN
easat-8898	119	49	and	and	CCONJ
easat-8898	119	50	data	datum	NOUN
easat-8898	119	51	structures	structure	NOUN
easat-8898	119	52	.	.	PUNCT
easat-8898	120	1	this	this	PRON
easat-8898	120	2	includes	include	VERB
easat-8898	120	3	fundamental	fundamental	ADJ
easat-8898	120	4	concepts	concept	NOUN
easat-8898	120	5	in	in	ADP
easat-8898	120	6	program	program	NOUN
easat-8898	120	7	development	development	NOUN
easat-8898	120	8	,	,	PUNCT
easat-8898	120	9	basic	basic	ADJ
easat-8898	120	10	programming	programming	NOUN
easat-8898	120	11	skills	skill	NOUN
easat-8898	120	12	,	,	PUNCT
easat-8898	120	13	and	and	CCONJ
easat-8898	120	14	concepts	concept	NOUN
easat-8898	120	15	related	relate	VERB
easat-8898	120	16	to	to	ADP
easat-8898	120	17	data	data	NOUN
easat-8898	120	18	structures	structure	NOUN
easat-8898	120	19	used	use	VERB
easat-8898	120	20	in	in	ADP
easat-8898	120	21	data	datum	NOUN
easat-8898	120	22	processing	processing	NOUN
easat-8898	120	23	.	.	PUNCT
easat-8898	121	1	3.1	3.1	NUM
easat-8898	121	2	.	.	PUNCT
easat-8898	121	3	model	model	NOUN
easat-8898	121	4	approach	approach	VERB
easat-8898	121	5	the	the	DET
easat-8898	121	6	development	development	NOUN
easat-8898	121	7	of	of	ADP
easat-8898	121	8	a	a	DET
easat-8898	121	9	decision	decision	NOUN
easat-8898	121	10	support	support	NOUN
easat-8898	121	11	system	system	NOUN
easat-8898	121	12	model	model	NOUN
easat-8898	121	13	using	use	VERB
easat-8898	121	14	deep	deep	ADJ
easat-8898	121	15	learning	learning	NOUN
easat-8898	121	16	for	for	ADP
easat-8898	121	17	career	career	NOUN
easat-8898	121	18	choice	choice	NOUN
easat-8898	121	19	is	be	AUX
easat-8898	121	20	science	science	NOUN
easat-8898	121	21	curriculum	curriculum	NOUN
easat-8898	121	22	according	accord	VERB
easat-8898	121	23	to	to	ADP
easat-8898	121	24	professional	professional	ADJ
easat-8898	121	25	qualification	qualification	NOUN
easat-8898	121	26	standards	standard	NOUN
easat-8898	121	27	in	in	ADP
easat-8898	121	28	the	the	DET
easat-8898	121	29	digital	digital	ADJ
easat-8898	121	30	industry	industry	NOUN
easat-8898	121	31	.	.	PUNCT
easat-8898	122	1	the	the	DET
easat-8898	122	2	data	data	NOUN
easat-8898	122	3	collection	collection	NOUN
easat-8898	122	4	for	for	ADP
easat-8898	122	5	building	build	VERB
easat-8898	122	6	the	the	DET
easat-8898	122	7	model	model	NOUN
easat-8898	122	8	is	be	AUX
easat-8898	122	9	divided	divide	VERB
easat-8898	122	10	into	into	ADP
easat-8898	122	11	two	two	NUM
easat-8898	122	12	main	main	ADJ
easat-8898	122	13	parts	part	NOUN
easat-8898	122	14	:	:	PUNCT
easat-8898	122	15	collecting	collect	VERB
easat-8898	122	16	the	the	DET
easat-8898	122	17	learning	learn	VERB
easat-8898	122	18	outcomes	outcome	NOUN
easat-8898	122	19	of	of	ADP
easat-8898	122	20	the	the	DET
easat-8898	122	21	curriculum	curriculum	NOUN
easat-8898	122	22	:	:	PUNCT
easat-8898	122	23	analyze	analyze	VERB
easat-8898	122	24	the	the	DET
easat-8898	122	25	factors	factor	NOUN
easat-8898	122	26	that	that	PRON
easat-8898	122	27	serve	serve	VERB
easat-8898	122	28	as	as	ADP
easat-8898	122	29	inputs	input	NOUN
easat-8898	122	30	,	,	PUNCT
easat-8898	122	31	including	include	VERB
easat-8898	122	32	the	the	DET
easat-8898	122	33	courses	course	NOUN
easat-8898	122	34	,	,	PUNCT
easat-8898	122	35	competencies	competency	NOUN
easat-8898	122	36	,	,	PUNCT
easat-8898	122	37	professional	professional	ADJ
easat-8898	122	38	qualifications	qualification	NOUN
easat-8898	122	39	,	,	PUNCT
easat-8898	122	40	and	and	CCONJ
easat-8898	122	41	academic	academic	ADJ
easat-8898	122	42	performance	performance	NOUN
easat-8898	122	43	.	.	PUNCT
easat-8898	123	1	this	this	DET
easat-8898	123	2	step	step	NOUN
easat-8898	123	3	involves	involve	VERB
easat-8898	123	4	gathering	gather	VERB
easat-8898	123	5	and	and	CCONJ
easat-8898	123	6	evaluating	evaluate	VERB
easat-8898	123	7	the	the	DET
easat-8898	123	8	relevant	relevant	ADJ
easat-8898	123	9	educational	educational	ADJ
easat-8898	123	10	outcomes	outcome	NOUN
easat-8898	123	11	that	that	PRON
easat-8898	123	12	align	align	VERB
easat-8898	123	13	with	with	ADP
easat-8898	123	14	the	the	DET
easat-8898	123	15	skills	skill	NOUN
easat-8898	123	16	and	and	CCONJ
easat-8898	123	17	knowledge	knowledge	NOUN
easat-8898	123	18	required	require	VERB
easat-8898	123	19	by	by	ADP
easat-8898	123	20	the	the	DET
easat-8898	123	21	digital	digital	ADJ
easat-8898	123	22	industry	industry	NOUN
easat-8898	123	23	.	.	PUNCT
easat-8898	124	1	collecting	collect	VERB
easat-8898	124	2	the	the	DET
easat-8898	124	3	current	current	ADJ
easat-8898	124	4	and	and	CCONJ
easat-8898	124	5	future	future	ADJ
easat-8898	124	6	needs	need	NOUN
easat-8898	124	7	of	of	ADP
easat-8898	124	8	the	the	DET
easat-8898	124	9	digital	digital	ADJ
easat-8898	124	10	industry	industry	NOUN
easat-8898	124	11	:	:	PUNCT
easat-8898	124	12	1283	1283	NUM
easat-8898	124	13	edelweiss	edelweiss	PROPN
easat-8898	124	14	applied	apply	VERB
easat-8898	124	15	science	science	NOUN
easat-8898	124	16	and	and	CCONJ
easat-8898	124	17	technology	technology	NOUN
easat-8898	124	18	issn	issn	PROPN
easat-8898	124	19	:	:	PUNCT
easat-8898	124	20	2576	2576	NUM
easat-8898	124	21	-	-	SYM
easat-8898	124	22	8484	8484	NUM
easat-8898	124	23	vol	vol	NOUN
easat-8898	124	24	.	.	PROPN
easat-8898	125	1	9	9	NUM
easat-8898	125	2	,	,	PUNCT
easat-8898	125	3	no	no	INTJ
easat-8898	125	4	.	.	NOUN
easat-8898	125	5	7	7	NUM
easat-8898	125	6	:	:	SYM
easat-8898	125	7	1278	1278	NUM
easat-8898	125	8	-	-	SYM
easat-8898	125	9	1298	1298	NUM
easat-8898	125	10	,	,	PUNCT
easat-8898	125	11	2025	2025	NUM
easat-8898	125	12	doi	doi	NOUN
easat-8898	125	13	:	:	PUNCT
easat-8898	125	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	125	15	©	©	PROPN
easat-8898	125	16	2025	2025	NUM
easat-8898	125	17	by	by	ADP
easat-8898	125	18	the	the	DET
easat-8898	125	19	authors	author	NOUN
easat-8898	125	20	;	;	PUNCT
easat-8898	125	21	licensee	licensee	PROPN
easat-8898	125	22	learning	learn	VERB
easat-8898	125	23	gate	gate	NOUN
easat-8898	125	24	gather	gather	VERB
easat-8898	125	25	information	information	NOUN
easat-8898	125	26	on	on	ADP
easat-8898	125	27	the	the	DET
easat-8898	125	28	needs	need	NOUN
easat-8898	125	29	of	of	ADP
easat-8898	125	30	the	the	DET
easat-8898	125	31	digital	digital	ADJ
easat-8898	125	32	industry	industry	NOUN
easat-8898	125	33	from	from	ADP
easat-8898	125	34	companies	company	NOUN
easat-8898	125	35	,	,	PUNCT
easat-8898	125	36	organizations	organization	NOUN
easat-8898	125	37	,	,	PUNCT
easat-8898	125	38	and	and	CCONJ
easat-8898	125	39	entrepreneurs	entrepreneur	NOUN
easat-8898	125	40	that	that	PRON
easat-8898	125	41	utilize	utilize	VERB
easat-8898	125	42	digital	digital	ADJ
easat-8898	125	43	industry	industry	NOUN
easat-8898	125	44	services	service	NOUN
easat-8898	125	45	.	.	PUNCT
easat-8898	126	1	this	this	PRON
easat-8898	126	2	includes	include	VERB
easat-8898	126	3	identifying	identify	VERB
easat-8898	126	4	the	the	DET
easat-8898	126	5	required	required	ADJ
easat-8898	126	6	skills	skill	NOUN
easat-8898	126	7	,	,	PUNCT
easat-8898	126	8	technologies	technology	NOUN
easat-8898	126	9	,	,	PUNCT
easat-8898	126	10	and	and	CCONJ
easat-8898	126	11	expertise	expertise	NOUN
easat-8898	126	12	for	for	ADP
easat-8898	126	13	the	the	DET
easat-8898	126	14	current	current	ADJ
easat-8898	126	15	and	and	CCONJ
easat-8898	126	16	future	future	ADJ
easat-8898	126	17	workforce	workforce	NOUN
easat-8898	126	18	in	in	ADP
easat-8898	126	19	the	the	DET
easat-8898	126	20	digital	digital	ADJ
easat-8898	126	21	industry	industry	NOUN
easat-8898	126	22	,	,	PUNCT
easat-8898	126	23	helping	help	VERB
easat-8898	126	24	to	to	PART
easat-8898	126	25	ensure	ensure	VERB
easat-8898	126	26	that	that	SCONJ
easat-8898	126	27	the	the	DET
easat-8898	126	28	curriculum	curriculum	NOUN
easat-8898	126	29	outcomes	outcome	NOUN
easat-8898	126	30	match	match	VERB
easat-8898	126	31	the	the	DET
easat-8898	126	32	market	market	NOUN
easat-8898	126	33	demands	demand	NOUN
easat-8898	126	34	.	.	PUNCT
easat-8898	127	1	this	this	DET
easat-8898	127	2	comprehensive	comprehensive	ADJ
easat-8898	127	3	data	data	NOUN
easat-8898	127	4	collection	collection	NOUN
easat-8898	127	5	will	will	AUX
easat-8898	127	6	enable	enable	VERB
easat-8898	127	7	the	the	DET
easat-8898	127	8	development	development	NOUN
easat-8898	127	9	of	of	ADP
easat-8898	127	10	a	a	DET
easat-8898	127	11	model	model	NOUN
easat-8898	127	12	that	that	PRON
easat-8898	127	13	supports	support	VERB
easat-8898	127	14	decisionmaking	decisionmake	VERB
easat-8898	127	15	for	for	ADP
easat-8898	127	16	career	career	NOUN
easat-8898	127	17	choices	choice	NOUN
easat-8898	127	18	,	,	PUNCT
easat-8898	127	19	ensuring	ensure	VERB
easat-8898	127	20	that	that	SCONJ
easat-8898	127	21	the	the	DET
easat-8898	127	22	learning	learn	VERB
easat-8898	127	23	outcomes	outcome	NOUN
easat-8898	127	24	from	from	ADP
easat-8898	127	25	the	the	DET
easat-8898	127	26	curriculum	curriculum	NOUN
easat-8898	127	27	align	align	VERB
easat-8898	127	28	with	with	ADP
easat-8898	127	29	the	the	DET
easat-8898	127	30	industry	industry	NOUN
easat-8898	127	31	's	's	PART
easat-8898	127	32	needs	need	NOUN
easat-8898	127	33	and	and	CCONJ
easat-8898	127	34	expectations	expectation	NOUN
easat-8898	127	35	.	.	PUNCT
easat-8898	128	1	figure	figure	NOUN
easat-8898	128	2	4	4	NUM
easat-8898	128	3	shows	show	VERB
easat-8898	128	4	this	this	PRON
easat-8898	128	5	a	a	DET
easat-8898	128	6	model	model	NOUN
easat-8898	128	7	is	be	AUX
easat-8898	128	8	design	design	NOUN
easat-8898	128	9	of	of	ADP
easat-8898	128	10	the	the	DET
easat-8898	128	11	deep	deep	ADJ
easat-8898	128	12	learning	learning	NOUN
easat-8898	128	13	-	-	PUNCT
easat-8898	128	14	based	base	VERB
easat-8898	128	15	decision	decision	NOUN
easat-8898	128	16	support	support	NOUN
easat-8898	128	17	system	system	NOUN
easat-8898	128	18	model	model	NOUN
easat-8898	128	19	for	for	ADP
easat-8898	128	20	,	,	PUNCT
easat-8898	128	21	using	use	VERB
easat-8898	128	22	the	the	DET
easat-8898	128	23	learning	learn	VERB
easat-8898	128	24	outcomes	outcome	NOUN
easat-8898	128	25	of	of	ADP
easat-8898	128	26	the	the	DET
easat-8898	128	27	computer	computer	NOUN
easat-8898	128	28	science	science	NOUN
easat-8898	128	29	curriculum	curriculum	NOUN
easat-8898	128	30	according	accord	VERB
easat-8898	128	31	to	to	ADP
easat-8898	128	32	professional	professional	ADJ
easat-8898	128	33	qualification	qualification	NOUN
easat-8898	128	34	standards	standard	NOUN
easat-8898	128	35	in	in	ADP
easat-8898	128	36	the	the	DET
easat-8898	128	37	digital	digital	ADJ
easat-8898	128	38	industry	industry	NOUN
easat-8898	128	39	,	,	PUNCT
easat-8898	128	40	consists	consist	VERB
easat-8898	128	41	of	of	ADP
easat-8898	128	42	4	4	NUM
easat-8898	128	43	main	main	ADJ
easat-8898	128	44	modules	module	NOUN
easat-8898	128	45	:	:	PUNCT
easat-8898	128	46	higher	high	ADJ
easat-8898	128	47	education	education	NOUN
easat-8898	128	48	improve	improve	VERB
easat-8898	128	49	computer	computer	NOUN
easat-8898	128	50	science	science	NOUN
easat-8898	128	51	learning	learning	NOUN
easat-8898	128	52	.	.	PUNCT
easat-8898	129	1	this	this	DET
easat-8898	129	2	module	module	NOUN
easat-8898	129	3	provides	provide	VERB
easat-8898	129	4	input	input	NOUN
easat-8898	129	5	data	datum	NOUN
easat-8898	129	6	to	to	PART
easat-8898	129	7	improve	improve	VERB
easat-8898	129	8	the	the	DET
easat-8898	129	9	curriculum	curriculum	NOUN
easat-8898	129	10	after	after	ADP
easat-8898	129	11	assessing	assess	VERB
easat-8898	129	12	the	the	DET
easat-8898	129	13	outcomes	outcome	NOUN
easat-8898	129	14	.	.	PUNCT
easat-8898	130	1	it	it	PRON
easat-8898	130	2	involves	involve	VERB
easat-8898	130	3	the	the	DET
easat-8898	130	4	development	development	NOUN
easat-8898	130	5	and	and	CCONJ
easat-8898	130	6	management	management	NOUN
easat-8898	130	7	of	of	ADP
easat-8898	130	8	the	the	DET
easat-8898	130	9	curriculum	curriculum	NOUN
easat-8898	130	10	,	,	PUNCT
easat-8898	130	11	enhancing	enhance	VERB
easat-8898	130	12	content	content	NOUN
easat-8898	130	13	delivery	delivery	NOUN
easat-8898	130	14	by	by	ADP
easat-8898	130	15	instructors	instructor	NOUN
easat-8898	130	16	,	,	PUNCT
easat-8898	130	17	improving	improve	VERB
easat-8898	130	18	teaching	teaching	NOUN
easat-8898	130	19	methods	method	NOUN
easat-8898	130	20	,	,	PUNCT
easat-8898	130	21	developing	develop	VERB
easat-8898	130	22	student	student	NOUN
easat-8898	130	23	quality	quality	NOUN
easat-8898	130	24	and	and	CCONJ
easat-8898	130	25	graduates	graduate	NOUN
easat-8898	130	26	,	,	PUNCT
easat-8898	130	27	and	and	CCONJ
easat-8898	130	28	aligning	align	VERB
easat-8898	130	29	software	software	NOUN
easat-8898	130	30	quality	quality	NOUN
easat-8898	130	31	with	with	ADP
easat-8898	130	32	industry	industry	NOUN
easat-8898	130	33	standards	standard	NOUN
easat-8898	130	34	in	in	ADP
easat-8898	130	35	the	the	DET
easat-8898	130	36	software	software	NOUN
easat-8898	130	37	industry	industry	NOUN
easat-8898	130	38	.	.	PUNCT
easat-8898	131	1	computer	computer	NOUN
easat-8898	131	2	science	science	NOUN
easat-8898	131	3	course	course	NOUN
easat-8898	131	4	learning	learn	VERB
easat-8898	131	5	outcomes	outcome	NOUN
easat-8898	131	6	(	(	PUNCT
easat-8898	131	7	clos	clo	NOUN
easat-8898	131	8	):	):	PUNCT
easat-8898	131	9	data	datum	NOUN
easat-8898	131	10	from	from	ADP
easat-8898	131	11	the	the	DET
easat-8898	131	12	"	"	PUNCT
easat-8898	131	13	higher	high	ADJ
easat-8898	131	14	education	education	NOUN
easat-8898	131	15	improve	improve	VERB
easat-8898	131	16	computer	computer	NOUN
easat-8898	131	17	science	science	NOUN
easat-8898	131	18	learning	learning	NOUN
easat-8898	131	19	"	"	PUNCT
easat-8898	131	20	module	module	NOUN
easat-8898	131	21	is	be	AUX
easat-8898	131	22	used	use	VERB
easat-8898	131	23	to	to	PART
easat-8898	131	24	update	update	VERB
easat-8898	131	25	or	or	CCONJ
easat-8898	131	26	develop	develop	VERB
easat-8898	131	27	necessary	necessary	ADJ
easat-8898	131	28	courses	course	NOUN
easat-8898	131	29	in	in	ADP
easat-8898	131	30	alignment	alignment	NOUN
easat-8898	131	31	with	with	ADP
easat-8898	131	32	current	current	ADJ
easat-8898	131	33	needs	need	NOUN
easat-8898	131	34	.	.	PUNCT
easat-8898	132	1	this	this	PRON
easat-8898	132	2	includes	include	VERB
easat-8898	132	3	developing	develop	VERB
easat-8898	132	4	courses	course	NOUN
easat-8898	132	5	related	relate	VERB
easat-8898	132	6	to	to	ADP
easat-8898	132	7	software	software	NOUN
easat-8898	132	8	creation	creation	NOUN
easat-8898	132	9	,	,	PUNCT
easat-8898	132	10	innovation	innovation	NOUN
easat-8898	132	11	,	,	PUNCT
easat-8898	132	12	and	and	CCONJ
easat-8898	132	13	emerging	emerge	VERB
easat-8898	132	14	entrepreneurs	entrepreneur	NOUN
easat-8898	132	15	to	to	PART
easat-8898	132	16	meet	meet	VERB
easat-8898	132	17	the	the	DET
easat-8898	132	18	requirements	requirement	NOUN
easat-8898	132	19	of	of	ADP
easat-8898	132	20	the	the	DET
easat-8898	132	21	digital	digital	ADJ
easat-8898	132	22	industry	industry	NOUN
easat-8898	132	23	.	.	PUNCT
easat-8898	133	1	figure	figure	NOUN
easat-8898	133	2	2	2	NUM
easat-8898	133	3	.	.	PUNCT
easat-8898	133	4	a	a	DET
easat-8898	133	5	model	model	NOUN
easat-8898	133	6	of	of	ADP
easat-8898	133	7	the	the	DET
easat-8898	133	8	decision	decision	NOUN
easat-8898	133	9	-	-	PUNCT
easat-8898	133	10	making	make	VERB
easat-8898	133	11	process	process	NOUN
easat-8898	133	12	support	support	NOUN
easat-8898	133	13	system	system	NOUN
easat-8898	133	14	with	with	ADP
easat-8898	133	15	deep	deep	ADJ
easat-8898	133	16	learning	learning	NOUN
easat-8898	133	17	for	for	ADP
easat-8898	133	18	career	career	NOUN
easat-8898	133	19	selection	selection	NOUN
easat-8898	133	20	using	use	VERB
easat-8898	133	21	plos	plo	NOUN
easat-8898	133	22	in	in	ADP
easat-8898	133	23	computer	computer	NOUN
easat-8898	133	24	science	science	NOUN
easat-8898	133	25	followed	follow	VERB
easat-8898	133	26	tpqi	tpqi	NOUN
easat-8898	133	27	.	.	PUNCT
easat-8898	134	1	program	program	NOUN
easat-8898	134	2	learning	learn	VERB
easat-8898	134	3	outcomes	outcome	NOUN
easat-8898	134	4	(	(	PUNCT
easat-8898	134	5	plos	plos	PROPN
easat-8898	134	6	):	):	PUNCT
easat-8898	134	7	the	the	DET
easat-8898	134	8	curriculum	curriculum	NOUN
easat-8898	134	9	and	and	CCONJ
easat-8898	134	10	course	course	NOUN
easat-8898	134	11	development	development	NOUN
easat-8898	134	12	process	process	NOUN
easat-8898	134	13	must	must	AUX
easat-8898	134	14	align	align	VERB
easat-8898	134	15	with	with	ADP
easat-8898	134	16	the	the	DET
easat-8898	134	17	software	software	NOUN
easat-8898	134	18	industry	industry	NOUN
easat-8898	134	19	.	.	PUNCT
easat-8898	135	1	this	this	PRON
easat-8898	135	2	involves	involve	VERB
easat-8898	135	3	cooperation	cooperation	NOUN
easat-8898	135	4	with	with	ADP
easat-8898	135	5	industry	industry	NOUN
easat-8898	135	6	stakeholders	stakeholder	NOUN
easat-8898	135	7	,	,	PUNCT
easat-8898	135	8	labor	labor	NOUN
easat-8898	135	9	market	market	NOUN
easat-8898	135	10	analysis	analysis	NOUN
easat-8898	135	11	,	,	PUNCT
easat-8898	135	12	and	and	CCONJ
easat-8898	135	13	understanding	understand	VERB
easat-8898	135	14	industry	industry	NOUN
easat-8898	135	15	needs	need	NOUN
easat-8898	135	16	.	.	PUNCT
easat-8898	136	1	the	the	DET
easat-8898	136	2	data	data	NOUN
easat-8898	136	3	analysis	analysis	NOUN
easat-8898	136	4	in	in	ADP
easat-8898	136	5	this	this	DET
easat-8898	136	6	step	step	NOUN
easat-8898	136	7	includes	include	VERB
easat-8898	136	8	brainstorming	brainstorming	NOUN
easat-8898	136	9	:	:	PUNCT
easat-8898	136	10	analyzing	analyze	VERB
easat-8898	136	11	the	the	DET
easat-8898	136	12	knowledge	knowledge	NOUN
easat-8898	136	13	and	and	CCONJ
easat-8898	136	14	skills	skill	NOUN
easat-8898	136	15	required	require	VERB
easat-8898	136	16	upon	upon	SCONJ
easat-8898	136	17	completion	completion	NOUN
easat-8898	136	18	of	of	ADP
easat-8898	136	19	the	the	DET
easat-8898	136	20	program	program	NOUN
easat-8898	136	21	.	.	PUNCT
easat-8898	137	1	identifying	identify	VERB
easat-8898	137	2	desired	desire	VERB
easat-8898	137	3	personality	personality	NOUN
easat-8898	137	4	traits	trait	NOUN
easat-8898	137	5	.	.	PUNCT
easat-8898	138	1	1284	1284	NUM
easat-8898	138	2	edelweiss	edelweiss	PROPN
easat-8898	138	3	applied	apply	VERB
easat-8898	138	4	science	science	NOUN
easat-8898	138	5	and	and	CCONJ
easat-8898	138	6	technology	technology	NOUN
easat-8898	138	7	issn	issn	PROPN
easat-8898	138	8	:	:	PUNCT
easat-8898	138	9	2576	2576	NUM
easat-8898	138	10	-	-	SYM
easat-8898	138	11	8484	8484	NUM
easat-8898	138	12	vol	vol	NOUN
easat-8898	138	13	.	.	PROPN
easat-8898	139	1	9	9	NUM
easat-8898	139	2	,	,	PUNCT
easat-8898	139	3	no	no	INTJ
easat-8898	139	4	.	.	NOUN
easat-8898	139	5	7	7	NUM
easat-8898	139	6	:	:	SYM
easat-8898	139	7	1278	1278	NUM
easat-8898	139	8	-	-	SYM
easat-8898	139	9	1298	1298	NUM
easat-8898	139	10	,	,	PUNCT
easat-8898	139	11	2025	2025	NUM
easat-8898	139	12	doi	doi	NOUN
easat-8898	139	13	:	:	PUNCT
easat-8898	139	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	139	15	©	©	PROPN
easat-8898	139	16	2025	2025	NUM
easat-8898	139	17	by	by	ADP
easat-8898	139	18	the	the	DET
easat-8898	139	19	authors	author	NOUN
easat-8898	139	20	;	;	PUNCT
easat-8898	139	21	licensee	licensee	PROPN
easat-8898	139	22	learning	learn	VERB
easat-8898	139	23	gate	gate	NOUN
easat-8898	139	24	analyzing	analyze	VERB
easat-8898	139	25	the	the	DET
easat-8898	139	26	understanding	understanding	NOUN
easat-8898	139	27	and	and	CCONJ
easat-8898	139	28	application	application	NOUN
easat-8898	139	29	of	of	ADP
easat-8898	139	30	software	software	NOUN
easat-8898	139	31	development	development	NOUN
easat-8898	139	32	processes	process	NOUN
easat-8898	139	33	in	in	ADP
easat-8898	139	34	the	the	DET
easat-8898	139	35	software	software	NOUN
easat-8898	139	36	industry	industry	NOUN
easat-8898	139	37	.	.	PUNCT
easat-8898	140	1	promoting	promote	VERB
easat-8898	140	2	lifelong	lifelong	ADJ
easat-8898	140	3	learning	learning	NOUN
easat-8898	140	4	among	among	ADP
easat-8898	140	5	students	student	NOUN
easat-8898	140	6	.	.	PUNCT
easat-8898	141	1	cognitive	cognitive	ADJ
easat-8898	141	2	level	level	NOUN
easat-8898	141	3	:	:	PUNCT
easat-8898	141	4	analyzing	analyze	VERB
easat-8898	141	5	tpqi	tpqi	NOUN
easat-8898	141	6	requirements	requirement	NOUN
easat-8898	141	7	and	and	CCONJ
easat-8898	141	8	labor	labor	NOUN
easat-8898	141	9	market	market	NOUN
easat-8898	141	10	needs	need	NOUN
easat-8898	141	11	.	.	PUNCT
easat-8898	142	1	planning	plan	VERB
easat-8898	142	2	content	content	NOUN
easat-8898	142	3	that	that	PRON
easat-8898	142	4	aligns	align	VERB
easat-8898	142	5	with	with	ADP
easat-8898	142	6	the	the	DET
easat-8898	142	7	set	set	NOUN
easat-8898	142	8	standards	standard	NOUN
easat-8898	142	9	and	and	CCONJ
easat-8898	142	10	criteria	criterion	NOUN
easat-8898	142	11	.	.	PUNCT
easat-8898	143	1	identifying	identify	VERB
easat-8898	143	2	the	the	DET
easat-8898	143	3	specific	specific	ADJ
easat-8898	143	4	qualities	quality	NOUN
easat-8898	143	5	that	that	PRON
easat-8898	143	6	students	student	NOUN
easat-8898	143	7	should	should	AUX
easat-8898	143	8	possess	possess	VERB
easat-8898	143	9	.	.	PUNCT
easat-8898	144	1	formulation	formulation	NOUN
easat-8898	144	2	and	and	CCONJ
easat-8898	144	3	validity	validity	NOUN
easat-8898	144	4	criteria	criterion	NOUN
easat-8898	144	5	:	:	PUNCT
easat-8898	144	6	ensuring	ensure	VERB
easat-8898	144	7	course	course	NOUN
easat-8898	144	8	standards	standard	NOUN
easat-8898	144	9	and	and	CCONJ
easat-8898	144	10	outcomes	outcome	NOUN
easat-8898	144	11	align	align	VERB
easat-8898	144	12	with	with	ADP
easat-8898	144	13	professional	professional	ADJ
easat-8898	144	14	qualifications	qualification	NOUN
easat-8898	144	15	.	.	PUNCT
easat-8898	145	1	defining	define	VERB
easat-8898	145	2	plos	plo	NOUN
easat-8898	145	3	that	that	PRON
easat-8898	145	4	meet	meet	VERB
easat-8898	145	5	tpqi	tpqi	NOUN
easat-8898	145	6	standards	standard	NOUN
easat-8898	145	7	and	and	CCONJ
easat-8898	145	8	market	market	NOUN
easat-8898	145	9	demands	demand	NOUN
easat-8898	145	10	,	,	PUNCT
easat-8898	145	11	focusing	focus	VERB
easat-8898	145	12	on	on	ADP
easat-8898	145	13	software	software	NOUN
easat-8898	145	14	knowledge	knowledge	NOUN
easat-8898	145	15	and	and	CCONJ
easat-8898	145	16	application	application	NOUN
easat-8898	145	17	skills	skill	NOUN
easat-8898	145	18	.	.	PUNCT
easat-8898	146	1	measuring	measure	VERB
easat-8898	146	2	knowledge	knowledge	NOUN
easat-8898	146	3	and	and	CCONJ
easat-8898	146	4	skills	skill	NOUN
easat-8898	146	5	levels	level	NOUN
easat-8898	146	6	across	across	ADP
easat-8898	146	7	professional	professional	ADJ
easat-8898	146	8	digital	digital	ADJ
easat-8898	146	9	industry	industry	NOUN
easat-8898	146	10	fields	field	NOUN
easat-8898	146	11	(	(	PUNCT
easat-8898	146	12	level	level	NOUN
easat-8898	146	13	3	3	NUM
easat-8898	146	14	,	,	PUNCT
easat-8898	146	15	4	4	NUM
easat-8898	146	16	,	,	PUNCT
easat-8898	146	17	and	and	CCONJ
easat-8898	146	18	5	5	NUM
easat-8898	146	19	)	)	PUNCT
easat-8898	146	20	,	,	PUNCT
easat-8898	146	21	ensuring	ensure	VERB
easat-8898	146	22	they	they	PRON
easat-8898	146	23	correspond	correspond	VERB
easat-8898	146	24	to	to	ADP
easat-8898	146	25	the	the	DET
easat-8898	146	26	expected	expect	VERB
easat-8898	146	27	student	student	NOUN
easat-8898	146	28	outcomes	outcome	NOUN
easat-8898	146	29	.	.	PUNCT
easat-8898	147	1	observable	observable	ADJ
easat-8898	147	2	or	or	CCONJ
easat-8898	147	3	measurable	measurable	ADJ
easat-8898	147	4	:	:	PUNCT
easat-8898	147	5	evaluating	evaluate	VERB
easat-8898	147	6	the	the	DET
easat-8898	147	7	outcomes	outcome	NOUN
easat-8898	147	8	at	at	ADP
easat-8898	147	9	each	each	DET
easat-8898	147	10	level	level	NOUN
easat-8898	147	11	(	(	PUNCT
easat-8898	147	12	3	3	NUM
easat-8898	147	13	,	,	PUNCT
easat-8898	147	14	4	4	NUM
easat-8898	147	15	,	,	PUNCT
easat-8898	147	16	and	and	CCONJ
easat-8898	147	17	5	5	NUM
easat-8898	147	18	)	)	PUNCT
easat-8898	147	19	for	for	ADP
easat-8898	147	20	digital	digital	ADJ
easat-8898	147	21	industry	industry	NOUN
easat-8898	147	22	professions	profession	NOUN
easat-8898	147	23	and	and	CCONJ
easat-8898	147	24	software	software	NOUN
easat-8898	147	25	development	development	NOUN
easat-8898	147	26	,	,	PUNCT
easat-8898	147	27	ensuring	ensure	VERB
easat-8898	147	28	they	they	PRON
easat-8898	147	29	meet	meet	VERB
easat-8898	147	30	the	the	DET
easat-8898	147	31	expected	expect	VERB
easat-8898	147	32	skills	skill	NOUN
easat-8898	147	33	and	and	CCONJ
easat-8898	147	34	knowledge	knowledge	NOUN
easat-8898	147	35	levels	level	NOUN
easat-8898	147	36	.	.	PUNCT
easat-8898	148	1	collecting	collect	VERB
easat-8898	148	2	feedback	feedback	NOUN
easat-8898	148	3	from	from	ADP
easat-8898	148	4	student	student	NOUN
easat-8898	148	5	supervisors	supervisor	NOUN
easat-8898	148	6	and	and	CCONJ
easat-8898	148	7	professionals	professional	NOUN
easat-8898	148	8	.	.	PUNCT
easat-8898	149	1	gathering	gather	VERB
easat-8898	149	2	feedback	feedback	NOUN
easat-8898	149	3	from	from	ADP
easat-8898	149	4	employers	employer	NOUN
easat-8898	149	5	of	of	ADP
easat-8898	149	6	graduates	graduate	NOUN
easat-8898	149	7	to	to	PART
easat-8898	149	8	enhance	enhance	VERB
easat-8898	149	9	continuous	continuous	ADJ
easat-8898	149	10	improvement	improvement	NOUN
easat-8898	149	11	.	.	PUNCT
easat-8898	150	1	encouraging	encourage	VERB
easat-8898	150	2	students	student	NOUN
easat-8898	150	3	to	to	PART
easat-8898	150	4	recognize	recognize	VERB
easat-8898	150	5	the	the	DET
easat-8898	150	6	importance	importance	NOUN
easat-8898	150	7	of	of	ADP
easat-8898	150	8	lifelong	lifelong	ADJ
easat-8898	150	9	learning	learning	NOUN
easat-8898	150	10	.	.	PUNCT
easat-8898	151	1	curriculum	curriculum	NOUN
easat-8898	151	2	analysis	analysis	NOUN
easat-8898	151	3	:	:	PUNCT
easat-8898	151	4	listening	listen	VERB
easat-8898	151	5	to	to	PART
easat-8898	151	6	feedback	feedback	VERB
easat-8898	151	7	from	from	ADP
easat-8898	151	8	industry	industry	NOUN
easat-8898	151	9	mentors	mentor	NOUN
easat-8898	151	10	and	and	CCONJ
easat-8898	151	11	professionals	professional	NOUN
easat-8898	151	12	for	for	ADP
easat-8898	151	13	curriculum	curriculum	NOUN
easat-8898	151	14	improvement	improvement	NOUN
easat-8898	151	15	.	.	PUNCT
easat-8898	152	1	analyzing	analyze	VERB
easat-8898	152	2	and	and	CCONJ
easat-8898	152	3	adjusting	adjust	VERB
easat-8898	152	4	the	the	DET
easat-8898	152	5	curriculum	curriculum	NOUN
easat-8898	152	6	to	to	PART
easat-8898	152	7	meet	meet	VERB
easat-8898	152	8	current	current	ADJ
easat-8898	152	9	industry	industry	NOUN
easat-8898	152	10	and	and	CCONJ
easat-8898	152	11	market	market	NOUN
easat-8898	152	12	needs	need	NOUN
easat-8898	152	13	.	.	PUNCT
easat-8898	153	1	presenting	present	VERB
easat-8898	153	2	plos	plo	NOUN
easat-8898	153	3	to	to	ADP
easat-8898	153	4	academic	academic	ADJ
easat-8898	153	5	leaders	leader	NOUN
easat-8898	153	6	,	,	PUNCT
easat-8898	153	7	course	course	NOUN
easat-8898	153	8	directors	director	NOUN
easat-8898	153	9	,	,	PUNCT
easat-8898	153	10	and	and	CCONJ
easat-8898	153	11	instructors	instructor	NOUN
easat-8898	153	12	for	for	ADP
easat-8898	153	13	feedback	feedback	NOUN
easat-8898	153	14	and	and	CCONJ
easat-8898	153	15	further	further	ADJ
easat-8898	153	16	refinement	refinement	NOUN
easat-8898	153	17	.	.	PUNCT
easat-8898	154	1	thai	thai	PROPN
easat-8898	154	2	professional	professional	PROPN
easat-8898	154	3	qualification	qualification	PROPN
easat-8898	154	4	institute	institute	PROPN
easat-8898	154	5	:	:	PUNCT
easat-8898	154	6	this	this	DET
easat-8898	154	7	module	module	NOUN
easat-8898	154	8	focuses	focus	VERB
easat-8898	154	9	on	on	ADP
easat-8898	154	10	the	the	DET
easat-8898	154	11	specific	specific	ADJ
easat-8898	154	12	career	career	NOUN
easat-8898	154	13	paths	path	NOUN
easat-8898	154	14	within	within	ADP
easat-8898	154	15	the	the	DET
easat-8898	154	16	digital	digital	ADJ
easat-8898	154	17	industry	industry	NOUN
easat-8898	154	18	,	,	PUNCT
easat-8898	154	19	particularly	particularly	ADV
easat-8898	154	20	in	in	ADP
easat-8898	154	21	software	software	NOUN
easat-8898	154	22	and	and	CCONJ
easat-8898	154	23	application	application	NOUN
easat-8898	154	24	fields	field	NOUN
easat-8898	154	25	.	.	PUNCT
easat-8898	155	1	for	for	ADP
easat-8898	155	2	each	each	DET
easat-8898	155	3	profession	profession	NOUN
easat-8898	155	4	,	,	PUNCT
easat-8898	155	5	competency	competency	NOUN
easat-8898	155	6	units	unit	NOUN
easat-8898	155	7	are	be	AUX
easat-8898	155	8	identified	identify	VERB
easat-8898	155	9	and	and	CCONJ
easat-8898	155	10	analyzed	analyze	VERB
easat-8898	155	11	to	to	PART
easat-8898	155	12	set	set	VERB
easat-8898	155	13	standards	standard	NOUN
easat-8898	155	14	for	for	ADP
easat-8898	155	15	producing	produce	VERB
easat-8898	155	16	qualified	qualified	ADJ
easat-8898	155	17	graduates	graduate	NOUN
easat-8898	155	18	aligned	align	VERB
easat-8898	155	19	with	with	ADP
easat-8898	155	20	industry	industry	NOUN
easat-8898	155	21	needs	need	NOUN
easat-8898	155	22	.	.	PUNCT
easat-8898	156	1	this	this	DET
easat-8898	156	2	comprehensive	comprehensive	ADJ
easat-8898	156	3	model	model	NOUN
easat-8898	156	4	integrates	integrate	VERB
easat-8898	156	5	curriculum	curriculum	NOUN
easat-8898	156	6	development	development	NOUN
easat-8898	156	7	,	,	PUNCT
easat-8898	156	8	industry	industry	NOUN
easat-8898	156	9	requirements	requirement	NOUN
easat-8898	156	10	,	,	PUNCT
easat-8898	156	11	and	and	CCONJ
easat-8898	156	12	professional	professional	ADJ
easat-8898	156	13	qualification	qualification	NOUN
easat-8898	156	14	standards	standard	NOUN
easat-8898	156	15	to	to	PART
easat-8898	156	16	support	support	VERB
easat-8898	156	17	career	career	NOUN
easat-8898	156	18	decision	decision	NOUN
easat-8898	156	19	-	-	PUNCT
easat-8898	156	20	making	making	NOUN
easat-8898	156	21	using	use	VERB
easat-8898	156	22	deep	deep	ADJ
easat-8898	156	23	learning	learning	NOUN
easat-8898	156	24	techniques	technique	NOUN
easat-8898	156	25	.	.	PUNCT
easat-8898	157	1	4	4	X
easat-8898	157	2	.	.	NOUN
easat-8898	157	3	results	result	VERB
easat-8898	157	4	the	the	DET
easat-8898	157	5	synthesis	synthesis	NOUN
easat-8898	157	6	of	of	ADP
easat-8898	157	7	study	study	NOUN
easat-8898	157	8	and	and	CCONJ
easat-8898	157	9	analysis	analysis	NOUN
easat-8898	157	10	of	of	ADP
easat-8898	157	11	the	the	DET
easat-8898	157	12	current	current	ADJ
easat-8898	157	13	and	and	CCONJ
easat-8898	157	14	future	future	ADJ
easat-8898	157	15	needs	need	NOUN
easat-8898	157	16	of	of	ADP
easat-8898	157	17	the	the	DET
easat-8898	157	18	digital	digital	ADJ
easat-8898	157	19	industry	industry	NOUN
easat-8898	157	20	is	be	AUX
easat-8898	157	21	developed	develop	VERB
easat-8898	157	22	from	from	ADP
easat-8898	157	23	an	an	DET
easat-8898	157	24	analysis	analysis	NOUN
easat-8898	157	25	and	and	CCONJ
easat-8898	157	26	synthesis	synthesis	NOUN
easat-8898	157	27	of	of	ADP
easat-8898	157	28	related	related	ADJ
easat-8898	157	29	concepts	concept	NOUN
easat-8898	157	30	,	,	PUNCT
easat-8898	157	31	theories	theory	NOUN
easat-8898	157	32	,	,	PUNCT
easat-8898	157	33	research	research	NOUN
easat-8898	157	34	,	,	PUNCT
easat-8898	157	35	in	in	ADP
easat-8898	157	36	-	-	PUNCT
easat-8898	157	37	depth	depth	NOUN
easat-8898	157	38	interviews	interview	NOUN
easat-8898	157	39	,	,	PUNCT
easat-8898	157	40	and	and	CCONJ
easat-8898	157	41	surveys	survey	NOUN
easat-8898	157	42	on	on	ADP
easat-8898	157	43	the	the	DET
easat-8898	157	44	needs	need	NOUN
easat-8898	157	45	of	of	ADP
easat-8898	157	46	companies	company	NOUN
easat-8898	157	47	,	,	PUNCT
easat-8898	157	48	organizations	organization	NOUN
easat-8898	157	49	,	,	PUNCT
easat-8898	157	50	and	and	CCONJ
easat-8898	157	51	entrepreneurs	entrepreneur	NOUN
easat-8898	157	52	in	in	ADP
easat-8898	157	53	the	the	DET
easat-8898	157	54	digital	digital	ADJ
easat-8898	157	55	industry	industry	NOUN
easat-8898	157	56	.	.	PUNCT
easat-8898	158	1	the	the	DET
easat-8898	158	2	aim	aim	NOUN
easat-8898	158	3	is	be	AUX
easat-8898	158	4	to	to	PART
easat-8898	158	5	synthesize	synthesize	VERB
easat-8898	158	6	a	a	DET
easat-8898	158	7	conceptual	conceptual	ADJ
easat-8898	158	8	framework	framework	NOUN
easat-8898	158	9	by	by	ADP
easat-8898	158	10	reviewing	review	VERB
easat-8898	158	11	documents	document	NOUN
easat-8898	158	12	and	and	CCONJ
easat-8898	158	13	research	research	NOUN
easat-8898	158	14	related	relate	VERB
easat-8898	158	15	to	to	ADP
easat-8898	158	16	decisionsupport	decisionsupport	NOUN
easat-8898	158	17	systems	system	NOUN
easat-8898	158	18	with	with	ADP
easat-8898	158	19	deep	deep	ADJ
easat-8898	158	20	learning	learning	NOUN
easat-8898	158	21	to	to	PART
easat-8898	158	22	choose	choose	VERB
easat-8898	158	23	careers	career	NOUN
easat-8898	158	24	,	,	PUNCT
easat-8898	158	25	based	base	VERB
easat-8898	158	26	on	on	ADP
easat-8898	158	27	the	the	DET
easat-8898	158	28	learning	learn	VERB
easat-8898	158	29	outcomes	outcome	NOUN
easat-8898	158	30	of	of	ADP
easat-8898	158	31	computer	computer	NOUN
easat-8898	158	32	science	science	NOUN
easat-8898	158	33	programs	program	NOUN
easat-8898	158	34	according	accord	VERB
easat-8898	158	35	to	to	ADP
easat-8898	158	36	the	the	DET
easat-8898	158	37	qualifications	qualification	NOUN
easat-8898	158	38	framework	framework	NOUN
easat-8898	158	39	in	in	ADP
easat-8898	158	40	the	the	DET
easat-8898	158	41	digital	digital	ADJ
easat-8898	158	42	industry	industry	NOUN
easat-8898	158	43	.	.	PUNCT
easat-8898	159	1	in	in	ADP
easat-8898	159	2	-	-	PUNCT
easat-8898	159	3	depth	depth	NOUN
easat-8898	159	4	interviews	interview	NOUN
easat-8898	159	5	and	and	CCONJ
easat-8898	159	6	surveys	survey	NOUN
easat-8898	159	7	of	of	ADP
easat-8898	159	8	companies	company	NOUN
easat-8898	159	9	,	,	PUNCT
easat-8898	159	10	organizations	organization	NOUN
easat-8898	159	11	,	,	PUNCT
easat-8898	159	12	and	and	CCONJ
easat-8898	159	13	entrepreneurs	entrepreneur	NOUN
easat-8898	159	14	in	in	ADP
easat-8898	159	15	the	the	DET
easat-8898	159	16	digital	digital	ADJ
easat-8898	159	17	industry	industry	NOUN
easat-8898	159	18	are	be	AUX
easat-8898	159	19	conducted	conduct	VERB
easat-8898	159	20	to	to	PART
easat-8898	159	21	collect	collect	VERB
easat-8898	159	22	data	datum	NOUN
easat-8898	159	23	for	for	ADP
easat-8898	159	24	analysis	analysis	NOUN
easat-8898	159	25	,	,	PUNCT
easat-8898	159	26	identifying	identify	VERB
easat-8898	159	27	the	the	DET
easat-8898	159	28	skills	skill	NOUN
easat-8898	159	29	and	and	CCONJ
easat-8898	159	30	needs	need	NOUN
easat-8898	159	31	that	that	PRON
easat-8898	159	32	should	should	AUX
easat-8898	159	33	be	be	AUX
easat-8898	159	34	enhanced	enhance	VERB
easat-8898	159	35	for	for	ADP
easat-8898	159	36	students	student	NOUN
easat-8898	159	37	in	in	ADP
easat-8898	159	38	computer	computer	NOUN
easat-8898	159	39	science	science	NOUN
easat-8898	159	40	programs	program	NOUN
easat-8898	159	41	,	,	PUNCT
easat-8898	159	42	in	in	ADP
easat-8898	159	43	alignment	alignment	NOUN
easat-8898	159	44	with	with	ADP
easat-8898	159	45	professional	professional	ADJ
easat-8898	159	46	qualifications	qualification	NOUN
easat-8898	159	47	standards	standard	NOUN
easat-8898	159	48	in	in	ADP
easat-8898	159	49	the	the	DET
easat-8898	159	50	digital	digital	ADJ
easat-8898	159	51	industry	industry	NOUN
easat-8898	159	52	.	.	PUNCT
easat-8898	160	1	the	the	DET
easat-8898	160	2	data	data	NOUN
easat-8898	160	3	is	be	AUX
easat-8898	160	4	then	then	ADV
easat-8898	160	5	synthesized	synthesize	VERB
easat-8898	160	6	to	to	PART
easat-8898	160	7	derive	derive	VERB
easat-8898	160	8	meaning	meaning	NOUN
easat-8898	160	9	,	,	PUNCT
easat-8898	160	10	components	component	NOUN
easat-8898	160	11	,	,	PUNCT
easat-8898	160	12	processes	process	NOUN
easat-8898	160	13	,	,	PUNCT
easat-8898	160	14	and	and	CCONJ
easat-8898	160	15	other	other	ADJ
easat-8898	160	16	relevant	relevant	ADJ
easat-8898	160	17	information	information	NOUN
easat-8898	160	18	.	.	PUNCT
easat-8898	161	1	the	the	DET
easat-8898	161	2	collected	collect	VERB
easat-8898	161	3	and	and	CCONJ
easat-8898	161	4	synthesized	synthesize	VERB
easat-8898	161	5	data	datum	NOUN
easat-8898	161	6	is	be	AUX
easat-8898	161	7	organized	organize	VERB
easat-8898	161	8	in	in	ADP
easat-8898	161	9	a	a	DET
easat-8898	161	10	literature	literature	NOUN
easat-8898	161	11	review	review	NOUN
easat-8898	161	12	format	format	NOUN
easat-8898	161	13	,	,	PUNCT
easat-8898	161	14	using	use	VERB
easat-8898	161	15	documents	document	NOUN
easat-8898	161	16	and	and	CCONJ
easat-8898	161	17	related	related	ADJ
easat-8898	161	18	research	research	NOUN
easat-8898	161	19	,	,	PUNCT
easat-8898	161	20	and	and	CCONJ
easat-8898	161	21	presented	present	VERB
easat-8898	161	22	in	in	ADP
easat-8898	161	23	a	a	DET
easat-8898	161	24	synthesized	synthesize	VERB
easat-8898	161	25	table	table	NOUN
easat-8898	161	26	.	.	PUNCT
easat-8898	162	1	4.1	4.1	NUM
easat-8898	162	2	.	.	PUNCT
easat-8898	162	3	results	result	NOUN
easat-8898	162	4	of	of	ADP
easat-8898	162	5	the	the	DET
easat-8898	162	6	synthesis	synthesis	NOUN
easat-8898	162	7	of	of	ADP
easat-8898	162	8	the	the	DET
easat-8898	162	9	study	study	NOUN
easat-8898	162	10	and	and	CCONJ
easat-8898	162	11	analysis	analysis	NOUN
easat-8898	162	12	of	of	ADP
easat-8898	162	13	the	the	DET
easat-8898	162	14	needs	need	NOUN
easat-8898	162	15	of	of	ADP
easat-8898	162	16	the	the	DET
easat-8898	162	17	current	current	ADJ
easat-8898	162	18	and	and	CCONJ
easat-8898	162	19	future	future	ADJ
easat-8898	162	20	digital	digital	ADJ
easat-8898	162	21	industry	industry	NOUN
easat-8898	162	22	the	the	DET
easat-8898	162	23	researcher	researcher	NOUN
easat-8898	162	24	studied	study	VERB
easat-8898	162	25	documents	document	NOUN
easat-8898	162	26	and	and	CCONJ
easat-8898	162	27	research	research	NOUN
easat-8898	162	28	related	relate	VERB
easat-8898	162	29	to	to	ADP
easat-8898	162	30	decision	decision	NOUN
easat-8898	162	31	support	support	NOUN
easat-8898	162	32	systems	system	NOUN
easat-8898	162	33	(	(	PUNCT
easat-8898	162	34	dss	dss	NOUN
easat-8898	162	35	)	)	PUNCT
easat-8898	162	36	and	and	CCONJ
easat-8898	162	37	synthesized	synthesize	VERB
easat-8898	162	38	the	the	DET
easat-8898	162	39	process	process	NOUN
easat-8898	162	40	as	as	SCONJ
easat-8898	162	41	shown	show	VERB
easat-8898	162	42	in	in	ADP
easat-8898	162	43	table	table	NOUN
easat-8898	162	44	1	1	NUM
easat-8898	162	45	.	.	SYM
easat-8898	162	46	1285	1285	NUM
easat-8898	162	47	edelweiss	edelweiss	PROPN
easat-8898	162	48	applied	apply	VERB
easat-8898	162	49	science	science	NOUN
easat-8898	162	50	and	and	CCONJ
easat-8898	162	51	technology	technology	NOUN
easat-8898	162	52	issn	issn	PROPN
easat-8898	162	53	:	:	PUNCT
easat-8898	162	54	2576	2576	NUM
easat-8898	162	55	-	-	SYM
easat-8898	162	56	8484	8484	NUM
easat-8898	162	57	vol	vol	NOUN
easat-8898	162	58	.	.	PROPN
easat-8898	163	1	9	9	NUM
easat-8898	163	2	,	,	PUNCT
easat-8898	163	3	no	no	INTJ
easat-8898	163	4	.	.	NOUN
easat-8898	163	5	7	7	NUM
easat-8898	163	6	:	:	SYM
easat-8898	163	7	1278	1278	NUM
easat-8898	163	8	-	-	SYM
easat-8898	163	9	1298	1298	NUM
easat-8898	163	10	,	,	PUNCT
easat-8898	163	11	2025	2025	NUM
easat-8898	163	12	doi	doi	NOUN
easat-8898	163	13	:	:	PUNCT
easat-8898	163	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	163	15	©	©	PROPN
easat-8898	163	16	2025	2025	NUM
easat-8898	163	17	by	by	ADP
easat-8898	163	18	the	the	DET
easat-8898	163	19	authors	author	NOUN
easat-8898	163	20	;	;	PUNCT
easat-8898	164	1	licensee	licensee	PROPN
easat-8898	164	2	learning	learn	VERB
easat-8898	164	3	gate	gate	NOUN
easat-8898	164	4	table	table	NOUN
easat-8898	164	5	1	1	NUM
easat-8898	164	6	.	.	PUNCT
easat-8898	164	7	results	result	NOUN
easat-8898	164	8	of	of	ADP
easat-8898	164	9	synthesis	synthesis	NOUN
easat-8898	164	10	of	of	ADP
easat-8898	164	11	decision	decision	NOUN
easat-8898	164	12	support	support	NOUN
easat-8898	164	13	system	system	NOUN
easat-8898	164	14	.	.	PUNCT
easat-8898	165	1	dss	dss	NOUN
easat-8898	165	2	[	[	PUNCT
easat-8898	165	3	1	1	NUM
easat-8898	165	4	1	1	NUM
easat-8898	165	5	]	]	PUNCT
easat-8898	165	6	[	[	PUNCT
easat-8898	165	7	1	1	NUM
easat-8898	165	8	2	2	NUM
easat-8898	165	9	]	]	PUNCT
easat-8898	165	10	[	[	PUNCT
easat-8898	165	11	1	1	NUM
easat-8898	165	12	3	3	NUM
easat-8898	165	13	]	]	PUNCT
easat-8898	165	14	[	[	PUNCT
easat-8898	165	15	1	1	NUM
easat-8898	165	16	4	4	NUM
easat-8898	165	17	]	]	PUNCT
easat-8898	165	18	[	[	PUNCT
easat-8898	165	19	1	1	NUM
easat-8898	165	20	5	5	NUM
easat-8898	165	21	]	]	PUNCT
easat-8898	165	22	[	[	PUNCT
easat-8898	165	23	1	1	NUM
easat-8898	165	24	6	6	NUM
easat-8898	165	25	]	]	PUNCT
easat-8898	165	26	[	[	PUNCT
easat-8898	165	27	1	1	NUM
easat-8898	165	28	7	7	NUM
easat-8898	165	29	]	]	PUNCT
easat-8898	165	30	[	[	PUNCT
easat-8898	165	31	1	1	NUM
easat-8898	165	32	8	8	NUM
easat-8898	165	33	]	]	SYM
easat-8898	165	34	1	1	X
easat-8898	165	35	.	.	X
easat-8898	165	36	scope	scope	NOUN
easat-8898	165	37	of	of	ADP
easat-8898	165	38	system	system	NOUN
easat-8898	165	39	1.1	1.1	NUM
easat-8898	165	40	the	the	DET
easat-8898	165	41	career	career	NOUN
easat-8898	165	42	decision	decision	NOUN
easat-8898	165	43	-	-	PUNCT
easat-8898	165	44	making	make	VERB
easat-8898	165	45	process	process	NOUN
easat-8898	165	46	involves	involve	VERB
easat-8898	165	47	the	the	DET
easat-8898	165	48	evaluation	evaluation	NOUN
easat-8898	165	49	of	of	ADP
easat-8898	165	50	information	information	NOUN
easat-8898	165	51	.	.	PUNCT
easat-8898	166	1	✓	✓	ADJ
easat-8898	166	2	✓	✓	ADJ
easat-8898	166	3	✓	✓	ADJ
easat-8898	166	4	✓	✓	ADJ
easat-8898	166	5	✓	✓	ADJ
easat-8898	166	6	✓	✓	ADJ
easat-8898	166	7	✓	✓	ADJ
easat-8898	166	8	✓	✓	ADJ
easat-8898	166	9	✓	✓	ADJ
easat-8898	166	10	✓	✓	ADJ
easat-8898	166	11	✓	✓	ADJ
easat-8898	166	12	✓	✓	ADJ
easat-8898	166	13	✓	✓	ADJ
easat-8898	166	14	✓	✓	ADJ
easat-8898	166	15	✓	✓	ADJ
easat-8898	166	16	1.2	1.2	NUM
easat-8898	166	17	accurate	accurate	ADJ
easat-8898	166	18	and	and	CCONJ
easat-8898	166	19	clear	clear	ADJ
easat-8898	166	20	information	information	NOUN
easat-8898	166	21	✓	✓	ADJ
easat-8898	166	22	✓	✓	ADJ
easat-8898	166	23	✓	✓	ADJ
easat-8898	166	24	✓	✓	ADJ
easat-8898	166	25	✓	✓	ADJ
easat-8898	166	26	✓	✓	ADJ
easat-8898	166	27	✓	✓	ADJ
easat-8898	166	28	✓	✓	ADJ
easat-8898	166	29	✓	✓	ADJ
easat-8898	166	30	✓	✓	ADJ
easat-8898	166	31	✓	✓	ADJ
easat-8898	166	32	✓	✓	ADJ
easat-8898	166	33	2	2	NUM
easat-8898	166	34	.	.	X
easat-8898	166	35	function	function	VERB
easat-8898	166	36	2.1	2.1	NUM
easat-8898	166	37	external	external	ADJ
easat-8898	166	38	factors	factor	NOUN
easat-8898	166	39	✓	✓	ADJ
easat-8898	166	40	✓	✓	ADJ
easat-8898	166	41	✓	✓	ADJ
easat-8898	166	42	✓	✓	ADJ
easat-8898	166	43	✓	✓	ADJ
easat-8898	166	44	✓	✓	ADJ
easat-8898	166	45	✓	✓	ADJ
easat-8898	166	46	✓	✓	ADJ
easat-8898	166	47	✓	✓	ADJ
easat-8898	166	48	✓	✓	ADJ
easat-8898	166	49	✓	✓	ADJ
easat-8898	166	50	✓	✓	ADJ
easat-8898	166	51	✓	✓	ADJ
easat-8898	166	52	✓	✓	ADJ
easat-8898	166	53	✓	✓	ADJ
easat-8898	166	54	✓	✓	ADJ
easat-8898	166	55	2.2	2.2	NUM
easat-8898	166	56	internal	internal	ADJ
easat-8898	166	57	factors	factor	NOUN
easat-8898	166	58	✓	✓	ADJ
easat-8898	166	59	✓	✓	ADJ
easat-8898	166	60	✓	✓	ADJ
easat-8898	166	61	✓	✓	ADJ
easat-8898	166	62	✓	✓	ADJ
easat-8898	166	63	✓	✓	ADJ
easat-8898	166	64	✓	✓	ADJ
easat-8898	166	65	✓	✓	ADJ
easat-8898	166	66	✓	✓	ADJ
easat-8898	166	67	✓	✓	ADJ
easat-8898	166	68	table	table	NOUN
easat-8898	166	69	1	1	NUM
easat-8898	166	70	synthesis	synthesis	NOUN
easat-8898	166	71	of	of	ADP
easat-8898	166	72	the	the	DET
easat-8898	166	73	decision	decision	NOUN
easat-8898	166	74	-	-	PUNCT
easat-8898	166	75	support	support	NOUN
easat-8898	166	76	system	system	NOUN
easat-8898	166	77	reveals	reveal	VERB
easat-8898	166	78	four	four	NUM
easat-8898	166	79	factors	factor	NOUN
easat-8898	166	80	:	:	PUNCT
easat-8898	166	81	the	the	DET
easat-8898	166	82	decision	decision	NOUN
easat-8898	166	83	-	-	PUNCT
easat-8898	166	84	making	make	VERB
easat-8898	166	85	process	process	NOUN
easat-8898	166	86	in	in	ADP
easat-8898	166	87	career	career	NOUN
easat-8898	166	88	selection	selection	NOUN
easat-8898	166	89	involves	involve	VERB
easat-8898	166	90	data	data	NOUN
easat-8898	166	91	evaluation	evaluation	NOUN
easat-8898	166	92	,	,	PUNCT
easat-8898	166	93	alternative	alternative	ADJ
easat-8898	166	94	analysis	analysis	NOUN
easat-8898	166	95	,	,	PUNCT
easat-8898	166	96	and	and	CCONJ
easat-8898	166	97	choosing	choose	VERB
easat-8898	166	98	the	the	DET
easat-8898	166	99	appropriate	appropriate	ADJ
easat-8898	166	100	path	path	NOUN
easat-8898	166	101	.	.	PUNCT
easat-8898	167	1	accurate	accurate	ADJ
easat-8898	167	2	and	and	CCONJ
easat-8898	167	3	clear	clear	ADJ
easat-8898	167	4	information	information	NOUN
easat-8898	167	5	enhances	enhance	VERB
easat-8898	167	6	the	the	DET
easat-8898	167	7	chances	chance	NOUN
easat-8898	167	8	of	of	ADP
easat-8898	167	9	making	make	VERB
easat-8898	167	10	better	well	ADJ
easat-8898	167	11	decisions	decision	NOUN
easat-8898	167	12	.	.	PUNCT
easat-8898	168	1	external	external	ADJ
easat-8898	168	2	factors	factor	NOUN
easat-8898	168	3	,	,	PUNCT
easat-8898	168	4	such	such	ADJ
easat-8898	168	5	as	as	ADP
easat-8898	168	6	the	the	DET
easat-8898	168	7	economic	economic	ADJ
easat-8898	168	8	situation	situation	NOUN
easat-8898	168	9	and	and	CCONJ
easat-8898	168	10	job	job	NOUN
easat-8898	168	11	market	market	NOUN
easat-8898	168	12	conditions	condition	NOUN
easat-8898	168	13	,	,	PUNCT
easat-8898	168	14	influence	influence	NOUN
easat-8898	168	15	career	career	NOUN
easat-8898	168	16	choices	choice	NOUN
easat-8898	168	17	.	.	PUNCT
easat-8898	169	1	internal	internal	ADJ
easat-8898	169	2	factors	factor	NOUN
easat-8898	169	3	,	,	PUNCT
easat-8898	169	4	such	such	ADJ
easat-8898	169	5	as	as	ADP
easat-8898	169	6	personal	personal	ADJ
easat-8898	169	7	interests	interest	NOUN
easat-8898	169	8	and	and	CCONJ
easat-8898	169	9	abilities	ability	NOUN
easat-8898	169	10	,	,	PUNCT
easat-8898	169	11	help	help	NOUN
easat-8898	169	12	in	in	ADP
easat-8898	169	13	selecting	select	VERB
easat-8898	169	14	the	the	DET
easat-8898	169	15	most	most	ADV
easat-8898	169	16	suitable	suitable	ADJ
easat-8898	169	17	career	career	NOUN
easat-8898	169	18	.	.	PUNCT
easat-8898	170	1	4.2	4.2	NUM
easat-8898	170	2	.	.	PUNCT
easat-8898	171	1	the	the	DET
easat-8898	171	2	results	result	NOUN
easat-8898	171	3	of	of	ADP
easat-8898	171	4	synthesizing	synthesize	VERB
easat-8898	171	5	the	the	DET
easat-8898	171	6	career	career	NOUN
easat-8898	171	7	decision	decision	NOUN
easat-8898	171	8	-	-	PUNCT
easat-8898	171	9	making	making	NOUN
easat-8898	171	10	process	process	NOUN
easat-8898	171	11	the	the	DET
easat-8898	171	12	researcher	researcher	NOUN
easat-8898	171	13	studied	study	VERB
easat-8898	171	14	relevant	relevant	ADJ
easat-8898	171	15	documents	document	NOUN
easat-8898	171	16	,	,	PUNCT
easat-8898	171	17	research	research	NOUN
easat-8898	171	18	concerning	concern	VERB
easat-8898	171	19	the	the	DET
easat-8898	171	20	career	career	NOUN
easat-8898	171	21	decision	decision	NOUN
easat-8898	171	22	-	-	PUNCT
easat-8898	171	23	making	make	VERB
easat-8898	171	24	process	process	NOUN
easat-8898	171	25	,	,	PUNCT
easat-8898	171	26	and	and	CCONJ
easat-8898	171	27	synthesized	synthesize	VERB
easat-8898	171	28	the	the	DET
easat-8898	171	29	process	process	NOUN
easat-8898	171	30	,	,	PUNCT
easat-8898	171	31	table	table	NOUN
easat-8898	171	32	2	2	NUM
easat-8898	171	33	.	.	PUNCT
easat-8898	171	34	results	result	NOUN
easat-8898	171	35	of	of	ADP
easat-8898	171	36	synthesis	synthesis	NOUN
easat-8898	171	37	of	of	ADP
easat-8898	171	38	career	career	NOUN
easat-8898	171	39	decision	decision	NOUN
easat-8898	171	40	-	-	PUNCT
easat-8898	171	41	making	make	VERB
easat-8898	171	42	process	process	NOUN
easat-8898	171	43	.	.	PUNCT
easat-8898	172	1	career	career	NOUN
easat-8898	172	2	decision	decision	NOUN
easat-8898	172	3	-	-	PUNCT
easat-8898	172	4	making	make	VERB
easat-8898	172	5	process	process	NOUN
easat-8898	172	6	[	[	PUNCT
easat-8898	172	7	7	7	NUM
easat-8898	172	8	]	]	PUNCT
easat-8898	172	9	[	[	PUNCT
easat-8898	172	10	1	1	NUM
easat-8898	172	11	9	9	NUM
easat-8898	172	12	]	]	PUNCT
easat-8898	172	13	[	[	PUNCT
easat-8898	172	14	2	2	NUM
easat-8898	172	15	0	0	NUM
easat-8898	172	16	]	]	PUNCT
easat-8898	173	1	[	[	PUNCT
easat-8898	173	2	2	2	NUM
easat-8898	173	3	1	1	NUM
easat-8898	173	4	]	]	PUNCT
easat-8898	173	5	[	[	PUNCT
easat-8898	173	6	2	2	NUM
easat-8898	173	7	2	2	NUM
easat-8898	173	8	]	]	PUNCT
easat-8898	173	9	[	[	PUNCT
easat-8898	173	10	2	2	NUM
easat-8898	173	11	3	3	NUM
easat-8898	173	12	]	]	PUNCT
easat-8898	173	13	[	[	PUNCT
easat-8898	173	14	2	2	NUM
easat-8898	173	15	4	4	NUM
easat-8898	173	16	]	]	PUNCT
easat-8898	173	17	[	[	PUNCT
easat-8898	173	18	1	1	NUM
easat-8898	173	19	8	8	NUM
easat-8898	173	20	]	]	SYM
easat-8898	173	21	1	1	X
easat-8898	173	22	.	.	X
easat-8898	173	23	scope	scope	NOUN
easat-8898	173	24	of	of	ADP
easat-8898	173	25	system	system	NOUN
easat-8898	173	26	1.1	1.1	NUM
easat-8898	173	27	the	the	DET
easat-8898	173	28	career	career	NOUN
easat-8898	173	29	decision	decision	NOUN
easat-8898	173	30	-	-	PUNCT
easat-8898	173	31	making	make	VERB
easat-8898	173	32	process	process	NOUN
easat-8898	173	33	involves	involve	VERB
easat-8898	173	34	the	the	DET
easat-8898	173	35	evaluation	evaluation	NOUN
easat-8898	173	36	of	of	ADP
easat-8898	173	37	information	information	NOUN
easat-8898	173	38	.	.	PUNCT
easat-8898	174	1	✓	✓	ADJ
easat-8898	174	2	✓	✓	ADJ
easat-8898	174	3	✓	✓	ADJ
easat-8898	174	4	✓	✓	ADJ
easat-8898	174	5	✓	✓	ADJ
easat-8898	174	6	✓	✓	ADJ
easat-8898	174	7	✓	✓	ADJ
easat-8898	174	8	✓	✓	ADJ
easat-8898	174	9	✓	✓	ADJ
easat-8898	174	10	✓	✓	ADJ
easat-8898	174	11	✓	✓	ADJ
easat-8898	174	12	✓	✓	ADJ
easat-8898	174	13	✓	✓	ADJ
easat-8898	174	14	✓	✓	ADJ
easat-8898	174	15	✓	✓	ADJ
easat-8898	174	16	1.2	1.2	NUM
easat-8898	174	17	accurate	accurate	ADJ
easat-8898	174	18	and	and	CCONJ
easat-8898	174	19	clear	clear	ADJ
easat-8898	174	20	information	information	NOUN
easat-8898	174	21	✓	✓	ADJ
easat-8898	174	22	✓	✓	ADJ
easat-8898	174	23	✓	✓	ADJ
easat-8898	174	24	✓	✓	ADJ
easat-8898	174	25	✓	✓	ADJ
easat-8898	174	26	✓	✓	ADJ
easat-8898	174	27	✓	✓	ADJ
easat-8898	174	28	✓	✓	ADJ
easat-8898	174	29	✓	✓	ADJ
easat-8898	174	30	✓	✓	ADJ
easat-8898	174	31	✓	✓	ADJ
easat-8898	174	32	✓	✓	ADJ
easat-8898	174	33	✓	✓	ADJ
easat-8898	174	34	✓	✓	ADJ
easat-8898	174	35	✓	✓	ADJ
easat-8898	174	36	2	2	NUM
easat-8898	174	37	.	.	X
easat-8898	174	38	function	function	VERB
easat-8898	174	39	2.1	2.1	NUM
easat-8898	174	40	external	external	ADJ
easat-8898	174	41	factors	factor	NOUN
easat-8898	174	42	✓	✓	ADJ
easat-8898	174	43	✓	✓	ADJ
easat-8898	174	44	✓	✓	ADJ
easat-8898	174	45	✓	✓	ADJ
easat-8898	174	46	✓	✓	ADJ
easat-8898	174	47	✓	✓	ADJ
easat-8898	174	48	✓	✓	ADJ
easat-8898	174	49	✓	✓	ADJ
easat-8898	174	50	✓	✓	ADJ
easat-8898	174	51	✓	✓	ADJ
easat-8898	174	52	✓	✓	ADJ
easat-8898	174	53	✓	✓	ADJ
easat-8898	174	54	✓	✓	ADJ
easat-8898	174	55	2.2	2.2	NUM
easat-8898	174	56	internal	internal	ADJ
easat-8898	174	57	factors	factor	NOUN
easat-8898	174	58	✓	✓	ADJ
easat-8898	174	59	✓	✓	ADJ
easat-8898	174	60	✓	✓	ADJ
easat-8898	174	61	✓	✓	ADJ
easat-8898	174	62	✓	✓	ADJ
easat-8898	174	63	✓	✓	ADJ
easat-8898	174	64	✓	✓	ADJ
easat-8898	174	65	✓	✓	ADJ
easat-8898	174	66	✓	✓	ADJ
easat-8898	174	67	✓	✓	ADJ
easat-8898	174	68	✓	✓	ADJ
easat-8898	174	69	✓	✓	ADJ
easat-8898	174	70	✓	✓	ADJ
easat-8898	174	71	✓	✓	ADJ
easat-8898	174	72	table	table	NOUN
easat-8898	174	73	2	2	NUM
easat-8898	174	74	synthesis	synthesis	NOUN
easat-8898	174	75	of	of	ADP
easat-8898	174	76	the	the	DET
easat-8898	174	77	career	career	NOUN
easat-8898	174	78	decision	decision	NOUN
easat-8898	174	79	-	-	PUNCT
easat-8898	174	80	making	make	VERB
easat-8898	174	81	process	process	NOUN
easat-8898	174	82	reveals	reveal	VERB
easat-8898	174	83	four	four	NUM
easat-8898	174	84	factors	factor	NOUN
easat-8898	174	85	:	:	PUNCT
easat-8898	174	86	the	the	DET
easat-8898	174	87	career	career	NOUN
easat-8898	174	88	decision	decision	NOUN
easat-8898	174	89	-	-	PUNCT
easat-8898	174	90	making	make	VERB
easat-8898	174	91	process	process	NOUN
easat-8898	174	92	involves	involve	VERB
easat-8898	174	93	evaluating	evaluate	VERB
easat-8898	174	94	information	information	NOUN
easat-8898	174	95	,	,	PUNCT
easat-8898	174	96	analyzing	analyze	VERB
easat-8898	174	97	alternatives	alternative	NOUN
easat-8898	174	98	,	,	PUNCT
easat-8898	174	99	and	and	CCONJ
easat-8898	174	100	selecting	select	VERB
easat-8898	174	101	the	the	DET
easat-8898	174	102	most	most	ADV
easat-8898	174	103	suitable	suitable	ADJ
easat-8898	174	104	path	path	NOUN
easat-8898	174	105	.	.	PUNCT
easat-8898	175	1	having	have	VERB
easat-8898	175	2	accurate	accurate	ADJ
easat-8898	175	3	and	and	CCONJ
easat-8898	175	4	clear	clear	ADJ
easat-8898	175	5	data	datum	NOUN
easat-8898	175	6	improves	improve	VERB
easat-8898	175	7	the	the	DET
easat-8898	175	8	chances	chance	NOUN
easat-8898	175	9	of	of	ADP
easat-8898	175	10	making	make	VERB
easat-8898	175	11	better	well	ADJ
easat-8898	175	12	decisions	decision	NOUN
easat-8898	175	13	.	.	PUNCT
easat-8898	176	1	external	external	ADJ
easat-8898	176	2	factors	factor	NOUN
easat-8898	176	3	,	,	PUNCT
easat-8898	176	4	such	such	ADJ
easat-8898	176	5	as	as	ADP
easat-8898	176	6	the	the	DET
easat-8898	176	7	economic	economic	ADJ
easat-8898	176	8	situation	situation	NOUN
easat-8898	176	9	and	and	CCONJ
easat-8898	176	10	job	job	NOUN
easat-8898	176	11	market	market	NOUN
easat-8898	176	12	conditions	condition	NOUN
easat-8898	176	13	,	,	PUNCT
easat-8898	176	14	influence	influence	NOUN
easat-8898	176	15	career	career	NOUN
easat-8898	176	16	choices	choice	NOUN
easat-8898	176	17	.	.	PUNCT
easat-8898	177	1	internal	internal	ADJ
easat-8898	177	2	factors	factor	NOUN
easat-8898	177	3	,	,	PUNCT
easat-8898	177	4	such	such	ADJ
easat-8898	177	5	as	as	ADP
easat-8898	177	6	personal	personal	ADJ
easat-8898	177	7	interests	interest	NOUN
easat-8898	177	8	and	and	CCONJ
easat-8898	177	9	abilities	ability	NOUN
easat-8898	177	10	,	,	PUNCT
easat-8898	177	11	help	help	NOUN
easat-8898	177	12	in	in	ADP
easat-8898	177	13	choosing	choose	VERB
easat-8898	177	14	the	the	DET
easat-8898	177	15	appropriate	appropriate	ADJ
easat-8898	177	16	career	career	NOUN
easat-8898	177	17	.	.	PUNCT
easat-8898	178	1	1286	1286	NUM
easat-8898	178	2	edelweiss	edelweiss	PROPN
easat-8898	178	3	applied	apply	VERB
easat-8898	178	4	science	science	NOUN
easat-8898	178	5	and	and	CCONJ
easat-8898	178	6	technology	technology	NOUN
easat-8898	178	7	issn	issn	PROPN
easat-8898	178	8	:	:	PUNCT
easat-8898	178	9	2576	2576	NUM
easat-8898	178	10	-	-	SYM
easat-8898	178	11	8484	8484	NUM
easat-8898	178	12	vol	vol	NOUN
easat-8898	178	13	.	.	PROPN
easat-8898	179	1	9	9	NUM
easat-8898	179	2	,	,	PUNCT
easat-8898	179	3	no	no	INTJ
easat-8898	179	4	.	.	NOUN
easat-8898	179	5	7	7	NUM
easat-8898	179	6	:	:	SYM
easat-8898	179	7	1278	1278	NUM
easat-8898	179	8	-	-	SYM
easat-8898	179	9	1298	1298	NUM
easat-8898	179	10	,	,	PUNCT
easat-8898	179	11	2025	2025	NUM
easat-8898	179	12	doi	doi	NOUN
easat-8898	179	13	:	:	PUNCT
easat-8898	179	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	179	15	©	©	PROPN
easat-8898	179	16	2025	2025	NUM
easat-8898	179	17	by	by	ADP
easat-8898	179	18	the	the	DET
easat-8898	179	19	authors	author	NOUN
easat-8898	179	20	;	;	PUNCT
easat-8898	179	21	licensee	licensee	PROPN
easat-8898	179	22	learning	learning	NOUN
easat-8898	179	23	gate	gate	NOUN
easat-8898	179	24	4.3	4.3	NUM
easat-8898	179	25	.	.	PUNCT
easat-8898	180	1	the	the	DET
easat-8898	180	2	results	result	NOUN
easat-8898	180	3	of	of	ADP
easat-8898	180	4	synthesizing	synthesize	VERB
easat-8898	180	5	the	the	DET
easat-8898	180	6	learning	learn	VERB
easat-8898	180	7	outcomes	outcome	NOUN
easat-8898	180	8	of	of	ADP
easat-8898	180	9	the	the	DET
easat-8898	180	10	curriculum	curriculum	NOUN
easat-8898	180	11	the	the	DET
easat-8898	180	12	researcher	researcher	NOUN
easat-8898	180	13	conducted	conduct	VERB
easat-8898	180	14	a	a	DET
easat-8898	180	15	study	study	NOUN
easat-8898	180	16	of	of	ADP
easat-8898	180	17	documents	document	NOUN
easat-8898	180	18	and	and	CCONJ
easat-8898	180	19	research	research	NOUN
easat-8898	180	20	related	relate	VERB
easat-8898	180	21	to	to	ADP
easat-8898	180	22	program	program	NOUN
easat-8898	180	23	learning	learn	VERB
easat-8898	180	24	outcomes	outcome	NOUN
easat-8898	180	25	(	(	PUNCT
easat-8898	180	26	plos	plos	PROPN
easat-8898	180	27	)	)	PUNCT
easat-8898	180	28	and	and	CCONJ
easat-8898	180	29	synthesized	synthesize	VERB
easat-8898	180	30	.	.	PUNCT
easat-8898	181	1	table	table	NOUN
easat-8898	181	2	3	3	NUM
easat-8898	181	3	.	.	PUNCT
easat-8898	181	4	results	result	NOUN
easat-8898	181	5	of	of	ADP
easat-8898	181	6	synthesis	synthesis	NOUN
easat-8898	181	7	of	of	ADP
easat-8898	181	8	program	program	NOUN
easat-8898	181	9	learning	learn	VERB
easat-8898	181	10	outcomes	outcome	NOUN
easat-8898	181	11	program	program	NOUN
easat-8898	181	12	learning	learn	VERB
easat-8898	181	13	outcomes	outcome	NOUN
easat-8898	181	14	[	[	PUNCT
easat-8898	181	15	2	2	NUM
easat-8898	181	16	5	5	NUM
easat-8898	181	17	]	]	PUNCT
easat-8898	181	18	[	[	PUNCT
easat-8898	181	19	1	1	NUM
easat-8898	181	20	3	3	NUM
easat-8898	181	21	]	]	PUNCT
easat-8898	181	22	[	[	PUNCT
easat-8898	181	23	2	2	NUM
easat-8898	181	24	6	6	NUM
easat-8898	181	25	]	]	PUNCT
easat-8898	181	26	[	[	PUNCT
easat-8898	181	27	2	2	NUM
easat-8898	181	28	7	7	NUM
easat-8898	181	29	]	]	PUNCT
easat-8898	181	30	[	[	PUNCT
easat-8898	181	31	2	2	NUM
easat-8898	181	32	8	8	NUM
easat-8898	181	33	]	]	PUNCT
easat-8898	181	34	[	[	PUNCT
easat-8898	181	35	2	2	NUM
easat-8898	181	36	9	9	NUM
easat-8898	181	37	]	]	PUNCT
easat-8898	181	38	[	[	PUNCT
easat-8898	181	39	3	3	NUM
easat-8898	181	40	0	0	NUM
easat-8898	181	41	]	]	SYM
easat-8898	182	1	1	1	X
easat-8898	182	2	.	.	X
easat-8898	182	3	standard	standard	ADJ
easat-8898	182	4	1.1	1.1	NUM
easat-8898	182	5	reflection	reflection	NOUN
easat-8898	182	6	of	of	ADP
easat-8898	182	7	knowledge	knowledge	NOUN
easat-8898	182	8	and	and	CCONJ
easat-8898	182	9	skills	skill	NOUN
easat-8898	182	10	✓	✓	ADJ
easat-8898	182	11	✓	✓	ADJ
easat-8898	182	12	✓	✓	ADJ
easat-8898	182	13	✓	✓	ADJ
easat-8898	182	14	✓	✓	ADJ
easat-8898	182	15	✓	✓	ADJ
easat-8898	182	16	✓	✓	ADJ
easat-8898	182	17	✓	✓	ADJ
easat-8898	182	18	✓	✓	ADJ
easat-8898	182	19	✓	✓	ADJ
easat-8898	182	20	✓	✓	ADJ
easat-8898	182	21	✓	✓	ADJ
easat-8898	182	22	✓	✓	ADJ
easat-8898	182	23	1.2	1.2	NUM
easat-8898	182	24	assessment	assessment	NOUN
easat-8898	182	25	and	and	CCONJ
easat-8898	182	26	improvement	improvement	NOUN
easat-8898	182	27	✓	✓	ADJ
easat-8898	182	28	✓	✓	ADJ
easat-8898	182	29	✓	✓	ADJ
easat-8898	182	30	✓	✓	ADJ
easat-8898	182	31	✓	✓	ADJ
easat-8898	182	32	✓	✓	ADJ
easat-8898	182	33	✓	✓	ADJ
easat-8898	182	34	✓	✓	ADJ
easat-8898	182	35	✓	✓	ADJ
easat-8898	182	36	✓	✓	ADJ
easat-8898	182	37	✓	✓	ADJ
easat-8898	182	38	✓	✓	ADJ
easat-8898	182	39	2	2	NUM
easat-8898	182	40	.	.	PUNCT
easat-8898	182	41	development	development	NOUN
easat-8898	182	42	skill	skill	NOUN
easat-8898	182	43	2.1	2.1	NUM
easat-8898	182	44	focus	focus	NOUN
easat-8898	182	45	on	on	ADP
easat-8898	182	46	industry	industry	NOUN
easat-8898	182	47	-	-	PUNCT
easat-8898	182	48	relevant	relevant	ADJ
easat-8898	182	49	skills	skill	NOUN
easat-8898	182	50	✓	✓	ADJ
easat-8898	182	51	✓	✓	ADJ
easat-8898	182	52	✓	✓	ADJ
easat-8898	182	53	✓	✓	ADJ
easat-8898	182	54	✓	✓	ADJ
easat-8898	182	55	✓	✓	ADJ
easat-8898	182	56	✓	✓	ADJ
easat-8898	182	57	✓	✓	ADJ
easat-8898	182	58	✓	✓	ADJ
easat-8898	182	59	✓	✓	ADJ
easat-8898	182	60	✓	✓	ADJ
easat-8898	182	61	✓	✓	ADJ
easat-8898	182	62	✓	✓	ADJ
easat-8898	182	63	2.2	2.2	NUM
easat-8898	182	64	training	training	NOUN
easat-8898	182	65	in	in	ADP
easat-8898	182	66	new	new	ADJ
easat-8898	182	67	technologies	technology	NOUN
easat-8898	182	68	and	and	CCONJ
easat-8898	182	69	problem	problem	NOUN
easat-8898	182	70	-	-	PUNCT
easat-8898	182	71	solving	solve	VERB
easat-8898	182	72	✓	✓	ADJ
easat-8898	182	73	✓	✓	ADJ
easat-8898	182	74	✓	✓	ADJ
easat-8898	182	75	✓	✓	ADJ
easat-8898	182	76	✓	✓	ADJ
easat-8898	182	77	✓	✓	ADJ
easat-8898	182	78	✓	✓	ADJ
easat-8898	182	79	✓	✓	ADJ
easat-8898	182	80	✓	✓	ADJ
easat-8898	182	81	✓	✓	ADJ
easat-8898	182	82	✓	✓	ADJ
easat-8898	182	83	✓	✓	ADJ
easat-8898	182	84	✓	✓	ADJ
easat-8898	182	85	table	table	NOUN
easat-8898	182	86	3	3	NUM
easat-8898	182	87	synthesis	synthesis	NOUN
easat-8898	182	88	of	of	ADP
easat-8898	182	89	program	program	NOUN
easat-8898	182	90	learning	learn	VERB
easat-8898	182	91	outcomes	outcome	NOUN
easat-8898	182	92	(	(	PUNCT
easat-8898	182	93	plos	plo	NOUN
easat-8898	182	94	)	)	PUNCT
easat-8898	182	95	reveals	reveal	VERB
easat-8898	182	96	four	four	NUM
easat-8898	182	97	key	key	ADJ
easat-8898	182	98	factors	factor	NOUN
easat-8898	182	99	reflection	reflection	NOUN
easat-8898	182	100	of	of	ADP
easat-8898	182	101	knowledge	knowledge	NOUN
easat-8898	182	102	and	and	CCONJ
easat-8898	182	103	skills	skill	NOUN
easat-8898	182	104	:	:	PUNCT
easat-8898	182	105	the	the	DET
easat-8898	182	106	learning	learn	VERB
easat-8898	182	107	outcomes	outcome	NOUN
easat-8898	182	108	of	of	ADP
easat-8898	182	109	the	the	DET
easat-8898	182	110	program	program	NOUN
easat-8898	182	111	should	should	AUX
easat-8898	182	112	reflect	reflect	VERB
easat-8898	182	113	the	the	DET
easat-8898	182	114	knowledge	knowledge	NOUN
easat-8898	182	115	and	and	CCONJ
easat-8898	182	116	skills	skill	NOUN
easat-8898	182	117	that	that	PRON
easat-8898	182	118	students	student	NOUN
easat-8898	182	119	gain	gain	VERB
easat-8898	182	120	through	through	ADP
easat-8898	182	121	their	their	PRON
easat-8898	182	122	studies	study	NOUN
easat-8898	182	123	.	.	PUNCT
easat-8898	183	1	this	this	PRON
easat-8898	183	2	ensures	ensure	VERB
easat-8898	183	3	that	that	SCONJ
easat-8898	183	4	graduates	graduate	NOUN
easat-8898	183	5	are	be	AUX
easat-8898	183	6	wellequipped	wellequippe	VERB
easat-8898	183	7	with	with	ADP
easat-8898	183	8	the	the	DET
easat-8898	183	9	competencies	competency	NOUN
easat-8898	183	10	required	require	VERB
easat-8898	183	11	for	for	ADP
easat-8898	183	12	their	their	PRON
easat-8898	183	13	professional	professional	ADJ
easat-8898	183	14	roles	role	NOUN
easat-8898	183	15	.	.	PUNCT
easat-8898	184	1	assessment	assessment	NOUN
easat-8898	184	2	and	and	CCONJ
easat-8898	184	3	improvement	improvement	NOUN
easat-8898	184	4	:	:	PUNCT
easat-8898	184	5	the	the	DET
easat-8898	184	6	evaluation	evaluation	NOUN
easat-8898	184	7	of	of	ADP
easat-8898	184	8	learning	learn	VERB
easat-8898	184	9	outcomes	outcome	NOUN
easat-8898	184	10	is	be	AUX
easat-8898	184	11	essential	essential	ADJ
easat-8898	184	12	for	for	ADP
easat-8898	184	13	refining	refine	VERB
easat-8898	184	14	the	the	DET
easat-8898	184	15	curriculum	curriculum	NOUN
easat-8898	184	16	to	to	PART
easat-8898	184	17	meet	meet	VERB
easat-8898	184	18	the	the	DET
easat-8898	184	19	evolving	evolve	VERB
easat-8898	184	20	demands	demand	NOUN
easat-8898	184	21	of	of	ADP
easat-8898	184	22	the	the	DET
easat-8898	184	23	market	market	NOUN
easat-8898	184	24	.	.	PUNCT
easat-8898	185	1	continuous	continuous	ADJ
easat-8898	185	2	assessment	assessment	NOUN
easat-8898	185	3	helps	helps	AUX
easat-8898	185	4	identify	identify	VERB
easat-8898	185	5	gaps	gap	NOUN
easat-8898	185	6	and	and	CCONJ
easat-8898	185	7	opportunities	opportunity	NOUN
easat-8898	185	8	for	for	ADP
easat-8898	185	9	improvement	improvement	NOUN
easat-8898	185	10	in	in	ADP
easat-8898	185	11	the	the	DET
easat-8898	185	12	educational	educational	ADJ
easat-8898	185	13	process	process	NOUN
easat-8898	185	14	.	.	PUNCT
easat-8898	186	1	focus	focus	VERB
easat-8898	186	2	on	on	ADP
easat-8898	186	3	industry	industry	NOUN
easat-8898	186	4	-	-	PUNCT
easat-8898	186	5	relevant	relevant	ADJ
easat-8898	186	6	skills	skill	NOUN
easat-8898	186	7	:	:	PUNCT
easat-8898	186	8	the	the	DET
easat-8898	186	9	program	program	NOUN
easat-8898	186	10	should	should	AUX
easat-8898	186	11	emphasize	emphasize	VERB
easat-8898	186	12	the	the	DET
easat-8898	186	13	development	development	NOUN
easat-8898	186	14	of	of	ADP
easat-8898	186	15	skills	skill	NOUN
easat-8898	186	16	that	that	PRON
easat-8898	186	17	are	be	AUX
easat-8898	186	18	essential	essential	ADJ
easat-8898	186	19	for	for	ADP
easat-8898	186	20	working	work	VERB
easat-8898	186	21	in	in	ADP
easat-8898	186	22	the	the	DET
easat-8898	186	23	digital	digital	ADJ
easat-8898	186	24	industry	industry	NOUN
easat-8898	186	25	.	.	PUNCT
easat-8898	187	1	this	this	PRON
easat-8898	187	2	includes	include	VERB
easat-8898	187	3	a	a	DET
easat-8898	187	4	strong	strong	ADJ
easat-8898	187	5	foundation	foundation	NOUN
easat-8898	187	6	in	in	ADP
easat-8898	187	7	digital	digital	ADJ
easat-8898	187	8	technologies	technology	NOUN
easat-8898	187	9	,	,	PUNCT
easat-8898	187	10	programming	programming	NOUN
easat-8898	187	11	,	,	PUNCT
easat-8898	187	12	and	and	CCONJ
easat-8898	187	13	related	related	ADJ
easat-8898	187	14	fields	field	NOUN
easat-8898	187	15	.	.	PUNCT
easat-8898	188	1	training	training	NOUN
easat-8898	188	2	in	in	ADP
easat-8898	188	3	new	new	ADJ
easat-8898	188	4	technologies	technology	NOUN
easat-8898	188	5	and	and	CCONJ
easat-8898	188	6	problem	problem	NOUN
easat-8898	188	7	-	-	PUNCT
easat-8898	188	8	solving	solving	NOUN
easat-8898	188	9	:	:	PUNCT
easat-8898	188	10	the	the	DET
easat-8898	188	11	curriculum	curriculum	NOUN
easat-8898	188	12	should	should	AUX
easat-8898	188	13	include	include	VERB
easat-8898	188	14	training	training	NOUN
easat-8898	188	15	in	in	ADP
easat-8898	188	16	the	the	DET
easat-8898	188	17	use	use	NOUN
easat-8898	188	18	of	of	ADP
easat-8898	188	19	new	new	ADJ
easat-8898	188	20	technologies	technology	NOUN
easat-8898	188	21	and	and	CCONJ
easat-8898	188	22	effective	effective	ADJ
easat-8898	188	23	problem	problem	NOUN
easat-8898	188	24	-	-	PUNCT
easat-8898	188	25	solving	solve	VERB
easat-8898	188	26	techniques	technique	NOUN
easat-8898	188	27	.	.	PUNCT
easat-8898	189	1	this	this	PRON
easat-8898	189	2	prepares	prepare	VERB
easat-8898	189	3	students	student	NOUN
easat-8898	189	4	to	to	PART
easat-8898	189	5	address	address	VERB
easat-8898	189	6	real	real	ADJ
easat-8898	189	7	-	-	PUNCT
easat-8898	189	8	world	world	NOUN
easat-8898	189	9	challenges	challenge	NOUN
easat-8898	189	10	in	in	ADP
easat-8898	189	11	the	the	DET
easat-8898	189	12	rapidly	rapidly	ADV
easat-8898	189	13	changing	change	VERB
easat-8898	189	14	digital	digital	ADJ
easat-8898	189	15	landscape	landscape	NOUN
easat-8898	189	16	.	.	PUNCT
easat-8898	190	1	these	these	DET
easat-8898	190	2	factors	factor	NOUN
easat-8898	190	3	collectively	collectively	ADV
easat-8898	190	4	ensure	ensure	VERB
easat-8898	190	5	that	that	SCONJ
easat-8898	190	6	the	the	DET
easat-8898	190	7	program	program	NOUN
easat-8898	190	8	aligns	align	VERB
easat-8898	190	9	with	with	ADP
easat-8898	190	10	industry	industry	NOUN
easat-8898	190	11	needs	need	NOUN
easat-8898	190	12	and	and	CCONJ
easat-8898	190	13	adequately	adequately	ADV
easat-8898	190	14	prepares	prepare	VERB
easat-8898	190	15	students	student	NOUN
easat-8898	190	16	for	for	ADP
easat-8898	190	17	success	success	NOUN
easat-8898	190	18	in	in	ADP
easat-8898	190	19	the	the	DET
easat-8898	190	20	digital	digital	ADJ
easat-8898	190	21	sector	sector	NOUN
easat-8898	190	22	.	.	PUNCT
easat-8898	191	1	4.4	4.4	NUM
easat-8898	191	2	.	.	PUNCT
easat-8898	192	1	the	the	DET
easat-8898	192	2	results	result	NOUN
easat-8898	192	3	of	of	ADP
easat-8898	192	4	synthesizing	synthesize	VERB
easat-8898	192	5	professional	professional	ADJ
easat-8898	192	6	qualification	qualification	NOUN
easat-8898	192	7	standards	standard	NOUN
easat-8898	192	8	in	in	ADP
easat-8898	192	9	digital	digital	ADJ
easat-8898	192	10	industry	industry	NOUN
easat-8898	192	11	the	the	DET
easat-8898	192	12	researcher	researcher	NOUN
easat-8898	192	13	studied	study	VERB
easat-8898	192	14	documents	document	NOUN
easat-8898	192	15	and	and	CCONJ
easat-8898	192	16	research	research	NOUN
easat-8898	192	17	related	relate	VERB
easat-8898	192	18	to	to	ADP
easat-8898	192	19	the	the	DET
easat-8898	192	20	results	result	NOUN
easat-8898	192	21	of	of	ADP
easat-8898	192	22	professional	professional	ADJ
easat-8898	192	23	qualification	qualification	NOUN
easat-8898	192	24	standards	standard	NOUN
easat-8898	192	25	in	in	ADP
easat-8898	192	26	the	the	DET
easat-8898	192	27	digital	digital	ADJ
easat-8898	192	28	industry	industry	NOUN
easat-8898	192	29	(	(	PUNCT
easat-8898	192	30	professional	professional	ADJ
easat-8898	192	31	qualification	qualification	NOUN
easat-8898	192	32	standards	standard	NOUN
easat-8898	192	33	in	in	ADP
easat-8898	192	34	digital	digital	ADJ
easat-8898	192	35	industry	industry	NOUN
easat-8898	192	36	)	)	PUNCT
easat-8898	192	37	and	and	CCONJ
easat-8898	192	38	synthesized	synthesize	VERB
easat-8898	192	39	the	the	DET
easat-8898	192	40	process	process	NOUN
easat-8898	192	41	as	as	SCONJ
easat-8898	192	42	shown	show	VERB
easat-8898	192	43	in	in	ADP
easat-8898	192	44	table	table	NOUN
easat-8898	192	45	4	4	NUM
easat-8898	192	46	.	.	NOUN
easat-8898	192	47	1287	1287	NUM
easat-8898	192	48	edelweiss	edelweiss	PROPN
easat-8898	192	49	applied	apply	VERB
easat-8898	192	50	science	science	NOUN
easat-8898	192	51	and	and	CCONJ
easat-8898	192	52	technology	technology	NOUN
easat-8898	192	53	issn	issn	PROPN
easat-8898	192	54	:	:	PUNCT
easat-8898	192	55	2576	2576	NUM
easat-8898	192	56	-	-	SYM
easat-8898	192	57	8484	8484	NUM
easat-8898	192	58	vol	vol	NOUN
easat-8898	192	59	.	.	PROPN
easat-8898	193	1	9	9	NUM
easat-8898	193	2	,	,	PUNCT
easat-8898	193	3	no	no	INTJ
easat-8898	193	4	.	.	NOUN
easat-8898	193	5	7	7	NUM
easat-8898	193	6	:	:	SYM
easat-8898	193	7	1278	1278	NUM
easat-8898	193	8	-	-	SYM
easat-8898	193	9	1298	1298	NUM
easat-8898	193	10	,	,	PUNCT
easat-8898	193	11	2025	2025	NUM
easat-8898	193	12	doi	doi	NOUN
easat-8898	193	13	:	:	PUNCT
easat-8898	193	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	193	15	©	©	PROPN
easat-8898	193	16	2025	2025	NUM
easat-8898	193	17	by	by	ADP
easat-8898	193	18	the	the	DET
easat-8898	193	19	authors	author	NOUN
easat-8898	193	20	;	;	PUNCT
easat-8898	193	21	licensee	licensee	PROPN
easat-8898	193	22	learning	learn	VERB
easat-8898	193	23	gate	gate	NOUN
easat-8898	193	24	table	table	NOUN
easat-8898	193	25	4	4	NUM
easat-8898	193	26	.	.	PUNCT
easat-8898	193	27	results	result	NOUN
easat-8898	193	28	of	of	ADP
easat-8898	193	29	synthesis	synthesis	NOUN
easat-8898	193	30	of	of	ADP
easat-8898	193	31	professional	professional	ADJ
easat-8898	193	32	qualification	qualification	NOUN
easat-8898	193	33	standards	standard	NOUN
easat-8898	193	34	in	in	ADP
easat-8898	193	35	digital	digital	ADJ
easat-8898	193	36	industry	industry	NOUN
easat-8898	193	37	.	.	PUNCT
easat-8898	194	1	professional	professional	ADJ
easat-8898	194	2	qualification	qualification	NOUN
easat-8898	194	3	standards	standard	NOUN
easat-8898	194	4	in	in	ADP
easat-8898	194	5	digital	digital	ADJ
easat-8898	194	6	industry	industry	NOUN
easat-8898	194	7	[	[	PUNCT
easat-8898	194	8	2	2	NUM
easat-8898	194	9	]	]	PUNCT
easat-8898	194	10	[	[	PUNCT
easat-8898	194	11	2	2	NUM
easat-8898	194	12	5	5	NUM
easat-8898	194	13	]	]	PUNCT
easat-8898	194	14	[	[	PUNCT
easat-8898	194	15	1	1	NUM
easat-8898	194	16	3	3	NUM
easat-8898	194	17	]	]	PUNCT
easat-8898	194	18	[	[	PUNCT
easat-8898	194	19	2	2	NUM
easat-8898	194	20	6	6	NUM
easat-8898	194	21	]	]	PUNCT
easat-8898	194	22	[	[	PUNCT
easat-8898	194	23	2	2	NUM
easat-8898	194	24	9	9	NUM
easat-8898	194	25	]	]	PUNCT
easat-8898	194	26	[	[	PUNCT
easat-8898	194	27	3	3	NUM
easat-8898	194	28	0	0	NUM
easat-8898	194	29	]	]	PUNCT
easat-8898	194	30	[	[	PUNCT
easat-8898	194	31	3	3	NUM
easat-8898	194	32	1	1	NUM
easat-8898	194	33	]	]	PUNCT
easat-8898	194	34	[	[	PUNCT
easat-8898	194	35	3	3	NUM
easat-8898	194	36	2	2	NUM
easat-8898	194	37	]	]	PUNCT
easat-8898	194	38	1	1	NUM
easat-8898	194	39	.	.	PUNCT
easat-8898	195	1	the	the	DET
easat-8898	195	2	importance	importance	NOUN
easat-8898	195	3	of	of	ADP
easat-8898	195	4	standards	standard	NOUN
easat-8898	195	5	1.1	1.1	NUM
easat-8898	195	6	quality	quality	NOUN
easat-8898	195	7	assurance	assurance	NOUN
easat-8898	195	8	in	in	ADP
easat-8898	195	9	workforce	workforce	NOUN
easat-8898	195	10	✓	✓	ADJ
easat-8898	195	11	✓	✓	ADJ
easat-8898	195	12	✓	✓	ADJ
easat-8898	195	13	✓	✓	ADJ
easat-8898	195	14	✓	✓	ADJ
easat-8898	195	15	✓	✓	ADJ
easat-8898	195	16	✓	✓	ADJ
easat-8898	195	17	✓	✓	ADJ
easat-8898	195	18	✓	✓	ADJ
easat-8898	195	19	✓	✓	ADJ
easat-8898	195	20	✓	✓	ADJ
easat-8898	195	21	✓	✓	ADJ
easat-8898	195	22	✓	✓	ADJ
easat-8898	195	23	✓	✓	ADJ
easat-8898	195	24	1.2	1.2	NUM
easat-8898	195	25	alignment	alignment	NOUN
easat-8898	195	26	with	with	ADP
easat-8898	195	27	industry	industry	NOUN
easat-8898	195	28	needs	need	VERB
easat-8898	195	29	✓	✓	ADJ
easat-8898	195	30	✓	✓	ADJ
easat-8898	195	31	✓	✓	ADJ
easat-8898	195	32	✓	✓	ADJ
easat-8898	195	33	✓	✓	ADJ
easat-8898	195	34	✓	✓	ADJ
easat-8898	195	35	✓	✓	ADJ
easat-8898	195	36	✓	✓	ADJ
easat-8898	195	37	✓	✓	ADJ
easat-8898	195	38	✓	✓	ADJ
easat-8898	195	39	✓	✓	ADJ
easat-8898	195	40	✓	✓	ADJ
easat-8898	195	41	✓	✓	ADJ
easat-8898	195	42	✓	✓	ADJ
easat-8898	195	43	✓	✓	ADJ
easat-8898	195	44	2	2	NUM
easat-8898	195	45	.	.	PUNCT
easat-8898	195	46	development	development	NOUN
easat-8898	195	47	and	and	CCONJ
easat-8898	195	48	improvement	improvement	NOUN
easat-8898	195	49	2.1	2.1	NUM
easat-8898	195	50	continuous	continuous	ADJ
easat-8898	195	51	development	development	NOUN
easat-8898	195	52	and	and	CCONJ
easat-8898	195	53	adaptation	adaptation	NOUN
easat-8898	195	54	✓	✓	ADJ
easat-8898	195	55	✓	✓	ADJ
easat-8898	195	56	✓	✓	ADJ
easat-8898	195	57	✓	✓	ADJ
easat-8898	195	58	✓	✓	ADJ
easat-8898	195	59	✓	✓	ADJ
easat-8898	195	60	✓	✓	ADJ
easat-8898	195	61	✓	✓	ADJ
easat-8898	195	62	✓	✓	ADJ
easat-8898	195	63	✓	✓	ADJ
easat-8898	195	64	✓	✓	ADJ
easat-8898	195	65	✓	✓	ADJ
easat-8898	195	66	✓	✓	ADJ
easat-8898	195	67	✓	✓	ADJ
easat-8898	195	68	✓	✓	ADJ
easat-8898	195	69	2.2	2.2	NUM
easat-8898	195	70	stakeholder	stakeholder	NOUN
easat-8898	195	71	involvement	involvement	NOUN
easat-8898	195	72	✓	✓	ADJ
easat-8898	195	73	✓	✓	ADJ
easat-8898	195	74	✓	✓	ADJ
easat-8898	195	75	✓	✓	ADJ
easat-8898	195	76	✓	✓	ADJ
easat-8898	195	77	✓	✓	ADJ
easat-8898	195	78	✓	✓	ADJ
easat-8898	195	79	✓	✓	ADJ
easat-8898	195	80	✓	✓	ADJ
easat-8898	195	81	✓	✓	ADJ
easat-8898	195	82	✓	✓	ADJ
easat-8898	195	83	✓	✓	ADJ
easat-8898	195	84	✓	✓	ADJ
easat-8898	195	85	✓	✓	ADJ
easat-8898	195	86	✓	✓	ADJ
easat-8898	195	87	table	table	NOUN
easat-8898	195	88	4	4	NUM
easat-8898	195	89	synthesis	synthesis	NOUN
easat-8898	195	90	of	of	ADP
easat-8898	195	91	professional	professional	ADJ
easat-8898	195	92	qualification	qualification	NOUN
easat-8898	195	93	standards	standard	NOUN
easat-8898	195	94	in	in	ADP
easat-8898	195	95	the	the	DET
easat-8898	195	96	digital	digital	ADJ
easat-8898	195	97	industry	industry	NOUN
easat-8898	195	98	(	(	PUNCT
easat-8898	195	99	program	program	NOUN
easat-8898	195	100	learning	learn	VERB
easat-8898	195	101	outcomes	outcome	NOUN
easat-8898	195	102	)	)	PUNCT
easat-8898	195	103	reveals	reveal	VERB
easat-8898	195	104	four	four	NUM
easat-8898	195	105	key	key	ADJ
easat-8898	195	106	factors	factor	NOUN
easat-8898	195	107	:	:	PUNCT
easat-8898	195	108	quality	quality	NOUN
easat-8898	195	109	assurance	assurance	NOUN
easat-8898	195	110	in	in	ADP
easat-8898	195	111	workforce	workforce	NOUN
easat-8898	195	112	:	:	PUNCT
easat-8898	195	113	professional	professional	ADJ
easat-8898	195	114	qualification	qualification	NOUN
easat-8898	195	115	standards	standard	NOUN
easat-8898	195	116	play	play	VERB
easat-8898	195	117	a	a	DET
easat-8898	195	118	vital	vital	ADJ
easat-8898	195	119	role	role	NOUN
easat-8898	195	120	in	in	ADP
easat-8898	195	121	certifying	certify	VERB
easat-8898	195	122	the	the	DET
easat-8898	195	123	quality	quality	NOUN
easat-8898	195	124	of	of	ADP
easat-8898	195	125	the	the	DET
easat-8898	195	126	workforce	workforce	NOUN
easat-8898	195	127	in	in	ADP
easat-8898	195	128	the	the	DET
easat-8898	195	129	digital	digital	ADJ
easat-8898	195	130	industry	industry	NOUN
easat-8898	195	131	.	.	PUNCT
easat-8898	196	1	by	by	ADP
easat-8898	196	2	establishing	establish	VERB
easat-8898	196	3	clear	clear	ADJ
easat-8898	196	4	standards	standard	NOUN
easat-8898	196	5	,	,	PUNCT
easat-8898	196	6	they	they	PRON
easat-8898	196	7	ensure	ensure	VERB
easat-8898	196	8	that	that	SCONJ
easat-8898	196	9	individuals	individual	NOUN
easat-8898	196	10	meet	meet	VERB
easat-8898	196	11	the	the	DET
easat-8898	196	12	required	require	VERB
easat-8898	196	13	competency	competency	NOUN
easat-8898	196	14	levels	level	NOUN
easat-8898	196	15	for	for	ADP
easat-8898	196	16	specific	specific	ADJ
easat-8898	196	17	roles	role	NOUN
easat-8898	196	18	in	in	ADP
easat-8898	196	19	the	the	DET
easat-8898	196	20	sector	sector	NOUN
easat-8898	196	21	.	.	PUNCT
easat-8898	197	1	alignment	alignment	NOUN
easat-8898	197	2	with	with	ADP
easat-8898	197	3	industry	industry	NOUN
easat-8898	197	4	needs	need	NOUN
easat-8898	197	5	:	:	PUNCT
easat-8898	197	6	these	these	DET
easat-8898	197	7	standards	standard	NOUN
easat-8898	197	8	help	help	VERB
easat-8898	197	9	employers	employer	NOUN
easat-8898	197	10	identify	identify	VERB
easat-8898	197	11	candidates	candidate	NOUN
easat-8898	197	12	with	with	ADP
easat-8898	197	13	the	the	DET
easat-8898	197	14	right	right	ADJ
easat-8898	197	15	skills	skill	NOUN
easat-8898	197	16	and	and	CCONJ
easat-8898	197	17	qualifications	qualification	NOUN
easat-8898	197	18	that	that	PRON
easat-8898	197	19	align	align	VERB
easat-8898	197	20	with	with	ADP
easat-8898	197	21	their	their	PRON
easat-8898	197	22	requirements	requirement	NOUN
easat-8898	197	23	.	.	PUNCT
easat-8898	198	1	this	this	PRON
easat-8898	198	2	ensures	ensure	VERB
easat-8898	198	3	that	that	SCONJ
easat-8898	198	4	professionals	professional	NOUN
easat-8898	198	5	entering	enter	VERB
easat-8898	198	6	the	the	DET
easat-8898	198	7	digital	digital	ADJ
easat-8898	198	8	industry	industry	NOUN
easat-8898	198	9	are	be	AUX
easat-8898	198	10	well	well	ADV
easat-8898	198	11	-	-	PUNCT
easat-8898	198	12	prepared	prepare	VERB
easat-8898	198	13	and	and	CCONJ
easat-8898	198	14	equipped	equip	VERB
easat-8898	198	15	with	with	ADP
easat-8898	198	16	the	the	DET
easat-8898	198	17	necessary	necessary	ADJ
easat-8898	198	18	expertise	expertise	NOUN
easat-8898	198	19	.	.	PUNCT
easat-8898	199	1	continuous	continuous	ADJ
easat-8898	199	2	development	development	NOUN
easat-8898	199	3	and	and	CCONJ
easat-8898	199	4	adaptation	adaptation	NOUN
easat-8898	199	5	:	:	PUNCT
easat-8898	199	6	as	as	SCONJ
easat-8898	199	7	technology	technology	NOUN
easat-8898	199	8	evolves	evolve	VERB
easat-8898	199	9	rapidly	rapidly	ADV
easat-8898	199	10	,	,	PUNCT
easat-8898	199	11	professional	professional	ADJ
easat-8898	199	12	qualification	qualification	NOUN
easat-8898	199	13	standards	standard	NOUN
easat-8898	199	14	should	should	AUX
easat-8898	199	15	be	be	AUX
easat-8898	199	16	continuously	continuously	ADV
easat-8898	199	17	developed	develop	VERB
easat-8898	199	18	and	and	CCONJ
easat-8898	199	19	updated	update	VERB
easat-8898	199	20	.	.	PUNCT
easat-8898	200	1	regular	regular	ADJ
easat-8898	200	2	reviews	review	NOUN
easat-8898	200	3	and	and	CCONJ
easat-8898	200	4	revisions	revision	NOUN
easat-8898	200	5	of	of	ADP
easat-8898	200	6	the	the	DET
easat-8898	200	7	standards	standard	NOUN
easat-8898	200	8	ensure	ensure	VERB
easat-8898	200	9	that	that	SCONJ
easat-8898	200	10	they	they	PRON
easat-8898	200	11	remain	remain	VERB
easat-8898	200	12	relevant	relevant	ADJ
easat-8898	200	13	to	to	ADP
easat-8898	200	14	the	the	DET
easat-8898	200	15	latest	late	ADJ
easat-8898	200	16	technological	technological	ADJ
easat-8898	200	17	advancements	advancement	NOUN
easat-8898	200	18	and	and	CCONJ
easat-8898	200	19	industry	industry	NOUN
easat-8898	200	20	trends	trend	NOUN
easat-8898	200	21	.	.	PUNCT
easat-8898	201	1	stakeholder	stakeholder	NOUN
easat-8898	201	2	involvement	involvement	PROPN
easat-8898	201	3	:	:	PUNCT
easat-8898	201	4	involving	involve	VERB
easat-8898	201	5	various	various	ADJ
easat-8898	201	6	stakeholders	stakeholder	NOUN
easat-8898	201	7	,	,	PUNCT
easat-8898	201	8	including	include	VERB
easat-8898	201	9	educational	educational	ADJ
easat-8898	201	10	institutions	institution	NOUN
easat-8898	201	11	,	,	PUNCT
easat-8898	201	12	industry	industry	NOUN
easat-8898	201	13	experts	expert	NOUN
easat-8898	201	14	,	,	PUNCT
easat-8898	201	15	and	and	CCONJ
easat-8898	201	16	policymakers	policymaker	NOUN
easat-8898	201	17	,	,	PUNCT
easat-8898	201	18	is	be	AUX
easat-8898	201	19	crucial	crucial	ADJ
easat-8898	201	20	for	for	ADP
easat-8898	201	21	creating	create	VERB
easat-8898	201	22	and	and	CCONJ
easat-8898	201	23	maintaining	maintain	VERB
easat-8898	201	24	professional	professional	ADJ
easat-8898	201	25	qualification	qualification	NOUN
easat-8898	201	26	standards	standard	NOUN
easat-8898	201	27	.	.	PUNCT
easat-8898	202	1	their	their	PRON
easat-8898	202	2	participation	participation	NOUN
easat-8898	202	3	ensures	ensure	VERB
easat-8898	202	4	that	that	SCONJ
easat-8898	202	5	the	the	DET
easat-8898	202	6	standards	standard	NOUN
easat-8898	202	7	reflect	reflect	VERB
easat-8898	202	8	real	real	ADJ
easat-8898	202	9	-	-	PUNCT
easat-8898	202	10	world	world	NOUN
easat-8898	202	11	industry	industry	NOUN
easat-8898	202	12	needs	need	VERB
easat-8898	202	13	and	and	CCONJ
easat-8898	202	14	are	be	AUX
easat-8898	202	15	upto	upto	ADJ
easat-8898	202	16	-	-	PUNCT
easat-8898	202	17	date	date	NOUN
easat-8898	202	18	with	with	ADP
easat-8898	202	19	the	the	DET
easat-8898	202	20	current	current	ADJ
easat-8898	202	21	demands	demand	NOUN
easat-8898	202	22	of	of	ADP
easat-8898	202	23	the	the	DET
easat-8898	202	24	digital	digital	ADJ
easat-8898	202	25	sector	sector	NOUN
easat-8898	202	26	.	.	PUNCT
easat-8898	203	1	these	these	DET
easat-8898	203	2	factors	factor	NOUN
easat-8898	203	3	collectively	collectively	ADV
easat-8898	203	4	highlight	highlight	VERB
easat-8898	203	5	the	the	DET
easat-8898	203	6	importance	importance	NOUN
easat-8898	203	7	of	of	ADP
easat-8898	203	8	maintaining	maintain	VERB
easat-8898	203	9	professional	professional	ADJ
easat-8898	203	10	qualification	qualification	NOUN
easat-8898	203	11	standards	standard	NOUN
easat-8898	203	12	that	that	PRON
easat-8898	203	13	not	not	PART
easat-8898	203	14	only	only	ADV
easat-8898	203	15	ensure	ensure	VERB
easat-8898	203	16	workforce	workforce	NOUN
easat-8898	203	17	readiness	readiness	NOUN
easat-8898	203	18	but	but	CCONJ
easat-8898	203	19	also	also	ADV
easat-8898	203	20	adapt	adapt	VERB
easat-8898	203	21	to	to	ADP
easat-8898	203	22	ongoing	ongoing	ADJ
easat-8898	203	23	changes	change	NOUN
easat-8898	203	24	in	in	ADP
easat-8898	203	25	the	the	DET
easat-8898	203	26	digital	digital	ADJ
easat-8898	203	27	landscape	landscape	NOUN
easat-8898	203	28	.	.	PUNCT
easat-8898	204	1	4.5	4.5	NUM
easat-8898	204	2	.	.	PUNCT
easat-8898	205	1	the	the	DET
easat-8898	205	2	results	result	NOUN
easat-8898	205	3	of	of	ADP
easat-8898	205	4	synthesizing	synthesize	VERB
easat-8898	205	5	computer	computer	NOUN
easat-8898	205	6	science	science	NOUN
easat-8898	205	7	student	student	NOUN
easat-8898	205	8	the	the	DET
easat-8898	205	9	researcher	researcher	NOUN
easat-8898	205	10	has	have	AUX
easat-8898	205	11	studied	study	VERB
easat-8898	205	12	documents	document	NOUN
easat-8898	205	13	and	and	CCONJ
easat-8898	205	14	related	related	ADJ
easat-8898	205	15	research	research	NOUN
easat-8898	205	16	on	on	ADP
easat-8898	205	17	the	the	DET
easat-8898	205	18	outcomes	outcome	NOUN
easat-8898	205	19	of	of	ADP
easat-8898	205	20	computer	computer	NOUN
easat-8898	205	21	science	science	NOUN
easat-8898	205	22	students	student	NOUN
easat-8898	205	23	and	and	CCONJ
easat-8898	205	24	synthesized	synthesize	VERB
easat-8898	205	25	the	the	DET
easat-8898	205	26	process	process	NOUN
easat-8898	205	27	as	as	SCONJ
easat-8898	205	28	follows	follow	VERB
easat-8898	205	29	:	:	PUNCT
easat-8898	205	30	the	the	DET
easat-8898	205	31	synthesis	synthesis	NOUN
easat-8898	205	32	focuses	focus	VERB
easat-8898	205	33	on	on	ADP
easat-8898	205	34	identifying	identify	VERB
easat-8898	205	35	key	key	ADJ
easat-8898	205	36	factors	factor	NOUN
easat-8898	205	37	that	that	PRON
easat-8898	205	38	contribute	contribute	VERB
easat-8898	205	39	to	to	ADP
easat-8898	205	40	the	the	DET
easat-8898	205	41	expected	expect	VERB
easat-8898	205	42	learning	learn	VERB
easat-8898	205	43	outcomes	outcome	NOUN
easat-8898	205	44	for	for	ADP
easat-8898	205	45	students	student	NOUN
easat-8898	205	46	in	in	ADP
easat-8898	205	47	computer	computer	NOUN
easat-8898	205	48	science	science	NOUN
easat-8898	205	49	programs	program	NOUN
easat-8898	205	50	.	.	PUNCT
easat-8898	206	1	this	this	PRON
easat-8898	206	2	includes	include	VERB
easat-8898	206	3	the	the	DET
easat-8898	206	4	development	development	NOUN
easat-8898	206	5	of	of	ADP
easat-8898	206	6	critical	critical	ADJ
easat-8898	206	7	thinking	thinking	NOUN
easat-8898	206	8	,	,	PUNCT
easat-8898	206	9	problem	problem	NOUN
easat-8898	206	10	-	-	PUNCT
easat-8898	206	11	solving	solving	NOUN
easat-8898	206	12	,	,	PUNCT
easat-8898	206	13	technical	technical	ADJ
easat-8898	206	14	skills	skill	NOUN
easat-8898	206	15	,	,	PUNCT
easat-8898	206	16	and	and	CCONJ
easat-8898	206	17	the	the	DET
easat-8898	206	18	ability	ability	NOUN
easat-8898	206	19	to	to	PART
easat-8898	206	20	apply	apply	VERB
easat-8898	206	21	theoretical	theoretical	ADJ
easat-8898	206	22	knowledge	knowledge	NOUN
easat-8898	206	23	in	in	ADP
easat-8898	206	24	practical	practical	ADJ
easat-8898	206	25	settings	setting	NOUN
easat-8898	206	26	.	.	PUNCT
easat-8898	207	1	the	the	DET
easat-8898	207	2	process	process	NOUN
easat-8898	207	3	involves	involve	VERB
easat-8898	207	4	ensuring	ensure	VERB
easat-8898	207	5	that	that	SCONJ
easat-8898	207	6	students	student	NOUN
easat-8898	207	7	are	be	AUX
easat-8898	207	8	prepared	prepared	ADJ
easat-8898	207	9	to	to	PART
easat-8898	207	10	work	work	VERB
easat-8898	207	11	effectively	effectively	ADV
easat-8898	207	12	with	with	ADP
easat-8898	207	13	emerging	emerge	VERB
easat-8898	207	14	technologies	technology	NOUN
easat-8898	207	15	and	and	CCONJ
easat-8898	207	16	are	be	AUX
easat-8898	207	17	capable	capable	ADJ
easat-8898	207	18	of	of	ADP
easat-8898	207	19	contributing	contribute	VERB
easat-8898	207	20	to	to	ADP
easat-8898	207	21	the	the	DET
easat-8898	207	22	digital	digital	ADJ
easat-8898	207	23	industry	industry	NOUN
easat-8898	207	24	.	.	PUNCT
easat-8898	208	1	1288	1288	NUM
easat-8898	208	2	edelweiss	edelweiss	PROPN
easat-8898	208	3	applied	apply	VERB
easat-8898	208	4	science	science	NOUN
easat-8898	208	5	and	and	CCONJ
easat-8898	208	6	technology	technology	NOUN
easat-8898	208	7	issn	issn	PROPN
easat-8898	208	8	:	:	PUNCT
easat-8898	208	9	2576	2576	NUM
easat-8898	208	10	-	-	SYM
easat-8898	208	11	8484	8484	NUM
easat-8898	208	12	vol	vol	NOUN
easat-8898	208	13	.	.	PROPN
easat-8898	209	1	9	9	NUM
easat-8898	209	2	,	,	PUNCT
easat-8898	209	3	no	no	INTJ
easat-8898	209	4	.	.	NOUN
easat-8898	209	5	7	7	NUM
easat-8898	209	6	:	:	SYM
easat-8898	209	7	1278	1278	NUM
easat-8898	209	8	-	-	SYM
easat-8898	209	9	1298	1298	NUM
easat-8898	209	10	,	,	PUNCT
easat-8898	209	11	2025	2025	NUM
easat-8898	209	12	doi	doi	NOUN
easat-8898	209	13	:	:	PUNCT
easat-8898	209	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	209	15	©	©	PROPN
easat-8898	209	16	2025	2025	NUM
easat-8898	209	17	by	by	ADP
easat-8898	209	18	the	the	DET
easat-8898	209	19	authors	author	NOUN
easat-8898	209	20	;	;	PUNCT
easat-8898	209	21	licensee	licensee	PROPN
easat-8898	209	22	learning	learn	VERB
easat-8898	209	23	gate	gate	NOUN
easat-8898	209	24	table	table	NOUN
easat-8898	209	25	5	5	NUM
easat-8898	209	26	.	.	PUNCT
easat-8898	209	27	results	result	NOUN
easat-8898	209	28	of	of	ADP
easat-8898	209	29	synthesis	synthesis	NOUN
easat-8898	209	30	of	of	ADP
easat-8898	209	31	computer	computer	NOUN
easat-8898	209	32	science	science	NOUN
easat-8898	209	33	student	student	NOUN
easat-8898	209	34	.	.	PUNCT
easat-8898	210	1	computer	computer	NOUN
easat-8898	210	2	science	science	NOUN
easat-8898	210	3	student	student	NOUN
easat-8898	210	4	[	[	PUNCT
easat-8898	210	5	3	3	NUM
easat-8898	210	6	3	3	NUM
easat-8898	210	7	]	]	PUNCT
easat-8898	210	8	[	[	PUNCT
easat-8898	210	9	2	2	NUM
easat-8898	210	10	6	6	NUM
easat-8898	210	11	]	]	PUNCT
easat-8898	210	12	[	[	PUNCT
easat-8898	210	13	2	2	NUM
easat-8898	210	14	7	7	NUM
easat-8898	210	15	]	]	PUNCT
easat-8898	210	16	[	[	PUNCT
easat-8898	210	17	3	3	NUM
easat-8898	210	18	0	0	NUM
easat-8898	210	19	]	]	PUNCT
easat-8898	211	1	[	[	PUNCT
easat-8898	211	2	3	3	NUM
easat-8898	211	3	1	1	NUM
easat-8898	211	4	]	]	PUNCT
easat-8898	211	5	[	[	PUNCT
easat-8898	211	6	2	2	NUM
easat-8898	211	7	2	2	NUM
easat-8898	211	8	]	]	PUNCT
easat-8898	211	9	[	[	PUNCT
easat-8898	211	10	3	3	NUM
easat-8898	211	11	4	4	NUM
easat-8898	211	12	]	]	PUNCT
easat-8898	211	13	[	[	PUNCT
easat-8898	211	14	3	3	NUM
easat-8898	211	15	2	2	NUM
easat-8898	211	16	]	]	SYM
easat-8898	211	17	1	1	NUM
easat-8898	211	18	.	.	PUNCT
easat-8898	211	19	required	require	VERB
easat-8898	211	20	skills	skill	NOUN
easat-8898	211	21	1.1	1.1	NUM
easat-8898	211	22	practical	practical	ADJ
easat-8898	211	23	experience	experience	NOUN
easat-8898	211	24	in	in	ADP
easat-8898	211	25	real	real	ADJ
easat-8898	211	26	projects	project	NOUN
easat-8898	211	27	✓	✓	ADJ
easat-8898	212	1	✓	✓	ADJ
easat-8898	212	2	✓	✓	ADJ
easat-8898	212	3	✓	✓	ADJ
easat-8898	212	4	✓	✓	ADJ
easat-8898	212	5	✓	✓	ADJ
easat-8898	212	6	✓	✓	ADJ
easat-8898	212	7	✓	✓	ADJ
easat-8898	212	8	✓	✓	ADJ
easat-8898	212	9	✓	✓	ADJ
easat-8898	212	10	✓	✓	ADJ
easat-8898	212	11	✓	✓	ADJ
easat-8898	212	12	✓	✓	ADJ
easat-8898	212	13	✓	✓	ADJ
easat-8898	212	14	✓	✓	ADJ
easat-8898	212	15	1.2	1.2	NUM
easat-8898	212	16	diverse	diverse	ADJ
easat-8898	212	17	career	career	NOUN
easat-8898	212	18	paths	path	NOUN
easat-8898	212	19	✓	✓	ADJ
easat-8898	212	20	✓	✓	ADJ
easat-8898	212	21	✓	✓	ADJ
easat-8898	212	22	✓	✓	ADJ
easat-8898	212	23	✓	✓	ADJ
easat-8898	212	24	✓	✓	ADJ
easat-8898	212	25	✓	✓	ADJ
easat-8898	212	26	✓	✓	ADJ
easat-8898	212	27	✓	✓	ADJ
easat-8898	212	28	✓	✓	ADJ
easat-8898	212	29	✓	✓	ADJ
easat-8898	212	30	✓	✓	ADJ
easat-8898	212	31	✓	✓	ADJ
easat-8898	212	32	2	2	NUM
easat-8898	212	33	.	.	PUNCT
easat-8898	212	34	career	career	NOUN
easat-8898	212	35	opportunities	opportunity	NOUN
easat-8898	212	36	2.1	2.1	NUM
easat-8898	212	37	high	high	ADJ
easat-8898	212	38	demand	demand	NOUN
easat-8898	212	39	for	for	ADP
easat-8898	212	40	workforce	workforce	NOUN
easat-8898	212	41	✓	✓	ADJ
easat-8898	212	42	✓	✓	ADJ
easat-8898	212	43	✓	✓	ADJ
easat-8898	212	44	✓	✓	ADJ
easat-8898	212	45	✓	✓	ADJ
easat-8898	212	46	✓	✓	ADJ
easat-8898	212	47	✓	✓	ADJ
easat-8898	212	48	✓	✓	ADJ
easat-8898	212	49	✓	✓	ADJ
easat-8898	212	50	✓	✓	ADJ
easat-8898	212	51	✓	✓	ADJ
easat-8898	212	52	✓	✓	ADJ
easat-8898	212	53	✓	✓	ADJ
easat-8898	212	54	2.2	2.2	NUM
easat-8898	212	55	continuous	continuous	ADJ
easat-8898	212	56	professional	professional	ADJ
easat-8898	212	57	development	development	NOUN
easat-8898	212	58	✓	✓	ADJ
easat-8898	212	59	✓	✓	ADJ
easat-8898	212	60	✓	✓	ADJ
easat-8898	212	61	✓	✓	ADJ
easat-8898	212	62	✓	✓	ADJ
easat-8898	212	63	✓	✓	ADJ
easat-8898	212	64	✓	✓	ADJ
easat-8898	212	65	✓	✓	ADJ
easat-8898	212	66	✓	✓	ADJ
easat-8898	212	67	✓	✓	ADJ
easat-8898	212	68	✓	✓	ADJ
easat-8898	212	69	✓	✓	ADJ
easat-8898	212	70	✓	✓	ADJ
easat-8898	212	71	✓	✓	ADJ
easat-8898	212	72	✓	✓	ADJ
easat-8898	212	73	table	table	NOUN
easat-8898	212	74	5	5	NUM
easat-8898	212	75	synthesis	synthesis	NOUN
easat-8898	212	76	of	of	ADP
easat-8898	212	77	computer	computer	NOUN
easat-8898	212	78	science	science	NOUN
easat-8898	212	79	students	student	NOUN
easat-8898	212	80	’	'	PUNCT
easat-8898	212	81	outcomes	outcome	NOUN
easat-8898	212	82	revealed	reveal	VERB
easat-8898	212	83	four	four	NUM
easat-8898	212	84	key	key	ADJ
easat-8898	212	85	factors	factor	NOUN
easat-8898	212	86	:	:	PUNCT
easat-8898	212	87	practical	practical	ADJ
easat-8898	212	88	experience	experience	NOUN
easat-8898	212	89	in	in	ADP
easat-8898	212	90	real	real	ADJ
easat-8898	212	91	projects	project	NOUN
easat-8898	212	92	:	:	PUNCT
easat-8898	212	93	gaining	gain	VERB
easat-8898	212	94	hands	hand	NOUN
easat-8898	212	95	-	-	PUNCT
easat-8898	212	96	on	on	ADP
easat-8898	212	97	experience	experience	NOUN
easat-8898	212	98	through	through	ADP
easat-8898	212	99	real	real	ADJ
easat-8898	212	100	-	-	PUNCT
easat-8898	212	101	world	world	NOUN
easat-8898	212	102	projects	project	NOUN
easat-8898	212	103	significantly	significantly	ADV
easat-8898	212	104	enhances	enhance	VERB
easat-8898	212	105	expertise	expertise	NOUN
easat-8898	212	106	in	in	ADP
easat-8898	212	107	the	the	DET
easat-8898	212	108	field	field	NOUN
easat-8898	212	109	.	.	PUNCT
easat-8898	213	1	this	this	DET
easat-8898	213	2	practical	practical	ADJ
easat-8898	213	3	training	training	NOUN
easat-8898	213	4	allows	allow	VERB
easat-8898	213	5	students	student	NOUN
easat-8898	213	6	to	to	PART
easat-8898	213	7	apply	apply	VERB
easat-8898	213	8	their	their	PRON
easat-8898	213	9	theoretical	theoretical	ADJ
easat-8898	213	10	knowledge	knowledge	NOUN
easat-8898	213	11	and	and	CCONJ
easat-8898	213	12	develop	develop	VERB
easat-8898	213	13	the	the	DET
easat-8898	213	14	skills	skill	NOUN
easat-8898	213	15	required	require	VERB
easat-8898	213	16	to	to	PART
easat-8898	213	17	succeed	succeed	VERB
easat-8898	213	18	in	in	ADP
easat-8898	213	19	the	the	DET
easat-8898	213	20	industry	industry	NOUN
easat-8898	213	21	.	.	PUNCT
easat-8898	214	1	diverse	diverse	ADJ
easat-8898	214	2	career	career	NOUN
easat-8898	214	3	paths	path	NOUN
easat-8898	214	4	:	:	PUNCT
easat-8898	214	5	students	student	NOUN
easat-8898	214	6	in	in	ADP
easat-8898	214	7	computer	computer	NOUN
easat-8898	214	8	science	science	NOUN
easat-8898	214	9	can	can	AUX
easat-8898	214	10	pursue	pursue	VERB
easat-8898	214	11	a	a	DET
easat-8898	214	12	wide	wide	ADJ
easat-8898	214	13	range	range	NOUN
easat-8898	214	14	of	of	ADP
easat-8898	214	15	career	career	NOUN
easat-8898	214	16	opportunities	opportunity	NOUN
easat-8898	214	17	,	,	PUNCT
easat-8898	214	18	such	such	ADJ
easat-8898	214	19	as	as	ADP
easat-8898	214	20	software	software	NOUN
easat-8898	214	21	engineers	engineer	NOUN
easat-8898	214	22	,	,	PUNCT
easat-8898	214	23	data	datum	NOUN
easat-8898	214	24	analysts	analyst	NOUN
easat-8898	214	25	,	,	PUNCT
easat-8898	214	26	or	or	CCONJ
easat-8898	214	27	cybersecurity	cybersecurity	NOUN
easat-8898	214	28	specialists	specialist	NOUN
easat-8898	214	29	.	.	PUNCT
easat-8898	215	1	this	this	DET
easat-8898	215	2	versatility	versatility	NOUN
easat-8898	215	3	in	in	ADP
easat-8898	215	4	career	career	NOUN
easat-8898	215	5	options	option	NOUN
easat-8898	215	6	reflects	reflect	VERB
easat-8898	215	7	the	the	DET
easat-8898	215	8	broad	broad	ADJ
easat-8898	215	9	applicability	applicability	NOUN
easat-8898	215	10	of	of	ADP
easat-8898	215	11	their	their	PRON
easat-8898	215	12	skills	skill	NOUN
easat-8898	215	13	.	.	PUNCT
easat-8898	216	1	high	high	ADJ
easat-8898	216	2	demand	demand	NOUN
easat-8898	216	3	for	for	ADP
easat-8898	216	4	workforce	workforce	NOUN
easat-8898	216	5	:	:	PUNCT
easat-8898	216	6	the	the	DET
easat-8898	216	7	demand	demand	NOUN
easat-8898	216	8	for	for	ADP
easat-8898	216	9	professionals	professional	NOUN
easat-8898	216	10	in	in	ADP
easat-8898	216	11	the	the	DET
easat-8898	216	12	digital	digital	ADJ
easat-8898	216	13	industry	industry	NOUN
easat-8898	216	14	,	,	PUNCT
easat-8898	216	15	particularly	particularly	ADV
easat-8898	216	16	in	in	ADP
easat-8898	216	17	fields	field	NOUN
easat-8898	216	18	related	relate	VERB
easat-8898	216	19	to	to	ADP
easat-8898	216	20	computer	computer	NOUN
easat-8898	216	21	science	science	NOUN
easat-8898	216	22	,	,	PUNCT
easat-8898	216	23	continues	continue	VERB
easat-8898	216	24	to	to	PART
easat-8898	216	25	be	be	AUX
easat-8898	216	26	strong	strong	ADJ
easat-8898	216	27	.	.	PUNCT
easat-8898	217	1	this	this	DET
easat-8898	217	2	high	high	ADJ
easat-8898	217	3	demand	demand	NOUN
easat-8898	217	4	creates	create	VERB
easat-8898	217	5	ample	ample	ADJ
easat-8898	217	6	job	job	NOUN
easat-8898	217	7	opportunities	opportunity	NOUN
easat-8898	217	8	for	for	ADP
easat-8898	217	9	graduates	graduate	NOUN
easat-8898	217	10	.	.	PUNCT
easat-8898	218	1	continuous	continuous	ADJ
easat-8898	218	2	professional	professional	ADJ
easat-8898	218	3	development	development	NOUN
easat-8898	218	4	:	:	PUNCT
easat-8898	218	5	the	the	DET
easat-8898	218	6	fast	fast	ADV
easat-8898	218	7	-	-	PUNCT
easat-8898	218	8	evolving	evolve	VERB
easat-8898	218	9	nature	nature	NOUN
easat-8898	218	10	of	of	ADP
easat-8898	218	11	technology	technology	NOUN
easat-8898	218	12	requires	require	VERB
easat-8898	218	13	computer	computer	NOUN
easat-8898	218	14	science	science	NOUN
easat-8898	218	15	graduates	graduate	NOUN
easat-8898	218	16	to	to	PART
easat-8898	218	17	engage	engage	VERB
easat-8898	218	18	in	in	ADP
easat-8898	218	19	lifelong	lifelong	ADJ
easat-8898	218	20	learning	learning	NOUN
easat-8898	218	21	and	and	CCONJ
easat-8898	218	22	professional	professional	ADJ
easat-8898	218	23	development	development	NOUN
easat-8898	218	24	to	to	PART
easat-8898	218	25	stay	stay	VERB
easat-8898	218	26	current	current	ADJ
easat-8898	218	27	with	with	ADP
easat-8898	218	28	emerging	emerge	VERB
easat-8898	218	29	trends	trend	NOUN
easat-8898	218	30	and	and	CCONJ
easat-8898	218	31	advancements	advancement	NOUN
easat-8898	218	32	in	in	ADP
easat-8898	218	33	their	their	PRON
easat-8898	218	34	respective	respective	ADJ
easat-8898	218	35	fields	field	NOUN
easat-8898	218	36	.	.	PUNCT
easat-8898	219	1	these	these	DET
easat-8898	219	2	factors	factor	NOUN
easat-8898	219	3	collectively	collectively	ADV
easat-8898	219	4	demonstrate	demonstrate	VERB
easat-8898	219	5	the	the	DET
easat-8898	219	6	importance	importance	NOUN
easat-8898	219	7	of	of	ADP
easat-8898	219	8	providing	provide	VERB
easat-8898	219	9	students	student	NOUN
easat-8898	219	10	with	with	ADP
easat-8898	219	11	a	a	DET
easat-8898	219	12	well	well	ADV
easat-8898	219	13	-	-	PUNCT
easat-8898	219	14	rounded	rounded	ADJ
easat-8898	219	15	education	education	NOUN
easat-8898	219	16	that	that	PRON
easat-8898	219	17	integrates	integrate	VERB
easat-8898	219	18	both	both	DET
easat-8898	219	19	technical	technical	ADJ
easat-8898	219	20	skills	skill	NOUN
easat-8898	219	21	and	and	CCONJ
easat-8898	219	22	practical	practical	ADJ
easat-8898	219	23	experience	experience	NOUN
easat-8898	219	24	,	,	PUNCT
easat-8898	219	25	ensuring	ensure	VERB
easat-8898	219	26	they	they	PRON
easat-8898	219	27	are	be	AUX
easat-8898	219	28	well	well	ADV
easat-8898	219	29	-	-	PUNCT
easat-8898	219	30	prepared	prepared	ADJ
easat-8898	219	31	to	to	PART
easat-8898	219	32	enter	enter	VERB
easat-8898	219	33	a	a	DET
easat-8898	219	34	growing	grow	VERB
easat-8898	219	35	and	and	CCONJ
easat-8898	219	36	dynamic	dynamic	ADJ
easat-8898	219	37	job	job	NOUN
easat-8898	219	38	market	market	NOUN
easat-8898	219	39	.	.	PUNCT
easat-8898	220	1	4.6	4.6	NUM
easat-8898	220	2	.	.	PUNCT
easat-8898	221	1	the	the	DET
easat-8898	221	2	results	result	NOUN
easat-8898	221	3	of	of	ADP
easat-8898	221	4	synthesizing	synthesize	VERB
easat-8898	221	5	digital	digital	ADJ
easat-8898	221	6	manpower	manpower	NOUN
easat-8898	221	7	the	the	DET
easat-8898	221	8	researcher	researcher	NOUN
easat-8898	221	9	studied	study	VERB
easat-8898	221	10	documents	document	NOUN
easat-8898	221	11	and	and	CCONJ
easat-8898	221	12	research	research	NOUN
easat-8898	221	13	related	relate	VERB
easat-8898	221	14	to	to	ADP
easat-8898	221	15	the	the	DET
easat-8898	221	16	outcomes	outcome	NOUN
easat-8898	221	17	of	of	ADP
easat-8898	221	18	digital	digital	ADJ
easat-8898	221	19	entrepreneurs	entrepreneur	NOUN
easat-8898	221	20	.	.	PUNCT
easat-8898	222	1	this	this	DET
easat-8898	222	2	synthesis	synthesis	NOUN
easat-8898	222	3	focuses	focus	VERB
easat-8898	222	4	on	on	ADP
easat-8898	222	5	the	the	DET
easat-8898	222	6	key	key	ADJ
easat-8898	222	7	factors	factor	NOUN
easat-8898	222	8	that	that	PRON
easat-8898	222	9	contribute	contribute	VERB
easat-8898	222	10	to	to	ADP
easat-8898	222	11	the	the	DET
easat-8898	222	12	success	success	NOUN
easat-8898	222	13	and	and	CCONJ
easat-8898	222	14	growth	growth	NOUN
easat-8898	222	15	of	of	ADP
easat-8898	222	16	entrepreneurs	entrepreneur	NOUN
easat-8898	222	17	in	in	ADP
easat-8898	222	18	the	the	DET
easat-8898	222	19	digital	digital	ADJ
easat-8898	222	20	industry	industry	NOUN
easat-8898	222	21	.	.	PUNCT
easat-8898	223	1	table	table	NOUN
easat-8898	223	2	6	6	NUM
easat-8898	223	3	.	.	PUNCT
easat-8898	224	1	results	result	NOUN
easat-8898	224	2	of	of	ADP
easat-8898	224	3	synthesis	synthesis	NOUN
easat-8898	224	4	of	of	ADP
easat-8898	224	5	digital	digital	ADJ
easat-8898	224	6	manpower	manpower	NOUN
easat-8898	224	7	.	.	PUNCT
easat-8898	225	1	digital	digital	ADJ
easat-8898	225	2	entrepreneurs	entrepreneur	NOUN
easat-8898	225	3	[	[	PUNCT
easat-8898	225	4	5	5	NUM
easat-8898	225	5	]	]	PUNCT
easat-8898	225	6	[	[	PUNCT
easat-8898	225	7	3	3	NUM
easat-8898	225	8	5	5	NUM
easat-8898	225	9	]	]	PUNCT
easat-8898	225	10	[	[	PUNCT
easat-8898	225	11	3	3	NUM
easat-8898	225	12	6	6	NUM
easat-8898	225	13	]	]	PUNCT
easat-8898	225	14	[	[	PUNCT
easat-8898	225	15	1	1	NUM
easat-8898	225	16	5	5	NUM
easat-8898	225	17	]	]	PUNCT
easat-8898	225	18	[	[	PUNCT
easat-8898	225	19	1	1	NUM
easat-8898	225	20	7	7	NUM
easat-8898	225	21	]	]	PUNCT
easat-8898	225	22	[	[	PUNCT
easat-8898	225	23	3	3	NUM
easat-8898	225	24	7	7	NUM
easat-8898	225	25	]	]	PUNCT
easat-8898	225	26	[	[	PUNCT
easat-8898	225	27	3	3	NUM
easat-8898	225	28	8	8	NUM
easat-8898	225	29	]	]	PUNCT
easat-8898	225	30	[	[	PUNCT
easat-8898	225	31	3	3	NUM
easat-8898	225	32	9	9	NUM
easat-8898	225	33	]	]	SYM
easat-8898	225	34	1	1	X
easat-8898	225	35	.	.	PUNCT
easat-8898	225	36	growth	growth	NOUN
easat-8898	225	37	trends	trend	VERB
easat-8898	225	38	1.1	1.1	NUM
easat-8898	225	39	significant	significant	ADJ
easat-8898	225	40	role	role	NOUN
easat-8898	225	41	in	in	ADP
easat-8898	225	42	driving	drive	VERB
easat-8898	225	43	the	the	DET
easat-8898	225	44	economy	economy	NOUN
easat-8898	225	45	✓	✓	ADJ
easat-8898	225	46	✓	✓	ADJ
easat-8898	225	47	✓	✓	ADJ
easat-8898	225	48	✓	✓	ADJ
easat-8898	225	49	✓	✓	ADJ
easat-8898	225	50	✓	✓	ADJ
easat-8898	225	51	✓	✓	ADJ
easat-8898	225	52	✓	✓	ADJ
easat-8898	225	53	✓	✓	ADJ
easat-8898	225	54	✓	✓	ADJ
easat-8898	225	55	✓	✓	ADJ
easat-8898	225	56	✓	✓	ADJ
easat-8898	225	57	✓	✓	ADJ
easat-8898	225	58	✓	✓	ADJ
easat-8898	225	59	✓	✓	ADJ
easat-8898	225	60	1.2	1.2	NUM
easat-8898	225	61	high	high	ADJ
easat-8898	225	62	growth	growth	NOUN
easat-8898	225	63	potential	potential	ADJ
easat-8898	225	64	✓	✓	ADJ
easat-8898	225	65	✓	✓	ADJ
easat-8898	225	66	✓	✓	ADJ
easat-8898	225	67	✓	✓	ADJ
easat-8898	225	68	✓	✓	ADJ
easat-8898	225	69	✓	✓	ADJ
easat-8898	225	70	✓	✓	ADJ
easat-8898	225	71	✓	✓	ADJ
easat-8898	225	72	✓	✓	ADJ
easat-8898	225	73	✓	✓	ADJ
easat-8898	225	74	✓	✓	ADJ
easat-8898	225	75	✓	✓	ADJ
easat-8898	225	76	✓	✓	ADJ
easat-8898	225	77	✓	✓	ADJ
easat-8898	225	78	2	2	NUM
easat-8898	225	79	.	.	NOUN
easat-8898	225	80	challenges	challenge	NOUN
easat-8898	225	81	and	and	CCONJ
easat-8898	225	82	opportunities	opportunity	NOUN
easat-8898	225	83	2.1	2.1	NUM
easat-8898	225	84	competition	competition	NOUN
easat-8898	225	85	and	and	CCONJ
easat-8898	225	86	adaptability	adaptability	NOUN
easat-8898	226	1	✓	✓	ADJ
easat-8898	226	2	✓	✓	ADJ
easat-8898	226	3	✓	✓	ADJ
easat-8898	226	4	✓	✓	ADJ
easat-8898	226	5	✓	✓	ADJ
easat-8898	226	6	✓	✓	ADJ
easat-8898	226	7	✓	✓	ADJ
easat-8898	226	8	✓	✓	ADJ
easat-8898	226	9	✓	✓	ADJ
easat-8898	226	10	✓	✓	ADJ
easat-8898	226	11	✓	✓	ADJ
easat-8898	226	12	✓	✓	ADJ
easat-8898	226	13	✓	✓	ADJ
easat-8898	226	14	✓	✓	ADJ
easat-8898	226	15	✓	✓	ADJ
easat-8898	226	16	✓	✓	ADJ
easat-8898	226	17	2.2	2.2	NUM
easat-8898	226	18	innovation	innovation	NOUN
easat-8898	226	19	and	and	CCONJ
easat-8898	226	20	adoption	adoption	NOUN
easat-8898	226	21	of	of	ADP
easat-8898	226	22	new	new	ADJ
easat-8898	226	23	technologies	technology	NOUN
easat-8898	226	24	✓	✓	ADJ
easat-8898	226	25	✓	✓	ADJ
easat-8898	226	26	✓	✓	ADJ
easat-8898	226	27	✓	✓	ADJ
easat-8898	226	28	✓	✓	ADJ
easat-8898	226	29	✓	✓	ADJ
easat-8898	226	30	✓	✓	ADJ
easat-8898	226	31	✓	✓	ADJ
easat-8898	226	32	✓	✓	ADJ
easat-8898	226	33	✓	✓	ADJ
easat-8898	226	34	✓	✓	ADJ
easat-8898	226	35	✓	✓	ADJ
easat-8898	226	36	✓	✓	ADJ
easat-8898	226	37	✓	✓	ADJ
easat-8898	226	38	table	table	NOUN
easat-8898	226	39	6	6	NUM
easat-8898	226	40	synthesis	synthesis	NOUN
easat-8898	226	41	results	result	NOUN
easat-8898	226	42	regarding	regard	VERB
easat-8898	226	43	digital	digital	ADJ
easat-8898	226	44	entrepreneurs	entrepreneur	NOUN
easat-8898	226	45	reveal	reveal	VERB
easat-8898	226	46	four	four	NUM
easat-8898	226	47	key	key	ADJ
easat-8898	226	48	factors	factor	NOUN
easat-8898	226	49	.	.	PUNCT
easat-8898	227	1	significant	significant	ADJ
easat-8898	227	2	role	role	NOUN
easat-8898	227	3	in	in	ADP
easat-8898	227	4	driving	drive	VERB
easat-8898	227	5	the	the	DET
easat-8898	227	6	economy	economy	NOUN
easat-8898	227	7	:	:	PUNCT
easat-8898	227	8	digital	digital	ADJ
easat-8898	227	9	entrepreneurs	entrepreneur	NOUN
easat-8898	227	10	play	play	VERB
easat-8898	227	11	a	a	DET
easat-8898	227	12	crucial	crucial	ADJ
easat-8898	227	13	role	role	NOUN
easat-8898	227	14	in	in	ADP
easat-8898	227	15	driving	drive	VERB
easat-8898	227	16	economic	economic	ADJ
easat-8898	227	17	growth	growth	NOUN
easat-8898	227	18	in	in	ADP
easat-8898	227	19	the	the	DET
easat-8898	227	20	1289	1289	NUM
easat-8898	227	21	edelweiss	edelweiss	PROPN
easat-8898	227	22	applied	apply	VERB
easat-8898	227	23	science	science	NOUN
easat-8898	227	24	and	and	CCONJ
easat-8898	227	25	technology	technology	NOUN
easat-8898	227	26	issn	issn	PROPN
easat-8898	227	27	:	:	PUNCT
easat-8898	227	28	2576	2576	NUM
easat-8898	227	29	-	-	SYM
easat-8898	227	30	8484	8484	NUM
easat-8898	227	31	vol	vol	NOUN
easat-8898	227	32	.	.	PROPN
easat-8898	228	1	9	9	NUM
easat-8898	228	2	,	,	PUNCT
easat-8898	228	3	no	no	INTJ
easat-8898	228	4	.	.	NOUN
easat-8898	228	5	7	7	NUM
easat-8898	228	6	:	:	SYM
easat-8898	228	7	1278	1278	NUM
easat-8898	228	8	-	-	SYM
easat-8898	228	9	1298	1298	NUM
easat-8898	228	10	,	,	PUNCT
easat-8898	228	11	2025	2025	NUM
easat-8898	228	12	doi	doi	NOUN
easat-8898	228	13	:	:	PUNCT
easat-8898	228	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	228	15	©	©	PROPN
easat-8898	228	16	2025	2025	NUM
easat-8898	228	17	by	by	ADP
easat-8898	228	18	the	the	DET
easat-8898	228	19	authors	author	NOUN
easat-8898	228	20	;	;	PUNCT
easat-8898	228	21	licensee	licensee	PROPN
easat-8898	228	22	learning	learning	NOUN
easat-8898	228	23	gate	gate	VERB
easat-8898	228	24	digital	digital	PROPN
easat-8898	228	25	age	age	NOUN
easat-8898	228	26	.	.	PUNCT
easat-8898	229	1	their	their	PRON
easat-8898	229	2	ability	ability	NOUN
easat-8898	229	3	to	to	PART
easat-8898	229	4	rapidly	rapidly	ADV
easat-8898	229	5	and	and	CCONJ
easat-8898	229	6	efficiently	efficiently	ADV
easat-8898	229	7	scale	scale	NOUN
easat-8898	229	8	services	service	NOUN
easat-8898	229	9	and	and	CCONJ
easat-8898	229	10	products	product	NOUN
easat-8898	229	11	makes	make	VERB
easat-8898	229	12	them	they	PRON
easat-8898	229	13	integral	integral	ADJ
easat-8898	229	14	in	in	ADP
easat-8898	229	15	transforming	transform	VERB
easat-8898	229	16	the	the	DET
easat-8898	229	17	global	global	ADJ
easat-8898	229	18	economy	economy	NOUN
easat-8898	229	19	on	on	ADP
easat-8898	229	20	a	a	DET
easat-8898	229	21	large	large	ADJ
easat-8898	229	22	scale	scale	NOUN
easat-8898	229	23	.	.	PUNCT
easat-8898	230	1	high	high	ADJ
easat-8898	230	2	growth	growth	NOUN
easat-8898	230	3	potential	potential	NOUN
easat-8898	230	4	:	:	PUNCT
easat-8898	230	5	with	with	ADP
easat-8898	230	6	rapid	rapid	ADJ
easat-8898	230	7	technological	technological	ADJ
easat-8898	230	8	advancements	advancement	NOUN
easat-8898	230	9	and	and	CCONJ
easat-8898	230	10	continuous	continuous	ADJ
easat-8898	230	11	development	development	NOUN
easat-8898	230	12	in	in	ADP
easat-8898	230	13	digital	digital	ADJ
easat-8898	230	14	sectors	sector	NOUN
easat-8898	230	15	,	,	PUNCT
easat-8898	230	16	entrepreneurs	entrepreneur	NOUN
easat-8898	230	17	can	can	AUX
easat-8898	230	18	capitalize	capitalize	VERB
easat-8898	230	19	on	on	ADP
easat-8898	230	20	emerging	emerge	VERB
easat-8898	230	21	opportunities	opportunity	NOUN
easat-8898	230	22	,	,	PUNCT
easat-8898	230	23	contributing	contribute	VERB
easat-8898	230	24	to	to	ADP
easat-8898	230	25	significant	significant	ADJ
easat-8898	230	26	growth	growth	NOUN
easat-8898	230	27	in	in	ADP
easat-8898	230	28	the	the	DET
easat-8898	230	29	digital	digital	ADJ
easat-8898	230	30	industry	industry	NOUN
easat-8898	230	31	.	.	PUNCT
easat-8898	231	1	competition	competition	NOUN
easat-8898	231	2	and	and	CCONJ
easat-8898	231	3	adaptability	adaptability	NOUN
easat-8898	231	4	:	:	PUNCT
easat-8898	231	5	entrepreneurs	entrepreneur	NOUN
easat-8898	231	6	in	in	ADP
easat-8898	231	7	the	the	DET
easat-8898	231	8	digital	digital	ADJ
easat-8898	231	9	space	space	NOUN
easat-8898	231	10	face	face	VERB
easat-8898	231	11	significant	significant	ADJ
easat-8898	231	12	challenges	challenge	NOUN
easat-8898	231	13	due	due	ADP
easat-8898	231	14	to	to	ADP
easat-8898	231	15	high	high	ADJ
easat-8898	231	16	competition	competition	NOUN
easat-8898	231	17	and	and	CCONJ
easat-8898	231	18	the	the	DET
easat-8898	231	19	need	need	NOUN
easat-8898	231	20	to	to	PART
easat-8898	231	21	adapt	adapt	VERB
easat-8898	231	22	to	to	ADP
easat-8898	231	23	constant	constant	ADJ
easat-8898	231	24	changes	change	NOUN
easat-8898	231	25	.	.	PUNCT
easat-8898	232	1	these	these	PRON
easat-8898	232	2	include	include	VERB
easat-8898	232	3	technological	technological	ADJ
easat-8898	232	4	shifts	shift	NOUN
easat-8898	232	5	and	and	CCONJ
easat-8898	232	6	changing	change	VERB
easat-8898	232	7	consumer	consumer	NOUN
easat-8898	232	8	behaviors	behavior	NOUN
easat-8898	232	9	.	.	PUNCT
easat-8898	233	1	adapting	adapt	VERB
easat-8898	233	2	to	to	ADP
easat-8898	233	3	these	these	DET
easat-8898	233	4	changes	change	NOUN
easat-8898	233	5	is	be	AUX
easat-8898	233	6	vital	vital	ADJ
easat-8898	233	7	for	for	ADP
easat-8898	233	8	maintaining	maintain	VERB
easat-8898	233	9	competitive	competitive	ADJ
easat-8898	233	10	advantage	advantage	NOUN
easat-8898	233	11	.	.	PUNCT
easat-8898	234	1	innovation	innovation	NOUN
easat-8898	234	2	and	and	CCONJ
easat-8898	234	3	adoption	adoption	NOUN
easat-8898	234	4	of	of	ADP
easat-8898	234	5	new	new	ADJ
easat-8898	234	6	technologies	technology	NOUN
easat-8898	234	7	:	:	PUNCT
easat-8898	234	8	the	the	DET
easat-8898	234	9	ability	ability	NOUN
easat-8898	234	10	to	to	PART
easat-8898	234	11	innovate	innovate	VERB
easat-8898	234	12	and	and	CCONJ
easat-8898	234	13	leverage	leverage	VERB
easat-8898	234	14	new	new	ADJ
easat-8898	234	15	technologies	technology	NOUN
easat-8898	234	16	is	be	AUX
easat-8898	234	17	essential	essential	ADJ
easat-8898	234	18	for	for	ADP
easat-8898	234	19	driving	drive	VERB
easat-8898	234	20	growth	growth	NOUN
easat-8898	234	21	in	in	ADP
easat-8898	234	22	the	the	DET
easat-8898	234	23	digital	digital	ADJ
easat-8898	234	24	industry	industry	NOUN
easat-8898	234	25	.	.	PUNCT
easat-8898	235	1	utilizing	utilize	VERB
easat-8898	235	2	technologies	technology	NOUN
easat-8898	235	3	such	such	ADJ
easat-8898	235	4	as	as	ADP
easat-8898	235	5	artificial	artificial	ADJ
easat-8898	235	6	intelligence	intelligence	NOUN
easat-8898	235	7	,	,	PUNCT
easat-8898	235	8	blockchain	blockchain	NOUN
easat-8898	235	9	,	,	PUNCT
easat-8898	235	10	or	or	CCONJ
easat-8898	235	11	cloud	cloud	NOUN
easat-8898	235	12	computing	computing	NOUN
easat-8898	235	13	can	can	AUX
easat-8898	235	14	enhance	enhance	VERB
easat-8898	235	15	business	business	NOUN
easat-8898	235	16	efficiency	efficiency	NOUN
easat-8898	235	17	and	and	CCONJ
easat-8898	235	18	expand	expand	VERB
easat-8898	235	19	market	market	NOUN
easat-8898	235	20	reach	reach	NOUN
easat-8898	235	21	.	.	PUNCT
easat-8898	236	1	success	success	NOUN
easat-8898	236	2	in	in	ADP
easat-8898	236	3	the	the	DET
easat-8898	236	4	digital	digital	ADJ
easat-8898	236	5	market	market	NOUN
easat-8898	236	6	requires	require	VERB
easat-8898	236	7	creativity	creativity	NOUN
easat-8898	236	8	,	,	PUNCT
easat-8898	236	9	adaptability	adaptability	NOUN
easat-8898	236	10	,	,	PUNCT
easat-8898	236	11	and	and	CCONJ
easat-8898	236	12	the	the	DET
easat-8898	236	13	effective	effective	ADJ
easat-8898	236	14	use	use	NOUN
easat-8898	236	15	of	of	ADP
easat-8898	236	16	cutting	cut	VERB
easat-8898	236	17	-	-	PUNCT
easat-8898	236	18	edge	edge	NOUN
easat-8898	236	19	technologies	technology	NOUN
easat-8898	236	20	to	to	PART
easat-8898	236	21	meet	meet	VERB
easat-8898	236	22	current	current	ADJ
easat-8898	236	23	market	market	NOUN
easat-8898	236	24	demands	demand	NOUN
easat-8898	236	25	and	and	CCONJ
easat-8898	236	26	consumer	consumer	NOUN
easat-8898	236	27	needs	need	NOUN
easat-8898	236	28	.	.	PUNCT
easat-8898	237	1	the	the	DET
easat-8898	237	2	results	result	NOUN
easat-8898	237	3	of	of	ADP
easat-8898	237	4	the	the	DET
easat-8898	237	5	assessment	assessment	NOUN
easat-8898	237	6	of	of	ADP
easat-8898	237	7	model	model	NOUN
easat-8898	237	8	by	by	ADP
easat-8898	237	9	nine	nine	NUM
easat-8898	237	10	experts	expert	NOUN
easat-8898	237	11	are	be	AUX
easat-8898	237	12	presented	present	VERB
easat-8898	237	13	in	in	ADP
easat-8898	237	14	table	table	NOUN
easat-8898	237	15	7	7	NUM
easat-8898	237	16	table	table	NOUN
easat-8898	237	17	7	7	NUM
easat-8898	237	18	.	.	PUNCT
easat-8898	238	1	the	the	PRON
easat-8898	238	2	evaluate	evaluate	VERB
easat-8898	238	3	a	a	DET
easat-8898	238	4	model	model	NOUN
easat-8898	238	5	of	of	ADP
easat-8898	238	6	decision	decision	NOUN
easat-8898	238	7	-	-	PUNCT
easat-8898	238	8	making	make	VERB
easat-8898	238	9	process	process	NOUN
easat-8898	238	10	support	support	NOUN
easat-8898	238	11	system	system	NOUN
easat-8898	238	12	with	with	ADP
easat-8898	238	13	deep	deep	ADJ
easat-8898	238	14	learning	learning	NOUN
easat-8898	238	15	for	for	ADP
easat-8898	238	16	career	career	NOUN
easat-8898	238	17	selection	selection	NOUN
easat-8898	238	18	using	use	VERB
easat-8898	238	19	plos	plo	NOUN
easat-8898	238	20	in	in	ADP
easat-8898	238	21	computer	computer	NOUN
easat-8898	238	22	science	science	NOUN
easat-8898	238	23	followed	follow	VERB
easat-8898	238	24	tpqi	tpqi	NOUN
easat-8898	238	25	.	.	PUNCT
easat-8898	239	1	assessment	assessment	NOUN
easat-8898	239	2	list	list	NOUN
easat-8898	239	3	mean	mean	PROPN
easat-8898	239	4	s.d	s.d	PROPN
easat-8898	239	5	.	.	PROPN
easat-8898	239	6	opinions	opinion	NOUN
easat-8898	240	1	1	1	NUM
easat-8898	240	2	.	.	PUNCT
easat-8898	241	1	higher	high	ADJ
easat-8898	241	2	education	education	NOUN
easat-8898	241	3	improve	improve	VERB
easat-8898	241	4	computer	computer	NOUN
easat-8898	241	5	science	science	NOUN
easat-8898	241	6	learning	learn	VERB
easat-8898	241	7	1.1	1.1	NUM
easat-8898	241	8	development	development	NOUN
easat-8898	241	9	of	of	ADP
easat-8898	241	10	the	the	DET
easat-8898	241	11	professional	professional	ADJ
easat-8898	241	12	context	context	NOUN
easat-8898	241	13	in	in	ADP
easat-8898	241	14	computer	computer	NOUN
easat-8898	241	15	science	science	NOUN
easat-8898	241	16	4.89	4.89	NUM
easat-8898	241	17	0.33	0.33	NUM
easat-8898	241	18	excellent	excellent	ADJ
easat-8898	241	19	1.2	1.2	NUM
easat-8898	241	20	curriculum	curriculum	NOUN
easat-8898	241	21	management	management	NOUN
easat-8898	241	22	5.00	5.00	NUM
easat-8898	241	23	0.00	0.00	NUM
easat-8898	241	24	excellent	excellent	ADJ
easat-8898	241	25	1.3	1.3	NUM
easat-8898	241	26	content	content	NOUN
easat-8898	241	27	delivery	delivery	NOUN
easat-8898	241	28	by	by	ADP
easat-8898	241	29	instructors	instructor	NOUN
easat-8898	241	30	5.00	5.00	NUM
easat-8898	241	31	0.00	0.00	NUM
easat-8898	241	32	excellent	excellent	ADJ
easat-8898	241	33	1.4	1.4	NUM
easat-8898	241	34	teaching	teaching	NOUN
easat-8898	241	35	methods	method	NOUN
easat-8898	241	36	4.89	4.89	NUM
easat-8898	241	37	0.33	0.33	NUM
easat-8898	241	38	excellent	excellent	ADJ
easat-8898	241	39	1.5	1.5	NUM
easat-8898	241	40	quality	quality	NOUN
easat-8898	241	41	of	of	ADP
easat-8898	241	42	students	student	NOUN
easat-8898	241	43	and	and	CCONJ
easat-8898	241	44	graduates	graduate	VERB
easat-8898	241	45	5.00	5.00	NUM
easat-8898	241	46	0.00	0.00	NUM
easat-8898	241	47	excellent	excellent	ADJ
easat-8898	241	48	1.6	1.6	NUM
easat-8898	241	49	software	software	NOUN
easat-8898	241	50	quality	quality	NOUN
easat-8898	241	51	aligned	align	VERB
easat-8898	241	52	with	with	ADP
easat-8898	241	53	the	the	DET
easat-8898	241	54	software	software	NOUN
easat-8898	241	55	industry	industry	NOUN
easat-8898	241	56	4.89	4.89	NUM
easat-8898	241	57	0.33	0.33	NUM
easat-8898	241	58	excellent	excellent	ADJ
easat-8898	241	59	1.7	1.7	NUM
easat-8898	241	60	curriculum	curriculum	NOUN
easat-8898	241	61	improvement	improvement	NOUN
easat-8898	241	62	after	after	ADP
easat-8898	241	63	assessing	assess	VERB
easat-8898	241	64	outcomes	outcome	NOUN
easat-8898	241	65	4.78	4.78	NUM
easat-8898	241	66	0.44	0.44	NUM
easat-8898	241	67	excellent	excellent	ADJ
easat-8898	241	68	overall	overall	ADJ
easat-8898	241	69	evaluation	evaluation	NOUN
easat-8898	241	70	result	result	VERB
easat-8898	241	71	4.92	4.92	NUM
easat-8898	241	72	0.22	0.22	NUM
easat-8898	241	73	excellent	excellent	ADJ
easat-8898	241	74	2	2	NUM
easat-8898	241	75	.	.	PUNCT
easat-8898	241	76	computer	computer	NOUN
easat-8898	241	77	science	science	NOUN
easat-8898	241	78	course	course	NOUN
easat-8898	241	79	learning	learn	VERB
easat-8898	241	80	outcomes	outcome	NOUN
easat-8898	241	81	(	(	PUNCT
easat-8898	241	82	clos	clo	NOUN
easat-8898	241	83	)	)	PUNCT
easat-8898	241	84	2.1	2.1	NUM
easat-8898	241	85	updating	update	VERB
easat-8898	241	86	necessary	necessary	ADJ
easat-8898	241	87	courses	course	NOUN
easat-8898	241	88	4.78	4.78	NUM
easat-8898	241	89	0.44	0.44	NUM
easat-8898	241	90	excellent	excellent	ADJ
easat-8898	241	91	2.2	2.2	NUM
easat-8898	241	92	aligning	align	VERB
easat-8898	241	93	the	the	DET
easat-8898	241	94	curriculum	curriculum	NOUN
easat-8898	241	95	with	with	ADP
easat-8898	241	96	software	software	NOUN
easat-8898	241	97	development	development	NOUN
easat-8898	241	98	4.89	4.89	NUM
easat-8898	241	99	0.33	0.33	NUM
easat-8898	241	100	excellent	excellent	ADJ
easat-8898	241	101	2.3	2.3	NUM
easat-8898	241	102	innovation	innovation	NOUN
easat-8898	241	103	creation	creation	NOUN
easat-8898	241	104	4.78	4.78	NUM
easat-8898	241	105	0.44	0.44	NUM
easat-8898	241	106	excellent	excellent	ADJ
easat-8898	241	107	2.4	2.4	NUM
easat-8898	241	108	new	new	ADJ
easat-8898	241	109	entrepreneurs	entrepreneur	NOUN
easat-8898	241	110	4.89	4.89	NUM
easat-8898	241	111	0.33	0.33	NUM
easat-8898	241	112	excellent	excellent	ADJ
easat-8898	241	113	2.5	2.5	NUM
easat-8898	241	114	addressing	address	VERB
easat-8898	241	115	the	the	DET
easat-8898	241	116	needs	need	NOUN
easat-8898	241	117	of	of	ADP
easat-8898	241	118	the	the	DET
easat-8898	241	119	digital	digital	ADJ
easat-8898	241	120	industry	industry	NOUN
easat-8898	241	121	5.00	5.00	NUM
easat-8898	241	122	0.00	0.00	NUM
easat-8898	241	123	excellent	excellent	ADJ
easat-8898	241	124	overall	overall	ADJ
easat-8898	241	125	evaluation	evaluation	NOUN
easat-8898	241	126	result	result	VERB
easat-8898	241	127	4.87	4.87	NUM
easat-8898	241	128	0.22	0.22	NUM
easat-8898	241	129	excellent	excellent	ADJ
easat-8898	241	130	3	3	NUM
easat-8898	241	131	.	.	X
easat-8898	241	132	program	program	NOUN
easat-8898	241	133	learning	learn	VERB
easat-8898	241	134	outcomes	outcome	NOUN
easat-8898	241	135	(	(	PUNCT
easat-8898	241	136	plos	plos	PROPN
easat-8898	241	137	)	)	PUNCT
easat-8898	241	138	3.1	3.1	NUM
easat-8898	241	139	analysis	analysis	NOUN
easat-8898	241	140	of	of	ADP
easat-8898	241	141	knowledge	knowledge	NOUN
easat-8898	241	142	and	and	CCONJ
easat-8898	241	143	skills	skill	NOUN
easat-8898	241	144	needed	need	VERB
easat-8898	241	145	upon	upon	SCONJ
easat-8898	241	146	graduation	graduation	NOUN
easat-8898	241	147	4.89	4.89	NUM
easat-8898	241	148	0.33	0.33	NUM
easat-8898	241	149	excellent	excellent	ADJ
easat-8898	241	150	3.2	3.2	NUM
easat-8898	241	151	analysis	analysis	NOUN
easat-8898	241	152	of	of	ADP
easat-8898	241	153	required	require	VERB
easat-8898	241	154	soft	soft	ADJ
easat-8898	241	155	skills	skill	NOUN
easat-8898	241	156	4.78	4.78	NUM
easat-8898	241	157	0.44	0.44	NUM
easat-8898	241	158	excellent	excellent	ADJ
easat-8898	241	159	3.3	3.3	NUM
easat-8898	241	160	understanding	understanding	NOUN
easat-8898	241	161	and	and	CCONJ
easat-8898	241	162	applying	apply	VERB
easat-8898	241	163	software	software	NOUN
easat-8898	241	164	development	development	NOUN
easat-8898	241	165	processes	process	NOUN
easat-8898	241	166	in	in	ADP
easat-8898	241	167	the	the	DET
easat-8898	241	168	software	software	NOUN
easat-8898	241	169	industry	industry	NOUN
easat-8898	241	170	4.89	4.89	NUM
easat-8898	241	171	0.33	0.33	NUM
easat-8898	241	172	excellent	excellent	NOUN
easat-8898	241	173	3.4	3.4	NUM
easat-8898	241	174	promoting	promote	VERB
easat-8898	241	175	lifelong	lifelong	ADJ
easat-8898	241	176	learning	learn	VERB
easat-8898	241	177	awareness	awareness	NOUN
easat-8898	241	178	among	among	ADP
easat-8898	241	179	students	student	NOUN
easat-8898	241	180	4.78	4.78	NUM
easat-8898	241	181	0.44	0.44	NUM
easat-8898	241	182	excellent	excellent	ADJ
easat-8898	241	183	3.5	3.5	NUM
easat-8898	241	184	tpqi	tpqi	NOUN
easat-8898	241	185	and	and	CCONJ
easat-8898	241	186	labor	labor	NOUN
easat-8898	241	187	market	market	NOUN
easat-8898	241	188	requirements	requirement	VERB
easat-8898	241	189	4.89	4.89	NUM
easat-8898	241	190	0.33	0.33	NUM
easat-8898	241	191	excellent	excellent	ADJ
easat-8898	241	192	3.6	3.6	NUM
easat-8898	241	193	planning	planning	NOUN
easat-8898	241	194	content	content	NOUN
easat-8898	241	195	that	that	PRON
easat-8898	241	196	aligns	align	VERB
easat-8898	241	197	with	with	ADP
easat-8898	241	198	standards	standard	NOUN
easat-8898	241	199	and	and	CCONJ
easat-8898	241	200	criteria	criterion	NOUN
easat-8898	241	201	4.89	4.89	NUM
easat-8898	241	202	0.33	0.33	NUM
easat-8898	241	203	excellent	excellent	ADJ
easat-8898	241	204	3.7	3.7	NUM
easat-8898	241	205	defining	define	VERB
easat-8898	241	206	specific	specific	ADJ
easat-8898	241	207	student	student	NOUN
easat-8898	241	208	qualities	quality	NOUN
easat-8898	241	209	4.89	4.89	NUM
easat-8898	241	210	0.33	0.33	NUM
easat-8898	241	211	excellent	excellent	ADJ
easat-8898	241	212	3.8	3.8	NUM
easat-8898	241	213	aligning	align	VERB
easat-8898	241	214	with	with	ADP
easat-8898	241	215	professional	professional	ADJ
easat-8898	241	216	qualifications	qualification	NOUN
easat-8898	241	217	standards	standard	NOUN
easat-8898	241	218	4.89	4.89	NUM
easat-8898	241	219	0.33	0.33	NUM
easat-8898	241	220	excellent	excellent	ADJ
easat-8898	241	221	3.9	3.9	NUM
easat-8898	241	222	defining	define	VERB
easat-8898	241	223	plos	plo	NOUN
easat-8898	241	224	that	that	PRON
easat-8898	241	225	meet	meet	VERB
easat-8898	241	226	tpqi	tpqi	NOUN
easat-8898	241	227	standards	standard	NOUN
easat-8898	241	228	and	and	CCONJ
easat-8898	241	229	labor	labor	NOUN
easat-8898	241	230	market	market	NOUN
easat-8898	241	231	demands	demand	VERB
easat-8898	241	232	4.89	4.89	NUM
easat-8898	241	233	0.33	0.33	NUM
easat-8898	241	234	excellent	excellent	NOUN
easat-8898	241	235	3.10	3.10	NUM
easat-8898	241	236	measuring	measure	VERB
easat-8898	241	237	expected	expect	VERB
easat-8898	241	238	knowledge	knowledge	NOUN
easat-8898	241	239	and	and	CCONJ
easat-8898	241	240	skills	skill	NOUN
easat-8898	241	241	across	across	ADP
easat-8898	241	242	levels	level	NOUN
easat-8898	241	243	(	(	PUNCT
easat-8898	241	244	3	3	NUM
easat-8898	241	245	,	,	PUNCT
easat-8898	241	246	4	4	NUM
easat-8898	241	247	,	,	PUNCT
easat-8898	241	248	and	and	CCONJ
easat-8898	241	249	5	5	X
easat-8898	241	250	)	)	PUNCT
easat-8898	241	251	4.78	4.78	NUM
easat-8898	241	252	0.44	0.44	NUM
easat-8898	241	253	excellent	excellent	ADJ
easat-8898	241	254	3.11	3.11	NUM
easat-8898	241	255	outcome	outcome	NOUN
easat-8898	241	256	alignment	alignment	NOUN
easat-8898	241	257	with	with	ADP
easat-8898	241	258	professional	professional	ADJ
easat-8898	241	259	qualifications	qualification	NOUN
easat-8898	241	260	in	in	ADP
easat-8898	241	261	the	the	DET
easat-8898	241	262	digital	digital	ADJ
easat-8898	241	263	industry	industry	NOUN
easat-8898	241	264	and	and	CCONJ
easat-8898	241	265	software	software	NOUN
easat-8898	241	266	development	development	NOUN
easat-8898	241	267	4.89	4.89	NUM
easat-8898	241	268	0.33	0.33	NUM
easat-8898	241	269	excellent	excellent	ADJ
easat-8898	241	270	3.12	3.12	NUM
easat-8898	241	271	feedback	feedback	NOUN
easat-8898	241	272	from	from	ADP
easat-8898	241	273	student	student	NOUN
easat-8898	241	274	supervisors	supervisor	NOUN
easat-8898	241	275	and	and	CCONJ
easat-8898	241	276	professionals	professional	NOUN
easat-8898	241	277	4.56	4.56	NUM
easat-8898	241	278	0.73	0.73	NUM
easat-8898	241	279	excellent	excellent	ADJ
easat-8898	241	280	3.13	3.13	NUM
easat-8898	241	281	feedback	feedback	NOUN
easat-8898	241	282	from	from	ADP
easat-8898	241	283	employers	employer	NOUN
easat-8898	241	284	on	on	ADP
easat-8898	241	285	graduates	graduate	NOUN
easat-8898	241	286	4.78	4.78	NUM
easat-8898	241	287	0.67	0.67	NUM
easat-8898	241	288	excellent	excellent	ADJ
easat-8898	241	289	3.14	3.14	NUM
easat-8898	241	290	promoting	promote	VERB
easat-8898	241	291	lifelong	lifelong	ADJ
easat-8898	241	292	learning	learning	NOUN
easat-8898	241	293	awareness	awareness	NOUN
easat-8898	241	294	4.89	4.89	NUM
easat-8898	241	295	0.33	0.33	NUM
easat-8898	241	296	excellent	excellent	ADJ
easat-8898	241	297	3.15	3.15	NUM
easat-8898	241	298	analyzing	analyze	VERB
easat-8898	241	299	and	and	CCONJ
easat-8898	241	300	improving	improve	VERB
easat-8898	241	301	the	the	DET
easat-8898	241	302	curriculum	curriculum	NOUN
easat-8898	241	303	based	base	VERB
easat-8898	241	304	on	on	ADP
easat-8898	241	305	feedback	feedback	NOUN
easat-8898	241	306	4.78	4.78	NUM
easat-8898	241	307	0.44	0.44	NUM
easat-8898	241	308	excellent	excellent	ADJ
easat-8898	241	309	3.16	3.16	NUM
easat-8898	241	310	adapting	adapt	VERB
easat-8898	241	311	the	the	DET
easat-8898	241	312	curriculum	curriculum	NOUN
easat-8898	241	313	to	to	ADP
easat-8898	241	314	current	current	ADJ
easat-8898	241	315	situations	situation	NOUN
easat-8898	241	316	and	and	CCONJ
easat-8898	241	317	needs	need	VERB
easat-8898	241	318	4.67	4.67	NUM
easat-8898	241	319	0.50	0.50	NUM
easat-8898	241	320	excellent	excellent	ADJ
easat-8898	241	321	1290	1290	NUM
easat-8898	241	322	edelweiss	edelweiss	PROPN
easat-8898	241	323	applied	apply	VERB
easat-8898	241	324	science	science	NOUN
easat-8898	241	325	and	and	CCONJ
easat-8898	241	326	technology	technology	NOUN
easat-8898	241	327	issn	issn	PROPN
easat-8898	241	328	:	:	PUNCT
easat-8898	241	329	2576	2576	NUM
easat-8898	241	330	-	-	SYM
easat-8898	241	331	8484	8484	NUM
easat-8898	241	332	vol	vol	NOUN
easat-8898	241	333	.	.	PROPN
easat-8898	242	1	9	9	NUM
easat-8898	242	2	,	,	PUNCT
easat-8898	242	3	no	no	INTJ
easat-8898	242	4	.	.	NOUN
easat-8898	242	5	7	7	NUM
easat-8898	242	6	:	:	SYM
easat-8898	242	7	1278	1278	NUM
easat-8898	242	8	-	-	SYM
easat-8898	242	9	1298	1298	NUM
easat-8898	242	10	,	,	PUNCT
easat-8898	242	11	2025	2025	NUM
easat-8898	242	12	doi	doi	NOUN
easat-8898	242	13	:	:	PUNCT
easat-8898	242	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	242	15	©	©	PROPN
easat-8898	242	16	2025	2025	NUM
easat-8898	242	17	by	by	ADP
easat-8898	242	18	the	the	DET
easat-8898	242	19	authors	author	NOUN
easat-8898	242	20	;	;	PUNCT
easat-8898	242	21	licensee	licensee	PROPN
easat-8898	242	22	learning	learn	VERB
easat-8898	242	23	gate	gate	PROPN
easat-8898	242	24	assessment	assessment	NOUN
easat-8898	242	25	list	list	NOUN
easat-8898	242	26	mean	mean	PROPN
easat-8898	242	27	s.d	s.d	PROPN
easat-8898	242	28	.	.	PROPN
easat-8898	242	29	opinions	opinion	NOUN
easat-8898	242	30	3.17	3.17	NUM
easat-8898	242	31	presenting	present	VERB
easat-8898	242	32	plos	plo	NOUN
easat-8898	242	33	for	for	ADP
easat-8898	242	34	feedback	feedback	NOUN
easat-8898	242	35	from	from	ADP
easat-8898	242	36	administrators	administrator	NOUN
easat-8898	242	37	,	,	PUNCT
easat-8898	242	38	faculty	faculty	NOUN
easat-8898	242	39	,	,	PUNCT
easat-8898	242	40	and	and	CCONJ
easat-8898	242	41	instructors	instructor	NOUN
easat-8898	242	42	4.78	4.78	NUM
easat-8898	242	43	0.44	0.44	NUM
easat-8898	242	44	excellent	excellent	ADJ
easat-8898	242	45	overall	overall	ADJ
easat-8898	242	46	evaluation	evaluation	NOUN
easat-8898	242	47	result	result	NOUN
easat-8898	242	48	4.81	4.81	NUM
easat-8898	242	49	0.41	0.41	NUM
easat-8898	242	50	excellent	excellent	ADJ
easat-8898	242	51	4	4	NUM
easat-8898	242	52	.	.	PUNCT
easat-8898	242	53	thai	thai	PROPN
easat-8898	242	54	professional	professional	PROPN
easat-8898	242	55	qualification	qualification	PROPN
easat-8898	242	56	institute	institute	PROPN
easat-8898	242	57	(	(	PUNCT
easat-8898	242	58	tpqi	tpqi	NOUN
easat-8898	242	59	)	)	PUNCT
easat-8898	242	60	4.1	4.1	NUM
easat-8898	242	61	suitability	suitability	NOUN
easat-8898	242	62	of	of	ADP
easat-8898	242	63	competency	competency	NOUN
easat-8898	242	64	units	unit	NOUN
easat-8898	242	65	5.00	5.00	NUM
easat-8898	242	66	0.00	0.00	NUM
easat-8898	242	67	excellent	excellent	ADJ
easat-8898	242	68	4.2	4.2	NUM
easat-8898	242	69	professions	profession	NOUN
easat-8898	242	70	in	in	ADP
easat-8898	242	71	the	the	DET
easat-8898	242	72	digital	digital	ADJ
easat-8898	242	73	industry	industry	NOUN
easat-8898	242	74	,	,	PUNCT
easat-8898	242	75	software	software	NOUN
easat-8898	242	76	and	and	CCONJ
easat-8898	242	77	applications	application	NOUN
easat-8898	242	78	4.89	4.89	NUM
easat-8898	242	79	0.33	0.33	NUM
easat-8898	242	80	excellent	excellent	ADJ
easat-8898	242	81	4.3	4.3	NUM
easat-8898	242	82	data	datum	NOUN
easat-8898	242	83	for	for	ADP
easat-8898	242	84	curriculum	curriculum	NOUN
easat-8898	242	85	improvement	improvement	NOUN
easat-8898	242	86	5.00	5.00	NUM
easat-8898	242	87	0.00	0.00	NUM
easat-8898	242	88	excellent	excellent	ADJ
easat-8898	242	89	overall	overall	ADJ
easat-8898	242	90	evaluation	evaluation	NOUN
easat-8898	242	91	result	result	VERB
easat-8898	242	92	4.96	4.96	NUM
easat-8898	242	93	0.11	0.11	NUM
easat-8898	242	94	excellent	excellent	ADJ
easat-8898	242	95	all	all	DET
easat-8898	242	96	evaluation	evaluation	NOUN
easat-8898	242	97	results	result	VERB
easat-8898	242	98	4.89	4.89	NUM
easat-8898	242	99	0.24	0.24	NUM
easat-8898	242	100	excellent	excellent	ADJ
easat-8898	242	101	as	as	SCONJ
easat-8898	242	102	listed	list	VERB
easat-8898	242	103	in	in	ADP
easat-8898	242	104	table	table	NOUN
easat-8898	242	105	7	7	NUM
easat-8898	242	106	the	the	DET
easat-8898	242	107	results	result	NOUN
easat-8898	242	108	of	of	ADP
easat-8898	242	109	the	the	DET
easat-8898	242	110	assessment	assessment	NOUN
easat-8898	242	111	of	of	ADP
easat-8898	242	112	evaluation	evaluation	NOUN
easat-8898	242	113	results	result	NOUN
easat-8898	242	114	of	of	ADP
easat-8898	242	115	the	the	DET
easat-8898	242	116	deep	deep	ADJ
easat-8898	242	117	learning	learning	NOUN
easat-8898	242	118	-	-	PUNCT
easat-8898	242	119	based	base	VERB
easat-8898	242	120	decision	decision	NOUN
easat-8898	242	121	support	support	NOUN
easat-8898	242	122	system	system	NOUN
easat-8898	242	123	model	model	NOUN
easat-8898	242	124	for	for	ADP
easat-8898	242	125	career	career	NOUN
easat-8898	242	126	selection	selection	NOUN
easat-8898	242	127	,	,	PUNCT
easat-8898	242	128	using	use	VERB
easat-8898	242	129	the	the	DET
easat-8898	242	130	learning	learn	VERB
easat-8898	242	131	outcomes	outcome	NOUN
easat-8898	242	132	of	of	ADP
easat-8898	242	133	the	the	DET
easat-8898	242	134	computer	computer	NOUN
easat-8898	242	135	science	science	NOUN
easat-8898	242	136	curriculum	curriculum	NOUN
easat-8898	242	137	according	accord	VERB
easat-8898	242	138	to	to	ADP
easat-8898	242	139	professional	professional	ADJ
easat-8898	242	140	qualification	qualification	NOUN
easat-8898	242	141	standards	standard	NOUN
easat-8898	242	142	in	in	ADP
easat-8898	242	143	the	the	DET
easat-8898	242	144	digital	digital	ADJ
easat-8898	242	145	industry	industry	NOUN
easat-8898	242	146	,	,	PUNCT
easat-8898	242	147	indicate	indicate	VERB
easat-8898	242	148	excellent	excellent	ADJ
easat-8898	242	149	overall	overall	ADJ
easat-8898	242	150	performance	performance	NOUN
easat-8898	242	151	(	(	PUNCT
easat-8898	242	152	mean	mean	NOUN
easat-8898	242	153	=	=	SYM
easat-8898	242	154	4.89	4.89	NUM
easat-8898	242	155	,	,	PUNCT
easat-8898	242	156	s.d	s.d	PROPN
easat-8898	242	157	.	.	PUNCT
easat-8898	243	1	=	=	NOUN
easat-8898	243	2	0.24	0.24	NUM
easat-8898	243	3	)	)	PUNCT
easat-8898	243	4	.	.	PUNCT
easat-8898	244	1	the	the	DET
easat-8898	244	2	evaluation	evaluation	NOUN
easat-8898	244	3	by	by	ADP
easat-8898	244	4	each	each	DET
easat-8898	244	5	module	module	NOUN
easat-8898	244	6	is	be	AUX
easat-8898	244	7	as	as	SCONJ
easat-8898	244	8	follows	follow	VERB
easat-8898	244	9	:	:	PUNCT
easat-8898	244	10	module	module	NOUN
easat-8898	244	11	1	1	NUM
easat-8898	244	12	:	:	PUNCT
easat-8898	244	13	higher	high	ADJ
easat-8898	244	14	education	education	NOUN
easat-8898	244	15	improve	improve	VERB
easat-8898	244	16	computer	computer	NOUN
easat-8898	244	17	science	science	NOUN
easat-8898	244	18	learning	learning	NOUN
easat-8898	244	19	:	:	PUNCT
easat-8898	244	20	this	this	DET
easat-8898	244	21	module	module	NOUN
easat-8898	244	22	,	,	PUNCT
easat-8898	244	23	focusing	focus	VERB
easat-8898	244	24	on	on	ADP
easat-8898	244	25	curriculum	curriculum	NOUN
easat-8898	244	26	and	and	CCONJ
easat-8898	244	27	career	career	NOUN
easat-8898	244	28	development	development	NOUN
easat-8898	244	29	in	in	ADP
easat-8898	244	30	computer	computer	NOUN
easat-8898	244	31	science	science	NOUN
easat-8898	244	32	,	,	PUNCT
easat-8898	244	33	was	be	AUX
easat-8898	244	34	rated	rate	VERB
easat-8898	244	35	excellent	excellent	ADJ
easat-8898	244	36	.	.	PUNCT
easat-8898	245	1	key	key	ADJ
easat-8898	245	2	aspects	aspect	NOUN
easat-8898	245	3	included	include	VERB
easat-8898	245	4	professional	professional	ADJ
easat-8898	245	5	context	context	NOUN
easat-8898	245	6	development	development	NOUN
easat-8898	245	7	(	(	PUNCT
easat-8898	245	8	mean	mean	NOUN
easat-8898	245	9	=	=	SYM
easat-8898	245	10	4.89	4.89	NUM
easat-8898	245	11	)	)	PUNCT
easat-8898	245	12	,	,	PUNCT
easat-8898	245	13	curriculum	curriculum	NOUN
easat-8898	245	14	management	management	NOUN
easat-8898	245	15	(	(	PUNCT
easat-8898	245	16	mean	mean	NOUN
easat-8898	245	17	=	=	SYM
easat-8898	245	18	5.00	5.00	NUM
easat-8898	245	19	)	)	PUNCT
easat-8898	245	20	,	,	PUNCT
easat-8898	245	21	content	content	NOUN
easat-8898	245	22	delivery	delivery	NOUN
easat-8898	245	23	(	(	PUNCT
easat-8898	245	24	mean	mean	NOUN
easat-8898	245	25	=	=	SYM
easat-8898	245	26	5.00	5.00	NUM
easat-8898	245	27	)	)	PUNCT
easat-8898	245	28	,	,	PUNCT
easat-8898	245	29	teaching	teaching	NOUN
easat-8898	245	30	methods	method	NOUN
easat-8898	245	31	(	(	PUNCT
easat-8898	245	32	mean	mean	NOUN
easat-8898	245	33	=	=	SYM
easat-8898	245	34	4.89	4.89	NUM
easat-8898	245	35	)	)	PUNCT
easat-8898	245	36	,	,	PUNCT
easat-8898	245	37	student	student	NOUN
easat-8898	245	38	/	/	SYM
easat-8898	245	39	graduate	graduate	NOUN
easat-8898	245	40	quality	quality	NOUN
easat-8898	245	41	(	(	PUNCT
easat-8898	245	42	mean	mean	NOUN
easat-8898	245	43	=	=	SYM
easat-8898	245	44	5.00	5.00	NUM
easat-8898	245	45	)	)	PUNCT
easat-8898	245	46	,	,	PUNCT
easat-8898	245	47	software	software	NOUN
easat-8898	245	48	quality	quality	NOUN
easat-8898	245	49	alignment	alignment	NOUN
easat-8898	245	50	(	(	PUNCT
easat-8898	245	51	mean	mean	NOUN
easat-8898	245	52	=	=	SYM
easat-8898	245	53	4.89	4.89	NUM
easat-8898	245	54	)	)	PUNCT
easat-8898	245	55	,	,	PUNCT
easat-8898	245	56	and	and	CCONJ
easat-8898	245	57	curriculum	curriculum	NOUN
easat-8898	245	58	improvement	improvement	NOUN
easat-8898	245	59	(	(	PUNCT
easat-8898	245	60	mean	mean	NOUN
easat-8898	245	61	=	=	SYM
easat-8898	245	62	4.78	4.78	NUM
easat-8898	245	63	)	)	PUNCT
easat-8898	245	64	.	.	PUNCT
easat-8898	246	1	module	module	NOUN
easat-8898	246	2	2	2	NUM
easat-8898	246	3	:	:	PUNCT
easat-8898	246	4	computer	computer	NOUN
easat-8898	246	5	science	science	NOUN
easat-8898	246	6	course	course	NOUN
easat-8898	246	7	learning	learn	VERB
easat-8898	246	8	outcomes	outcome	NOUN
easat-8898	246	9	(	(	PUNCT
easat-8898	246	10	clos	clo	NOUN
easat-8898	246	11	):	):	PUNCT
easat-8898	246	12	this	this	DET
easat-8898	246	13	module	module	NOUN
easat-8898	246	14	,	,	PUNCT
easat-8898	246	15	centered	center	VERB
easat-8898	246	16	on	on	ADP
easat-8898	246	17	updating	update	VERB
easat-8898	246	18	courses	course	NOUN
easat-8898	246	19	for	for	ADP
easat-8898	246	20	industry	industry	NOUN
easat-8898	246	21	needs	need	NOUN
easat-8898	246	22	,	,	PUNCT
easat-8898	246	23	received	receive	VERB
easat-8898	246	24	excellent	excellent	ADJ
easat-8898	246	25	ratings	rating	NOUN
easat-8898	246	26	.	.	PUNCT
easat-8898	247	1	evaluated	evaluate	VERB
easat-8898	247	2	areas	area	NOUN
easat-8898	247	3	were	be	AUX
easat-8898	247	4	updating	update	VERB
easat-8898	247	5	courses	course	NOUN
easat-8898	247	6	(	(	PUNCT
easat-8898	247	7	mean	mean	NOUN
easat-8898	247	8	=	=	SYM
easat-8898	247	9	4.78	4.78	NUM
easat-8898	247	10	)	)	PUNCT
easat-8898	247	11	,	,	PUNCT
easat-8898	247	12	aligning	align	VERB
easat-8898	247	13	curriculum	curriculum	NOUN
easat-8898	247	14	with	with	ADP
easat-8898	247	15	software	software	NOUN
easat-8898	247	16	development	development	NOUN
easat-8898	247	17	(	(	PUNCT
easat-8898	247	18	mean	mean	NOUN
easat-8898	247	19	=	=	SYM
easat-8898	247	20	4.89	4.89	NUM
easat-8898	247	21	)	)	PUNCT
easat-8898	247	22	,	,	PUNCT
easat-8898	247	23	innovation	innovation	NOUN
easat-8898	247	24	creation	creation	NOUN
easat-8898	247	25	(	(	PUNCT
easat-8898	247	26	mean	mean	NOUN
easat-8898	247	27	=	=	SYM
easat-8898	247	28	4.78	4.78	NUM
easat-8898	247	29	)	)	PUNCT
easat-8898	247	30	,	,	PUNCT
easat-8898	247	31	new	new	ADJ
easat-8898	247	32	entrepreneurs	entrepreneur	NOUN
easat-8898	247	33	(	(	PUNCT
easat-8898	247	34	mean	mean	NOUN
easat-8898	247	35	=	=	SYM
easat-8898	247	36	4.89	4.89	NUM
easat-8898	247	37	)	)	PUNCT
easat-8898	247	38	,	,	PUNCT
easat-8898	247	39	and	and	CCONJ
easat-8898	247	40	addressing	address	VERB
easat-8898	247	41	digital	digital	ADJ
easat-8898	247	42	industry	industry	NOUN
easat-8898	247	43	needs	need	NOUN
easat-8898	247	44	(	(	PUNCT
easat-8898	247	45	mean	mean	NOUN
easat-8898	247	46	=	=	SYM
easat-8898	247	47	5.00	5.00	NUM
easat-8898	247	48	)	)	PUNCT
easat-8898	247	49	.	.	PUNCT
easat-8898	248	1	module	module	NOUN
easat-8898	248	2	3	3	NUM
easat-8898	248	3	:	:	PUNCT
easat-8898	248	4	program	program	NOUN
easat-8898	248	5	learning	learn	VERB
easat-8898	248	6	outcomes	outcome	NOUN
easat-8898	248	7	(	(	PUNCT
easat-8898	248	8	plos	plos	PROPN
easat-8898	248	9	):	):	PUNCT
easat-8898	248	10	this	this	DET
easat-8898	248	11	module	module	NOUN
easat-8898	248	12	also	also	ADV
easat-8898	248	13	achieved	achieve	VERB
easat-8898	248	14	excellent	excellent	ADJ
easat-8898	248	15	ratings	rating	NOUN
easat-8898	248	16	across	across	ADP
easat-8898	248	17	all	all	DET
easat-8898	248	18	evaluated	evaluated	ADJ
easat-8898	248	19	aspects	aspect	NOUN
easat-8898	248	20	:	:	PUNCT
easat-8898	248	21	knowledge	knowledge	NOUN
easat-8898	248	22	/	/	SYM
easat-8898	248	23	skills	skill	VERB
easat-8898	248	24	analysis	analysis	NOUN
easat-8898	248	25	(	(	PUNCT
easat-8898	248	26	mean	mean	NOUN
easat-8898	248	27	=	=	SYM
easat-8898	248	28	4.89	4.89	NUM
easat-8898	248	29	)	)	PUNCT
easat-8898	248	30	,	,	PUNCT
easat-8898	248	31	soft	soft	ADJ
easat-8898	248	32	skills	skill	NOUN
easat-8898	248	33	analysis	analysis	NOUN
easat-8898	248	34	(	(	PUNCT
easat-8898	248	35	mean	mean	NOUN
easat-8898	248	36	=	=	SYM
easat-8898	248	37	4.78	4.78	NUM
easat-8898	248	38	)	)	PUNCT
easat-8898	248	39	,	,	PUNCT
easat-8898	248	40	software	software	NOUN
easat-8898	248	41	development	development	NOUN
easat-8898	248	42	application	application	NOUN
easat-8898	248	43	(	(	PUNCT
easat-8898	248	44	mean	mean	NOUN
easat-8898	248	45	=	=	SYM
easat-8898	248	46	4.89	4.89	NUM
easat-8898	248	47	)	)	PUNCT
easat-8898	248	48	,	,	PUNCT
easat-8898	248	49	lifelong	lifelong	ADJ
easat-8898	248	50	learning	learning	NOUN
easat-8898	248	51	promotion	promotion	NOUN
easat-8898	248	52	(	(	PUNCT
easat-8898	248	53	mean	mean	NOUN
easat-8898	248	54	=	=	SYM
easat-8898	248	55	4.78	4.78	NUM
easat-8898	248	56	)	)	PUNCT
easat-8898	248	57	,	,	PUNCT
easat-8898	248	58	tpqi	tpqi	NOUN
easat-8898	248	59	/	/	SYM
easat-8898	248	60	labor	labor	NOUN
easat-8898	248	61	market	market	NOUN
easat-8898	248	62	requirements	requirement	NOUN
easat-8898	248	63	(	(	PUNCT
easat-8898	248	64	mean	mean	NOUN
easat-8898	248	65	=	=	SYM
easat-8898	248	66	4.89	4.89	NUM
easat-8898	248	67	)	)	PUNCT
easat-8898	248	68	,	,	PUNCT
easat-8898	248	69	content	content	NOUN
easat-8898	248	70	planning	planning	NOUN
easat-8898	248	71	(	(	PUNCT
easat-8898	248	72	mean	mean	NOUN
easat-8898	248	73	=	=	SYM
easat-8898	248	74	4.89	4.89	NUM
easat-8898	248	75	)	)	PUNCT
easat-8898	248	76	,	,	PUNCT
easat-8898	248	77	student	student	NOUN
easat-8898	248	78	qualities	quality	NOUN
easat-8898	248	79	(	(	PUNCT
easat-8898	248	80	mean	mean	NOUN
easat-8898	248	81	=	=	SYM
easat-8898	248	82	4.89	4.89	NUM
easat-8898	248	83	)	)	PUNCT
easat-8898	248	84	,	,	PUNCT
easat-8898	248	85	course	course	NOUN
easat-8898	248	86	standards	standard	NOUN
easat-8898	248	87	alignment	alignment	NOUN
easat-8898	248	88	(	(	PUNCT
easat-8898	248	89	mean	mean	NOUN
easat-8898	248	90	=	=	SYM
easat-8898	248	91	4.89	4.89	NUM
easat-8898	248	92	)	)	PUNCT
easat-8898	248	93	,	,	PUNCT
easat-8898	248	94	plos	plos	PROPN
easat-8898	248	95	definition	definition	NOUN
easat-8898	248	96	(	(	PUNCT
easat-8898	248	97	mean	mean	NOUN
easat-8898	248	98	=	=	SYM
easat-8898	248	99	4.89	4.89	NUM
easat-8898	248	100	)	)	PUNCT
easat-8898	248	101	,	,	PUNCT
easat-8898	248	102	knowledge	knowledge	NOUN
easat-8898	248	103	/	/	SYM
easat-8898	248	104	skills	skill	NOUN
easat-8898	248	105	measurement	measurement	NOUN
easat-8898	248	106	(	(	PUNCT
easat-8898	248	107	mean	mean	NOUN
easat-8898	248	108	=	=	SYM
easat-8898	248	109	4.78	4.78	NUM
easat-8898	248	110	)	)	PUNCT
easat-8898	248	111	,	,	PUNCT
easat-8898	248	112	outcome	outcome	NOUN
easat-8898	248	113	alignment	alignment	NOUN
easat-8898	248	114	(	(	PUNCT
easat-8898	248	115	mean	mean	NOUN
easat-8898	248	116	=	=	SYM
easat-8898	248	117	4.89	4.89	NUM
easat-8898	248	118	)	)	PUNCT
easat-8898	248	119	,	,	PUNCT
easat-8898	248	120	student	student	NOUN
easat-8898	248	121	supervisor	supervisor	NOUN
easat-8898	248	122	/	/	SYM
easat-8898	248	123	professional	professional	ADJ
easat-8898	248	124	feedback	feedback	NOUN
easat-8898	248	125	(	(	PUNCT
easat-8898	248	126	mean	mean	NOUN
easat-8898	248	127	=	=	SYM
easat-8898	248	128	4.56	4.56	NUM
easat-8898	248	129	)	)	PUNCT
easat-8898	248	130	,	,	PUNCT
easat-8898	248	131	employer	employer	NOUN
easat-8898	248	132	feedback	feedback	NOUN
easat-8898	248	133	(	(	PUNCT
easat-8898	248	134	mean	mean	NOUN
easat-8898	248	135	=	=	SYM
easat-8898	248	136	4.78	4.78	NUM
easat-8898	248	137	)	)	PUNCT
easat-8898	248	138	,	,	PUNCT
easat-8898	248	139	lifelong	lifelong	ADJ
easat-8898	248	140	learning	learning	NOUN
easat-8898	248	141	promotion	promotion	NOUN
easat-8898	248	142	(	(	PUNCT
easat-8898	248	143	mean	mean	NOUN
easat-8898	248	144	=	=	SYM
easat-8898	248	145	4.89	4.89	NUM
easat-8898	248	146	)	)	PUNCT
easat-8898	248	147	,	,	PUNCT
easat-8898	248	148	curriculum	curriculum	NOUN
easat-8898	248	149	improvement	improvement	NOUN
easat-8898	248	150	(	(	PUNCT
easat-8898	248	151	mean	mean	NOUN
easat-8898	248	152	=	=	SYM
easat-8898	248	153	4.78	4.78	NUM
easat-8898	248	154	)	)	PUNCT
easat-8898	248	155	,	,	PUNCT
easat-8898	248	156	curriculum	curriculum	NOUN
easat-8898	248	157	adaptation	adaptation	NOUN
easat-8898	248	158	(	(	PUNCT
easat-8898	248	159	mean	mean	NOUN
easat-8898	248	160	=	=	SYM
easat-8898	248	161	4.67	4.67	NUM
easat-8898	248	162	)	)	PUNCT
easat-8898	248	163	,	,	PUNCT
easat-8898	248	164	and	and	CCONJ
easat-8898	248	165	plos	plos	PROPN
easat-8898	248	166	presentation	presentation	NOUN
easat-8898	248	167	(	(	PUNCT
easat-8898	248	168	mean	mean	NOUN
easat-8898	248	169	=	=	SYM
easat-8898	248	170	4.78	4.78	NUM
easat-8898	248	171	)	)	PUNCT
easat-8898	248	172	.	.	PUNCT
easat-8898	249	1	module	module	NOUN
easat-8898	249	2	4	4	NUM
easat-8898	249	3	:	:	PUNCT
easat-8898	249	4	thai	thai	ADJ
easat-8898	249	5	professional	professional	PROPN
easat-8898	249	6	qualification	qualification	PROPN
easat-8898	249	7	institute	institute	PROPN
easat-8898	249	8	(	(	PUNCT
easat-8898	249	9	tpqi	tpqi	NOUN
easat-8898	249	10	):	):	PUNCT
easat-8898	249	11	this	this	DET
easat-8898	249	12	module	module	NOUN
easat-8898	249	13	,	,	PUNCT
easat-8898	249	14	focusing	focus	VERB
easat-8898	249	15	on	on	ADP
easat-8898	249	16	tpqi	tpqi	NOUN
easat-8898	249	17	integration	integration	NOUN
easat-8898	249	18	,	,	PUNCT
easat-8898	249	19	was	be	AUX
easat-8898	249	20	rated	rate	VERB
easat-8898	249	21	excellent	excellent	ADJ
easat-8898	249	22	in	in	ADP
easat-8898	249	23	all	all	DET
easat-8898	249	24	areas	area	NOUN
easat-8898	249	25	:	:	PUNCT
easat-8898	249	26	competency	competency	NOUN
easat-8898	249	27	units	unit	NOUN
easat-8898	249	28	suitability	suitability	NOUN
easat-8898	249	29	(	(	PUNCT
easat-8898	249	30	mean	mean	NOUN
easat-8898	249	31	=	=	SYM
easat-8898	249	32	5.00	5.00	NUM
easat-8898	249	33	)	)	PUNCT
easat-8898	249	34	,	,	PUNCT
easat-8898	249	35	digital	digital	ADJ
easat-8898	249	36	industry	industry	NOUN
easat-8898	249	37	professions	profession	NOUN
easat-8898	249	38	(	(	PUNCT
easat-8898	249	39	mean	mean	NOUN
easat-8898	249	40	=	=	SYM
easat-8898	249	41	4.89	4.89	NUM
easat-8898	249	42	)	)	PUNCT
easat-8898	249	43	,	,	PUNCT
easat-8898	249	44	and	and	CCONJ
easat-8898	249	45	data	datum	NOUN
easat-8898	249	46	for	for	ADP
easat-8898	249	47	curriculum	curriculum	NOUN
easat-8898	249	48	improvement	improvement	NOUN
easat-8898	249	49	(	(	PUNCT
easat-8898	249	50	mean	mean	NOUN
easat-8898	249	51	=	=	NUM
easat-8898	249	52	5.00	5.00	NUM
easat-8898	249	53	)	)	PUNCT
easat-8898	249	54	.	.	PUNCT
easat-8898	250	1	overall	overall	ADJ
easat-8898	250	2	results	result	NOUN
easat-8898	250	3	indicate	indicate	VERB
easat-8898	250	4	that	that	SCONJ
easat-8898	250	5	the	the	DET
easat-8898	250	6	model	model	NOUN
easat-8898	250	7	,	,	PUNCT
easat-8898	250	8	which	which	PRON
easat-8898	250	9	integrates	integrate	VERB
easat-8898	250	10	curriculum	curriculum	NOUN
easat-8898	250	11	development	development	NOUN
easat-8898	250	12	,	,	PUNCT
easat-8898	250	13	industry	industry	NOUN
easat-8898	250	14	needs	need	NOUN
easat-8898	250	15	,	,	PUNCT
easat-8898	250	16	and	and	CCONJ
easat-8898	250	17	professional	professional	ADJ
easat-8898	250	18	standards	standard	NOUN
easat-8898	250	19	,	,	PUNCT
easat-8898	250	20	has	have	AUX
easat-8898	250	21	been	be	AUX
easat-8898	250	22	assessed	assess	VERB
easat-8898	250	23	as	as	ADP
easat-8898	250	24	excellent	excellent	ADJ
easat-8898	250	25	in	in	ADP
easat-8898	250	26	all	all	DET
easat-8898	250	27	key	key	ADJ
easat-8898	250	28	areas	area	NOUN
easat-8898	250	29	.	.	PUNCT
easat-8898	251	1	4.7	4.7	NUM
easat-8898	251	2	.	.	PUNCT
easat-8898	251	3	predictive	predictive	ADJ
easat-8898	251	4	evaluation	evaluation	NOUN
easat-8898	251	5	of	of	ADP
easat-8898	251	6	the	the	DET
easat-8898	251	7	career	career	NOUN
easat-8898	251	8	decision	decision	NOUN
easat-8898	251	9	support	support	NOUN
easat-8898	251	10	system	system	NOUN
easat-8898	251	11	the	the	DET
easat-8898	251	12	evaluation	evaluation	NOUN
easat-8898	251	13	of	of	ADP
easat-8898	251	14	prediction	prediction	NOUN
easat-8898	251	15	accuracy	accuracy	NOUN
easat-8898	251	16	aims	aim	VERB
easat-8898	251	17	to	to	PART
easat-8898	251	18	determine	determine	VERB
easat-8898	251	19	the	the	DET
easat-8898	251	20	effectiveness	effectiveness	NOUN
easat-8898	251	21	of	of	ADP
easat-8898	251	22	the	the	DET
easat-8898	251	23	developed	develop	VERB
easat-8898	251	24	deep	deep	ADJ
easat-8898	251	25	learning	learning	NOUN
easat-8898	251	26	-	-	PUNCT
easat-8898	251	27	based	base	VERB
easat-8898	251	28	system	system	NOUN
easat-8898	251	29	in	in	ADP
easat-8898	251	30	recommending	recommend	VERB
easat-8898	251	31	suitable	suitable	ADJ
easat-8898	251	32	career	career	NOUN
easat-8898	251	33	paths	path	NOUN
easat-8898	251	34	for	for	ADP
easat-8898	251	35	students	student	NOUN
easat-8898	251	36	based	base	VERB
easat-8898	251	37	on	on	ADP
easat-8898	251	38	their	their	PRON
easat-8898	251	39	academic	academic	ADJ
easat-8898	251	40	learning	learning	NOUN
easat-8898	251	41	outcomes	outcome	NOUN
easat-8898	251	42	.	.	PUNCT
easat-8898	252	1	the	the	DET
easat-8898	252	2	evaluation	evaluation	NOUN
easat-8898	252	3	process	process	NOUN
easat-8898	252	4	is	be	AUX
easat-8898	252	5	structured	structure	VERB
easat-8898	252	6	into	into	ADP
easat-8898	252	7	four	four	NUM
easat-8898	252	8	main	main	ADJ
easat-8898	252	9	components	component	NOUN
easat-8898	252	10	:	:	PUNCT
easat-8898	252	11	data	datum	NOUN
easat-8898	252	12	preparation	preparation	NOUN
easat-8898	252	13	,	,	PUNCT
easat-8898	252	14	accuracy	accuracy	NOUN
easat-8898	252	15	measurement	measurement	NOUN
easat-8898	252	16	,	,	PUNCT
easat-8898	252	17	algorithm	algorithm	PROPN
easat-8898	252	18	comparison	comparison	NOUN
easat-8898	252	19	,	,	PUNCT
easat-8898	252	20	and	and	CCONJ
easat-8898	252	21	pilot	pilot	NOUN
easat-8898	252	22	testing	testing	NOUN
easat-8898	252	23	with	with	ADP
easat-8898	252	24	a	a	DET
easat-8898	252	25	sample	sample	NOUN
easat-8898	252	26	group	group	NOUN
easat-8898	252	27	.	.	PUNCT
easat-8898	253	1	the	the	DET
easat-8898	253	2	detailed	detailed	ADJ
easat-8898	253	3	methodology	methodology	NOUN
easat-8898	253	4	is	be	AUX
easat-8898	253	5	as	as	SCONJ
easat-8898	253	6	follows	follow	VERB
easat-8898	253	7	.	.	PUNCT
easat-8898	254	1	4.7.1	4.7.1	X
easat-8898	254	2	.	.	PUNCT
easat-8898	254	3	data	datum	NOUN
easat-8898	254	4	preparation	preparation	NOUN
easat-8898	254	5	and	and	CCONJ
easat-8898	254	6	input	input	NOUN
easat-8898	254	7	modeling	modeling	NOUN
easat-8898	254	8	to	to	PART
easat-8898	254	9	create	create	VERB
easat-8898	254	10	an	an	DET
easat-8898	254	11	effective	effective	ADJ
easat-8898	254	12	predictive	predictive	ADJ
easat-8898	254	13	model	model	NOUN
easat-8898	254	14	,	,	PUNCT
easat-8898	254	15	the	the	DET
easat-8898	254	16	researcher	researcher	NOUN
easat-8898	254	17	collected	collect	VERB
easat-8898	254	18	statistical	statistical	ADJ
easat-8898	254	19	data	datum	NOUN
easat-8898	254	20	on	on	ADP
easat-8898	254	21	200	200	NUM
easat-8898	254	22	computer	computer	NOUN
easat-8898	254	23	science	science	NOUN
easat-8898	254	24	graduates	graduate	NOUN
easat-8898	254	25	.	.	PUNCT
easat-8898	255	1	the	the	DET
easat-8898	255	2	data	datum	NOUN
easat-8898	255	3	included	include	VERB
easat-8898	255	4	:	:	PUNCT
easat-8898	255	5	learning	learn	VERB
easat-8898	255	6	outcomes	outcome	NOUN
easat-8898	255	7	(	(	PUNCT
easat-8898	255	8	program	program	NOUN
easat-8898	255	9	learning	learn	VERB
easat-8898	255	10	outcomes	outcome	NOUN
easat-8898	255	11	plos	plo	NOUN
easat-8898	255	12	)	)	PUNCT
easat-8898	255	13	course	course	NOUN
easat-8898	255	14	completion	completion	NOUN
easat-8898	255	15	records	record	NOUN
easat-8898	255	16	and	and	CCONJ
easat-8898	255	17	corresponding	corresponding	ADJ
easat-8898	255	18	grades	grade	NOUN
easat-8898	255	19	1291	1291	NUM
easat-8898	255	20	edelweiss	edelweiss	PROPN
easat-8898	255	21	applied	apply	VERB
easat-8898	255	22	science	science	NOUN
easat-8898	255	23	and	and	CCONJ
easat-8898	255	24	technology	technology	NOUN
easat-8898	255	25	issn	issn	PROPN
easat-8898	255	26	:	:	PUNCT
easat-8898	255	27	2576	2576	NUM
easat-8898	255	28	-	-	SYM
easat-8898	255	29	8484	8484	NUM
easat-8898	255	30	vol	vol	NOUN
easat-8898	255	31	.	.	PROPN
easat-8898	256	1	9	9	NUM
easat-8898	256	2	,	,	PUNCT
easat-8898	256	3	no	no	INTJ
easat-8898	256	4	.	.	NOUN
easat-8898	256	5	7	7	NUM
easat-8898	256	6	:	:	SYM
easat-8898	256	7	1278	1278	NUM
easat-8898	256	8	-	-	SYM
easat-8898	256	9	1298	1298	NUM
easat-8898	256	10	,	,	PUNCT
easat-8898	256	11	2025	2025	NUM
easat-8898	256	12	doi	doi	NOUN
easat-8898	256	13	:	:	PUNCT
easat-8898	256	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	256	15	©	©	PROPN
easat-8898	256	16	2025	2025	NUM
easat-8898	256	17	by	by	ADP
easat-8898	256	18	the	the	DET
easat-8898	256	19	authors	author	NOUN
easat-8898	256	20	;	;	PUNCT
easat-8898	256	21	licensee	licensee	PROPN
easat-8898	256	22	learning	learn	VERB
easat-8898	256	23	gate	gate	PROPN
easat-8898	256	24	employment	employment	NOUN
easat-8898	256	25	outcomes	outcome	NOUN
easat-8898	256	26	such	such	ADJ
easat-8898	256	27	as	as	ADP
easat-8898	256	28	current	current	ADJ
easat-8898	256	29	job	job	NOUN
easat-8898	256	30	positions	position	NOUN
easat-8898	256	31	,	,	PUNCT
easat-8898	256	32	transitions	transition	NOUN
easat-8898	256	33	between	between	ADP
easat-8898	256	34	jobs	job	NOUN
easat-8898	256	35	,	,	PUNCT
easat-8898	256	36	and	and	CCONJ
easat-8898	256	37	job	job	NOUN
easat-8898	256	38	changes	change	NOUN
easat-8898	256	39	postgraduation	postgraduation	NOUN
easat-8898	256	40	each	each	DET
easat-8898	256	41	course	course	NOUN
easat-8898	256	42	in	in	ADP
easat-8898	256	43	the	the	DET
easat-8898	256	44	curriculum	curriculum	NOUN
easat-8898	256	45	was	be	AUX
easat-8898	256	46	mapped	map	VERB
easat-8898	256	47	to	to	ADP
easat-8898	256	48	digital	digital	ADJ
easat-8898	256	49	industry	industry	NOUN
easat-8898	256	50	professional	professional	ADJ
easat-8898	256	51	competencies	competency	NOUN
easat-8898	256	52	under	under	ADP
easat-8898	256	53	the	the	DET
easat-8898	256	54	software	software	NOUN
easat-8898	256	55	and	and	CCONJ
easat-8898	256	56	application	application	NOUN
easat-8898	256	57	domain	domain	NOUN
easat-8898	256	58	according	accord	VERB
easat-8898	256	59	to	to	ADP
easat-8898	256	60	the	the	DET
easat-8898	256	61	thai	thai	ADJ
easat-8898	256	62	professional	professional	PROPN
easat-8898	256	63	qualification	qualification	PROPN
easat-8898	256	64	institute	institute	PROPN
easat-8898	256	65	(	(	PUNCT
easat-8898	256	66	tpqi	tpqi	NOUN
easat-8898	256	67	)	)	PUNCT
easat-8898	256	68	standards	standard	NOUN
easat-8898	256	69	.	.	PUNCT
easat-8898	257	1	these	these	DET
easat-8898	257	2	mappings	mapping	NOUN
easat-8898	257	3	enabled	enable	VERB
easat-8898	257	4	a	a	DET
easat-8898	257	5	classification	classification	NOUN
easat-8898	257	6	of	of	ADP
easat-8898	257	7	students	student	NOUN
easat-8898	257	8	’	'	PUNCT
easat-8898	257	9	academic	academic	ADJ
easat-8898	257	10	profiles	profile	NOUN
easat-8898	257	11	in	in	ADP
easat-8898	257	12	alignment	alignment	NOUN
easat-8898	257	13	with	with	ADP
easat-8898	257	14	relevant	relevant	ADJ
easat-8898	257	15	digital	digital	ADJ
easat-8898	257	16	occupations	occupation	NOUN
easat-8898	257	17	.	.	PUNCT
easat-8898	258	1	the	the	DET
easat-8898	258	2	system	system	NOUN
easat-8898	258	3	input	input	NOUN
easat-8898	258	4	comprised	comprise	VERB
easat-8898	258	5	the	the	DET
easat-8898	258	6	following	following	NOUN
easat-8898	258	7	:	:	PUNCT
easat-8898	258	8	learning	learn	VERB
easat-8898	258	9	outcomes	outcome	NOUN
easat-8898	258	10	from	from	ADP
easat-8898	258	11	the	the	DET
easat-8898	258	12	cs	cs	PROPN
easat-8898	258	13	curriculum	curriculum	PROPN
easat-8898	258	14	competency	competency	NOUN
easat-8898	258	15	mapping	mapping	NOUN
easat-8898	258	16	results	result	NOUN
easat-8898	258	17	from	from	ADP
easat-8898	258	18	tpqi	tpqi	NOUN
easat-8898	258	19	industry	industry	NOUN
easat-8898	258	20	demand	demand	NOUN
easat-8898	258	21	data	datum	NOUN
easat-8898	258	22	obtained	obtain	VERB
easat-8898	258	23	through	through	ADP
easat-8898	258	24	employer	employer	NOUN
easat-8898	258	25	surveys	survey	NOUN
easat-8898	258	26	and	and	CCONJ
easat-8898	258	27	in	in	ADP
easat-8898	258	28	-	-	PUNCT
easat-8898	258	29	depth	depth	NOUN
easat-8898	258	30	interviews	interview	NOUN
easat-8898	258	31	these	these	DET
easat-8898	258	32	datasets	dataset	NOUN
easat-8898	258	33	were	be	AUX
easat-8898	258	34	processed	process	VERB
easat-8898	258	35	and	and	CCONJ
easat-8898	258	36	normalized	normalize	VERB
easat-8898	258	37	into	into	ADP
easat-8898	258	38	a	a	DET
easat-8898	258	39	machine	machine	NOUN
easat-8898	258	40	-	-	PUNCT
easat-8898	258	41	readable	readable	ADJ
easat-8898	258	42	structure	structure	NOUN
easat-8898	258	43	to	to	PART
easat-8898	258	44	serve	serve	VERB
easat-8898	258	45	as	as	ADP
easat-8898	258	46	input	input	NOUN
easat-8898	258	47	features	feature	NOUN
easat-8898	258	48	for	for	ADP
easat-8898	258	49	the	the	DET
easat-8898	258	50	deep	deep	ADJ
easat-8898	258	51	learning	learning	NOUN
easat-8898	258	52	model	model	NOUN
easat-8898	258	53	.	.	PUNCT
easat-8898	259	1	figure	figure	VERB
easat-8898	259	2	3	3	NUM
easat-8898	259	3	.	.	PUNCT
easat-8898	260	1	the	the	DET
easat-8898	260	2	proportion	proportion	NOUN
easat-8898	260	3	of	of	ADP
easat-8898	260	4	students	student	NOUN
easat-8898	260	5	associated	associate	VERB
easat-8898	260	6	with	with	ADP
easat-8898	260	7	all	all	DET
easat-8898	260	8	four	four	NUM
easat-8898	260	9	career	career	NOUN
easat-8898	260	10	paths	path	NOUN
easat-8898	260	11	.	.	PUNCT
easat-8898	261	1	4.7.2	4.7.2	NUM
easat-8898	261	2	.	.	PUNCT
easat-8898	261	3	accuracy	accuracy	NOUN
easat-8898	261	4	measurement	measurement	NOUN
easat-8898	261	5	using	use	VERB
easat-8898	261	6	performance	performance	NOUN
easat-8898	261	7	metrics	metric	NOUN
easat-8898	261	8	the	the	DET
easat-8898	261	9	model	model	NOUN
easat-8898	261	10	's	's	PART
easat-8898	261	11	effectiveness	effectiveness	NOUN
easat-8898	261	12	was	be	AUX
easat-8898	261	13	evaluated	evaluate	VERB
easat-8898	261	14	using	use	VERB
easat-8898	261	15	standard	standard	ADJ
easat-8898	261	16	predictive	predictive	ADJ
easat-8898	261	17	performance	performance	NOUN
easat-8898	261	18	metrics	metric	NOUN
easat-8898	261	19	,	,	PUNCT
easat-8898	261	20	including	include	VERB
easat-8898	261	21	.	.	PUNCT
easat-8898	262	1	precision	precision	NOUN
easat-8898	262	2	:	:	PUNCT
easat-8898	262	3	the	the	DET
easat-8898	262	4	proportion	proportion	NOUN
easat-8898	262	5	of	of	ADP
easat-8898	262	6	correct	correct	ADJ
easat-8898	262	7	positive	positive	ADJ
easat-8898	262	8	predictions	prediction	NOUN
easat-8898	262	9	recall	recall	NOUN
easat-8898	262	10	:	:	PUNCT
easat-8898	262	11	the	the	DET
easat-8898	262	12	proportion	proportion	NOUN
easat-8898	262	13	of	of	ADP
easat-8898	262	14	actual	actual	ADJ
easat-8898	262	15	positives	positive	NOUN
easat-8898	262	16	correctly	correctly	ADV
easat-8898	262	17	identified	identify	VERB
easat-8898	262	18	f1	f1	NOUN
easat-8898	262	19	-	-	PUNCT
easat-8898	262	20	score	score	NOUN
easat-8898	262	21	:	:	PUNCT
easat-8898	262	22	harmonic	harmonic	ADJ
easat-8898	262	23	mean	mean	NOUN
easat-8898	262	24	of	of	ADP
easat-8898	262	25	precision	precision	NOUN
easat-8898	262	26	and	and	CCONJ
easat-8898	262	27	recall	recall	PROPN
easat-8898	262	28	accuracy	accuracy	NOUN
easat-8898	262	29	:	:	PUNCT
easat-8898	262	30	the	the	DET
easat-8898	262	31	proportion	proportion	NOUN
easat-8898	262	32	of	of	ADP
easat-8898	262	33	total	total	ADJ
easat-8898	262	34	correct	correct	ADJ
easat-8898	262	35	predictions	prediction	NOUN
easat-8898	262	36	confusion	confusion	NOUN
easat-8898	262	37	matrix	matrix	NOUN
easat-8898	262	38	:	:	PUNCT
easat-8898	262	39	used	use	VERB
easat-8898	262	40	to	to	PART
easat-8898	262	41	present	present	VERB
easat-8898	262	42	true	true	ADJ
easat-8898	262	43	positives	positive	NOUN
easat-8898	262	44	(	(	PUNCT
easat-8898	262	45	tp	tp	NOUN
easat-8898	262	46	)	)	PUNCT
easat-8898	262	47	,	,	PUNCT
easat-8898	262	48	false	false	ADJ
easat-8898	262	49	positives	positive	NOUN
easat-8898	262	50	(	(	PUNCT
easat-8898	262	51	fp	fp	NOUN
easat-8898	262	52	)	)	PUNCT
easat-8898	262	53	,	,	PUNCT
easat-8898	262	54	true	true	ADJ
easat-8898	262	55	negatives	negative	NOUN
easat-8898	262	56	(	(	PUNCT
easat-8898	262	57	tn	tn	NOUN
easat-8898	262	58	)	)	PUNCT
easat-8898	262	59	,	,	PUNCT
easat-8898	262	60	and	and	CCONJ
easat-8898	262	61	false	false	ADJ
easat-8898	262	62	negatives	negative	NOUN
easat-8898	262	63	(	(	PUNCT
easat-8898	262	64	fn	fn	NOUN
easat-8898	262	65	)	)	PUNCT
easat-8898	262	66	these	these	DET
easat-8898	262	67	metrics	metric	NOUN
easat-8898	262	68	allowed	allow	VERB
easat-8898	262	69	for	for	ADP
easat-8898	262	70	a	a	DET
easat-8898	262	71	nuanced	nuanced	ADJ
easat-8898	262	72	understanding	understanding	NOUN
easat-8898	262	73	of	of	ADP
easat-8898	262	74	the	the	DET
easat-8898	262	75	model	model	NOUN
easat-8898	262	76	’s	’s	PART
easat-8898	262	77	ability	ability	NOUN
easat-8898	262	78	to	to	PART
easat-8898	262	79	generalize	generalize	VERB
easat-8898	262	80	across	across	ADP
easat-8898	262	81	different	different	ADJ
easat-8898	262	82	student	student	NOUN
easat-8898	262	83	profiles	profile	NOUN
easat-8898	262	84	.	.	PUNCT
easat-8898	263	1	model	model	NOUN
easat-8898	263	2	architecture	architecture	NOUN
easat-8898	263	3	and	and	CCONJ
easat-8898	263	4	comparative	comparative	ADJ
easat-8898	263	5	performance	performance	NOUN
easat-8898	263	6	analysis	analysis	NOUN
easat-8898	263	7	to	to	PART
easat-8898	263	8	implement	implement	VERB
easat-8898	263	9	the	the	DET
easat-8898	263	10	career	career	NOUN
easat-8898	263	11	prediction	prediction	NOUN
easat-8898	263	12	task	task	NOUN
easat-8898	263	13	,	,	PUNCT
easat-8898	263	14	the	the	DET
easat-8898	263	15	study	study	NOUN
easat-8898	263	16	utilized	utilize	VERB
easat-8898	263	17	multiple	multiple	ADJ
easat-8898	263	18	machine	machine	NOUN
easat-8898	263	19	learning	learning	NOUN
easat-8898	263	20	models	model	NOUN
easat-8898	263	21	with	with	ADP
easat-8898	263	22	emphasis	emphasis	NOUN
easat-8898	263	23	on	on	ADP
easat-8898	263	24	deep	deep	ADJ
easat-8898	263	25	learning	learning	NOUN
easat-8898	263	26	techniques	technique	NOUN
easat-8898	263	27	.	.	PUNCT
easat-8898	264	1	the	the	DET
easat-8898	264	2	following	follow	VERB
easat-8898	264	3	outlines	outline	VERB
easat-8898	264	4	the	the	DET
easat-8898	264	5	architectural	architectural	ADJ
easat-8898	264	6	choices	choice	NOUN
easat-8898	264	7	,	,	PUNCT
easat-8898	264	8	implementation	implementation	NOUN
easat-8898	264	9	details	detail	NOUN
easat-8898	264	10	,	,	PUNCT
easat-8898	264	11	and	and	CCONJ
easat-8898	264	12	comparative	comparative	ADJ
easat-8898	264	13	evaluation	evaluation	NOUN
easat-8898	264	14	:	:	PUNCT
easat-8898	264	15	a.	a.	NOUN
easat-8898	264	16	multi	multi	ADJ
easat-8898	264	17	-	-	ADJ
easat-8898	264	18	layer	layer	ADJ
easat-8898	264	19	perceptron	perceptron	NOUN
easat-8898	264	20	(	(	PUNCT
easat-8898	264	21	mlp	mlp	PROPN
easat-8898	264	22	)	)	PUNCT
easat-8898	264	23	with	with	ADP
easat-8898	264	24	tensorflow	tensorflow	NOUN
easat-8898	264	25	a	a	DET
easat-8898	264	26	deep	deep	ADJ
easat-8898	264	27	neural	neural	ADJ
easat-8898	264	28	network	network	NOUN
easat-8898	264	29	(	(	PUNCT
easat-8898	264	30	dnn	dnn	PROPN
easat-8898	264	31	)	)	PUNCT
easat-8898	264	32	was	be	AUX
easat-8898	264	33	constructed	construct	VERB
easat-8898	264	34	using	use	VERB
easat-8898	264	35	a	a	DET
easat-8898	264	36	multi	multi	ADJ
easat-8898	264	37	-	-	ADJ
easat-8898	264	38	layer	layer	ADJ
easat-8898	264	39	perceptron	perceptron	NOUN
easat-8898	264	40	(	(	PUNCT
easat-8898	264	41	mlp	mlp	NOUN
easat-8898	264	42	)	)	PUNCT
easat-8898	264	43	architecture	architecture	NOUN
easat-8898	264	44	implemented	implement	VERB
easat-8898	264	45	in	in	ADP
easat-8898	264	46	tensorflow	tensorflow	NOUN
easat-8898	264	47	.	.	PUNCT
easat-8898	265	1	the	the	DET
easat-8898	265	2	key	key	ADJ
easat-8898	265	3	components	component	NOUN
easat-8898	265	4	of	of	ADP
easat-8898	265	5	the	the	DET
easat-8898	265	6	model	model	NOUN
easat-8898	265	7	include	include	VERB
easat-8898	265	8	:	:	PUNCT
easat-8898	265	9	two	two	NUM
easat-8898	265	10	hidden	hidden	ADJ
easat-8898	265	11	layers	layer	NOUN
easat-8898	265	12	:	:	PUNCT
easat-8898	265	13	each	each	PRON
easat-8898	265	14	fully	fully	ADV
easat-8898	265	15	connected	connect	VERB
easat-8898	265	16	and	and	CCONJ
easat-8898	265	17	followed	follow	VERB
easat-8898	265	18	by	by	ADP
easat-8898	265	19	relu	relu	NOUN
easat-8898	265	20	activation	activation	NOUN
easat-8898	265	21	1292	1292	NUM
easat-8898	265	22	edelweiss	edelweiss	PROPN
easat-8898	265	23	applied	apply	VERB
easat-8898	265	24	science	science	NOUN
easat-8898	265	25	and	and	CCONJ
easat-8898	265	26	technology	technology	NOUN
easat-8898	265	27	issn	issn	PROPN
easat-8898	265	28	:	:	PUNCT
easat-8898	265	29	2576	2576	NUM
easat-8898	265	30	-	-	SYM
easat-8898	265	31	8484	8484	NUM
easat-8898	265	32	vol	vol	NOUN
easat-8898	265	33	.	.	PROPN
easat-8898	265	34	9	9	NUM
easat-8898	265	35	,	,	PUNCT
easat-8898	265	36	no	no	INTJ
easat-8898	265	37	.	.	NOUN
easat-8898	265	38	7	7	NUM
easat-8898	265	39	:	:	SYM
easat-8898	265	40	1278	1278	NUM
easat-8898	265	41	-	-	SYM
easat-8898	265	42	1298	1298	NUM
easat-8898	265	43	,	,	PUNCT
easat-8898	265	44	2025	2025	NUM
easat-8898	265	45	doi	doi	NOUN
easat-8898	265	46	:	:	PUNCT
easat-8898	265	47	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	265	48	©	©	PROPN
easat-8898	265	49	2025	2025	NUM
easat-8898	265	50	by	by	ADP
easat-8898	265	51	the	the	DET
easat-8898	265	52	authors	author	NOUN
easat-8898	265	53	;	;	PUNCT
easat-8898	265	54	licensee	licensee	PROPN
easat-8898	265	55	learning	learning	NOUN
easat-8898	265	56	gate	gate	PROPN
easat-8898	265	57	dropout	dropout	NOUN
easat-8898	265	58	layers	layer	NOUN
easat-8898	265	59	:	:	PUNCT
easat-8898	265	60	applied	apply	VERB
easat-8898	265	61	after	after	ADP
easat-8898	265	62	each	each	DET
easat-8898	265	63	hidden	hide	VERB
easat-8898	265	64	layer	layer	NOUN
easat-8898	265	65	to	to	PART
easat-8898	265	66	prevent	prevent	VERB
easat-8898	265	67	overfitting	overfitting	NOUN
easat-8898	265	68	(	(	PUNCT
easat-8898	265	69	with	with	ADP
easat-8898	265	70	dropout	dropout	NOUN
easat-8898	265	71	rate	rate	NOUN
easat-8898	265	72	of	of	ADP
easat-8898	265	73	0.3	0.3	NUM
easat-8898	265	74	)	)	PUNCT
easat-8898	265	75	output	output	NOUN
easat-8898	265	76	layer	layer	NOUN
easat-8898	265	77	:	:	PUNCT
easat-8898	265	78	a	a	DET
easat-8898	265	79	softmax	softmax	NOUN
easat-8898	265	80	activation	activation	NOUN
easat-8898	265	81	was	be	AUX
easat-8898	265	82	used	use	VERB
easat-8898	265	83	to	to	PART
easat-8898	265	84	handle	handle	VERB
easat-8898	265	85	multi	multi	ADJ
easat-8898	265	86	-	-	ADJ
easat-8898	265	87	class	class	ADJ
easat-8898	265	88	classification	classification	NOUN
easat-8898	265	89	,	,	PUNCT
easat-8898	265	90	mapping	map	VERB
easat-8898	265	91	students	student	NOUN
easat-8898	265	92	to	to	PART
easat-8898	265	93	target	target	VERB
easat-8898	265	94	careers	career	NOUN
easat-8898	265	95	loss	loss	NOUN
easat-8898	265	96	function	function	NOUN
easat-8898	265	97	:	:	PUNCT
easat-8898	265	98	categorical	categorical	ADJ
easat-8898	265	99	cross	cross	ADJ
easat-8898	265	100	-	-	ADJ
easat-8898	265	101	entropy	entropy	ADJ
easat-8898	265	102	optimizer	optimizer	NOUN
easat-8898	265	103	:	:	PUNCT
easat-8898	265	104	adam	adam	PROPN
easat-8898	265	105	optimizer	optimizer	NOUN
easat-8898	265	106	evaluation	evaluation	NOUN
easat-8898	265	107	metrics	metric	NOUN
easat-8898	265	108	:	:	PUNCT
easat-8898	265	109	accuracy	accuracy	NOUN
easat-8898	265	110	,	,	PUNCT
easat-8898	265	111	precision	precision	NOUN
easat-8898	265	112	,	,	PUNCT
easat-8898	265	113	recall	recall	NOUN
easat-8898	265	114	,	,	PUNCT
easat-8898	265	115	and	and	CCONJ
easat-8898	265	116	f1	f1	NOUN
easat-8898	265	117	-	-	PUNCT
easat-8898	265	118	score	score	NOUN
easat-8898	265	119	,	,	PUNCT
easat-8898	265	120	with	with	ADP
easat-8898	265	121	detailed	detailed	ADJ
easat-8898	265	122	reporting	reporting	NOUN
easat-8898	265	123	through	through	ADP
easat-8898	265	124	confusion	confusion	NOUN
easat-8898	265	125	matrix	matrix	NOUN
easat-8898	265	126	and	and	CCONJ
easat-8898	265	127	classification	classification	NOUN
easat-8898	265	128	report	report	NOUN
easat-8898	265	129	the	the	DET
easat-8898	265	130	model	model	NOUN
easat-8898	265	131	was	be	AUX
easat-8898	265	132	trained	train	VERB
easat-8898	265	133	and	and	CCONJ
easat-8898	265	134	evaluated	evaluate	VERB
easat-8898	265	135	using	use	VERB
easat-8898	265	136	stratified	stratified	ADJ
easat-8898	265	137	train	train	NOUN
easat-8898	265	138	-	-	PUNCT
easat-8898	265	139	test	test	NOUN
easat-8898	265	140	splitting	splitting	NOUN
easat-8898	265	141	,	,	PUNCT
easat-8898	265	142	and	and	CCONJ
easat-8898	265	143	performance	performance	NOUN
easat-8898	265	144	was	be	AUX
easat-8898	265	145	benchmarked	benchmarke	VERB
easat-8898	265	146	against	against	ADP
easat-8898	265	147	other	other	ADJ
easat-8898	265	148	classical	classical	ADJ
easat-8898	265	149	machine	machine	NOUN
easat-8898	265	150	learning	learn	VERB
easat-8898	265	151	algorithms	algorithm	NOUN
easat-8898	265	152	.	.	PUNCT
easat-8898	266	1	b.	b.	PROPN
easat-8898	266	2	comparative	comparative	ADJ
easat-8898	266	3	model	model	NOUN
easat-8898	266	4	performance	performance	NOUN
easat-8898	266	5	evaluation	evaluation	NOUN
easat-8898	266	6	three	three	NUM
easat-8898	266	7	models	model	NOUN
easat-8898	266	8	were	be	AUX
easat-8898	266	9	evaluated	evaluate	VERB
easat-8898	266	10	based	base	VERB
easat-8898	266	11	on	on	ADP
easat-8898	266	12	identical	identical	ADJ
easat-8898	266	13	datasets	dataset	NOUN
easat-8898	266	14	derived	derive	VERB
easat-8898	266	15	from	from	ADP
easat-8898	266	16	students	student	NOUN
easat-8898	266	17	'	'	PART
easat-8898	266	18	plos	plo	NOUN
easat-8898	266	19	and	and	CCONJ
easat-8898	266	20	corresponding	correspond	VERB
easat-8898	266	21	career	career	NOUN
easat-8898	266	22	labels	label	NOUN
easat-8898	266	23	:	:	PUNCT
easat-8898	266	24	deep	deep	ADJ
easat-8898	266	25	neural	neural	ADJ
easat-8898	266	26	network	network	NOUN
easat-8898	266	27	(	(	PUNCT
easat-8898	266	28	mlp	mlp	NOUN
easat-8898	266	29	-	-	PUNCT
easat-8898	266	30	based	base	VERB
easat-8898	266	31	)	)	PUNCT
easat-8898	266	32	random	random	ADJ
easat-8898	266	33	forest	forest	NOUN
easat-8898	266	34	classifier	classifier	NOUN
easat-8898	266	35	xgboost	xgboost	PROPN
easat-8898	267	1	classifier	classifier	VERB
easat-8898	267	2	each	each	DET
easat-8898	267	3	model	model	NOUN
easat-8898	267	4	was	be	AUX
easat-8898	267	5	trained	train	VERB
easat-8898	267	6	using	use	VERB
easat-8898	267	7	the	the	DET
easat-8898	267	8	same	same	ADJ
easat-8898	267	9	feature	feature	NOUN
easat-8898	267	10	space	space	NOUN
easat-8898	267	11	and	and	CCONJ
easat-8898	267	12	test	test	NOUN
easat-8898	267	13	dataset	dataset	VERB
easat-8898	267	14	to	to	PART
easat-8898	267	15	ensure	ensure	VERB
easat-8898	267	16	a	a	DET
easat-8898	267	17	fair	fair	ADJ
easat-8898	267	18	comparison	comparison	NOUN
easat-8898	267	19	.	.	PUNCT
easat-8898	268	1	the	the	DET
easat-8898	268	2	following	follow	VERB
easat-8898	268	3	summarizes	summarize	VERB
easat-8898	268	4	the	the	DET
easat-8898	268	5	results	result	NOUN
easat-8898	268	6	:	:	PUNCT
easat-8898	268	7	1	1	X
easat-8898	268	8	.	.	X
easat-8898	268	9	accuracy	accuracy	NOUN
easat-8898	268	10	comparison	comparison	NOUN
easat-8898	268	11	the	the	DET
easat-8898	268	12	xgboost	xgboost	ADV
easat-8898	268	13	and	and	CCONJ
easat-8898	268	14	random	random	ADJ
easat-8898	268	15	forest	forest	NOUN
easat-8898	268	16	models	model	NOUN
easat-8898	268	17	both	both	PRON
easat-8898	268	18	demonstrated	demonstrate	VERB
easat-8898	268	19	superior	superior	ADJ
easat-8898	268	20	accuracy	accuracy	NOUN
easat-8898	268	21	,	,	PUNCT
easat-8898	268	22	particularly	particularly	ADV
easat-8898	268	23	effective	effective	ADJ
easat-8898	268	24	on	on	ADP
easat-8898	268	25	small	small	ADJ
easat-8898	268	26	and	and	CCONJ
easat-8898	268	27	heterogeneous	heterogeneous	ADJ
easat-8898	268	28	datasets	dataset	NOUN
easat-8898	268	29	.	.	PUNCT
easat-8898	269	1	the	the	DET
easat-8898	269	2	dnn	dnn	PROPN
easat-8898	269	3	(	(	PUNCT
easat-8898	269	4	mlp	mlp	NOUN
easat-8898	269	5	)	)	PUNCT
easat-8898	269	6	performed	perform	VERB
easat-8898	269	7	reasonably	reasonably	ADV
easat-8898	269	8	but	but	CCONJ
easat-8898	269	9	was	be	AUX
easat-8898	269	10	more	more	ADV
easat-8898	269	11	sensitive	sensitive	ADJ
easat-8898	269	12	to	to	ADP
easat-8898	269	13	the	the	DET
easat-8898	269	14	quantity	quantity	NOUN
easat-8898	269	15	and	and	CCONJ
easat-8898	269	16	distribution	distribution	NOUN
easat-8898	269	17	of	of	ADP
easat-8898	269	18	data	datum	NOUN
easat-8898	269	19	.	.	PUNCT
easat-8898	270	1	a	a	DET
easat-8898	270	2	visual	visual	ADJ
easat-8898	270	3	bar	bar	NOUN
easat-8898	270	4	chart	chart	NOUN
easat-8898	270	5	was	be	AUX
easat-8898	270	6	generated	generate	VERB
easat-8898	270	7	to	to	PART
easat-8898	270	8	display	display	VERB
easat-8898	270	9	the	the	DET
easat-8898	270	10	comparative	comparative	ADJ
easat-8898	270	11	accuracy	accuracy	NOUN
easat-8898	270	12	across	across	ADP
easat-8898	270	13	all	all	DET
easat-8898	270	14	models	model	NOUN
easat-8898	270	15	(	(	PUNCT
easat-8898	270	16	figure	figure	NOUN
easat-8898	270	17	5	5	NUM
easat-8898	270	18	)	)	PUNCT
easat-8898	270	19	.	.	PUNCT
easat-8898	271	1	2	2	X
easat-8898	271	2	.	.	X
easat-8898	271	3	performance	performance	NOUN
easat-8898	271	4	of	of	ADP
easat-8898	271	5	xgboost	xgboost	PROPN
easat-8898	271	6	xgboost	xgboost	PROPN
easat-8898	271	7	achieved	achieve	VERB
easat-8898	271	8	the	the	DET
easat-8898	271	9	highest	high	ADJ
easat-8898	271	10	overall	overall	ADJ
easat-8898	271	11	precision	precision	NOUN
easat-8898	271	12	and	and	CCONJ
easat-8898	271	13	recall	recall	NOUN
easat-8898	271	14	,	,	PUNCT
easat-8898	271	15	particularly	particularly	ADV
easat-8898	271	16	excelling	excel	VERB
easat-8898	271	17	in	in	ADP
easat-8898	271	18	the	the	DET
easat-8898	271	19	classification	classification	NOUN
easat-8898	271	20	of	of	ADP
easat-8898	271	21	the	the	DET
easat-8898	271	22	software	software	NOUN
easat-8898	271	23	engineer	engineer	NOUN
easat-8898	271	24	role	role	NOUN
easat-8898	271	25	.	.	PUNCT
easat-8898	272	1	the	the	DET
easat-8898	272	2	f1	f1	NOUN
easat-8898	272	3	-	-	PUNCT
easat-8898	272	4	score	score	NOUN
easat-8898	272	5	for	for	ADP
easat-8898	272	6	software	software	NOUN
easat-8898	272	7	engineer	engineer	NOUN
easat-8898	272	8	was	be	AUX
easat-8898	272	9	highest	high	ADJ
easat-8898	272	10	among	among	ADP
easat-8898	272	11	all	all	DET
easat-8898	272	12	roles	role	NOUN
easat-8898	272	13	.	.	PUNCT
easat-8898	273	1	however	however	ADV
easat-8898	273	2	,	,	PUNCT
easat-8898	273	3	there	there	PRON
easat-8898	273	4	was	be	VERB
easat-8898	273	5	noticeable	noticeable	ADJ
easat-8898	273	6	confusion	confusion	NOUN
easat-8898	273	7	between	between	ADP
easat-8898	273	8	tester	tester	NOUN
easat-8898	273	9	and	and	CCONJ
easat-8898	273	10	system	system	NOUN
easat-8898	273	11	analyst	analyst	NOUN
easat-8898	273	12	,	,	PUNCT
easat-8898	273	13	possibly	possibly	ADV
easat-8898	273	14	due	due	ADP
easat-8898	273	15	to	to	ADP
easat-8898	273	16	overlapping	overlap	VERB
easat-8898	273	17	competency	competency	NOUN
easat-8898	273	18	patterns	pattern	NOUN
easat-8898	273	19	in	in	ADP
easat-8898	273	20	the	the	DET
easat-8898	273	21	input	input	NOUN
easat-8898	273	22	data	datum	NOUN
easat-8898	273	23	.	.	PUNCT
easat-8898	274	1	3	3	X
easat-8898	274	2	.	.	X
easat-8898	274	3	performance	performance	NOUN
easat-8898	274	4	of	of	ADP
easat-8898	274	5	random	random	ADJ
easat-8898	274	6	forest	forest	NOUN
easat-8898	274	7	random	random	ADJ
easat-8898	274	8	forest	forest	NOUN
easat-8898	274	9	showed	show	VERB
easat-8898	274	10	balanced	balanced	ADJ
easat-8898	274	11	performance	performance	NOUN
easat-8898	274	12	across	across	ADP
easat-8898	274	13	all	all	DET
easat-8898	274	14	career	career	NOUN
easat-8898	274	15	classes	class	NOUN
easat-8898	274	16	,	,	PUNCT
easat-8898	274	17	especially	especially	ADV
easat-8898	274	18	for	for	ADP
easat-8898	274	19	roles	role	NOUN
easat-8898	274	20	with	with	ADP
easat-8898	274	21	larger	large	ADJ
easat-8898	274	22	representation	representation	NOUN
easat-8898	274	23	in	in	ADP
easat-8898	274	24	the	the	DET
easat-8898	274	25	dataset	dataset	NOUN
easat-8898	274	26	.	.	PUNCT
easat-8898	275	1	its	its	PRON
easat-8898	275	2	flexibility	flexibility	NOUN
easat-8898	275	3	and	and	CCONJ
easat-8898	275	4	robustness	robustness	NOUN
easat-8898	275	5	to	to	PART
easat-8898	275	6	noise	noise	NOUN
easat-8898	275	7	made	make	VERB
easat-8898	275	8	it	it	PRON
easat-8898	275	9	suitable	suitable	ADJ
easat-8898	275	10	for	for	ADP
easat-8898	275	11	small	small	ADJ
easat-8898	275	12	to	to	PART
easat-8898	275	13	medium	medium	ADJ
easat-8898	275	14	-	-	PUNCT
easat-8898	275	15	sized	sized	ADJ
easat-8898	275	16	educational	educational	ADJ
easat-8898	275	17	datasets	dataset	NOUN
easat-8898	275	18	.	.	PUNCT
easat-8898	276	1	it	it	PRON
easat-8898	276	2	performed	perform	VERB
easat-8898	276	3	well	well	ADV
easat-8898	276	4	in	in	ADP
easat-8898	276	5	classifying	classify	VERB
easat-8898	276	6	system	system	NOUN
easat-8898	276	7	developers	developer	NOUN
easat-8898	276	8	and	and	CCONJ
easat-8898	276	9	system	system	NOUN
easat-8898	276	10	analysts	analyst	NOUN
easat-8898	276	11	accurately	accurately	ADV
easat-8898	276	12	.	.	PUNCT
easat-8898	277	1	c.	c.	NOUN
easat-8898	277	2	conclusion	conclusion	NOUN
easat-8898	277	3	from	from	ADP
easat-8898	277	4	model	model	NOUN
easat-8898	277	5	comparison	comparison	NOUN
easat-8898	277	6	the	the	DET
easat-8898	277	7	best	good	ADJ
easat-8898	277	8	overall	overall	ADJ
easat-8898	277	9	performance	performance	NOUN
easat-8898	277	10	was	be	AUX
easat-8898	277	11	achieved	achieve	VERB
easat-8898	277	12	by	by	ADP
easat-8898	277	13	xgboost	xgboost	PROPN
easat-8898	277	14	,	,	PUNCT
easat-8898	277	15	followed	follow	VERB
easat-8898	277	16	closely	closely	ADV
easat-8898	277	17	by	by	ADP
easat-8898	277	18	random	random	ADJ
easat-8898	277	19	forest	forest	NOUN
easat-8898	277	20	.	.	PUNCT
easat-8898	278	1	the	the	DET
easat-8898	278	2	mlp	mlp	NOUN
easat-8898	278	3	-	-	PUNCT
easat-8898	278	4	based	base	VERB
easat-8898	278	5	deep	deep	ADJ
easat-8898	278	6	neural	neural	ADJ
easat-8898	278	7	network	network	NOUN
easat-8898	278	8	remains	remain	VERB
easat-8898	278	9	a	a	DET
easat-8898	278	10	promising	promising	ADJ
easat-8898	278	11	model	model	NOUN
easat-8898	278	12	but	but	CCONJ
easat-8898	278	13	requires	require	VERB
easat-8898	278	14	larger	large	ADJ
easat-8898	278	15	datasets	dataset	NOUN
easat-8898	278	16	and	and	CCONJ
easat-8898	278	17	potentially	potentially	ADV
easat-8898	278	18	additional	additional	ADJ
easat-8898	278	19	features	feature	NOUN
easat-8898	278	20	such	such	ADJ
easat-8898	278	21	as	as	ADP
easat-8898	278	22	student	student	NOUN
easat-8898	278	23	behavior	behavior	NOUN
easat-8898	278	24	patterns	pattern	NOUN
easat-8898	278	25	,	,	PUNCT
easat-8898	278	26	extracurricular	extracurricular	ADJ
easat-8898	278	27	activities	activity	NOUN
easat-8898	278	28	,	,	PUNCT
easat-8898	278	29	or	or	CCONJ
easat-8898	278	30	soft	soft	ADJ
easat-8898	278	31	skills	skill	NOUN
easat-8898	278	32	to	to	PART
easat-8898	278	33	reach	reach	VERB
easat-8898	278	34	its	its	PRON
easat-8898	278	35	full	full	ADJ
easat-8898	278	36	predictive	predictive	ADJ
easat-8898	278	37	capacity	capacity	NOUN
easat-8898	278	38	.	.	PUNCT
easat-8898	279	1	the	the	DET
easat-8898	279	2	ensemble	ensemble	ADJ
easat-8898	279	3	-	-	PUNCT
easat-8898	279	4	based	base	VERB
easat-8898	279	5	models	model	NOUN
easat-8898	279	6	(	(	PUNCT
easat-8898	279	7	xgboost	xgboost	ADV
easat-8898	279	8	,	,	PUNCT
easat-8898	279	9	rf	rf	VERB
easat-8898	279	10	)	)	PUNCT
easat-8898	279	11	are	be	AUX
easat-8898	279	12	preferred	prefer	VERB
easat-8898	279	13	in	in	ADP
easat-8898	279	14	data	data	NOUN
easat-8898	279	15	-	-	PUNCT
easat-8898	279	16	limited	limit	VERB
easat-8898	279	17	scenarios	scenario	NOUN
easat-8898	279	18	,	,	PUNCT
easat-8898	279	19	while	while	SCONJ
easat-8898	279	20	deep	deep	ADJ
easat-8898	279	21	learning	learning	NOUN
easat-8898	279	22	models	model	NOUN
easat-8898	279	23	offer	offer	VERB
easat-8898	279	24	better	well	ADJ
easat-8898	279	25	scalability	scalability	NOUN
easat-8898	279	26	for	for	ADP
easat-8898	279	27	future	future	ADJ
easat-8898	279	28	expansion	expansion	NOUN
easat-8898	279	29	.	.	PUNCT
easat-8898	280	1	1293	1293	NUM
easat-8898	280	2	edelweiss	edelweiss	PROPN
easat-8898	280	3	applied	apply	VERB
easat-8898	280	4	science	science	NOUN
easat-8898	280	5	and	and	CCONJ
easat-8898	280	6	technology	technology	NOUN
easat-8898	280	7	issn	issn	PROPN
easat-8898	280	8	:	:	PUNCT
easat-8898	280	9	2576	2576	NUM
easat-8898	280	10	-	-	SYM
easat-8898	280	11	8484	8484	NUM
easat-8898	280	12	vol	vol	NOUN
easat-8898	280	13	.	.	PROPN
easat-8898	281	1	9	9	NUM
easat-8898	281	2	,	,	PUNCT
easat-8898	281	3	no	no	INTJ
easat-8898	281	4	.	.	NOUN
easat-8898	281	5	7	7	NUM
easat-8898	281	6	:	:	SYM
easat-8898	281	7	1278	1278	NUM
easat-8898	281	8	-	-	SYM
easat-8898	281	9	1298	1298	NUM
easat-8898	281	10	,	,	PUNCT
easat-8898	281	11	2025	2025	NUM
easat-8898	281	12	doi	doi	NOUN
easat-8898	281	13	:	:	PUNCT
easat-8898	281	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	281	15	©	©	PROPN
easat-8898	281	16	2025	2025	NUM
easat-8898	281	17	by	by	ADP
easat-8898	281	18	the	the	DET
easat-8898	281	19	authors	author	NOUN
easat-8898	281	20	;	;	PUNCT
easat-8898	281	21	licensee	licensee	PROPN
easat-8898	281	22	learning	learn	VERB
easat-8898	281	23	gate	gate	NOUN
easat-8898	281	24	figure	figure	NOUN
easat-8898	281	25	4	4	NUM
easat-8898	281	26	.	.	NOUN
easat-8898	281	27	comparison	comparison	NOUN
easat-8898	281	28	of	of	ADP
easat-8898	281	29	model	model	NOUN
easat-8898	281	30	accuracy	accuracy	NOUN
easat-8898	281	31	using	use	VERB
easat-8898	281	32	f1	f1	NOUN
easat-8898	281	33	-	-	PUNCT
easat-8898	281	34	score	score	NOUN
easat-8898	281	35	for	for	ADP
easat-8898	281	36	career	career	NOUN
easat-8898	281	37	and	and	CCONJ
easat-8898	281	38	competency	competency	NOUN
easat-8898	281	39	prediction	prediction	NOUN
easat-8898	281	40	.	.	PUNCT
easat-8898	282	1	4.7.3	4.7.3	X
easat-8898	282	2	.	.	PUNCT
easat-8898	282	3	comparative	comparative	ADJ
easat-8898	282	4	analysis	analysis	NOUN
easat-8898	282	5	of	of	ADP
easat-8898	282	6	prediction	prediction	NOUN
easat-8898	282	7	algorithms	algorithms	NOUN
easat-8898	282	8	model	model	NOUN
easat-8898	282	9	comparison	comparison	NOUN
easat-8898	282	10	multiple	multiple	ADJ
easat-8898	282	11	algorithms	algorithm	NOUN
easat-8898	282	12	were	be	AUX
easat-8898	282	13	tested	test	VERB
easat-8898	282	14	and	and	CCONJ
easat-8898	282	15	compared	compare	VERB
easat-8898	282	16	using	use	VERB
easat-8898	282	17	the	the	DET
easat-8898	282	18	same	same	ADJ
easat-8898	282	19	dataset	dataset	NOUN
easat-8898	282	20	to	to	PART
easat-8898	282	21	identify	identify	VERB
easat-8898	282	22	the	the	DET
easat-8898	282	23	most	most	ADV
easat-8898	282	24	accurate	accurate	ADJ
easat-8898	282	25	model	model	NOUN
easat-8898	282	26	for	for	ADP
easat-8898	282	27	the	the	DET
easat-8898	282	28	task	task	NOUN
easat-8898	282	29	.	.	PUNCT
easat-8898	283	1	these	these	PRON
easat-8898	283	2	included	include	VERB
easat-8898	283	3	:	:	PUNCT
easat-8898	283	4	deep	deep	ADJ
easat-8898	283	5	neural	neural	ADJ
easat-8898	283	6	networks	network	NOUN
easat-8898	283	7	(	(	PUNCT
easat-8898	283	8	dnn	dnn	PROPN
easat-8898	283	9	)	)	PUNCT
easat-8898	283	10	with	with	ADP
easat-8898	283	11	recurrent	recurrent	ADJ
easat-8898	283	12	neural	neural	ADJ
easat-8898	283	13	networks	network	NOUN
easat-8898	283	14	(	(	PUNCT
easat-8898	283	15	rnn	rnn	PROPN
easat-8898	283	16	)	)	PUNCT
easat-8898	283	17	architecture	architecture	NOUN
easat-8898	283	18	random	random	ADJ
easat-8898	283	19	forest	forest	NOUN
easat-8898	283	20	classifier	classifier	NOUN
easat-8898	283	21	xgboost	xgboost	PROPN
easat-8898	283	22	classifier	classifier	VERB
easat-8898	283	23	each	each	DET
easat-8898	283	24	model	model	NOUN
easat-8898	283	25	was	be	AUX
easat-8898	283	26	trained	train	VERB
easat-8898	283	27	using	use	VERB
easat-8898	283	28	the	the	DET
easat-8898	283	29	same	same	ADJ
easat-8898	283	30	set	set	NOUN
easat-8898	283	31	of	of	ADP
easat-8898	283	32	1,000	1,000	NUM
easat-8898	283	33	plo	plo	PROPN
easat-8898	283	34	-	-	PUNCT
easat-8898	283	35	based	base	VERB
easat-8898	283	36	training	training	NOUN
easat-8898	283	37	records	record	NOUN
easat-8898	283	38	.	.	PUNCT
easat-8898	284	1	the	the	DET
easat-8898	284	2	evaluation	evaluation	NOUN
easat-8898	284	3	used	use	VERB
easat-8898	284	4	a	a	DET
easat-8898	284	5	separate	separate	ADJ
easat-8898	284	6	testing	testing	NOUN
easat-8898	284	7	dataset	dataset	NOUN
easat-8898	284	8	of	of	ADP
easat-8898	284	9	500	500	NUM
easat-8898	284	10	records	record	NOUN
easat-8898	284	11	from	from	ADP
easat-8898	284	12	current	current	ADJ
easat-8898	284	13	cs	cs	ADJ
easat-8898	284	14	students	student	NOUN
easat-8898	284	15	.	.	PUNCT
easat-8898	285	1	each	each	DET
easat-8898	285	2	algorithm	algorithm	NOUN
easat-8898	285	3	's	's	PART
easat-8898	285	4	output	output	NOUN
easat-8898	285	5	was	be	AUX
easat-8898	285	6	assessed	assess	VERB
easat-8898	285	7	via	via	ADP
easat-8898	285	8	confusion	confusion	NOUN
easat-8898	285	9	matrices	matrix	NOUN
easat-8898	285	10	,	,	PUNCT
easat-8898	285	11	and	and	CCONJ
easat-8898	285	12	comparative	comparative	ADJ
easat-8898	285	13	results	result	NOUN
easat-8898	285	14	were	be	AUX
easat-8898	285	15	presented	present	VERB
easat-8898	285	16	to	to	PART
easat-8898	285	17	identify	identify	VERB
easat-8898	285	18	the	the	DET
easat-8898	285	19	highestperforming	highestperforme	VERB
easat-8898	285	20	method	method	NOUN
easat-8898	285	21	.	.	PUNCT
easat-8898	286	1	4.7.4	4.7.4	X
easat-8898	286	2	.	.	PUNCT
easat-8898	286	3	pilot	pilot	NOUN
easat-8898	286	4	testing	testing	NOUN
easat-8898	286	5	with	with	ADP
easat-8898	286	6	real	real	ADJ
easat-8898	286	7	users	user	NOUN
easat-8898	286	8	to	to	PART
easat-8898	286	9	validate	validate	VERB
easat-8898	286	10	the	the	DET
easat-8898	286	11	model	model	NOUN
easat-8898	286	12	’s	’s	PART
easat-8898	286	13	predictive	predictive	ADJ
easat-8898	286	14	power	power	NOUN
easat-8898	286	15	in	in	ADP
easat-8898	286	16	a	a	DET
easat-8898	286	17	real	real	ADJ
easat-8898	286	18	-	-	PUNCT
easat-8898	286	19	world	world	NOUN
easat-8898	286	20	setting	setting	NOUN
easat-8898	286	21	:	:	PUNCT
easat-8898	286	22	a	a	DET
easat-8898	286	23	prototype	prototype	NOUN
easat-8898	286	24	web	web	NOUN
easat-8898	286	25	-	-	PUNCT
easat-8898	286	26	based	base	VERB
easat-8898	286	27	platform	platform	NOUN
easat-8898	286	28	was	be	AUX
easat-8898	286	29	developed	develop	VERB
easat-8898	286	30	,	,	PUNCT
easat-8898	286	31	enabling	enable	VERB
easat-8898	286	32	students	student	NOUN
easat-8898	286	33	to	to	PART
easat-8898	286	34	upload	upload	VERB
easat-8898	286	35	their	their	PRON
easat-8898	286	36	academic	academic	ADJ
easat-8898	286	37	profiles	profile	NOUN
easat-8898	286	38	.	.	PUNCT
easat-8898	287	1	a	a	DET
easat-8898	287	2	group	group	NOUN
easat-8898	287	3	of	of	ADP
easat-8898	287	4	30	30	NUM
easat-8898	287	5	cs	cs	PROPN
easat-8898	287	6	students	student	NOUN
easat-8898	287	7	tested	test	VERB
easat-8898	287	8	the	the	DET
easat-8898	287	9	system	system	NOUN
easat-8898	287	10	by	by	ADP
easat-8898	287	11	inputting	inputte	VERB
easat-8898	287	12	their	their	PRON
easat-8898	287	13	learning	learning	NOUN
easat-8898	287	14	records	record	NOUN
easat-8898	287	15	.	.	PUNCT
easat-8898	288	1	the	the	DET
easat-8898	288	2	system	system	NOUN
easat-8898	288	3	returned	return	VERB
easat-8898	288	4	top-3	top-3	NUM
easat-8898	288	5	matched	match	VERB
easat-8898	288	6	digital	digital	ADJ
easat-8898	288	7	careers	career	NOUN
easat-8898	288	8	based	base	VERB
easat-8898	288	9	on	on	ADP
easat-8898	288	10	their	their	PRON
easat-8898	288	11	plo	plo	PROPN
easat-8898	288	12	profiles	profile	NOUN
easat-8898	288	13	.	.	PUNCT
easat-8898	289	1	feedback	feedback	NOUN
easat-8898	289	2	from	from	ADP
easat-8898	289	3	students	student	NOUN
easat-8898	289	4	and	and	CCONJ
easat-8898	289	5	industry	industry	NOUN
easat-8898	289	6	partners	partner	NOUN
easat-8898	289	7	was	be	AUX
easat-8898	289	8	collected	collect	VERB
easat-8898	289	9	.	.	PUNCT
easat-8898	290	1	results	result	NOUN
easat-8898	290	2	showed	show	VERB
easat-8898	290	3	that	that	SCONJ
easat-8898	290	4	the	the	DET
easat-8898	290	5	system	system	NOUN
easat-8898	290	6	achieved	achieve	VERB
easat-8898	290	7	an	an	DET
easat-8898	290	8	average	average	ADJ
easat-8898	290	9	prediction	prediction	NOUN
easat-8898	290	10	accuracy	accuracy	NOUN
easat-8898	290	11	of	of	ADP
easat-8898	290	12	approximately	approximately	ADV
easat-8898	290	13	50	50	NUM
easat-8898	290	14	%	%	NOUN
easat-8898	290	15	,	,	PUNCT
easat-8898	290	16	with	with	ADP
easat-8898	290	17	higher	high	ADJ
easat-8898	290	18	accuracy	accuracy	NOUN
easat-8898	290	19	observed	observe	VERB
easat-8898	290	20	for	for	ADP
easat-8898	290	21	students	student	NOUN
easat-8898	290	22	with	with	ADP
easat-8898	290	23	complete	complete	ADJ
easat-8898	290	24	and	and	CCONJ
easat-8898	290	25	aligned	align	VERB
easat-8898	290	26	academic	academic	ADJ
easat-8898	290	27	records	record	NOUN
easat-8898	290	28	.	.	PUNCT
easat-8898	291	1	the	the	DET
easat-8898	291	2	discrepancy	discrepancy	NOUN
easat-8898	291	3	in	in	ADP
easat-8898	291	4	prediction	prediction	NOUN
easat-8898	291	5	accuracy	accuracy	NOUN
easat-8898	291	6	was	be	AUX
easat-8898	291	7	mainly	mainly	ADV
easat-8898	291	8	due	due	ADJ
easat-8898	291	9	to	to	ADP
easat-8898	291	10	personal	personal	ADJ
easat-8898	291	11	career	career	NOUN
easat-8898	291	12	preferences	preference	NOUN
easat-8898	291	13	diverging	diverge	VERB
easat-8898	291	14	from	from	ADP
easat-8898	291	15	academic	academic	ADJ
easat-8898	291	16	strengths	strength	NOUN
easat-8898	291	17	,	,	PUNCT
easat-8898	291	18	highlighting	highlight	VERB
easat-8898	291	19	the	the	DET
easat-8898	291	20	importance	importance	NOUN
easat-8898	291	21	of	of	ADP
easat-8898	291	22	incorporating	incorporate	VERB
easat-8898	291	23	user	user	NOUN
easat-8898	291	24	intent	intent	NOUN
easat-8898	291	25	alongside	alongside	ADP
easat-8898	291	26	learning	learn	VERB
easat-8898	291	27	outcomes	outcome	NOUN
easat-8898	291	28	in	in	ADP
easat-8898	291	29	future	future	ADJ
easat-8898	291	30	versions	version	NOUN
easat-8898	291	31	of	of	ADP
easat-8898	291	32	the	the	DET
easat-8898	291	33	model	model	NOUN
easat-8898	291	34	.	.	PUNCT
easat-8898	292	1	1294	1294	NUM
easat-8898	292	2	edelweiss	edelweiss	PROPN
easat-8898	292	3	applied	apply	VERB
easat-8898	292	4	science	science	NOUN
easat-8898	292	5	and	and	CCONJ
easat-8898	292	6	technology	technology	NOUN
easat-8898	292	7	issn	issn	PROPN
easat-8898	292	8	:	:	PUNCT
easat-8898	292	9	2576	2576	NUM
easat-8898	292	10	-	-	SYM
easat-8898	292	11	8484	8484	NUM
easat-8898	292	12	vol	vol	NOUN
easat-8898	292	13	.	.	PROPN
easat-8898	293	1	9	9	NUM
easat-8898	293	2	,	,	PUNCT
easat-8898	293	3	no	no	INTJ
easat-8898	293	4	.	.	NOUN
easat-8898	293	5	7	7	NUM
easat-8898	293	6	:	:	SYM
easat-8898	293	7	1278	1278	NUM
easat-8898	293	8	-	-	SYM
easat-8898	293	9	1298	1298	NUM
easat-8898	293	10	,	,	PUNCT
easat-8898	293	11	2025	2025	NUM
easat-8898	293	12	doi	doi	NOUN
easat-8898	293	13	:	:	PUNCT
easat-8898	293	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	293	15	©	©	PROPN
easat-8898	293	16	2025	2025	NUM
easat-8898	293	17	by	by	ADP
easat-8898	293	18	the	the	DET
easat-8898	293	19	authors	author	NOUN
easat-8898	293	20	;	;	PUNCT
easat-8898	293	21	licensee	licensee	PROPN
easat-8898	293	22	learning	learn	VERB
easat-8898	293	23	gate	gate	PROPN
easat-8898	293	24	figure	figure	NOUN
easat-8898	293	25	5	5	NUM
easat-8898	293	26	.	.	PUNCT
easat-8898	294	1	forecasting	forecasting	NOUN
easat-8898	294	2	reports	report	NOUN
easat-8898	294	3	to	to	ADP
easat-8898	294	4	input	input	NOUN
easat-8898	294	5	student	student	NOUN
easat-8898	294	6	data	datum	NOUN
easat-8898	294	7	into	into	ADP
easat-8898	294	8	the	the	DET
easat-8898	294	9	system	system	NOUN
easat-8898	294	10	.	.	PUNCT
easat-8898	295	1	5	5	X
easat-8898	295	2	.	.	X
easat-8898	295	3	discussion	discussion	NOUN
easat-8898	295	4	and	and	CCONJ
easat-8898	295	5	conclusion	conclusion	NOUN
easat-8898	295	6	5.1	5.1	NUM
easat-8898	295	7	.	.	PUNCT
easat-8898	296	1	analysis	analysis	NOUN
easat-8898	296	2	of	of	ADP
easat-8898	296	3	current	current	ADJ
easat-8898	296	4	and	and	CCONJ
easat-8898	296	5	future	future	ADJ
easat-8898	296	6	needs	need	NOUN
easat-8898	296	7	in	in	ADP
easat-8898	296	8	the	the	DET
easat-8898	296	9	digital	digital	ADJ
easat-8898	296	10	industry	industry	NOUN
easat-8898	296	11	this	this	DET
easat-8898	296	12	section	section	NOUN
easat-8898	296	13	analyzed	analyze	VERB
easat-8898	296	14	the	the	DET
easat-8898	296	15	dynamic	dynamic	ADJ
easat-8898	296	16	and	and	CCONJ
easat-8898	296	17	rapidly	rapidly	ADV
easat-8898	296	18	evolving	evolve	VERB
easat-8898	296	19	landscape	landscape	NOUN
easat-8898	296	20	of	of	ADP
easat-8898	296	21	digital	digital	ADJ
easat-8898	296	22	industry	industry	NOUN
easat-8898	296	23	workforce	workforce	NOUN
easat-8898	296	24	requirements	requirement	NOUN
easat-8898	296	25	.	.	PUNCT
easat-8898	297	1	as	as	SCONJ
easat-8898	297	2	technology	technology	NOUN
easat-8898	297	3	transitions	transition	NOUN
easat-8898	297	4	intensify	intensify	VERB
easat-8898	297	5	,	,	PUNCT
easat-8898	297	6	it	it	PRON
easat-8898	297	7	is	be	AUX
easat-8898	297	8	necessary	necessary	ADJ
easat-8898	297	9	to	to	PART
easat-8898	297	10	produce	produce	VERB
easat-8898	297	11	graduates	graduate	NOUN
easat-8898	297	12	with	with	ADP
easat-8898	297	13	specialized	specialized	ADJ
easat-8898	297	14	skills	skill	NOUN
easat-8898	297	15	and	and	CCONJ
easat-8898	297	16	adaptability	adaptability	NOUN
easat-8898	297	17	.	.	PUNCT
easat-8898	298	1	curricula	curricula	NOUN
easat-8898	298	2	should	should	AUX
easat-8898	298	3	emphasize	emphasize	VERB
easat-8898	298	4	both	both	CCONJ
easat-8898	298	5	hard	hard	ADJ
easat-8898	298	6	and	and	CCONJ
easat-8898	298	7	soft	soft	ADJ
easat-8898	298	8	skills	skill	NOUN
easat-8898	298	9	comprehensively	comprehensively	ADV
easat-8898	298	10	.	.	PUNCT
easat-8898	299	1	from	from	ADP
easat-8898	299	2	the	the	DET
easat-8898	299	3	needs	need	NOUN
easat-8898	299	4	assessment	assessment	NOUN
easat-8898	299	5	conducted	conduct	VERB
easat-8898	299	6	with	with	ADP
easat-8898	299	7	companies	company	NOUN
easat-8898	299	8	,	,	PUNCT
easat-8898	299	9	organizations	organization	NOUN
easat-8898	299	10	,	,	PUNCT
easat-8898	299	11	and	and	CCONJ
easat-8898	299	12	digital	digital	ADJ
easat-8898	299	13	entrepreneurs	entrepreneur	NOUN
easat-8898	299	14	,	,	PUNCT
easat-8898	299	15	the	the	DET
easat-8898	299	16	industry	industry	NOUN
easat-8898	299	17	expressed	express	VERB
easat-8898	299	18	high	high	ADJ
easat-8898	299	19	demand	demand	NOUN
easat-8898	299	20	for	for	ADP
easat-8898	299	21	talent	talent	NOUN
easat-8898	299	22	in	in	ADP
easat-8898	299	23	software	software	NOUN
easat-8898	299	24	development	development	NOUN
easat-8898	299	25	,	,	PUNCT
easat-8898	299	26	big	big	ADJ
easat-8898	299	27	data	datum	NOUN
easat-8898	299	28	analytics	analytic	NOUN
easat-8898	299	29	,	,	PUNCT
easat-8898	299	30	cybersecurity	cybersecurity	NOUN
easat-8898	299	31	,	,	PUNCT
easat-8898	299	32	and	and	CCONJ
easat-8898	299	33	artificial	artificial	ADJ
easat-8898	299	34	intelligence	intelligence	NOUN
easat-8898	299	35	(	(	PUNCT
easat-8898	299	36	ai	ai	NOUN
easat-8898	299	37	)	)	PUNCT
easat-8898	299	38	.	.	PUNCT
easat-8898	300	1	these	these	PRON
easat-8898	300	2	represent	represent	VERB
easat-8898	300	3	essential	essential	ADJ
easat-8898	300	4	skills	skill	NOUN
easat-8898	300	5	for	for	ADP
easat-8898	300	6	the	the	DET
easat-8898	300	7	digital	digital	ADJ
easat-8898	300	8	economy	economy	NOUN
easat-8898	300	9	.	.	PUNCT
easat-8898	301	1	furthermore	furthermore	ADV
easat-8898	301	2	,	,	PUNCT
easat-8898	301	3	the	the	DET
easat-8898	301	4	demand	demand	NOUN
easat-8898	301	5	highlights	highlight	VERB
easat-8898	301	6	a	a	DET
easat-8898	301	7	shift	shift	NOUN
easat-8898	301	8	in	in	ADP
easat-8898	301	9	occupational	occupational	ADJ
easat-8898	301	10	trends	trend	NOUN
easat-8898	301	11	,	,	PUNCT
easat-8898	301	12	which	which	PRON
easat-8898	301	13	call	call	VERB
easat-8898	301	14	for	for	ADP
easat-8898	301	15	not	not	PART
easat-8898	301	16	only	only	ADV
easat-8898	301	17	theoretical	theoretical	ADJ
easat-8898	301	18	knowledge	knowledge	NOUN
easat-8898	301	19	but	but	CCONJ
easat-8898	301	20	also	also	ADV
easat-8898	301	21	practical	practical	ADJ
easat-8898	301	22	application	application	NOUN
easat-8898	301	23	in	in	ADP
easat-8898	301	24	complex	complex	ADJ
easat-8898	301	25	scenarios	scenario	NOUN
easat-8898	301	26	.	.	PUNCT
easat-8898	302	1	skills	skill	NOUN
easat-8898	302	2	such	such	ADJ
easat-8898	302	3	as	as	ADP
easat-8898	302	4	teamwork	teamwork	NOUN
easat-8898	302	5	,	,	PUNCT
easat-8898	302	6	critical	critical	ADJ
easat-8898	302	7	thinking	thinking	NOUN
easat-8898	302	8	,	,	PUNCT
easat-8898	302	9	and	and	CCONJ
easat-8898	302	10	effective	effective	ADJ
easat-8898	302	11	communication	communication	NOUN
easat-8898	302	12	must	must	AUX
easat-8898	302	13	be	be	AUX
easat-8898	302	14	embedded	embed	VERB
easat-8898	302	15	in	in	ADP
easat-8898	302	16	higher	high	ADJ
easat-8898	302	17	education	education	NOUN
easat-8898	302	18	.	.	PUNCT
easat-8898	303	1	5.2	5.2	X
easat-8898	303	2	.	.	PUNCT
easat-8898	303	3	curriculum	curriculum	NOUN
easat-8898	303	4	component	component	NOUN
easat-8898	303	5	analysis	analysis	NOUN
easat-8898	303	6	and	and	CCONJ
easat-8898	303	7	competency	competency	NOUN
easat-8898	303	8	mapping	mapping	NOUN
easat-8898	303	9	linking	link	VERB
easat-8898	303	10	courses	course	NOUN
easat-8898	303	11	and	and	CCONJ
easat-8898	303	12	program	program	NOUN
easat-8898	303	13	learning	learn	VERB
easat-8898	303	14	outcomes	outcome	NOUN
easat-8898	303	15	(	(	PUNCT
easat-8898	303	16	plos	plos	PROPN
easat-8898	303	17	)	)	PUNCT
easat-8898	303	18	with	with	ADP
easat-8898	303	19	professional	professional	ADJ
easat-8898	303	20	competency	competency	NOUN
easat-8898	303	21	standards	standard	NOUN
easat-8898	303	22	(	(	PUNCT
easat-8898	303	23	uoc	uoc	NOUN
easat-8898	303	24	)	)	PUNCT
easat-8898	303	25	enables	enable	VERB
easat-8898	303	26	curriculum	curriculum	NOUN
easat-8898	303	27	alignment	alignment	NOUN
easat-8898	303	28	with	with	ADP
easat-8898	303	29	workforce	workforce	NOUN
easat-8898	303	30	demands	demand	NOUN
easat-8898	303	31	.	.	PUNCT
easat-8898	304	1	such	such	ADJ
easat-8898	304	2	alignment	alignment	NOUN
easat-8898	304	3	offers	offer	VERB
easat-8898	304	4	clearer	clear	ADJ
easat-8898	304	5	academic	academic	ADJ
easat-8898	304	6	guidance	guidance	NOUN
easat-8898	304	7	for	for	ADP
easat-8898	304	8	students	student	NOUN
easat-8898	304	9	and	and	CCONJ
easat-8898	304	10	strengthens	strengthen	VERB
easat-8898	304	11	the	the	DET
easat-8898	304	12	education	education	NOUN
easat-8898	304	13	system	system	NOUN
easat-8898	304	14	as	as	ADP
easat-8898	304	15	a	a	DET
easat-8898	304	16	whole	whole	NOUN
easat-8898	304	17	.	.	PUNCT
easat-8898	305	1	in	in	ADP
easat-8898	305	2	the	the	DET
easat-8898	305	3	computer	computer	NOUN
easat-8898	305	4	science	science	NOUN
easat-8898	305	5	curriculum	curriculum	PROPN
easat-8898	305	6	,	,	PUNCT
easat-8898	305	7	grouping	group	VERB
easat-8898	305	8	of	of	ADP
easat-8898	305	9	courses	course	NOUN
easat-8898	305	10	based	base	VERB
easat-8898	305	11	on	on	ADP
easat-8898	305	12	their	their	PRON
easat-8898	305	13	relevance	relevance	NOUN
easat-8898	305	14	to	to	ADP
easat-8898	305	15	professional	professional	ADJ
easat-8898	305	16	competencies	competency	NOUN
easat-8898	305	17	ensured	ensure	VERB
easat-8898	305	18	coverage	coverage	NOUN
easat-8898	305	19	of	of	ADP
easat-8898	305	20	key	key	ADJ
easat-8898	305	21	skills	skill	NOUN
easat-8898	305	22	,	,	PUNCT
easat-8898	305	23	including	include	VERB
easat-8898	305	24	programming	programming	NOUN
easat-8898	305	25	,	,	PUNCT
easat-8898	305	26	system	system	NOUN
easat-8898	305	27	design	design	NOUN
easat-8898	305	28	,	,	PUNCT
easat-8898	305	29	and	and	CCONJ
easat-8898	305	30	software	software	NOUN
easat-8898	305	31	implementation	implementation	NOUN
easat-8898	305	32	.	.	PUNCT
easat-8898	306	1	the	the	DET
easat-8898	306	2	mapping	mapping	NOUN
easat-8898	306	3	confirmed	confirm	VERB
easat-8898	306	4	the	the	DET
easat-8898	306	5	curriculum	curriculum	NOUN
easat-8898	306	6	's	's	PART
easat-8898	306	7	capacity	capacity	NOUN
easat-8898	306	8	to	to	PART
easat-8898	306	9	support	support	VERB
easat-8898	306	10	professional	professional	ADJ
easat-8898	306	11	readiness	readiness	NOUN
easat-8898	306	12	.	.	PUNCT
easat-8898	307	1	this	this	DET
easat-8898	307	2	alignment	alignment	NOUN
easat-8898	307	3	facilitates	facilitate	VERB
easat-8898	307	4	effective	effective	ADJ
easat-8898	307	5	guidance	guidance	NOUN
easat-8898	307	6	and	and	CCONJ
easat-8898	307	7	supports	support	VERB
easat-8898	307	8	development	development	NOUN
easat-8898	307	9	of	of	ADP
easat-8898	307	10	personalized	personalized	ADJ
easat-8898	307	11	learning	learning	NOUN
easat-8898	307	12	systems	system	NOUN
easat-8898	307	13	and	and	CCONJ
easat-8898	307	14	career	career	NOUN
easat-8898	307	15	support	support	NOUN
easat-8898	307	16	platforms	platform	NOUN
easat-8898	307	17	.	.	PUNCT
easat-8898	308	1	5.3	5.3	NUM
easat-8898	308	2	.	.	X
easat-8898	308	3	deep	deep	ADJ
easat-8898	308	4	learning	learning	NOUN
easat-8898	308	5	model	model	NOUN
easat-8898	308	6	for	for	ADP
easat-8898	308	7	career	career	NOUN
easat-8898	308	8	decision	decision	NOUN
easat-8898	308	9	support	support	NOUN
easat-8898	308	10	the	the	DET
easat-8898	308	11	developed	developed	ADJ
easat-8898	308	12	deep	deep	ADJ
easat-8898	308	13	learning	learning	NOUN
easat-8898	308	14	model	model	NOUN
easat-8898	308	15	goes	go	VERB
easat-8898	308	16	beyond	beyond	ADP
easat-8898	308	17	basic	basic	ADJ
easat-8898	308	18	data	datum	NOUN
easat-8898	308	19	interpretation	interpretation	NOUN
easat-8898	308	20	—	—	PUNCT
easat-8898	308	21	it	it	PRON
easat-8898	308	22	identifies	identify	VERB
easat-8898	308	23	deep	deep	ADJ
easat-8898	308	24	relationships	relationship	NOUN
easat-8898	308	25	among	among	ADP
easat-8898	308	26	features	feature	NOUN
easat-8898	308	27	,	,	PUNCT
easat-8898	308	28	resulting	result	VERB
easat-8898	308	29	in	in	ADP
easat-8898	308	30	accurate	accurate	ADJ
easat-8898	308	31	and	and	CCONJ
easat-8898	308	32	sustainable	sustainable	ADJ
easat-8898	308	33	career	career	NOUN
easat-8898	308	34	suggestions	suggestion	NOUN
easat-8898	308	35	.	.	PUNCT
easat-8898	309	1	the	the	DET
easat-8898	309	2	model	model	NOUN
easat-8898	309	3	was	be	AUX
easat-8898	309	4	trained	train	VERB
easat-8898	309	5	on	on	ADP
easat-8898	309	6	data	datum	NOUN
easat-8898	309	7	from	from	ADP
easat-8898	309	8	200	200	NUM
easat-8898	309	9	computer	computer	NOUN
easat-8898	309	10	science	science	NOUN
easat-8898	309	11	graduates	graduate	NOUN
easat-8898	309	12	,	,	PUNCT
easat-8898	309	13	including	include	VERB
easat-8898	309	14	course	course	NOUN
easat-8898	309	15	records	record	NOUN
easat-8898	309	16	,	,	PUNCT
easat-8898	309	17	grades	grade	NOUN
easat-8898	309	18	,	,	PUNCT
easat-8898	309	19	and	and	CCONJ
easat-8898	309	20	employment	employment	NOUN
easat-8898	309	21	outcomes	outcome	NOUN
easat-8898	309	22	.	.	PUNCT
easat-8898	310	1	evaluation	evaluation	NOUN
easat-8898	310	2	showed	show	VERB
easat-8898	310	3	high	high	ADJ
easat-8898	310	4	predictive	predictive	ADJ
easat-8898	310	5	accuracy	accuracy	NOUN
easat-8898	310	6	(	(	PUNCT
easat-8898	310	7	over	over	ADP
easat-8898	310	8	85	85	NUM
easat-8898	310	9	%	%	NOUN
easat-8898	310	10	)	)	PUNCT
easat-8898	310	11	and	and	CCONJ
easat-8898	310	12	strong	strong	ADJ
easat-8898	310	13	recall	recall	NOUN
easat-8898	310	14	scores	score	NOUN
easat-8898	310	15	,	,	PUNCT
easat-8898	310	16	validating	validate	VERB
easat-8898	310	17	the	the	DET
easat-8898	310	18	model	model	NOUN
easat-8898	310	19	's	's	PART
easat-8898	310	20	ability	ability	NOUN
easat-8898	310	21	to	to	PART
easat-8898	310	22	recommend	recommend	VERB
easat-8898	310	23	suitable	suitable	ADJ
easat-8898	310	24	careers	career	NOUN
easat-8898	310	25	.	.	PUNCT
easat-8898	311	1	these	these	DET
easat-8898	311	2	results	result	NOUN
easat-8898	311	3	confirm	confirm	VERB
easat-8898	311	4	the	the	DET
easat-8898	311	5	model	model	NOUN
easat-8898	311	6	’s	’s	PART
easat-8898	311	7	applicability	applicability	NOUN
easat-8898	311	8	in	in	ADP
easat-8898	311	9	real	real	ADJ
easat-8898	311	10	-	-	PUNCT
easat-8898	311	11	world	world	NOUN
easat-8898	311	12	career	career	NOUN
easat-8898	311	13	counseling	counseling	NOUN
easat-8898	311	14	and	and	CCONJ
easat-8898	311	15	its	its	PRON
easat-8898	311	16	potential	potential	NOUN
easat-8898	311	17	for	for	ADP
easat-8898	311	18	further	further	ADJ
easat-8898	311	19	enhancement	enhancement	NOUN
easat-8898	311	20	.	.	PUNCT
easat-8898	312	1	1295	1295	NUM
easat-8898	312	2	edelweiss	edelweiss	PROPN
easat-8898	312	3	applied	apply	VERB
easat-8898	312	4	science	science	NOUN
easat-8898	312	5	and	and	CCONJ
easat-8898	312	6	technology	technology	NOUN
easat-8898	312	7	issn	issn	PROPN
easat-8898	312	8	:	:	PUNCT
easat-8898	312	9	2576	2576	NUM
easat-8898	312	10	-	-	SYM
easat-8898	312	11	8484	8484	NUM
easat-8898	312	12	vol	vol	NOUN
easat-8898	312	13	.	.	PROPN
easat-8898	313	1	9	9	NUM
easat-8898	313	2	,	,	PUNCT
easat-8898	313	3	no	no	INTJ
easat-8898	313	4	.	.	NOUN
easat-8898	313	5	7	7	NUM
easat-8898	313	6	:	:	SYM
easat-8898	313	7	1278	1278	NUM
easat-8898	313	8	-	-	SYM
easat-8898	313	9	1298	1298	NUM
easat-8898	313	10	,	,	PUNCT
easat-8898	313	11	2025	2025	NUM
easat-8898	313	12	doi	doi	NOUN
easat-8898	313	13	:	:	PUNCT
easat-8898	313	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	313	15	©	©	PROPN
easat-8898	313	16	2025	2025	NUM
easat-8898	313	17	by	by	ADP
easat-8898	313	18	the	the	DET
easat-8898	313	19	authors	author	NOUN
easat-8898	313	20	;	;	PUNCT
easat-8898	313	21	licensee	licensee	PROPN
easat-8898	313	22	learning	learning	NOUN
easat-8898	313	23	gate	gate	NOUN
easat-8898	313	24	5.4	5.4	NUM
easat-8898	313	25	.	.	PUNCT
easat-8898	314	1	system	system	NOUN
easat-8898	314	2	development	development	NOUN
easat-8898	314	3	and	and	CCONJ
easat-8898	314	4	user	user	NOUN
easat-8898	314	5	feedback	feedback	NOUN
easat-8898	314	6	the	the	DET
easat-8898	314	7	system	system	NOUN
easat-8898	314	8	was	be	AUX
easat-8898	314	9	deployed	deploy	VERB
easat-8898	314	10	as	as	ADP
easat-8898	314	11	a	a	DET
easat-8898	314	12	web	web	NOUN
easat-8898	314	13	-	-	PUNCT
easat-8898	314	14	based	base	VERB
easat-8898	314	15	application	application	NOUN
easat-8898	314	16	for	for	ADP
easat-8898	314	17	ease	ease	NOUN
easat-8898	314	18	of	of	ADP
easat-8898	314	19	access	access	NOUN
easat-8898	314	20	.	.	PUNCT
easat-8898	315	1	positive	positive	ADJ
easat-8898	315	2	feedback	feedback	NOUN
easat-8898	315	3	from	from	ADP
easat-8898	315	4	students	student	NOUN
easat-8898	315	5	,	,	PUNCT
easat-8898	315	6	faculty	faculty	NOUN
easat-8898	315	7	,	,	PUNCT
easat-8898	315	8	and	and	CCONJ
easat-8898	315	9	industry	industry	NOUN
easat-8898	315	10	professionals	professional	NOUN
easat-8898	315	11	highlighted	highlight	VERB
easat-8898	315	12	the	the	DET
easat-8898	315	13	system	system	NOUN
easat-8898	315	14	's	's	PART
easat-8898	315	15	usability	usability	NOUN
easat-8898	315	16	,	,	PUNCT
easat-8898	315	17	clarity	clarity	NOUN
easat-8898	315	18	of	of	ADP
easat-8898	315	19	recommendations	recommendation	NOUN
easat-8898	315	20	,	,	PUNCT
easat-8898	315	21	and	and	CCONJ
easat-8898	315	22	role	role	NOUN
easat-8898	315	23	in	in	ADP
easat-8898	315	24	enhancing	enhance	VERB
easat-8898	315	25	self	self	NOUN
easat-8898	315	26	-	-	PUNCT
easat-8898	315	27	awareness	awareness	NOUN
easat-8898	315	28	.	.	PUNCT
easat-8898	316	1	this	this	PRON
easat-8898	316	2	demonstrates	demonstrate	VERB
easat-8898	316	3	potential	potential	NOUN
easat-8898	316	4	for	for	ADP
easat-8898	316	5	broader	broad	ADJ
easat-8898	316	6	adoption	adoption	NOUN
easat-8898	316	7	in	in	ADP
easat-8898	316	8	academic	academic	ADJ
easat-8898	316	9	institutions	institution	NOUN
easat-8898	316	10	to	to	PART
easat-8898	316	11	personalize	personalize	VERB
easat-8898	316	12	learning	learning	NOUN
easat-8898	316	13	and	and	CCONJ
easat-8898	316	14	career	career	NOUN
easat-8898	316	15	pathways	pathway	NOUN
easat-8898	316	16	.	.	PUNCT
easat-8898	317	1	5.5	5.5	NUM
easat-8898	317	2	.	.	PUNCT
easat-8898	318	1	research	research	NOUN
easat-8898	318	2	summary	summary	NOUN
easat-8898	318	3	5.5.1	5.5.1	NUM
easat-8898	318	4	data	datum	NOUN
easat-8898	318	5	and	and	CCONJ
easat-8898	318	6	system	system	NOUN
easat-8898	318	7	structure	structure	NOUN
easat-8898	318	8	the	the	DET
easat-8898	318	9	research	research	NOUN
easat-8898	318	10	established	establish	VERB
easat-8898	318	11	a	a	DET
easat-8898	318	12	structured	structured	ADJ
easat-8898	318	13	mapping	mapping	NOUN
easat-8898	318	14	of	of	ADP
easat-8898	318	15	plo	plo	PROPN
easat-8898	318	16	→	→	SYM
easat-8898	318	17	uoc	uoc	PROPN
easat-8898	318	18	→	→	SYM
easat-8898	318	19	career	career	NOUN
easat-8898	318	20	based	base	VERB
easat-8898	318	21	on	on	ADP
easat-8898	318	22	national	national	ADJ
easat-8898	318	23	professional	professional	ADJ
easat-8898	318	24	standards	standard	NOUN
easat-8898	318	25	(	(	PUNCT
easat-8898	318	26	tpqi	tpqi	NOUN
easat-8898	318	27	)	)	PUNCT
easat-8898	318	28	.	.	PUNCT
easat-8898	319	1	academic	academic	ADJ
easat-8898	319	2	data	datum	NOUN
easat-8898	319	3	was	be	AUX
easat-8898	319	4	transformed	transform	VERB
easat-8898	319	5	into	into	ADP
easat-8898	319	6	machine	machine	NOUN
easat-8898	319	7	-	-	PUNCT
easat-8898	319	8	readable	readable	ADJ
easat-8898	319	9	vectors	vector	NOUN
easat-8898	319	10	using	use	VERB
easat-8898	319	11	multi	multi	ADJ
easat-8898	319	12	-	-	ADJ
easat-8898	319	13	class	class	ADJ
easat-8898	319	14	and	and	CCONJ
easat-8898	319	15	multi	multi	ADJ
easat-8898	319	16	-	-	ADJ
easat-8898	319	17	label	label	ADJ
easat-8898	319	18	representations	representation	NOUN
easat-8898	319	19	.	.	PUNCT
easat-8898	320	1	5.5.2	5.5.2	X
easat-8898	320	2	.	.	PUNCT
easat-8898	320	3	deep	deep	ADJ
easat-8898	320	4	learning	learning	NOUN
easat-8898	320	5	model	model	NOUN
easat-8898	320	6	and	and	CCONJ
easat-8898	320	7	performance	performance	NOUN
easat-8898	320	8	experiments	experiment	NOUN
easat-8898	320	9	revealed	reveal	VERB
easat-8898	320	10	that	that	SCONJ
easat-8898	320	11	multi	multi	ADJ
easat-8898	320	12	-	-	ADJ
easat-8898	320	13	label	label	ADJ
easat-8898	320	14	classification	classification	NOUN
easat-8898	320	15	using	use	VERB
easat-8898	320	16	deep	deep	ADJ
easat-8898	320	17	neural	neural	ADJ
easat-8898	320	18	networks	network	NOUN
easat-8898	320	19	(	(	PUNCT
easat-8898	320	20	dnn	dnn	PROPN
easat-8898	320	21	)	)	PUNCT
easat-8898	320	22	performed	perform	VERB
easat-8898	320	23	better	well	ADV
easat-8898	320	24	than	than	ADP
easat-8898	320	25	multi	multi	ADJ
easat-8898	320	26	-	-	ADJ
easat-8898	320	27	class	class	ADJ
easat-8898	320	28	classification	classification	NOUN
easat-8898	320	29	.	.	PUNCT
easat-8898	321	1	the	the	DET
easat-8898	321	2	dnn	dnn	PROPN
easat-8898	321	3	multi	multi	ADJ
easat-8898	321	4	-	-	ADJ
easat-8898	321	5	label	label	ADJ
easat-8898	321	6	model	model	NOUN
easat-8898	321	7	achieved	achieve	VERB
easat-8898	321	8	a	a	DET
easat-8898	321	9	micro	micro	ADJ
easat-8898	321	10	-	-	NOUN
easat-8898	321	11	f1	f1	ADJ
easat-8898	321	12	score	score	NOUN
easat-8898	321	13	of	of	ADP
easat-8898	321	14	0.68	0.68	NUM
easat-8898	321	15	and	and	CCONJ
easat-8898	321	16	a	a	DET
easat-8898	321	17	top-5	top-5	NOUN
easat-8898	321	18	accuracy	accuracy	NOUN
easat-8898	321	19	of	of	ADP
easat-8898	321	20	87	87	NUM
easat-8898	321	21	%	%	NOUN
easat-8898	321	22	,	,	PUNCT
easat-8898	321	23	showing	show	VERB
easat-8898	321	24	strong	strong	ADJ
easat-8898	321	25	performance	performance	NOUN
easat-8898	321	26	in	in	ADP
easat-8898	321	27	predicting	predict	VERB
easat-8898	321	28	multiple	multiple	ADJ
easat-8898	321	29	competencies	competency	NOUN
easat-8898	321	30	.	.	PUNCT
easat-8898	322	1	in	in	ADP
easat-8898	322	2	contrast	contrast	NOUN
easat-8898	322	3	,	,	PUNCT
easat-8898	322	4	dnn	dnn	PROPN
easat-8898	322	5	multi	multi	NOUN
easat-8898	322	6	-	-	ADJ
easat-8898	322	7	class	class	NOUN
easat-8898	322	8	yielded	yield	VERB
easat-8898	322	9	50.2	50.2	NUM
easat-8898	322	10	%	%	NOUN
easat-8898	322	11	accuracy	accuracy	NOUN
easat-8898	322	12	—	—	PUNCT
easat-8898	322	13	moderate	moderate	ADJ
easat-8898	322	14	but	but	CCONJ
easat-8898	322	15	reflective	reflective	ADJ
easat-8898	322	16	of	of	ADP
easat-8898	322	17	the	the	DET
easat-8898	322	18	complexity	complexity	NOUN
easat-8898	322	19	in	in	ADP
easat-8898	322	20	predicting	predict	VERB
easat-8898	322	21	a	a	DET
easat-8898	322	22	single	single	ADJ
easat-8898	322	23	career	career	NOUN
easat-8898	322	24	.	.	PUNCT
easat-8898	323	1	random	random	ADJ
easat-8898	323	2	forest	forest	NOUN
easat-8898	323	3	and	and	CCONJ
easat-8898	323	4	xgboost	xgboost	ADV
easat-8898	323	5	underperformed	underperformed	ADJ
easat-8898	323	6	compared	compare	VERB
easat-8898	323	7	to	to	ADP
easat-8898	323	8	dnn	dnn	PROPN
easat-8898	323	9	in	in	ADP
easat-8898	323	10	multilabel	multilabel	NOUN
easat-8898	323	11	scenarios	scenario	NOUN
easat-8898	323	12	.	.	PUNCT
easat-8898	324	1	5.5.3	5.5.3	X
easat-8898	324	2	.	.	PUNCT
easat-8898	324	3	real	real	ADJ
easat-8898	324	4	system	system	NOUN
easat-8898	324	5	usage	usage	NOUN
easat-8898	324	6	the	the	DET
easat-8898	324	7	system	system	NOUN
easat-8898	324	8	was	be	AUX
easat-8898	324	9	implemented	implement	VERB
easat-8898	324	10	using	use	VERB
easat-8898	324	11	flask	flask	NOUN
easat-8898	324	12	as	as	ADP
easat-8898	324	13	a	a	DET
easat-8898	324	14	web	web	NOUN
easat-8898	324	15	application	application	NOUN
easat-8898	324	16	.	.	PUNCT
easat-8898	325	1	a	a	DET
easat-8898	325	2	test	test	NOUN
easat-8898	325	3	with	with	ADP
easat-8898	325	4	30	30	NUM
easat-8898	325	5	students	student	NOUN
easat-8898	325	6	revealed	reveal	VERB
easat-8898	325	7	that	that	SCONJ
easat-8898	325	8	50	50	NUM
easat-8898	325	9	%	%	NOUN
easat-8898	325	10	agreed	agree	VERB
easat-8898	325	11	with	with	ADP
easat-8898	325	12	the	the	DET
easat-8898	325	13	system	system	NOUN
easat-8898	325	14	’s	’s	PART
easat-8898	325	15	career	career	NOUN
easat-8898	325	16	suggestions	suggestion	NOUN
easat-8898	325	17	,	,	PUNCT
easat-8898	325	18	while	while	SCONJ
easat-8898	325	19	the	the	DET
easat-8898	325	20	other	other	ADJ
easat-8898	325	21	50	50	NUM
easat-8898	325	22	%	%	NOUN
easat-8898	325	23	cited	cite	VERB
easat-8898	325	24	personal	personal	ADJ
easat-8898	325	25	preferences	preference	NOUN
easat-8898	325	26	or	or	CCONJ
easat-8898	325	27	unlisted	unlisted	ADJ
easat-8898	325	28	career	career	NOUN
easat-8898	325	29	goals	goal	NOUN
easat-8898	325	30	,	,	PUNCT
easat-8898	325	31	indicating	indicate	VERB
easat-8898	325	32	the	the	DET
easat-8898	325	33	need	need	NOUN
easat-8898	325	34	to	to	PART
easat-8898	325	35	incorporate	incorporate	VERB
easat-8898	325	36	behavioral	behavioral	ADJ
easat-8898	325	37	and	and	CCONJ
easat-8898	325	38	interest	interest	NOUN
easat-8898	325	39	-	-	PUNCT
easat-8898	325	40	based	base	VERB
easat-8898	325	41	data	datum	NOUN
easat-8898	325	42	.	.	PUNCT
easat-8898	326	1	5.5.4	5.5.4	NUM
easat-8898	326	2	.	.	PUNCT
easat-8898	326	3	innovation	innovation	NOUN
easat-8898	326	4	and	and	CCONJ
easat-8898	326	5	application	application	NOUN
easat-8898	326	6	this	this	DET
easat-8898	326	7	study	study	NOUN
easat-8898	326	8	demonstrated	demonstrate	VERB
easat-8898	326	9	the	the	DET
easat-8898	326	10	potential	potential	NOUN
easat-8898	326	11	of	of	ADP
easat-8898	326	12	using	use	VERB
easat-8898	326	13	plo	plo	PROPN
easat-8898	326	14	-	-	PUNCT
easat-8898	326	15	based	base	VERB
easat-8898	326	16	deep	deep	ADJ
easat-8898	326	17	learning	learning	NOUN
easat-8898	326	18	for	for	ADP
easat-8898	326	19	personalized	personalize	VERB
easat-8898	326	20	career	career	NOUN
easat-8898	326	21	advising	advising	NOUN
easat-8898	326	22	.	.	PUNCT
easat-8898	327	1	it	it	PRON
easat-8898	327	2	can	can	AUX
easat-8898	327	3	be	be	AUX
easat-8898	327	4	applied	apply	VERB
easat-8898	327	5	in	in	ADP
easat-8898	327	6	course	course	NOUN
easat-8898	327	7	planning	planning	NOUN
easat-8898	327	8	,	,	PUNCT
easat-8898	327	9	student	student	NOUN
easat-8898	327	10	development	development	NOUN
easat-8898	327	11	,	,	PUNCT
easat-8898	327	12	and	and	CCONJ
easat-8898	327	13	national	national	ADJ
easat-8898	327	14	workforce	workforce	NOUN
easat-8898	327	15	strategy	strategy	NOUN
easat-8898	327	16	.	.	PUNCT
easat-8898	328	1	institutions	institution	NOUN
easat-8898	328	2	like	like	ADP
easat-8898	328	3	tpqi	tpqi	NOUN
easat-8898	328	4	and	and	CCONJ
easat-8898	328	5	depa	depa	NOUN
easat-8898	328	6	can	can	AUX
easat-8898	328	7	adopt	adopt	VERB
easat-8898	328	8	this	this	DET
easat-8898	328	9	framework	framework	NOUN
easat-8898	328	10	to	to	PART
easat-8898	328	11	forecast	forecast	VERB
easat-8898	328	12	digital	digital	ADJ
easat-8898	328	13	labor	labor	NOUN
easat-8898	328	14	trends	trend	NOUN
easat-8898	328	15	accurately	accurately	ADV
easat-8898	328	16	.	.	PUNCT
easat-8898	329	1	the	the	DET
easat-8898	329	2	system	system	NOUN
easat-8898	329	3	is	be	AUX
easat-8898	329	4	technically	technically	ADV
easat-8898	329	5	robust	robust	ADJ
easat-8898	329	6	,	,	PUNCT
easat-8898	329	7	aligned	align	VERB
easat-8898	329	8	with	with	ADP
easat-8898	329	9	occupational	occupational	ADJ
easat-8898	329	10	standards	standard	NOUN
easat-8898	329	11	,	,	PUNCT
easat-8898	329	12	and	and	CCONJ
easat-8898	329	13	adaptable	adaptable	ADJ
easat-8898	329	14	to	to	ADP
easat-8898	329	15	future	future	ADJ
easat-8898	329	16	digital	digital	ADJ
easat-8898	329	17	workforce	workforce	NOUN
easat-8898	329	18	needs	need	VERB
easat-8898	329	19	.	.	PUNCT
easat-8898	330	1	despite	despite	SCONJ
easat-8898	330	2	behavioral	behavioral	ADJ
easat-8898	330	3	data	datum	NOUN
easat-8898	330	4	limitations	limitation	NOUN
easat-8898	330	5	,	,	PUNCT
easat-8898	330	6	this	this	DET
easat-8898	330	7	research	research	NOUN
easat-8898	330	8	lays	lay	VERB
easat-8898	330	9	the	the	DET
easat-8898	330	10	foundation	foundation	NOUN
easat-8898	330	11	for	for	ADP
easat-8898	330	12	a	a	DET
easat-8898	330	13	datadriven	datadriven	ADJ
easat-8898	330	14	,	,	PUNCT
easat-8898	330	15	ai	ai	ADJ
easat-8898	330	16	-	-	PUNCT
easat-8898	330	17	powered	power	VERB
easat-8898	330	18	career	career	NOUN
easat-8898	330	19	guidance	guidance	NOUN
easat-8898	330	20	platform	platform	NOUN
easat-8898	330	21	.	.	PUNCT
easat-8898	331	1	5.6	5.6	NUM
easat-8898	331	2	.	.	PUNCT
easat-8898	331	3	recommendations	recommendation	NOUN
easat-8898	331	4	5.6.1	5.6.1	NUM
easat-8898	331	5	.	.	PUNCT
easat-8898	332	1	institutional	institutional	ADJ
easat-8898	332	2	recommendations	recommendation	NOUN
easat-8898	332	3	•	•	DET
easat-8898	332	4	universities	university	NOUN
easat-8898	332	5	should	should	AUX
easat-8898	332	6	integrate	integrate	VERB
easat-8898	332	7	this	this	DET
easat-8898	332	8	system	system	NOUN
easat-8898	332	9	into	into	ADP
easat-8898	332	10	guidance	guidance	NOUN
easat-8898	332	11	departments	department	NOUN
easat-8898	332	12	,	,	PUNCT
easat-8898	332	13	especially	especially	ADV
easat-8898	332	14	in	in	ADP
easat-8898	332	15	fast	fast	ADV
easat-8898	332	16	-	-	PUNCT
easat-8898	332	17	evolving	evolve	VERB
easat-8898	332	18	fields	field	NOUN
easat-8898	332	19	like	like	ADP
easat-8898	332	20	computer	computer	NOUN
easat-8898	332	21	science	science	NOUN
easat-8898	332	22	and	and	CCONJ
easat-8898	332	23	engineering	engineering	NOUN
easat-8898	332	24	.	.	PUNCT
easat-8898	333	1	•	•	NUM
easat-8898	333	2	use	use	NOUN
easat-8898	333	3	in	in	ADP
easat-8898	333	4	student	student	NOUN
easat-8898	333	5	development	development	NOUN
easat-8898	333	6	courses	course	NOUN
easat-8898	333	7	or	or	CCONJ
easat-8898	333	8	elective	elective	ADJ
easat-8898	333	9	modules	module	NOUN
easat-8898	333	10	.	.	PUNCT
easat-8898	334	1	•	•	NUM
easat-8898	334	2	train	train	NOUN
easat-8898	334	3	advisors	advisor	NOUN
easat-8898	334	4	to	to	PART
easat-8898	334	5	use	use	VERB
easat-8898	334	6	the	the	DET
easat-8898	334	7	system	system	NOUN
easat-8898	334	8	for	for	ADP
easat-8898	334	9	personalized	personalized	ADJ
easat-8898	334	10	counseling	counseling	NOUN
easat-8898	334	11	.	.	PUNCT
easat-8898	335	1	5.6.2	5.6.2	X
easat-8898	335	2	.	.	PUNCT
easat-8898	335	3	policy	policy	NOUN
easat-8898	335	4	recommendations	recommendation	NOUN
easat-8898	335	5	•	•	ADP
easat-8898	335	6	the	the	DET
easat-8898	335	7	ministry	ministry	PROPN
easat-8898	335	8	of	of	ADP
easat-8898	335	9	higher	high	ADJ
easat-8898	335	10	education	education	NOUN
easat-8898	335	11	should	should	AUX
easat-8898	335	12	support	support	VERB
easat-8898	335	13	a	a	DET
easat-8898	335	14	national	national	ADJ
easat-8898	335	15	plo	plo	PROPN
easat-8898	335	16	–	–	PUNCT
easat-8898	335	17	uoc	uoc	NOUN
easat-8898	335	18	database	database	NOUN
easat-8898	335	19	with	with	ADP
easat-8898	335	20	api	api	NOUN
easat-8898	335	21	access	access	NOUN
easat-8898	335	22	for	for	ADP
easat-8898	335	23	ai	ai	PROPN
easat-8898	335	24	systems	system	NOUN
easat-8898	335	25	.	.	PUNCT
easat-8898	336	1	•	•	NUM
easat-8898	336	2	create	create	VERB
easat-8898	336	3	a	a	DET
easat-8898	336	4	national	national	ADJ
easat-8898	336	5	digital	digital	ADJ
easat-8898	336	6	career	career	NOUN
easat-8898	336	7	advisory	advisory	ADJ
easat-8898	336	8	system	system	NOUN
easat-8898	336	9	using	use	VERB
easat-8898	336	10	this	this	DET
easat-8898	336	11	model	model	NOUN
easat-8898	336	12	.	.	PUNCT
easat-8898	337	1	•	•	NUM
easat-8898	337	2	establish	establish	VERB
easat-8898	337	3	a	a	DET
easat-8898	337	4	"	"	PUNCT
easat-8898	337	5	digital	digital	ADJ
easat-8898	337	6	career	career	NOUN
easat-8898	337	7	observatory	observatory	NOUN
easat-8898	337	8	"	"	PUNCT
easat-8898	337	9	to	to	PART
easat-8898	337	10	monitor	monitor	VERB
easat-8898	337	11	evolving	evolve	VERB
easat-8898	337	12	digital	digital	ADJ
easat-8898	337	13	careers	career	NOUN
easat-8898	337	14	and	and	CCONJ
easat-8898	337	15	uoc	uoc	NOUN
easat-8898	337	16	trends	trend	NOUN
easat-8898	337	17	.	.	PUNCT
easat-8898	338	1	5.6.3	5.6.3	X
easat-8898	338	2	.	.	PUNCT
easat-8898	339	1	technical	technical	ADJ
easat-8898	339	2	recommendations	recommendation	NOUN
easat-8898	339	3	•	•	ADV
easat-8898	339	4	enhance	enhance	VERB
easat-8898	339	5	the	the	DET
easat-8898	339	6	system	system	NOUN
easat-8898	339	7	to	to	PART
easat-8898	339	8	include	include	VERB
easat-8898	339	9	external	external	ADJ
easat-8898	339	10	data	datum	NOUN
easat-8898	339	11	(	(	PUNCT
easat-8898	339	12	portfolios	portfolio	NOUN
easat-8898	339	13	,	,	PUNCT
easat-8898	339	14	soft	soft	ADJ
easat-8898	339	15	skills	skill	NOUN
easat-8898	339	16	,	,	PUNCT
easat-8898	339	17	internships	internship	NOUN
easat-8898	339	18	)	)	PUNCT
easat-8898	339	19	.	.	PUNCT
easat-8898	340	1	1296	1296	NUM
easat-8898	340	2	edelweiss	edelweiss	PROPN
easat-8898	340	3	applied	apply	VERB
easat-8898	340	4	science	science	NOUN
easat-8898	340	5	and	and	CCONJ
easat-8898	340	6	technology	technology	NOUN
easat-8898	340	7	issn	issn	PROPN
easat-8898	340	8	:	:	PUNCT
easat-8898	340	9	2576	2576	NUM
easat-8898	340	10	-	-	SYM
easat-8898	340	11	8484	8484	NUM
easat-8898	340	12	vol	vol	NOUN
easat-8898	340	13	.	.	PROPN
easat-8898	341	1	9	9	NUM
easat-8898	341	2	,	,	PUNCT
easat-8898	341	3	no	no	INTJ
easat-8898	341	4	.	.	NOUN
easat-8898	341	5	7	7	NUM
easat-8898	341	6	:	:	SYM
easat-8898	341	7	1278	1278	NUM
easat-8898	341	8	-	-	SYM
easat-8898	341	9	1298	1298	NUM
easat-8898	341	10	,	,	PUNCT
easat-8898	341	11	2025	2025	NUM
easat-8898	341	12	doi	doi	NOUN
easat-8898	341	13	:	:	PUNCT
easat-8898	341	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	341	15	©	©	PROPN
easat-8898	341	16	2025	2025	NUM
easat-8898	341	17	by	by	ADP
easat-8898	341	18	the	the	DET
easat-8898	341	19	authors	author	NOUN
easat-8898	341	20	;	;	PUNCT
easat-8898	341	21	licensee	licensee	PROPN
easat-8898	341	22	learning	learning	NOUN
easat-8898	341	23	gate	gate	VERB
easat-8898	341	24	•	•	ADP
easat-8898	341	25	develop	develop	VERB
easat-8898	341	26	a	a	DET
easat-8898	341	27	hybrid	hybrid	ADJ
easat-8898	341	28	recommendation	recommendation	NOUN
easat-8898	341	29	engine	engine	NOUN
easat-8898	341	30	(	(	PUNCT
easat-8898	341	31	content	content	NOUN
easat-8898	341	32	-	-	PUNCT
easat-8898	341	33	based	base	VERB
easat-8898	341	34	+	+	CCONJ
easat-8898	341	35	collaborative	collaborative	ADJ
easat-8898	341	36	filtering	filtering	NOUN
easat-8898	341	37	)	)	PUNCT
easat-8898	341	38	.	.	PUNCT
easat-8898	342	1	•	•	NUM
easat-8898	342	2	implement	implement	VERB
easat-8898	342	3	explainable	explainable	ADJ
easat-8898	342	4	ai	ai	NOUN
easat-8898	342	5	(	(	PUNCT
easat-8898	342	6	xai	xai	PROPN
easat-8898	342	7	)	)	PUNCT
easat-8898	342	8	to	to	PART
easat-8898	342	9	clarify	clarify	VERB
easat-8898	342	10	career	career	NOUN
easat-8898	342	11	suggestion	suggestion	NOUN
easat-8898	342	12	reasons	reason	NOUN
easat-8898	342	13	.	.	PUNCT
easat-8898	343	1	•	•	NUM
easat-8898	343	2	launch	launch	NOUN
easat-8898	343	3	mobile	mobile	ADJ
easat-8898	343	4	apps	app	NOUN
easat-8898	343	5	for	for	ADP
easat-8898	343	6	broader	broad	ADJ
easat-8898	343	7	accessibility	accessibility	NOUN
easat-8898	343	8	.	.	PUNCT
easat-8898	344	1	5.6.4	5.6.4	NUM
easat-8898	344	2	.	.	PUNCT
easat-8898	345	1	future	future	ADJ
easat-8898	345	2	research	research	NOUN
easat-8898	345	3	directions	direction	NOUN
easat-8898	345	4	•	•	ADP
easat-8898	345	5	test	test	VERB
easat-8898	345	6	the	the	DET
easat-8898	345	7	system	system	NOUN
easat-8898	345	8	with	with	ADP
easat-8898	345	9	students	student	NOUN
easat-8898	345	10	from	from	ADP
easat-8898	345	11	other	other	ADJ
easat-8898	345	12	disciplines	discipline	NOUN
easat-8898	345	13	.	.	PUNCT
easat-8898	346	1	•	•	NOUN
easat-8898	346	2	extend	extend	VERB
easat-8898	346	3	usage	usage	NOUN
easat-8898	346	4	to	to	ADP
easat-8898	346	5	high	high	ADJ
easat-8898	346	6	school	school	NOUN
easat-8898	346	7	level	level	NOUN
easat-8898	346	8	for	for	ADP
easat-8898	346	9	pre	pre	ADJ
easat-8898	346	10	-	-	ADJ
easat-8898	346	11	university	university	ADJ
easat-8898	346	12	guidance	guidance	NOUN
easat-8898	346	13	.	.	PUNCT
easat-8898	347	1	•	•	NUM
easat-8898	347	2	study	study	NOUN
easat-8898	347	3	correlations	correlation	NOUN
easat-8898	347	4	between	between	ADP
easat-8898	347	5	system	system	NOUN
easat-8898	347	6	suggestions	suggestion	NOUN
easat-8898	347	7	and	and	CCONJ
easat-8898	347	8	students	student	NOUN
easat-8898	347	9	’	’	PART
easat-8898	347	10	actual	actual	ADJ
easat-8898	347	11	decisions	decision	NOUN
easat-8898	347	12	.	.	PUNCT
easat-8898	348	1	•	•	NUM
easat-8898	348	2	compare	compare	VERB
easat-8898	348	3	this	this	DET
easat-8898	348	4	system	system	NOUN
easat-8898	348	5	with	with	ADP
easat-8898	348	6	traditional	traditional	ADJ
easat-8898	348	7	career	career	NOUN
easat-8898	348	8	guidance	guidance	NOUN
easat-8898	348	9	methods	method	NOUN
easat-8898	348	10	.	.	PUNCT
easat-8898	349	1	•	•	NUM
easat-8898	349	2	create	create	VERB
easat-8898	349	3	a	a	DET
easat-8898	349	4	centralized	centralized	ADJ
easat-8898	349	5	database	database	NOUN
easat-8898	349	6	of	of	ADP
easat-8898	349	7	emerging	emerge	VERB
easat-8898	349	8	digital	digital	ADJ
easat-8898	349	9	careers	career	NOUN
easat-8898	349	10	(	(	PUNCT
easat-8898	349	11	e.g.	e.g.	ADV
easat-8898	349	12	,	,	PUNCT
easat-8898	349	13	metaverse	metaverse	NOUN
easat-8898	349	14	engineer	engineer	NOUN
easat-8898	349	15	,	,	PUNCT
easat-8898	349	16	digital	digital	ADJ
easat-8898	349	17	twin	twin	ADJ
easat-8898	349	18	developer	developer	NOUN
easat-8898	349	19	,	,	PUNCT
easat-8898	349	20	ai	ai	VERB
easat-8898	349	21	auditor	auditor	NOUN
easat-8898	349	22	)	)	PUNCT
easat-8898	349	23	.	.	PUNCT
easat-8898	350	1	this	this	DET
easat-8898	350	2	study	study	NOUN
easat-8898	350	3	offers	offer	VERB
easat-8898	350	4	not	not	PART
easat-8898	350	5	only	only	ADV
easat-8898	350	6	a	a	DET
easat-8898	350	7	technical	technical	ADJ
easat-8898	350	8	solution	solution	NOUN
easat-8898	350	9	but	but	CCONJ
easat-8898	350	10	a	a	DET
easat-8898	350	11	strategic	strategic	ADJ
easat-8898	350	12	educational	educational	ADJ
easat-8898	350	13	reform	reform	NOUN
easat-8898	350	14	model	model	NOUN
easat-8898	350	15	based	base	VERB
easat-8898	350	16	on	on	ADP
easat-8898	350	17	data	data	NOUN
easat-8898	350	18	-	-	PUNCT
easat-8898	350	19	driven	drive	VERB
easat-8898	350	20	personalization	personalization	NOUN
easat-8898	350	21	and	and	CCONJ
easat-8898	350	22	ai	ai	PROPN
easat-8898	350	23	integration	integration	NOUN
easat-8898	350	24	,	,	PUNCT
easat-8898	350	25	laying	lay	VERB
easat-8898	350	26	a	a	DET
easat-8898	350	27	solid	solid	ADJ
easat-8898	350	28	foundation	foundation	NOUN
easat-8898	350	29	for	for	ADP
easat-8898	350	30	future	future	ADJ
easat-8898	350	31	interdisciplinary	interdisciplinary	ADJ
easat-8898	350	32	career	career	NOUN
easat-8898	350	33	guidance	guidance	NOUN
easat-8898	350	34	research	research	NOUN
easat-8898	350	35	and	and	CCONJ
easat-8898	350	36	deployment	deployment	NOUN
easat-8898	350	37	.	.	PUNCT
easat-8898	351	1	transparency	transparency	NOUN
easat-8898	351	2	:	:	PUNCT
easat-8898	351	3	the	the	DET
easat-8898	351	4	authors	author	NOUN
easat-8898	351	5	confirm	confirm	VERB
easat-8898	351	6	that	that	SCONJ
easat-8898	351	7	the	the	DET
easat-8898	351	8	manuscript	manuscript	NOUN
easat-8898	351	9	is	be	AUX
easat-8898	351	10	an	an	DET
easat-8898	351	11	honest	honest	ADJ
easat-8898	351	12	,	,	PUNCT
easat-8898	351	13	accurate	accurate	ADJ
easat-8898	351	14	,	,	PUNCT
easat-8898	351	15	and	and	CCONJ
easat-8898	351	16	transparent	transparent	ADJ
easat-8898	351	17	account	account	NOUN
easat-8898	351	18	of	of	ADP
easat-8898	351	19	the	the	DET
easat-8898	351	20	study	study	NOUN
easat-8898	351	21	;	;	PUNCT
easat-8898	351	22	that	that	SCONJ
easat-8898	351	23	no	no	DET
easat-8898	351	24	vital	vital	ADJ
easat-8898	351	25	features	feature	NOUN
easat-8898	351	26	of	of	ADP
easat-8898	351	27	the	the	DET
easat-8898	351	28	study	study	NOUN
easat-8898	351	29	have	have	AUX
easat-8898	351	30	been	be	AUX
easat-8898	351	31	omitted	omit	VERB
easat-8898	351	32	;	;	PUNCT
easat-8898	351	33	and	and	CCONJ
easat-8898	351	34	that	that	SCONJ
easat-8898	351	35	any	any	DET
easat-8898	351	36	discrepancies	discrepancy	NOUN
easat-8898	351	37	from	from	ADP
easat-8898	351	38	the	the	DET
easat-8898	351	39	study	study	NOUN
easat-8898	351	40	as	as	SCONJ
easat-8898	351	41	planned	plan	VERB
easat-8898	351	42	have	have	AUX
easat-8898	351	43	been	be	AUX
easat-8898	351	44	explained	explain	VERB
easat-8898	351	45	.	.	PUNCT
easat-8898	352	1	this	this	DET
easat-8898	352	2	study	study	NOUN
easat-8898	352	3	followed	follow	VERB
easat-8898	352	4	all	all	DET
easat-8898	352	5	ethical	ethical	ADJ
easat-8898	352	6	practices	practice	NOUN
easat-8898	352	7	during	during	ADP
easat-8898	352	8	writing	writing	NOUN
easat-8898	352	9	.	.	PUNCT
easat-8898	353	1	copyright	copyright	NOUN
easat-8898	353	2	:	:	PUNCT
easat-8898	353	3	©	©	PROPN
easat-8898	353	4	2025	2025	NUM
easat-8898	353	5	by	by	ADP
easat-8898	353	6	the	the	DET
easat-8898	353	7	authors	author	NOUN
easat-8898	353	8	.	.	PUNCT
easat-8898	354	1	this	this	DET
easat-8898	354	2	open	open	ADJ
easat-8898	354	3	-	-	PUNCT
easat-8898	354	4	access	access	NOUN
easat-8898	354	5	article	article	NOUN
easat-8898	354	6	is	be	AUX
easat-8898	354	7	distributed	distribute	VERB
easat-8898	354	8	under	under	ADP
easat-8898	354	9	the	the	DET
easat-8898	354	10	terms	term	NOUN
easat-8898	354	11	and	and	CCONJ
easat-8898	354	12	conditions	condition	NOUN
easat-8898	354	13	of	of	ADP
easat-8898	354	14	the	the	DET
easat-8898	354	15	creative	creative	ADJ
easat-8898	354	16	commons	common	NOUN
easat-8898	354	17	attribution	attribution	NOUN
easat-8898	354	18	(	(	PUNCT
easat-8898	354	19	cc	cc	NOUN
easat-8898	354	20	by	by	ADP
easat-8898	354	21	)	)	PUNCT
easat-8898	354	22	license	license	NOUN
easat-8898	354	23	(	(	PUNCT
easat-8898	354	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8898	354	25	)	)	PUNCT
easat-8898	354	26	.	.	PUNCT
easat-8898	355	1	references	reference	NOUN
easat-8898	355	2	[	[	X
easat-8898	355	3	1	1	NUM
easat-8898	355	4	]	]	PUNCT
easat-8898	355	5	a.	a.	NOUN
easat-8898	355	6	kumar	kumar	PROPN
easat-8898	355	7	,	,	PUNCT
easat-8898	355	8	"	"	PUNCT
easat-8898	355	9	decision	decision	NOUN
easat-8898	355	10	support	support	NOUN
easat-8898	355	11	systems	system	NOUN
easat-8898	355	12	:	:	PUNCT
easat-8898	355	13	concepts	concept	NOUN
easat-8898	355	14	and	and	CCONJ
easat-8898	355	15	applications	application	NOUN
easat-8898	355	16	,	,	PUNCT
easat-8898	355	17	"	"	PUNCT
easat-8898	355	18	international	international	ADJ
easat-8898	355	19	journal	journal	NOUN
easat-8898	355	20	of	of	ADP
easat-8898	355	21	computer	computer	NOUN
easat-8898	355	22	applications	application	NOUN
easat-8898	355	23	,	,	PUNCT
easat-8898	355	24	vol	vol	NOUN
easat-8898	355	25	.	.	PROPN
easat-8898	355	26	176	176	NUM
easat-8898	355	27	,	,	PUNCT
easat-8898	355	28	no	no	INTJ
easat-8898	355	29	.	.	NOUN
easat-8898	355	30	38	38	NUM
easat-8898	355	31	,	,	PUNCT
easat-8898	355	32	pp	pp	ADJ
easat-8898	355	33	.	.	PUNCT
easat-8898	356	1	1–5	1–5	NUM
easat-8898	356	2	,	,	PUNCT
easat-8898	356	3	2020	2020	NUM
easat-8898	356	4	.	.	PUNCT
easat-8898	357	1	[	[	X
easat-8898	357	2	2	2	X
easat-8898	357	3	]	]	PUNCT
easat-8898	357	4	e.	e.	PROPN
easat-8898	357	5	alyahyan	alyahyan	PROPN
easat-8898	357	6	and	and	CCONJ
easat-8898	357	7	d.	d.	PROPN
easat-8898	357	8	düştegör	düştegör	PROPN
easat-8898	357	9	,	,	PUNCT
easat-8898	357	10	"	"	PUNCT
easat-8898	357	11	predicting	predict	VERB
easat-8898	357	12	academic	academic	ADJ
easat-8898	357	13	success	success	NOUN
easat-8898	357	14	in	in	ADP
easat-8898	357	15	higher	high	ADJ
easat-8898	357	16	education	education	NOUN
easat-8898	357	17	:	:	PUNCT
easat-8898	357	18	literature	literature	NOUN
easat-8898	357	19	review	review	NOUN
easat-8898	357	20	and	and	CCONJ
easat-8898	357	21	best	good	ADJ
easat-8898	357	22	practices	practice	NOUN
easat-8898	357	23	,	,	PUNCT
easat-8898	357	24	"	"	PUNCT
easat-8898	357	25	international	international	ADJ
easat-8898	357	26	journal	journal	NOUN
easat-8898	357	27	of	of	ADP
easat-8898	357	28	educational	educational	ADJ
easat-8898	357	29	technology	technology	NOUN
easat-8898	357	30	in	in	ADP
easat-8898	357	31	higher	high	ADJ
easat-8898	357	32	education	education	NOUN
easat-8898	357	33	,	,	PUNCT
easat-8898	357	34	vol	vol	NOUN
easat-8898	357	35	.	.	PROPN
easat-8898	357	36	17	17	NUM
easat-8898	357	37	,	,	PUNCT
easat-8898	357	38	no	no	INTJ
easat-8898	357	39	.	.	NOUN
easat-8898	357	40	1	1	NUM
easat-8898	357	41	,	,	PUNCT
easat-8898	357	42	p.	p.	NOUN
easat-8898	357	43	3	3	NUM
easat-8898	357	44	,	,	PUNCT
easat-8898	357	45	2020	2020	NUM
easat-8898	357	46	.	.	PUNCT
easat-8898	357	47	https://doi.org/10.1186/s41239-020-0177-7	https://doi.org/10.1186/s41239-020-0177-7	NOUN
easat-8898	358	1	[	[	X
easat-8898	358	2	3	3	X
easat-8898	358	3	]	]	PUNCT
easat-8898	358	4	m.	m.	NOUN
easat-8898	358	5	cinelli	cinelli	PROPN
easat-8898	358	6	,	,	PUNCT
easat-8898	358	7	m.	m.	PROPN
easat-8898	358	8	spada	spada	PROPN
easat-8898	358	9	,	,	PUNCT
easat-8898	358	10	w.	w.	PROPN
easat-8898	358	11	kim	kim	PROPN
easat-8898	358	12	,	,	PUNCT
easat-8898	358	13	and	and	CCONJ
easat-8898	358	14	p.	p.	NOUN
easat-8898	358	15	burgherr	burgherr	NOUN
easat-8898	358	16	,	,	PUNCT
easat-8898	358	17	"	"	PUNCT
easat-8898	358	18	mcda	mcda	ADJ
easat-8898	358	19	index	index	NOUN
easat-8898	358	20	tool	tool	NOUN
easat-8898	358	21	:	:	PUNCT
easat-8898	358	22	an	an	DET
easat-8898	358	23	interactive	interactive	ADJ
easat-8898	358	24	software	software	NOUN
easat-8898	358	25	to	to	PART
easat-8898	358	26	develop	develop	VERB
easat-8898	358	27	indices	index	NOUN
easat-8898	358	28	and	and	CCONJ
easat-8898	358	29	rankings	ranking	NOUN
easat-8898	358	30	,	,	PUNCT
easat-8898	358	31	"	"	PUNCT
easat-8898	358	32	environment	environment	NOUN
easat-8898	358	33	systems	system	NOUN
easat-8898	358	34	and	and	CCONJ
easat-8898	358	35	decisions	decision	NOUN
easat-8898	358	36	,	,	PUNCT
easat-8898	358	37	vol	vol	NOUN
easat-8898	358	38	.	.	PROPN
easat-8898	358	39	41	41	NUM
easat-8898	358	40	,	,	PUNCT
easat-8898	358	41	no	no	INTJ
easat-8898	358	42	.	.	NOUN
easat-8898	358	43	1	1	NUM
easat-8898	358	44	,	,	PUNCT
easat-8898	358	45	pp	pp	ADJ
easat-8898	358	46	.	.	PUNCT
easat-8898	359	1	82–109	82–109	VERB
easat-8898	359	2	,	,	PUNCT
easat-8898	359	3	2020	2020	NUM
easat-8898	359	4	.	.	PUNCT
easat-8898	360	1	[	[	X
easat-8898	360	2	4	4	X
easat-8898	360	3	]	]	PUNCT
easat-8898	360	4	f.	f.	PROPN
easat-8898	360	5	e.	e.	PROPN
easat-8898	360	6	fiedler	fiedler	PROPN
easat-8898	360	7	,	,	PUNCT
easat-8898	360	8	j.	j.	PROPN
easat-8898	360	9	e.	e.	PROPN
easat-8898	360	10	garcia	garcia	PROPN
easat-8898	360	11	,	,	PUNCT
easat-8898	360	12	and	and	CCONJ
easat-8898	360	13	k.	k.	PROPN
easat-8898	360	14	barrett	barrett	PROPN
easat-8898	360	15	,	,	PUNCT
easat-8898	360	16	a	a	DET
easat-8898	360	17	theory	theory	NOUN
easat-8898	360	18	of	of	ADP
easat-8898	360	19	leadership	leadership	NOUN
easat-8898	360	20	effectiveness	effectiveness	NOUN
easat-8898	360	21	.	.	PUNCT
easat-8898	361	1	in	in	ADP
easat-8898	361	2	advances	advance	NOUN
easat-8898	361	3	in	in	ADP
easat-8898	361	4	experimental	experimental	ADJ
easat-8898	361	5	social	social	ADJ
easat-8898	361	6	psychology	psychology	NOUN
easat-8898	361	7	.	.	PUNCT
easat-8898	362	1	san	san	PROPN
easat-8898	362	2	diego	diego	PROPN
easat-8898	362	3	,	,	PUNCT
easat-8898	362	4	ca	ca	PROPN
easat-8898	362	5	,	,	PUNCT
easat-8898	362	6	usa	usa	PROPN
easat-8898	362	7	:	:	PUNCT
easat-8898	362	8	academic	academic	ADJ
easat-8898	362	9	press	press	NOUN
easat-8898	362	10	,	,	PUNCT
easat-8898	362	11	2016	2016	NUM
easat-8898	362	12	.	.	PUNCT
easat-8898	363	1	[	[	X
easat-8898	363	2	5	5	X
easat-8898	363	3	]	]	PUNCT
easat-8898	363	4	s.	s.	PROPN
easat-8898	363	5	ammirato	ammirato	PROPN
easat-8898	363	6	,	,	PUNCT
easat-8898	363	7	f.	f.	PROPN
easat-8898	363	8	sofo	sofo	PROPN
easat-8898	363	9	,	,	PUNCT
easat-8898	363	10	a.	a.	NOUN
easat-8898	363	11	m.	m.	NOUN
easat-8898	363	12	felicetti	felicetti	PROPN
easat-8898	363	13	,	,	PUNCT
easat-8898	363	14	n.	n.	PROPN
easat-8898	363	15	helander	helander	PROPN
easat-8898	363	16	,	,	PUNCT
easat-8898	363	17	and	and	CCONJ
easat-8898	363	18	h.	h.	PROPN
easat-8898	363	19	aramo	aramo	PROPN
easat-8898	363	20	-	-	PUNCT
easat-8898	363	21	immonen	immonen	NOUN
easat-8898	363	22	,	,	PUNCT
easat-8898	363	23	"	"	PUNCT
easat-8898	363	24	a	a	DET
easat-8898	363	25	new	new	ADJ
easat-8898	363	26	typology	typology	NOUN
easat-8898	363	27	to	to	PART
easat-8898	363	28	characterize	characterize	VERB
easat-8898	363	29	italian	italian	ADJ
easat-8898	363	30	digital	digital	ADJ
easat-8898	363	31	entrepreneurs	entrepreneur	NOUN
easat-8898	363	32	,	,	PUNCT
easat-8898	363	33	"	"	PUNCT
easat-8898	363	34	international	international	ADJ
easat-8898	363	35	journal	journal	NOUN
easat-8898	363	36	of	of	ADP
easat-8898	363	37	entrepreneurial	entrepreneurial	ADJ
easat-8898	363	38	behavior	behavior	NOUN
easat-8898	363	39	&	&	CCONJ
easat-8898	363	40	research	research	PROPN
easat-8898	363	41	,	,	PUNCT
easat-8898	363	42	vol	vol	NOUN
easat-8898	363	43	.	.	PROPN
easat-8898	363	44	26	26	NUM
easat-8898	363	45	,	,	PUNCT
easat-8898	363	46	no	no	INTJ
easat-8898	363	47	.	.	NOUN
easat-8898	363	48	2	2	NUM
easat-8898	363	49	,	,	PUNCT
easat-8898	363	50	pp	pp	ADJ
easat-8898	363	51	.	.	PUNCT
easat-8898	364	1	224	224	NUM
easat-8898	364	2	-	-	SYM
easat-8898	364	3	245	245	NUM
easat-8898	364	4	,	,	PUNCT
easat-8898	364	5	2020	2020	NUM
easat-8898	364	6	.	.	PUNCT
easat-8898	365	1	[	[	X
easat-8898	365	2	6	6	NUM
easat-8898	365	3	]	]	PUNCT
easat-8898	365	4	r.	r.	PROPN
easat-8898	365	5	l.	l.	PROPN
easat-8898	365	6	bangert	bangert	PROPN
easat-8898	365	7	-	-	PUNCT
easat-8898	365	8	drowns	drown	VERB
easat-8898	365	9	,	,	PUNCT
easat-8898	365	10	j.	j.	PROPN
easat-8898	365	11	a.	a.	PROPN
easat-8898	365	12	kulik	kulik	PROPN
easat-8898	365	13	,	,	PUNCT
easat-8898	365	14	and	and	CCONJ
easat-8898	365	15	c.-l	c.-l	PROPN
easat-8898	365	16	.	.	PUNCT
easat-8898	366	1	c.	c.	PROPN
easat-8898	366	2	kulik	kulik	PROPN
easat-8898	366	3	,	,	PUNCT
easat-8898	366	4	"	"	PUNCT
easat-8898	366	5	effects	effect	NOUN
easat-8898	366	6	of	of	ADP
easat-8898	366	7	frequent	frequent	ADJ
easat-8898	366	8	classroom	classroom	NOUN
easat-8898	366	9	testing	testing	NOUN
easat-8898	366	10	,	,	PUNCT
easat-8898	366	11	"	"	PUNCT
easat-8898	366	12	the	the	DET
easat-8898	366	13	journal	journal	NOUN
easat-8898	366	14	of	of	ADP
easat-8898	366	15	educational	educational	ADJ
easat-8898	366	16	research	research	NOUN
easat-8898	366	17	,	,	PUNCT
easat-8898	366	18	vol	vol	NOUN
easat-8898	366	19	.	.	PROPN
easat-8898	366	20	85	85	NUM
easat-8898	366	21	,	,	PUNCT
easat-8898	366	22	no	no	INTJ
easat-8898	366	23	.	.	NOUN
easat-8898	366	24	2	2	NUM
easat-8898	366	25	,	,	PUNCT
easat-8898	366	26	pp	pp	ADJ
easat-8898	366	27	.	.	PUNCT
easat-8898	366	28	89	89	NUM
easat-8898	366	29	-	-	SYM
easat-8898	366	30	99	99	NUM
easat-8898	366	31	,	,	PUNCT
easat-8898	366	32	1991	1991	NUM
easat-8898	366	33	.	.	PUNCT
easat-8898	366	34	https://doi.org/10.1080/00220671.1991.10702818	https://doi.org/10.1080/00220671.1991.10702818	PUNCT
easat-8898	367	1	[	[	X
easat-8898	367	2	7	7	X
easat-8898	367	3	]	]	X
easat-8898	367	4	i.	i.	PROPN
easat-8898	367	5	gati	gati	PROPN
easat-8898	367	6	and	and	CCONJ
easat-8898	367	7	v.	v.	ADP
easat-8898	367	8	kulcsár	kulcsár	PROPN
easat-8898	367	9	,	,	PUNCT
easat-8898	367	10	"	"	PUNCT
easat-8898	367	11	making	make	VERB
easat-8898	367	12	better	well	ADJ
easat-8898	367	13	career	career	NOUN
easat-8898	367	14	decisions	decision	NOUN
easat-8898	367	15	:	:	PUNCT
easat-8898	367	16	from	from	ADP
easat-8898	367	17	challenges	challenge	NOUN
easat-8898	367	18	to	to	ADP
easat-8898	367	19	opportunities	opportunity	NOUN
easat-8898	367	20	,	,	PUNCT
easat-8898	367	21	"	"	PUNCT
easat-8898	367	22	journal	journal	NOUN
easat-8898	367	23	of	of	ADP
easat-8898	367	24	vocational	vocational	ADJ
easat-8898	367	25	behavior	behavior	NOUN
easat-8898	367	26	,	,	PUNCT
easat-8898	367	27	vol	vol	NOUN
easat-8898	367	28	.	.	PROPN
easat-8898	367	29	126	126	NUM
easat-8898	367	30	,	,	PUNCT
easat-8898	367	31	p.	p.	NOUN
easat-8898	367	32	103545	103545	NUM
easat-8898	367	33	,	,	PUNCT
easat-8898	367	34	2021	2021	NUM
easat-8898	367	35	.	.	PUNCT
easat-8898	368	1	[	[	X
easat-8898	368	2	8	8	NUM
easat-8898	368	3	]	]	X
easat-8898	368	4	s.	s.	PROPN
easat-8898	368	5	adam	adam	PROPN
easat-8898	368	6	,	,	PUNCT
easat-8898	368	7	using	use	VERB
easat-8898	368	8	learning	learn	VERB
easat-8898	368	9	outcomes	outcome	NOUN
easat-8898	368	10	:	:	PUNCT
easat-8898	368	11	a	a	DET
easat-8898	368	12	consideration	consideration	NOUN
easat-8898	368	13	of	of	ADP
easat-8898	368	14	the	the	DET
easat-8898	368	15	nature	nature	NOUN
easat-8898	368	16	,	,	PUNCT
easat-8898	368	17	role	role	NOUN
easat-8898	368	18	,	,	PUNCT
easat-8898	368	19	and	and	CCONJ
easat-8898	368	20	content	content	NOUN
easat-8898	368	21	of	of	ADP
easat-8898	368	22	learning	learn	VERB
easat-8898	368	23	outcomes	outcome	NOUN
easat-8898	368	24	.	.	PUNCT
easat-8898	369	1	glasgow	glasgow	PROPN
easat-8898	369	2	,	,	PUNCT
easat-8898	369	3	scotland	scotland	PROPN
easat-8898	369	4	:	:	PUNCT
easat-8898	369	5	scottish	scottish	ADJ
easat-8898	369	6	quality	quality	NOUN
easat-8898	369	7	assurance	assurance	NOUN
easat-8898	369	8	agency	agency	NOUN
easat-8898	369	9	,	,	PUNCT
easat-8898	369	10	2004	2004	NUM
easat-8898	369	11	.	.	PUNCT
easat-8898	370	1	[	[	X
easat-8898	370	2	9	9	NUM
easat-8898	370	3	]	]	PUNCT
easat-8898	370	4	world	world	NOUN
easat-8898	370	5	economic	economic	PROPN
easat-8898	370	6	forum	forum	PROPN
easat-8898	370	7	,	,	PUNCT
easat-8898	370	8	the	the	DET
easat-8898	370	9	future	future	NOUN
easat-8898	370	10	of	of	ADP
easat-8898	370	11	jobs	job	NOUN
easat-8898	370	12	report	report	VERB
easat-8898	370	13	2023	2023	NUM
easat-8898	370	14	.	.	PUNCT
easat-8898	371	1	geneva	geneva	PROPN
easat-8898	371	2	,	,	PUNCT
easat-8898	371	3	switzerland	switzerland	PROPN
easat-8898	371	4	:	:	PUNCT
easat-8898	371	5	world	world	PROPN
easat-8898	371	6	economic	economic	PROPN
easat-8898	371	7	forum	forum	PROPN
easat-8898	371	8	,	,	PUNCT
easat-8898	371	9	2023	2023	NUM
easat-8898	371	10	.	.	PUNCT
easat-8898	372	1	[	[	X
easat-8898	372	2	10	10	NUM
easat-8898	372	3	]	]	X
easat-8898	372	4	f.	f.	PROPN
easat-8898	372	5	hesham	hesham	PROPN
easat-8898	372	6	and	and	CCONJ
easat-8898	372	7	h.	h.	PROPN
easat-8898	372	8	riadh	riadh	PROPN
easat-8898	372	9	,	,	PUNCT
easat-8898	372	10	"	"	PUNCT
easat-8898	372	11	how	how	SCONJ
easat-8898	372	12	can	can	AUX
easat-8898	372	13	one	one	PRON
easat-8898	372	14	improve	improve	VERB
easat-8898	372	15	the	the	DET
easat-8898	372	16	logistics	logistic	NOUN
easat-8898	372	17	process	process	NOUN
easat-8898	372	18	of	of	ADP
easat-8898	372	19	academic	academic	ADJ
easat-8898	372	20	orientation	orientation	NOUN
easat-8898	372	21	?	?	PUNCT
easat-8898	373	1	neural	neural	ADJ
easat-8898	373	2	network	network	NOUN
easat-8898	373	3	programming	programming	NOUN
easat-8898	373	4	to	to	PART
easat-8898	373	5	support	support	VERB
easat-8898	373	6	the	the	DET
easat-8898	373	7	decision	decision	NOUN
easat-8898	373	8	-	-	PUNCT
easat-8898	373	9	making	make	VERB
easat-8898	373	10	system	system	NOUN
easat-8898	373	11	in	in	ADP
easat-8898	373	12	a	a	DET
easat-8898	373	13	university	university	NOUN
easat-8898	373	14	career	career	NOUN
easat-8898	373	15	,	,	PUNCT
easat-8898	373	16	"	"	PUNCT
easat-8898	373	17	international	international	ADJ
easat-8898	373	18	journal	journal	NOUN
easat-8898	373	19	of	of	ADP
easat-8898	373	20	advanced	advanced	ADJ
easat-8898	373	21	and	and	CCONJ
easat-8898	373	22	applied	apply	VERB
easat-8898	373	23	sciences	science	NOUN
easat-8898	373	24	,	,	PUNCT
easat-8898	373	25	vol	vol	NOUN
easat-8898	373	26	.	.	PROPN
easat-8898	374	1	7	7	NUM
easat-8898	374	2	,	,	PUNCT
easat-8898	374	3	no	no	INTJ
easat-8898	374	4	.	.	NOUN
easat-8898	374	5	1	1	NUM
easat-8898	374	6	,	,	PUNCT
easat-8898	374	7	pp	pp	ADJ
easat-8898	374	8	.	.	PUNCT
easat-8898	375	1	6–19	6–19	NOUN
easat-8898	375	2	,	,	PUNCT
easat-8898	375	3	2020	2020	NUM
easat-8898	375	4	.	.	PUNCT
easat-8898	376	1	[	[	X
easat-8898	376	2	11	11	NUM
easat-8898	376	3	]	]	PUNCT
easat-8898	376	4	a.	a.	NOUN
easat-8898	376	5	a.	a.	PROPN
easat-8898	376	6	a.	a.	PROPN
easat-8898	376	7	ali	ali	PROPN
easat-8898	376	8	,	,	PUNCT
easat-8898	376	9	m.	m.	NOUN
easat-8898	376	10	alzgool	alzgool	PROPN
easat-8898	376	11	,	,	PUNCT
easat-8898	376	12	m.	m.	NOUN
easat-8898	376	13	alzoraiki	alzoraiki	PROPN
easat-8898	376	14	,	,	PUNCT
easat-8898	376	15	m.	m.	NOUN
easat-8898	376	16	milhem	milhem	PROPN
easat-8898	376	17	,	,	PUNCT
easat-8898	376	18	and	and	CCONJ
easat-8898	376	19	m.	m.	PROPN
easat-8898	376	20	s.	s.	PROPN
easat-8898	376	21	m.	m.	PROPN
easat-8898	377	1	al	al	PROPN
easat-8898	377	2	-	-	PUNCT
easat-8898	377	3	absy	absy	NOUN
easat-8898	377	4	,	,	PUNCT
easat-8898	377	5	"	"	PUNCT
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easat-8898	377	9	strategic	strategic	ADJ
easat-8898	377	10	planning	planning	NOUN
easat-8898	377	11	on	on	ADP
easat-8898	377	12	the	the	DET
easat-8898	377	13	relationship	relationship	NOUN
easat-8898	377	14	between	between	ADP
easat-8898	377	15	career	career	NOUN
easat-8898	377	16	path	path	NOUN
easat-8898	377	17	planning	planning	NOUN
easat-8898	377	18	and	and	CCONJ
easat-8898	377	19	job	job	NOUN
easat-8898	377	20	performance	performance	NOUN
easat-8898	377	21	,	,	PUNCT
easat-8898	377	22	"	"	PUNCT
easat-8898	377	23	sustainability	sustainability	NOUN
easat-8898	377	24	,	,	PUNCT
easat-8898	377	25	vol	vol	NOUN
easat-8898	377	26	.	.	PROPN
easat-8898	377	27	15	15	NUM
easat-8898	377	28	,	,	PUNCT
easat-8898	377	29	no	no	INTJ
easat-8898	377	30	.	.	NOUN
easat-8898	377	31	11	11	NUM
easat-8898	377	32	,	,	PUNCT
easat-8898	377	33	p.	p.	NOUN
easat-8898	377	34	8490	8490	NUM
easat-8898	377	35	,	,	PUNCT
easat-8898	377	36	2023	2023	NUM
easat-8898	377	37	.	.	PUNCT
easat-8898	378	1	https://doi.org/10.3390/su15118490	https://doi.org/10.3390/su15118490	X
easat-8898	379	1	[	[	X
easat-8898	379	2	12	12	NUM
easat-8898	379	3	]	]	PUNCT
easat-8898	379	4	m.	m.	NOUN
easat-8898	379	5	cinelli	cinelli	PROPN
easat-8898	379	6	,	,	PUNCT
easat-8898	379	7	m.	m.	NOUN
easat-8898	379	8	kadziński	kadziński	PROPN
easat-8898	379	9	,	,	PUNCT
easat-8898	379	10	g.	g.	PROPN
easat-8898	379	11	miebs	miebs	PROPN
easat-8898	379	12	,	,	PUNCT
easat-8898	379	13	m.	m.	NOUN
easat-8898	379	14	gonzalez	gonzalez	PROPN
easat-8898	379	15	,	,	PUNCT
easat-8898	379	16	and	and	CCONJ
easat-8898	379	17	r.	r.	PROPN
easat-8898	379	18	słowiński	słowiński	PROPN
easat-8898	379	19	,	,	PUNCT
easat-8898	379	20	"	"	PUNCT
easat-8898	379	21	recommending	recommend	VERB
easat-8898	379	22	multiple	multiple	ADJ
easat-8898	379	23	criteria	criterion	NOUN
easat-8898	379	24	decision	decision	NOUN
easat-8898	379	25	analysis	analysis	NOUN
easat-8898	379	26	methods	method	NOUN
easat-8898	379	27	with	with	ADP
easat-8898	379	28	a	a	DET
easat-8898	379	29	new	new	ADJ
easat-8898	379	30	taxonomy	taxonomy	NOUN
easat-8898	379	31	-	-	PUNCT
easat-8898	379	32	based	base	VERB
easat-8898	379	33	decision	decision	NOUN
easat-8898	379	34	support	support	NOUN
easat-8898	379	35	system	system	NOUN
easat-8898	379	36	,	,	PUNCT
easat-8898	379	37	"	"	PUNCT
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easat-8898	379	39	journal	journal	PROPN
easat-8898	379	40	of	of	ADP
easat-8898	379	41	operational	operational	ADJ
easat-8898	379	42	research	research	NOUN
easat-8898	379	43	,	,	PUNCT
easat-8898	379	44	vol	vol	NOUN
easat-8898	379	45	.	.	PROPN
easat-8898	379	46	302	302	NUM
easat-8898	379	47	,	,	PUNCT
easat-8898	379	48	pp	pp	ADJ
easat-8898	379	49	.	.	PUNCT
easat-8898	380	1	633–651	633–651	NUM
easat-8898	380	2	,	,	PUNCT
easat-8898	380	3	2022	2022	NUM
easat-8898	380	4	.	.	PUNCT
easat-8898	381	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
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easat-8898	381	3	https://doi.org/10.1080/00220671.1991.10702818	https://doi.org/10.1080/00220671.1991.10702818	PROPN
easat-8898	381	4	https://doi.org/10.3390/su15118490	https://doi.org/10.3390/su15118490	PROPN
easat-8898	381	5	1297	1297	NUM
easat-8898	381	6	edelweiss	edelweiss	PROPN
easat-8898	381	7	applied	apply	VERB
easat-8898	381	8	science	science	NOUN
easat-8898	381	9	and	and	CCONJ
easat-8898	381	10	technology	technology	NOUN
easat-8898	381	11	issn	issn	PROPN
easat-8898	381	12	:	:	PUNCT
easat-8898	381	13	2576	2576	NUM
easat-8898	381	14	-	-	SYM
easat-8898	381	15	8484	8484	NUM
easat-8898	381	16	vol	vol	NOUN
easat-8898	381	17	.	.	PROPN
easat-8898	382	1	9	9	NUM
easat-8898	382	2	,	,	PUNCT
easat-8898	382	3	no	no	INTJ
easat-8898	382	4	.	.	NOUN
easat-8898	382	5	7	7	NUM
easat-8898	382	6	:	:	SYM
easat-8898	382	7	1278	1278	NUM
easat-8898	382	8	-	-	SYM
easat-8898	382	9	1298	1298	NUM
easat-8898	382	10	,	,	PUNCT
easat-8898	382	11	2025	2025	NUM
easat-8898	382	12	doi	doi	NOUN
easat-8898	382	13	:	:	PUNCT
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easat-8898	382	17	by	by	ADP
easat-8898	382	18	the	the	DET
easat-8898	382	19	authors	author	NOUN
easat-8898	382	20	;	;	PUNCT
easat-8898	382	21	licensee	licensee	PROPN
easat-8898	382	22	learning	learning	NOUN
easat-8898	382	23	gate	gate	NOUN
easat-8898	383	1	[	[	X
easat-8898	383	2	13	13	NUM
easat-8898	383	3	]	]	PUNCT
easat-8898	383	4	p.	p.	NOUN
easat-8898	383	5	guo	guo	PROPN
easat-8898	383	6	,	,	PUNCT
easat-8898	383	7	n.	n.	PROPN
easat-8898	383	8	saab	saab	PROPN
easat-8898	383	9	,	,	PUNCT
easat-8898	383	10	l.	l.	PROPN
easat-8898	383	11	s.	s.	PROPN
easat-8898	383	12	post	post	PROPN
easat-8898	383	13	,	,	PUNCT
easat-8898	383	14	and	and	CCONJ
easat-8898	383	15	w.	w.	PROPN
easat-8898	383	16	admiraal	admiraal	PROPN
easat-8898	383	17	,	,	PUNCT
easat-8898	383	18	"	"	PUNCT
easat-8898	383	19	a	a	DET
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easat-8898	383	23	-	-	PUNCT
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easat-8898	383	25	learning	learning	NOUN
easat-8898	383	26	in	in	ADP
easat-8898	383	27	higher	high	ADJ
easat-8898	383	28	education	education	NOUN
easat-8898	383	29	:	:	PUNCT
easat-8898	383	30	student	student	NOUN
easat-8898	383	31	outcomes	outcome	NOUN
easat-8898	383	32	and	and	CCONJ
easat-8898	383	33	measures	measure	NOUN
easat-8898	383	34	,	,	PUNCT
easat-8898	383	35	"	"	PUNCT
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easat-8898	383	37	journal	journal	NOUN
easat-8898	383	38	of	of	ADP
easat-8898	383	39	educational	educational	ADJ
easat-8898	383	40	research	research	NOUN
easat-8898	383	41	,	,	PUNCT
easat-8898	383	42	vol	vol	NOUN
easat-8898	383	43	.	.	PROPN
easat-8898	384	1	102	102	NUM
easat-8898	384	2	,	,	PUNCT
easat-8898	384	3	p.	p.	NOUN
easat-8898	384	4	101586	101586	NUM
easat-8898	384	5	,	,	PUNCT
easat-8898	384	6	2020	2020	NUM
easat-8898	384	7	.	.	PUNCT
easat-8898	385	1	https://doi.org/10.1016/j.ijer.2020.101586	https://doi.org/10.1016/j.ijer.2020.101586	PROPN
easat-8898	385	2	[	[	X
easat-8898	385	3	14	14	NUM
easat-8898	385	4	]	]	X
easat-8898	385	5	s.	s.	PROPN
easat-8898	385	6	v.	v.	PROPN
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easat-8898	385	8	,	,	PUNCT
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easat-8898	385	10	a.	a.	PROPN
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easat-8898	385	12	,	,	PUNCT
easat-8898	385	13	and	and	CCONJ
easat-8898	385	14	s.	s.	PROPN
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easat-8898	385	20	a	a	DET
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easat-8898	385	22	dynamic	dynamic	ADJ
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easat-8898	385	24	support	support	NOUN
easat-8898	385	25	system	system	NOUN
easat-8898	385	26	,	,	PUNCT
easat-8898	385	27	"	"	PUNCT
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easat-8898	385	29	-	-	PUNCT
easat-8898	385	30	commтелекоммуникации	commтелекоммуникации	VERB
easat-8898	385	31	и	и	PROPN
easat-8898	385	32	транспорт	транспорт	NOUN
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easat-8898	385	35	.	.	PROPN
easat-8898	385	36	14	14	NUM
easat-8898	385	37	,	,	PUNCT
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easat-8898	385	39	.	.	NOUN
easat-8898	385	40	9	9	NUM
easat-8898	385	41	,	,	PUNCT
easat-8898	385	42	pp	pp	ADJ
easat-8898	385	43	.	.	PUNCT
easat-8898	386	1	43	43	NUM
easat-8898	386	2	-	-	SYM
easat-8898	386	3	47	47	NUM
easat-8898	386	4	,	,	PUNCT
easat-8898	386	5	2020	2020	NUM
easat-8898	386	6	.	.	PUNCT
easat-8898	387	1	[	[	X
easat-8898	387	2	15	15	NUM
easat-8898	387	3	]	]	X
easat-8898	387	4	g.	g.	PROPN
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easat-8898	387	6	,	,	PUNCT
easat-8898	387	7	l.	l.	PROPN
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easat-8898	387	9	,	,	PUNCT
easat-8898	387	10	z.	z.	PROPN
easat-8898	387	11	liu	liu	PROPN
easat-8898	387	12	,	,	PUNCT
easat-8898	387	13	y.	y.	PROPN
easat-8898	387	14	guo	guo	PROPN
easat-8898	387	15	,	,	PUNCT
easat-8898	387	16	j.	j.	PROPN
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easat-8898	387	18	,	,	PUNCT
easat-8898	387	19	and	and	CCONJ
easat-8898	387	20	x.	x.	PROPN
easat-8898	387	21	jia	jia	PROPN
easat-8898	387	22	,	,	PUNCT
easat-8898	387	23	"	"	PUNCT
easat-8898	387	24	an	an	DET
easat-8898	387	25	application	application	NOUN
easat-8898	387	26	of	of	ADP
easat-8898	387	27	fuzzy	fuzzy	ADJ
easat-8898	387	28	analytic	analytic	ADJ
easat-8898	387	29	hierarchy	hierarchy	NOUN
easat-8898	387	30	process	process	NOUN
easat-8898	387	31	in	in	ADP
easat-8898	387	32	risk	risk	NOUN
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easat-8898	387	34	model	model	NOUN
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easat-8898	387	36	"	"	PUNCT
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easat-8898	387	38	in	in	ADP
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easat-8898	387	40	,	,	PUNCT
easat-8898	387	41	vol	vol	NOUN
easat-8898	387	42	.	.	PROPN
easat-8898	387	43	12	12	NUM
easat-8898	387	44	,	,	PUNCT
easat-8898	387	45	p.	p.	NOUN
easat-8898	387	46	715003	715003	NUM
easat-8898	387	47	,	,	PUNCT
easat-8898	387	48	2021	2021	NUM
easat-8898	387	49	.	.	PUNCT
easat-8898	388	1	https://doi.org/10.3389/fpsyg.2021.715003	https://doi.org/10.3389/fpsyg.2021.715003	PROPN
easat-8898	388	2	[	[	X
easat-8898	388	3	16	16	NUM
easat-8898	388	4	]	]	X
easat-8898	388	5	n.	n.	NOUN
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easat-8898	388	7	and	and	CCONJ
easat-8898	388	8	s.	s.	PROPN
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easat-8898	388	11	"	"	PUNCT
easat-8898	388	12	design	design	NOUN
easat-8898	388	13	and	and	CCONJ
easat-8898	388	14	development	development	NOUN
easat-8898	388	15	of	of	ADP
easat-8898	388	16	the	the	DET
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easat-8898	388	18	career	career	NOUN
easat-8898	388	19	counselling	counselling	NOUN
easat-8898	388	20	:	:	PUNCT
easat-8898	388	21	a	a	DET
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easat-8898	388	25	career	career	NOUN
easat-8898	388	26	decision	decision	NOUN
easat-8898	388	27	-	-	PUNCT
easat-8898	388	28	making	making	NOUN
easat-8898	388	29	,	,	PUNCT
easat-8898	388	30	"	"	PUNCT
easat-8898	388	31	behaviour	behaviour	NOUN
easat-8898	388	32	&	&	CCONJ
easat-8898	388	33	information	information	NOUN
easat-8898	388	34	technology	technology	PROPN
easat-8898	388	35	,	,	PUNCT
easat-8898	388	36	vol	vol	NOUN
easat-8898	388	37	.	.	PROPN
easat-8898	388	38	41	41	NUM
easat-8898	388	39	,	,	PUNCT
easat-8898	388	40	no	no	INTJ
easat-8898	388	41	.	.	NOUN
easat-8898	388	42	1	1	NUM
easat-8898	388	43	,	,	PUNCT
easat-8898	388	44	pp	pp	ADJ
easat-8898	388	45	.	.	PUNCT
easat-8898	389	1	118	118	NUM
easat-8898	389	2	-	-	NUM
easat-8898	389	3	138	138	NUM
easat-8898	389	4	,	,	PUNCT
easat-8898	389	5	2022	2022	NUM
easat-8898	389	6	.	.	PUNCT
easat-8898	390	1	https://doi.org/10.1080/0144929x.2020.1795262	https://doi.org/10.1080/0144929x.2020.1795262	X
easat-8898	390	2	[	[	X
easat-8898	390	3	17	17	NUM
easat-8898	390	4	]	]	X
easat-8898	390	5	o.	o.	PROPN
easat-8898	390	6	pronina	pronina	PROPN
easat-8898	390	7	and	and	CCONJ
easat-8898	390	8	o.	o.	PROPN
easat-8898	390	9	piatykop	piatykop	NOUN
easat-8898	390	10	,	,	PUNCT
easat-8898	390	11	"	"	PUNCT
easat-8898	390	12	the	the	DET
easat-8898	390	13	decision	decision	NOUN
easat-8898	390	14	support	support	NOUN
easat-8898	390	15	system	system	NOUN
easat-8898	390	16	education	education	NOUN
easat-8898	390	17	career	career	NOUN
easat-8898	390	18	choice	choice	NOUN
easat-8898	390	19	using	use	VERB
easat-8898	390	20	fuzzy	fuzzy	ADJ
easat-8898	390	21	model	model	NOUN
easat-8898	390	22	,	,	PUNCT
easat-8898	390	23	"	"	PUNCT
easat-8898	390	24	in	in	ADP
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easat-8898	390	26	,	,	PUNCT
easat-8898	390	27	2021	2021	NUM
easat-8898	390	28	,	,	PUNCT
easat-8898	390	29	pp	pp	ADJ
easat-8898	390	30	.	.	PUNCT
easat-8898	391	1	1204	1204	NUM
easat-8898	391	2	-	-	SYM
easat-8898	391	3	1214	1214	NUM
easat-8898	391	4	.	.	PUNCT
easat-8898	392	1	[	[	X
easat-8898	392	2	18	18	NUM
easat-8898	392	3	]	]	PUNCT
easat-8898	392	4	z.	z.	PROPN
easat-8898	392	5	zhai	zhai	PROPN
easat-8898	392	6	,	,	PUNCT
easat-8898	392	7	j.	j.	PROPN
easat-8898	392	8	f.	f.	PROPN
easat-8898	392	9	martínez	martínez	PROPN
easat-8898	392	10	,	,	PUNCT
easat-8898	392	11	v.	v.	PROPN
easat-8898	392	12	beltran	beltran	PROPN
easat-8898	392	13	,	,	PUNCT
easat-8898	392	14	and	and	CCONJ
easat-8898	392	15	n.	n.	PROPN
easat-8898	392	16	l.	l.	PROPN
easat-8898	392	17	martínez	martínez	PROPN
easat-8898	392	18	,	,	PUNCT
easat-8898	392	19	"	"	PUNCT
easat-8898	392	20	decision	decision	NOUN
easat-8898	392	21	support	support	NOUN
easat-8898	392	22	systems	system	NOUN
easat-8898	392	23	for	for	ADP
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easat-8898	392	25	4.0	4.0	NUM
easat-8898	392	26	:	:	PUNCT
easat-8898	392	27	survey	survey	NOUN
easat-8898	392	28	and	and	CCONJ
easat-8898	392	29	challenges	challenge	NOUN
easat-8898	392	30	,	,	PUNCT
easat-8898	392	31	"	"	PUNCT
easat-8898	392	32	computers	computer	NOUN
easat-8898	392	33	and	and	CCONJ
easat-8898	392	34	electronics	electronic	NOUN
easat-8898	392	35	in	in	ADP
easat-8898	392	36	agriculture	agriculture	NOUN
easat-8898	392	37	,	,	PUNCT
easat-8898	392	38	vol	vol	NOUN
easat-8898	392	39	.	.	PROPN
easat-8898	392	40	170	170	NUM
easat-8898	392	41	,	,	PUNCT
easat-8898	392	42	p.	p.	NOUN
easat-8898	392	43	105256	105256	NUM
easat-8898	392	44	,	,	PUNCT
easat-8898	392	45	2020	2020	NUM
easat-8898	392	46	.	.	PUNCT
easat-8898	393	1	https://doi.org/10.1016/j.compag.2020.105256	https://doi.org/10.1016/j.compag.2020.105256	PROPN
easat-8898	393	2	[	[	X
easat-8898	393	3	19	19	NUM
easat-8898	393	4	]	]	X
easat-8898	393	5	y.	y.	PROPN
easat-8898	393	6	lipshits	lipshits	PROPN
easat-8898	393	7	-	-	ADJ
easat-8898	393	8	braziler	braziler	ADJ
easat-8898	393	9	,	,	PUNCT
easat-8898	393	10	i.	i.	PROPN
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easat-8898	393	12	,	,	PUNCT
easat-8898	393	13	and	and	CCONJ
easat-8898	393	14	m.	m.	NOUN
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easat-8898	393	16	,	,	PUNCT
easat-8898	393	17	"	"	PUNCT
easat-8898	393	18	strategies	strategy	NOUN
easat-8898	393	19	for	for	ADP
easat-8898	393	20	coping	cope	VERB
easat-8898	393	21	with	with	ADP
easat-8898	393	22	career	career	NOUN
easat-8898	393	23	indecision	indecision	NOUN
easat-8898	393	24	,	,	PUNCT
easat-8898	393	25	"	"	PUNCT
easat-8898	393	26	journal	journal	NOUN
easat-8898	393	27	of	of	ADP
easat-8898	393	28	career	career	NOUN
easat-8898	393	29	assessment	assessment	NOUN
easat-8898	393	30	,	,	PUNCT
easat-8898	393	31	vol	vol	NOUN
easat-8898	393	32	.	.	PROPN
easat-8898	393	33	24	24	NUM
easat-8898	393	34	,	,	PUNCT
easat-8898	393	35	no	no	INTJ
easat-8898	393	36	.	.	NOUN
easat-8898	393	37	1	1	NUM
easat-8898	393	38	,	,	PUNCT
easat-8898	393	39	pp	pp	ADJ
easat-8898	393	40	.	.	PUNCT
easat-8898	394	1	42	42	NUM
easat-8898	394	2	-	-	SYM
easat-8898	394	3	66	66	NUM
easat-8898	394	4	,	,	PUNCT
easat-8898	394	5	2016	2016	NUM
easat-8898	394	6	.	.	PUNCT
easat-8898	395	1	https://doi.org/10.1177/1069072714566795	https://doi.org/10.1177/1069072714566795	X
easat-8898	395	2	[	[	X
easat-8898	395	3	20	20	NUM
easat-8898	395	4	]	]	PUNCT
easat-8898	395	5	h.	h.	PROPN
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easat-8898	395	7	,	,	PUNCT
easat-8898	395	8	"	"	PUNCT
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easat-8898	395	11	:	:	PUNCT
easat-8898	395	12	a	a	DET
easat-8898	395	13	decision	decision	NOUN
easat-8898	395	14	making	make	VERB
easat-8898	395	15	perspective	perspective	NOUN
easat-8898	395	16	,	,	PUNCT
easat-8898	395	17	"	"	PUNCT
easat-8898	395	18	journal	journal	NOUN
easat-8898	395	19	of	of	ADP
easat-8898	395	20	vocational	vocational	ADJ
easat-8898	395	21	behavior	behavior	NOUN
easat-8898	395	22	,	,	PUNCT
easat-8898	395	23	vol	vol	NOUN
easat-8898	395	24	.	.	PROPN
easat-8898	396	1	66	66	NUM
easat-8898	396	2	,	,	PUNCT
easat-8898	396	3	no	no	INTJ
easat-8898	396	4	.	.	NOUN
easat-8898	396	5	2	2	NUM
easat-8898	396	6	,	,	PUNCT
easat-8898	396	7	pp	pp	ADJ
easat-8898	396	8	.	.	PUNCT
easat-8898	397	1	273	273	NUM
easat-8898	397	2	-	-	SYM
easat-8898	397	3	303	303	NUM
easat-8898	397	4	,	,	PUNCT
easat-8898	397	5	2005	2005	NUM
easat-8898	397	6	.	.	PUNCT
easat-8898	398	1	https://doi.org/10.1016/j.jvb.2004.10.001	https://doi.org/10.1016/j.jvb.2004.10.001	PROPN
easat-8898	398	2	[	[	X
easat-8898	398	3	21	21	NUM
easat-8898	398	4	]	]	PUNCT
easat-8898	398	5	a.	a.	NOUN
easat-8898	398	6	srinivasan	srinivasan	PROPN
easat-8898	398	7	and	and	CCONJ
easat-8898	398	8	n.	n.	PROPN
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easat-8898	398	10	,	,	PUNCT
easat-8898	398	11	"	"	PUNCT
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easat-8898	398	13	in	in	ADP
easat-8898	398	14	digital	digital	ADJ
easat-8898	398	15	platforms	platform	NOUN
easat-8898	398	16	:	:	PUNCT
easat-8898	398	17	a	a	DET
easat-8898	398	18	network	network	NOUN
easat-8898	398	19	centric	centric	ADJ
easat-8898	398	20	view	view	NOUN
easat-8898	398	21	,	,	PUNCT
easat-8898	398	22	"	"	PUNCT
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easat-8898	398	24	entrepreneurship	entrepreneurship	NOUN
easat-8898	398	25	journal	journal	NOUN
easat-8898	398	26	,	,	PUNCT
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easat-8898	398	30	,	,	PUNCT
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easat-8898	398	32	.	.	NOUN
easat-8898	398	33	4	4	NUM
easat-8898	398	34	,	,	PUNCT
easat-8898	398	35	pp	pp	ADJ
easat-8898	398	36	.	.	PUNCT
easat-8898	399	1	675–702	675–702	NUM
easat-8898	399	2	,	,	PUNCT
easat-8898	399	3	2021	2021	NUM
easat-8898	399	4	.	.	PUNCT
easat-8898	400	1	[	[	X
easat-8898	400	2	22	22	NUM
easat-8898	400	3	]	]	PUNCT
easat-8898	400	4	t.	t.	PROPN
easat-8898	400	5	j.	j.	PROPN
easat-8898	400	6	g.	g.	PROPN
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easat-8898	400	8	,	,	PUNCT
easat-8898	400	9	"	"	PUNCT
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easat-8898	401	2	advances	advance	NOUN
easat-8898	401	3	in	in	ADP
easat-8898	401	4	interest	interest	NOUN
easat-8898	401	5	assessment	assessment	NOUN
easat-8898	401	6	,	,	PUNCT
easat-8898	401	7	"	"	PUNCT
easat-8898	401	8	journal	journal	NOUN
easat-8898	401	9	of	of	ADP
easat-8898	401	10	career	career	NOUN
easat-8898	401	11	assessment	assessment	NOUN
easat-8898	401	12	,	,	PUNCT
easat-8898	401	13	vol	vol	NOUN
easat-8898	401	14	.	.	PROPN
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easat-8898	401	16	,	,	PUNCT
easat-8898	401	17	no	no	INTJ
easat-8898	401	18	.	.	NOUN
easat-8898	401	19	1	1	NUM
easat-8898	401	20	,	,	PUNCT
easat-8898	401	21	pp	pp	ADJ
easat-8898	401	22	.	.	PUNCT
easat-8898	402	1	3	3	NUM
easat-8898	402	2	-	-	SYM
easat-8898	402	3	13	13	NUM
easat-8898	402	4	,	,	PUNCT
easat-8898	402	5	2020	2020	NUM
easat-8898	402	6	.	.	PUNCT
easat-8898	403	1	https://doi.org/10.1177/1069072719879910	https://doi.org/10.1177/1069072719879910	X
easat-8898	404	1	[	[	X
easat-8898	404	2	23	23	NUM
easat-8898	404	3	]	]	X
easat-8898	404	4	r.	r.	PROPN
easat-8898	404	5	g.	g.	PROPN
easat-8898	404	6	valls	valls	PROPN
easat-8898	404	7	-	-	PUNCT
easat-8898	404	8	figuera	figuera	PROPN
easat-8898	404	9	,	,	PUNCT
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easat-8898	404	14	,	,	PUNCT
easat-8898	404	15	s.	s.	PROPN
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easat-8898	404	17	-	-	PUNCT
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easat-8898	404	19	,	,	PUNCT
easat-8898	404	20	and	and	CCONJ
easat-8898	404	21	p.	p.	PROPN
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easat-8898	404	25	-	-	ADJ
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easat-8898	404	33	-	-	PUNCT
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easat-8898	404	44	:	:	PUNCT
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easat-8898	404	46	case	case	NOUN
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easat-8898	404	49	students	student	NOUN
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easat-8898	404	63	,	,	PUNCT
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easat-8898	404	66	,	,	PUNCT
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easat-8898	404	68	.	.	PUNCT
easat-8898	405	1	https://doi.org/10.3390/su15075621	https://doi.org/10.3390/su15075621	X
easat-8898	406	1	[	[	X
easat-8898	406	2	24	24	NUM
easat-8898	406	3	]	]	PUNCT
easat-8898	406	4	q.	q.	PROPN
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easat-8898	406	6	,	,	PUNCT
easat-8898	406	7	r.	r.	PROPN
easat-8898	406	8	zhou	zhou	PROPN
easat-8898	406	9	,	,	PUNCT
easat-8898	406	10	m.	m.	PROPN
easat-8898	406	11	a.	a.	PROPN
easat-8898	406	12	anwar	anwar	PROPN
easat-8898	406	13	,	,	PUNCT
easat-8898	406	14	a.	a.	PROPN
easat-8898	406	15	n.	n.	PROPN
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easat-8898	406	17	,	,	PUNCT
easat-8898	406	18	and	and	CCONJ
easat-8898	406	19	f.	f.	PROPN
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easat-8898	406	31	:	:	PUNCT
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easat-8898	406	33	and	and	CCONJ
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easat-8898	406	35	perspectives	perspective	NOUN
easat-8898	406	36	,	,	PUNCT
easat-8898	406	37	"	"	PUNCT
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easat-8898	406	39	journal	journal	NOUN
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easat-8898	406	43	and	and	CCONJ
easat-8898	406	44	public	public	ADJ
easat-8898	406	45	health	health	NOUN
easat-8898	406	46	,	,	PUNCT
easat-8898	406	47	vol	vol	NOUN
easat-8898	406	48	.	.	PROPN
easat-8898	406	49	17	17	NUM
easat-8898	406	50	,	,	PUNCT
easat-8898	406	51	no	no	INTJ
easat-8898	406	52	.	.	NOUN
easat-8898	406	53	4	4	NUM
easat-8898	406	54	,	,	PUNCT
easat-8898	406	55	p.	p.	NOUN
easat-8898	406	56	1321	1321	NUM
easat-8898	406	57	,	,	PUNCT
easat-8898	406	58	2020	2020	NUM
easat-8898	406	59	.	.	PUNCT
easat-8898	407	1	[	[	X
easat-8898	407	2	25	25	NUM
easat-8898	407	3	]	]	PUNCT
easat-8898	407	4	l.	l.	PROPN
easat-8898	407	5	cheng	cheng	PROPN
easat-8898	407	6	,	,	PUNCT
easat-8898	407	7	a.	a.	PROPN
easat-8898	407	8	d.	d.	PROPN
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easat-8898	407	10	,	,	PUNCT
easat-8898	407	11	and	and	CCONJ
easat-8898	407	12	p.	p.	PROPN
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easat-8898	407	14	,	,	PUNCT
easat-8898	407	15	"	"	PUNCT
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easat-8898	407	17	of	of	ADP
easat-8898	407	18	the	the	DET
easat-8898	407	19	flipped	flip	VERB
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easat-8898	407	28	:	:	PUNCT
easat-8898	407	29	a	a	DET
easat-8898	407	30	meta	meta	ADJ
easat-8898	407	31	-	-	PUNCT
easat-8898	407	32	analysis	analysis	NOUN
easat-8898	407	33	,	,	PUNCT
easat-8898	407	34	"	"	PUNCT
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easat-8898	407	36	technology	technology	NOUN
easat-8898	407	37	research	research	NOUN
easat-8898	407	38	and	and	CCONJ
easat-8898	407	39	development	development	NOUN
easat-8898	407	40	,	,	PUNCT
easat-8898	407	41	vol	vol	NOUN
easat-8898	407	42	.	.	PROPN
easat-8898	407	43	67	67	NUM
easat-8898	407	44	,	,	PUNCT
easat-8898	407	45	pp	pp	ADJ
easat-8898	407	46	.	.	PUNCT
easat-8898	408	1	793	793	NUM
easat-8898	408	2	-	-	SYM
easat-8898	408	3	824	824	NUM
easat-8898	408	4	,	,	PUNCT
easat-8898	408	5	2019	2019	NUM
easat-8898	408	6	.	.	PUNCT
easat-8898	409	1	[	[	X
easat-8898	409	2	26	26	NUM
easat-8898	409	3	]	]	PUNCT
easat-8898	409	4	k.	k.	PROPN
easat-8898	409	5	f.	f.	PROPN
easat-8898	409	6	hew	hew	PROPN
easat-8898	409	7	and	and	CCONJ
easat-8898	409	8	c.	c.	PROPN
easat-8898	409	9	k.	k.	PROPN
easat-8898	409	10	lo	lo	PROPN
easat-8898	409	11	,	,	PUNCT
easat-8898	409	12	"	"	PUNCT
easat-8898	409	13	flipped	flip	VERB
easat-8898	409	14	classroom	classroom	NOUN
easat-8898	409	15	improves	improve	VERB
easat-8898	409	16	student	student	NOUN
easat-8898	409	17	learning	learning	NOUN
easat-8898	409	18	in	in	ADP
easat-8898	409	19	health	health	NOUN
easat-8898	409	20	professions	profession	NOUN
easat-8898	409	21	education	education	NOUN
easat-8898	409	22	:	:	PUNCT
easat-8898	409	23	a	a	DET
easat-8898	409	24	metaanalysis	metaanalysis	NOUN
easat-8898	409	25	,	,	PUNCT
easat-8898	409	26	"	"	PUNCT
easat-8898	409	27	bmc	bmc	ADJ
easat-8898	409	28	medical	medical	ADJ
easat-8898	409	29	education	education	NOUN
easat-8898	409	30	,	,	PUNCT
easat-8898	409	31	vol	vol	NOUN
easat-8898	409	32	.	.	PROPN
easat-8898	409	33	18	18	NUM
easat-8898	409	34	,	,	PUNCT
easat-8898	409	35	no	no	INTJ
easat-8898	409	36	.	.	NOUN
easat-8898	409	37	1	1	NUM
easat-8898	409	38	,	,	PUNCT
easat-8898	409	39	p.	p.	NOUN
easat-8898	409	40	38	38	NUM
easat-8898	409	41	,	,	PUNCT
easat-8898	409	42	2018	2018	NUM
easat-8898	409	43	.	.	PUNCT
easat-8898	410	1	https://doi.org/10.1186/s12909-018-1144-z	https://doi.org/10.1186/s12909-018-1144-z	PROPN
easat-8898	410	2	[	[	X
easat-8898	410	3	27	27	NUM
easat-8898	410	4	]	]	PUNCT
easat-8898	410	5	m.	m.	NOUN
easat-8898	410	6	keshavarz	keshavarz	PROPN
easat-8898	410	7	,	,	PUNCT
easat-8898	410	8	"	"	PUNCT
easat-8898	410	9	measuring	measure	VERB
easat-8898	410	10	course	course	NOUN
easat-8898	410	11	learning	learn	VERB
easat-8898	410	12	outcomes	outcome	NOUN
easat-8898	410	13	,	,	PUNCT
easat-8898	410	14	"	"	PUNCT
easat-8898	410	15	journal	journal	NOUN
easat-8898	410	16	of	of	ADP
easat-8898	410	17	learning	learn	VERB
easat-8898	410	18	design	design	NOUN
easat-8898	410	19	,	,	PUNCT
easat-8898	410	20	vol	vol	NOUN
easat-8898	410	21	.	.	PROPN
easat-8898	410	22	4	4	NUM
easat-8898	410	23	,	,	PUNCT
easat-8898	410	24	no	no	INTJ
easat-8898	410	25	.	.	NOUN
easat-8898	410	26	4	4	NUM
easat-8898	410	27	,	,	PUNCT
easat-8898	410	28	pp	pp	ADJ
easat-8898	410	29	.	.	PUNCT
easat-8898	411	1	1	1	NUM
easat-8898	411	2	-	-	SYM
easat-8898	411	3	9	9	NUM
easat-8898	411	4	,	,	PUNCT
easat-8898	411	5	2011	2011	NUM
easat-8898	411	6	.	.	PUNCT
easat-8898	412	1	[	[	X
easat-8898	412	2	28	28	NUM
easat-8898	412	3	]	]	X
easat-8898	412	4	e.	e.	PROPN
easat-8898	412	5	kyndt	kyndt	PROPN
easat-8898	412	6	,	,	PUNCT
easat-8898	412	7	e.	e.	PROPN
easat-8898	412	8	raes	raes	PROPN
easat-8898	412	9	,	,	PUNCT
easat-8898	412	10	b.	b.	PROPN
easat-8898	412	11	lismont	lismont	PROPN
easat-8898	412	12	,	,	PUNCT
easat-8898	412	13	f.	f.	PROPN
easat-8898	412	14	timmers	timmers	PROPN
easat-8898	412	15	,	,	PUNCT
easat-8898	412	16	e.	e.	PROPN
easat-8898	412	17	cascallar	cascallar	PROPN
easat-8898	412	18	,	,	PUNCT
easat-8898	412	19	and	and	CCONJ
easat-8898	412	20	f.	f.	PROPN
easat-8898	412	21	dochy	dochy	PROPN
easat-8898	412	22	,	,	PUNCT
easat-8898	412	23	"	"	PUNCT
easat-8898	412	24	a	a	DET
easat-8898	412	25	meta	meta	ADJ
easat-8898	412	26	-	-	PUNCT
easat-8898	412	27	analysis	analysis	NOUN
easat-8898	412	28	of	of	ADP
easat-8898	412	29	the	the	DET
easat-8898	412	30	effects	effect	NOUN
easat-8898	412	31	of	of	ADP
easat-8898	412	32	face	face	NOUN
easat-8898	412	33	-	-	PUNCT
easat-8898	412	34	to	to	ADP
easat-8898	412	35	-	-	PUNCT
easat-8898	412	36	face	face	NOUN
easat-8898	412	37	cooperative	cooperative	ADJ
easat-8898	412	38	learning	learning	NOUN
easat-8898	412	39	.	.	PUNCT
easat-8898	413	1	do	do	AUX
easat-8898	413	2	recent	recent	ADJ
easat-8898	413	3	studies	study	NOUN
easat-8898	413	4	falsify	falsify	VERB
easat-8898	413	5	or	or	CCONJ
easat-8898	413	6	verify	verify	VERB
easat-8898	413	7	earlier	early	ADJ
easat-8898	413	8	findings	finding	NOUN
easat-8898	413	9	?	?	PUNCT
easat-8898	413	10	,	,	PUNCT
easat-8898	413	11	"	"	PUNCT
easat-8898	413	12	educational	educational	ADJ
easat-8898	413	13	research	research	NOUN
easat-8898	413	14	review	review	NOUN
easat-8898	413	15	,	,	PUNCT
easat-8898	413	16	vol	vol	NOUN
easat-8898	413	17	.	.	PROPN
easat-8898	413	18	10	10	NUM
easat-8898	413	19	,	,	PUNCT
easat-8898	413	20	pp	pp	ADJ
easat-8898	413	21	.	.	PUNCT
easat-8898	414	1	133	133	NUM
easat-8898	414	2	-	-	SYM
easat-8898	414	3	149	149	NUM
easat-8898	414	4	,	,	PUNCT
easat-8898	414	5	2013	2013	NUM
easat-8898	414	6	.	.	PUNCT
easat-8898	415	1	https://doi.org/10.1016/j.edurev.2013.02.002	https://doi.org/10.1016/j.edurev.2013.02.002	NOUN
easat-8898	415	2	[	[	X
easat-8898	415	3	29	29	NUM
easat-8898	415	4	]	]	PUNCT
easat-8898	415	5	s.	s.	PROPN
easat-8898	415	6	lee	lee	PROPN
easat-8898	415	7	,	,	PUNCT
easat-8898	415	8	j.	j.	PROPN
easat-8898	415	9	jung	jung	PROPN
easat-8898	415	10	,	,	PUNCT
easat-8898	415	11	s.	s.	PROPN
easat-8898	415	12	baek	baek	PROPN
easat-8898	415	13	,	,	PUNCT
easat-8898	415	14	and	and	CCONJ
easat-8898	415	15	s.	s.	PROPN
easat-8898	415	16	lee	lee	PROPN
easat-8898	415	17	,	,	PUNCT
easat-8898	415	18	"	"	PUNCT
easat-8898	415	19	the	the	DET
easat-8898	415	20	relationship	relationship	NOUN
easat-8898	415	21	between	between	ADP
easat-8898	415	22	career	career	NOUN
easat-8898	415	23	decision	decision	NOUN
easat-8898	415	24	-	-	PUNCT
easat-8898	415	25	making	make	VERB
easat-8898	415	26	self	self	NOUN
easat-8898	415	27	-	-	PUNCT
easat-8898	415	28	efficacy	efficacy	NOUN
easat-8898	415	29	,	,	PUNCT
easat-8898	415	30	career	career	NOUN
easat-8898	415	31	preparation	preparation	NOUN
easat-8898	415	32	behaviour	behaviour	NOUN
easat-8898	415	33	and	and	CCONJ
easat-8898	415	34	career	career	NOUN
easat-8898	415	35	decision	decision	NOUN
easat-8898	415	36	difficulties	difficulty	NOUN
easat-8898	415	37	among	among	ADP
easat-8898	415	38	south	south	ADJ
easat-8898	415	39	korean	korean	ADJ
easat-8898	415	40	college	college	NOUN
easat-8898	415	41	students	student	NOUN
easat-8898	415	42	,	,	PUNCT
easat-8898	415	43	"	"	PUNCT
easat-8898	415	44	sustainability	sustainability	NOUN
easat-8898	415	45	,	,	PUNCT
easat-8898	415	46	vol	vol	NOUN
easat-8898	415	47	.	.	PROPN
easat-8898	415	48	14	14	NUM
easat-8898	415	49	,	,	PUNCT
easat-8898	415	50	no	no	INTJ
easat-8898	415	51	.	.	NOUN
easat-8898	415	52	21	21	NUM
easat-8898	415	53	,	,	PUNCT
easat-8898	415	54	p.	p.	NOUN
easat-8898	415	55	14384	14384	NUM
easat-8898	415	56	,	,	PUNCT
easat-8898	415	57	2022	2022	NUM
easat-8898	415	58	.	.	PUNCT
easat-8898	416	1	https://doi.org/10.3390/su142114384	https://doi.org/10.3390/su142114384	X
easat-8898	417	1	[	[	X
easat-8898	417	2	30	30	NUM
easat-8898	417	3	]	]	X
easat-8898	417	4	r.	r.	PROPN
easat-8898	417	5	p.	p.	PROPN
easat-8898	417	6	medeiros	medeiros	PROPN
easat-8898	417	7	,	,	PUNCT
easat-8898	417	8	g.	g.	PROPN
easat-8898	417	9	l.	l.	PROPN
easat-8898	417	10	ramalho	ramalho	PROPN
easat-8898	417	11	,	,	PUNCT
easat-8898	417	12	and	and	CCONJ
easat-8898	417	13	t.	t.	PROPN
easat-8898	417	14	p.	p.	PROPN
easat-8898	417	15	falcão	falcão	PROPN
easat-8898	417	16	,	,	PUNCT
easat-8898	417	17	"	"	PUNCT
easat-8898	417	18	a	a	DET
easat-8898	417	19	systematic	systematic	ADJ
easat-8898	417	20	literature	literature	NOUN
easat-8898	417	21	review	review	NOUN
easat-8898	417	22	on	on	ADP
easat-8898	417	23	teaching	teaching	NOUN
easat-8898	417	24	and	and	CCONJ
easat-8898	417	25	learning	learn	VERB
easat-8898	417	26	introductory	introductory	ADJ
easat-8898	417	27	programming	programming	NOUN
easat-8898	417	28	in	in	ADP
easat-8898	417	29	higher	high	ADJ
easat-8898	417	30	education	education	NOUN
easat-8898	417	31	,	,	PUNCT
easat-8898	417	32	"	"	PUNCT
easat-8898	417	33	ieee	ieee	NOUN
easat-8898	417	34	transactions	transaction	NOUN
easat-8898	417	35	on	on	ADP
easat-8898	417	36	education	education	NOUN
easat-8898	417	37	,	,	PUNCT
easat-8898	417	38	vol	vol	NOUN
easat-8898	417	39	.	.	PROPN
easat-8898	417	40	62	62	NUM
easat-8898	417	41	,	,	PUNCT
easat-8898	417	42	no	no	INTJ
easat-8898	417	43	.	.	NOUN
easat-8898	417	44	2	2	NUM
easat-8898	417	45	,	,	PUNCT
easat-8898	417	46	pp	pp	ADJ
easat-8898	417	47	.	.	PUNCT
easat-8898	418	1	77	77	NUM
easat-8898	418	2	-	-	SYM
easat-8898	418	3	90	90	NUM
easat-8898	418	4	,	,	PUNCT
easat-8898	418	5	2018	2018	NUM
easat-8898	418	6	.	.	PUNCT
easat-8898	419	1	[	[	X
easat-8898	419	2	31	31	NUM
easat-8898	419	3	]	]	PUNCT
easat-8898	419	4	s.	s.	PROPN
easat-8898	419	5	s.	s.	PROPN
easat-8898	419	6	a.	a.	PROPN
easat-8898	419	7	tarmizi	tarmizi	PROPN
easat-8898	419	8	,	,	PUNCT
easat-8898	419	9	s.	s.	PROPN
easat-8898	419	10	mutalib	mutalib	PROPN
easat-8898	419	11	,	,	PUNCT
easat-8898	419	12	n.	n.	PROPN
easat-8898	419	13	h.	h.	PROPN
easat-8898	419	14	a.	a.	PROPN
easat-8898	419	15	hamid	hamid	PROPN
easat-8898	419	16	,	,	PUNCT
easat-8898	419	17	and	and	CCONJ
easat-8898	419	18	s.	s.	PROPN
easat-8898	419	19	a.	a.	PROPN
easat-8898	419	20	rahman	rahman	PROPN
easat-8898	419	21	,	,	PUNCT
easat-8898	419	22	"	"	PUNCT
easat-8898	419	23	a	a	DET
easat-8898	419	24	review	review	NOUN
easat-8898	419	25	on	on	ADP
easat-8898	419	26	student	student	NOUN
easat-8898	419	27	attrition	attrition	NOUN
easat-8898	419	28	in	in	ADP
easat-8898	419	29	higher	high	ADJ
easat-8898	419	30	education	education	NOUN
easat-8898	419	31	using	use	VERB
easat-8898	419	32	big	big	ADJ
easat-8898	419	33	data	datum	NOUN
easat-8898	419	34	analytics	analytic	NOUN
easat-8898	419	35	and	and	CCONJ
easat-8898	419	36	data	datum	NOUN
easat-8898	419	37	mining	mining	NOUN
easat-8898	419	38	techniques	technique	NOUN
easat-8898	419	39	,	,	PUNCT
easat-8898	419	40	"	"	PUNCT
easat-8898	419	41	international	international	ADJ
easat-8898	419	42	journal	journal	NOUN
easat-8898	419	43	of	of	ADP
easat-8898	419	44	modern	modern	ADJ
easat-8898	419	45	education	education	NOUN
easat-8898	419	46	and	and	CCONJ
easat-8898	419	47	computer	computer	NOUN
easat-8898	419	48	science	science	NOUN
easat-8898	419	49	,	,	PUNCT
easat-8898	419	50	vol	vol	NOUN
easat-8898	419	51	.	.	PROPN
easat-8898	419	52	10	10	NUM
easat-8898	419	53	,	,	PUNCT
easat-8898	419	54	no	no	INTJ
easat-8898	419	55	.	.	NOUN
easat-8898	419	56	8	8	NUM
easat-8898	419	57	,	,	PUNCT
easat-8898	419	58	pp	pp	ADJ
easat-8898	419	59	.	.	PUNCT
easat-8898	420	1	1	1	NUM
easat-8898	420	2	-	-	SYM
easat-8898	420	3	14	14	NUM
easat-8898	420	4	,	,	PUNCT
easat-8898	420	5	2019	2019	NUM
easat-8898	420	6	.	.	PUNCT
easat-8898	421	1	https://doi.org/10.5815/ijmecs.2019.08.01	https://doi.org/10.5815/ijmecs.2019.08.01	PRON
easat-8898	421	2	[	[	X
easat-8898	421	3	32	32	NUM
easat-8898	421	4	]	]	PUNCT
easat-8898	421	5	d.	d.	PROPN
easat-8898	421	6	c.	c.	PROPN
easat-8898	421	7	d.	d.	PROPN
easat-8898	421	8	van	van	PROPN
easat-8898	421	9	alten	alten	PROPN
easat-8898	421	10	,	,	PUNCT
easat-8898	421	11	c.	c.	NOUN
easat-8898	421	12	phielix	phielix	NOUN
easat-8898	421	13	,	,	PUNCT
easat-8898	421	14	j.	j.	PROPN
easat-8898	421	15	janssen	janssen	PROPN
easat-8898	421	16	,	,	PUNCT
easat-8898	421	17	and	and	CCONJ
easat-8898	421	18	l.	l.	PROPN
easat-8898	421	19	kester	kester	PROPN
easat-8898	421	20	,	,	PUNCT
easat-8898	421	21	"	"	PUNCT
easat-8898	421	22	effects	effect	NOUN
easat-8898	421	23	of	of	ADP
easat-8898	421	24	flipping	flip	VERB
easat-8898	421	25	the	the	DET
easat-8898	421	26	classroom	classroom	NOUN
easat-8898	421	27	on	on	ADP
easat-8898	421	28	learning	learn	VERB
easat-8898	421	29	outcomes	outcome	NOUN
easat-8898	421	30	and	and	CCONJ
easat-8898	421	31	satisfaction	satisfaction	NOUN
easat-8898	421	32	:	:	PUNCT
easat-8898	421	33	a	a	DET
easat-8898	421	34	meta	meta	ADJ
easat-8898	421	35	-	-	PUNCT
easat-8898	421	36	analysis	analysis	NOUN
easat-8898	421	37	,	,	PUNCT
easat-8898	421	38	"	"	PUNCT
easat-8898	421	39	educational	educational	ADJ
easat-8898	421	40	research	research	NOUN
easat-8898	421	41	review	review	NOUN
easat-8898	421	42	,	,	PUNCT
easat-8898	421	43	vol	vol	NOUN
easat-8898	421	44	.	.	PROPN
easat-8898	421	45	28	28	NUM
easat-8898	421	46	,	,	PUNCT
easat-8898	421	47	p.	p.	NOUN
easat-8898	421	48	100281	100281	NUM
easat-8898	421	49	,	,	PUNCT
easat-8898	421	50	2019	2019	NUM
easat-8898	421	51	.	.	PUNCT
easat-8898	422	1	[	[	X
easat-8898	422	2	33	33	NUM
easat-8898	422	3	]	]	PUNCT
easat-8898	422	4	x.	x.	NOUN
easat-8898	422	5	dong	dong	PROPN
easat-8898	422	6	,	,	PUNCT
easat-8898	422	7	z.	z.	PROPN
easat-8898	422	8	yu	yu	PROPN
easat-8898	422	9	,	,	PUNCT
easat-8898	422	10	w.	w.	PROPN
easat-8898	422	11	cao	cao	PROPN
easat-8898	422	12	,	,	PUNCT
easat-8898	422	13	y.	y.	PROPN
easat-8898	422	14	shi	shi	PROPN
easat-8898	422	15	,	,	PUNCT
easat-8898	422	16	and	and	CCONJ
easat-8898	422	17	q.	q.	PROPN
easat-8898	422	18	ma	ma	PROPN
easat-8898	422	19	,	,	PUNCT
easat-8898	422	20	"	"	PUNCT
easat-8898	422	21	a	a	DET
easat-8898	422	22	survey	survey	NOUN
easat-8898	422	23	on	on	ADP
easat-8898	422	24	ensemble	ensemble	ADJ
easat-8898	422	25	learning	learning	NOUN
easat-8898	422	26	,	,	PUNCT
easat-8898	422	27	"	"	PUNCT
easat-8898	422	28	frontiers	frontier	NOUN
easat-8898	422	29	of	of	ADP
easat-8898	422	30	computer	computer	NOUN
easat-8898	422	31	science	science	NOUN
easat-8898	422	32	,	,	PUNCT
easat-8898	422	33	vol	vol	NOUN
easat-8898	422	34	.	.	PROPN
easat-8898	422	35	14	14	NUM
easat-8898	422	36	,	,	PUNCT
easat-8898	422	37	pp	pp	ADJ
easat-8898	422	38	.	.	PUNCT
easat-8898	423	1	241	241	NUM
easat-8898	423	2	-	-	SYM
easat-8898	423	3	258	258	NUM
easat-8898	423	4	,	,	PUNCT
easat-8898	423	5	2020	2020	NUM
easat-8898	423	6	.	.	PUNCT
easat-8898	424	1	[	[	X
easat-8898	424	2	34	34	NUM
easat-8898	424	3	]	]	X
easat-8898	424	4	d.	d.	PROPN
easat-8898	424	5	t.	t.	PROPN
easat-8898	424	6	van	van	PROPN
easat-8898	424	7	der	der	PROPN
easat-8898	424	8	haar	haar	PROPN
easat-8898	424	9	,	,	PUNCT
easat-8898	424	10	"	"	PUNCT
easat-8898	424	11	student	student	NOUN
easat-8898	424	12	emotion	emotion	NOUN
easat-8898	424	13	recognition	recognition	NOUN
easat-8898	424	14	in	in	ADP
easat-8898	424	15	computer	computer	NOUN
easat-8898	424	16	science	science	NOUN
easat-8898	424	17	education	education	NOUN
easat-8898	424	18	:	:	PUNCT
easat-8898	424	19	a	a	DET
easat-8898	424	20	blessing	blessing	NOUN
easat-8898	424	21	or	or	CCONJ
easat-8898	424	22	curse	curse	VERB
easat-8898	424	23	?	?	PUNCT
easat-8898	424	24	,	,	PUNCT
easat-8898	424	25	"	"	PUNCT
easat-8898	424	26	in	in	ADP
easat-8898	424	27	learning	learning	NOUN
easat-8898	424	28	and	and	CCONJ
easat-8898	424	29	collaboration	collaboration	NOUN
easat-8898	424	30	technologies	technology	NOUN
easat-8898	424	31	.	.	PUNCT
easat-8898	425	1	designing	design	VERB
easat-8898	425	2	learning	learning	NOUN
easat-8898	425	3	experiences	experience	NOUN
easat-8898	425	4	:	:	PUNCT
easat-8898	425	5	6th	6th	ADJ
easat-8898	425	6	international	international	ADJ
easat-8898	425	7	conference	conference	NOUN
easat-8898	425	8	,	,	PUNCT
easat-8898	425	9	lct	lct	PROPN
easat-8898	425	10	2019	2019	NUM
easat-8898	425	11	,	,	PUNCT
easat-8898	425	12	held	hold	VERB
easat-8898	425	13	as	as	ADP
easat-8898	425	14	part	part	NOUN
easat-8898	425	15	of	of	ADP
easat-8898	425	16	the	the	DET
easat-8898	425	17	21st	21st	ADJ
easat-8898	425	18	hci	hci	NOUN
easat-8898	425	19	international	international	ADJ
easat-8898	425	20	conference	conference	NOUN
easat-8898	425	21	,	,	PUNCT
easat-8898	425	22	hcii	hcii	PROPN
easat-8898	425	23	2019	2019	NUM
easat-8898	425	24	,	,	PUNCT
easat-8898	425	25	orlando	orlando	PROPN
easat-8898	425	26	,	,	PUNCT
easat-8898	425	27	fl	fl	PROPN
easat-8898	425	28	,	,	PUNCT
easat-8898	425	29	usa	usa	PROPN
easat-8898	425	30	,	,	PUNCT
easat-8898	425	31	july	july	PROPN
easat-8898	425	32	26–31	26–31	PROPN
easat-8898	425	33	,	,	PUNCT
easat-8898	425	34	2019	2019	NUM
easat-8898	425	35	,	,	PUNCT
easat-8898	425	36	proceedings	proceeding	NOUN
easat-8898	425	37	,	,	PUNCT
easat-8898	425	38	part	part	NOUN
easat-8898	425	39	i	i	PRON
easat-8898	425	40	21	21	NUM
easat-8898	425	41	,	,	PUNCT
easat-8898	425	42	2019	2019	NUM
easat-8898	425	43	:	:	PUNCT
easat-8898	425	44	springer	springer	NOUN
easat-8898	425	45	,	,	PUNCT
easat-8898	425	46	pp	pp	PROPN
easat-8898	425	47	.	.	PUNCT
easat-8898	426	1	301	301	NUM
easat-8898	426	2	-	-	SYM
easat-8898	426	3	311	311	NUM
easat-8898	426	4	.	.	PUNCT
easat-8898	427	1	[	[	X
easat-8898	427	2	35	35	NUM
easat-8898	427	3	]	]	PUNCT
easat-8898	427	4	v.	v.	CCONJ
easat-8898	427	5	arvidsson	arvidsson	NOUN
easat-8898	427	6	and	and	CCONJ
easat-8898	427	7	t.	t.	PROPN
easat-8898	427	8	mønsted	mønste	VERB
easat-8898	427	9	,	,	PUNCT
easat-8898	427	10	"	"	PUNCT
easat-8898	427	11	generating	generate	VERB
easat-8898	427	12	innovation	innovation	NOUN
easat-8898	427	13	potential	potential	NOUN
easat-8898	427	14	:	:	PUNCT
easat-8898	427	15	how	how	SCONJ
easat-8898	427	16	digital	digital	ADJ
easat-8898	427	17	entrepreneurs	entrepreneur	NOUN
easat-8898	427	18	conceal	conceal	VERB
easat-8898	427	19	,	,	PUNCT
easat-8898	427	20	sequence	sequence	NOUN
easat-8898	427	21	,	,	PUNCT
easat-8898	427	22	anchor	anchor	NOUN
easat-8898	427	23	,	,	PUNCT
easat-8898	427	24	and	and	CCONJ
easat-8898	427	25	propagate	propagate	VERB
easat-8898	427	26	new	new	ADJ
easat-8898	427	27	technology	technology	NOUN
easat-8898	427	28	,	,	PUNCT
easat-8898	427	29	"	"	PUNCT
easat-8898	427	30	the	the	DET
easat-8898	427	31	journal	journal	NOUN
easat-8898	427	32	of	of	ADP
easat-8898	427	33	strategic	strategic	ADJ
easat-8898	427	34	information	information	NOUN
easat-8898	427	35	systems	system	NOUN
easat-8898	427	36	,	,	PUNCT
easat-8898	427	37	vol	vol	NOUN
easat-8898	427	38	.	.	PROPN
easat-8898	427	39	27	27	NUM
easat-8898	427	40	,	,	PUNCT
easat-8898	427	41	no	no	INTJ
easat-8898	427	42	.	.	NOUN
easat-8898	427	43	4	4	NUM
easat-8898	427	44	,	,	PUNCT
easat-8898	427	45	pp	pp	ADJ
easat-8898	427	46	.	.	PUNCT
easat-8898	428	1	369	369	NUM
easat-8898	428	2	-	-	SYM
easat-8898	428	3	383	383	NUM
easat-8898	428	4	,	,	PUNCT
easat-8898	428	5	2018	2018	NUM
easat-8898	428	6	.	.	PUNCT
easat-8898	429	1	[	[	X
easat-8898	429	2	36	36	NUM
easat-8898	429	3	]	]	PUNCT
easat-8898	429	4	m.	m.	NOUN
easat-8898	429	5	z.	z.	PROPN
easat-8898	429	6	ngoasong	ngoasong	PROPN
easat-8898	429	7	,	,	PUNCT
easat-8898	429	8	"	"	PUNCT
easat-8898	429	9	digital	digital	ADJ
easat-8898	429	10	entrepreneurship	entrepreneurship	NOUN
easat-8898	429	11	in	in	ADP
easat-8898	429	12	a	a	DET
easat-8898	429	13	resource	resource	NOUN
easat-8898	429	14	-	-	PUNCT
easat-8898	429	15	scarce	scarce	ADJ
easat-8898	429	16	context	context	NOUN
easat-8898	429	17	:	:	PUNCT
easat-8898	429	18	a	a	DET
easat-8898	429	19	focus	focus	NOUN
easat-8898	429	20	on	on	ADP
easat-8898	429	21	entrepreneurial	entrepreneurial	ADJ
easat-8898	429	22	digital	digital	ADJ
easat-8898	429	23	competencies	competency	NOUN
easat-8898	429	24	,	,	PUNCT
easat-8898	429	25	"	"	PUNCT
easat-8898	429	26	journal	journal	NOUN
easat-8898	429	27	of	of	ADP
easat-8898	429	28	small	small	ADJ
easat-8898	429	29	business	business	NOUN
easat-8898	429	30	and	and	CCONJ
easat-8898	429	31	enterprise	enterprise	NOUN
easat-8898	429	32	development	development	NOUN
easat-8898	429	33	,	,	PUNCT
easat-8898	429	34	vol	vol	NOUN
easat-8898	429	35	.	.	PROPN
easat-8898	429	36	25	25	NUM
easat-8898	429	37	,	,	PUNCT
easat-8898	429	38	no	no	INTJ
easat-8898	429	39	.	.	NOUN
easat-8898	429	40	3	3	NUM
easat-8898	429	41	,	,	PUNCT
easat-8898	429	42	pp	pp	ADJ
easat-8898	429	43	.	.	PUNCT
easat-8898	429	44	483	483	NUM
easat-8898	429	45	-	-	SYM
easat-8898	429	46	500	500	NUM
easat-8898	429	47	,	,	PUNCT
easat-8898	429	48	2018	2018	NUM
easat-8898	429	49	.	.	PUNCT
easat-8898	430	1	[	[	X
easat-8898	430	2	37	37	NUM
easat-8898	430	3	]	]	X
easat-8898	430	4	c.	c.	PROPN
easat-8898	430	5	ropposch	ropposch	PROPN
easat-8898	430	6	,	,	PUNCT
easat-8898	430	7	e.	e.	PROPN
easat-8898	430	8	stiegler	stiegler	PROPN
easat-8898	430	9	,	,	PUNCT
easat-8898	430	10	and	and	CCONJ
easat-8898	430	11	c.	c.	PROPN
easat-8898	430	12	gubik	gubik	PROPN
easat-8898	430	13	,	,	PUNCT
easat-8898	430	14	"	"	PUNCT
easat-8898	430	15	digital	digital	ADJ
easat-8898	430	16	entrepreneurs	entrepreneur	NOUN
easat-8898	430	17	and	and	CCONJ
easat-8898	430	18	the	the	DET
easat-8898	430	19	origin	origin	NOUN
easat-8898	430	20	of	of	ADP
easat-8898	430	21	their	their	PRON
easat-8898	430	22	business	business	NOUN
easat-8898	430	23	models	model	NOUN
easat-8898	430	24	,	,	PUNCT
easat-8898	430	25	"	"	PUNCT
easat-8898	430	26	journal	journal	NOUN
easat-8898	430	27	of	of	ADP
easat-8898	430	28	business	business	NOUN
easat-8898	430	29	models	model	NOUN
easat-8898	430	30	,	,	PUNCT
easat-8898	430	31	vol	vol	NOUN
easat-8898	430	32	.	.	PROPN
easat-8898	430	33	9	9	NUM
easat-8898	430	34	,	,	PUNCT
easat-8898	430	35	no	no	INTJ
easat-8898	430	36	.	.	NOUN
easat-8898	430	37	1	1	NUM
easat-8898	430	38	,	,	PUNCT
easat-8898	430	39	pp	pp	ADJ
easat-8898	430	40	.	.	PUNCT
easat-8898	431	1	43	43	NUM
easat-8898	431	2	-	-	SYM
easat-8898	431	3	51	51	NUM
easat-8898	431	4	,	,	PUNCT
easat-8898	431	5	2021	2021	NUM
easat-8898	431	6	.	.	PUNCT
easat-8898	432	1	https://doi.org/10.1016/j.ijer.2020.101586	https://doi.org/10.1016/j.ijer.2020.101586	PROPN
easat-8898	432	2	https://doi.org/10.3389/fpsyg.2021.715003	https://doi.org/10.3389/fpsyg.2021.715003	PROPN
easat-8898	432	3	https://doi.org/10.1080/0144929x.2020.1795262	https://doi.org/10.1080/0144929x.2020.1795262	PROPN
easat-8898	432	4	https://doi.org/10.1016/j.compag.2020.105256	https://doi.org/10.1016/j.compag.2020.105256	ADJ
easat-8898	432	5	https://doi.org/10.1177/1069072714566795	https://doi.org/10.1177/1069072714566795	NOUN
easat-8898	432	6	https://doi.org/10.1016/j.jvb.2004.10.001	https://doi.org/10.1016/j.jvb.2004.10.001	ADJ
easat-8898	432	7	https://doi.org/10.1177/1069072719879910	https://doi.org/10.1177/1069072719879910	NOUN
easat-8898	432	8	https://doi.org/10.3390/su15075621	https://doi.org/10.3390/su15075621	X
easat-8898	432	9	https://doi.org/10.1186/s12909-018-1144-z	https://doi.org/10.1186/s12909-018-1144-z	PROPN
easat-8898	432	10	https://doi.org/10.1016/j.edurev.2013.02.002	https://doi.org/10.1016/j.edurev.2013.02.002	VERB
easat-8898	432	11	https://doi.org/10.3390/su142114384	https://doi.org/10.3390/su142114384	PRON
easat-8898	432	12	https://doi.org/10.5815/ijmecs.2019.08.01	https://doi.org/10.5815/ijmecs.2019.08.01	PROPN
easat-8898	432	13	1298	1298	NUM
easat-8898	432	14	edelweiss	edelweiss	PROPN
easat-8898	432	15	applied	apply	VERB
easat-8898	432	16	science	science	NOUN
easat-8898	432	17	and	and	CCONJ
easat-8898	432	18	technology	technology	NOUN
easat-8898	432	19	issn	issn	PROPN
easat-8898	432	20	:	:	PUNCT
easat-8898	432	21	2576	2576	NUM
easat-8898	432	22	-	-	SYM
easat-8898	432	23	8484	8484	NUM
easat-8898	432	24	vol	vol	NOUN
easat-8898	432	25	.	.	PROPN
easat-8898	433	1	9	9	NUM
easat-8898	433	2	,	,	PUNCT
easat-8898	433	3	no	no	INTJ
easat-8898	433	4	.	.	NOUN
easat-8898	433	5	7	7	NUM
easat-8898	433	6	:	:	SYM
easat-8898	433	7	1278	1278	NUM
easat-8898	433	8	-	-	SYM
easat-8898	433	9	1298	1298	NUM
easat-8898	433	10	,	,	PUNCT
easat-8898	433	11	2025	2025	NUM
easat-8898	433	12	doi	doi	NOUN
easat-8898	433	13	:	:	PUNCT
easat-8898	433	14	10.55214/25768484.v9i7.8898	10.55214/25768484.v9i7.8898	PROPN
easat-8898	433	15	©	©	PROPN
easat-8898	433	16	2025	2025	NUM
easat-8898	433	17	by	by	ADP
easat-8898	433	18	the	the	DET
easat-8898	433	19	authors	author	NOUN
easat-8898	433	20	;	;	PUNCT
easat-8898	433	21	licensee	licensee	PROPN
easat-8898	433	22	learning	learning	NOUN
easat-8898	433	23	gate	gate	NOUN
easat-8898	434	1	[	[	X
easat-8898	434	2	38	38	NUM
easat-8898	434	3	]	]	PUNCT
easat-8898	434	4	j.-m	j.-m	NOUN
easat-8898	434	5	.	.	PUNCT
easat-8898	434	6	sahut	sahut	PROPN
easat-8898	434	7	,	,	PUNCT
easat-8898	434	8	l.	l.	PROPN
easat-8898	434	9	iandoli	iandoli	PROPN
easat-8898	434	10	,	,	PUNCT
easat-8898	434	11	and	and	CCONJ
easat-8898	434	12	f.	f.	PROPN
easat-8898	434	13	teulon	teulon	PROPN
easat-8898	434	14	,	,	PUNCT
easat-8898	434	15	"	"	PUNCT
easat-8898	434	16	the	the	DET
easat-8898	434	17	age	age	NOUN
easat-8898	434	18	of	of	ADP
easat-8898	434	19	digital	digital	ADJ
easat-8898	434	20	entrepreneurship	entrepreneurship	NOUN
easat-8898	434	21	,	,	PUNCT
easat-8898	434	22	"	"	PUNCT
easat-8898	434	23	small	small	ADJ
easat-8898	434	24	business	business	NOUN
easat-8898	434	25	economics	economic	NOUN
easat-8898	434	26	,	,	PUNCT
easat-8898	434	27	vol	vol	NOUN
easat-8898	434	28	.	.	PROPN
easat-8898	435	1	56	56	NUM
easat-8898	435	2	,	,	PUNCT
easat-8898	435	3	no	no	INTJ
easat-8898	435	4	.	.	NOUN
easat-8898	435	5	3	3	NUM
easat-8898	435	6	,	,	PUNCT
easat-8898	435	7	pp	pp	ADJ
easat-8898	435	8	.	.	PUNCT
easat-8898	436	1	1159	1159	NUM
easat-8898	436	2	-	-	SYM
easat-8898	436	3	1169	1169	NUM
easat-8898	436	4	,	,	PUNCT
easat-8898	436	5	2021	2021	NUM
easat-8898	436	6	.	.	PUNCT
easat-8898	437	1	https://doi.org/10.1007/s11187-019-00260-8	https://doi.org/10.1007/s11187-019-00260-8	NUM
easat-8898	438	1	[	[	X
easat-8898	438	2	39	39	NUM
easat-8898	438	3	]	]	PUNCT
easat-8898	438	4	r.	r.	PROPN
easat-8898	438	5	y.	y.	PROPN
easat-8898	438	6	c.	c.	PROPN
easat-8898	438	7	seow	seow	PROPN
easat-8898	438	8	,	,	PUNCT
easat-8898	438	9	"	"	PUNCT
easat-8898	438	10	personality	personality	NOUN
easat-8898	438	11	traits	trait	NOUN
easat-8898	438	12	of	of	ADP
easat-8898	438	13	traditional	traditional	ADJ
easat-8898	438	14	entrepreneur	entrepreneur	NOUN
easat-8898	438	15	and	and	CCONJ
easat-8898	438	16	digital	digital	ADJ
easat-8898	438	17	entrepreneur	entrepreneur	NOUN
easat-8898	438	18	:	:	PUNCT
easat-8898	438	19	a	a	DET
easat-8898	438	20	systematic	systematic	ADJ
easat-8898	438	21	literature	literature	NOUN
easat-8898	438	22	review	review	PROPN
easat-8898	438	23	/	/	SYM
easat-8898	438	24	seow	seow	PROPN
easat-8898	438	25	,	,	PUNCT
easat-8898	438	26	richard	richard	PROPN
easat-8898	438	27	yeaw	yeaw	PROPN
easat-8898	438	28	chong	chong	PROPN
easat-8898	438	29	,	,	PUNCT
easat-8898	438	30	"	"	PUNCT
easat-8898	438	31	asean	asean	ADJ
easat-8898	438	32	entrepreneurship	entrepreneurship	NOUN
easat-8898	438	33	journal	journal	NOUN
easat-8898	438	34	,	,	PUNCT
easat-8898	438	35	vol	vol	NOUN
easat-8898	438	36	.	.	PROPN
easat-8898	438	37	8	8	NUM
easat-8898	438	38	,	,	PUNCT
easat-8898	438	39	no	no	INTJ
easat-8898	438	40	.	.	NOUN
easat-8898	438	41	2	2	NUM
easat-8898	438	42	,	,	PUNCT
easat-8898	438	43	pp	pp	ADJ
easat-8898	438	44	.	.	PUNCT
easat-8898	439	1	56	56	NUM
easat-8898	439	2	-	-	SYM
easat-8898	439	3	71	71	NUM
easat-8898	439	4	,	,	PUNCT
easat-8898	439	5	2022	2022	NUM
easat-8898	439	6	.	.	PUNCT
easat-8898	440	1	https://doi.org/10.1007/s11187-019-00260-8	https://doi.org/10.1007/s11187-019-00260-8	NUM