id	sid	tid	token	lemma	pos
bjmsr-2442	1	1	bangladesh	bangladesh	PROPN
bjmsr-2442	1	2	journal	journal	PROPN
bjmsr-2442	1	3	of	of	ADP
bjmsr-2442	1	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	1	5	scientific	scientific	ADJ
bjmsr-2442	1	6	research	research	NOUN
bjmsr-2442	1	7	10(4	10(4	NUM
bjmsr-2442	1	8	)	)	PUNCT
bjmsr-2442	1	9	(	(	PUNCT
bjmsr-2442	1	10	2025	2025	NUM
bjmsr-2442	1	11	)	)	PUNCT
bjmsr-2442	1	12	,	,	PUNCT
bjmsr-2442	1	13	1	1	NUM
bjmsr-2442	1	14	-	-	SYM
bjmsr-2442	1	15	10	10	NUM
bjmsr-2442	1	16	1	1	NUM
bjmsr-2442	1	17	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	1	18	scientific	scientific	ADJ
bjmsr-2442	1	19	research	research	NOUN
bjmsr-2442	1	20	bjmsr	bjmsr	NOUN
bjmsr-2442	1	21	vol	vol	VERB
bjmsr-2442	1	22	10	10	NUM
bjmsr-2442	1	23	no	no	DET
bjmsr-2442	1	24	4	4	NUM
bjmsr-2442	1	25	(	(	PUNCT
bjmsr-2442	1	26	2025	2025	NUM
bjmsr-2442	1	27	)	)	PUNCT
bjmsr-2442	1	28	p	p	X
bjmsr-2442	1	29	-	-	PUNCT
bjmsr-2442	1	30	issn	issn	PROPN
bjmsr-2442	1	31	2687	2687	NUM
bjmsr-2442	1	32	-	-	PUNCT
bjmsr-2442	1	33	850x	850x	NUM
bjmsr-2442	1	34	e	e	NOUN
bjmsr-2442	1	35	-	-	PROPN
bjmsr-2442	1	36	issn	issn	PROPN
bjmsr-2442	1	37	2687	2687	NUM
bjmsr-2442	1	38	-	-	SYM
bjmsr-2442	1	39	8518	8518	NUM
bjmsr-2442	1	40	available	available	ADJ
bjmsr-2442	1	41	online	online	ADV
bjmsr-2442	1	42	at	at	ADP
bjmsr-2442	1	43	https://www.cribfb.com	https://www.cribfb.com	X
bjmsr-2442	1	44	journal	journal	PROPN
bjmsr-2442	1	45	homepage	homepage	NOUN
bjmsr-2442	1	46	:	:	PUNCT
bjmsr-2442	1	47	https://www.cribfb.com/journal/index.php/bjmsr	https://www.cribfb.com/journal/index.php/bjmsr	NOUN
bjmsr-2442	1	48	published	publish	VERB
bjmsr-2442	1	49	by	by	ADP
bjmsr-2442	1	50	cribfb	cribfb	PROPN
bjmsr-2442	1	51	,	,	PUNCT
bjmsr-2442	1	52	usa	usa	PROPN
bjmsr-2442	1	53	investigating	investigate	VERB
bjmsr-2442	1	54	the	the	DET
bjmsr-2442	1	55	impact	impact	NOUN
bjmsr-2442	1	56	of	of	ADP
bjmsr-2442	1	57	ai	ai	VERB
bjmsr-2442	1	58	on	on	ADP
bjmsr-2442	1	59	the	the	DET
bjmsr-2442	1	60	workforce	workforce	NOUN
bjmsr-2442	1	61	and	and	CCONJ
bjmsr-2442	1	62	the	the	DET
bjmsr-2442	1	63	future	future	NOUN
bjmsr-2442	1	64	of	of	ADP
bjmsr-2442	1	65	work	work	NOUN
bjmsr-2442	1	66	in	in	ADP
bjmsr-2442	1	67	the	the	DET
bjmsr-2442	1	68	region	region	NOUN
bjmsr-2442	1	69	:	:	PUNCT
bjmsr-2442	1	70	a	a	DET
bjmsr-2442	1	71	machine	machine	NOUN
bjmsr-2442	1	72	learning	learn	VERB
bjmsr-2442	1	73	perspective	perspective	NOUN
bjmsr-2442	1	74	boumedyen	boumedyen	PROPN
bjmsr-2442	1	75	shannaq	shannaq	PROPN
bjmsr-2442	1	76	(	(	PUNCT
bjmsr-2442	1	77	a)1	a)1	PROPN
bjmsr-2442	1	78	ahmed	ahme	VERB
bjmsr-2442	1	79	alabri	alabri	NOUN
bjmsr-2442	1	80	(	(	PUNCT
bjmsr-2442	1	81	b	b	NOUN
bjmsr-2442	1	82	)	)	PUNCT
bjmsr-2442	2	1	v.	v.	ADP
bjmsr-2442	2	2	p.	p.	PROPN
bjmsr-2442	2	3	sriram	sriram	PROPN
bjmsr-2442	3	1	(	(	PUNCT
bjmsr-2442	3	2	c	c	X
bjmsr-2442	3	3	)	)	PUNCT
bjmsr-2442	3	4	oualid	oualid	PROPN
bjmsr-2442	3	5	ben	ben	PROPN
bjmsr-2442	3	6	ali	ali	PROPN
bjmsr-2442	3	7	(	(	PUNCT
bjmsr-2442	3	8	d	d	PROPN
bjmsr-2442	3	9	)	)	PUNCT
bjmsr-2442	3	10	(	(	PUNCT
bjmsr-2442	3	11	a	a	PRON
bjmsr-2442	3	12	)	)	PUNCT
bjmsr-2442	3	13	associate	associate	NOUN
bjmsr-2442	3	14	professor	professor	NOUN
bjmsr-2442	3	15	,	,	PUNCT
bjmsr-2442	3	16	management	management	NOUN
bjmsr-2442	3	17	of	of	ADP
bjmsr-2442	3	18	information	information	NOUN
bjmsr-2442	3	19	systems	system	NOUN
bjmsr-2442	3	20	department	department	PROPN
bjmsr-2442	3	21	,	,	PUNCT
bjmsr-2442	3	22	university	university	PROPN
bjmsr-2442	3	23	of	of	ADP
bjmsr-2442	3	24	buraimi	buraimi	PROPN
bjmsr-2442	3	25	,	,	PUNCT
bjmsr-2442	3	26	al	al	PROPN
bjmsr-2442	3	27	buraimi	buraimi	PROPN
bjmsr-2442	3	28	governorate	governorate	PROPN
bjmsr-2442	3	29	,	,	PUNCT
bjmsr-2442	3	30	sultanate	sultanate	NOUN
bjmsr-2442	3	31	of	of	ADP
bjmsr-2442	3	32	oman	oman	NOUN
bjmsr-2442	3	33	;	;	PUNCT
bjmsr-2442	3	34	email	email	NOUN
bjmsr-2442	3	35	:	:	PUNCT
bjmsr-2442	3	36	boumedyen@uob.edu.om	boumedyen@uob.edu.om	PROPN
bjmsr-2442	3	37	(	(	PUNCT
bjmsr-2442	3	38	b	b	NOUN
bjmsr-2442	3	39	)	)	PUNCT
bjmsr-2442	3	40	finance	finance	NOUN
bjmsr-2442	3	41	and	and	CCONJ
bjmsr-2442	3	42	administrative	administrative	PROPN
bjmsr-2442	3	43	affairs	affairs	PROPN
bjmsr-2442	3	44	&	&	CCONJ
bjmsr-2442	3	45	supporting	support	VERB
bjmsr-2442	3	46	services	service	NOUN
bjmsr-2442	3	47	,	,	PUNCT
bjmsr-2442	3	48	university	university	PROPN
bjmsr-2442	3	49	of	of	ADP
bjmsr-2442	3	50	buraimi	buraimi	PROPN
bjmsr-2442	3	51	,	,	PUNCT
bjmsr-2442	3	52	al	al	PROPN
bjmsr-2442	3	53	buraimi	buraimi	PROPN
bjmsr-2442	3	54	512	512	NUM
bjmsr-2442	3	55	,	,	PUNCT
bjmsr-2442	3	56	sultanate	sultanate	NOUN
bjmsr-2442	3	57	of	of	ADP
bjmsr-2442	3	58	oman	oman	NOUN
bjmsr-2442	3	59	;	;	PUNCT
bjmsr-2442	3	60	e	e	X
bjmsr-2442	3	61	-	-	NOUN
bjmsr-2442	3	62	mail	mail	NOUN
bjmsr-2442	3	63	:	:	PUNCT
bjmsr-2442	3	64	drahmed.s@uob.edu.om	drahmed.s@uob.edu.om	NOUN
bjmsr-2442	3	65	(	(	PUNCT
bjmsr-2442	3	66	c	c	NOUN
bjmsr-2442	3	67	)	)	PUNCT
bjmsr-2442	3	68	associate	associate	NOUN
bjmsr-2442	3	69	professor	professor	NOUN
bjmsr-2442	3	70	,	,	PUNCT
bjmsr-2442	3	71	management	management	NOUN
bjmsr-2442	3	72	of	of	ADP
bjmsr-2442	3	73	information	information	NOUN
bjmsr-2442	3	74	systems	system	NOUN
bjmsr-2442	3	75	department	department	PROPN
bjmsr-2442	3	76	,	,	PUNCT
bjmsr-2442	3	77	university	university	PROPN
bjmsr-2442	3	78	of	of	ADP
bjmsr-2442	3	79	buraimi	buraimi	PROPN
bjmsr-2442	3	80	,	,	PUNCT
bjmsr-2442	3	81	al	al	PROPN
bjmsr-2442	3	82	buraimi	buraimi	PROPN
bjmsr-2442	3	83	governorate	governorate	PROPN
bjmsr-2442	3	84	,	,	PUNCT
bjmsr-2442	3	85	sultanate	sultanate	NOUN
bjmsr-2442	3	86	of	of	ADP
bjmsr-2442	3	87	oman	oman	NOUN
bjmsr-2442	3	88	;	;	PUNCT
bjmsr-2442	3	89	email	email	NOUN
bjmsr-2442	3	90	:	:	PUNCT
bjmsr-2442	3	91	sriram.v@uob.edu.om	sriram.v@uob.edu.om	NOUN
bjmsr-2442	3	92	(	(	PUNCT
bjmsr-2442	3	93	d	d	NOUN
bjmsr-2442	3	94	)	)	PUNCT
bjmsr-2442	3	95	associate	associate	ADJ
bjmsr-2442	3	96	professor	professor	NOUN
bjmsr-2442	3	97	and	and	CCONJ
bjmsr-2442	3	98	acting	acting	ADJ
bjmsr-2442	3	99	head	head	NOUN
bjmsr-2442	3	100	,	,	PUNCT
bjmsr-2442	3	101	computer	computer	NOUN
bjmsr-2442	3	102	science	science	PROPN
bjmsr-2442	3	103	department	department	PROPN
bjmsr-2442	3	104	,	,	PUNCT
bjmsr-2442	3	105	applied	apply	VERB
bjmsr-2442	3	106	science	science	NOUN
bjmsr-2442	3	107	university	university	NOUN
bjmsr-2442	3	108	,	,	PUNCT
bjmsr-2442	3	109	kingdom	kingdom	NOUN
bjmsr-2442	3	110	of	of	ADP
bjmsr-2442	3	111	bahrain	bahrain	NOUN
bjmsr-2442	3	112	;	;	PUNCT
bjmsr-2442	3	113	e	e	X
bjmsr-2442	3	114	-	-	NOUN
bjmsr-2442	3	115	mail	mail	NOUN
bjmsr-2442	3	116	:	:	PUNCT
bjmsr-2442	3	117	oualid.ali@asu.edu.bh	oualid.ali@asu.edu.bh	ADP
bjmsr-2442	3	118	a	a	DET
bjmsr-2442	3	119	r	r	NOUN
bjmsr-2442	3	120	t	t	NOUN
bjmsr-2442	4	1	i	i	PRON
bjmsr-2442	4	2	c	c	NOUN
bjmsr-2442	4	3	l	l	NOUN
bjmsr-2442	4	4	e	e	NOUN
bjmsr-2442	5	1	i	i	PRON
bjmsr-2442	5	2	n	n	VERB
bjmsr-2442	5	3	f	f	NOUN
bjmsr-2442	5	4	o	o	NOUN
bjmsr-2442	5	5	article	article	NOUN
bjmsr-2442	5	6	history	history	NOUN
bjmsr-2442	5	7	:	:	PUNCT
bjmsr-2442	5	8	received	receive	VERB
bjmsr-2442	5	9	:	:	PUNCT
bjmsr-2442	5	10	19th	19th	ADJ
bjmsr-2442	5	11	february	february	NOUN
bjmsr-2442	5	12	2025	2025	NUM
bjmsr-2442	5	13	reviewed	review	VERB
bjmsr-2442	5	14	&	&	CCONJ
bjmsr-2442	5	15	revised	revise	VERB
bjmsr-2442	5	16	:	:	PUNCT
bjmsr-2442	5	17	19th	19th	ADJ
bjmsr-2442	5	18	february	february	NOUN
bjmsr-2442	5	19	to	to	ADP
bjmsr-2442	5	20	10th	10th	ADJ
bjmsr-2442	5	21	june	june	PROPN
bjmsr-2442	5	22	2025	2025	NUM
bjmsr-2442	5	23	accepted	accept	VERB
bjmsr-2442	5	24	:	:	PUNCT
bjmsr-2442	5	25	12th	12th	ADJ
bjmsr-2442	5	26	june	june	PROPN
bjmsr-2442	5	27	2025	2025	NUM
bjmsr-2442	5	28	published	publish	VERB
bjmsr-2442	5	29	:	:	PUNCT
bjmsr-2442	5	30	20th	20th	ADJ
bjmsr-2442	5	31	june	june	PROPN
bjmsr-2442	5	32	2025	2025	NUM
bjmsr-2442	5	33	keywords	keyword	NOUN
bjmsr-2442	5	34	:	:	PUNCT
bjmsr-2442	5	35	ai	ai	VERB
bjmsr-2442	5	36	,	,	PUNCT
bjmsr-2442	5	37	future	future	ADJ
bjmsr-2442	5	38	workforce	workforce	NOUN
bjmsr-2442	5	39	,	,	PUNCT
bjmsr-2442	5	40	clustering	clustering	ADJ
bjmsr-2442	5	41	methods	method	NOUN
bjmsr-2442	5	42	,	,	PUNCT
bjmsr-2442	5	43	workforce	workforce	NOUN
bjmsr-2442	5	44	opportunities	opportunity	NOUN
bjmsr-2442	5	45	and	and	CCONJ
bjmsr-2442	5	46	risks	risk	NOUN
bjmsr-2442	5	47	jel	jel	PROPN
bjmsr-2442	5	48	classification	classification	NOUN
bjmsr-2442	5	49	codes	code	NOUN
bjmsr-2442	5	50	:	:	PUNCT
bjmsr-2442	5	51	o33	o33	PROPN
bjmsr-2442	5	52	,	,	PUNCT
bjmsr-2442	5	53	j24	j24	PROPN
bjmsr-2442	5	54	,	,	PUNCT
bjmsr-2442	5	55	j21	j21	PROPN
bjmsr-2442	5	56	,	,	PUNCT
bjmsr-2442	5	57	c55	c55	PROPN
bjmsr-2442	5	58	peer	peer	NOUN
bjmsr-2442	5	59	-	-	PUNCT
bjmsr-2442	5	60	review	review	NOUN
bjmsr-2442	5	61	model	model	NOUN
bjmsr-2442	5	62	:	:	PUNCT
bjmsr-2442	5	63	external	external	ADJ
bjmsr-2442	5	64	peer	peer	NOUN
bjmsr-2442	5	65	review	review	NOUN
bjmsr-2442	5	66	was	be	AUX
bjmsr-2442	5	67	done	do	VERB
bjmsr-2442	5	68	through	through	ADP
bjmsr-2442	5	69	double	double	ADJ
bjmsr-2442	5	70	-	-	PUNCT
bjmsr-2442	5	71	blind	blind	ADJ
bjmsr-2442	5	72	method	method	NOUN
bjmsr-2442	5	73	.	.	PUNCT
bjmsr-2442	6	1	a	a	DET
bjmsr-2442	6	2	b	b	PROPN
bjmsr-2442	6	3	s	s	ADP
bjmsr-2442	6	4	t	t	PROPN
bjmsr-2442	6	5	r	r	NOUN
bjmsr-2442	6	6	a	a	DET
bjmsr-2442	6	7	c	c	NOUN
bjmsr-2442	6	8	t	t	NOUN
bjmsr-2442	6	9	this	this	DET
bjmsr-2442	6	10	study	study	NOUN
bjmsr-2442	6	11	examines	examine	VERB
bjmsr-2442	6	12	the	the	DET
bjmsr-2442	6	13	evolving	evolve	VERB
bjmsr-2442	6	14	impact	impact	NOUN
bjmsr-2442	6	15	of	of	ADP
bjmsr-2442	6	16	artificial	artificial	ADJ
bjmsr-2442	6	17	intelligence	intelligence	NOUN
bjmsr-2442	6	18	(	(	PUNCT
bjmsr-2442	6	19	ai	ai	NOUN
bjmsr-2442	6	20	)	)	PUNCT
bjmsr-2442	6	21	on	on	ADP
bjmsr-2442	6	22	workforce	workforce	NOUN
bjmsr-2442	6	23	dynamics	dynamic	NOUN
bjmsr-2442	6	24	within	within	ADP
bjmsr-2442	6	25	a	a	DET
bjmsr-2442	6	26	regional	regional	ADJ
bjmsr-2442	6	27	context	context	NOUN
bjmsr-2442	6	28	.	.	PUNCT
bjmsr-2442	7	1	the	the	DET
bjmsr-2442	7	2	analysis	analysis	NOUN
bjmsr-2442	7	3	of	of	ADP
bjmsr-2442	7	4	structured	structured	ADJ
bjmsr-2442	7	5	data	datum	NOUN
bjmsr-2442	7	6	,	,	PUNCT
bjmsr-2442	7	7	which	which	PRON
bjmsr-2442	7	8	includes	include	VERB
bjmsr-2442	7	9	job	job	NOUN
bjmsr-2442	7	10	positions	position	NOUN
bjmsr-2442	7	11	alongside	alongside	ADP
bjmsr-2442	7	12	industry	industry	NOUN
bjmsr-2442	7	13	categories	category	NOUN
bjmsr-2442	7	14	,	,	PUNCT
bjmsr-2442	7	15	collected	collect	VERB
bjmsr-2442	7	16	from	from	ADP
bjmsr-2442	7	17	kaggle.com	kaggle.com	X
bjmsr-2442	7	18	,	,	PUNCT
bjmsr-2442	7	19	ai	ai	VERB
bjmsr-2442	7	20	implementation	implementation	NOUN
bjmsr-2442	7	21	metrics	metric	NOUN
bjmsr-2442	7	22	,	,	PUNCT
bjmsr-2442	7	23	automation	automation	NOUN
bjmsr-2442	7	24	uncertainty	uncertainty	NOUN
bjmsr-2442	7	25	assessments	assessment	NOUN
bjmsr-2442	7	26	,	,	PUNCT
bjmsr-2442	7	27	skill	skill	NOUN
bjmsr-2442	7	28	requirements	requirement	NOUN
bjmsr-2442	7	29	,	,	PUNCT
bjmsr-2442	7	30	compensation	compensation	NOUN
bjmsr-2442	7	31	amounts	amount	NOUN
bjmsr-2442	7	32	,	,	PUNCT
bjmsr-2442	7	33	and	and	CCONJ
bjmsr-2442	7	34	work	work	NOUN
bjmsr-2442	7	35	projection	projection	NOUN
bjmsr-2442	7	36	estimates	estimate	NOUN
bjmsr-2442	7	37	,	,	PUNCT
bjmsr-2442	7	38	enables	enable	VERB
bjmsr-2442	7	39	the	the	DET
bjmsr-2442	7	40	application	application	NOUN
bjmsr-2442	7	41	of	of	ADP
bjmsr-2442	7	42	machine	machine	NOUN
bjmsr-2442	7	43	learning	learn	VERB
bjmsr-2442	7	44	approaches	approach	NOUN
bjmsr-2442	7	45	that	that	PRON
bjmsr-2442	7	46	generate	generate	VERB
bjmsr-2442	7	47	insights	insight	NOUN
bjmsr-2442	7	48	for	for	ADP
bjmsr-2442	7	49	decision	decision	NOUN
bjmsr-2442	7	50	support	support	NOUN
bjmsr-2442	7	51	.	.	PUNCT
bjmsr-2442	8	1	the	the	DET
bjmsr-2442	8	2	purpose	purpose	NOUN
bjmsr-2442	8	3	of	of	ADP
bjmsr-2442	8	4	this	this	DET
bjmsr-2442	8	5	study	study	NOUN
bjmsr-2442	8	6	is	be	AUX
bjmsr-2442	8	7	twofold	twofold	ADV
bjmsr-2442	8	8	:	:	PUNCT
bjmsr-2442	8	9	to	to	PART
bjmsr-2442	8	10	analyze	analyze	VERB
bjmsr-2442	8	11	the	the	DET
bjmsr-2442	8	12	impact	impact	NOUN
bjmsr-2442	8	13	of	of	ADP
bjmsr-2442	8	14	ai	ai	VERB
bjmsr-2442	8	15	on	on	ADP
bjmsr-2442	8	16	work	work	NOUN
bjmsr-2442	8	17	structures	structure	NOUN
bjmsr-2442	8	18	and	and	CCONJ
bjmsr-2442	8	19	identify	identify	VERB
bjmsr-2442	8	20	automated	automated	ADJ
bjmsr-2442	8	21	jobs	job	NOUN
bjmsr-2442	8	22	,	,	PUNCT
bjmsr-2442	8	23	as	as	ADV
bjmsr-2442	8	24	well	well	ADV
bjmsr-2442	8	25	as	as	ADP
bjmsr-2442	8	26	vulnerable	vulnerable	ADJ
bjmsr-2442	8	27	sectors	sector	NOUN
bjmsr-2442	8	28	,	,	PUNCT
bjmsr-2442	8	29	to	to	PART
bjmsr-2442	8	30	inform	inform	VERB
bjmsr-2442	8	31	recommendations	recommendation	NOUN
bjmsr-2442	8	32	that	that	PRON
bjmsr-2442	8	33	help	help	AUX
bjmsr-2442	8	34	plan	plan	VERB
bjmsr-2442	8	35	education	education	NOUN
bjmsr-2442	8	36	systems	system	NOUN
bjmsr-2442	8	37	and	and	CCONJ
bjmsr-2442	8	38	workforce	workforce	PROPN
bjmsr-2442	8	39	development	development	NOUN
bjmsr-2442	8	40	.	.	PUNCT
bjmsr-2442	9	1	three	three	NUM
bjmsr-2442	9	2	clustering	clustering	ADJ
bjmsr-2442	9	3	approaches	approach	NOUN
bjmsr-2442	9	4	,	,	PUNCT
bjmsr-2442	9	5	including	include	VERB
bjmsr-2442	9	6	k	k	NOUN
bjmsr-2442	9	7	-	-	PUNCT
bjmsr-2442	9	8	means	means	NOUN
bjmsr-2442	9	9	and	and	CCONJ
bjmsr-2442	9	10	dbscan	dbscan	NOUN
bjmsr-2442	9	11	,	,	PUNCT
bjmsr-2442	9	12	along	along	ADP
bjmsr-2442	9	13	with	with	ADP
bjmsr-2442	9	14	agglomerative	agglomerative	ADJ
bjmsr-2442	9	15	clustering	clustering	NOUN
bjmsr-2442	9	16	,	,	PUNCT
bjmsr-2442	9	17	were	be	AUX
bjmsr-2442	9	18	implemented	implement	VERB
bjmsr-2442	9	19	to	to	PART
bjmsr-2442	9	20	categorize	categorize	VERB
bjmsr-2442	9	21	different	different	ADJ
bjmsr-2442	9	22	jobs	job	NOUN
bjmsr-2442	9	23	based	base	VERB
bjmsr-2442	9	24	on	on	ADP
bjmsr-2442	9	25	their	their	PRON
bjmsr-2442	9	26	ai	ai	ADJ
bjmsr-2442	9	27	acceptance	acceptance	NOUN
bjmsr-2442	9	28	levels	level	NOUN
bjmsr-2442	9	29	,	,	PUNCT
bjmsr-2442	9	30	automation	automation	NOUN
bjmsr-2442	9	31	probability	probability	NOUN
bjmsr-2442	9	32	,	,	PUNCT
bjmsr-2442	9	33	and	and	CCONJ
bjmsr-2442	9	34	pay	pay	VERB
bjmsr-2442	9	35	ranges	range	NOUN
bjmsr-2442	9	36	.	.	PUNCT
bjmsr-2442	10	1	the	the	DET
bjmsr-2442	10	2	performance	performance	NOUN
bjmsr-2442	10	3	analysis	analysis	NOUN
bjmsr-2442	10	4	,	,	PUNCT
bjmsr-2442	10	5	as	as	SCONJ
bjmsr-2442	10	6	indicated	indicate	VERB
bjmsr-2442	10	7	by	by	ADP
bjmsr-2442	10	8	silhouette	silhouette	NOUN
bjmsr-2442	10	9	scores	score	NOUN
bjmsr-2442	10	10	,	,	PUNCT
bjmsr-2442	10	11	revealed	reveal	VERB
bjmsr-2442	10	12	that	that	SCONJ
bjmsr-2442	10	13	agglomerative	agglomerative	ADJ
bjmsr-2442	10	14	clustering	clustering	NOUN
bjmsr-2442	10	15	generated	generate	VERB
bjmsr-2442	10	16	meaningful	meaningful	ADJ
bjmsr-2442	10	17	clusters	cluster	NOUN
bjmsr-2442	10	18	at	at	ADP
bjmsr-2442	10	19	a	a	DET
bjmsr-2442	10	20	score	score	NOUN
bjmsr-2442	10	21	of	of	ADP
bjmsr-2442	10	22	0.289	0.289	NUM
bjmsr-2442	10	23	,	,	PUNCT
bjmsr-2442	10	24	while	while	SCONJ
bjmsr-2442	10	25	both	both	DET
bjmsr-2442	10	26	k	k	NOUN
bjmsr-2442	10	27	-	-	PUNCT
bjmsr-2442	10	28	means	means	NOUN
bjmsr-2442	10	29	and	and	CCONJ
bjmsr-2442	10	30	dbscan	dbscan	PROPN
bjmsr-2442	10	31	recorded	record	VERB
bjmsr-2442	10	32	scores	score	NOUN
bjmsr-2442	10	33	of	of	ADP
bjmsr-2442	10	34	0.262	0.262	NUM
bjmsr-2442	10	35	and	and	CCONJ
bjmsr-2442	10	36	0.093	0.093	NUM
bjmsr-2442	10	37	,	,	PUNCT
bjmsr-2442	10	38	respectively	respectively	ADV
bjmsr-2442	10	39	.	.	PUNCT
bjmsr-2442	11	1	the	the	DET
bjmsr-2442	11	2	developed	develop	VERB
bjmsr-2442	11	3	clusters	cluster	NOUN
bjmsr-2442	11	4	enable	enable	VERB
bjmsr-2442	11	5	researchers	researcher	NOUN
bjmsr-2442	11	6	to	to	PART
bjmsr-2442	11	7	identify	identify	VERB
bjmsr-2442	11	8	vulnerable	vulnerable	ADJ
bjmsr-2442	11	9	positions	position	NOUN
bjmsr-2442	11	10	while	while	SCONJ
bjmsr-2442	11	11	proposing	propose	VERB
bjmsr-2442	11	12	new	new	ADJ
bjmsr-2442	11	13	career	career	NOUN
bjmsr-2442	11	14	options	option	NOUN
bjmsr-2442	11	15	and	and	CCONJ
bjmsr-2442	11	16	uncovering	uncover	VERB
bjmsr-2442	11	17	stable	stable	ADJ
bjmsr-2442	11	18	competencies	competency	NOUN
bjmsr-2442	11	19	,	,	PUNCT
bjmsr-2442	11	20	which	which	PRON
bjmsr-2442	11	21	include	include	VERB
bjmsr-2442	11	22	digital	digital	ADJ
bjmsr-2442	11	23	aptitude	aptitude	NOUN
bjmsr-2442	11	24	as	as	ADV
bjmsr-2442	11	25	well	well	ADV
bjmsr-2442	11	26	as	as	ADP
bjmsr-2442	11	27	emotional	emotional	ADJ
bjmsr-2442	11	28	capability	capability	NOUN
bjmsr-2442	11	29	and	and	CCONJ
bjmsr-2442	11	30	troubleshooting	troubleshooting	NOUN
bjmsr-2442	11	31	abilities	ability	NOUN
bjmsr-2442	11	32	.	.	PUNCT
bjmsr-2442	12	1	the	the	DET
bjmsr-2442	12	2	study	study	NOUN
bjmsr-2442	12	3	directly	directly	ADV
bjmsr-2442	12	4	provides	provide	VERB
bjmsr-2442	12	5	answers	answer	NOUN
bjmsr-2442	12	6	to	to	ADP
bjmsr-2442	12	7	major	major	ADJ
bjmsr-2442	12	8	research	research	NOUN
bjmsr-2442	12	9	questions	question	NOUN
bjmsr-2442	12	10	about	about	ADP
bjmsr-2442	12	11	how	how	SCONJ
bjmsr-2442	12	12	ai	ai	AUX
bjmsr-2442	12	13	affects	affect	VERB
bjmsr-2442	12	14	particular	particular	ADJ
bjmsr-2442	12	15	sectors	sector	NOUN
bjmsr-2442	12	16	while	while	SCONJ
bjmsr-2442	12	17	revealing	reveal	VERB
bjmsr-2442	12	18	portable	portable	ADJ
bjmsr-2442	12	19	skills	skill	NOUN
bjmsr-2442	12	20	across	across	ADP
bjmsr-2442	12	21	industries	industry	NOUN
bjmsr-2442	12	22	.	.	PUNCT
bjmsr-2442	13	1	through	through	ADP
bjmsr-2442	13	2	the	the	DET
bjmsr-2442	13	3	integration	integration	NOUN
bjmsr-2442	13	4	of	of	ADP
bjmsr-2442	13	5	cluster	cluster	NOUN
bjmsr-2442	13	6	analytics	analytic	NOUN
bjmsr-2442	13	7	and	and	CCONJ
bjmsr-2442	13	8	workforce	workforce	PROPN
bjmsr-2442	13	9	analytics	analytic	NOUN
bjmsr-2442	13	10	,	,	PUNCT
bjmsr-2442	13	11	this	this	DET
bjmsr-2442	13	12	study	study	NOUN
bjmsr-2442	13	13	provides	provide	VERB
bjmsr-2442	13	14	policymakers	policymaker	NOUN
bjmsr-2442	13	15	,	,	PUNCT
bjmsr-2442	13	16	educational	educational	ADJ
bjmsr-2442	13	17	institutions	institution	NOUN
bjmsr-2442	13	18	,	,	PUNCT
bjmsr-2442	13	19	and	and	CCONJ
bjmsr-2442	13	20	workforce	workforce	PROPN
bjmsr-2442	13	21	planners	planner	NOUN
bjmsr-2442	13	22	with	with	ADP
bjmsr-2442	13	23	strategic	strategic	ADJ
bjmsr-2442	13	24	information	information	NOUN
bjmsr-2442	13	25	,	,	PUNCT
bjmsr-2442	13	26	enabling	enable	VERB
bjmsr-2442	13	27	a	a	DET
bjmsr-2442	13	28	resilient	resilient	ADJ
bjmsr-2442	13	29	labor	labor	NOUN
bjmsr-2442	13	30	market	market	NOUN
bjmsr-2442	13	31	that	that	PRON
bjmsr-2442	13	32	is	be	AUX
bjmsr-2442	13	33	prepared	prepare	VERB
bjmsr-2442	13	34	for	for	ADP
bjmsr-2442	13	35	the	the	DET
bjmsr-2442	13	36	future	future	NOUN
bjmsr-2442	13	37	.	.	PUNCT
bjmsr-2442	14	1	©	©	PROPN
bjmsr-2442	14	2	2025	2025	NUM
bjmsr-2442	14	3	by	by	ADP
bjmsr-2442	14	4	the	the	DET
bjmsr-2442	14	5	authors	author	NOUN
bjmsr-2442	14	6	.	.	PUNCT
bjmsr-2442	15	1	licensee	licensee	PROPN
bjmsr-2442	15	2	cribfb	cribfb	PROPN
bjmsr-2442	15	3	,	,	PUNCT
bjmsr-2442	15	4	usa	usa	PROPN
bjmsr-2442	15	5	.	.	PROPN
bjmsr-2442	16	1	this	this	DET
bjmsr-2442	16	2	open	open	ADJ
bjmsr-2442	16	3	-	-	PUNCT
bjmsr-2442	16	4	access	access	NOUN
bjmsr-2442	16	5	article	article	NOUN
bjmsr-2442	16	6	is	be	AUX
bjmsr-2442	16	7	distributed	distribute	VERB
bjmsr-2442	16	8	under	under	ADP
bjmsr-2442	16	9	the	the	DET
bjmsr-2442	16	10	terms	term	NOUN
bjmsr-2442	16	11	and	and	CCONJ
bjmsr-2442	16	12	conditions	condition	NOUN
bjmsr-2442	16	13	of	of	ADP
bjmsr-2442	16	14	the	the	DET
bjmsr-2442	16	15	creative	creative	ADJ
bjmsr-2442	16	16	commons	common	NOUN
bjmsr-2442	16	17	attribution	attribution	NOUN
bjmsr-2442	16	18	(	(	PUNCT
bjmsr-2442	16	19	cc	cc	NOUN
bjmsr-2442	16	20	by	by	ADP
bjmsr-2442	16	21	)	)	PUNCT
bjmsr-2442	16	22	license	license	NOUN
bjmsr-2442	16	23	(	(	PUNCT
bjmsr-2442	16	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2442	16	25	)	)	PUNCT
bjmsr-2442	16	26	.	.	PUNCT
bjmsr-2442	17	1	introduction	introduction	NOUN
bjmsr-2442	17	2	artificial	artificial	ADJ
bjmsr-2442	17	3	intelligence	intelligence	NOUN
bjmsr-2442	17	4	(	(	PUNCT
bjmsr-2442	17	5	ai	ai	AUX
bjmsr-2442	17	6	)	)	PUNCT
bjmsr-2442	17	7	is	be	AUX
bjmsr-2442	17	8	rapidly	rapidly	ADV
bjmsr-2442	17	9	disrupting	disrupt	VERB
bjmsr-2442	17	10	global	global	ADJ
bjmsr-2442	17	11	labor	labor	NOUN
bjmsr-2442	17	12	conditions	condition	NOUN
bjmsr-2442	17	13	.	.	PUNCT
bjmsr-2442	18	1	at	at	ADP
bjmsr-2442	18	2	the	the	DET
bjmsr-2442	18	3	same	same	ADJ
bjmsr-2442	18	4	time	time	NOUN
bjmsr-2442	18	5	,	,	PUNCT
bjmsr-2442	18	6	it	it	PRON
bjmsr-2442	18	7	reformulates	reformulate	VERB
bjmsr-2442	18	8	workplace	workplace	NOUN
bjmsr-2442	18	9	structures	structure	NOUN
bjmsr-2442	18	10	,	,	PUNCT
bjmsr-2442	18	11	reshapes	reshape	VERB
bjmsr-2442	18	12	necessary	necessary	ADJ
bjmsr-2442	18	13	competencies	competency	NOUN
bjmsr-2442	18	14	,	,	PUNCT
bjmsr-2442	18	15	and	and	CCONJ
bjmsr-2442	18	16	develops	develop	VERB
bjmsr-2442	18	17	innovative	innovative	ADJ
bjmsr-2442	18	18	approaches	approach	NOUN
bjmsr-2442	18	19	to	to	ADP
bjmsr-2442	18	20	work	work	NOUN
bjmsr-2442	18	21	(	(	PUNCT
bjmsr-2442	18	22	öztaş	öztaş	NOUN
bjmsr-2442	18	23	&	&	CCONJ
bjmsr-2442	18	24	arda	arda	NOUN
bjmsr-2442	18	25	,	,	PUNCT
bjmsr-2442	18	26	2025	2025	NUM
bjmsr-2442	18	27	;	;	PUNCT
bjmsr-2442	18	28	lamees	lamee	NOUN
bjmsr-2442	18	29	&	&	CCONJ
bjmsr-2442	18	30	ramayah	ramayah	NOUN
bjmsr-2442	18	31	,	,	PUNCT
bjmsr-2442	18	32	2025	2025	NUM
bjmsr-2442	18	33	;	;	PUNCT
bjmsr-2442	18	34	kaur	kaur	PROPN
bjmsr-2442	18	35	et	et	PROPN
bjmsr-2442	18	36	al	al	PROPN
bjmsr-2442	18	37	.	.	PROPN
bjmsr-2442	18	38	,	,	PUNCT
bjmsr-2442	18	39	2024	2024	NUM
bjmsr-2442	18	40	)	)	PUNCT
bjmsr-2442	18	41	.	.	PUNCT
bjmsr-2442	19	1	this	this	DET
bjmsr-2442	19	2	research	research	NOUN
bjmsr-2442	19	3	examines	examine	VERB
bjmsr-2442	19	4	the	the	DET
bjmsr-2442	19	5	evolving	evolve	VERB
bjmsr-2442	19	6	relationship	relationship	NOUN
bjmsr-2442	19	7	between	between	ADP
bjmsr-2442	19	8	artificial	artificial	ADJ
bjmsr-2442	19	9	intelligence	intelligence	NOUN
bjmsr-2442	19	10	technology	technology	NOUN
bjmsr-2442	19	11	and	and	CCONJ
bjmsr-2442	19	12	labor	labor	NOUN
bjmsr-2442	19	13	forces	force	NOUN
bjmsr-2442	19	14	across	across	ADP
bjmsr-2442	19	15	the	the	DET
bjmsr-2442	19	16	arab	arab	PROPN
bjmsr-2442	19	17	gulf	gulf	PROPN
bjmsr-2442	19	18	nations	nation	NOUN
bjmsr-2442	19	19	,	,	PUNCT
bjmsr-2442	19	20	which	which	PRON
bjmsr-2442	19	21	are	be	AUX
bjmsr-2442	19	22	actively	actively	ADV
bjmsr-2442	19	23	leveraging	leverage	VERB
bjmsr-2442	19	24	digital	digital	ADJ
bjmsr-2442	19	25	transformation	transformation	NOUN
bjmsr-2442	19	26	to	to	PART
bjmsr-2442	19	27	reduce	reduce	VERB
bjmsr-2442	19	28	their	their	PRON
bjmsr-2442	19	29	dependence	dependence	NOUN
bjmsr-2442	19	30	on	on	ADP
bjmsr-2442	19	31	oil	oil	NOUN
bjmsr-2442	19	32	resources	resource	NOUN
bjmsr-2442	19	33	(	(	PUNCT
bjmsr-2442	19	34	hazaa	hazaa	NOUN
bjmsr-2442	19	35	&	&	CCONJ
bjmsr-2442	19	36	al	al	PROPN
bjmsr-2442	19	37	mubarak	mubarak	PROPN
bjmsr-2442	19	38	,	,	PUNCT
bjmsr-2442	19	39	2024	2024	NUM
bjmsr-2442	19	40	)	)	PUNCT
bjmsr-2442	19	41	.	.	PUNCT
bjmsr-2442	20	1	the	the	DET
bjmsr-2442	20	2	research	research	NOUN
bjmsr-2442	20	3	employs	employ	VERB
bjmsr-2442	20	4	machine	machine	NOUN
bjmsr-2442	20	5	learning	learn	VERB
bjmsr-2442	20	6	techniques	technique	NOUN
bjmsr-2442	20	7	to	to	PART
bjmsr-2442	20	8	conduct	conduct	VERB
bjmsr-2442	20	9	an	an	DET
bjmsr-2442	20	10	extensive	extensive	ADJ
bjmsr-2442	20	11	evaluation	evaluation	NOUN
bjmsr-2442	20	12	of	of	ADP
bjmsr-2442	20	13	the	the	DET
bjmsr-2442	20	14	effects	effect	NOUN
bjmsr-2442	20	15	of	of	ADP
bjmsr-2442	20	16	ai	ai	ADJ
bjmsr-2442	20	17	adoption	adoption	NOUN
bjmsr-2442	20	18	on	on	ADP
bjmsr-2442	20	19	job	job	NOUN
bjmsr-2442	20	20	structures	structure	NOUN
bjmsr-2442	20	21	,	,	PUNCT
bjmsr-2442	20	22	as	as	ADV
bjmsr-2442	20	23	well	well	ADV
bjmsr-2442	20	24	as	as	ADP
bjmsr-2442	20	25	professional	professional	ADJ
bjmsr-2442	20	26	requirements	requirement	NOUN
bjmsr-2442	20	27	and	and	CCONJ
bjmsr-2442	20	28	workplace	workplace	ADJ
bjmsr-2442	20	29	risk	risk	NOUN
bjmsr-2442	20	30	factors	factor	NOUN
bjmsr-2442	20	31	.	.	PUNCT
bjmsr-2442	21	1	ai	ai	VERB
bjmsr-2442	21	2	,	,	PUNCT
bjmsr-2442	21	3	together	together	ADV
bjmsr-2442	21	4	with	with	ADP
bjmsr-2442	21	5	automation	automation	NOUN
bjmsr-2442	21	6	technologies	technology	NOUN
bjmsr-2442	21	7	,	,	PUNCT
bjmsr-2442	21	8	has	have	AUX
bjmsr-2442	21	9	brought	bring	VERB
bjmsr-2442	21	10	about	about	ADP
bjmsr-2442	21	11	significant	significant	ADJ
bjmsr-2442	21	12	changes	change	NOUN
bjmsr-2442	21	13	throughout	throughout	ADP
bjmsr-2442	21	14	the	the	DET
bjmsr-2442	21	15	global	global	ADJ
bjmsr-2442	21	16	workforce	workforce	NOUN
bjmsr-2442	21	17	organizations	organization	NOUN
bjmsr-2442	21	18	(	(	PUNCT
bjmsr-2442	21	19	tenakwah	tenakwah	PROPN
bjmsr-2442	21	20	&	&	CCONJ
bjmsr-2442	21	21	watson	watson	PROPN
bjmsr-2442	21	22	,	,	PUNCT
bjmsr-2442	21	23	2025	2025	NUM
bjmsr-2442	21	24	)	)	PUNCT
bjmsr-2442	21	25	.	.	PUNCT
bjmsr-2442	22	1	artificial	artificial	ADJ
bjmsr-2442	22	2	technology	technology	NOUN
bjmsr-2442	22	3	systems	system	NOUN
bjmsr-2442	22	4	enable	enable	VERB
bjmsr-2442	22	5	the	the	DET
bjmsr-2442	22	6	automated	automate	VERB
bjmsr-2442	22	7	performance	performance	NOUN
bjmsr-2442	22	8	of	of	ADP
bjmsr-2442	22	9	tasks	task	NOUN
bjmsr-2442	22	10	that	that	PRON
bjmsr-2442	22	11	were	be	AUX
bjmsr-2442	22	12	previously	previously	ADV
bjmsr-2442	22	13	restricted	restrict	VERB
bjmsr-2442	22	14	to	to	ADP
bjmsr-2442	22	15	human	human	ADJ
bjmsr-2442	22	16	skills	skill	NOUN
bjmsr-2442	22	17	and	and	CCONJ
bjmsr-2442	22	18	cognition	cognition	NOUN
bjmsr-2442	22	19	(	(	PUNCT
bjmsr-2442	22	20	sigafoos	sigafoo	NOUN
bjmsr-2442	22	21	et	et	NOUN
bjmsr-2442	22	22	al	al	PROPN
bjmsr-2442	22	23	.	.	PROPN
bjmsr-2442	22	24	,	,	PUNCT
bjmsr-2442	22	25	2025	2025	NUM
bjmsr-2442	22	26	)	)	PUNCT
bjmsr-2442	22	27	.	.	PUNCT
bjmsr-2442	23	1	the	the	DET
bjmsr-2442	23	2	changes	change	NOUN
bjmsr-2442	23	3	in	in	ADP
bjmsr-2442	23	4	ai	ai	ADJ
bjmsr-2442	23	5	position	position	NOUN
bjmsr-2442	23	6	various	various	ADJ
bjmsr-2442	23	7	professions	profession	NOUN
bjmsr-2442	23	8	in	in	ADP
bjmsr-2442	23	9	different	different	ADJ
bjmsr-2442	23	10	industries	industry	NOUN
bjmsr-2442	23	11	for	for	ADP
bjmsr-2442	23	12	elimination	elimination	NOUN
bjmsr-2442	23	13	or	or	CCONJ
bjmsr-2442	23	14	thorough	thorough	ADJ
bjmsr-2442	23	15	modification	modification	NOUN
bjmsr-2442	23	16	(	(	PUNCT
bjmsr-2442	23	17	wang	wang	PROPN
bjmsr-2442	23	18	&	&	CCONJ
bjmsr-2442	23	19	lu	lu	PROPN
bjmsr-2442	23	20	,	,	PUNCT
bjmsr-2442	23	21	2025	2025	NUM
bjmsr-2442	23	22	)	)	PUNCT
bjmsr-2442	23	23	.	.	PUNCT
bjmsr-2442	24	1	by	by	ADP
bjmsr-2442	24	2	2030	2030	NUM
bjmsr-2442	24	3	,	,	PUNCT
bjmsr-2442	24	4	over	over	ADP
bjmsr-2442	24	5	40	40	NUM
bjmsr-2442	24	6	%	%	NOUN
bjmsr-2442	24	7	of	of	ADP
bjmsr-2442	24	8	jobs	job	NOUN
bjmsr-2442	24	9	are	be	AUX
bjmsr-2442	24	10	expected	expect	VERB
bjmsr-2442	24	11	to	to	PART
bjmsr-2442	24	12	be	be	AUX
bjmsr-2442	24	13	displaced	displace	VERB
bjmsr-2442	24	14	by	by	ADP
bjmsr-2442	24	15	automation	automation	NOUN
bjmsr-2442	24	16	,	,	PUNCT
bjmsr-2442	24	17	artificial	artificial	ADJ
bjmsr-2442	24	18	intelligence	intelligence	NOUN
bjmsr-2442	24	19	,	,	PUNCT
bjmsr-2442	24	20	virtual	virtual	ADJ
bjmsr-2442	24	21	reality	reality	NOUN
bjmsr-2442	24	22	,	,	PUNCT
bjmsr-2442	24	23	and	and	CCONJ
bjmsr-2442	24	24	augmented	augment	VERB
bjmsr-2442	24	25	reality	reality	NOUN
bjmsr-2442	24	26	.	.	PUNCT
bjmsr-2442	25	1	less	less	ADJ
bjmsr-2442	25	2	than	than	ADP
bjmsr-2442	25	3	50	50	NUM
bjmsr-2442	25	4	%	%	NOUN
bjmsr-2442	25	5	of	of	ADP
bjmsr-2442	25	6	students	student	NOUN
bjmsr-2442	25	7	feel	feel	VERB
bjmsr-2442	25	8	ready	ready	ADJ
bjmsr-2442	25	9	for	for	ADP
bjmsr-2442	25	10	future	future	ADJ
bjmsr-2442	25	11	workforce	workforce	NOUN
bjmsr-2442	25	12	demands	demand	NOUN
bjmsr-2442	25	13	.	.	PUNCT
bjmsr-2442	26	1	this	this	DET
bjmsr-2442	26	2	study	study	NOUN
bjmsr-2442	26	3	informs	inform	VERB
bjmsr-2442	26	4	policymakers	policymaker	NOUN
bjmsr-2442	26	5	,	,	PUNCT
bjmsr-2442	26	6	educators	educator	NOUN
bjmsr-2442	26	7	,	,	PUNCT
bjmsr-2442	26	8	and	and	CCONJ
bjmsr-2442	26	9	strategists(pandya	strategists(pandya	PROPN
bjmsr-2442	26	10	et	et	PROPN
bjmsr-2442	26	11	al	al	PROPN
bjmsr-2442	26	12	.	.	PROPN
bjmsr-2442	26	13	,	,	PUNCT
bjmsr-2442	26	14	2022	2022	NUM
bjmsr-2442	26	15	)	)	PUNCT
bjmsr-2442	26	16	.	.	PUNCT
bjmsr-2442	27	1	the	the	DET
bjmsr-2442	27	2	effects	effect	NOUN
bjmsr-2442	27	3	of	of	ADP
bjmsr-2442	27	4	these	these	DET
bjmsr-2442	27	5	findings	finding	NOUN
bjmsr-2442	27	6	become	become	VERB
bjmsr-2442	27	7	significant	significant	ADJ
bjmsr-2442	27	8	for	for	ADP
bjmsr-2442	27	9	arab	arab	ADJ
bjmsr-2442	27	10	and	and	CCONJ
bjmsr-2442	27	11	gulf	gulf	PROPN
bjmsr-2442	27	12	economic	economic	ADJ
bjmsr-2442	27	13	systems	system	NOUN
bjmsr-2442	27	14	1corresponding	1corresponding	PROPN
bjmsr-2442	27	15	author	author	NOUN
bjmsr-2442	27	16	:	:	PUNCT
bjmsr-2442	27	17	orcid	orcid	PROPN
bjmsr-2442	27	18	i	i	PRON
bjmsr-2442	27	19	d	d	NOUN
bjmsr-2442	27	20	:	:	PUNCT
bjmsr-2442	27	21	0000	0000	NUM
bjmsr-2442	27	22	-	-	PUNCT
bjmsr-2442	27	23	0001	0001	NUM
bjmsr-2442	27	24	-	-	PUNCT
bjmsr-2442	27	25	5867	5867	NUM
bjmsr-2442	27	26	-	-	SYM
bjmsr-2442	27	27	3986	3986	NUM
bjmsr-2442	27	28	©	©	PROPN
bjmsr-2442	27	29	2025	2025	NUM
bjmsr-2442	27	30	by	by	ADP
bjmsr-2442	27	31	the	the	DET
bjmsr-2442	27	32	authors	author	NOUN
bjmsr-2442	27	33	.	.	PUNCT
bjmsr-2442	28	1	hosting	host	VERB
bjmsr-2442	28	2	by	by	ADP
bjmsr-2442	28	3	cribfb	cribfb	PROPN
bjmsr-2442	28	4	.	.	PUNCT
bjmsr-2442	29	1	peer	peer	NOUN
bjmsr-2442	29	2	review	review	NOUN
bjmsr-2442	29	3	is	be	AUX
bjmsr-2442	29	4	the	the	DET
bjmsr-2442	29	5	responsibility	responsibility	NOUN
bjmsr-2442	29	6	of	of	ADP
bjmsr-2442	29	7	cribfb	cribfb	PROPN
bjmsr-2442	29	8	,	,	PUNCT
bjmsr-2442	29	9	usa	usa	PROPN
bjmsr-2442	29	10	.	.	PROPN
bjmsr-2442	29	11	https://doi.org/10.46281/a7zcns96	https://doi.org/10.46281/a7zcns96	VERB
bjmsr-2442	29	12	to	to	PART
bjmsr-2442	29	13	cite	cite	VERB
bjmsr-2442	29	14	this	this	DET
bjmsr-2442	29	15	article	article	NOUN
bjmsr-2442	29	16	:	:	PUNCT
bjmsr-2442	29	17	shannaq	shannaq	PROPN
bjmsr-2442	29	18	,	,	PUNCT
bjmsr-2442	29	19	b.	b.	PROPN
bjmsr-2442	29	20	,	,	PUNCT
bjmsr-2442	29	21	alabri	alabri	NOUN
bjmsr-2442	29	22	,	,	PUNCT
bjmsr-2442	29	23	a.	a.	PROPN
bjmsr-2442	29	24	,	,	PUNCT
bjmsr-2442	29	25	sriram	sriram	PROPN
bjmsr-2442	29	26	,	,	PUNCT
bjmsr-2442	29	27	v.	v.	PROPN
bjmsr-2442	29	28	p.	p.	PROPN
bjmsr-2442	29	29	&	&	CCONJ
bjmsr-2442	29	30	ali	ali	PROPN
bjmsr-2442	29	31	,	,	PUNCT
bjmsr-2442	29	32	o.	o.	PROPN
bjmsr-2442	29	33	b.	b.	PROPN
bjmsr-2442	29	34	(	(	PUNCT
bjmsr-2442	29	35	2025	2025	NUM
bjmsr-2442	29	36	)	)	PUNCT
bjmsr-2442	29	37	.	.	PUNCT
bjmsr-2442	30	1	investigating	investigate	VERB
bjmsr-2442	30	2	the	the	DET
bjmsr-2442	30	3	impact	impact	NOUN
bjmsr-2442	30	4	of	of	ADP
bjmsr-2442	30	5	ai	ai	VERB
bjmsr-2442	30	6	on	on	ADP
bjmsr-2442	30	7	the	the	DET
bjmsr-2442	30	8	workforce	workforce	NOUN
bjmsr-2442	30	9	and	and	CCONJ
bjmsr-2442	30	10	the	the	DET
bjmsr-2442	30	11	future	future	NOUN
bjmsr-2442	30	12	of	of	ADP
bjmsr-2442	30	13	work	work	NOUN
bjmsr-2442	30	14	in	in	ADP
bjmsr-2442	30	15	the	the	DET
bjmsr-2442	30	16	region	region	NOUN
bjmsr-2442	30	17	:	:	PUNCT
bjmsr-2442	30	18	a	a	DET
bjmsr-2442	30	19	machine	machine	NOUN
bjmsr-2442	30	20	learning	learn	VERB
bjmsr-2442	30	21	perspective	perspective	NOUN
bjmsr-2442	30	22	.	.	PUNCT
bjmsr-2442	31	1	bangladesh	bangladesh	PROPN
bjmsr-2442	31	2	journal	journal	PROPN
bjmsr-2442	31	3	of	of	ADP
bjmsr-2442	31	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	31	5	scientific	scientific	ADJ
bjmsr-2442	31	6	research	research	NOUN
bjmsr-2442	31	7	,	,	PUNCT
bjmsr-2442	31	8	10(4	10(4	NUM
bjmsr-2442	31	9	)	)	PUNCT
bjmsr-2442	31	10	,	,	PUNCT
bjmsr-2442	31	11	1	1	NUM
bjmsr-2442	31	12	-	-	SYM
bjmsr-2442	31	13	10	10	NUM
bjmsr-2442	31	14	.	.	PUNCT
bjmsr-2442	31	15	https://doi.org/10.46281/a7zcns96	https://doi.org/10.46281/a7zcns96	X
bjmsr-2442	32	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2442	32	2	)	)	PUNCT
bjmsr-2442	32	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2442	32	4	)	)	PUNCT
bjmsr-2442	32	5	https://www.openaccess.nl/en	https://www.openaccess.nl/en	PROPN
bjmsr-2442	32	6	https://doi.org/10.46281/a7zcns96	https://doi.org/10.46281/a7zcns96	NOUN
bjmsr-2442	32	7	https://orcid.org/0000-0001-5867-3986	https://orcid.org/0000-0001-5867-3986	PROPN
bjmsr-2442	33	1	https://orcid.org/0009-0009-9743-211x	https://orcid.org/0009-0009-9743-211x	ADP
bjmsr-2442	33	2	https://orcid.org/0000-0002-7105-0713	https://orcid.org/0000-0002-7105-0713	NUM
bjmsr-2442	33	3	https://orcid.org/0009-0001-1433-017x	https://orcid.org/0009-0001-1433-017x	NOUN
bjmsr-2442	33	4	shannaq	shannaq	ADJ
bjmsr-2442	33	5	et	et	PROPN
bjmsr-2442	33	6	al	al	PROPN
bjmsr-2442	33	7	.	.	PROPN
bjmsr-2442	33	8	,	,	PUNCT
bjmsr-2442	33	9	bangladesh	bangladesh	PROPN
bjmsr-2442	33	10	journal	journal	NOUN
bjmsr-2442	33	11	of	of	ADP
bjmsr-2442	33	12	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	33	13	scientific	scientific	ADJ
bjmsr-2442	33	14	research	research	NOUN
bjmsr-2442	33	15	10(4	10(4	NUM
bjmsr-2442	33	16	)	)	PUNCT
bjmsr-2442	33	17	(	(	PUNCT
bjmsr-2442	33	18	2025	2025	NUM
bjmsr-2442	33	19	)	)	PUNCT
bjmsr-2442	33	20	,	,	PUNCT
bjmsr-2442	33	21	1	1	NUM
bjmsr-2442	33	22	-	-	SYM
bjmsr-2442	33	23	10	10	NUM
bjmsr-2442	33	24	2	2	NUM
bjmsr-2442	33	25	(	(	PUNCT
bjmsr-2442	33	26	naim	naim	PROPN
bjmsr-2442	33	27	et	et	PROPN
bjmsr-2442	33	28	al	al	PROPN
bjmsr-2442	33	29	.	.	PROPN
bjmsr-2442	33	30	,	,	PUNCT
bjmsr-2442	33	31	2025	2025	NUM
bjmsr-2442	33	32	)	)	PUNCT
bjmsr-2442	33	33	.	.	PUNCT
bjmsr-2442	34	1	the	the	DET
bjmsr-2442	34	2	youth	youth	NOUN
bjmsr-2442	34	3	-	-	PUNCT
bjmsr-2442	34	4	oriented	orient	VERB
bjmsr-2442	34	5	population	population	NOUN
bjmsr-2442	34	6	growth	growth	NOUN
bjmsr-2442	34	7	combined	combine	VERB
bjmsr-2442	34	8	with	with	ADP
bjmsr-2442	34	9	government	government	NOUN
bjmsr-2442	34	10	leadership	leadership	NOUN
bjmsr-2442	34	11	in	in	ADP
bjmsr-2442	34	12	digital	digital	ADJ
bjmsr-2442	34	13	transformation	transformation	NOUN
bjmsr-2442	34	14	and	and	CCONJ
bjmsr-2442	34	15	national	national	ADJ
bjmsr-2442	34	16	ai	ai	VERB
bjmsr-2442	34	17	investments	investment	NOUN
bjmsr-2442	34	18	form	form	VERB
bjmsr-2442	34	19	the	the	DET
bjmsr-2442	34	20	key	key	ADJ
bjmsr-2442	34	21	features	feature	NOUN
bjmsr-2442	34	22	of	of	ADP
bjmsr-2442	34	23	these	these	DET
bjmsr-2442	34	24	regions	region	NOUN
bjmsr-2442	34	25	according	accord	VERB
bjmsr-2442	34	26	to	to	ADP
bjmsr-2442	34	27	oman	oman	PROPN
bjmsr-2442	34	28	's	's	PART
bjmsr-2442	34	29	vision	vision	NOUN
bjmsr-2442	34	30	2040	2040	NUM
bjmsr-2442	34	31	(	(	PUNCT
bjmsr-2442	34	32	awashreh	awashreh	NOUN
bjmsr-2442	34	33	,	,	PUNCT
bjmsr-2442	34	34	2025	2025	NUM
bjmsr-2442	34	35	)	)	PUNCT
bjmsr-2442	34	36	,	,	PUNCT
bjmsr-2442	34	37	saudi	saudi	PROPN
bjmsr-2442	34	38	arabia	arabia	PROPN
bjmsr-2442	34	39	's	's	PART
bjmsr-2442	34	40	vision	vision	NOUN
bjmsr-2442	34	41	2030	2030	NUM
bjmsr-2442	34	42	(	(	PUNCT
bjmsr-2442	34	43	suleiman	suleiman	PROPN
bjmsr-2442	34	44	&	&	CCONJ
bjmsr-2442	34	45	ming	ming	PROPN
bjmsr-2442	34	46	,	,	PUNCT
bjmsr-2442	34	47	2025	2025	NUM
bjmsr-2442	34	48	)	)	PUNCT
bjmsr-2442	34	49	and	and	CCONJ
bjmsr-2442	34	50	the	the	DET
bjmsr-2442	34	51	united	united	PROPN
bjmsr-2442	34	52	arab	arab	PROPN
bjmsr-2442	34	53	emirates	emirates	PROPN
bjmsr-2442	34	54	'	'	PART
bjmsr-2442	34	55	national	national	PROPN
bjmsr-2442	34	56	ai	ai	PROPN
bjmsr-2442	34	57	strategy	strategy	NOUN
bjmsr-2442	34	58	(	(	PUNCT
bjmsr-2442	34	59	hassouni	hassouni	PROPN
bjmsr-2442	34	60	&	&	CCONJ
bjmsr-2442	34	61	mellor	mellor	PROPN
bjmsr-2442	34	62	,	,	PUNCT
bjmsr-2442	34	63	2025	2025	NUM
bjmsr-2442	34	64	)	)	PUNCT
bjmsr-2442	34	65	.	.	PUNCT
bjmsr-2442	35	1	the	the	DET
bjmsr-2442	35	2	positive	positive	ADJ
bjmsr-2442	35	3	outlook	outlook	NOUN
bjmsr-2442	35	4	faces	face	VERB
bjmsr-2442	35	5	resistance	resistance	NOUN
bjmsr-2442	35	6	from	from	ADP
bjmsr-2442	35	7	the	the	DET
bjmsr-2442	35	8	workforce	workforce	NOUN
bjmsr-2442	35	9	deficit	deficit	NOUN
bjmsr-2442	35	10	between	between	ADP
bjmsr-2442	35	11	current	current	ADJ
bjmsr-2442	35	12	job	job	NOUN
bjmsr-2442	35	13	abilities	ability	NOUN
bjmsr-2442	35	14	and	and	CCONJ
bjmsr-2442	35	15	future	future	ADJ
bjmsr-2442	35	16	ai	ai	PROPN
bjmsr-2442	35	17	economy	economy	NOUN
bjmsr-2442	35	18	requirements	requirement	NOUN
bjmsr-2442	35	19	(	(	PUNCT
bjmsr-2442	35	20	nadimpalli	nadimpalli	PROPN
bjmsr-2442	35	21	et	et	PROPN
bjmsr-2442	35	22	al	al	PROPN
bjmsr-2442	35	23	.	.	PROPN
bjmsr-2442	35	24	,	,	PUNCT
bjmsr-2442	35	25	2025	2025	NUM
bjmsr-2442	35	26	)	)	PUNCT
bjmsr-2442	35	27	.	.	PUNCT
bjmsr-2442	36	1	ai	ai	VERB
bjmsr-2442	36	2	adoption	adoption	NOUN
bjmsr-2442	36	3	at	at	ADP
bjmsr-2442	36	4	work	work	NOUN
bjmsr-2442	36	5	requires	require	VERB
bjmsr-2442	36	6	urgent	urgent	ADJ
bjmsr-2442	36	7	analysis	analysis	NOUN
bjmsr-2442	36	8	of	of	ADP
bjmsr-2442	36	9	its	its	PRON
bjmsr-2442	36	10	time	time	NOUN
bjmsr-2442	36	11	-	-	PUNCT
bjmsr-2442	36	12	dependent	dependent	ADJ
bjmsr-2442	36	13	effects	effect	NOUN
bjmsr-2442	36	14	on	on	ADP
bjmsr-2442	36	15	employment	employment	NOUN
bjmsr-2442	36	16	markets	market	NOUN
bjmsr-2442	36	17	alongside	alongside	ADP
bjmsr-2442	36	18	strategy	strategy	NOUN
bjmsr-2442	36	19	development	development	NOUN
bjmsr-2442	36	20	to	to	PART
bjmsr-2442	36	21	create	create	VERB
bjmsr-2442	36	22	flexible	flexible	ADJ
bjmsr-2442	36	23	and	and	CCONJ
bjmsr-2442	36	24	resilient	resilient	ADJ
bjmsr-2442	36	25	job	job	NOUN
bjmsr-2442	36	26	forces	force	NOUN
bjmsr-2442	36	27	(	(	PUNCT
bjmsr-2442	36	28	nawaz	nawaz	PROPN
bjmsr-2442	36	29	&	&	CCONJ
bjmsr-2442	36	30	li	li	PROPN
bjmsr-2442	36	31	,	,	PUNCT
bjmsr-2442	36	32	2025	2025	NUM
bjmsr-2442	36	33	)	)	PUNCT
bjmsr-2442	36	34	the	the	DET
bjmsr-2442	36	35	field	field	NOUN
bjmsr-2442	36	36	of	of	ADP
bjmsr-2442	36	37	global	global	ADJ
bjmsr-2442	36	38	literature	literature	PROPN
bjmsr-2442	36	39	presents	present	VERB
bjmsr-2442	36	40	multiple	multiple	ADJ
bjmsr-2442	36	41	perspectives	perspective	NOUN
bjmsr-2442	36	42	on	on	ADP
bjmsr-2442	36	43	the	the	DET
bjmsr-2442	36	44	impact	impact	NOUN
bjmsr-2442	36	45	of	of	ADP
bjmsr-2442	36	46	ai	ai	NOUN
bjmsr-2442	36	47	on	on	ADP
bjmsr-2442	36	48	work	work	NOUN
bjmsr-2442	36	49	.	.	PUNCT
bjmsr-2442	37	1	however	however	ADV
bjmsr-2442	37	2	,	,	PUNCT
bjmsr-2442	37	3	it	it	PRON
bjmsr-2442	37	4	highlights	highlight	VERB
bjmsr-2442	37	5	a	a	DET
bjmsr-2442	37	6	lack	lack	NOUN
bjmsr-2442	37	7	of	of	ADP
bjmsr-2442	37	8	studies	study	NOUN
bjmsr-2442	37	9	focused	focus	VERB
bjmsr-2442	37	10	on	on	ADP
bjmsr-2442	37	11	the	the	DET
bjmsr-2442	37	12	arab	arab	ADJ
bjmsr-2442	37	13	labor	labor	NOUN
bjmsr-2442	37	14	market	market	NOUN
bjmsr-2442	37	15	supported	support	VERB
bjmsr-2442	37	16	by	by	ADP
bjmsr-2442	37	17	actual	actual	ADJ
bjmsr-2442	37	18	data	datum	NOUN
bjmsr-2442	37	19	.	.	PUNCT
bjmsr-2442	38	1	most	most	ADJ
bjmsr-2442	38	2	contemporary	contemporary	ADJ
bjmsr-2442	38	3	employment	employment	NOUN
bjmsr-2442	38	4	guidelines	guideline	NOUN
bjmsr-2442	38	5	and	and	CCONJ
bjmsr-2442	38	6	academic	academic	ADJ
bjmsr-2442	38	7	syllabi	syllabus	NOUN
bjmsr-2442	38	8	do	do	AUX
bjmsr-2442	38	9	not	not	PART
bjmsr-2442	38	10	adequately	adequately	ADV
bjmsr-2442	38	11	address	address	VERB
bjmsr-2442	38	12	the	the	DET
bjmsr-2442	38	13	rapid	rapid	ADJ
bjmsr-2442	38	14	changes	change	NOUN
bjmsr-2442	38	15	enabled	enable	VERB
bjmsr-2442	38	16	by	by	ADP
bjmsr-2442	38	17	ai	ai	PROPN
bjmsr-2442	38	18	technology	technology	NOUN
bjmsr-2442	38	19	.	.	PUNCT
bjmsr-2442	39	1	the	the	DET
bjmsr-2442	39	2	lack	lack	NOUN
bjmsr-2442	39	3	of	of	ADP
bjmsr-2442	39	4	empirical	empirical	ADJ
bjmsr-2442	39	5	evidence	evidence	NOUN
bjmsr-2442	39	6	on	on	ADP
bjmsr-2442	39	7	this	this	DET
bjmsr-2442	39	8	subject	subject	NOUN
bjmsr-2442	39	9	has	have	AUX
bjmsr-2442	39	10	led	lead	VERB
bjmsr-2442	39	11	to	to	ADP
bjmsr-2442	39	12	the	the	DET
bjmsr-2442	39	13	development	development	NOUN
bjmsr-2442	39	14	of	of	ADP
bjmsr-2442	39	15	fragmented	fragmented	ADJ
bjmsr-2442	39	16	strategies	strategy	NOUN
bjmsr-2442	39	17	,	,	PUNCT
bjmsr-2442	39	18	which	which	PRON
bjmsr-2442	39	19	fail	fail	VERB
bjmsr-2442	39	20	to	to	PART
bjmsr-2442	39	21	provide	provide	VERB
bjmsr-2442	39	22	practical	practical	ADJ
bjmsr-2442	39	23	solutions	solution	NOUN
bjmsr-2442	39	24	for	for	ADP
bjmsr-2442	39	25	mitigating	mitigate	VERB
bjmsr-2442	39	26	the	the	DET
bjmsr-2442	39	27	increasing	increase	VERB
bjmsr-2442	39	28	risks	risk	NOUN
bjmsr-2442	39	29	of	of	ADP
bjmsr-2442	39	30	automation	automation	NOUN
bjmsr-2442	39	31	and	and	CCONJ
bjmsr-2442	39	32	evolving	evolve	VERB
bjmsr-2442	39	33	skill	skill	NOUN
bjmsr-2442	39	34	requirements	requirement	NOUN
bjmsr-2442	39	35	.	.	PUNCT
bjmsr-2442	40	1	policymakers	policymaker	NOUN
bjmsr-2442	40	2	,	,	PUNCT
bjmsr-2442	40	3	along	along	ADP
bjmsr-2442	40	4	with	with	ADP
bjmsr-2442	40	5	workforce	workforce	NOUN
bjmsr-2442	40	6	planners	planner	NOUN
bjmsr-2442	40	7	,	,	PUNCT
bjmsr-2442	40	8	struggle	struggle	VERB
bjmsr-2442	40	9	to	to	PART
bjmsr-2442	40	10	make	make	VERB
bjmsr-2442	40	11	informed	informed	ADJ
bjmsr-2442	40	12	strategic	strategic	ADJ
bjmsr-2442	40	13	decisions	decision	NOUN
bjmsr-2442	40	14	for	for	ADP
bjmsr-2442	40	15	workforce	workforce	NOUN
bjmsr-2442	40	16	development	development	NOUN
bjmsr-2442	40	17	because	because	SCONJ
bjmsr-2442	40	18	they	they	PRON
bjmsr-2442	40	19	lack	lack	VERB
bjmsr-2442	40	20	sufficient	sufficient	ADJ
bjmsr-2442	40	21	information	information	NOUN
bjmsr-2442	40	22	.	.	PUNCT
bjmsr-2442	41	1	the	the	DET
bjmsr-2442	41	2	proposed	propose	VERB
bjmsr-2442	41	3	research	research	NOUN
bjmsr-2442	41	4	examines	examine	VERB
bjmsr-2442	41	5	how	how	SCONJ
bjmsr-2442	41	6	ai	ai	AUX
bjmsr-2442	41	7	adoption	adoption	NOUN
bjmsr-2442	41	8	varies	vary	VERB
bjmsr-2442	41	9	across	across	ADP
bjmsr-2442	41	10	both	both	CCONJ
bjmsr-2442	41	11	industrial	industrial	ADJ
bjmsr-2442	41	12	sectors	sector	NOUN
bjmsr-2442	41	13	and	and	CCONJ
bjmsr-2442	41	14	occupational	occupational	ADJ
bjmsr-2442	41	15	titles	title	NOUN
bjmsr-2442	41	16	in	in	ADP
bjmsr-2442	41	17	the	the	DET
bjmsr-2442	41	18	region	region	NOUN
bjmsr-2442	41	19	,	,	PUNCT
bjmsr-2442	41	20	with	with	ADP
bjmsr-2442	41	21	a	a	DET
bjmsr-2442	41	22	particular	particular	ADJ
bjmsr-2442	41	23	focus	focus	NOUN
bjmsr-2442	41	24	on	on	ADP
bjmsr-2442	41	25	high	high	ADJ
bjmsr-2442	41	26	-	-	PUNCT
bjmsr-2442	41	27	tech	tech	NOUN
bjmsr-2442	41	28	industries	industry	NOUN
bjmsr-2442	41	29	,	,	PUNCT
bjmsr-2442	41	30	service	service	NOUN
bjmsr-2442	41	31	sectors	sector	NOUN
bjmsr-2442	41	32	,	,	PUNCT
bjmsr-2442	41	33	educational	educational	ADJ
bjmsr-2442	41	34	institutions	institution	NOUN
bjmsr-2442	41	35	,	,	PUNCT
bjmsr-2442	41	36	and	and	CCONJ
bjmsr-2442	41	37	manufacturing	manufacturing	NOUN
bjmsr-2442	41	38	facilities	facility	NOUN
bjmsr-2442	41	39	to	to	PART
bjmsr-2442	41	40	determine	determine	VERB
bjmsr-2442	41	41	differential	differential	ADJ
bjmsr-2442	41	42	penetration	penetration	NOUN
bjmsr-2442	41	43	levels	level	NOUN
bjmsr-2442	41	44	among	among	ADP
bjmsr-2442	41	45	various	various	ADJ
bjmsr-2442	41	46	economic	economic	ADJ
bjmsr-2442	41	47	groups	group	NOUN
bjmsr-2442	41	48	.	.	PUNCT
bjmsr-2442	42	1	by	by	ADP
bjmsr-2442	42	2	assigning	assign	VERB
bjmsr-2442	42	3	automation	automation	NOUN
bjmsr-2442	42	4	-	-	PUNCT
bjmsr-2442	42	5	likelihood	likelihood	NOUN
bjmsr-2442	42	6	scores	score	NOUN
bjmsr-2442	42	7	and	and	CCONJ
bjmsr-2442	42	8	conducting	conduct	VERB
bjmsr-2442	42	9	field	field	NOUN
bjmsr-2442	42	10	examinations	examination	NOUN
bjmsr-2442	42	11	,	,	PUNCT
bjmsr-2442	42	12	job	job	NOUN
bjmsr-2442	42	13	categories	category	NOUN
bjmsr-2442	42	14	are	be	AUX
bjmsr-2442	42	15	stratified	stratify	VERB
bjmsr-2442	42	16	into	into	ADP
bjmsr-2442	42	17	distinct	distinct	ADJ
bjmsr-2442	42	18	levels	level	NOUN
bjmsr-2442	42	19	of	of	ADP
bjmsr-2442	42	20	ai	ai	PROPN
bjmsr-2442	42	21	automation	automation	NOUN
bjmsr-2442	42	22	risk	risk	NOUN
bjmsr-2442	42	23	,	,	PUNCT
bjmsr-2442	42	24	allowing	allow	VERB
bjmsr-2442	42	25	us	we	PRON
bjmsr-2442	42	26	to	to	PART
bjmsr-2442	42	27	identify	identify	VERB
bjmsr-2442	42	28	those	those	DET
bjmsr-2442	42	29	abilities	ability	NOUN
bjmsr-2442	42	30	—	—	PUNCT
bjmsr-2442	42	31	such	such	ADJ
bjmsr-2442	42	32	as	as	ADP
bjmsr-2442	42	33	complex	complex	ADJ
bjmsr-2442	42	34	problem	problem	NOUN
bjmsr-2442	42	35	-	-	PUNCT
bjmsr-2442	42	36	solving	solve	VERB
bjmsr-2442	42	37	,	,	PUNCT
bjmsr-2442	42	38	emotional	emotional	ADJ
bjmsr-2442	42	39	intelligence	intelligence	NOUN
bjmsr-2442	42	40	,	,	PUNCT
bjmsr-2442	42	41	and	and	CCONJ
bjmsr-2442	42	42	digital	digital	ADJ
bjmsr-2442	42	43	fluency	fluency	NOUN
bjmsr-2442	42	44	—	—	PUNCT
bjmsr-2442	42	45	that	that	PRON
bjmsr-2442	42	46	remain	remain	VERB
bjmsr-2442	42	47	resilient	resilient	ADJ
bjmsr-2442	42	48	despite	despite	SCONJ
bjmsr-2442	42	49	technological	technological	ADJ
bjmsr-2442	42	50	advancements	advancement	NOUN
bjmsr-2442	42	51	.	.	PUNCT
bjmsr-2442	43	1	moreover	moreover	ADV
bjmsr-2442	43	2	,	,	PUNCT
bjmsr-2442	43	3	the	the	DET
bjmsr-2442	43	4	study	study	NOUN
bjmsr-2442	43	5	explores	explore	VERB
bjmsr-2442	43	6	machine	machine	NOUN
bjmsr-2442	43	7	learning	learning	NOUN
bjmsr-2442	43	8	–	–	PUNCT
bjmsr-2442	43	9	based	base	VERB
bjmsr-2442	43	10	methods	method	NOUN
bjmsr-2442	43	11	for	for	ADP
bjmsr-2442	43	12	recommending	recommend	VERB
bjmsr-2442	43	13	reskilling	reskille	VERB
bjmsr-2442	43	14	or	or	CCONJ
bjmsr-2442	43	15	upskilling	upskille	VERB
bjmsr-2442	43	16	pathways	pathway	NOUN
bjmsr-2442	43	17	to	to	ADP
bjmsr-2442	43	18	workers	worker	NOUN
bjmsr-2442	43	19	,	,	PUNCT
bjmsr-2442	43	20	thereby	thereby	ADV
bjmsr-2442	43	21	informing	inform	VERB
bjmsr-2442	43	22	policy	policy	NOUN
bjmsr-2442	43	23	decisions	decision	NOUN
bjmsr-2442	43	24	on	on	ADP
bjmsr-2442	43	25	workforce	workforce	PROPN
bjmsr-2442	43	26	development	development	PROPN
bjmsr-2442	43	27	.	.	PUNCT
bjmsr-2442	44	1	finally	finally	ADV
bjmsr-2442	44	2	,	,	PUNCT
bjmsr-2442	44	3	by	by	ADP
bjmsr-2442	44	4	applying	apply	VERB
bjmsr-2442	44	5	clustering	clustering	ADJ
bjmsr-2442	44	6	algorithms	algorithm	NOUN
bjmsr-2442	44	7	(	(	PUNCT
bjmsr-2442	44	8	including	include	VERB
bjmsr-2442	44	9	k	k	NOUN
bjmsr-2442	44	10	-	-	PUNCT
bjmsr-2442	44	11	means	means	ADJ
bjmsr-2442	44	12	,	,	PUNCT
bjmsr-2442	44	13	dbscan	dbscan	NOUN
bjmsr-2442	44	14	,	,	PUNCT
bjmsr-2442	44	15	and	and	CCONJ
bjmsr-2442	44	16	hierarchical	hierarchical	ADJ
bjmsr-2442	44	17	clustering	clustering	NOUN
bjmsr-2442	44	18	)	)	PUNCT
bjmsr-2442	44	19	,	,	PUNCT
bjmsr-2442	44	20	the	the	DET
bjmsr-2442	44	21	research	research	NOUN
bjmsr-2442	44	22	categorizes	categorize	VERB
bjmsr-2442	44	23	the	the	DET
bjmsr-2442	44	24	workforce	workforce	NOUN
bjmsr-2442	44	25	into	into	ADP
bjmsr-2442	44	26	risk	risk	NOUN
bjmsr-2442	44	27	profiles	profile	NOUN
bjmsr-2442	44	28	.	.	PUNCT
bjmsr-2442	45	1	it	it	PRON
bjmsr-2442	45	2	proposes	propose	VERB
bjmsr-2442	45	3	feasible	feasible	ADJ
bjmsr-2442	45	4	career	career	NOUN
bjmsr-2442	45	5	transition	transition	NOUN
bjmsr-2442	45	6	options	option	NOUN
bjmsr-2442	45	7	for	for	ADP
bjmsr-2442	45	8	individuals	individual	NOUN
bjmsr-2442	45	9	most	most	ADV
bjmsr-2442	45	10	vulnerable	vulnerable	ADJ
bjmsr-2442	45	11	to	to	ADP
bjmsr-2442	45	12	automation	automation	NOUN
bjmsr-2442	45	13	.	.	PUNCT
bjmsr-2442	46	1	the	the	DET
bjmsr-2442	46	2	study	study	NOUN
bjmsr-2442	46	3	employs	employ	VERB
bjmsr-2442	46	4	machine	machine	NOUN
bjmsr-2442	46	5	-	-	PUNCT
bjmsr-2442	46	6	learning	learn	VERB
bjmsr-2442	46	7	techniques	technique	NOUN
bjmsr-2442	46	8	to	to	PART
bjmsr-2442	46	9	analyze	analyze	VERB
bjmsr-2442	46	10	structured	structured	ADJ
bjmsr-2442	46	11	data	datum	NOUN
bjmsr-2442	46	12	,	,	PUNCT
bjmsr-2442	46	13	integrating	integrate	VERB
bjmsr-2442	46	14	information	information	NOUN
bjmsr-2442	46	15	on	on	ADP
bjmsr-2442	46	16	industry	industry	NOUN
bjmsr-2442	46	17	sectors	sector	NOUN
bjmsr-2442	46	18	,	,	PUNCT
bjmsr-2442	46	19	job	job	NOUN
bjmsr-2442	46	20	categories	category	NOUN
bjmsr-2442	46	21	,	,	PUNCT
bjmsr-2442	46	22	ai	ai	VERB
bjmsr-2442	46	23	implementation	implementation	NOUN
bjmsr-2442	46	24	levels	level	NOUN
bjmsr-2442	46	25	,	,	PUNCT
bjmsr-2442	46	26	automation	automation	NOUN
bjmsr-2442	46	27	likelihood	likelihood	NOUN
bjmsr-2442	46	28	predictions	prediction	NOUN
bjmsr-2442	46	29	,	,	PUNCT
bjmsr-2442	46	30	and	and	CCONJ
bjmsr-2442	46	31	competency	competency	NOUN
bjmsr-2442	46	32	requirements	requirement	NOUN
bjmsr-2442	46	33	to	to	PART
bjmsr-2442	46	34	achieve	achieve	VERB
bjmsr-2442	46	35	several	several	ADJ
bjmsr-2442	46	36	key	key	ADJ
bjmsr-2442	46	37	objectives	objective	NOUN
bjmsr-2442	46	38	.	.	PUNCT
bjmsr-2442	47	1	first	first	ADV
bjmsr-2442	47	2	,	,	PUNCT
bjmsr-2442	47	3	it	it	PRON
bjmsr-2442	47	4	aims	aim	VERB
bjmsr-2442	47	5	to	to	PART
bjmsr-2442	47	6	examine	examine	VERB
bjmsr-2442	47	7	how	how	SCONJ
bjmsr-2442	47	8	the	the	DET
bjmsr-2442	47	9	adoption	adoption	NOUN
bjmsr-2442	47	10	of	of	ADP
bjmsr-2442	47	11	ai	ai	PROPN
bjmsr-2442	47	12	reshapes	reshape	VERB
bjmsr-2442	47	13	the	the	DET
bjmsr-2442	47	14	regional	regional	ADJ
bjmsr-2442	47	15	employment	employment	NOUN
bjmsr-2442	47	16	structure	structure	NOUN
bjmsr-2442	47	17	.	.	PUNCT
bjmsr-2442	48	1	second	second	ADJ
bjmsr-2442	48	2	,	,	PUNCT
bjmsr-2442	48	3	it	it	PRON
bjmsr-2442	48	4	aims	aim	VERB
bjmsr-2442	48	5	to	to	PART
bjmsr-2442	48	6	identify	identify	VERB
bjmsr-2442	48	7	which	which	DET
bjmsr-2442	48	8	job	job	NOUN
bjmsr-2442	48	9	profiles	profile	NOUN
bjmsr-2442	48	10	and	and	CCONJ
bjmsr-2442	48	11	industries	industry	NOUN
bjmsr-2442	48	12	are	be	AUX
bjmsr-2442	48	13	more	more	ADV
bjmsr-2442	48	14	vulnerable	vulnerable	ADJ
bjmsr-2442	48	15	to	to	ADP
bjmsr-2442	48	16	automation	automation	NOUN
bjmsr-2442	48	17	.	.	PUNCT
bjmsr-2442	49	1	third	third	ADJ
bjmsr-2442	49	2	,	,	PUNCT
bjmsr-2442	49	3	it	it	PRON
bjmsr-2442	49	4	intends	intend	VERB
bjmsr-2442	49	5	to	to	PART
bjmsr-2442	49	6	generate	generate	VERB
bjmsr-2442	49	7	data	data	NOUN
bjmsr-2442	49	8	-	-	PUNCT
bjmsr-2442	49	9	driven	drive	VERB
bjmsr-2442	49	10	recommendations	recommendation	NOUN
bjmsr-2442	49	11	that	that	PRON
bjmsr-2442	49	12	can	can	AUX
bjmsr-2442	49	13	inform	inform	VERB
bjmsr-2442	49	14	educational	educational	ADJ
bjmsr-2442	49	15	strategies	strategy	NOUN
bjmsr-2442	49	16	and	and	CCONJ
bjmsr-2442	49	17	workforce	workforce	NOUN
bjmsr-2442	49	18	planning	planning	NOUN
bjmsr-2442	49	19	initiatives	initiative	NOUN
bjmsr-2442	49	20	.	.	PUNCT
bjmsr-2442	50	1	ultimately	ultimately	ADV
bjmsr-2442	50	2	,	,	PUNCT
bjmsr-2442	50	3	by	by	ADP
bjmsr-2442	50	4	identifying	identify	VERB
bjmsr-2442	50	5	transferable	transferable	ADJ
bjmsr-2442	50	6	skill	skill	NOUN
bjmsr-2442	50	7	sets	set	NOUN
bjmsr-2442	50	8	that	that	PRON
bjmsr-2442	50	9	remain	remain	VERB
bjmsr-2442	50	10	valuable	valuable	ADJ
bjmsr-2442	50	11	across	across	ADP
bjmsr-2442	50	12	various	various	ADJ
bjmsr-2442	50	13	sectors	sector	NOUN
bjmsr-2442	50	14	,	,	PUNCT
bjmsr-2442	50	15	the	the	DET
bjmsr-2442	50	16	research	research	NOUN
bjmsr-2442	50	17	fosters	foster	VERB
bjmsr-2442	50	18	greater	great	ADJ
bjmsr-2442	50	19	resilience	resilience	NOUN
bjmsr-2442	50	20	in	in	ADP
bjmsr-2442	50	21	the	the	DET
bjmsr-2442	50	22	labor	labor	NOUN
bjmsr-2442	50	23	market	market	NOUN
bjmsr-2442	50	24	.	.	PUNCT
bjmsr-2442	51	1	the	the	DET
bjmsr-2442	51	2	paper	paper	NOUN
bjmsr-2442	51	3	follows	follow	VERB
bjmsr-2442	51	4	this	this	DET
bjmsr-2442	51	5	structure	structure	NOUN
bjmsr-2442	51	6	:	:	PUNCT
bjmsr-2442	51	7	section	section	NOUN
bjmsr-2442	51	8	2	2	NUM
bjmsr-2442	51	9	investigates	investigate	VERB
bjmsr-2442	51	10	the	the	DET
bjmsr-2442	51	11	literature	literature	NOUN
bjmsr-2442	51	12	on	on	ADP
bjmsr-2442	51	13	the	the	DET
bjmsr-2442	51	14	impact	impact	NOUN
bjmsr-2442	51	15	of	of	ADP
bjmsr-2442	51	16	ai	ai	VERB
bjmsr-2442	51	17	on	on	ADP
bjmsr-2442	51	18	the	the	DET
bjmsr-2442	51	19	workforce	workforce	NOUN
bjmsr-2442	51	20	,	,	PUNCT
bjmsr-2442	51	21	and	and	CCONJ
bjmsr-2442	51	22	section	section	NOUN
bjmsr-2442	51	23	3	3	NUM
bjmsr-2442	51	24	describes	describe	VERB
bjmsr-2442	51	25	the	the	DET
bjmsr-2442	51	26	research	research	NOUN
bjmsr-2442	51	27	methodology	methodology	NOUN
bjmsr-2442	51	28	.	.	PUNCT
bjmsr-2442	52	1	section	section	NOUN
bjmsr-2442	52	2	4	4	NUM
bjmsr-2442	52	3	presents	present	VERB
bjmsr-2442	52	4	the	the	DET
bjmsr-2442	52	5	experiment	experiment	NOUN
bjmsr-2442	52	6	and	and	CCONJ
bjmsr-2442	52	7	results	result	NOUN
bjmsr-2442	52	8	,	,	PUNCT
bjmsr-2442	52	9	followed	follow	VERB
bjmsr-2442	52	10	by	by	ADP
bjmsr-2442	52	11	section	section	NOUN
bjmsr-2442	52	12	5	5	NUM
bjmsr-2442	52	13	,	,	PUNCT
bjmsr-2442	52	14	which	which	PRON
bjmsr-2442	52	15	discusses	discuss	VERB
bjmsr-2442	52	16	the	the	DET
bjmsr-2442	52	17	findings	finding	NOUN
bjmsr-2442	52	18	and	and	CCONJ
bjmsr-2442	52	19	examines	examine	VERB
bjmsr-2442	52	20	future	future	ADJ
bjmsr-2442	52	21	study	study	NOUN
bjmsr-2442	52	22	directions	direction	NOUN
bjmsr-2442	52	23	.	.	PUNCT
bjmsr-2442	53	1	literature	literature	NOUN
bjmsr-2442	53	2	review	review	VERB
bjmsr-2442	53	3	artificial	artificial	ADJ
bjmsr-2442	53	4	intelligence	intelligence	NOUN
bjmsr-2442	53	5	,	,	PUNCT
bjmsr-2442	53	6	machine	machine	NOUN
bjmsr-2442	53	7	learning	learning	NOUN
bjmsr-2442	53	8	,	,	PUNCT
bjmsr-2442	53	9	and	and	CCONJ
bjmsr-2442	53	10	digitalization	digitalization	NOUN
bjmsr-2442	53	11	are	be	AUX
bjmsr-2442	53	12	transforming	transform	VERB
bjmsr-2442	53	13	workplaces	workplace	NOUN
bjmsr-2442	53	14	,	,	PUNCT
bjmsr-2442	53	15	particularly	particularly	ADV
bjmsr-2442	53	16	in	in	ADP
bjmsr-2442	53	17	knowledgeintensive	knowledgeintensive	ADJ
bjmsr-2442	53	18	sectors	sector	NOUN
bjmsr-2442	53	19	.	.	PUNCT
bjmsr-2442	54	1	scholars	scholar	NOUN
bjmsr-2442	54	2	debate	debate	VERB
bjmsr-2442	54	3	these	these	DET
bjmsr-2442	54	4	disruptions	disruption	NOUN
bjmsr-2442	54	5	,	,	PUNCT
bjmsr-2442	54	6	yet	yet	CCONJ
bjmsr-2442	54	7	their	their	PRON
bjmsr-2442	54	8	impact	impact	NOUN
bjmsr-2442	54	9	on	on	ADP
bjmsr-2442	54	10	institutions	institution	NOUN
bjmsr-2442	54	11	,	,	PUNCT
bjmsr-2442	54	12	organizations	organization	NOUN
bjmsr-2442	54	13	,	,	PUNCT
bjmsr-2442	54	14	and	and	CCONJ
bjmsr-2442	54	15	individual	individual	NOUN
bjmsr-2442	54	16	’s	’s	PART
bjmsr-2442	54	17	remains	remain	VERB
bjmsr-2442	54	18	underexplored	underexplored	ADJ
bjmsr-2442	54	19	(	(	PUNCT
bjmsr-2442	54	20	hamdan	hamdan	PROPN
bjmsr-2442	54	21	,	,	PUNCT
bjmsr-2442	54	22	2025	2025	NUM
bjmsr-2442	54	23	)	)	PUNCT
bjmsr-2442	54	24	.	.	PUNCT
bjmsr-2442	55	1	a	a	DET
bjmsr-2442	55	2	relevant	relevant	ADJ
bjmsr-2442	55	3	investigation	investigation	NOUN
bjmsr-2442	55	4	examines	examine	VERB
bjmsr-2442	55	5	ai	ai	VERB
bjmsr-2442	55	6	’s	’s	PART
bjmsr-2442	55	7	role	role	NOUN
bjmsr-2442	55	8	in	in	ADP
bjmsr-2442	55	9	the	the	DET
bjmsr-2442	55	10	future	future	NOUN
bjmsr-2442	55	11	of	of	ADP
bjmsr-2442	55	12	work	work	NOUN
bjmsr-2442	55	13	,	,	PUNCT
bjmsr-2442	55	14	discussing	discuss	VERB
bjmsr-2442	55	15	key	key	ADJ
bjmsr-2442	55	16	changes	change	NOUN
bjmsr-2442	55	17	,	,	PUNCT
bjmsr-2442	55	18	consequences	consequence	NOUN
bjmsr-2442	55	19	,	,	PUNCT
bjmsr-2442	55	20	and	and	CCONJ
bjmsr-2442	55	21	research	research	NOUN
bjmsr-2442	55	22	directions	direction	NOUN
bjmsr-2442	55	23	while	while	SCONJ
bjmsr-2442	55	24	summarizing	summarize	VERB
bjmsr-2442	55	25	contributions	contribution	NOUN
bjmsr-2442	55	26	from	from	ADP
bjmsr-2442	55	27	this	this	DET
bjmsr-2442	55	28	special	special	ADJ
bjmsr-2442	55	29	issue	issue	NOUN
bjmsr-2442	55	30	in	in	ADP
bjmsr-2442	55	31	management	management	NOUN
bjmsr-2442	55	32	studies	study	NOUN
bjmsr-2442	55	33	(	(	PUNCT
bjmsr-2442	55	34	sarala	sarala	PROPN
bjmsr-2442	55	35	et	et	PROPN
bjmsr-2442	55	36	al	al	PROPN
bjmsr-2442	55	37	.	.	PROPN
bjmsr-2442	55	38	,	,	PUNCT
bjmsr-2442	55	39	2025	2025	NUM
bjmsr-2442	55	40	)	)	PUNCT
bjmsr-2442	55	41	.	.	PUNCT
bjmsr-2442	56	1	worldwide	worldwide	ADJ
bjmsr-2442	56	2	labor	labor	NOUN
bjmsr-2442	56	3	markets	market	NOUN
bjmsr-2442	56	4	are	be	AUX
bjmsr-2442	56	5	experiencing	experience	VERB
bjmsr-2442	56	6	dramatic	dramatic	ADJ
bjmsr-2442	56	7	changes	change	NOUN
bjmsr-2442	56	8	due	due	ADJ
bjmsr-2442	56	9	to	to	ADP
bjmsr-2442	56	10	artificial	artificial	ADJ
bjmsr-2442	56	11	intelligence	intelligence	NOUN
bjmsr-2442	56	12	technology	technology	NOUN
bjmsr-2442	56	13	,	,	PUNCT
bjmsr-2442	56	14	which	which	PRON
bjmsr-2442	56	15	is	be	AUX
bjmsr-2442	56	16	leading	lead	VERB
bjmsr-2442	56	17	industries	industry	NOUN
bjmsr-2442	56	18	through	through	ADP
bjmsr-2442	56	19	transformation	transformation	NOUN
bjmsr-2442	56	20	while	while	SCONJ
bjmsr-2442	56	21	altering	alter	VERB
bjmsr-2442	56	22	the	the	DET
bjmsr-2442	56	23	identities	identity	NOUN
bjmsr-2442	56	24	of	of	ADP
bjmsr-2442	56	25	all	all	DET
bjmsr-2442	56	26	job	job	NOUN
bjmsr-2442	56	27	functions	function	NOUN
bjmsr-2442	56	28	(	(	PUNCT
bjmsr-2442	56	29	rawashdeh	rawashdeh	NOUN
bjmsr-2442	56	30	,	,	PUNCT
bjmsr-2442	56	31	2025	2025	NUM
bjmsr-2442	56	32	)	)	PUNCT
bjmsr-2442	56	33	.	.	PUNCT
bjmsr-2442	57	1	modern	modern	ADJ
bjmsr-2442	57	2	economies	economy	NOUN
bjmsr-2442	57	3	face	face	VERB
bjmsr-2442	57	4	new	new	ADJ
bjmsr-2442	57	5	opportunities	opportunity	NOUN
bjmsr-2442	57	6	alongside	alongside	ADP
bjmsr-2442	57	7	complex	complex	ADJ
bjmsr-2442	57	8	challenges	challenge	NOUN
bjmsr-2442	57	9	due	due	ADP
bjmsr-2442	57	10	to	to	ADP
bjmsr-2442	57	11	the	the	DET
bjmsr-2442	57	12	rise	rise	NOUN
bjmsr-2442	57	13	of	of	ADP
bjmsr-2442	57	14	ai	ai	NOUN
bjmsr-2442	57	15	-	-	PUNCT
bjmsr-2442	57	16	based	base	VERB
bjmsr-2442	57	17	automation	automation	NOUN
bjmsr-2442	57	18	,	,	PUNCT
bjmsr-2442	57	19	predictive	predictive	ADJ
bjmsr-2442	57	20	analysis	analysis	NOUN
bjmsr-2442	57	21	,	,	PUNCT
bjmsr-2442	57	22	and	and	CCONJ
bjmsr-2442	57	23	the	the	DET
bjmsr-2442	57	24	adoption	adoption	NOUN
bjmsr-2442	57	25	of	of	ADP
bjmsr-2442	57	26	machine	machine	NOUN
bjmsr-2442	57	27	learning	learn	VERB
bjmsr-2442	57	28	systems	system	NOUN
bjmsr-2442	57	29	(	(	PUNCT
bjmsr-2442	57	30	bahoo	bahoo	PROPN
bjmsr-2442	57	31	et	et	PROPN
bjmsr-2442	57	32	al	al	PROPN
bjmsr-2442	57	33	.	.	PROPN
bjmsr-2442	57	34	,	,	PUNCT
bjmsr-2442	57	35	2025	2025	NUM
bjmsr-2442	57	36	)	)	PUNCT
bjmsr-2442	57	37	.	.	PUNCT
bjmsr-2442	58	1	the	the	DET
bjmsr-2442	58	2	initial	initial	ADJ
bjmsr-2442	58	3	section	section	NOUN
bjmsr-2442	58	4	of	of	ADP
bjmsr-2442	58	5	this	this	DET
bjmsr-2442	58	6	review	review	NOUN
bjmsr-2442	58	7	examines	examine	VERB
bjmsr-2442	58	8	the	the	DET
bjmsr-2442	58	9	worldwide	worldwide	ADJ
bjmsr-2442	58	10	impact	impact	NOUN
bjmsr-2442	58	11	of	of	ADP
bjmsr-2442	58	12	ai	ai	VERB
bjmsr-2442	58	13	on	on	ADP
bjmsr-2442	58	14	employment	employment	NOUN
bjmsr-2442	58	15	practices	practice	NOUN
bjmsr-2442	58	16	.	.	PUNCT
bjmsr-2442	59	1	still	still	ADV
bjmsr-2442	59	2	,	,	PUNCT
bjmsr-2442	59	3	it	it	PRON
bjmsr-2442	59	4	concentrates	concentrate	VERB
bjmsr-2442	59	5	the	the	DET
bjmsr-2442	59	6	subsequent	subsequent	ADJ
bjmsr-2442	59	7	sections	section	NOUN
bjmsr-2442	59	8	on	on	ADP
bjmsr-2442	59	9	the	the	DET
bjmsr-2442	59	10	middle	middle	PROPN
bjmsr-2442	59	11	east	east	PROPN
bjmsr-2442	59	12	gulf	gulf	PROPN
bjmsr-2442	59	13	regions	region	NOUN
bjmsr-2442	59	14	through	through	ADP
bjmsr-2442	59	15	a	a	DET
bjmsr-2442	59	16	strategic	strategic	ADJ
bjmsr-2442	59	17	evaluation	evaluation	NOUN
bjmsr-2442	59	18	of	of	ADP
bjmsr-2442	59	19	their	their	PRON
bjmsr-2442	59	20	principal	principal	ADJ
bjmsr-2442	59	21	advancements	advancement	NOUN
bjmsr-2442	59	22	,	,	PUNCT
bjmsr-2442	59	23	alongside	alongside	ADP
bjmsr-2442	59	24	workplace	workplace	NOUN
bjmsr-2442	59	25	obstacles	obstacle	NOUN
bjmsr-2442	59	26	and	and	CCONJ
bjmsr-2442	59	27	forthcoming	forthcoming	ADJ
bjmsr-2442	59	28	market	market	NOUN
bjmsr-2442	59	29	prospects	prospect	NOUN
bjmsr-2442	59	30	.	.	PUNCT
bjmsr-2442	60	1	several	several	ADJ
bjmsr-2442	60	2	academic	academic	ADJ
bjmsr-2442	60	3	studies	study	NOUN
bjmsr-2442	60	4	have	have	AUX
bjmsr-2442	60	5	documented	document	VERB
bjmsr-2442	60	6	the	the	DET
bjmsr-2442	60	7	disruptive	disruptive	ADJ
bjmsr-2442	60	8	effects	effect	NOUN
bjmsr-2442	60	9	that	that	PRON
bjmsr-2442	60	10	ai	ai	VERB
bjmsr-2442	60	11	technology	technology	NOUN
bjmsr-2442	60	12	has	have	VERB
bjmsr-2442	60	13	on	on	ADP
bjmsr-2442	60	14	work	work	NOUN
bjmsr-2442	60	15	environments	environment	NOUN
bjmsr-2442	60	16	.	.	PUNCT
bjmsr-2442	61	1	the	the	DET
bjmsr-2442	61	2	research	research	NOUN
bjmsr-2442	61	3	conducted	conduct	VERB
bjmsr-2442	61	4	by	by	ADP
bjmsr-2442	61	5	frey	frey	PROPN
bjmsr-2442	61	6	and	and	CCONJ
bjmsr-2442	61	7	osborne	osborne	PROPN
bjmsr-2442	61	8	(	(	PUNCT
bjmsr-2442	61	9	2017	2017	NUM
bjmsr-2442	61	10	)	)	PUNCT
bjmsr-2442	61	11	indicates	indicate	VERB
bjmsr-2442	61	12	that	that	SCONJ
bjmsr-2442	61	13	machine	machine	NOUN
bjmsr-2442	61	14	automation	automation	NOUN
bjmsr-2442	61	15	threatens	threaten	VERB
bjmsr-2442	61	16	47	47	NUM
bjmsr-2442	61	17	percent	percent	NOUN
bjmsr-2442	61	18	of	of	ADP
bjmsr-2442	61	19	all	all	DET
bjmsr-2442	61	20	positions	position	NOUN
bjmsr-2442	61	21	across	across	ADP
bjmsr-2442	61	22	the	the	DET
bjmsr-2442	61	23	united	united	PROPN
bjmsr-2442	61	24	states	states	PROPN
bjmsr-2442	61	25	(	(	PUNCT
bjmsr-2442	61	26	the	the	DET
bjmsr-2442	61	27	future	future	NOUN
bjmsr-2442	61	28	of	of	ADP
bjmsr-2442	61	29	work	work	NOUN
bjmsr-2442	61	30	:	:	PUNCT
bjmsr-2442	61	31	embracing	embrace	VERB
bjmsr-2442	61	32	ai	ai	PROPN
bjmsr-2442	61	33	's	's	PART
bjmsr-2442	61	34	job	job	NOUN
bjmsr-2442	61	35	creation	creation	NOUN
bjmsr-2442	61	36	potential	potential	NOUN
bjmsr-2442	61	37	,	,	PUNCT
bjmsr-2442	61	38	2025	2025	NUM
bjmsr-2442	61	39	)	)	PUNCT
bjmsr-2442	61	40	.	.	PUNCT
bjmsr-2442	62	1	forecasts	forecast	NOUN
bjmsr-2442	62	2	that	that	SCONJ
bjmsr-2442	62	3	ai	ai	VERB
bjmsr-2442	62	4	and	and	CCONJ
bjmsr-2442	62	5	automation	automation	NOUN
bjmsr-2442	62	6	will	will	AUX
bjmsr-2442	62	7	eliminate	eliminate	VERB
bjmsr-2442	62	8	85	85	NUM
bjmsr-2442	62	9	million	million	NUM
bjmsr-2442	62	10	positions	position	NOUN
bjmsr-2442	62	11	during	during	ADP
bjmsr-2442	62	12	the	the	DET
bjmsr-2442	62	13	next	next	ADJ
bjmsr-2442	62	14	five	five	NUM
bjmsr-2442	62	15	years	year	NOUN
bjmsr-2442	62	16	but	but	CCONJ
bjmsr-2442	62	17	will	will	AUX
bjmsr-2442	62	18	establish	establish	VERB
bjmsr-2442	62	19	97	97	NUM
bjmsr-2442	62	20	million	million	NUM
bjmsr-2442	62	21	brand	brand	NOUN
bjmsr-2442	62	22	-	-	PUNCT
bjmsr-2442	62	23	new	new	ADJ
bjmsr-2442	62	24	employment	employment	NOUN
bjmsr-2442	62	25	roles	role	NOUN
bjmsr-2442	62	26	.	.	PUNCT
bjmsr-2442	63	1	ai	ai	AUX
bjmsr-2442	63	2	-	-	PUNCT
bjmsr-2442	63	3	powered	power	VERB
bjmsr-2442	63	4	automation	automation	NOUN
bjmsr-2442	63	5	technologies	technology	NOUN
bjmsr-2442	63	6	have	have	AUX
bjmsr-2442	63	7	created	create	VERB
bjmsr-2442	63	8	the	the	DET
bjmsr-2442	63	9	most	most	ADV
bjmsr-2442	63	10	significant	significant	ADJ
bjmsr-2442	63	11	disruption	disruption	NOUN
bjmsr-2442	63	12	in	in	ADP
bjmsr-2442	63	13	standard	standard	ADJ
bjmsr-2442	63	14	routine	routine	ADJ
bjmsr-2442	63	15	operations	operation	NOUN
bjmsr-2442	63	16	within	within	ADP
bjmsr-2442	63	17	industrial	industrial	ADJ
bjmsr-2442	63	18	manufacturing	manufacturing	NOUN
bjmsr-2442	63	19	sectors	sector	NOUN
bjmsr-2442	63	20	,	,	PUNCT
bjmsr-2442	63	21	as	as	ADV
bjmsr-2442	63	22	well	well	ADV
bjmsr-2442	63	23	as	as	ADP
bjmsr-2442	63	24	in	in	ADP
bjmsr-2442	63	25	retail	retail	ADJ
bjmsr-2442	63	26	operations	operation	NOUN
bjmsr-2442	63	27	and	and	CCONJ
bjmsr-2442	63	28	finance	finance	NOUN
bjmsr-2442	63	29	services	service	NOUN
bjmsr-2442	63	30	(	(	PUNCT
bjmsr-2442	63	31	tariq	tariq	NOUN
bjmsr-2442	63	32	,	,	PUNCT
bjmsr-2442	63	33	2025	2025	NUM
bjmsr-2442	63	34	)	)	PUNCT
bjmsr-2442	63	35	.	.	PUNCT
bjmsr-2442	64	1	knowledge	knowledge	NOUN
bjmsr-2442	64	2	-	-	PUNCT
bjmsr-2442	64	3	based	base	VERB
bjmsr-2442	64	4	sectors	sector	NOUN
bjmsr-2442	64	5	,	,	PUNCT
bjmsr-2442	64	6	including	include	VERB
bjmsr-2442	64	7	healthcare	healthcare	NOUN
bjmsr-2442	64	8	,	,	PUNCT
bjmsr-2442	64	9	software	software	NOUN
bjmsr-2442	64	10	development	development	NOUN
bjmsr-2442	64	11	,	,	PUNCT
bjmsr-2442	64	12	and	and	CCONJ
bjmsr-2442	64	13	education	education	NOUN
bjmsr-2442	64	14	,	,	PUNCT
bjmsr-2442	64	15	currently	currently	ADV
bjmsr-2442	64	16	require	require	VERB
bjmsr-2442	64	17	additional	additional	ADJ
bjmsr-2442	64	18	experts	expert	NOUN
bjmsr-2442	64	19	who	who	PRON
bjmsr-2442	64	20	possess	possess	VERB
bjmsr-2442	64	21	knowledge	knowledge	NOUN
bjmsr-2442	64	22	of	of	ADP
bjmsr-2442	64	23	ai	ai	PROPN
bjmsr-2442	64	24	applications	application	NOUN
bjmsr-2442	64	25	(	(	PUNCT
bjmsr-2442	64	26	kumar	kumar	PROPN
bjmsr-2442	64	27	,	,	PUNCT
bjmsr-2442	64	28	2025	2025	NUM
bjmsr-2442	64	29	)	)	PUNCT
bjmsr-2442	64	30	.	.	PUNCT
bjmsr-2442	65	1	business	business	NOUN
bjmsr-2442	65	2	operations	operation	NOUN
bjmsr-2442	65	3	benefit	benefit	VERB
bjmsr-2442	65	4	from	from	ADP
bjmsr-2442	65	5	predictive	predictive	ADJ
bjmsr-2442	65	6	analytics	analytic	NOUN
bjmsr-2442	65	7	,	,	PUNCT
bjmsr-2442	65	8	which	which	PRON
bjmsr-2442	65	9	encompasses	encompass	VERB
bjmsr-2442	65	10	workforce	workforce	NOUN
bjmsr-2442	65	11	management	management	NOUN
bjmsr-2442	65	12	and	and	CCONJ
bjmsr-2442	65	13	personalized	personalized	ADJ
bjmsr-2442	65	14	customer	customer	NOUN
bjmsr-2442	65	15	service	service	NOUN
bjmsr-2442	65	16	,	,	PUNCT
bjmsr-2442	65	17	leading	lead	VERB
bjmsr-2442	65	18	to	to	ADP
bjmsr-2442	65	19	higher	high	ADJ
bjmsr-2442	65	20	productivity	productivity	NOUN
bjmsr-2442	65	21	(	(	PUNCT
bjmsr-2442	65	22	leveraging	leverage	VERB
bjmsr-2442	65	23	predictive	predictive	ADJ
bjmsr-2442	65	24	analytics	analytic	NOUN
bjmsr-2442	65	25	to	to	PART
bjmsr-2442	65	26	optimize	optimize	VERB
bjmsr-2442	65	27	business	business	NOUN
bjmsr-2442	65	28	performance	performance	NOUN
bjmsr-2442	65	29	and	and	CCONJ
bjmsr-2442	65	30	drive	drive	VERB
bjmsr-2442	65	31	operational	operational	ADJ
bjmsr-2442	65	32	excellence	excellence	NOUN
bjmsr-2442	65	33	,	,	PUNCT
bjmsr-2442	65	34	2025	2025	NUM
bjmsr-2442	65	35	)	)	PUNCT
bjmsr-2442	65	36	.	.	PUNCT
bjmsr-2442	66	1	ai	ai	AUX
bjmsr-2442	66	2	raises	raise	VERB
bjmsr-2442	66	3	ongoing	ongoing	ADJ
bjmsr-2442	66	4	concerns	concern	NOUN
bjmsr-2442	66	5	about	about	ADP
bjmsr-2442	66	6	security	security	NOUN
bjmsr-2442	66	7	challenges	challenge	NOUN
bjmsr-2442	66	8	in	in	ADP
bjmsr-2442	66	9	employment	employment	NOUN
bjmsr-2442	66	10	,	,	PUNCT
bjmsr-2442	66	11	alongside	alongside	ADP
bjmsr-2442	66	12	widening	widen	VERB
bjmsr-2442	66	13	income	income	NOUN
bjmsr-2442	66	14	disparities	disparity	NOUN
bjmsr-2442	66	15	and	and	CCONJ
bjmsr-2442	66	16	ongoing	ongoing	ADJ
bjmsr-2442	66	17	requirements	requirement	NOUN
bjmsr-2442	66	18	for	for	ADP
bjmsr-2442	66	19	skill	skill	NOUN
bjmsr-2442	66	20	adaptation	adaptation	NOUN
bjmsr-2442	66	21	across	across	ADP
bjmsr-2442	66	22	the	the	DET
bjmsr-2442	66	23	workforce	workforce	NOUN
bjmsr-2442	66	24	(	(	PUNCT
bjmsr-2442	66	25	burton	burton	PROPN
bjmsr-2442	66	26	,	,	PUNCT
bjmsr-2442	66	27	2024	2024	NUM
bjmsr-2442	66	28	)	)	PUNCT
bjmsr-2442	66	29	.	.	PUNCT
bjmsr-2442	67	1	various	various	ADJ
bjmsr-2442	67	2	economies	economy	NOUN
bjmsr-2442	67	3	are	be	AUX
bjmsr-2442	67	4	funding	fund	VERB
bjmsr-2442	67	5	nationwide	nationwide	ADV
bjmsr-2442	67	6	upskilling	upskille	VERB
bjmsr-2442	67	7	initiatives	initiative	NOUN
bjmsr-2442	67	8	to	to	PART
bjmsr-2442	67	9	protect	protect	VERB
bjmsr-2442	67	10	workers	worker	NOUN
bjmsr-2442	67	11	from	from	ADP
bjmsr-2442	67	12	automated	automate	VERB
bjmsr-2442	67	13	processes	process	NOUN
bjmsr-2442	67	14	and	and	CCONJ
bjmsr-2442	67	15	foster	foster	ADJ
bjmsr-2442	67	16	effective	effective	ADJ
bjmsr-2442	67	17	working	work	VERB
bjmsr-2442	67	18	relationships	relationship	NOUN
bjmsr-2442	67	19	between	between	ADP
bjmsr-2442	67	20	humans	human	NOUN
bjmsr-2442	67	21	and	and	CCONJ
bjmsr-2442	67	22	ai	ai	PROPN
bjmsr-2442	67	23	systems	system	NOUN
bjmsr-2442	67	24	.	.	PUNCT
bjmsr-2442	68	1	the	the	DET
bjmsr-2442	68	2	region	region	NOUN
bjmsr-2442	68	3	of	of	ADP
bjmsr-2442	68	4	the	the	DET
bjmsr-2442	68	5	middle	middle	PROPN
bjmsr-2442	68	6	east	east	PROPN
bjmsr-2442	68	7	currently	currently	ADV
bjmsr-2442	68	8	experiences	experience	VERB
bjmsr-2442	68	9	rapid	rapid	ADJ
bjmsr-2442	68	10	digital	digital	ADJ
bjmsr-2442	68	11	change	change	NOUN
bjmsr-2442	68	12	that	that	PRON
bjmsr-2442	68	13	results	result	VERB
bjmsr-2442	68	14	in	in	ADP
bjmsr-2442	68	15	the	the	DET
bjmsr-2442	68	16	swift	swift	ADJ
bjmsr-2442	68	17	growth	growth	NOUN
bjmsr-2442	68	18	of	of	ADP
bjmsr-2442	68	19	ai	ai	VERB
bjmsr-2442	68	20	within	within	ADP
bjmsr-2442	68	21	its	its	PRON
bjmsr-2442	68	22	various	various	ADJ
bjmsr-2442	68	23	sectors	sector	NOUN
bjmsr-2442	68	24	;	;	PUNCT
bjmsr-2442	68	25	ai	ai	VERB
bjmsr-2442	68	26	will	will	AUX
bjmsr-2442	68	27	generate	generate	VERB
bjmsr-2442	68	28	$	$	SYM
bjmsr-2442	68	29	320	320	NUM
bjmsr-2442	68	30	billion	billion	NUM
bjmsr-2442	68	31	in	in	ADP
bjmsr-2442	68	32	economic	economic	ADJ
bjmsr-2442	68	33	value	value	NOUN
bjmsr-2442	68	34	across	across	ADP
bjmsr-2442	68	35	the	the	DET
bjmsr-2442	68	36	region	region	NOUN
bjmsr-2442	68	37	during	during	ADP
bjmsr-2442	68	38	the	the	DET
bjmsr-2442	68	39	following	following	ADJ
bjmsr-2442	68	40	decade	decade	NOUN
bjmsr-2442	68	41	,	,	PUNCT
bjmsr-2442	68	42	as	as	SCONJ
bjmsr-2442	68	43	predicted	predict	VERB
bjmsr-2442	68	44	by	by	ADP
bjmsr-2442	68	45	the	the	DET
bjmsr-2442	68	46	potential	potential	ADJ
bjmsr-2442	68	47	impact	impact	NOUN
bjmsr-2442	68	48	of	of	ADP
bjmsr-2442	68	49	artificial	artificial	ADJ
bjmsr-2442	68	50	intelligence	intelligence	NOUN
bjmsr-2442	68	51	in	in	ADP
bjmsr-2442	68	52	the	the	DET
bjmsr-2442	68	53	middle	middle	PROPN
bjmsr-2442	68	54	east	east	PROPN
bjmsr-2442	68	55	pwc	pwc	PROPN
bjmsr-2442	68	56	middle	middle	PROPN
bjmsr-2442	68	57	east	east	PROPN
bjmsr-2442	68	58	(	(	PUNCT
bjmsr-2442	68	59	2025	2025	NUM
bjmsr-2442	68	60	)	)	PUNCT
bjmsr-2442	68	61	.	.	PUNCT
bjmsr-2442	69	1	the	the	DET
bjmsr-2442	69	2	united	united	PROPN
bjmsr-2442	69	3	arab	arab	PROPN
bjmsr-2442	69	4	emirates	emirates	PROPN
bjmsr-2442	69	5	,	,	PUNCT
bjmsr-2442	69	6	together	together	ADV
bjmsr-2442	69	7	with	with	ADP
bjmsr-2442	69	8	saudi	saudi	PROPN
bjmsr-2442	69	9	arabia	arabia	PROPN
bjmsr-2442	69	10	,	,	PUNCT
bjmsr-2442	69	11	leads	lead	VERB
bjmsr-2442	69	12	ai	ai	VERB
bjmsr-2442	69	13	integration	integration	NOUN
bjmsr-2442	69	14	projects	project	NOUN
bjmsr-2442	69	15	by	by	ADP
bjmsr-2442	69	16	focusing	focus	VERB
bjmsr-2442	69	17	on	on	ADP
bjmsr-2442	69	18	ai	ai	ADJ
bjmsr-2442	69	19	-	-	PUNCT
bjmsr-2442	69	20	driven	drive	VERB
bjmsr-2442	69	21	approaches	approach	NOUN
bjmsr-2442	69	22	for	for	ADP
bjmsr-2442	69	23	economic	economic	ADJ
bjmsr-2442	69	24	shannaq	shannaq	PROPN
bjmsr-2442	69	25	et	et	PROPN
bjmsr-2442	69	26	al	al	PROPN
bjmsr-2442	69	27	.	.	PROPN
bjmsr-2442	69	28	,	,	PUNCT
bjmsr-2442	69	29	bangladesh	bangladesh	PROPN
bjmsr-2442	69	30	journal	journal	NOUN
bjmsr-2442	69	31	of	of	ADP
bjmsr-2442	69	32	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	69	33	scientific	scientific	ADJ
bjmsr-2442	69	34	research	research	NOUN
bjmsr-2442	69	35	10(4	10(4	NUM
bjmsr-2442	69	36	)	)	PUNCT
bjmsr-2442	69	37	(	(	PUNCT
bjmsr-2442	69	38	2025	2025	NUM
bjmsr-2442	69	39	)	)	PUNCT
bjmsr-2442	69	40	,	,	PUNCT
bjmsr-2442	69	41	1	1	NUM
bjmsr-2442	69	42	-	-	SYM
bjmsr-2442	69	43	10	10	NUM
bjmsr-2442	69	44	3	3	NUM
bjmsr-2442	69	45	diversification	diversification	NOUN
bjmsr-2442	69	46	.	.	PUNCT
bjmsr-2442	70	1	healthcare	healthcare	NOUN
bjmsr-2442	70	2	benefits	benefit	NOUN
bjmsr-2442	70	3	from	from	ADP
bjmsr-2442	70	4	ai	ai	PROPN
bjmsr-2442	70	5	diagnostics	diagnostic	NOUN
bjmsr-2442	70	6	technology	technology	NOUN
bjmsr-2442	70	7	and	and	CCONJ
bjmsr-2442	70	8	telemedicine	telemedicine	NOUN
bjmsr-2442	70	9	services	service	NOUN
bjmsr-2442	70	10	that	that	PRON
bjmsr-2442	70	11	increase	increase	VERB
bjmsr-2442	70	12	access	access	NOUN
bjmsr-2442	70	13	to	to	ADP
bjmsr-2442	70	14	healthcare	healthcare	NOUN
bjmsr-2442	70	15	within	within	ADP
bjmsr-2442	70	16	the	the	DET
bjmsr-2442	70	17	industry	industry	NOUN
bjmsr-2442	70	18	(	(	PUNCT
bjmsr-2442	70	19	unanah	unanah	PROPN
bjmsr-2442	70	20	&	&	CCONJ
bjmsr-2442	70	21	mbanugo	mbanugo	PROPN
bjmsr-2442	70	22	,	,	PUNCT
bjmsr-2442	70	23	2025	2025	NUM
bjmsr-2442	70	24	)	)	PUNCT
bjmsr-2442	70	25	.	.	PUNCT
bjmsr-2442	71	1	intellectual	intellectual	ADJ
bjmsr-2442	71	2	institutions	institution	NOUN
bjmsr-2442	71	3	integrate	integrate	VERB
bjmsr-2442	71	4	ai	ai	NOUN
bjmsr-2442	71	5	-	-	PUNCT
bjmsr-2442	71	6	based	base	VERB
bjmsr-2442	71	7	education	education	NOUN
bjmsr-2442	71	8	systems	system	NOUN
bjmsr-2442	71	9	into	into	ADP
bjmsr-2442	71	10	their	their	PRON
bjmsr-2442	71	11	traditional	traditional	ADJ
bjmsr-2442	71	12	curricula	curricula	NOUN
bjmsr-2442	71	13	(	(	PUNCT
bjmsr-2442	71	14	abbasi	abbasi	PROPN
bjmsr-2442	71	15	et	et	PROPN
bjmsr-2442	71	16	al	al	PROPN
bjmsr-2442	71	17	.	.	PROPN
bjmsr-2442	71	18	,	,	PUNCT
bjmsr-2442	71	19	2025	2025	NUM
bjmsr-2442	71	20	)	)	PUNCT
bjmsr-2442	71	21	.	.	PUNCT
bjmsr-2442	72	1	the	the	DET
bjmsr-2442	72	2	finance	finance	NOUN
bjmsr-2442	72	3	sector	sector	NOUN
bjmsr-2442	72	4	achieves	achieve	VERB
bjmsr-2442	72	5	operational	operational	ADJ
bjmsr-2442	72	6	efficiencies	efficiency	NOUN
bjmsr-2442	72	7	and	and	CCONJ
bjmsr-2442	72	8	detects	detect	NOUN
bjmsr-2442	72	9	fraudulent	fraudulent	ADJ
bjmsr-2442	72	10	activities	activity	NOUN
bjmsr-2442	72	11	through	through	ADP
bjmsr-2442	72	12	the	the	DET
bjmsr-2442	72	13	implementation	implementation	NOUN
bjmsr-2442	72	14	of	of	ADP
bjmsr-2442	72	15	ai	ai	PRON
bjmsr-2442	72	16	technology	technology	NOUN
bjmsr-2442	72	17	(	(	PUNCT
bjmsr-2442	72	18	dayalan	dayalan	PROPN
bjmsr-2442	72	19	&	&	CCONJ
bjmsr-2442	72	20	sundaramurthy	sundaramurthy	PROPN
bjmsr-2442	72	21	,	,	PUNCT
bjmsr-2442	72	22	2024	2024	NUM
bjmsr-2442	72	23	)	)	PUNCT
bjmsr-2442	72	24	.	.	PUNCT
bjmsr-2442	73	1	staff	staff	NOUN
bjmsr-2442	73	2	in	in	ADP
bjmsr-2442	73	3	the	the	DET
bjmsr-2442	73	4	oil	oil	NOUN
bjmsr-2442	73	5	and	and	CCONJ
bjmsr-2442	73	6	gas	gas	NOUN
bjmsr-2442	73	7	industries	industry	NOUN
bjmsr-2442	73	8	benefit	benefit	VERB
bjmsr-2442	73	9	from	from	ADP
bjmsr-2442	73	10	ai	ai	PROPN
bjmsr-2442	73	11	technologies	technology	NOUN
bjmsr-2442	73	12	that	that	PRON
bjmsr-2442	73	13	utilize	utilize	VERB
bjmsr-2442	73	14	predictive	predictive	ADJ
bjmsr-2442	73	15	maintenance	maintenance	NOUN
bjmsr-2442	73	16	methods	method	NOUN
bjmsr-2442	73	17	alongside	alongside	ADP
bjmsr-2442	73	18	energy	energy	NOUN
bjmsr-2442	73	19	efficiency	efficiency	NOUN
bjmsr-2442	73	20	models	model	NOUN
bjmsr-2442	73	21	(	(	PUNCT
bjmsr-2442	73	22	rojas	rojas	PROPN
bjmsr-2442	73	23	et	et	PROPN
bjmsr-2442	73	24	al	al	PROPN
bjmsr-2442	73	25	.	.	PROPN
bjmsr-2442	73	26	,	,	PUNCT
bjmsr-2442	73	27	2025	2025	NUM
bjmsr-2442	73	28	)	)	PUNCT
bjmsr-2442	73	29	.	.	PUNCT
bjmsr-2442	74	1	despite	despite	SCONJ
bjmsr-2442	74	2	the	the	DET
bjmsr-2442	74	3	clear	clear	ADJ
bjmsr-2442	74	4	advantages	advantage	NOUN
bjmsr-2442	74	5	that	that	SCONJ
bjmsr-2442	74	6	artificial	artificial	ADJ
bjmsr-2442	74	7	intelligence	intelligence	NOUN
bjmsr-2442	74	8	offers	offer	VERB
bjmsr-2442	74	9	to	to	ADP
bjmsr-2442	74	10	the	the	DET
bjmsr-2442	74	11	middle	middle	ADJ
bjmsr-2442	74	12	eastern	eastern	ADJ
bjmsr-2442	74	13	market	market	NOUN
bjmsr-2442	74	14	,	,	PUNCT
bjmsr-2442	74	15	several	several	ADJ
bjmsr-2442	74	16	obstacles	obstacle	NOUN
bjmsr-2442	74	17	impede	impede	VERB
bjmsr-2442	74	18	effective	effective	ADJ
bjmsr-2442	74	19	ai	ai	NOUN
bjmsr-2442	74	20	adoption	adoption	NOUN
bjmsr-2442	74	21	.	.	PUNCT
bjmsr-2442	75	1	first	first	ADV
bjmsr-2442	75	2	,	,	PUNCT
bjmsr-2442	75	3	there	there	PRON
bjmsr-2442	75	4	is	be	VERB
bjmsr-2442	75	5	a	a	DET
bjmsr-2442	75	6	pronounced	pronounced	ADJ
bjmsr-2442	75	7	shortage	shortage	NOUN
bjmsr-2442	75	8	of	of	ADP
bjmsr-2442	75	9	workers	worker	NOUN
bjmsr-2442	75	10	with	with	ADP
bjmsr-2442	75	11	the	the	DET
bjmsr-2442	75	12	requisite	requisite	ADJ
bjmsr-2442	75	13	ai	ai	VERB
bjmsr-2442	75	14	competencies	competency	NOUN
bjmsr-2442	75	15	,	,	PUNCT
bjmsr-2442	75	16	which	which	PRON
bjmsr-2442	75	17	undermines	undermine	VERB
bjmsr-2442	75	18	organizational	organizational	ADJ
bjmsr-2442	75	19	efforts	effort	NOUN
bjmsr-2442	75	20	to	to	PART
bjmsr-2442	75	21	deploy	deploy	VERB
bjmsr-2442	75	22	and	and	CCONJ
bjmsr-2442	75	23	maintain	maintain	VERB
bjmsr-2442	75	24	advanced	advanced	ADJ
bjmsr-2442	75	25	systems	system	NOUN
bjmsr-2442	75	26	(	(	PUNCT
bjmsr-2442	75	27	r.	r.	PROPN
bjmsr-2442	75	28	&	&	CCONJ
bjmsr-2442	75	29	archana	archana	PROPN
bjmsr-2442	75	30	,	,	PUNCT
bjmsr-2442	75	31	2025	2025	NUM
bjmsr-2442	75	32	)	)	PUNCT
bjmsr-2442	75	33	.	.	PUNCT
bjmsr-2442	76	1	moreover	moreover	ADV
bjmsr-2442	76	2	,	,	PUNCT
bjmsr-2442	76	3	efforts	effort	NOUN
bjmsr-2442	76	4	to	to	PART
bjmsr-2442	76	5	establish	establish	VERB
bjmsr-2442	76	6	standardized	standardized	ADJ
bjmsr-2442	76	7	ai	ai	NOUN
bjmsr-2442	76	8	governance	governance	NOUN
bjmsr-2442	76	9	frameworks	framework	NOUN
bjmsr-2442	76	10	have	have	AUX
bjmsr-2442	76	11	been	be	AUX
bjmsr-2442	76	12	hindered	hinder	VERB
bjmsr-2442	76	13	by	by	ADP
bjmsr-2442	76	14	the	the	DET
bjmsr-2442	76	15	absence	absence	NOUN
bjmsr-2442	76	16	of	of	ADP
bjmsr-2442	76	17	cohesive	cohesive	ADJ
bjmsr-2442	76	18	regulatory	regulatory	ADJ
bjmsr-2442	76	19	structures	structure	NOUN
bjmsr-2442	76	20	,	,	PUNCT
bjmsr-2442	76	21	resulting	result	VERB
bjmsr-2442	76	22	in	in	ADP
bjmsr-2442	76	23	delayed	delay	VERB
bjmsr-2442	76	24	implementation	implementation	NOUN
bjmsr-2442	76	25	and	and	CCONJ
bjmsr-2442	76	26	uncertainty	uncertainty	NOUN
bjmsr-2442	76	27	regarding	regard	VERB
bjmsr-2442	76	28	compliance	compliance	NOUN
bjmsr-2442	76	29	(	(	PUNCT
bjmsr-2442	76	30	lund	lund	PROPN
bjmsr-2442	76	31	et	et	PROPN
bjmsr-2442	76	32	al	al	PROPN
bjmsr-2442	76	33	.	.	PROPN
bjmsr-2442	76	34	,	,	PUNCT
bjmsr-2442	76	35	2025	2025	NUM
bjmsr-2442	76	36	)	)	PUNCT
bjmsr-2442	76	37	.	.	PUNCT
bjmsr-2442	77	1	as	as	ADP
bjmsr-2442	77	2	a	a	DET
bjmsr-2442	77	3	consequence	consequence	NOUN
bjmsr-2442	77	4	,	,	PUNCT
bjmsr-2442	77	5	unskilled	unskilled	ADJ
bjmsr-2442	77	6	employees	employee	NOUN
bjmsr-2442	77	7	face	face	VERB
bjmsr-2442	77	8	a	a	DET
bjmsr-2442	77	9	heightened	heightened	ADJ
bjmsr-2442	77	10	risk	risk	NOUN
bjmsr-2442	77	11	of	of	ADP
bjmsr-2442	77	12	displacement	displacement	NOUN
bjmsr-2442	77	13	since	since	SCONJ
bjmsr-2442	77	14	automation	automation	NOUN
bjmsr-2442	77	15	increasingly	increasingly	ADV
bjmsr-2442	77	16	targets	target	VERB
bjmsr-2442	77	17	routine	routine	ADJ
bjmsr-2442	77	18	tasks	task	NOUN
bjmsr-2442	77	19	without	without	ADP
bjmsr-2442	77	20	sufficient	sufficient	ADJ
bjmsr-2442	77	21	retraining	retrain	VERB
bjmsr-2442	77	22	pathways	pathway	NOUN
bjmsr-2442	77	23	in	in	ADP
bjmsr-2442	77	24	place	place	NOUN
bjmsr-2442	77	25	(	(	PUNCT
bjmsr-2442	77	26	broady	broady	PROPN
bjmsr-2442	77	27	et	et	PROPN
bjmsr-2442	77	28	al	al	PROPN
bjmsr-2442	77	29	.	.	PROPN
bjmsr-2442	77	30	,	,	PUNCT
bjmsr-2442	77	31	2025	2025	NUM
bjmsr-2442	77	32	)	)	PUNCT
bjmsr-2442	77	33	.	.	PUNCT
bjmsr-2442	78	1	compounding	compound	VERB
bjmsr-2442	78	2	these	these	DET
bjmsr-2442	78	3	issues	issue	NOUN
bjmsr-2442	78	4	is	be	AUX
bjmsr-2442	78	5	a	a	DET
bjmsr-2442	78	6	general	general	ADJ
bjmsr-2442	78	7	lack	lack	NOUN
bjmsr-2442	78	8	of	of	ADP
bjmsr-2442	78	9	public	public	ADJ
bjmsr-2442	78	10	awareness	awareness	NOUN
bjmsr-2442	78	11	regarding	regard	VERB
bjmsr-2442	78	12	how	how	SCONJ
bjmsr-2442	78	13	ai	ai	AUX
bjmsr-2442	78	14	is	be	AUX
bjmsr-2442	78	15	reshaping	reshape	VERB
bjmsr-2442	78	16	occupational	occupational	ADJ
bjmsr-2442	78	17	roles	role	NOUN
bjmsr-2442	78	18	and	and	CCONJ
bjmsr-2442	78	19	workforce	workforce	NOUN
bjmsr-2442	78	20	dynamics	dynamic	NOUN
bjmsr-2442	78	21	,	,	PUNCT
bjmsr-2442	78	22	which	which	PRON
bjmsr-2442	78	23	further	far	ADV
bjmsr-2442	78	24	slows	slow	VERB
bjmsr-2442	78	25	the	the	DET
bjmsr-2442	78	26	transition	transition	NOUN
bjmsr-2442	78	27	to	to	ADP
bjmsr-2442	78	28	a	a	DET
bjmsr-2442	78	29	digitally	digitally	ADV
bjmsr-2442	78	30	skilled	skilled	ADJ
bjmsr-2442	78	31	labor	labor	NOUN
bjmsr-2442	78	32	market	market	NOUN
bjmsr-2442	78	33	(	(	PUNCT
bjmsr-2442	78	34	gayathri	gayathri	PROPN
bjmsr-2442	78	35	&	&	CCONJ
bjmsr-2442	78	36	mangaiyarkarasi	mangaiyarkarasi	PROPN
bjmsr-2442	78	37	,	,	PUNCT
bjmsr-2442	78	38	2024	2024	NUM
bjmsr-2442	78	39	;	;	PUNCT
bjmsr-2442	78	40	karam	karam	PROPN
bjmsr-2442	78	41	et	et	PROPN
bjmsr-2442	78	42	al	al	PROPN
bjmsr-2442	78	43	.	.	PROPN
bjmsr-2442	78	44	,	,	PUNCT
bjmsr-2442	78	45	2025	2025	NUM
bjmsr-2442	78	46	)	)	PUNCT
bjmsr-2442	78	47	.	.	PUNCT
bjmsr-2442	79	1	the	the	DET
bjmsr-2442	79	2	gulf	gulf	PROPN
bjmsr-2442	79	3	cooperation	cooperation	PROPN
bjmsr-2442	79	4	council	council	PROPN
bjmsr-2442	79	5	(	(	PUNCT
bjmsr-2442	79	6	gcc	gcc	NOUN
bjmsr-2442	79	7	)	)	PUNCT
bjmsr-2442	79	8	member	member	NOUN
bjmsr-2442	79	9	countries	country	NOUN
bjmsr-2442	79	10	—	—	PUNCT
bjmsr-2442	79	11	saudi	saudi	PROPN
bjmsr-2442	79	12	arabia	arabia	PROPN
bjmsr-2442	79	13	,	,	PUNCT
bjmsr-2442	79	14	the	the	DET
bjmsr-2442	79	15	uae	uae	PROPN
bjmsr-2442	79	16	,	,	PUNCT
bjmsr-2442	79	17	qatar	qatar	PROPN
bjmsr-2442	79	18	,	,	PUNCT
bjmsr-2442	79	19	bahrain	bahrain	NOUN
bjmsr-2442	79	20	,	,	PUNCT
bjmsr-2442	79	21	oman	oman	NOUN
bjmsr-2442	79	22	,	,	PUNCT
bjmsr-2442	79	23	and	and	CCONJ
bjmsr-2442	79	24	kuwait	kuwait	PROPN
bjmsr-2442	79	25	—	—	PUNCT
bjmsr-2442	79	26	are	be	AUX
bjmsr-2442	79	27	proactively	proactively	ADV
bjmsr-2442	79	28	integrating	integrate	VERB
bjmsr-2442	79	29	ai	ai	VERB
bjmsr-2442	79	30	into	into	ADP
bjmsr-2442	79	31	their	their	PRON
bjmsr-2442	79	32	economies	economy	NOUN
bjmsr-2442	79	33	,	,	PUNCT
bjmsr-2442	79	34	exemplified	exemplify	VERB
bjmsr-2442	79	35	by	by	ADP
bjmsr-2442	79	36	saudi	saudi	PROPN
bjmsr-2442	79	37	arabia	arabia	PROPN
bjmsr-2442	79	38	’s	’s	PART
bjmsr-2442	79	39	vision	vision	NOUN
bjmsr-2442	79	40	2030	2030	NUM
bjmsr-2442	79	41	and	and	CCONJ
bjmsr-2442	79	42	the	the	DET
bjmsr-2442	79	43	uae	uae	PROPN
bjmsr-2442	79	44	’s	’s	PART
bjmsr-2442	79	45	national	national	PROPN
bjmsr-2442	79	46	ai	ai	PROPN
bjmsr-2442	79	47	strategy	strategy	NOUN
bjmsr-2442	79	48	2031	2031	NUM
bjmsr-2442	79	49	,	,	PUNCT
bjmsr-2442	79	50	both	both	PRON
bjmsr-2442	79	51	of	of	ADP
bjmsr-2442	79	52	which	which	DET
bjmsr-2442	79	53	position	position	NOUN
bjmsr-2442	79	54	ai	ai	VERB
bjmsr-2442	79	55	as	as	ADP
bjmsr-2442	79	56	a	a	DET
bjmsr-2442	79	57	key	key	ADJ
bjmsr-2442	79	58	growth	growth	NOUN
bjmsr-2442	79	59	engine	engine	NOUN
bjmsr-2442	79	60	(	(	PUNCT
bjmsr-2442	79	61	azoury	azoury	PROPN
bjmsr-2442	79	62	&	&	CCONJ
bjmsr-2442	79	63	karam	karam	PROPN
bjmsr-2442	79	64	,	,	PUNCT
bjmsr-2442	79	65	2025	2025	NUM
bjmsr-2442	79	66	)	)	PUNCT
bjmsr-2442	79	67	.	.	PUNCT
bjmsr-2442	80	1	recent	recent	ADJ
bjmsr-2442	80	2	studies	study	NOUN
bjmsr-2442	80	3	highlight	highlight	VERB
bjmsr-2442	80	4	several	several	ADJ
bjmsr-2442	80	5	promising	promising	ADJ
bjmsr-2442	80	6	developments	development	NOUN
bjmsr-2442	80	7	:	:	PUNCT
bjmsr-2442	80	8	government	government	NOUN
bjmsr-2442	80	9	investments	investment	NOUN
bjmsr-2442	80	10	are	be	AUX
bjmsr-2442	80	11	catalyzing	catalyze	VERB
bjmsr-2442	80	12	an	an	DET
bjmsr-2442	80	13	increase	increase	NOUN
bjmsr-2442	80	14	in	in	ADP
bjmsr-2442	80	15	ai	ai	PROPN
bjmsr-2442	80	16	research	research	NOUN
bjmsr-2442	80	17	centers	center	NOUN
bjmsr-2442	80	18	and	and	CCONJ
bjmsr-2442	80	19	funding	funding	NOUN
bjmsr-2442	80	20	bodies	body	NOUN
bjmsr-2442	80	21	;	;	PUNCT
bjmsr-2442	80	22	ai	ai	ADJ
bjmsr-2442	80	23	-	-	PUNCT
bjmsr-2442	80	24	driven	drive	VERB
bjmsr-2442	80	25	thoughtful	thoughtful	ADJ
bjmsr-2442	80	26	city	city	NOUN
bjmsr-2442	80	27	planning	planning	NOUN
bjmsr-2442	80	28	is	be	AUX
bjmsr-2442	80	29	enhancing	enhance	VERB
bjmsr-2442	80	30	infrastructure	infrastructure	NOUN
bjmsr-2442	80	31	management	management	NOUN
bjmsr-2442	80	32	,	,	PUNCT
bjmsr-2442	80	33	improving	improve	VERB
bjmsr-2442	80	34	passenger	passenger	NOUN
bjmsr-2442	80	35	mobility	mobility	NOUN
bjmsr-2442	80	36	,	,	PUNCT
bjmsr-2442	80	37	safeguarding	safeguard	VERB
bjmsr-2442	80	38	citizens	citizen	NOUN
bjmsr-2442	80	39	,	,	PUNCT
bjmsr-2442	80	40	and	and	CCONJ
bjmsr-2442	80	41	promoting	promote	VERB
bjmsr-2442	80	42	environmental	environmental	ADJ
bjmsr-2442	80	43	sustainability	sustainability	NOUN
bjmsr-2442	80	44	;	;	PUNCT
bjmsr-2442	80	45	predictive	predictive	ADJ
bjmsr-2442	80	46	analytics	analytic	NOUN
bjmsr-2442	80	47	in	in	ADP
bjmsr-2442	80	48	the	the	DET
bjmsr-2442	80	49	oil	oil	NOUN
bjmsr-2442	80	50	and	and	CCONJ
bjmsr-2442	80	51	gas	gas	NOUN
bjmsr-2442	80	52	sector	sector	NOUN
bjmsr-2442	80	53	is	be	AUX
bjmsr-2442	80	54	streamlining	streamline	VERB
bjmsr-2442	80	55	resource	resource	NOUN
bjmsr-2442	80	56	management	management	NOUN
bjmsr-2442	80	57	;	;	PUNCT
bjmsr-2442	80	58	and	and	CCONJ
bjmsr-2442	80	59	ai	ai	VERB
bjmsr-2442	80	60	applications	application	NOUN
bjmsr-2442	80	61	in	in	ADP
bjmsr-2442	80	62	hospitality	hospitality	NOUN
bjmsr-2442	80	63	are	be	AUX
bjmsr-2442	80	64	enabling	enable	VERB
bjmsr-2442	80	65	personalized	personalized	ADJ
bjmsr-2442	80	66	services	service	NOUN
bjmsr-2442	80	67	for	for	ADP
bjmsr-2442	80	68	tourists	tourist	NOUN
bjmsr-2442	80	69	(	(	PUNCT
bjmsr-2442	80	70	visvizi	visvizi	PROPN
bjmsr-2442	80	71	et	et	PROPN
bjmsr-2442	80	72	al	al	PROPN
bjmsr-2442	80	73	.	.	PROPN
bjmsr-2442	80	74	,	,	PUNCT
bjmsr-2442	80	75	2025	2025	NUM
bjmsr-2442	80	76	;	;	PUNCT
bjmsr-2442	80	77	kshetri	kshetri	PROPN
bjmsr-2442	80	78	&	&	CCONJ
bjmsr-2442	80	79	sharma	sharma	PROPN
bjmsr-2442	80	80	,	,	PUNCT
bjmsr-2442	80	81	2025	2025	NUM
bjmsr-2442	80	82	)	)	PUNCT
bjmsr-2442	80	83	.	.	PUNCT
bjmsr-2442	81	1	however	however	ADV
bjmsr-2442	81	2	,	,	PUNCT
bjmsr-2442	81	3	these	these	DET
bjmsr-2442	81	4	opportunities	opportunity	NOUN
bjmsr-2442	81	5	are	be	AUX
bjmsr-2442	81	6	tempered	temper	VERB
bjmsr-2442	81	7	by	by	ADP
bjmsr-2442	81	8	workforce	workforce	NOUN
bjmsr-2442	81	9	challenges	challenge	NOUN
bjmsr-2442	81	10	,	,	PUNCT
bjmsr-2442	81	11	including	include	VERB
bjmsr-2442	81	12	a	a	DET
bjmsr-2442	81	13	heavy	heavy	ADJ
bjmsr-2442	81	14	dependence	dependence	NOUN
bjmsr-2442	81	15	on	on	ADP
bjmsr-2442	81	16	expatriate	expatriate	ADJ
bjmsr-2442	81	17	talent	talent	NOUN
bjmsr-2442	81	18	that	that	PRON
bjmsr-2442	81	19	limits	limit	VERB
bjmsr-2442	81	20	the	the	DET
bjmsr-2442	81	21	growth	growth	NOUN
bjmsr-2442	81	22	of	of	ADP
bjmsr-2442	81	23	local	local	ADJ
bjmsr-2442	81	24	ai	ai	PROPN
bjmsr-2442	81	25	expertise	expertise	NOUN
bjmsr-2442	81	26	,	,	PUNCT
bjmsr-2442	81	27	a	a	DET
bjmsr-2442	81	28	need	need	NOUN
bjmsr-2442	81	29	for	for	SCONJ
bjmsr-2442	81	30	universities	university	NOUN
bjmsr-2442	81	31	to	to	PART
bjmsr-2442	81	32	bolster	bolster	VERB
bjmsr-2442	81	33	ai	ai	PROPN
bjmsr-2442	81	34	curricula	curricula	NOUN
bjmsr-2442	81	35	and	and	CCONJ
bjmsr-2442	81	36	programs	program	NOUN
bjmsr-2442	81	37	,	,	PUNCT
bjmsr-2442	81	38	and	and	CCONJ
bjmsr-2442	81	39	the	the	DET
bjmsr-2442	81	40	imperative	imperative	NOUN
bjmsr-2442	81	41	for	for	ADP
bjmsr-2442	81	42	labor	labor	NOUN
bjmsr-2442	81	43	regulations	regulation	NOUN
bjmsr-2442	81	44	to	to	PART
bjmsr-2442	81	45	evolve	evolve	VERB
bjmsr-2442	81	46	in	in	ADP
bjmsr-2442	81	47	response	response	NOUN
bjmsr-2442	81	48	to	to	ADP
bjmsr-2442	81	49	ai	ai	VERB
bjmsr-2442	81	50	-	-	PUNCT
bjmsr-2442	81	51	induced	induced	ADJ
bjmsr-2442	81	52	workplace	workplace	NOUN
bjmsr-2442	81	53	transformations	transformation	NOUN
bjmsr-2442	81	54	(	(	PUNCT
bjmsr-2442	81	55	abdalla	abdalla	PROPN
bjmsr-2442	81	56	,	,	PUNCT
bjmsr-2442	81	57	2025	2025	NUM
bjmsr-2442	81	58	;	;	PUNCT
bjmsr-2442	81	59	akinwale	akinwale	PROPN
bjmsr-2442	81	60	et	et	PROPN
bjmsr-2442	81	61	al	al	PROPN
bjmsr-2442	81	62	.	.	PROPN
bjmsr-2442	81	63	,	,	PUNCT
bjmsr-2442	81	64	2025	2025	NUM
bjmsr-2442	81	65	)	)	PUNCT
bjmsr-2442	81	66	.	.	PUNCT
bjmsr-2442	82	1	artificial	artificial	ADJ
bjmsr-2442	82	2	intelligence	intelligence	NOUN
bjmsr-2442	82	3	is	be	AUX
bjmsr-2442	82	4	transforming	transform	VERB
bjmsr-2442	82	5	worldwide	worldwide	ADV
bjmsr-2442	82	6	and	and	CCONJ
bjmsr-2442	82	7	regional	regional	ADJ
bjmsr-2442	82	8	employment	employment	NOUN
bjmsr-2442	82	9	markets	market	NOUN
bjmsr-2442	82	10	,	,	PUNCT
bjmsr-2442	82	11	introducing	introduce	VERB
bjmsr-2442	82	12	new	new	ADJ
bjmsr-2442	82	13	challenges	challenge	NOUN
bjmsr-2442	82	14	but	but	CCONJ
bjmsr-2442	82	15	also	also	ADV
bjmsr-2442	82	16	substantial	substantial	ADJ
bjmsr-2442	82	17	opportunities	opportunity	NOUN
bjmsr-2442	82	18	.	.	PUNCT
bjmsr-2442	83	1	ai	ai	AUX
bjmsr-2442	83	2	adoption	adoption	NOUN
bjmsr-2442	83	3	rates	rate	NOUN
bjmsr-2442	83	4	are	be	AUX
bjmsr-2442	83	5	increasing	increase	VERB
bjmsr-2442	83	6	throughout	throughout	ADP
bjmsr-2442	83	7	middle	middle	ADJ
bjmsr-2442	83	8	eastern	eastern	ADJ
bjmsr-2442	83	9	and	and	CCONJ
bjmsr-2442	83	10	gulf	gulf	PROPN
bjmsr-2442	83	11	countries	country	NOUN
bjmsr-2442	83	12	.	.	PUNCT
bjmsr-2442	84	1	however	however	ADV
bjmsr-2442	84	2	,	,	PUNCT
bjmsr-2442	84	3	obstacles	obstacle	NOUN
bjmsr-2442	84	4	to	to	ADP
bjmsr-2442	84	5	workforce	workforce	PROPN
bjmsr-2442	84	6	readiness	readiness	NOUN
bjmsr-2442	84	7	can	can	AUX
bjmsr-2442	84	8	be	be	AUX
bjmsr-2442	84	9	addressed	address	VERB
bjmsr-2442	84	10	through	through	ADP
bjmsr-2442	84	11	specialized	specialized	ADJ
bjmsr-2442	84	12	policies	policy	NOUN
bjmsr-2442	84	13	that	that	PRON
bjmsr-2442	84	14	combine	combine	VERB
bjmsr-2442	84	15	educational	educational	ADJ
bjmsr-2442	84	16	changes	change	NOUN
bjmsr-2442	84	17	with	with	ADP
bjmsr-2442	84	18	collaboration	collaboration	NOUN
bjmsr-2442	84	19	from	from	ADP
bjmsr-2442	84	20	the	the	DET
bjmsr-2442	84	21	business	business	NOUN
bjmsr-2442	84	22	sector	sector	NOUN
bjmsr-2442	84	23	.	.	PUNCT
bjmsr-2442	85	1	an	an	DET
bjmsr-2442	85	2	ai	ai	ADV
bjmsr-2442	85	3	-	-	PUNCT
bjmsr-2442	85	4	driven	drive	VERB
bjmsr-2442	85	5	strategic	strategic	ADJ
bjmsr-2442	85	6	transformation	transformation	NOUN
bjmsr-2442	85	7	of	of	ADP
bjmsr-2442	85	8	the	the	DET
bjmsr-2442	85	9	workforce	workforce	NOUN
bjmsr-2442	85	10	,	,	PUNCT
bjmsr-2442	85	11	combined	combine	VERB
bjmsr-2442	85	12	with	with	ADP
bjmsr-2442	85	13	practical	practical	ADJ
bjmsr-2442	85	14	implementation	implementation	NOUN
bjmsr-2442	85	15	methods	method	NOUN
bjmsr-2442	85	16	,	,	PUNCT
bjmsr-2442	85	17	will	will	AUX
bjmsr-2442	85	18	create	create	VERB
bjmsr-2442	85	19	job	job	NOUN
bjmsr-2442	85	20	market	market	NOUN
bjmsr-2442	85	21	sustainability	sustainability	NOUN
bjmsr-2442	85	22	over	over	ADP
bjmsr-2442	85	23	the	the	DET
bjmsr-2442	85	24	next	next	ADJ
bjmsr-2442	85	25	few	few	ADJ
bjmsr-2442	85	26	decades	decade	NOUN
bjmsr-2442	85	27	.	.	PUNCT
bjmsr-2442	86	1	table	table	NOUN
bjmsr-2442	86	2	1	1	NUM
bjmsr-2442	86	3	presents	present	VERB
bjmsr-2442	86	4	a	a	DET
bjmsr-2442	86	5	comparative	comparative	ADJ
bjmsr-2442	86	6	analysis	analysis	NOUN
bjmsr-2442	86	7	of	of	ADP
bjmsr-2442	86	8	global	global	ADJ
bjmsr-2442	86	9	trends	trend	NOUN
bjmsr-2442	86	10	,	,	PUNCT
bjmsr-2442	86	11	middle	middle	PROPN
bjmsr-2442	86	12	east	east	PROPN
bjmsr-2442	86	13	trends	trend	NOUN
bjmsr-2442	86	14	,	,	PUNCT
bjmsr-2442	86	15	and	and	CCONJ
bjmsr-2442	86	16	gulf	gulf	PROPN
bjmsr-2442	86	17	region	region	NOUN
bjmsr-2442	86	18	trends	trend	NOUN
bjmsr-2442	86	19	,	,	PUNCT
bjmsr-2442	86	20	considering	consider	VERB
bjmsr-2442	86	21	ai	ai	VERB
bjmsr-2442	86	22	progress	progress	NOUN
bjmsr-2442	86	23	,	,	PUNCT
bjmsr-2442	86	24	challenges	challenge	NOUN
bjmsr-2442	86	25	,	,	PUNCT
bjmsr-2442	86	26	and	and	CCONJ
bjmsr-2442	86	27	opportunities	opportunity	NOUN
bjmsr-2442	86	28	.	.	PUNCT
bjmsr-2442	87	1	table	table	NOUN
bjmsr-2442	87	2	1	1	NUM
bjmsr-2442	87	3	.	.	PUNCT
bjmsr-2442	88	1	comparative	comparative	ADJ
bjmsr-2442	88	2	analysis	analysis	NOUN
bjmsr-2442	88	3	aspect	aspect	NOUN
bjmsr-2442	88	4	global	global	ADJ
bjmsr-2442	88	5	trends	trend	NOUN
bjmsr-2442	88	6	middle	middle	PROPN
bjmsr-2442	88	7	east	east	PROPN
bjmsr-2442	88	8	trends	trend	NOUN
bjmsr-2442	88	9	gulf	gulf	PROPN
bjmsr-2442	88	10	region	region	NOUN
bjmsr-2442	88	11	trends	trend	NOUN
bjmsr-2442	88	12	ai	ai	VERB
bjmsr-2442	88	13	progress	progress	NOUN
bjmsr-2442	88	14	advanced	advanced	ADJ
bjmsr-2442	88	15	adoption	adoption	NOUN
bjmsr-2442	88	16	in	in	ADP
bjmsr-2442	88	17	developed	develop	VERB
bjmsr-2442	88	18	economies	economy	NOUN
bjmsr-2442	88	19	;	;	PUNCT
bjmsr-2442	88	20	ai	ai	ADJ
bjmsr-2442	88	21	-	-	PUNCT
bjmsr-2442	88	22	driven	drive	VERB
bjmsr-2442	88	23	job	job	NOUN
bjmsr-2442	88	24	creation	creation	NOUN
bjmsr-2442	88	25	and	and	CCONJ
bjmsr-2442	88	26	loss	loss	NOUN
bjmsr-2442	88	27	are	be	AUX
bjmsr-2442	88	28	balanced	balanced	ADJ
bjmsr-2442	88	29	.	.	PUNCT
bjmsr-2442	89	1	ai	ai	VERB
bjmsr-2442	89	2	adoption	adoption	NOUN
bjmsr-2442	89	3	is	be	AUX
bjmsr-2442	89	4	accelerating	accelerate	VERB
bjmsr-2442	89	5	across	across	ADP
bjmsr-2442	89	6	key	key	ADJ
bjmsr-2442	89	7	sectors	sector	NOUN
bjmsr-2442	89	8	,	,	PUNCT
bjmsr-2442	89	9	including	include	VERB
bjmsr-2442	89	10	finance	finance	NOUN
bjmsr-2442	89	11	,	,	PUNCT
bjmsr-2442	89	12	healthcare	healthcare	PROPN
bjmsr-2442	89	13	,	,	PUNCT
bjmsr-2442	89	14	and	and	CCONJ
bjmsr-2442	89	15	education	education	NOUN
bjmsr-2442	89	16	.	.	PUNCT
bjmsr-2442	90	1	government	government	NOUN
bjmsr-2442	90	2	-	-	PUNCT
bjmsr-2442	90	3	led	lead	VERB
bjmsr-2442	90	4	ai	ai	NOUN
bjmsr-2442	90	5	strategies	strategy	NOUN
bjmsr-2442	90	6	,	,	PUNCT
bjmsr-2442	90	7	heavy	heavy	ADJ
bjmsr-2442	90	8	investment	investment	NOUN
bjmsr-2442	90	9	in	in	ADP
bjmsr-2442	90	10	smart	smart	ADJ
bjmsr-2442	90	11	cities	city	NOUN
bjmsr-2442	90	12	,	,	PUNCT
bjmsr-2442	90	13	oil	oil	NOUN
bjmsr-2442	90	14	,	,	PUNCT
bjmsr-2442	90	15	and	and	CCONJ
bjmsr-2442	90	16	tourism	tourism	NOUN
bjmsr-2442	90	17	.	.	PUNCT
bjmsr-2442	91	1	challenges	challenge	NOUN
bjmsr-2442	91	2	skill	skill	NOUN
bjmsr-2442	91	3	gaps	gap	NOUN
bjmsr-2442	91	4	,	,	PUNCT
bjmsr-2442	91	5	ethical	ethical	ADJ
bjmsr-2442	91	6	concerns	concern	NOUN
bjmsr-2442	91	7	,	,	PUNCT
bjmsr-2442	91	8	job	job	NOUN
bjmsr-2442	91	9	displacement	displacement	NOUN
bjmsr-2442	91	10	,	,	PUNCT
bjmsr-2442	91	11	and	and	CCONJ
bjmsr-2442	91	12	regulatory	regulatory	ADJ
bjmsr-2442	91	13	issues	issue	NOUN
bjmsr-2442	91	14	.	.	PUNCT
bjmsr-2442	92	1	lack	lack	NOUN
bjmsr-2442	92	2	of	of	ADP
bjmsr-2442	92	3	ai	ai	PRON
bjmsr-2442	92	4	talent	talent	NOUN
bjmsr-2442	92	5	,	,	PUNCT
bjmsr-2442	92	6	limited	limit	VERB
bjmsr-2442	92	7	ai	ai	VERB
bjmsr-2442	92	8	regulatory	regulatory	ADJ
bjmsr-2442	92	9	frameworks	framework	NOUN
bjmsr-2442	92	10	,	,	PUNCT
bjmsr-2442	92	11	and	and	CCONJ
bjmsr-2442	92	12	workforce	workforce	PROPN
bjmsr-2442	92	13	displacement	displacement	NOUN
bjmsr-2442	92	14	.	.	PUNCT
bjmsr-2442	93	1	reliance	reliance	NOUN
bjmsr-2442	93	2	on	on	ADP
bjmsr-2442	93	3	expatriates	expatriate	NOUN
bjmsr-2442	93	4	,	,	PUNCT
bjmsr-2442	93	5	slow	slow	ADJ
bjmsr-2442	93	6	educational	educational	ADJ
bjmsr-2442	93	7	integration	integration	NOUN
bjmsr-2442	93	8	of	of	ADP
bjmsr-2442	93	9	ai	ai	NOUN
bjmsr-2442	93	10	,	,	PUNCT
bjmsr-2442	93	11	and	and	CCONJ
bjmsr-2442	93	12	outdated	outdated	ADJ
bjmsr-2442	93	13	labor	labor	NOUN
bjmsr-2442	93	14	policies	policy	NOUN
bjmsr-2442	93	15	.	.	PUNCT
bjmsr-2442	94	1	opportunities	opportunity	NOUN
bjmsr-2442	94	2	ai	ai	VERB
bjmsr-2442	94	3	in	in	ADP
bjmsr-2442	94	4	automation	automation	NOUN
bjmsr-2442	94	5	,	,	PUNCT
bjmsr-2442	94	6	data	data	NOUN
bjmsr-2442	94	7	science	science	NOUN
bjmsr-2442	94	8	,	,	PUNCT
bjmsr-2442	94	9	and	and	CCONJ
bjmsr-2442	94	10	emerging	emerge	VERB
bjmsr-2442	94	11	tech	tech	NOUN
bjmsr-2442	94	12	industries	industry	NOUN
bjmsr-2442	94	13	.	.	PUNCT
bjmsr-2442	95	1	ai	ai	AUX
bjmsr-2442	95	2	-	-	PUNCT
bjmsr-2442	95	3	powered	power	VERB
bjmsr-2442	95	4	fintech	fintech	NOUN
bjmsr-2442	95	5	,	,	PUNCT
bjmsr-2442	95	6	energy	energy	NOUN
bjmsr-2442	95	7	,	,	PUNCT
bjmsr-2442	95	8	and	and	CCONJ
bjmsr-2442	95	9	innovative	innovative	ADJ
bjmsr-2442	95	10	education	education	NOUN
bjmsr-2442	95	11	initiatives	initiative	NOUN
bjmsr-2442	95	12	.	.	PUNCT
bjmsr-2442	96	1	vision	vision	NOUN
bjmsr-2442	96	2	2030	2030	NUM
bjmsr-2442	96	3	and	and	CCONJ
bjmsr-2442	96	4	ai	ai	AUX
bjmsr-2442	96	5	-	-	PUNCT
bjmsr-2442	96	6	led	lead	VERB
bjmsr-2442	96	7	economic	economic	ADJ
bjmsr-2442	96	8	diversification	diversification	NOUN
bjmsr-2442	96	9	programs	program	NOUN
bjmsr-2442	96	10	.	.	PUNCT
bjmsr-2442	97	1	materials	material	NOUN
bjmsr-2442	97	2	and	and	CCONJ
bjmsr-2442	97	3	methods	method	NOUN
bjmsr-2442	97	4	a	a	DET
bjmsr-2442	97	5	detailed	detailed	ADJ
bjmsr-2442	97	6	information	information	NOUN
bjmsr-2442	97	7	collection	collection	NOUN
bjmsr-2442	97	8	effort	effort	NOUN
bjmsr-2442	97	9	consolidated	consolidated	ADJ
bjmsr-2442	97	10	data	datum	NOUN
bjmsr-2442	97	11	regarding	regard	VERB
bjmsr-2442	97	12	professional	professional	ADJ
bjmsr-2442	97	13	positions	position	NOUN
bjmsr-2442	97	14	,	,	PUNCT
bjmsr-2442	97	15	business	business	NOUN
bjmsr-2442	97	16	fields	field	NOUN
bjmsr-2442	97	17	,	,	PUNCT
bjmsr-2442	97	18	ai	ai	VERB
bjmsr-2442	97	19	implementation	implementation	NOUN
bjmsr-2442	97	20	statistics	statistic	NOUN
bjmsr-2442	97	21	,	,	PUNCT
bjmsr-2442	97	22	occupational	occupational	ADJ
bjmsr-2442	97	23	specifications	specification	NOUN
bjmsr-2442	97	24	,	,	PUNCT
bjmsr-2442	97	25	and	and	CCONJ
bjmsr-2442	97	26	robotic	robotic	ADJ
bjmsr-2442	97	27	process	process	NOUN
bjmsr-2442	97	28	automation	automation	NOUN
bjmsr-2442	97	29	probability	probability	NOUN
bjmsr-2442	97	30	levels	level	NOUN
bjmsr-2442	97	31	.	.	PUNCT
bjmsr-2442	98	1	the	the	DET
bjmsr-2442	98	2	clustering	cluster	VERB
bjmsr-2442	98	3	models	model	NOUN
bjmsr-2442	98	4	comprised	comprise	VERB
bjmsr-2442	98	5	k	k	NOUN
bjmsr-2442	98	6	-	-	PUNCT
bjmsr-2442	98	7	means	means	NOUN
bjmsr-2442	98	8	and	and	CCONJ
bjmsr-2442	98	9	dbscan	dbscan	NOUN
bjmsr-2442	98	10	,	,	PUNCT
bjmsr-2442	98	11	along	along	ADP
bjmsr-2442	98	12	with	with	ADP
bjmsr-2442	98	13	the	the	DET
bjmsr-2442	98	14	agglomerative	agglomerative	ADJ
bjmsr-2442	98	15	hierarchical	hierarchical	ADJ
bjmsr-2442	98	16	clustering	clustering	NOUN
bjmsr-2442	98	17	method	method	NOUN
bjmsr-2442	98	18	,	,	PUNCT
bjmsr-2442	98	19	to	to	PART
bjmsr-2442	98	20	extract	extract	VERB
bjmsr-2442	98	21	data	data	NOUN
bjmsr-2442	98	22	clusters	cluster	NOUN
bjmsr-2442	98	23	and	and	CCONJ
bjmsr-2442	98	24	identify	identify	VERB
bjmsr-2442	98	25	susceptible	susceptible	ADJ
bjmsr-2442	98	26	positions	position	NOUN
bjmsr-2442	98	27	with	with	ADP
bjmsr-2442	98	28	suitable	suitable	ADJ
bjmsr-2442	98	29	reskilling	reskille	VERB
bjmsr-2442	98	30	transitions	transition	NOUN
bjmsr-2442	98	31	.	.	PUNCT
bjmsr-2442	99	1	organizational	organizational	ADJ
bjmsr-2442	99	2	recommendations	recommendation	NOUN
bjmsr-2442	99	3	directed	direct	VERB
bjmsr-2442	99	4	to	to	ADP
bjmsr-2442	99	5	stakeholders	stakeholder	NOUN
bjmsr-2442	99	6	depend	depend	VERB
bjmsr-2442	99	7	on	on	ADP
bjmsr-2442	99	8	findings	finding	NOUN
bjmsr-2442	99	9	derived	derive	VERB
bjmsr-2442	99	10	from	from	ADP
bjmsr-2442	99	11	this	this	DET
bjmsr-2442	99	12	research	research	NOUN
bjmsr-2442	99	13	.	.	PUNCT
bjmsr-2442	100	1	the	the	DET
bjmsr-2442	100	2	research	research	NOUN
bjmsr-2442	100	3	analysis	analysis	NOUN
bjmsr-2442	100	4	utilized	utilize	VERB
bjmsr-2442	100	5	structured	structure	VERB
bjmsr-2442	100	6	data	datum	NOUN
bjmsr-2442	100	7	points	point	NOUN
bjmsr-2442	100	8	,	,	PUNCT
bjmsr-2442	100	9	including	include	VERB
bjmsr-2442	100	10	industry	industry	NOUN
bjmsr-2442	100	11	sectors	sector	NOUN
bjmsr-2442	100	12	,	,	PUNCT
bjmsr-2442	100	13	job	job	NOUN
bjmsr-2442	100	14	positions	position	NOUN
bjmsr-2442	100	15	,	,	PUNCT
bjmsr-2442	100	16	ai	ai	VERB
bjmsr-2442	100	17	deployment	deployment	NOUN
bjmsr-2442	100	18	scales	scale	NOUN
bjmsr-2442	100	19	,	,	PUNCT
bjmsr-2442	100	20	automation	automation	NOUN
bjmsr-2442	100	21	risk	risk	NOUN
bjmsr-2442	100	22	measurements	measurement	NOUN
bjmsr-2442	100	23	,	,	PUNCT
bjmsr-2442	100	24	and	and	CCONJ
bjmsr-2442	100	25	necessary	necessary	ADJ
bjmsr-2442	100	26	competencies	competency	NOUN
bjmsr-2442	100	27	for	for	ADP
bjmsr-2442	100	28	handling	handle	VERB
bjmsr-2442	100	29	tasks	task	NOUN
bjmsr-2442	100	30	.	.	PUNCT
bjmsr-2442	101	1	the	the	DET
bjmsr-2442	101	2	research	research	NOUN
bjmsr-2442	101	3	employed	employ	VERB
bjmsr-2442	101	4	three	three	NUM
bjmsr-2442	101	5	machine	machine	NOUN
bjmsr-2442	101	6	learning	learning	NOUN
bjmsr-2442	101	7	(	(	PUNCT
bjmsr-2442	101	8	ml	ml	NOUN
bjmsr-2442	101	9	)	)	PUNCT
bjmsr-2442	101	10	clustering	cluster	VERB
bjmsr-2442	101	11	approaches	approach	NOUN
bjmsr-2442	101	12	—	—	PUNCT
bjmsr-2442	101	13	k	k	NOUN
bjmsr-2442	101	14	-	-	PUNCT
bjmsr-2442	101	15	means	means	ADJ
bjmsr-2442	101	16	,	,	PUNCT
bjmsr-2442	101	17	dbscan	dbscan	NOUN
bjmsr-2442	101	18	,	,	PUNCT
bjmsr-2442	101	19	and	and	CCONJ
bjmsr-2442	101	20	hierarchical	hierarchical	ADJ
bjmsr-2442	101	21	clustering	clustering	NOUN
bjmsr-2442	101	22	—	—	PUNCT
bjmsr-2442	101	23	to	to	PART
bjmsr-2442	101	24	categorize	categorize	VERB
bjmsr-2442	101	25	job	job	NOUN
bjmsr-2442	101	26	roles	role	NOUN
bjmsr-2442	101	27	into	into	ADP
bjmsr-2442	101	28	distinct	distinct	ADJ
bjmsr-2442	101	29	risk	risk	NOUN
bjmsr-2442	101	30	categories	category	NOUN
bjmsr-2442	101	31	.	.	PUNCT
bjmsr-2442	102	1	the	the	DET
bjmsr-2442	102	2	analysis	analysis	NOUN
bjmsr-2442	102	3	utilized	utilize	VERB
bjmsr-2442	102	4	risk	risk	NOUN
bjmsr-2442	102	5	profiles	profile	NOUN
bjmsr-2442	102	6	to	to	PART
bjmsr-2442	102	7	match	match	VERB
bjmsr-2442	102	8	emerging	emerge	VERB
bjmsr-2442	102	9	skill	skill	NOUN
bjmsr-2442	102	10	requirements	requirement	NOUN
bjmsr-2442	102	11	,	,	PUNCT
bjmsr-2442	102	12	enabling	enable	VERB
bjmsr-2442	102	13	the	the	DET
bjmsr-2442	102	14	production	production	NOUN
bjmsr-2442	102	15	of	of	ADP
bjmsr-2442	102	16	recommendations	recommendation	NOUN
bjmsr-2442	102	17	regarding	regard	VERB
bjmsr-2442	102	18	career	career	NOUN
bjmsr-2442	102	19	transitions	transition	NOUN
bjmsr-2442	102	20	.	.	PUNCT
bjmsr-2442	103	1	shannaq	shannaq	PROPN
bjmsr-2442	103	2	et	et	PROPN
bjmsr-2442	103	3	al	al	PROPN
bjmsr-2442	103	4	.	.	PROPN
bjmsr-2442	103	5	,	,	PUNCT
bjmsr-2442	103	6	bangladesh	bangladesh	PROPN
bjmsr-2442	103	7	journal	journal	NOUN
bjmsr-2442	103	8	of	of	ADP
bjmsr-2442	103	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	103	10	scientific	scientific	ADJ
bjmsr-2442	103	11	research	research	NOUN
bjmsr-2442	103	12	10(4	10(4	NUM
bjmsr-2442	103	13	)	)	PUNCT
bjmsr-2442	103	14	(	(	PUNCT
bjmsr-2442	103	15	2025	2025	NUM
bjmsr-2442	103	16	)	)	PUNCT
bjmsr-2442	103	17	,	,	PUNCT
bjmsr-2442	103	18	1	1	NUM
bjmsr-2442	103	19	-	-	SYM
bjmsr-2442	103	20	10	10	NUM
bjmsr-2442	103	21	4	4	NUM
bjmsr-2442	103	22	administrative	administrative	ADJ
bjmsr-2442	103	23	support	support	NOUN
bjmsr-2442	103	24	personnel	personnel	NOUN
bjmsr-2442	103	25	,	,	PUNCT
bjmsr-2442	103	26	along	along	ADP
bjmsr-2442	103	27	with	with	ADP
bjmsr-2442	103	28	basic	basic	ADJ
bjmsr-2442	103	29	accounting	accounting	NOUN
bjmsr-2442	103	30	staff	staff	NOUN
bjmsr-2442	103	31	and	and	CCONJ
bjmsr-2442	103	32	data	datum	NOUN
bjmsr-2442	103	33	entry	entry	NOUN
bjmsr-2442	103	34	workers	worker	NOUN
bjmsr-2442	103	35	,	,	PUNCT
bjmsr-2442	103	36	face	face	VERB
bjmsr-2442	103	37	the	the	DET
bjmsr-2442	103	38	highest	high	ADJ
bjmsr-2442	103	39	risk	risk	NOUN
bjmsr-2442	103	40	of	of	ADP
bjmsr-2442	103	41	displacement	displacement	NOUN
bjmsr-2442	103	42	(	(	PUNCT
bjmsr-2442	103	43	tharmalingam	tharmalingam	NOUN
bjmsr-2442	103	44	&	&	CCONJ
bjmsr-2442	103	45	pereira	pereira	PROPN
bjmsr-2442	103	46	,	,	PUNCT
bjmsr-2442	103	47	2025	2025	NUM
bjmsr-2442	103	48	)	)	PUNCT
bjmsr-2442	103	49	.	.	PUNCT
bjmsr-2442	104	1	the	the	DET
bjmsr-2442	104	2	proposed	propose	VERB
bjmsr-2442	104	3	research	research	NOUN
bjmsr-2442	104	4	methodology	methodology	NOUN
bjmsr-2442	104	5	in	in	ADP
bjmsr-2442	104	6	this	this	DET
bjmsr-2442	104	7	work	work	NOUN
bjmsr-2442	104	8	is	be	AUX
bjmsr-2442	104	9	presented	present	VERB
bjmsr-2442	104	10	in	in	ADP
bjmsr-2442	104	11	figure	figure	NOUN
bjmsr-2442	104	12	1	1	NUM
bjmsr-2442	104	13	.	.	PUNCT
bjmsr-2442	105	1	figure	figure	NOUN
bjmsr-2442	105	2	1	1	NUM
bjmsr-2442	105	3	.	.	PUNCT
bjmsr-2442	106	1	the	the	DET
bjmsr-2442	106	2	proposed	propose	VERB
bjmsr-2442	106	3	research	research	NOUN
bjmsr-2442	106	4	methodology	methodology	NOUN
bjmsr-2442	106	5	data	datum	NOUN
bjmsr-2442	106	6	collection	collection	NOUN
bjmsr-2442	106	7	the	the	DET
bjmsr-2442	106	8	study	study	NOUN
bjmsr-2442	106	9	relied	rely	VERB
bjmsr-2442	106	10	on	on	ADP
bjmsr-2442	106	11	data	datum	NOUN
bjmsr-2442	106	12	from	from	ADP
bjmsr-2442	106	13	kaggle.com	kaggle.com	X
bjmsr-2442	106	14	,	,	PUNCT
bjmsr-2442	106	15	a	a	DET
bjmsr-2442	106	16	platform	platform	NOUN
bjmsr-2442	106	17	known	know	VERB
bjmsr-2442	106	18	for	for	ADP
bjmsr-2442	106	19	its	its	PRON
bjmsr-2442	106	20	extensive	extensive	ADJ
bjmsr-2442	106	21	collection	collection	NOUN
bjmsr-2442	106	22	of	of	ADP
bjmsr-2442	106	23	datasets	dataset	NOUN
bjmsr-2442	106	24	available	available	ADJ
bjmsr-2442	106	25	for	for	ADP
bjmsr-2442	106	26	use	use	NOUN
bjmsr-2442	106	27	in	in	ADP
bjmsr-2442	106	28	academic	academic	ADJ
bjmsr-2442	106	29	and	and	CCONJ
bjmsr-2442	106	30	professional	professional	ADJ
bjmsr-2442	106	31	studies	study	NOUN
bjmsr-2442	106	32	.	.	PUNCT
bjmsr-2442	107	1	for	for	ADP
bjmsr-2442	107	2	this	this	DET
bjmsr-2442	107	3	purpose	purpose	NOUN
bjmsr-2442	107	4	,	,	PUNCT
bjmsr-2442	107	5	the	the	DET
bjmsr-2442	107	6	"	"	PUNCT
bjmsr-2442	107	7	ai	ai	PROPN
bjmsr-2442	107	8	adoption	adoption	NOUN
bjmsr-2442	107	9	&	&	CCONJ
bjmsr-2442	107	10	automation	automation	NOUN
bjmsr-2442	107	11	risk	risk	NOUN
bjmsr-2442	107	12	(	(	PUNCT
bjmsr-2442	107	13	san	san	PROPN
bjmsr-2442	107	14	francisco	francisco	PROPN
bjmsr-2442	107	15	,	,	PUNCT
bjmsr-2442	107	16	ca	ca	NOUN
bjmsr-2442	107	17	)	)	PUNCT
bjmsr-2442	107	18	"	"	PUNCT
bjmsr-2442	107	19	dataset	dataset	NOUN
bjmsr-2442	107	20	was	be	AUX
bjmsr-2442	107	21	utilized	utilize	VERB
bjmsr-2442	107	22	to	to	PART
bjmsr-2442	107	23	investigate	investigate	VERB
bjmsr-2442	107	24	how	how	SCONJ
bjmsr-2442	107	25	ai	ai	AUX
bjmsr-2442	107	26	adoption	adoption	NOUN
bjmsr-2442	107	27	,	,	PUNCT
bjmsr-2442	107	28	automation	automation	NOUN
bjmsr-2442	107	29	risk	risk	NOUN
bjmsr-2442	107	30	,	,	PUNCT
bjmsr-2442	107	31	and	and	CCONJ
bjmsr-2442	107	32	labor	labor	NOUN
bjmsr-2442	107	33	market	market	NOUN
bjmsr-2442	107	34	trends	trend	NOUN
bjmsr-2442	107	35	interact	interact	VERB
bjmsr-2442	107	36	with	with	ADP
bjmsr-2442	107	37	one	one	NUM
bjmsr-2442	107	38	another	another	DET
bjmsr-2442	107	39	.	.	PUNCT
bjmsr-2442	108	1	the	the	DET
bjmsr-2442	108	2	dataset	dataset	NOUN
bjmsr-2442	108	3	offers	offer	VERB
bjmsr-2442	108	4	a	a	DET
bjmsr-2442	108	5	realistic	realistic	ADJ
bjmsr-2442	108	6	portrayal	portrayal	NOUN
bjmsr-2442	108	7	of	of	ADP
bjmsr-2442	108	8	jobs	job	NOUN
bjmsr-2442	108	9	in	in	ADP
bjmsr-2442	108	10	san	san	PROPN
bjmsr-2442	108	11	francisco	francisco	PROPN
bjmsr-2442	108	12	,	,	PUNCT
bjmsr-2442	108	13	examining	examine	VERB
bjmsr-2442	108	14	how	how	SCONJ
bjmsr-2442	108	15	ai	ai	AUX
bjmsr-2442	108	16	is	be	AUX
bjmsr-2442	108	17	impacting	impact	VERB
bjmsr-2442	108	18	various	various	ADJ
bjmsr-2442	108	19	job	job	NOUN
bjmsr-2442	108	20	sectors	sector	NOUN
bjmsr-2442	108	21	.	.	PUNCT
bjmsr-2442	109	1	among	among	ADP
bjmsr-2442	109	2	other	other	ADJ
bjmsr-2442	109	3	things	thing	NOUN
bjmsr-2442	109	4	,	,	PUNCT
bjmsr-2442	109	5	it	it	PRON
bjmsr-2442	109	6	offers	offer	VERB
bjmsr-2442	109	7	job	job	NOUN
bjmsr-2442	109	8	titles	title	NOUN
bjmsr-2442	109	9	,	,	PUNCT
bjmsr-2442	109	10	industrial	industrial	ADJ
bjmsr-2442	109	11	sectors	sector	NOUN
bjmsr-2442	109	12	,	,	PUNCT
bjmsr-2442	109	13	ai	ai	VERB
bjmsr-2442	109	14	involvement	involvement	NOUN
bjmsr-2442	109	15	and	and	CCONJ
bjmsr-2442	109	16	results	result	NOUN
bjmsr-2442	109	17	,	,	PUNCT
bjmsr-2442	109	18	risk	risk	NOUN
bjmsr-2442	109	19	of	of	ADP
bjmsr-2442	109	20	automation	automation	NOUN
bjmsr-2442	109	21	,	,	PUNCT
bjmsr-2442	109	22	needed	need	VERB
bjmsr-2442	109	23	skills	skill	NOUN
bjmsr-2442	109	24	,	,	PUNCT
bjmsr-2442	109	25	salary	salary	NOUN
bjmsr-2442	109	26	details	detail	NOUN
bjmsr-2442	109	27	,	,	PUNCT
bjmsr-2442	109	28	and	and	CCONJ
bjmsr-2442	109	29	forecasts	forecast	NOUN
bjmsr-2442	109	30	for	for	ADP
bjmsr-2442	109	31	growth	growth	NOUN
bjmsr-2442	109	32	in	in	ADP
bjmsr-2442	109	33	positions	position	NOUN
bjmsr-2442	109	34	.	.	PUNCT
bjmsr-2442	110	1	the	the	DET
bjmsr-2442	110	2	dataset	dataset	NOUN
bjmsr-2442	110	3	was	be	AUX
bjmsr-2442	110	4	constructed	construct	VERB
bjmsr-2442	110	5	to	to	PART
bjmsr-2442	110	6	closely	closely	ADV
bjmsr-2442	110	7	resemble	resemble	VERB
bjmsr-2442	110	8	practical	practical	ADJ
bjmsr-2442	110	9	situations	situation	NOUN
bjmsr-2442	110	10	.	.	PUNCT
bjmsr-2442	111	1	because	because	SCONJ
bjmsr-2442	111	2	it	it	PRON
bjmsr-2442	111	3	gives	give	VERB
bjmsr-2442	111	4	both	both	DET
bjmsr-2442	111	5	categories	category	NOUN
bjmsr-2442	111	6	and	and	CCONJ
bjmsr-2442	111	7	numbers	number	NOUN
bjmsr-2442	111	8	for	for	ADP
bjmsr-2442	111	9	key	key	ADJ
bjmsr-2442	111	10	variables	variable	NOUN
bjmsr-2442	111	11	,	,	PUNCT
bjmsr-2442	111	12	statistical	statistical	ADJ
bjmsr-2442	111	13	analysis	analysis	NOUN
bjmsr-2442	111	14	using	use	VERB
bjmsr-2442	111	15	structural	structural	ADJ
bjmsr-2442	111	16	equation	equation	NOUN
bjmsr-2442	111	17	modeling	modeling	NOUN
bjmsr-2442	111	18	becomes	become	VERB
bjmsr-2442	111	19	possible	possible	ADJ
bjmsr-2442	111	20	.	.	PUNCT
bjmsr-2442	112	1	it	it	PRON
bjmsr-2442	112	2	is	be	AUX
bjmsr-2442	112	3	particularly	particularly	ADV
bjmsr-2442	112	4	suitable	suitable	ADJ
bjmsr-2442	112	5	for	for	ADP
bjmsr-2442	112	6	research	research	NOUN
bjmsr-2442	112	7	examining	examine	VERB
bjmsr-2442	112	8	the	the	DET
bjmsr-2442	112	9	effects	effect	NOUN
bjmsr-2442	112	10	of	of	ADP
bjmsr-2442	112	11	ai	ai	VERB
bjmsr-2442	112	12	on	on	ADP
bjmsr-2442	112	13	the	the	DET
bjmsr-2442	112	14	job	job	NOUN
bjmsr-2442	112	15	market	market	NOUN
bjmsr-2442	112	16	,	,	PUNCT
bjmsr-2442	112	17	the	the	DET
bjmsr-2442	112	18	skills	skill	NOUN
bjmsr-2442	112	19	required	require	VERB
bjmsr-2442	112	20	for	for	ADP
bjmsr-2442	112	21	jobs	job	NOUN
bjmsr-2442	112	22	,	,	PUNCT
bjmsr-2442	112	23	and	and	CCONJ
bjmsr-2442	112	24	career	career	NOUN
bjmsr-2442	112	25	preparation	preparation	NOUN
bjmsr-2442	112	26	in	in	ADP
bjmsr-2442	112	27	countries	country	NOUN
bjmsr-2442	112	28	that	that	PRON
bjmsr-2442	112	29	heavily	heavily	ADV
bjmsr-2442	112	30	rely	rely	VERB
bjmsr-2442	112	31	on	on	ADP
bjmsr-2442	112	32	ai	ai	NOUN
bjmsr-2442	112	33	.	.	PUNCT
bjmsr-2442	113	1	the	the	DET
bjmsr-2442	113	2	data	data	NOUN
bjmsr-2442	113	3	is	be	AUX
bjmsr-2442	113	4	highly	highly	ADV
bjmsr-2442	113	5	accurate	accurate	ADJ
bjmsr-2442	113	6	;	;	PUNCT
bjmsr-2442	113	7	the	the	DET
bjmsr-2442	113	8	findings	finding	NOUN
bjmsr-2442	113	9	from	from	ADP
bjmsr-2442	113	10	this	this	DET
bjmsr-2442	113	11	data	datum	NOUN
bjmsr-2442	113	12	need	need	VERB
bjmsr-2442	113	13	to	to	PART
bjmsr-2442	113	14	be	be	AUX
bjmsr-2442	113	15	verified	verify	VERB
bjmsr-2442	113	16	against	against	ADP
bjmsr-2442	113	17	other	other	ADJ
bjmsr-2442	113	18	datasets	dataset	NOUN
bjmsr-2442	113	19	related	relate	VERB
bjmsr-2442	113	20	to	to	ADP
bjmsr-2442	113	21	the	the	DET
bjmsr-2442	113	22	region	region	NOUN
bjmsr-2442	113	23	of	of	ADP
bjmsr-2442	113	24	study	study	NOUN
bjmsr-2442	113	25	to	to	PART
bjmsr-2442	113	26	confirm	confirm	VERB
bjmsr-2442	113	27	their	their	PRON
bjmsr-2442	113	28	applicability	applicability	NOUN
bjmsr-2442	113	29	to	to	ADP
bjmsr-2442	113	30	practical	practical	ADJ
bjmsr-2442	113	31	decisionmaking	decisionmaking	NOUN
bjmsr-2442	113	32	and	and	CCONJ
bjmsr-2442	113	33	education	education	NOUN
bjmsr-2442	113	34	.	.	PUNCT
bjmsr-2442	114	1	a	a	DET
bjmsr-2442	114	2	sample	sample	NOUN
bjmsr-2442	114	3	of	of	ADP
bjmsr-2442	114	4	the	the	DET
bjmsr-2442	114	5	dataset	dataset	NOUN
bjmsr-2442	114	6	is	be	AUX
bjmsr-2442	114	7	presented	present	VERB
bjmsr-2442	114	8	in	in	ADP
bjmsr-2442	114	9	table	table	NOUN
bjmsr-2442	114	10	2	2	NUM
bjmsr-2442	114	11	.	.	PUNCT
bjmsr-2442	114	12	table	table	NOUN
bjmsr-2442	114	13	2	2	NUM
bjmsr-2442	114	14	.	.	PUNCT
bjmsr-2442	115	1	sample	sample	NOUN
bjmsr-2442	115	2	of	of	ADP
bjmsr-2442	115	3	the	the	DET
bjmsr-2442	115	4	dataset	dataset	NOUN
bjmsr-2442	115	5	job_title	job_title	PROPN
bjmsr-2442	115	6	industry	industry	NOUN
bjmsr-2442	115	7	ai	ai	VERB
bjmsr-2442	115	8	adoption	adoption	NOUN
bjmsr-2442	115	9	level	level	NOUN
bjmsr-2442	115	10	ai	ai	VERB
bjmsr-2442	116	1	adoption	adoption	NOUN
bjmsr-2442	116	2	score	score	NOUN
bjmsr-2442	116	3	automation	automation	NOUN
bjmsr-2442	116	4	risk	risk	NOUN
bjmsr-2442	116	5	automation	automation	NOUN
bjmsr-2442	116	6	risk	risk	NOUN
bjmsr-2442	116	7	score	score	NOUN
bjmsr-2442	116	8	required	require	VERB
bjmsr-2442	116	9	_	_	DET
bjmsr-2442	116	10	skills	skill	NOUN
bjmsr-2442	116	11	salary	salary	NOUN
bjmsr-2442	116	12	(	(	PUNCT
bjmsr-2442	116	13	usd	usd	NOUN
bjmsr-2442	116	14	)	)	PUNCT
bjmsr-2442	116	15	job	job	NOUN
bjmsr-2442	116	16	growth	growth	NOUN
bjmsr-2442	116	17	projection	projection	NOUN
bjmsr-2442	116	18	job	job	NOUN
bjmsr-2442	116	19	growth	growth	NOUN
bjmsr-2442	116	20	score	score	NOUN
bjmsr-2442	116	21	cybersecurity	cybersecurity	NOUN
bjmsr-2442	116	22	analyst	analyst	NOUN
bjmsr-2442	116	23	retail	retail	NOUN
bjmsr-2442	116	24	high	high	ADJ
bjmsr-2442	116	25	3	3	NUM
bjmsr-2442	116	26	high	high	ADJ
bjmsr-2442	116	27	3	3	NUM
bjmsr-2442	116	28	cybersecurity	cybersecurity	NOUN
bjmsr-2442	116	29	75862.86	75862.86	NUM
bjmsr-2442	116	30	growth	growth	NOUN
bjmsr-2442	116	31	3	3	NUM
bjmsr-2442	116	32	ai	ai	NOUN
bjmsr-2442	116	33	researcher	researcher	NOUN
bjmsr-2442	116	34	energy	energy	NOUN
bjmsr-2442	116	35	low	low	ADJ
bjmsr-2442	116	36	1	1	NUM
bjmsr-2442	116	37	high	high	ADJ
bjmsr-2442	116	38	3	3	NUM
bjmsr-2442	116	39	machine	machine	NOUN
bjmsr-2442	116	40	learning	learn	VERB
bjmsr-2442	116	41	71211.88	71211.88	NUM
bjmsr-2442	116	42	growth	growth	NOUN
bjmsr-2442	116	43	3	3	NUM
bjmsr-2442	116	44	ai	ai	NOUN
bjmsr-2442	116	45	researcher	researcher	NOUN
bjmsr-2442	116	46	retail	retail	ADJ
bjmsr-2442	116	47	medium	medium	NOUN
bjmsr-2442	116	48	2	2	NUM
bjmsr-2442	116	49	high	high	ADJ
bjmsr-2442	116	50	3	3	NUM
bjmsr-2442	116	51	data	datum	NOUN
bjmsr-2442	116	52	analysis	analysis	NOUN
bjmsr-2442	116	53	71374.65	71374.65	NUM
bjmsr-2442	116	54	stable	stable	ADJ
bjmsr-2442	116	55	2	2	NUM
bjmsr-2442	116	56	ai	ai	NOUN
bjmsr-2442	116	57	researcher	researcher	NOUN
bjmsr-2442	116	58	manufacturing	manufacture	VERB
bjmsr-2442	116	59	medium	medium	NOUN
bjmsr-2442	116	60	2	2	NUM
bjmsr-2442	116	61	high	high	ADJ
bjmsr-2442	116	62	3	3	NUM
bjmsr-2442	116	63	marketing	marketing	NOUN
bjmsr-2442	116	64	99743.29	99743.29	NUM
bjmsr-2442	116	65	decline	decline	NOUN
bjmsr-2442	116	66	1	1	NUM
bjmsr-2442	116	67	ai	ai	NOUN
bjmsr-2442	116	68	researcher	researcher	NOUN
bjmsr-2442	116	69	manufacturing	manufacture	VERB
bjmsr-2442	116	70	low	low	ADJ
bjmsr-2442	116	71	1	1	NUM
bjmsr-2442	116	72	high	high	ADJ
bjmsr-2442	116	73	3	3	NUM
bjmsr-2442	116	74	javascript	javascript	NOUN
bjmsr-2442	116	75	104107.3	104107.3	NUM
bjmsr-2442	116	76	decline	decline	NOUN
bjmsr-2442	116	77	1	1	NUM
bjmsr-2442	116	78	ux	ux	NOUN
bjmsr-2442	116	79	designer	designer	NOUN
bjmsr-2442	116	80	manufacturing	manufacture	VERB
bjmsr-2442	116	81	high	high	ADJ
bjmsr-2442	116	82	3	3	NUM
bjmsr-2442	116	83	medium	medium	NOUN
bjmsr-2442	116	84	2	2	NUM
bjmsr-2442	116	85	project	project	NOUN
bjmsr-2442	116	86	management	management	NOUN
bjmsr-2442	116	87	101649	101649	NUM
bjmsr-2442	116	88	growth	growth	NOUN
bjmsr-2442	116	89	3	3	NUM
bjmsr-2442	116	90	ai	ai	NOUN
bjmsr-2442	116	91	researcher	researcher	NOUN
bjmsr-2442	116	92	transportation	transportation	NOUN
bjmsr-2442	116	93	high	high	ADJ
bjmsr-2442	116	94	3	3	NUM
bjmsr-2442	116	95	medium	medium	NOUN
bjmsr-2442	116	96	2	2	NUM
bjmsr-2442	116	97	python	python	NOUN
bjmsr-2442	116	98	73151.99	73151.99	NUM
bjmsr-2442	116	99	growth	growth	NOUN
bjmsr-2442	116	100	3	3	NUM
bjmsr-2442	116	101	software	software	NOUN
bjmsr-2442	116	102	engineer	engineer	NOUN
bjmsr-2442	116	103	finance	finance	NOUN
bjmsr-2442	116	104	high	high	ADJ
bjmsr-2442	116	105	3	3	NUM
bjmsr-2442	116	106	medium	medium	NOUN
bjmsr-2442	116	107	2	2	NUM
bjmsr-2442	116	108	ux	ux	NOUN
bjmsr-2442	116	109	/	/	SYM
bjmsr-2442	116	110	ui	ui	PROPN
bjmsr-2442	116	111	design	design	NOUN
bjmsr-2442	116	112	56076.4	56076.4	NUM
bjmsr-2442	116	113	growth	growth	NOUN
bjmsr-2442	116	114	3	3	NUM
bjmsr-2442	116	115	table	table	NOUN
bjmsr-2442	116	116	3	3	NUM
bjmsr-2442	116	117	describes	describe	VERB
bjmsr-2442	116	118	the	the	DET
bjmsr-2442	116	119	equivalencies	equivalencie	NOUN
bjmsr-2442	116	120	of	of	ADP
bjmsr-2442	116	121	each	each	DET
bjmsr-2442	116	122	job	job	NOUN
bjmsr-2442	116	123	growth	growth	NOUN
bjmsr-2442	116	124	score	score	NOUN
bjmsr-2442	116	125	.	.	PUNCT
bjmsr-2442	117	1	table	table	NOUN
bjmsr-2442	117	2	3	3	NUM
bjmsr-2442	117	3	.	.	PUNCT
bjmsr-2442	118	1	equivalencies	equivalencie	NOUN
bjmsr-2442	118	2	ai	ai	VERB
bjmsr-2442	118	3	adoption	adoption	NOUN
bjmsr-2442	118	4	level	level	NOUN
bjmsr-2442	118	5	score	score	NOUN
bjmsr-2442	118	6	high	high	ADJ
bjmsr-2442	118	7	3	3	NUM
bjmsr-2442	118	8	medium	medium	NOUN
bjmsr-2442	118	9	2	2	NUM
bjmsr-2442	118	10	low	low	ADJ
bjmsr-2442	118	11	1	1	NUM
bjmsr-2442	118	12	automation	automation	NOUN
bjmsr-2442	118	13	risk	risk	NOUN
bjmsr-2442	118	14	score	score	NOUN
bjmsr-2442	118	15	high	high	ADJ
bjmsr-2442	118	16	3	3	NUM
bjmsr-2442	118	17	medium	medium	NOUN
bjmsr-2442	118	18	2	2	NUM
bjmsr-2442	118	19	low	low	ADJ
bjmsr-2442	118	20	1	1	NUM
bjmsr-2442	118	21	job	job	NOUN
bjmsr-2442	118	22	growth	growth	NOUN
bjmsr-2442	118	23	projection	projection	NOUN
bjmsr-2442	118	24	score	score	NOUN
bjmsr-2442	118	25	applied	apply	VERB
bjmsr-2442	118	26	machine	machine	NOUN
bjmsr-2442	118	27	learning	learning	NOUN
bjmsr-2442	118	28	models	model	NOUN
bjmsr-2442	118	29	k	k	NOUN
bjmsr-2442	118	30	-	-	PUNCT
bjmsr-2442	118	31	means	means	NOUN
bjmsr-2442	118	32	and	and	CCONJ
bjmsr-2442	118	33	dbscan	dbscan	NOUN
bjmsr-2442	118	34	and	and	CCONJ
bjmsr-2442	118	35	hierarchical	hierarchical	ADJ
bjmsr-2442	118	36	clustering	clustering	ADJ
bjmsr-2442	118	37	data	data	NOUN
bjmsr-2442	118	38	collection	collection	NOUN
bjmsr-2442	118	39	source	source	NOUN
bjmsr-2442	118	40	:	:	PUNCT
bjmsr-2442	118	41	kaggle.com	kaggle.com	X
bjmsr-2442	118	42	data	datum	NOUN
bjmsr-2442	118	43	preprocessing	preprocesse	VERB
bjmsr-2442	118	44	categorical	categorical	ADJ
bjmsr-2442	118	45	and	and	CCONJ
bjmsr-2442	118	46	ordinal	ordinal	ADJ
bjmsr-2442	118	47	encoding	encoding	NOUN
bjmsr-2442	118	48	,	,	PUNCT
bjmsr-2442	118	49	normalization	normalization	NOUN
bjmsr-2442	118	50	results	result	NOUN
bjmsr-2442	118	51	and	and	CCONJ
bjmsr-2442	118	52	analysis	analysis	NOUN
bjmsr-2442	118	53	visualization	visualization	NOUN
bjmsr-2442	118	54	(	(	PUNCT
bjmsr-2442	118	55	2d	2d	NUM
bjmsr-2442	118	56	plot	plot	NOUN
bjmsr-2442	118	57	)	)	PUNCT
bjmsr-2442	118	58	showing	show	VERB
bjmsr-2442	118	59	job	job	NOUN
bjmsr-2442	118	60	groupings	grouping	NOUN
bjmsr-2442	118	61	,	,	PUNCT
bjmsr-2442	118	62	cluster	cluster	NOUN
bjmsr-2442	118	63	interpretations	interpretation	NOUN
bjmsr-2442	118	64	shannaq	shannaq	PROPN
bjmsr-2442	118	65	et	et	PROPN
bjmsr-2442	118	66	al	al	PROPN
bjmsr-2442	118	67	.	.	PROPN
bjmsr-2442	118	68	,	,	PUNCT
bjmsr-2442	118	69	bangladesh	bangladesh	PROPN
bjmsr-2442	118	70	journal	journal	NOUN
bjmsr-2442	118	71	of	of	ADP
bjmsr-2442	118	72	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	118	73	scientific	scientific	ADJ
bjmsr-2442	118	74	research	research	NOUN
bjmsr-2442	118	75	10(4	10(4	NUM
bjmsr-2442	118	76	)	)	PUNCT
bjmsr-2442	118	77	(	(	PUNCT
bjmsr-2442	118	78	2025	2025	NUM
bjmsr-2442	118	79	)	)	PUNCT
bjmsr-2442	118	80	,	,	PUNCT
bjmsr-2442	118	81	1	1	NUM
bjmsr-2442	118	82	-	-	SYM
bjmsr-2442	118	83	10	10	NUM
bjmsr-2442	118	84	5	5	NUM
bjmsr-2442	118	85	growth	growth	NOUN
bjmsr-2442	118	86	3	3	NUM
bjmsr-2442	118	87	stable	stable	ADJ
bjmsr-2442	118	88	2	2	NUM
bjmsr-2442	118	89	decline	decline	NOUN
bjmsr-2442	118	90	1	1	NUM
bjmsr-2442	118	91	job	job	NOUN
bjmsr-2442	118	92	roles	role	NOUN
bjmsr-2442	118	93	that	that	PRON
bjmsr-2442	118	94	require	require	VERB
bjmsr-2442	118	95	human	human	ADJ
bjmsr-2442	118	96	-	-	PUNCT
bjmsr-2442	118	97	centered	center	VERB
bjmsr-2442	118	98	design	design	NOUN
bjmsr-2442	118	99	,	,	PUNCT
bjmsr-2442	118	100	along	along	ADP
bjmsr-2442	118	101	with	with	ADP
bjmsr-2442	118	102	critical	critical	ADJ
bjmsr-2442	118	103	thinking	thinking	NOUN
bjmsr-2442	118	104	,	,	PUNCT
bjmsr-2442	118	105	creativity	creativity	NOUN
bjmsr-2442	118	106	,	,	PUNCT
bjmsr-2442	118	107	and	and	CCONJ
bjmsr-2442	118	108	complex	complex	ADJ
bjmsr-2442	118	109	problem	problem	NOUN
bjmsr-2442	118	110	-	-	PUNCT
bjmsr-2442	118	111	solving	solve	VERB
bjmsr-2442	118	112	skills	skill	NOUN
bjmsr-2442	118	113	,	,	PUNCT
bjmsr-2442	118	114	demonstrate	demonstrate	VERB
bjmsr-2442	118	115	strong	strong	ADJ
bjmsr-2442	118	116	resilience	resilience	NOUN
bjmsr-2442	118	117	.	.	PUNCT
bjmsr-2442	119	1	the	the	DET
bjmsr-2442	119	2	skills	skill	NOUN
bjmsr-2442	119	3	centered	center	VERB
bjmsr-2442	119	4	on	on	ADP
bjmsr-2442	119	5	ai	ai	PRON
bjmsr-2442	119	6	literacy	literacy	NOUN
bjmsr-2442	119	7	,	,	PUNCT
bjmsr-2442	119	8	combined	combine	VERB
bjmsr-2442	119	9	with	with	ADP
bjmsr-2442	119	10	data	datum	NOUN
bjmsr-2442	119	11	analytics	analytic	NOUN
bjmsr-2442	119	12	and	and	CCONJ
bjmsr-2442	119	13	digital	digital	ADJ
bjmsr-2442	119	14	communication	communication	NOUN
bjmsr-2442	119	15	,	,	PUNCT
bjmsr-2442	119	16	remain	remain	VERB
bjmsr-2442	119	17	highly	highly	ADV
bjmsr-2442	119	18	resistant	resistant	ADJ
bjmsr-2442	119	19	to	to	ADP
bjmsr-2442	119	20	industry	industry	NOUN
bjmsr-2442	119	21	changes	change	NOUN
bjmsr-2442	119	22	in	in	ADP
bjmsr-2442	119	23	the	the	DET
bjmsr-2442	119	24	future	future	NOUN
bjmsr-2442	119	25	.	.	PUNCT
bjmsr-2442	120	1	data	datum	NOUN
bjmsr-2442	120	2	preprocessing	preprocesse	VERB
bjmsr-2442	120	3	prior	prior	ADV
bjmsr-2442	120	4	to	to	ADP
bjmsr-2442	120	5	applying	apply	VERB
bjmsr-2442	120	6	clustering	clustering	ADJ
bjmsr-2442	120	7	algorithms	algorithm	NOUN
bjmsr-2442	120	8	such	such	ADJ
bjmsr-2442	120	9	as	as	ADP
bjmsr-2442	120	10	k	k	NOUN
bjmsr-2442	120	11	-	-	PUNCT
bjmsr-2442	120	12	means	means	ADJ
bjmsr-2442	120	13	,	,	PUNCT
bjmsr-2442	120	14	dbscan	dbscan	NOUN
bjmsr-2442	120	15	,	,	PUNCT
bjmsr-2442	120	16	and	and	CCONJ
bjmsr-2442	120	17	agglomerative	agglomerative	ADJ
bjmsr-2442	120	18	hierarchical	hierarchical	ADJ
bjmsr-2442	120	19	clustering	clustering	NOUN
bjmsr-2442	120	20	,	,	PUNCT
bjmsr-2442	120	21	the	the	DET
bjmsr-2442	120	22	data	datum	NOUN
bjmsr-2442	120	23	underwent	undergo	VERB
bjmsr-2442	120	24	a	a	DET
bjmsr-2442	120	25	series	series	NOUN
bjmsr-2442	120	26	of	of	ADP
bjmsr-2442	120	27	preprocessing	preprocesse	VERB
bjmsr-2442	120	28	steps	step	NOUN
bjmsr-2442	120	29	to	to	PART
bjmsr-2442	120	30	ensure	ensure	VERB
bjmsr-2442	120	31	consistency	consistency	NOUN
bjmsr-2442	120	32	and	and	CCONJ
bjmsr-2442	120	33	reliability	reliability	NOUN
bjmsr-2442	120	34	.	.	PUNCT
bjmsr-2442	121	1	first	first	ADV
bjmsr-2442	121	2	,	,	PUNCT
bjmsr-2442	121	3	any	any	DET
bjmsr-2442	121	4	records	record	NOUN
bjmsr-2442	121	5	containing	contain	VERB
bjmsr-2442	121	6	missing	miss	VERB
bjmsr-2442	121	7	or	or	CCONJ
bjmsr-2442	121	8	null	null	ADJ
bjmsr-2442	121	9	values	value	NOUN
bjmsr-2442	121	10	were	be	AUX
bjmsr-2442	121	11	either	either	CCONJ
bjmsr-2442	121	12	removed	remove	VERB
bjmsr-2442	121	13	or	or	CCONJ
bjmsr-2442	121	14	,	,	PUNCT
bjmsr-2442	121	15	when	when	SCONJ
bjmsr-2442	121	16	feasible	feasible	ADJ
bjmsr-2442	121	17	,	,	PUNCT
bjmsr-2442	121	18	imputed	impute	VERB
bjmsr-2442	121	19	using	use	VERB
bjmsr-2442	121	20	appropriate	appropriate	ADJ
bjmsr-2442	121	21	techniques	technique	NOUN
bjmsr-2442	121	22	:	:	PUNCT
bjmsr-2442	121	23	numerical	numerical	ADJ
bjmsr-2442	121	24	features	feature	NOUN
bjmsr-2442	121	25	with	with	ADP
bjmsr-2442	121	26	missing	miss	VERB
bjmsr-2442	121	27	entries	entry	NOUN
bjmsr-2442	121	28	were	be	AUX
bjmsr-2442	121	29	replaced	replace	VERB
bjmsr-2442	121	30	by	by	ADP
bjmsr-2442	121	31	their	their	PRON
bjmsr-2442	121	32	mean	mean	ADJ
bjmsr-2442	121	33	values	value	NOUN
bjmsr-2442	121	34	,	,	PUNCT
bjmsr-2442	121	35	while	while	SCONJ
bjmsr-2442	121	36	categorical	categorical	ADJ
bjmsr-2442	121	37	features	feature	NOUN
bjmsr-2442	121	38	were	be	AUX
bjmsr-2442	121	39	filled	fill	VERB
bjmsr-2442	121	40	using	use	VERB
bjmsr-2442	121	41	the	the	DET
bjmsr-2442	121	42	mode	mode	NOUN
bjmsr-2442	121	43	.	.	PUNCT
bjmsr-2442	122	1	next	next	ADJ
bjmsr-2442	122	2	,	,	PUNCT
bjmsr-2442	122	3	categorical	categorical	ADJ
bjmsr-2442	122	4	variables	variable	NOUN
bjmsr-2442	122	5	—	—	PUNCT
bjmsr-2442	122	6	such	such	ADJ
bjmsr-2442	122	7	as	as	ADP
bjmsr-2442	122	8	industry	industry	NOUN
bjmsr-2442	122	9	,	,	PUNCT
bjmsr-2442	122	10	ai	ai	VERB
bjmsr-2442	122	11	adoption	adoption	NOUN
bjmsr-2442	122	12	level	level	NOUN
bjmsr-2442	122	13	,	,	PUNCT
bjmsr-2442	122	14	and	and	CCONJ
bjmsr-2442	122	15	job	job	NOUN
bjmsr-2442	122	16	growth	growth	NOUN
bjmsr-2442	122	17	projection	projection	NOUN
bjmsr-2442	122	18	—	—	PUNCT
bjmsr-2442	122	19	were	be	AUX
bjmsr-2442	122	20	transformed	transform	VERB
bjmsr-2442	122	21	using	use	VERB
bjmsr-2442	122	22	label	label	NOUN
bjmsr-2442	122	23	encoding	encoding	NOUN
bjmsr-2442	122	24	or	or	CCONJ
bjmsr-2442	122	25	one	one	NUM
bjmsr-2442	122	26	-	-	PUNCT
bjmsr-2442	122	27	hot	hot	ADJ
bjmsr-2442	122	28	encoding	encoding	NOUN
bjmsr-2442	122	29	as	as	SCONJ
bjmsr-2442	122	30	dictated	dictate	VERB
bjmsr-2442	122	31	by	by	ADP
bjmsr-2442	122	32	each	each	DET
bjmsr-2442	122	33	algorithm	algorithm	NOUN
bjmsr-2442	122	34	's	's	PART
bjmsr-2442	122	35	requirements	requirement	NOUN
bjmsr-2442	122	36	.	.	PUNCT
bjmsr-2442	123	1	to	to	PART
bjmsr-2442	123	2	prevent	prevent	VERB
bjmsr-2442	123	3	features	feature	NOUN
bjmsr-2442	123	4	with	with	ADP
bjmsr-2442	123	5	larger	large	ADJ
bjmsr-2442	123	6	numeric	numeric	ADJ
bjmsr-2442	123	7	ranges	range	NOUN
bjmsr-2442	123	8	from	from	ADP
bjmsr-2442	123	9	dominating	dominate	VERB
bjmsr-2442	123	10	distance	distance	NOUN
bjmsr-2442	123	11	calculations	calculation	NOUN
bjmsr-2442	123	12	,	,	PUNCT
bjmsr-2442	123	13	continuous	continuous	ADJ
bjmsr-2442	123	14	variables	variable	NOUN
bjmsr-2442	123	15	(	(	PUNCT
bjmsr-2442	123	16	for	for	ADP
bjmsr-2442	123	17	example	example	NOUN
bjmsr-2442	123	18	,	,	PUNCT
bjmsr-2442	123	19	salary	salary	NOUN
bjmsr-2442	123	20	,	,	PUNCT
bjmsr-2442	123	21	ai	ai	VERB
bjmsr-2442	123	22	adoption	adoption	NOUN
bjmsr-2442	123	23	scores	score	NOUN
bjmsr-2442	123	24	,	,	PUNCT
bjmsr-2442	123	25	and	and	CCONJ
bjmsr-2442	123	26	automation	automation	NOUN
bjmsr-2442	123	27	risk	risk	NOUN
bjmsr-2442	123	28	scores	score	NOUN
bjmsr-2442	123	29	)	)	PUNCT
bjmsr-2442	123	30	were	be	AUX
bjmsr-2442	123	31	scaled	scale	VERB
bjmsr-2442	123	32	using	use	VERB
bjmsr-2442	123	33	either	either	CCONJ
bjmsr-2442	123	34	min	min	PROPN
bjmsr-2442	123	35	-	-	ADJ
bjmsr-2442	123	36	max	max	PROPN
bjmsr-2442	123	37	normalization	normalization	NOUN
bjmsr-2442	123	38	or	or	CCONJ
bjmsr-2442	123	39	a	a	DET
bjmsr-2442	123	40	standard	standard	ADJ
bjmsr-2442	123	41	scaler	scaler	NOUN
bjmsr-2442	123	42	to	to	PART
bjmsr-2442	123	43	restrict	restrict	VERB
bjmsr-2442	123	44	their	their	PRON
bjmsr-2442	123	45	values	value	NOUN
bjmsr-2442	123	46	to	to	ADP
bjmsr-2442	123	47	a	a	DET
bjmsr-2442	123	48	[	[	X
bjmsr-2442	123	49	0	0	NUM
bjmsr-2442	123	50	,	,	PUNCT
bjmsr-2442	123	51	1	1	NUM
bjmsr-2442	123	52	]	]	PUNCT
bjmsr-2442	123	53	range	range	NOUN
bjmsr-2442	123	54	.	.	PUNCT
bjmsr-2442	124	1	in	in	ADP
bjmsr-2442	124	2	cases	case	NOUN
bjmsr-2442	124	3	where	where	SCONJ
bjmsr-2442	124	4	the	the	DET
bjmsr-2442	124	5	high	high	ADJ
bjmsr-2442	124	6	dimensionality	dimensionality	NOUN
bjmsr-2442	124	7	of	of	ADP
bjmsr-2442	124	8	the	the	DET
bjmsr-2442	124	9	dataset	dataset	NOUN
bjmsr-2442	124	10	threatened	threaten	VERB
bjmsr-2442	124	11	clustering	clustering	NOUN
bjmsr-2442	124	12	performance	performance	NOUN
bjmsr-2442	124	13	,	,	PUNCT
bjmsr-2442	124	14	principal	principal	ADJ
bjmsr-2442	124	15	component	component	NOUN
bjmsr-2442	124	16	analysis	analysis	NOUN
bjmsr-2442	124	17	(	(	PUNCT
bjmsr-2442	124	18	pca	pca	NOUN
bjmsr-2442	124	19	)	)	PUNCT
bjmsr-2442	124	20	was	be	AUX
bjmsr-2442	124	21	applied	apply	VERB
bjmsr-2442	124	22	to	to	PART
bjmsr-2442	124	23	reduce	reduce	VERB
bjmsr-2442	124	24	the	the	DET
bjmsr-2442	124	25	feature	feature	NOUN
bjmsr-2442	124	26	space	space	NOUN
bjmsr-2442	124	27	while	while	SCONJ
bjmsr-2442	124	28	retaining	retain	VERB
bjmsr-2442	124	29	essential	essential	ADJ
bjmsr-2442	124	30	variance	variance	NOUN
bjmsr-2442	124	31	.	.	PUNCT
bjmsr-2442	125	1	finally	finally	ADV
bjmsr-2442	125	2	,	,	PUNCT
bjmsr-2442	125	3	because	because	SCONJ
bjmsr-2442	125	4	dbscan	dbscan	NOUN
bjmsr-2442	125	5	is	be	AUX
bjmsr-2442	125	6	sensitive	sensitive	ADJ
bjmsr-2442	125	7	to	to	ADP
bjmsr-2442	125	8	extreme	extreme	ADJ
bjmsr-2442	125	9	values	value	NOUN
bjmsr-2442	125	10	—	—	PUNCT
bjmsr-2442	125	11	treating	treat	VERB
bjmsr-2442	125	12	them	they	PRON
bjmsr-2442	125	13	as	as	ADP
bjmsr-2442	125	14	potential	potential	ADJ
bjmsr-2442	125	15	outliers	outlier	NOUN
bjmsr-2442	125	16	—	—	PUNCT
bjmsr-2442	125	17	any	any	DET
bjmsr-2442	125	18	numerical	numerical	ADJ
bjmsr-2442	125	19	features	feature	NOUN
bjmsr-2442	125	20	exhibiting	exhibit	VERB
bjmsr-2442	125	21	extreme	extreme	ADJ
bjmsr-2442	125	22	dispersion	dispersion	NOUN
bjmsr-2442	125	23	were	be	AUX
bjmsr-2442	125	24	adjusted	adjust	VERB
bjmsr-2442	125	25	beforehand	beforehand	ADV
bjmsr-2442	125	26	to	to	PART
bjmsr-2442	125	27	limit	limit	VERB
bjmsr-2442	125	28	their	their	PRON
bjmsr-2442	125	29	influence	influence	NOUN
bjmsr-2442	125	30	on	on	ADP
bjmsr-2442	125	31	centroid	centroid	NOUN
bjmsr-2442	125	32	separation	separation	NOUN
bjmsr-2442	125	33	and	and	CCONJ
bjmsr-2442	125	34	distance	distance	NOUN
bjmsr-2442	125	35	-	-	PUNCT
bjmsr-2442	125	36	based	base	VERB
bjmsr-2442	125	37	point	point	NOUN
bjmsr-2442	125	38	assignments	assignment	NOUN
bjmsr-2442	125	39	.	.	PUNCT
bjmsr-2442	126	1	because	because	SCONJ
bjmsr-2442	126	2	of	of	ADP
bjmsr-2442	126	3	these	these	DET
bjmsr-2442	126	4	steps	step	NOUN
bjmsr-2442	126	5	,	,	PUNCT
bjmsr-2442	126	6	the	the	DET
bjmsr-2442	126	7	data	datum	NOUN
bjmsr-2442	126	8	was	be	AUX
bjmsr-2442	126	9	tidied	tidy	VERB
bjmsr-2442	126	10	up	up	ADP
bjmsr-2442	126	11	,	,	PUNCT
bjmsr-2442	126	12	adjusted	adjust	VERB
bjmsr-2442	126	13	,	,	PUNCT
bjmsr-2442	126	14	and	and	CCONJ
bjmsr-2442	126	15	could	could	AUX
bjmsr-2442	126	16	be	be	AUX
bjmsr-2442	126	17	used	use	VERB
bjmsr-2442	126	18	for	for	ADP
bjmsr-2442	126	19	clustering	cluster	VERB
bjmsr-2442	126	20	without	without	ADP
bjmsr-2442	126	21	any	any	DET
bjmsr-2442	126	22	supervision	supervision	NOUN
bjmsr-2442	126	23	.	.	PUNCT
bjmsr-2442	127	1	table	table	NOUN
bjmsr-2442	127	2	4	4	NUM
bjmsr-2442	127	3	demonstrates	demonstrate	VERB
bjmsr-2442	127	4	the	the	DET
bjmsr-2442	127	5	proposed	propose	VERB
bjmsr-2442	127	6	clustering	clustering	NOUN
bjmsr-2442	127	7	models	model	NOUN
bjmsr-2442	127	8	and	and	CCONJ
bjmsr-2442	127	9	equations	equation	NOUN
bjmsr-2442	127	10	.	.	PUNCT
bjmsr-2442	128	1	table	table	NOUN
bjmsr-2442	128	2	4	4	NUM
bjmsr-2442	128	3	.	.	PUNCT
bjmsr-2442	128	4	clustering	cluster	VERB
bjmsr-2442	128	5	models	model	NOUN
bjmsr-2442	128	6	and	and	CCONJ
bjmsr-2442	128	7	equations	equation	NOUN
bjmsr-2442	128	8	clustering	cluster	VERB
bjmsr-2442	128	9	models	model	NOUN
bjmsr-2442	128	10	equations	equation	NOUN
bjmsr-2442	128	11	symbols	symbol	NOUN
bjmsr-2442	128	12	reference	reference	VERB
bjmsr-2442	128	13	k	k	PROPN
bjmsr-2442	128	14	-	-	PUNCT
bjmsr-2442	128	15	means	mean	VERB
bjmsr-2442	128	16	clustering	cluster	VERB
bjmsr-2442	128	17			NOUN
bjmsr-2442	129	1	k	k	NOUN
bjmsr-2442	129	2	:	:	PUNCT
bjmsr-2442	129	3	number	number	NOUN
bjmsr-2442	129	4	of	of	ADP
bjmsr-2442	129	5	clusters	cluster	NOUN
bjmsr-2442	129	6			NOUN
bjmsr-2442	129	7	ci	ci	NOUN
bjmsr-2442	129	8	:	:	PUNCT
bjmsr-2442	129	9	set	set	NOUN
bjmsr-2442	129	10	of	of	ADP
bjmsr-2442	129	11	data	datum	NOUN
bjmsr-2442	129	12	points	point	NOUN
bjmsr-2442	129	13	in	in	ADP
bjmsr-2442	129	14	cluster	cluster	NOUN
bjmsr-2442	129	15	i	i	PRON
bjmsr-2442	129	16			VERB
bjmsr-2442	130	1	x	x	NOUN
bjmsr-2442	130	2	:	:	PUNCT
bjmsr-2442	130	3	a	a	DET
bjmsr-2442	130	4	data	data	NOUN
bjmsr-2442	130	5	point	point	NOUN
bjmsr-2442	130	6			NOUN
bjmsr-2442	131	1	μi	μi	PROPN
bjmsr-2442	131	2	:	:	PUNCT
bjmsr-2442	131	3	centroid	centroid	NOUN
bjmsr-2442	131	4	of	of	ADP
bjmsr-2442	131	5	cluster	cluster	NOUN
bjmsr-2442	131	6	iii	iii	PROPN
bjmsr-2442	131	7			PRON
bjmsr-2442	131	8	∥x−μi∥2	∥x−μi∥2	PROPN
bjmsr-2442	131	9	:	:	PUNCT
bjmsr-2442	131	10	squared	square	VERB
bjmsr-2442	131	11	euclidean	euclidean	ADJ
bjmsr-2442	131	12	distance	distance	NOUN
bjmsr-2442	131	13	between	between	ADP
bjmsr-2442	131	14	a	a	DET
bjmsr-2442	131	15	point	point	NOUN
bjmsr-2442	131	16	and	and	CCONJ
bjmsr-2442	131	17	its	its	PRON
bjmsr-2442	131	18	cluster	cluster	NOUN
bjmsr-2442	131	19	centroid	centroid	NOUN
bjmsr-2442	131	20	(	(	PUNCT
bjmsr-2442	131	21	jin	jin	PROPN
bjmsr-2442	131	22	&	&	CCONJ
bjmsr-2442	131	23	han	han	PROPN
bjmsr-2442	131	24	,	,	PUNCT
bjmsr-2442	131	25	2011	2011	NUM
bjmsr-2442	131	26	)	)	PUNCT
bjmsr-2442	131	27	dbscan(density	dbscan(density	NOUN
bjmsr-2442	131	28	-	-	PUNCT
bjmsr-2442	131	29	based	base	VERB
bjmsr-2442	131	30	spatial	spatial	ADJ
bjmsr-2442	131	31	clustering	clustering	NOUN
bjmsr-2442	131	32	of	of	ADP
bjmsr-2442	131	33	applications	application	NOUN
bjmsr-2442	131	34	with	with	ADP
bjmsr-2442	131	35	noise	noise	NOUN
bjmsr-2442	131	36	)	)	PUNCT
bjmsr-2442	131	37			PUNCT
bjmsr-2442	132	1	d	d	NOUN
bjmsr-2442	132	2	:	:	PUNCT
bjmsr-2442	132	3	dataset	dataset	VERB
bjmsr-2442	132	4			NOUN
bjmsr-2442	132	5	dist(p	dist(p	NOUN
bjmsr-2442	132	6	,	,	PUNCT
bjmsr-2442	132	7	q	q	NOUN
bjmsr-2442	132	8	):	):	PUNCT
bjmsr-2442	132	9	typically	typically	ADV
bjmsr-2442	132	10	euclidean	euclidean	ADJ
bjmsr-2442	132	11	distance	distance	NOUN
bjmsr-2442	132	12	between	between	ADP
bjmsr-2442	132	13	points	point	NOUN
bjmsr-2442	132	14	p	p	NOUN
bjmsr-2442	132	15	and	and	CCONJ
bjmsr-2442	132	16	q	q	NOUN
bjmsr-2442	132	17			NOUN
bjmsr-2442	132	18	ε	ε	PROPN
bjmsr-2442	132	19	:	:	PUNCT
bjmsr-2442	132	20	radius	radius	NOUN
bjmsr-2442	132	21	for	for	ADP
bjmsr-2442	132	22	neighborhood	neighborhood	NOUN
bjmsr-2442	132	23	(	(	PUNCT
bjmsr-2442	132	24	sander	sander	X
bjmsr-2442	132	25	et	et	PROPN
bjmsr-2442	132	26	al	al	PROPN
bjmsr-2442	132	27	.	.	PROPN
bjmsr-2442	132	28	,	,	PUNCT
bjmsr-2442	132	29	1998	1998	NUM
bjmsr-2442	132	30	)	)	PUNCT
bjmsr-2442	132	31	agglomerative	agglomerative	ADJ
bjmsr-2442	132	32	hierarchical	hierarchical	ADJ
bjmsr-2442	132	33	clustering	clustering	NOUN
bjmsr-2442	132	34			PRON
bjmsr-2442	132	35	d(a	d(a	PROPN
bjmsr-2442	132	36	,	,	PUNCT
bjmsr-2442	132	37	b	b	NOUN
bjmsr-2442	132	38	):	):	PUNCT
bjmsr-2442	132	39	distance	distance	NOUN
bjmsr-2442	132	40	between	between	ADP
bjmsr-2442	132	41	clusters	cluster	NOUN
bjmsr-2442	132	42	a	a	PRON
bjmsr-2442	132	43	and	and	CCONJ
bjmsr-2442	132	44	b	b	NOUN
bjmsr-2442	132	45			PRON
bjmsr-2442	132	46	∣a∣,∣b∣	∣a∣,∣b∣	PROPN
bjmsr-2442	132	47	:	:	PUNCT
bjmsr-2442	132	48	number	number	NOUN
bjmsr-2442	132	49	of	of	ADP
bjmsr-2442	132	50	points	point	NOUN
bjmsr-2442	132	51	in	in	ADP
bjmsr-2442	132	52	clusters	cluster	NOUN
bjmsr-2442	132	53	aaa	aaa	NOUN
bjmsr-2442	132	54	and	and	CCONJ
bjmsr-2442	132	55	bbb	bbb	PROPN
bjmsr-2442	132	56			NOUN
bjmsr-2442	132	57	μa	μa	NOUN
bjmsr-2442	132	58	,	,	PUNCT
bjmsr-2442	132	59	μb	μb	PART
bjmsr-2442	132	60	:	:	PUNCT
bjmsr-2442	132	61	centroids	centroid	NOUN
bjmsr-2442	132	62	of	of	ADP
bjmsr-2442	132	63	clusters	cluster	NOUN
bjmsr-2442	132	64	a	a	PRON
bjmsr-2442	132	65	and	and	CCONJ
bjmsr-2442	132	66	b	b	PROPN
bjmsr-2442	132	67	(	(	PUNCT
bjmsr-2442	132	68	zepeda	zepeda	PROPN
bjmsr-2442	132	69	-	-	PROPN
bjmsr-2442	132	70	mendoza	mendoza	PROPN
bjmsr-2442	132	71	&	&	CCONJ
bjmsr-2442	132	72	resendisantonio	resendisantonio	PROPN
bjmsr-2442	132	73	,	,	PUNCT
bjmsr-2442	132	74	2013	2013	NUM
bjmsr-2442	132	75	)	)	PUNCT
bjmsr-2442	132	76	machine	machine	NOUN
bjmsr-2442	132	77	learning	learn	VERB
bjmsr-2442	132	78	algorithm	algorithm	NOUN
bjmsr-2442	132	79	and	and	CCONJ
bjmsr-2442	132	80	experiments	experiment	NOUN
bjmsr-2442	132	81	this	this	DET
bjmsr-2442	132	82	work	work	NOUN
bjmsr-2442	132	83	proposed	propose	VERB
bjmsr-2442	132	84	an	an	DET
bjmsr-2442	132	85	algorithm	algorithm	NOUN
bjmsr-2442	132	86	for	for	ADP
bjmsr-2442	132	87	job	job	NOUN
bjmsr-2442	132	88	clustering	clustering	NOUN
bjmsr-2442	132	89	based	base	VERB
bjmsr-2442	132	90	on	on	ADP
bjmsr-2442	132	91	ai	ai	PRON
bjmsr-2442	132	92	adoption	adoption	NOUN
bjmsr-2442	132	93	,	,	PUNCT
bjmsr-2442	132	94	automation	automation	NOUN
bjmsr-2442	132	95	risk	risk	NOUN
bjmsr-2442	132	96	,	,	PUNCT
bjmsr-2442	132	97	and	and	CCONJ
bjmsr-2442	132	98	salary	salary	NOUN
bjmsr-2442	132	99	.	.	PUNCT
bjmsr-2442	133	1	the	the	DET
bjmsr-2442	133	2	proposed	propose	VERB
bjmsr-2442	133	3	algorithm	algorithm	NOUN
bjmsr-2442	133	4	utilizes	utilize	VERB
bjmsr-2442	133	5	unsupervised	unsupervised	ADJ
bjmsr-2442	133	6	ai	ai	AUX
bjmsr-2442	133	7	learning	learn	VERB
bjmsr-2442	133	8	methods	method	NOUN
bjmsr-2442	133	9	to	to	PART
bjmsr-2442	133	10	cluster	cluster	VERB
bjmsr-2442	133	11	job	job	NOUN
bjmsr-2442	133	12	positions	position	NOUN
bjmsr-2442	133	13	by	by	ADP
bjmsr-2442	133	14	analyzing	analyze	VERB
bjmsr-2442	133	15	the	the	DET
bjmsr-2442	133	16	ai	ai	PROPN
bjmsr-2442	133	17	adoption	adoption	NOUN
bjmsr-2442	133	18	score	score	NOUN
bjmsr-2442	133	19	,	,	PUNCT
bjmsr-2442	133	20	along	along	ADP
bjmsr-2442	133	21	with	with	ADP
bjmsr-2442	133	22	the	the	DET
bjmsr-2442	133	23	automation	automation	NOUN
bjmsr-2442	133	24	risk	risk	NOUN
bjmsr-2442	133	25	score	score	NOUN
bjmsr-2442	133	26	and	and	CCONJ
bjmsr-2442	133	27	salary	salary	NOUN
bjmsr-2442	133	28	data	datum	NOUN
bjmsr-2442	133	29	.	.	PUNCT
bjmsr-2442	134	1	then	then	ADV
bjmsr-2442	134	2	,	,	PUNCT
bjmsr-2442	134	3	it	it	PRON
bjmsr-2442	134	4	evaluates	evaluate	VERB
bjmsr-2442	134	5	the	the	DET
bjmsr-2442	134	6	outcomes	outcome	NOUN
bjmsr-2442	134	7	achieved	achieve	VERB
bjmsr-2442	134	8	using	use	VERB
bjmsr-2442	134	9	k	k	PROPN
bjmsr-2442	134	10	-	-	PUNCT
bjmsr-2442	134	11	means	means	ADJ
bjmsr-2442	134	12	,	,	PUNCT
bjmsr-2442	134	13	dbscan	dbscan	NOUN
bjmsr-2442	134	14	,	,	PUNCT
bjmsr-2442	134	15	and	and	CCONJ
bjmsr-2442	134	16	agglomerative	agglomerative	ADJ
bjmsr-2442	134	17	clustering	clustering	ADJ
bjmsr-2442	134	18	methods	method	NOUN
bjmsr-2442	134	19	.	.	PUNCT
bjmsr-2442	135	1	the	the	DET
bjmsr-2442	135	2	proposed	propose	VERB
bjmsr-2442	135	3	algorithm	algorithm	NOUN
bjmsr-2442	135	4	consists	consist	VERB
bjmsr-2442	135	5	of	of	ADP
bjmsr-2442	135	6	10	10	NUM
bjmsr-2442	135	7	steps	step	NOUN
bjmsr-2442	135	8	and	and	CCONJ
bjmsr-2442	135	9	is	be	AUX
bjmsr-2442	135	10	presented	present	VERB
bjmsr-2442	135	11	in	in	ADP
bjmsr-2442	135	12	figure	figure	NOUN
bjmsr-2442	135	13	2	2	NUM
bjmsr-2442	135	14	.	.	PUNCT
bjmsr-2442	136	1	the	the	DET
bjmsr-2442	136	2	algorithm	algorithm	NOUN
bjmsr-2442	136	3	was	be	AUX
bjmsr-2442	136	4	implemented	implement	VERB
bjmsr-2442	136	5	using	use	VERB
bjmsr-2442	136	6	python	python	PROPN
bjmsr-2442	136	7	code	code	NOUN
bjmsr-2442	136	8	and	and	CCONJ
bjmsr-2442	136	9	ran	run	VERB
bjmsr-2442	136	10	in	in	ADP
bjmsr-2442	136	11	a	a	DET
bjmsr-2442	136	12	google	google	PROPN
bjmsr-2442	136	13	colab	colab	PROPN
bjmsr-2442	136	14	environment	environment	PROPN
bjmsr-2442	136	15	.	.	PUNCT
bjmsr-2442	137	1	the	the	DET
bjmsr-2442	137	2	proposed	propose	VERB
bjmsr-2442	137	3	algorithm	algorithm	NOUN
bjmsr-2442	137	4	employs	employ	VERB
bjmsr-2442	137	5	a	a	DET
bjmsr-2442	137	6	multi	multi	ADJ
bjmsr-2442	137	7	-	-	ADJ
bjmsr-2442	137	8	stage	stage	ADJ
bjmsr-2442	137	9	clustering	cluster	VERB
bjmsr-2442	137	10	approach	approach	NOUN
bjmsr-2442	137	11	to	to	PART
bjmsr-2442	137	12	analyze	analyze	VERB
bjmsr-2442	137	13	job	job	NOUN
bjmsr-2442	137	14	data	datum	NOUN
bjmsr-2442	137	15	centered	center	VERB
bjmsr-2442	137	16	on	on	ADP
bjmsr-2442	137	17	ai	ai	NOUN
bjmsr-2442	137	18	and	and	CCONJ
bjmsr-2442	137	19	automation	automation	NOUN
bjmsr-2442	137	20	risk	risk	NOUN
bjmsr-2442	137	21	.	.	PUNCT
bjmsr-2442	138	1	it	it	PRON
bjmsr-2442	138	2	is	be	AUX
bjmsr-2442	138	3	essential	essential	ADJ
bjmsr-2442	138	4	to	to	PART
bjmsr-2442	138	5	gather	gather	VERB
bjmsr-2442	138	6	data	datum	NOUN
bjmsr-2442	138	7	first	first	ADV
bjmsr-2442	138	8	,	,	PUNCT
bjmsr-2442	138	9	then	then	ADV
bjmsr-2442	138	10	select	select	VERB
bjmsr-2442	138	11	the	the	DET
bjmsr-2442	138	12	most	most	ADV
bjmsr-2442	138	13	critical	critical	ADJ
bjmsr-2442	138	14	features	feature	NOUN
bjmsr-2442	138	15	and	and	CCONJ
bjmsr-2442	138	16	standardize	standardize	VERB
bjmsr-2442	138	17	their	their	PRON
bjmsr-2442	138	18	measurements	measurement	NOUN
bjmsr-2442	138	19	.	.	PUNCT
bjmsr-2442	139	1	all	all	DET
bjmsr-2442	139	2	three	three	NUM
bjmsr-2442	139	3	methods	method	NOUN
bjmsr-2442	139	4	—	—	PUNCT
bjmsr-2442	139	5	k	k	NOUN
bjmsr-2442	139	6	-	-	PUNCT
bjmsr-2442	139	7	means	means	ADJ
bjmsr-2442	139	8	,	,	PUNCT
bjmsr-2442	139	9	dbscan	dbscan	NOUN
bjmsr-2442	139	10	,	,	PUNCT
bjmsr-2442	139	11	and	and	CCONJ
bjmsr-2442	139	12	agglomerative	agglomerative	ADJ
bjmsr-2442	139	13	hierarchical	hierarchical	ADJ
bjmsr-2442	139	14	clustering	clustering	NOUN
bjmsr-2442	139	15	—	—	PUNCT
bjmsr-2442	139	16	are	be	AUX
bjmsr-2442	139	17	used	use	VERB
bjmsr-2442	139	18	together	together	ADV
bjmsr-2442	139	19	to	to	PART
bjmsr-2442	139	20	organize	organize	VERB
bjmsr-2442	139	21	similar	similar	ADJ
bjmsr-2442	139	22	jobs	job	NOUN
bjmsr-2442	139	23	based	base	VERB
bjmsr-2442	139	24	on	on	ADP
bjmsr-2442	139	25	the	the	DET
bjmsr-2442	139	26	features	feature	NOUN
bjmsr-2442	139	27	picked	pick	VERB
bjmsr-2442	139	28	.	.	PUNCT
bjmsr-2442	140	1	every	every	DET
bjmsr-2442	140	2	clustering	clustering	ADJ
bjmsr-2442	140	3	model	model	NOUN
bjmsr-2442	140	4	utilizes	utilize	VERB
bjmsr-2442	140	5	the	the	DET
bjmsr-2442	140	6	silhouette	silhouette	NOUN
bjmsr-2442	140	7	score	score	NOUN
bjmsr-2442	140	8	to	to	PART
bjmsr-2442	140	9	evaluate	evaluate	VERB
bjmsr-2442	140	10	the	the	DET
bjmsr-2442	140	11	effectiveness	effectiveness	NOUN
bjmsr-2442	140	12	of	of	ADP
bjmsr-2442	140	13	the	the	DET
bjmsr-2442	140	14	created	create	VERB
bjmsr-2442	140	15	groups	group	NOUN
bjmsr-2442	140	16	.	.	PUNCT
bjmsr-2442	141	1	dbscan	dbscan	PROPN
bjmsr-2442	141	2	is	be	AUX
bjmsr-2442	141	3	given	give	VERB
bjmsr-2442	141	4	parameters	parameter	NOUN
bjmsr-2442	141	5	eps=1.0	eps=1.0	PROPN
bjmsr-2442	141	6	and	and	CCONJ
bjmsr-2442	141	7	min_samples=	min_samples=	PROPN
bjmsr-2442	141	8	=3	=3	PROPN
bjmsr-2442	141	9	,	,	PUNCT
bjmsr-2442	141	10	which	which	PRON
bjmsr-2442	141	11	allows	allow	VERB
bjmsr-2442	141	12	it	it	PRON
bjmsr-2442	141	13	to	to	PART
bjmsr-2442	141	14	find	find	VERB
bjmsr-2442	141	15	noise	noise	NOUN
bjmsr-2442	141	16	and	and	CCONJ
bjmsr-2442	141	17	clusters	cluster	NOUN
bjmsr-2442	141	18	with	with	ADP
bjmsr-2442	141	19	flexible	flexible	ADJ
bjmsr-2442	141	20	shapes	shape	NOUN
bjmsr-2442	141	21	.	.	PUNCT
bjmsr-2442	142	1	to	to	PART
bjmsr-2442	142	2	facilitate	facilitate	VERB
bjmsr-2442	142	3	visualization	visualization	NOUN
bjmsr-2442	142	4	,	,	PUNCT
bjmsr-2442	142	5	the	the	DET
bjmsr-2442	142	6	data	data	NOUN
bjmsr-2442	142	7	is	be	AUX
bjmsr-2442	142	8	reduced	reduce	VERB
bjmsr-2442	142	9	from	from	ADP
bjmsr-2442	142	10	3d	3d	NUM
bjmsr-2442	142	11	to	to	ADP
bjmsr-2442	142	12	2d	2d	NOUN
bjmsr-2442	142	13	using	use	VERB
bjmsr-2442	142	14	principal	principal	ADJ
bjmsr-2442	142	15	component	component	NOUN
bjmsr-2442	142	16	analysis	analysis	NOUN
bjmsr-2442	142	17	(	(	PUNCT
bjmsr-2442	142	18	pca	pca	NOUN
bjmsr-2442	142	19	)	)	PUNCT
bjmsr-2442	142	20	.	.	PUNCT
bjmsr-2442	143	1	shannaq	shannaq	PROPN
bjmsr-2442	143	2	et	et	PROPN
bjmsr-2442	143	3	al	al	PROPN
bjmsr-2442	143	4	.	.	PROPN
bjmsr-2442	143	5	,	,	PUNCT
bjmsr-2442	143	6	bangladesh	bangladesh	PROPN
bjmsr-2442	143	7	journal	journal	NOUN
bjmsr-2442	143	8	of	of	ADP
bjmsr-2442	143	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	143	10	scientific	scientific	ADJ
bjmsr-2442	143	11	research	research	NOUN
bjmsr-2442	143	12	10(4	10(4	NUM
bjmsr-2442	143	13	)	)	PUNCT
bjmsr-2442	143	14	(	(	PUNCT
bjmsr-2442	143	15	2025	2025	NUM
bjmsr-2442	143	16	)	)	PUNCT
bjmsr-2442	143	17	,	,	PUNCT
bjmsr-2442	143	18	1	1	NUM
bjmsr-2442	143	19	-	-	SYM
bjmsr-2442	143	20	10	10	NUM
bjmsr-2442	143	21	6	6	NUM
bjmsr-2442	143	22	each	each	DET
bjmsr-2442	143	23	model	model	NOUN
bjmsr-2442	143	24	's	's	PART
bjmsr-2442	143	25	clusters	cluster	NOUN
bjmsr-2442	143	26	are	be	AUX
bjmsr-2442	143	27	colored	color	VERB
bjmsr-2442	143	28	to	to	PART
bjmsr-2442	143	29	make	make	VERB
bjmsr-2442	143	30	them	they	PRON
bjmsr-2442	143	31	easier	easy	ADJ
bjmsr-2442	143	32	to	to	PART
bjmsr-2442	143	33	understand	understand	VERB
bjmsr-2442	143	34	.	.	PUNCT
bjmsr-2442	144	1	the	the	DET
bjmsr-2442	144	2	linkage	linkage	NOUN
bjmsr-2442	144	3	method	method	NOUN
bjmsr-2442	144	4	by	by	ADP
bjmsr-2442	144	5	ward	ward	NOUN
bjmsr-2442	144	6	gives	give	VERB
bjmsr-2442	144	7	you	you	PRON
bjmsr-2442	144	8	a	a	DET
bjmsr-2442	144	9	dendrogram	dendrogram	NOUN
bjmsr-2442	144	10	to	to	PART
bjmsr-2442	144	11	display	display	VERB
bjmsr-2442	144	12	how	how	SCONJ
bjmsr-2442	144	13	clusters	cluster	NOUN
bjmsr-2442	144	14	are	be	AUX
bjmsr-2442	144	15	formed	form	VERB
bjmsr-2442	144	16	.	.	PUNCT
bjmsr-2442	145	1	in	in	ADP
bjmsr-2442	145	2	the	the	DET
bjmsr-2442	145	3	final	final	ADJ
bjmsr-2442	145	4	part	part	NOUN
bjmsr-2442	145	5	,	,	PUNCT
bjmsr-2442	145	6	models	model	NOUN
bjmsr-2442	145	7	and	and	CCONJ
bjmsr-2442	145	8	outputs	output	NOUN
bjmsr-2442	145	9	are	be	AUX
bjmsr-2442	145	10	compared	compare	VERB
bjmsr-2442	145	11	to	to	PART
bjmsr-2442	145	12	highlight	highlight	VERB
bjmsr-2442	145	13	tasks	task	NOUN
bjmsr-2442	145	14	that	that	PRON
bjmsr-2442	145	15	are	be	AUX
bjmsr-2442	145	16	most	most	ADV
bjmsr-2442	145	17	likely	likely	ADJ
bjmsr-2442	145	18	to	to	PART
bjmsr-2442	145	19	be	be	AUX
bjmsr-2442	145	20	automated	automate	VERB
bjmsr-2442	145	21	,	,	PUNCT
bjmsr-2442	145	22	providing	provide	VERB
bjmsr-2442	145	23	helpful	helpful	ADJ
bjmsr-2442	145	24	suggestions	suggestion	NOUN
bjmsr-2442	145	25	for	for	ADP
bjmsr-2442	145	26	reskilling	reskille	VERB
bjmsr-2442	145	27	individuals	individual	NOUN
bjmsr-2442	145	28	.	.	PUNCT
bjmsr-2442	146	1	it	it	PRON
bjmsr-2442	146	2	combines	combine	VERB
bjmsr-2442	146	3	statistical	statistical	ADJ
bjmsr-2442	146	4	accuracy	accuracy	NOUN
bjmsr-2442	146	5	with	with	ADP
bjmsr-2442	146	6	valuable	valuable	ADJ
bjmsr-2442	146	7	insights	insight	NOUN
bjmsr-2442	146	8	into	into	ADP
bjmsr-2442	146	9	the	the	DET
bjmsr-2442	146	10	workforce	workforce	NOUN
bjmsr-2442	146	11	.	.	PUNCT
bjmsr-2442	147	1	figure	figure	VERB
bjmsr-2442	147	2	2	2	NUM
bjmsr-2442	147	3	.	.	PUNCT
bjmsr-2442	148	1	the	the	DET
bjmsr-2442	148	2	proposed	propose	VERB
bjmsr-2442	148	3	algorithm	algorithm	NOUN
bjmsr-2442	148	4	results	result	VERB
bjmsr-2442	148	5	the	the	DET
bjmsr-2442	148	6	results	result	NOUN
bjmsr-2442	148	7	show	show	VERB
bjmsr-2442	148	8	a	a	DET
bjmsr-2442	148	9	comparison	comparison	NOUN
bjmsr-2442	148	10	of	of	ADP
bjmsr-2442	148	11	the	the	DET
bjmsr-2442	148	12	three	three	NUM
bjmsr-2442	148	13	algorithms	algorithm	NOUN
bjmsr-2442	148	14	—	—	PUNCT
bjmsr-2442	148	15	k	k	NOUN
bjmsr-2442	148	16	-	-	PUNCT
bjmsr-2442	148	17	means	means	ADJ
bjmsr-2442	148	18	,	,	PUNCT
bjmsr-2442	148	19	dbscan	dbscan	NOUN
bjmsr-2442	148	20	,	,	PUNCT
bjmsr-2442	148	21	and	and	CCONJ
bjmsr-2442	148	22	agglomerative	agglomerative	ADJ
bjmsr-2442	148	23	hierarchical	hierarchical	ADJ
bjmsr-2442	148	24	clustering	clustering	NOUN
bjmsr-2442	148	25	—	—	PUNCT
bjmsr-2442	148	26	using	use	VERB
bjmsr-2442	148	27	their	their	PRON
bjmsr-2442	148	28	silhouette	silhouette	NOUN
bjmsr-2442	148	29	scores	score	NOUN
bjmsr-2442	148	30	.	.	PUNCT
bjmsr-2442	149	1	based	base	VERB
bjmsr-2442	149	2	on	on	ADP
bjmsr-2442	149	3	their	their	PRON
bjmsr-2442	149	4	respective	respective	ADJ
bjmsr-2442	149	5	silhouette	silhouette	NOUN
bjmsr-2442	149	6	scores	score	NOUN
bjmsr-2442	149	7	,	,	PUNCT
bjmsr-2442	149	8	they	they	PRON
bjmsr-2442	149	9	help	help	VERB
bjmsr-2442	149	10	objectively	objectively	ADV
bjmsr-2442	149	11	determine	determine	VERB
bjmsr-2442	149	12	how	how	SCONJ
bjmsr-2442	149	13	well	well	ADV
bjmsr-2442	149	14	clusters	cluster	NOUN
bjmsr-2442	149	15	are	be	AUX
bjmsr-2442	149	16	divided	divide	VERB
bjmsr-2442	149	17	and	and	CCONJ
bjmsr-2442	149	18	grouped	group	VERB
bjmsr-2442	149	19	by	by	ADP
bjmsr-2442	149	20	each	each	DET
bjmsr-2442	149	21	algorithm	algorithm	NOUN
bjmsr-2442	149	22	.	.	PUNCT
bjmsr-2442	150	1	as	as	SCONJ
bjmsr-2442	150	2	presented	present	VERB
bjmsr-2442	150	3	in	in	ADP
bjmsr-2442	150	4	table	table	NOUN
bjmsr-2442	150	5	5	5	NUM
bjmsr-2442	150	6	,	,	PUNCT
bjmsr-2442	150	7	agglomerative	agglomerative	ADJ
bjmsr-2442	150	8	clustering	clustering	NOUN
bjmsr-2442	150	9	scored	score	VERB
bjmsr-2442	150	10	highest	high	ADJ
bjmsr-2442	150	11	on	on	ADP
bjmsr-2442	150	12	the	the	DET
bjmsr-2442	150	13	silhouette	silhouette	NOUN
bjmsr-2442	150	14	score	score	NOUN
bjmsr-2442	150	15	(	(	PUNCT
bjmsr-2442	150	16	0.289	0.289	NUM
bjmsr-2442	150	17	)	)	PUNCT
bjmsr-2442	150	18	,	,	PUNCT
bjmsr-2442	150	19	with	with	ADP
bjmsr-2442	150	20	k	k	NOUN
bjmsr-2442	150	21	-	-	PUNCT
bjmsr-2442	150	22	means	mean	VERB
bjmsr-2442	150	23	closely	closely	ADV
bjmsr-2442	150	24	behind	behind	ADV
bjmsr-2442	150	25	(	(	PUNCT
bjmsr-2442	150	26	0.262	0.262	NUM
bjmsr-2442	150	27	)	)	PUNCT
bjmsr-2442	150	28	,	,	PUNCT
bjmsr-2442	150	29	suggesting	suggest	VERB
bjmsr-2442	150	30	that	that	SCONJ
bjmsr-2442	150	31	the	the	DET
bjmsr-2442	150	32	clusters	cluster	NOUN
bjmsr-2442	150	33	formed	form	VERB
bjmsr-2442	150	34	by	by	ADP
bjmsr-2442	150	35	these	these	DET
bjmsr-2442	150	36	methods	method	NOUN
bjmsr-2442	150	37	are	be	AUX
bjmsr-2442	150	38	well	well	ADV
bjmsr-2442	150	39	-	-	PUNCT
bjmsr-2442	150	40	defined	define	VERB
bjmsr-2442	150	41	.	.	PUNCT
bjmsr-2442	151	1	dbscan	dbscan	PROPN
bjmsr-2442	151	2	performed	perform	VERB
bjmsr-2442	151	3	the	the	DET
bjmsr-2442	151	4	worst	bad	ADJ
bjmsr-2442	151	5	(	(	PUNCT
bjmsr-2442	151	6	0.093	0.093	NUM
bjmsr-2442	151	7	)	)	PUNCT
bjmsr-2442	151	8	,	,	PUNCT
bjmsr-2442	151	9	meaning	mean	VERB
bjmsr-2442	151	10	it	it	PRON
bjmsr-2442	151	11	detected	detect	VERB
bjmsr-2442	151	12	a	a	DET
bjmsr-2442	151	13	greater	great	ADJ
bjmsr-2442	151	14	spread	spread	NOUN
bjmsr-2442	151	15	or	or	CCONJ
bjmsr-2442	151	16	possible	possible	ADJ
bjmsr-2442	151	17	noise	noise	NOUN
bjmsr-2442	151	18	within	within	ADP
bjmsr-2442	151	19	the	the	DET
bjmsr-2442	151	20	dataset	dataset	NOUN
bjmsr-2442	151	21	.	.	PUNCT
bjmsr-2442	152	1	the	the	DET
bjmsr-2442	152	2	analysis	analysis	NOUN
bjmsr-2442	152	3	reveals	reveal	VERB
bjmsr-2442	152	4	that	that	SCONJ
bjmsr-2442	152	5	hierarchical	hierarchical	ADJ
bjmsr-2442	152	6	clustering	clustering	NOUN
bjmsr-2442	152	7	is	be	AUX
bjmsr-2442	152	8	effective	effective	ADJ
bjmsr-2442	152	9	in	in	ADP
bjmsr-2442	152	10	identifying	identify	VERB
bjmsr-2442	152	11	the	the	DET
bjmsr-2442	152	12	primary	primary	ADJ
bjmsr-2442	152	13	trends	trend	NOUN
bjmsr-2442	152	14	in	in	ADP
bjmsr-2442	152	15	the	the	DET
bjmsr-2442	152	16	dataset	dataset	NOUN
bjmsr-2442	152	17	regarding	regard	VERB
bjmsr-2442	152	18	ai	ai	NOUN
bjmsr-2442	152	19	use	use	NOUN
bjmsr-2442	152	20	and	and	CCONJ
bjmsr-2442	152	21	the	the	DET
bjmsr-2442	152	22	potential	potential	NOUN
bjmsr-2442	152	23	for	for	SCONJ
bjmsr-2442	152	24	each	each	DET
bjmsr-2442	152	25	job	job	NOUN
bjmsr-2442	152	26	to	to	PART
bjmsr-2442	152	27	be	be	AUX
bjmsr-2442	152	28	replaced	replace	VERB
bjmsr-2442	152	29	by	by	ADP
bjmsr-2442	152	30	machines	machine	NOUN
bjmsr-2442	152	31	.	.	PUNCT
bjmsr-2442	153	1	based	base	VERB
bjmsr-2442	153	2	on	on	ADP
bjmsr-2442	153	3	the	the	DET
bjmsr-2442	153	4	findings	finding	NOUN
bjmsr-2442	153	5	,	,	PUNCT
bjmsr-2442	153	6	an	an	DET
bjmsr-2442	153	7	appropriate	appropriate	ADJ
bjmsr-2442	153	8	clustering	clustering	ADJ
bjmsr-2442	153	9	approach	approach	NOUN
bjmsr-2442	153	10	is	be	AUX
bjmsr-2442	153	11	chosen	choose	VERB
bjmsr-2442	153	12	for	for	ADP
bjmsr-2442	153	13	further	further	ADJ
bjmsr-2442	153	14	planning	planning	NOUN
bjmsr-2442	153	15	and	and	CCONJ
bjmsr-2442	153	16	policy	policy	NOUN
bjmsr-2442	153	17	recommendations	recommendation	NOUN
bjmsr-2442	153	18	,	,	PUNCT
bjmsr-2442	153	19	which	which	PRON
bjmsr-2442	153	20	aids	aid	VERB
bjmsr-2442	153	21	in	in	ADP
bjmsr-2442	153	22	identifying	identify	VERB
bjmsr-2442	153	23	unsafe	unsafe	ADJ
bjmsr-2442	153	24	jobs	job	NOUN
bjmsr-2442	153	25	and	and	CCONJ
bjmsr-2442	153	26	developing	develop	VERB
bjmsr-2442	153	27	strategies	strategy	NOUN
bjmsr-2442	153	28	for	for	ADP
bjmsr-2442	153	29	retraining	retrain	VERB
bjmsr-2442	153	30	workers	worker	NOUN
bjmsr-2442	153	31	to	to	PART
bjmsr-2442	153	32	adapt	adapt	VERB
bjmsr-2442	153	33	to	to	ADP
bjmsr-2442	153	34	ai	ai	VERB
bjmsr-2442	153	35	-	-	PUNCT
bjmsr-2442	153	36	based	base	VERB
bjmsr-2442	153	37	work	work	NOUN
bjmsr-2442	153	38	.	.	PUNCT
bjmsr-2442	154	1	table	table	NOUN
bjmsr-2442	154	2	5	5	NUM
bjmsr-2442	154	3	.	.	PUNCT
bjmsr-2442	154	4	silhouette	silhouette	NOUN
bjmsr-2442	154	5	score	score	NOUN
bjmsr-2442	154	6	comparison	comparison	NOUN
bjmsr-2442	154	7	of	of	ADP
bjmsr-2442	154	8	clustering	clustering	ADJ
bjmsr-2442	154	9	algorithms	algorithm	NOUN
bjmsr-2442	154	10	clustering	cluster	VERB
bjmsr-2442	154	11	method	method	NOUN
bjmsr-2442	154	12	silhouette	silhouette	NOUN
bjmsr-2442	154	13	score	score	NOUN
bjmsr-2442	154	14	k	k	X
bjmsr-2442	154	15	-	-	PUNCT
bjmsr-2442	154	16	means	mean	VERB
bjmsr-2442	154	17	0.262	0.262	NUM
bjmsr-2442	154	18	dbscan	dbscan	NOUN
bjmsr-2442	154	19	0.093	0.093	NUM
bjmsr-2442	154	20	agglomerative	agglomerative	ADJ
bjmsr-2442	154	21	0.289	0.289	NUM
bjmsr-2442	154	22	step	step	NOUN
bjmsr-2442	154	23	6	6	NUM
bjmsr-2442	154	24	:	:	PUNCT
bjmsr-2442	154	25	apply	apply	VERB
bjmsr-2442	154	26	agglomerative	agglomerative	ADJ
bjmsr-2442	154	27	clustering	clustering	ADJ
bjmsr-2442	154	28	step	step	NOUN
bjmsr-2442	154	29	2	2	NUM
bjmsr-2442	154	30	:	:	PUNCT
bjmsr-2442	154	31	feature	feature	NOUN
bjmsr-2442	154	32	selection	selection	NOUN
bjmsr-2442	154	33	step	step	NOUN
bjmsr-2442	154	34	1	1	NUM
bjmsr-2442	154	35	:	:	PUNCT
bjmsr-2442	154	36	data	data	NOUN
bjmsr-2442	154	37	collection	collection	NOUN
bjmsr-2442	154	38	step	step	NOUN
bjmsr-2442	154	39	3	3	NUM
bjmsr-2442	154	40	:	:	PUNCT
bjmsr-2442	154	41	data	datum	NOUN
bjmsr-2442	154	42	normalization	normalization	NOUN
bjmsr-2442	154	43	start	start	VERB
bjmsr-2442	154	44	step	step	NOUN
bjmsr-2442	154	45	4	4	NUM
bjmsr-2442	154	46	:	:	PUNCT
bjmsr-2442	154	47	apply	apply	VERB
bjmsr-2442	154	48	k	k	NOUN
bjmsr-2442	154	49	-	-	PUNCT
bjmsr-2442	154	50	means	mean	VERB
bjmsr-2442	154	51	clustering	clustering	ADJ
bjmsr-2442	154	52	step	step	NOUN
bjmsr-2442	154	53	5	5	NUM
bjmsr-2442	154	54	:	:	PUNCT
bjmsr-2442	154	55	apply	apply	VERB
bjmsr-2442	154	56	dbscan	dbscan	NOUN
bjmsr-2442	154	57	clustering	cluster	VERB
bjmsr-2442	154	58			NOUN
bjmsr-2442	154	59	initialize	initialize	NOUN
bjmsr-2442	154	60	k	k	NOUN
bjmsr-2442	154	61	-	-	PUNCT
bjmsr-2442	154	62	means	means	NOUN
bjmsr-2442	154	63	with	with	ADP
bjmsr-2442	154	64	n_clusters=3	n_clusters=3	PROPN
bjmsr-2442	154	65	.	.	PUNCT
bjmsr-2442	155	1			PROPN
bjmsr-2442	155	2	fit	fit	VERB
bjmsr-2442	155	3	the	the	DET
bjmsr-2442	155	4	model	model	NOUN
bjmsr-2442	155	5	to	to	ADP
bjmsr-2442	155	6	the	the	DET
bjmsr-2442	155	7	normalized	normalize	VERB
bjmsr-2442	155	8	data	datum	NOUN
bjmsr-2442	155	9	.	.	PUNCT
bjmsr-2442	156	1			PROPN
bjmsr-2442	156	2	assign	assign	NOUN
bjmsr-2442	156	3	cluster	cluster	NOUN
bjmsr-2442	156	4	labels	label	NOUN
bjmsr-2442	156	5	to	to	ADP
bjmsr-2442	156	6	each	each	DET
bjmsr-2442	156	7	job	job	NOUN
bjmsr-2442	156	8	.	.	PUNCT
bjmsr-2442	157	1			X
bjmsr-2442	157	2	compute	compute	VERB
bjmsr-2442	157	3	the	the	DET
bjmsr-2442	157	4	silhouette	silhouette	NOUN
bjmsr-2442	157	5	score	score	NOUN
bjmsr-2442	157	6	for	for	ADP
bjmsr-2442	157	7	evaluating	evaluate	VERB
bjmsr-2442	157	8	cluster	cluster	NOUN
bjmsr-2442	157	9	quality	quality	NOUN
bjmsr-2442	157	10	.	.	PUNCT
bjmsr-2442	158	1			NOUN
bjmsr-2442	158	2	initialize	initialize	NOUN
bjmsr-2442	158	3	dbscan	dbscan	NOUN
bjmsr-2442	158	4	with	with	ADP
bjmsr-2442	158	5	eps=1.0	eps=1.0	PROPN
bjmsr-2442	158	6	and	and	CCONJ
bjmsr-2442	158	7	min_samples=3	min_samples=3	PROPN
bjmsr-2442	158	8	.	.	PUNCT
bjmsr-2442	159	1			PROPN
bjmsr-2442	159	2	fit	fit	VERB
bjmsr-2442	159	3	the	the	DET
bjmsr-2442	159	4	model	model	NOUN
bjmsr-2442	159	5	and	and	CCONJ
bjmsr-2442	159	6	assign	assign	VERB
bjmsr-2442	159	7	labels	label	NOUN
bjmsr-2442	159	8	to	to	ADP
bjmsr-2442	159	9	each	each	DET
bjmsr-2442	159	10	job	job	NOUN
bjmsr-2442	159	11	.	.	PUNCT
bjmsr-2442	160	1			NOUN
bjmsr-2442	161	1	if	if	SCONJ
bjmsr-2442	161	2	dbscan	dbscan	NOUN
bjmsr-2442	161	3	finds	find	VERB
bjmsr-2442	161	4	more	more	ADJ
bjmsr-2442	161	5	than	than	ADP
bjmsr-2442	161	6	one	one	NUM
bjmsr-2442	161	7	cluster	cluster	NOUN
bjmsr-2442	161	8	,	,	PUNCT
bjmsr-2442	161	9	compute	compute	VERB
bjmsr-2442	161	10	the	the	DET
bjmsr-2442	161	11	silhouette	silhouette	NOUN
bjmsr-2442	161	12	score	score	NOUN
bjmsr-2442	161	13	;	;	PUNCT
bjmsr-2442	161	14	otherwise	otherwise	ADV
bjmsr-2442	161	15	,	,	PUNCT
bjmsr-2442	161	16	assign	assign	VERB
bjmsr-2442	161	17	-1	-1	PUNCT
bjmsr-2442	161	18	(	(	PUNCT
bjmsr-2442	161	19	indicating	indicate	VERB
bjmsr-2442	161	20	poor	poor	ADJ
bjmsr-2442	161	21	clustering	clustering	NOUN
bjmsr-2442	161	22	)	)	PUNCT
bjmsr-2442	161	23	.	.	PUNCT
bjmsr-2442	162	1			PROPN
bjmsr-2442	162	2	apply	apply	VERB
bjmsr-2442	162	3	agglomerative	agglomerative	ADJ
bjmsr-2442	162	4	hierarchical	hierarchical	ADJ
bjmsr-2442	162	5	clustering	clustering	NOUN
bjmsr-2442	162	6	with	with	ADP
bjmsr-2442	162	7	n_clusters=3	n_clusters=3	PROPN
bjmsr-2442	162	8	.	.	PUNCT
bjmsr-2442	163	1			PROPN
bjmsr-2442	163	2	fit	fit	VERB
bjmsr-2442	163	3	the	the	DET
bjmsr-2442	163	4	model	model	NOUN
bjmsr-2442	163	5	to	to	ADP
bjmsr-2442	163	6	the	the	DET
bjmsr-2442	163	7	normalized	normalize	VERB
bjmsr-2442	163	8	data	datum	NOUN
bjmsr-2442	163	9	.	.	PUNCT
bjmsr-2442	164	1			PROPN
bjmsr-2442	164	2	assign	assign	NOUN
bjmsr-2442	164	3	cluster	cluster	NOUN
bjmsr-2442	164	4	labels	label	NOUN
bjmsr-2442	164	5	.	.	PUNCT
bjmsr-2442	165	1			PRON
bjmsr-2442	165	2	compute	compute	VERB
bjmsr-2442	165	3	the	the	DET
bjmsr-2442	165	4	silhouette	silhouette	NOUN
bjmsr-2442	165	5	score	score	NOUN
bjmsr-2442	165	6	for	for	ADP
bjmsr-2442	165	7	the	the	DET
bjmsr-2442	165	8	results	result	NOUN
bjmsr-2442	165	9	.	.	PUNCT
bjmsr-2442	166	1	step	step	VERB
bjmsr-2442	166	2	7	7	NUM
bjmsr-2442	166	3	:	:	PUNCT
bjmsr-2442	166	4	dimensionality	dimensionality	NOUN
bjmsr-2442	166	5	reduction	reduction	NOUN
bjmsr-2442	166	6	visualization	visualization	NOUN
bjmsr-2442	166	7			NOUN
bjmsr-2442	166	8	use	use	VERB
bjmsr-2442	166	9	principal	principal	ADJ
bjmsr-2442	166	10	component	component	NOUN
bjmsr-2442	166	11	analysis	analysis	NOUN
bjmsr-2442	166	12	(	(	PUNCT
bjmsr-2442	166	13	pca	pca	NOUN
bjmsr-2442	166	14	)	)	PUNCT
bjmsr-2442	166	15	to	to	PART
bjmsr-2442	166	16	reduce	reduce	VERB
bjmsr-2442	166	17	the	the	DET
bjmsr-2442	166	18	dataset	dataset	NOUN
bjmsr-2442	166	19	from	from	ADP
bjmsr-2442	166	20	3d	3d	NUM
bjmsr-2442	166	21	to	to	ADP
bjmsr-2442	166	22	2d	2d	NOUN
bjmsr-2442	166	23	.	.	PUNCT
bjmsr-2442	167	1			NOUN
bjmsr-2442	167	2	plot	plot	NOUN
bjmsr-2442	167	3	scatter	scatter	NOUN
bjmsr-2442	167	4	graphs	graph	NOUN
bjmsr-2442	167	5	for	for	ADP
bjmsr-2442	167	6	each	each	DET
bjmsr-2442	167	7	clustering	cluster	VERB
bjmsr-2442	167	8	method	method	NOUN
bjmsr-2442	167	9	using	use	VERB
bjmsr-2442	167	10	pca	pca	NOUN
bjmsr-2442	167	11	-	-	PUNCT
bjmsr-2442	167	12	transformed	transform	VERB
bjmsr-2442	167	13	data	datum	NOUN
bjmsr-2442	167	14	.	.	PUNCT
bjmsr-2442	168	1			NOUN
bjmsr-2442	168	2	use	use	VERB
bjmsr-2442	168	3	different	different	ADJ
bjmsr-2442	168	4	colors	color	NOUN
bjmsr-2442	168	5	to	to	PART
bjmsr-2442	168	6	represent	represent	VERB
bjmsr-2442	168	7	different	different	ADJ
bjmsr-2442	168	8	clusters	cluster	NOUN
bjmsr-2442	168	9	for	for	ADP
bjmsr-2442	168	10	:	:	PUNCT
bjmsr-2442	168	11			X
bjmsr-2442	168	12	k	k	X
bjmsr-2442	168	13	-	-	PUNCT
bjmsr-2442	168	14	means	mean	VERB
bjmsr-2442	168	15			NOUN
bjmsr-2442	168	16	dbscan	dbscan	NOUN
bjmsr-2442	168	17			NOUN
bjmsr-2442	168	18	agglomerative	agglomerative	ADJ
bjmsr-2442	168	19	clustering	clustering	ADJ
bjmsr-2442	168	20	step	step	NOUN
bjmsr-2442	168	21	9	9	NUM
bjmsr-2442	168	22	:	:	PUNCT
bjmsr-2442	168	23	performance	performance	NOUN
bjmsr-2442	168	24	comparison	comparison	NOUN
bjmsr-2442	168	25	step	step	NOUN
bjmsr-2442	168	26	10	10	NUM
bjmsr-2442	168	27	:	:	PUNCT
bjmsr-2442	168	28	output	output	NOUN
bjmsr-2442	168	29	results	result	NOUN
bjmsr-2442	168	30	end	end	VERB
bjmsr-2442	168	31	step	step	NOUN
bjmsr-2442	168	32	8	8	NUM
bjmsr-2442	168	33	:	:	PUNCT
bjmsr-2442	168	34	generate	generate	VERB
bjmsr-2442	168	35	dendrogram	dendrogram	NOUN
bjmsr-2442	168	36			NOUN
bjmsr-2442	168	37	apply	apply	VERB
bjmsr-2442	168	38	ward	ward	NOUN
bjmsr-2442	168	39	's	's	PART
bjmsr-2442	168	40	linkage	linkage	NOUN
bjmsr-2442	168	41	method	method	NOUN
bjmsr-2442	168	42	to	to	PART
bjmsr-2442	168	43	generate	generate	VERB
bjmsr-2442	168	44	a	a	DET
bjmsr-2442	168	45	dendrogram	dendrogram	NOUN
bjmsr-2442	168	46	.	.	PUNCT
bjmsr-2442	169	1			PUNCT
bjmsr-2442	169	2	the	the	DET
bjmsr-2442	169	3	dendrogram	dendrogram	NOUN
bjmsr-2442	169	4	visualizes	visualize	VERB
bjmsr-2442	169	5	the	the	DET
bjmsr-2442	169	6	hierarchical	hierarchical	ADJ
bjmsr-2442	169	7	structure	structure	NOUN
bjmsr-2442	169	8	of	of	ADP
bjmsr-2442	169	9	clusters	cluster	NOUN
bjmsr-2442	169	10	formed	form	VERB
bjmsr-2442	169	11	by	by	ADP
bjmsr-2442	169	12	agglomerative	agglomerative	ADJ
bjmsr-2442	169	13	clustering	clustering	NOUN
bjmsr-2442	169	14	.	.	PUNCT
bjmsr-2442	170	1	shannaq	shannaq	PROPN
bjmsr-2442	170	2	et	et	PROPN
bjmsr-2442	170	3	al	al	PROPN
bjmsr-2442	170	4	.	.	PROPN
bjmsr-2442	170	5	,	,	PUNCT
bjmsr-2442	170	6	bangladesh	bangladesh	PROPN
bjmsr-2442	170	7	journal	journal	NOUN
bjmsr-2442	170	8	of	of	ADP
bjmsr-2442	170	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	170	10	scientific	scientific	ADJ
bjmsr-2442	170	11	research	research	NOUN
bjmsr-2442	170	12	10(4	10(4	NUM
bjmsr-2442	170	13	)	)	PUNCT
bjmsr-2442	170	14	(	(	PUNCT
bjmsr-2442	170	15	2025	2025	NUM
bjmsr-2442	170	16	)	)	PUNCT
bjmsr-2442	170	17	,	,	PUNCT
bjmsr-2442	170	18	1	1	NUM
bjmsr-2442	170	19	-	-	SYM
bjmsr-2442	170	20	10	10	NUM
bjmsr-2442	170	21	7	7	NUM
bjmsr-2442	170	22	figure	figure	NOUN
bjmsr-2442	170	23	3	3	NUM
bjmsr-2442	170	24	demonstrates	demonstrate	VERB
bjmsr-2442	170	25	the	the	DET
bjmsr-2442	170	26	comparison	comparison	NOUN
bjmsr-2442	170	27	of	of	ADP
bjmsr-2442	170	28	clustering	clustering	ADJ
bjmsr-2442	170	29	methods	method	NOUN
bjmsr-2442	170	30	,	,	PUNCT
bjmsr-2442	170	31	and	and	CCONJ
bjmsr-2442	170	32	figure	figure	VERB
bjmsr-2442	170	33	4	4	NUM
bjmsr-2442	170	34	presents	present	VERB
bjmsr-2442	170	35	the	the	DET
bjmsr-2442	170	36	agglomerative	agglomerative	ADJ
bjmsr-2442	170	37	dendrogram	dendrogram	NOUN
bjmsr-2442	170	38	.	.	PUNCT
bjmsr-2442	171	1	figure	figure	VERB
bjmsr-2442	171	2	3	3	NUM
bjmsr-2442	171	3	.	.	NOUN
bjmsr-2442	171	4	comparison	comparison	NOUN
bjmsr-2442	171	5	of	of	ADP
bjmsr-2442	171	6	clustering	clustering	ADJ
bjmsr-2442	171	7	methods	method	NOUN
bjmsr-2442	171	8	figure	figure	VERB
bjmsr-2442	171	9	4	4	NUM
bjmsr-2442	171	10	.	.	NOUN
bjmsr-2442	171	11	agglomerative	agglomerative	ADJ
bjmsr-2442	171	12	dendrogram	dendrogram	NOUN
bjmsr-2442	171	13	explanation	explanation	NOUN
bjmsr-2442	171	14	of	of	ADP
bjmsr-2442	171	15	clustering	clustering	ADJ
bjmsr-2442	171	16	results	result	NOUN
bjmsr-2442	171	17	and	and	CCONJ
bjmsr-2442	171	18	silhouette	silhouette	NOUN
bjmsr-2442	171	19	score	score	NOUN
bjmsr-2442	171	20	comparison	comparison	NOUN
bjmsr-2442	171	21	the	the	DET
bjmsr-2442	171	22	silhouette	silhouette	NOUN
bjmsr-2442	171	23	score	score	NOUN
bjmsr-2442	171	24	is	be	AUX
bjmsr-2442	171	25	used	use	VERB
bjmsr-2442	171	26	to	to	PART
bjmsr-2442	171	27	evaluate	evaluate	VERB
bjmsr-2442	171	28	the	the	DET
bjmsr-2442	171	29	effectiveness	effectiveness	NOUN
bjmsr-2442	171	30	of	of	ADP
bjmsr-2442	171	31	the	the	DET
bjmsr-2442	171	32	clustering	clustering	ADJ
bjmsr-2442	171	33	results	result	NOUN
bjmsr-2442	171	34	by	by	ADP
bjmsr-2442	171	35	measuring	measure	VERB
bjmsr-2442	171	36	the	the	DET
bjmsr-2442	171	37	similarity	similarity	NOUN
bjmsr-2442	171	38	between	between	ADP
bjmsr-2442	171	39	each	each	DET
bjmsr-2442	171	40	data	data	NOUN
bjmsr-2442	171	41	point	point	NOUN
bjmsr-2442	171	42	and	and	CCONJ
bjmsr-2442	171	43	its	its	PRON
bjmsr-2442	171	44	cluster	cluster	NOUN
bjmsr-2442	171	45	compared	compare	VERB
bjmsr-2442	171	46	to	to	ADP
bjmsr-2442	171	47	points	point	NOUN
bjmsr-2442	171	48	in	in	ADP
bjmsr-2442	171	49	other	other	ADJ
bjmsr-2442	171	50	clusters	cluster	NOUN
bjmsr-2442	171	51	.	.	PUNCT
bjmsr-2442	172	1	scores	score	NOUN
bjmsr-2442	172	2	range	range	VERB
bjmsr-2442	172	3	from	from	ADP
bjmsr-2442	172	4	–	–	PUNCT
bjmsr-2442	172	5	1	1	NUM
bjmsr-2442	172	6	to	to	ADP
bjmsr-2442	172	7	1	1	NUM
bjmsr-2442	172	8	,	,	PUNCT
bjmsr-2442	172	9	where	where	SCONJ
bjmsr-2442	172	10	values	value	NOUN
bjmsr-2442	172	11	near	near	ADP
bjmsr-2442	172	12	1	1	NUM
bjmsr-2442	172	13	indicate	indicate	VERB
bjmsr-2442	172	14	that	that	SCONJ
bjmsr-2442	172	15	clusters	cluster	NOUN
bjmsr-2442	172	16	are	be	AUX
bjmsr-2442	172	17	well	well	ADV
bjmsr-2442	172	18	separated	separate	VERB
bjmsr-2442	172	19	and	and	CCONJ
bjmsr-2442	172	20	internally	internally	ADV
bjmsr-2442	172	21	cohesive	cohesive	ADJ
bjmsr-2442	172	22	,	,	PUNCT
bjmsr-2442	172	23	reflecting	reflect	VERB
bjmsr-2442	172	24	excellent	excellent	ADJ
bjmsr-2442	172	25	delineation	delineation	NOUN
bjmsr-2442	172	26	among	among	ADP
bjmsr-2442	172	27	groups	group	NOUN
bjmsr-2442	172	28	.	.	PUNCT
bjmsr-2442	173	1	scores	score	NOUN
bjmsr-2442	173	2	around	around	ADP
bjmsr-2442	173	3	zero	zero	NUM
bjmsr-2442	173	4	suggest	suggest	VERB
bjmsr-2442	173	5	substantial	substantial	ADJ
bjmsr-2442	173	6	overlap	overlap	NOUN
bjmsr-2442	173	7	between	between	ADP
bjmsr-2442	173	8	clusters	cluster	NOUN
bjmsr-2442	173	9	,	,	PUNCT
bjmsr-2442	173	10	implying	imply	VERB
bjmsr-2442	173	11	that	that	SCONJ
bjmsr-2442	173	12	the	the	DET
bjmsr-2442	173	13	clustering	cluster	VERB
bjmsr-2442	173	14	structure	structure	NOUN
bjmsr-2442	173	15	may	may	AUX
bjmsr-2442	173	16	not	not	PART
bjmsr-2442	173	17	be	be	AUX
bjmsr-2442	173	18	optimal	optimal	ADJ
bjmsr-2442	173	19	.	.	PUNCT
bjmsr-2442	174	1	negative	negative	ADJ
bjmsr-2442	174	2	values	value	NOUN
bjmsr-2442	174	3	indicate	indicate	VERB
bjmsr-2442	174	4	that	that	SCONJ
bjmsr-2442	174	5	some	some	DET
bjmsr-2442	174	6	samples	sample	NOUN
bjmsr-2442	174	7	are	be	AUX
bjmsr-2442	174	8	likely	likely	ADV
bjmsr-2442	174	9	misassigned	misassigne	VERB
bjmsr-2442	174	10	,	,	PUNCT
bjmsr-2442	174	11	as	as	SCONJ
bjmsr-2442	174	12	they	they	PRON
bjmsr-2442	174	13	are	be	AUX
bjmsr-2442	174	14	closer	close	ADJ
bjmsr-2442	174	15	to	to	ADP
bjmsr-2442	174	16	points	point	NOUN
bjmsr-2442	174	17	in	in	ADP
bjmsr-2442	174	18	another	another	DET
bjmsr-2442	174	19	cluster	cluster	NOUN
bjmsr-2442	174	20	than	than	ADP
bjmsr-2442	174	21	to	to	ADP
bjmsr-2442	174	22	those	those	PRON
bjmsr-2442	174	23	within	within	ADP
bjmsr-2442	174	24	their	their	PRON
bjmsr-2442	174	25	group	group	NOUN
bjmsr-2442	174	26	.	.	PUNCT
bjmsr-2442	175	1	the	the	DET
bjmsr-2442	175	2	three	three	NUM
bjmsr-2442	175	3	clustering	clustering	ADJ
bjmsr-2442	175	4	methods	method	NOUN
bjmsr-2442	175	5	yield	yield	VERB
bjmsr-2442	175	6	the	the	DET
bjmsr-2442	175	7	following	follow	VERB
bjmsr-2442	175	8	silhouette	silhouette	NOUN
bjmsr-2442	175	9	scores	score	NOUN
bjmsr-2442	175	10	for	for	ADP
bjmsr-2442	175	11	evaluation	evaluation	NOUN
bjmsr-2442	175	12	:	:	PUNCT
bjmsr-2442	175	13	k	k	X
bjmsr-2442	175	14	-	-	PUNCT
bjmsr-2442	175	15	means	mean	VERB
bjmsr-2442	175	16	clustering	clustering	NOUN
bjmsr-2442	175	17	(	(	PUNCT
bjmsr-2442	175	18	silhouette	silhouette	NOUN
bjmsr-2442	175	19	score	score	NOUN
bjmsr-2442	175	20	=	=	SYM
bjmsr-2442	175	21	0.262118	0.262118	NUM
bjmsr-2442	175	22	)	)	PUNCT
bjmsr-2442	175	23	k	k	NOUN
bjmsr-2442	175	24	-	-	PUNCT
bjmsr-2442	175	25	means	means	NOUN
bjmsr-2442	175	26	is	be	AUX
bjmsr-2442	175	27	a	a	DET
bjmsr-2442	175	28	centroid	centroid	NOUN
bjmsr-2442	175	29	-	-	PUNCT
bjmsr-2442	175	30	based	base	VERB
bjmsr-2442	175	31	clustering	clustering	ADJ
bjmsr-2442	175	32	algorithm	algorithm	NOUN
bjmsr-2442	175	33	that	that	PRON
bjmsr-2442	175	34	partitions	partition	VERB
bjmsr-2442	175	35	data	datum	NOUN
bjmsr-2442	175	36	into	into	ADP
bjmsr-2442	175	37	k	k	PROPN
bjmsr-2442	175	38	clusters	cluster	NOUN
bjmsr-2442	175	39	by	by	ADP
bjmsr-2442	175	40	minimizing	minimize	VERB
bjmsr-2442	175	41	the	the	DET
bjmsr-2442	175	42	variance	variance	NOUN
bjmsr-2442	175	43	within	within	ADP
bjmsr-2442	175	44	each	each	DET
bjmsr-2442	175	45	cluster	cluster	NOUN
bjmsr-2442	175	46	.	.	PUNCT
bjmsr-2442	176	1	in	in	ADP
bjmsr-2442	176	2	this	this	DET
bjmsr-2442	176	3	analysis	analysis	NOUN
bjmsr-2442	176	4	,	,	PUNCT
bjmsr-2442	176	5	the	the	DET
bjmsr-2442	176	6	resulting	result	VERB
bjmsr-2442	176	7	silhouette	silhouette	NOUN
bjmsr-2442	176	8	score	score	NOUN
bjmsr-2442	176	9	of	of	ADP
bjmsr-2442	176	10	0.26	0.26	NUM
bjmsr-2442	176	11	indicates	indicate	VERB
bjmsr-2442	176	12	that	that	SCONJ
bjmsr-2442	176	13	,	,	PUNCT
bjmsr-2442	176	14	while	while	SCONJ
bjmsr-2442	176	15	clusters	cluster	NOUN
bjmsr-2442	176	16	are	be	AUX
bjmsr-2442	176	17	reasonably	reasonably	ADV
bjmsr-2442	176	18	well	well	ADV
bjmsr-2442	176	19	defined	define	VERB
bjmsr-2442	176	20	,	,	PUNCT
bjmsr-2442	176	21	there	there	PRON
bjmsr-2442	176	22	is	be	VERB
bjmsr-2442	176	23	still	still	ADV
bjmsr-2442	176	24	some	some	DET
bjmsr-2442	176	25	overlap	overlap	NOUN
bjmsr-2442	176	26	among	among	ADP
bjmsr-2442	176	27	them	they	PRON
bjmsr-2442	176	28	.	.	PUNCT
bjmsr-2442	177	1	because	because	SCONJ
bjmsr-2442	177	2	k	k	NOUN
bjmsr-2442	177	3	-	-	PUNCT
bjmsr-2442	177	4	means	mean	VERB
bjmsr-2442	177	5	group	group	NOUN
bjmsr-2442	177	6	’s	’s	PART
bjmsr-2442	177	7	observations	observation	NOUN
bjmsr-2442	177	8	based	base	VERB
bjmsr-2442	177	9	on	on	ADP
bjmsr-2442	177	10	similarity	similarity	NOUN
bjmsr-2442	177	11	,	,	PUNCT
bjmsr-2442	177	12	specific	specific	ADJ
bjmsr-2442	177	13	job	job	NOUN
bjmsr-2442	177	14	roles	role	NOUN
bjmsr-2442	177	15	or	or	CCONJ
bjmsr-2442	177	16	skill	skill	NOUN
bjmsr-2442	177	17	profiles	profile	NOUN
bjmsr-2442	177	18	may	may	AUX
bjmsr-2442	177	19	not	not	PART
bjmsr-2442	177	20	fit	fit	VERB
bjmsr-2442	177	21	neatly	neatly	ADV
bjmsr-2442	177	22	into	into	ADP
bjmsr-2442	177	23	any	any	DET
bjmsr-2442	177	24	one	one	NUM
bjmsr-2442	177	25	cluster	cluster	NOUN
bjmsr-2442	177	26	,	,	PUNCT
bjmsr-2442	177	27	limiting	limit	VERB
bjmsr-2442	177	28	the	the	DET
bjmsr-2442	177	29	algorithm	algorithm	NOUN
bjmsr-2442	177	30	's	's	PART
bjmsr-2442	177	31	ability	ability	NOUN
bjmsr-2442	177	32	to	to	PART
bjmsr-2442	177	33	assign	assign	VERB
bjmsr-2442	177	34	all	all	DET
bjmsr-2442	177	35	roles	role	NOUN
bjmsr-2442	177	36	unambiguously	unambiguously	ADV
bjmsr-2442	177	37	.	.	PUNCT
bjmsr-2442	178	1	additionally	additionally	ADV
bjmsr-2442	178	2	,	,	PUNCT
bjmsr-2442	178	3	k	k	X
bjmsr-2442	178	4	-	-	PUNCT
bjmsr-2442	178	5	means	means	NOUN
bjmsr-2442	178	6	assumes	assume	VERB
bjmsr-2442	178	7	clusters	cluster	NOUN
bjmsr-2442	178	8	are	be	AUX
bjmsr-2442	178	9	roughly	roughly	ADV
bjmsr-2442	178	10	spherical	spherical	ADJ
bjmsr-2442	178	11	—	—	PUNCT
bjmsr-2442	178	12	a	a	DET
bjmsr-2442	178	13	constraint	constraint	NOUN
bjmsr-2442	178	14	that	that	PRON
bjmsr-2442	178	15	may	may	AUX
bjmsr-2442	178	16	not	not	PART
bjmsr-2442	178	17	accurately	accurately	ADV
bjmsr-2442	178	18	reflect	reflect	VERB
bjmsr-2442	178	19	the	the	DET
bjmsr-2442	178	20	actual	actual	ADJ
bjmsr-2442	178	21	structure	structure	NOUN
bjmsr-2442	178	22	of	of	ADP
bjmsr-2442	178	23	workforce	workforce	PROPN
bjmsr-2442	178	24	segmentation	segmentation	NOUN
bjmsr-2442	178	25	.	.	PUNCT
bjmsr-2442	179	1	dbscan	dbscan	PROPN
bjmsr-2442	179	2	achieved	achieve	VERB
bjmsr-2442	179	3	a	a	DET
bjmsr-2442	179	4	silhouette	silhouette	NOUN
bjmsr-2442	179	5	score	score	NOUN
bjmsr-2442	179	6	measurement	measurement	NOUN
bjmsr-2442	179	7	of	of	ADP
bjmsr-2442	179	8	0.092709	0.092709	NUM
bjmsr-2442	179	9	dbscan	dbscan	NOUN
bjmsr-2442	179	10	's	's	PART
bjmsr-2442	179	11	clustering	clustering	ADJ
bjmsr-2442	179	12	approach	approach	NOUN
bjmsr-2442	179	13	relies	rely	VERB
bjmsr-2442	179	14	on	on	ADP
bjmsr-2442	179	15	identifying	identify	VERB
bjmsr-2442	179	16	dense	dense	ADJ
bjmsr-2442	179	17	regions	region	NOUN
bjmsr-2442	179	18	of	of	ADP
bjmsr-2442	179	19	data	datum	NOUN
bjmsr-2442	179	20	to	to	PART
bjmsr-2442	179	21	distinguish	distinguish	VERB
bjmsr-2442	179	22	core	core	NOUN
bjmsr-2442	179	23	points	point	NOUN
bjmsr-2442	179	24	,	,	PUNCT
bjmsr-2442	179	25	border	border	NOUN
bjmsr-2442	179	26	points	point	NOUN
bjmsr-2442	179	27	,	,	PUNCT
bjmsr-2442	179	28	and	and	CCONJ
bjmsr-2442	179	29	noise	noise	NOUN
bjmsr-2442	179	30	points	point	NOUN
bjmsr-2442	179	31	;	;	PUNCT
bjmsr-2442	179	32	however	however	ADV
bjmsr-2442	179	33	,	,	PUNCT
bjmsr-2442	179	34	in	in	ADP
bjmsr-2442	179	35	this	this	DET
bjmsr-2442	179	36	analysis	analysis	NOUN
bjmsr-2442	179	37	,	,	PUNCT
bjmsr-2442	179	38	the	the	DET
bjmsr-2442	179	39	algorithm	algorithm	NOUN
bjmsr-2442	179	40	's	's	PART
bjmsr-2442	179	41	performance	performance	NOUN
bjmsr-2442	179	42	was	be	AUX
bjmsr-2442	179	43	inadequate	inadequate	ADJ
bjmsr-2442	179	44	,	,	PUNCT
bjmsr-2442	179	45	as	as	SCONJ
bjmsr-2442	179	46	reflected	reflect	VERB
bjmsr-2442	179	47	by	by	ADP
bjmsr-2442	179	48	a	a	DET
bjmsr-2442	179	49	low	low	ADJ
bjmsr-2442	179	50	silhouette	silhouette	NOUN
bjmsr-2442	179	51	score	score	NOUN
bjmsr-2442	179	52	of	of	ADP
bjmsr-2442	179	53	0.09	0.09	NUM
bjmsr-2442	179	54	.	.	PUNCT
bjmsr-2442	180	1	the	the	DET
bjmsr-2442	180	2	underlying	underlie	VERB
bjmsr-2442	180	3	dataset	dataset	NOUN
bjmsr-2442	180	4	contains	contain	VERB
bjmsr-2442	180	5	numerous	numerous	ADJ
bjmsr-2442	180	6	low	low	ADJ
bjmsr-2442	180	7	-	-	PUNCT
bjmsr-2442	180	8	density	density	NOUN
bjmsr-2442	180	9	areas	area	NOUN
bjmsr-2442	180	10	,	,	PUNCT
bjmsr-2442	180	11	which	which	PRON
bjmsr-2442	180	12	hinder	hinder	VERB
bjmsr-2442	180	13	the	the	DET
bjmsr-2442	180	14	formation	formation	NOUN
bjmsr-2442	180	15	of	of	ADP
bjmsr-2442	180	16	meaningful	meaningful	ADJ
bjmsr-2442	180	17	clusters	cluster	NOUN
bjmsr-2442	180	18	because	because	SCONJ
bjmsr-2442	180	19	noise	noise	NOUN
bjmsr-2442	180	20	points	point	NOUN
bjmsr-2442	180	21	dominate	dominate	VERB
bjmsr-2442	180	22	the	the	DET
bjmsr-2442	180	23	structure	structure	NOUN
bjmsr-2442	180	24	.	.	PUNCT
bjmsr-2442	181	1	as	as	ADP
bjmsr-2442	181	2	a	a	DET
bjmsr-2442	181	3	result	result	NOUN
bjmsr-2442	181	4	,	,	PUNCT
bjmsr-2442	181	5	dbscan	dbscan	NOUN
bjmsr-2442	181	6	struggled	struggle	VERB
bjmsr-2442	181	7	to	to	PART
bjmsr-2442	181	8	generate	generate	VERB
bjmsr-2442	181	9	workforce	workforce	NOUN
bjmsr-2442	181	10	-	-	PUNCT
bjmsr-2442	181	11	related	relate	VERB
bjmsr-2442	181	12	groups	group	NOUN
bjmsr-2442	181	13	that	that	PRON
bjmsr-2442	181	14	align	align	VERB
bjmsr-2442	181	15	shannaq	shannaq	PROPN
bjmsr-2442	181	16	et	et	PROPN
bjmsr-2442	181	17	al	al	PROPN
bjmsr-2442	181	18	.	.	PROPN
bjmsr-2442	181	19	,	,	PUNCT
bjmsr-2442	181	20	bangladesh	bangladesh	PROPN
bjmsr-2442	181	21	journal	journal	NOUN
bjmsr-2442	181	22	of	of	ADP
bjmsr-2442	181	23	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	181	24	scientific	scientific	ADJ
bjmsr-2442	181	25	research	research	NOUN
bjmsr-2442	181	26	10(4	10(4	NUM
bjmsr-2442	181	27	)	)	PUNCT
bjmsr-2442	181	28	(	(	PUNCT
bjmsr-2442	181	29	2025	2025	NUM
bjmsr-2442	181	30	)	)	PUNCT
bjmsr-2442	181	31	,	,	PUNCT
bjmsr-2442	181	32	1	1	NUM
bjmsr-2442	181	33	-	-	SYM
bjmsr-2442	181	34	10	10	NUM
bjmsr-2442	181	35	8	8	NUM
bjmsr-2442	181	36	with	with	ADP
bjmsr-2442	181	37	ai	ai	ADJ
bjmsr-2442	181	38	adoption	adoption	NOUN
bjmsr-2442	181	39	patterns	pattern	NOUN
bjmsr-2442	181	40	.	.	PUNCT
bjmsr-2442	182	1	in	in	ADP
bjmsr-2442	182	2	essence	essence	NOUN
bjmsr-2442	182	3	,	,	PUNCT
bjmsr-2442	182	4	the	the	DET
bjmsr-2442	182	5	lack	lack	NOUN
bjmsr-2442	182	6	of	of	ADP
bjmsr-2442	182	7	clear	clear	ADJ
bjmsr-2442	182	8	density	density	NOUN
bjmsr-2442	182	9	-	-	PUNCT
bjmsr-2442	182	10	based	base	VERB
bjmsr-2442	182	11	separation	separation	NOUN
bjmsr-2442	182	12	within	within	ADP
bjmsr-2442	182	13	the	the	DET
bjmsr-2442	182	14	workforce	workforce	NOUN
bjmsr-2442	182	15	and	and	CCONJ
bjmsr-2442	182	16	ai	ai	NOUN
bjmsr-2442	182	17	-	-	PUNCT
bjmsr-2442	182	18	adoption	adoption	NOUN
bjmsr-2442	182	19	data	datum	NOUN
bjmsr-2442	182	20	rendered	render	VERB
bjmsr-2442	182	21	dbscan	dbscan	PROPN
bjmsr-2442	182	22	ineffective	ineffective	ADJ
bjmsr-2442	182	23	for	for	ADP
bjmsr-2442	182	24	producing	produce	VERB
bjmsr-2442	182	25	relevant	relevant	ADJ
bjmsr-2442	182	26	clusters	cluster	NOUN
bjmsr-2442	182	27	in	in	ADP
bjmsr-2442	182	28	this	this	DET
bjmsr-2442	182	29	context	context	NOUN
bjmsr-2442	182	30	.	.	PUNCT
bjmsr-2442	183	1	agglomerative	agglomerative	ADJ
bjmsr-2442	183	2	hierarchical	hierarchical	ADJ
bjmsr-2442	183	3	clustering	clustering	NOUN
bjmsr-2442	183	4	(	(	PUNCT
bjmsr-2442	183	5	silhouette	silhouette	NOUN
bjmsr-2442	183	6	score	score	NOUN
bjmsr-2442	183	7	=	=	NOUN
bjmsr-2442	183	8	0.288834	0.288834	NUM
bjmsr-2442	183	9	)	)	PUNCT
bjmsr-2442	183	10	hierarchical	hierarchical	ADJ
bjmsr-2442	183	11	clustering	clustering	NOUN
bjmsr-2442	183	12	constructs	construct	NOUN
bjmsr-2442	183	13	a	a	DET
bjmsr-2442	183	14	dendrogram	dendrogram	NOUN
bjmsr-2442	183	15	by	by	ADP
bjmsr-2442	183	16	iteratively	iteratively	ADV
bjmsr-2442	183	17	merging	merge	VERB
bjmsr-2442	183	18	groups	group	NOUN
bjmsr-2442	183	19	that	that	PRON
bjmsr-2442	183	20	exhibit	exhibit	VERB
bjmsr-2442	183	21	the	the	DET
bjmsr-2442	183	22	highest	high	ADJ
bjmsr-2442	183	23	similarity	similarity	NOUN
bjmsr-2442	183	24	.	.	PUNCT
bjmsr-2442	184	1	this	this	DET
bjmsr-2442	184	2	study	study	NOUN
bjmsr-2442	184	3	achieved	achieve	VERB
bjmsr-2442	184	4	a	a	DET
bjmsr-2442	184	5	silhouette	silhouette	NOUN
bjmsr-2442	184	6	score	score	NOUN
bjmsr-2442	184	7	of	of	ADP
bjmsr-2442	184	8	0.29	0.29	NUM
bjmsr-2442	184	9	—	—	PUNCT
bjmsr-2442	184	10	surpassing	surpass	VERB
bjmsr-2442	184	11	both	both	CCONJ
bjmsr-2442	184	12	dbscan	dbscan	NOUN
bjmsr-2442	184	13	and	and	CCONJ
bjmsr-2442	184	14	k	k	NOUN
bjmsr-2442	184	15	-	-	PUNCT
bjmsr-2442	184	16	means	mean	NOUN
bjmsr-2442	184	17	—	—	PUNCT
bjmsr-2442	184	18	making	make	VERB
bjmsr-2442	184	19	it	it	PRON
bjmsr-2442	184	20	the	the	DET
bjmsr-2442	184	21	most	most	ADV
bjmsr-2442	184	22	effective	effective	ADJ
bjmsr-2442	184	23	method	method	NOUN
bjmsr-2442	184	24	for	for	ADP
bjmsr-2442	184	25	the	the	DET
bjmsr-2442	184	26	given	give	VERB
bjmsr-2442	184	27	dataset	dataset	NOUN
bjmsr-2442	184	28	.	.	PUNCT
bjmsr-2442	185	1	the	the	DET
bjmsr-2442	185	2	resulting	result	VERB
bjmsr-2442	185	3	hierarchy	hierarchy	NOUN
bjmsr-2442	185	4	reveals	reveal	VERB
bjmsr-2442	185	5	that	that	SCONJ
bjmsr-2442	185	6	job	job	NOUN
bjmsr-2442	185	7	roles	role	NOUN
bjmsr-2442	185	8	,	,	PUNCT
bjmsr-2442	185	9	their	their	PRON
bjmsr-2442	185	10	associated	associated	ADJ
bjmsr-2442	185	11	skill	skill	NOUN
bjmsr-2442	185	12	categories	category	NOUN
bjmsr-2442	185	13	,	,	PUNCT
bjmsr-2442	185	14	and	and	CCONJ
bjmsr-2442	185	15	ai	ai	VERB
bjmsr-2442	185	16	adoption	adoption	NOUN
bjmsr-2442	185	17	levels	level	NOUN
bjmsr-2442	185	18	naturally	naturally	ADV
bjmsr-2442	185	19	align	align	VERB
bjmsr-2442	185	20	within	within	ADP
bjmsr-2442	185	21	an	an	DET
bjmsr-2442	185	22	intrinsic	intrinsic	ADJ
bjmsr-2442	185	23	structural	structural	ADJ
bjmsr-2442	185	24	framework	framework	NOUN
bjmsr-2442	185	25	.	.	PUNCT
bjmsr-2442	186	1	consequently	consequently	ADV
bjmsr-2442	186	2	,	,	PUNCT
bjmsr-2442	186	3	hierarchical	hierarchical	ADJ
bjmsr-2442	186	4	clustering	clustering	NOUN
bjmsr-2442	186	5	enables	enable	VERB
bjmsr-2442	186	6	researchers	researcher	NOUN
bjmsr-2442	186	7	to	to	AUX
bjmsr-2442	186	8	more	more	ADV
bjmsr-2442	186	9	accurately	accurately	ADV
bjmsr-2442	186	10	capture	capture	VERB
bjmsr-2442	186	11	gradual	gradual	ADJ
bjmsr-2442	186	12	transitions	transition	NOUN
bjmsr-2442	186	13	between	between	ADP
bjmsr-2442	186	14	job	job	NOUN
bjmsr-2442	186	15	categories	category	NOUN
bjmsr-2442	186	16	and	and	CCONJ
bjmsr-2442	186	17	predict	predict	VERB
bjmsr-2442	186	18	ai	ai	INTJ
bjmsr-2442	186	19	adoption	adoption	NOUN
bjmsr-2442	186	20	risks	risk	NOUN
bjmsr-2442	186	21	,	,	PUNCT
bjmsr-2442	186	22	outperforming	outperform	VERB
bjmsr-2442	186	23	alternative	alternative	ADJ
bjmsr-2442	186	24	approaches	approach	NOUN
bjmsr-2442	186	25	such	such	ADJ
bjmsr-2442	186	26	as	as	ADP
bjmsr-2442	186	27	k	k	NOUN
bjmsr-2442	186	28	-	-	PUNCT
bjmsr-2442	186	29	means	means	NOUN
bjmsr-2442	186	30	in	in	ADP
bjmsr-2442	186	31	this	this	DET
bjmsr-2442	186	32	context	context	NOUN
bjmsr-2442	186	33	.	.	PUNCT
bjmsr-2442	187	1	discussions	discussion	NOUN
bjmsr-2442	187	2	the	the	DET
bjmsr-2442	187	3	best	good	ADJ
bjmsr-2442	187	4	results	result	NOUN
bjmsr-2442	187	5	emerged	emerge	VERB
bjmsr-2442	187	6	from	from	ADP
bjmsr-2442	187	7	agglomerative	agglomerative	ADJ
bjmsr-2442	187	8	hierarchical	hierarchical	ADJ
bjmsr-2442	187	9	clustering	clustering	NOUN
bjmsr-2442	187	10	,	,	PUNCT
bjmsr-2442	187	11	with	with	ADP
bjmsr-2442	187	12	a	a	DET
bjmsr-2442	187	13	score	score	NOUN
bjmsr-2442	187	14	of	of	ADP
bjmsr-2442	187	15	0.288	0.288	NUM
bjmsr-2442	187	16	,	,	PUNCT
bjmsr-2442	187	17	indicating	indicate	VERB
bjmsr-2442	187	18	that	that	SCONJ
bjmsr-2442	187	19	workforce	workforce	PROPN
bjmsr-2442	187	20	segmentation	segmentation	NOUN
bjmsr-2442	187	21	benefits	benefit	NOUN
bjmsr-2442	187	22	from	from	ADP
bjmsr-2442	187	23	tree	tree	NOUN
bjmsr-2442	187	24	-	-	PUNCT
bjmsr-2442	187	25	based	base	VERB
bjmsr-2442	187	26	clustering	clustering	NOUN
bjmsr-2442	187	27	that	that	PRON
bjmsr-2442	187	28	develops	develop	VERB
bjmsr-2442	187	29	hierarchical	hierarchical	ADJ
bjmsr-2442	187	30	structures	structure	NOUN
bjmsr-2442	187	31	by	by	ADP
bjmsr-2442	187	32	job	job	NOUN
bjmsr-2442	187	33	role	role	NOUN
bjmsr-2442	187	34	and	and	CCONJ
bjmsr-2442	187	35	ai	ai	VERB
bjmsr-2442	187	36	integration	integration	NOUN
bjmsr-2442	187	37	level	level	NOUN
bjmsr-2442	187	38	.	.	PUNCT
bjmsr-2442	188	1	k	k	X
bjmsr-2442	188	2	-	-	PUNCT
bjmsr-2442	188	3	means	mean	VERB
bjmsr-2442	188	4	clustering	clustering	NOUN
bjmsr-2442	188	5	successfully	successfully	ADV
bjmsr-2442	188	6	segmented	segment	VERB
bjmsr-2442	188	7	the	the	DET
bjmsr-2442	188	8	workforce	workforce	NOUN
bjmsr-2442	188	9	data	datum	NOUN
bjmsr-2442	188	10	into	into	ADP
bjmsr-2442	188	11	reasonably	reasonably	ADV
bjmsr-2442	188	12	well	well	ADV
bjmsr-2442	188	13	-	-	PUNCT
bjmsr-2442	188	14	defined	define	VERB
bjmsr-2442	188	15	groups	group	NOUN
bjmsr-2442	188	16	(	(	PUNCT
bjmsr-2442	188	17	0.262	0.262	NUM
bjmsr-2442	188	18	)	)	PUNCT
bjmsr-2442	188	19	,	,	PUNCT
bjmsr-2442	188	20	although	although	SCONJ
bjmsr-2442	188	21	it	it	PRON
bjmsr-2442	188	22	did	do	AUX
bjmsr-2442	188	23	not	not	PART
bjmsr-2442	188	24	yield	yield	VERB
bjmsr-2442	188	25	flawless	flawless	ADJ
bjmsr-2442	188	26	results	result	NOUN
bjmsr-2442	188	27	.	.	PUNCT
bjmsr-2442	189	1	the	the	DET
bjmsr-2442	189	2	value	value	NOUN
bjmsr-2442	189	3	of	of	ADP
bjmsr-2442	189	4	0.092	0.092	NUM
bjmsr-2442	189	5	for	for	ADP
bjmsr-2442	189	6	dbscan	dbscan	NOUN
bjmsr-2442	189	7	indicates	indicate	VERB
bjmsr-2442	189	8	that	that	SCONJ
bjmsr-2442	189	9	there	there	PRON
bjmsr-2442	189	10	is	be	VERB
bjmsr-2442	189	11	no	no	DET
bjmsr-2442	189	12	substantial	substantial	ADJ
bjmsr-2442	189	13	density	density	NOUN
bjmsr-2442	189	14	-	-	PUNCT
bjmsr-2442	189	15	based	base	VERB
bjmsr-2442	189	16	cluster	cluster	NOUN
bjmsr-2442	189	17	formation	formation	NOUN
bjmsr-2442	189	18	between	between	ADP
bjmsr-2442	189	19	ai	ai	PRON
bjmsr-2442	189	20	adoption	adoption	NOUN
bjmsr-2442	189	21	and	and	CCONJ
bjmsr-2442	189	22	workforce	workforce	NOUN
bjmsr-2442	189	23	composition	composition	NOUN
bjmsr-2442	189	24	.	.	PUNCT
bjmsr-2442	190	1	the	the	DET
bjmsr-2442	190	2	hierarchical	hierarchical	ADJ
bjmsr-2442	190	3	clustering	clustering	ADJ
bjmsr-2442	190	4	methodology	methodology	NOUN
bjmsr-2442	190	5	stands	stand	VERB
bjmsr-2442	190	6	out	out	ADP
bjmsr-2442	190	7	as	as	ADP
bjmsr-2442	190	8	the	the	DET
bjmsr-2442	190	9	most	most	ADV
bjmsr-2442	190	10	effective	effective	ADJ
bjmsr-2442	190	11	method	method	NOUN
bjmsr-2442	190	12	for	for	ADP
bjmsr-2442	190	13	analyzing	analyze	VERB
bjmsr-2442	190	14	the	the	DET
bjmsr-2442	190	15	impact	impact	NOUN
bjmsr-2442	190	16	of	of	ADP
bjmsr-2442	190	17	ai	ai	VERB
bjmsr-2442	190	18	on	on	ADP
bjmsr-2442	190	19	the	the	DET
bjmsr-2442	190	20	workforce	workforce	NOUN
bjmsr-2442	190	21	,	,	PUNCT
bjmsr-2442	190	22	as	as	SCONJ
bjmsr-2442	190	23	it	it	PRON
bjmsr-2442	190	24	aligns	align	VERB
bjmsr-2442	190	25	with	with	ADP
bjmsr-2442	190	26	existing	exist	VERB
bjmsr-2442	190	27	job	job	NOUN
bjmsr-2442	190	28	roles	role	NOUN
bjmsr-2442	190	29	and	and	CCONJ
bjmsr-2442	190	30	industry	industry	NOUN
bjmsr-2442	190	31	divisions	division	NOUN
bjmsr-2442	190	32	.	.	PUNCT
bjmsr-2442	191	1	agglomerative	agglomerative	ADJ
bjmsr-2442	191	2	hierarchical	hierarchical	ADJ
bjmsr-2442	191	3	clustering	clustering	NOUN
bjmsr-2442	191	4	emerges	emerge	NOUN
bjmsr-2442	191	5	as	as	ADP
bjmsr-2442	191	6	the	the	DET
bjmsr-2442	191	7	preferred	preferred	ADJ
bjmsr-2442	191	8	approach	approach	NOUN
bjmsr-2442	191	9	for	for	ADP
bjmsr-2442	191	10	segmenting	segment	VERB
bjmsr-2442	191	11	the	the	DET
bjmsr-2442	191	12	workforce	workforce	NOUN
bjmsr-2442	191	13	based	base	VERB
bjmsr-2442	191	14	on	on	ADP
bjmsr-2442	191	15	ai	ai	PROPN
bjmsr-2442	191	16	adoption	adoption	NOUN
bjmsr-2442	191	17	risk	risk	NOUN
bjmsr-2442	191	18	,	,	PUNCT
bjmsr-2442	191	19	as	as	SCONJ
bjmsr-2442	191	20	it	it	PRON
bjmsr-2442	191	21	consistently	consistently	ADV
bjmsr-2442	191	22	outperforms	outperform	VERB
bjmsr-2442	191	23	alternative	alternative	ADJ
bjmsr-2442	191	24	methods	method	NOUN
bjmsr-2442	191	25	.	.	PUNCT
bjmsr-2442	192	1	to	to	PART
bjmsr-2442	192	2	refine	refine	VERB
bjmsr-2442	192	3	cluster	cluster	NOUN
bjmsr-2442	192	4	validity	validity	NOUN
bjmsr-2442	192	5	,	,	PUNCT
bjmsr-2442	192	6	decision	decision	NOUN
bjmsr-2442	192	7	-	-	PUNCT
bjmsr-2442	192	8	makers	maker	NOUN
bjmsr-2442	192	9	decisionmakers	decisionmaker	NOUN
bjmsr-2442	192	10	should	should	AUX
bjmsr-2442	192	11	pair	pair	VERB
bjmsr-2442	192	12	silhouette	silhouette	NOUN
bjmsr-2442	192	13	analysis	analysis	NOUN
bjmsr-2442	192	14	with	with	ADP
bjmsr-2442	192	15	the	the	DET
bjmsr-2442	192	16	elbow	elbow	NOUN
bjmsr-2442	192	17	method	method	NOUN
bjmsr-2442	192	18	when	when	SCONJ
bjmsr-2442	192	19	selecting	select	VERB
bjmsr-2442	192	20	the	the	DET
bjmsr-2442	192	21	optimal	optimal	ADJ
bjmsr-2442	192	22	number	number	NOUN
bjmsr-2442	192	23	of	of	ADP
bjmsr-2442	192	24	clusters	cluster	NOUN
bjmsr-2442	192	25	(	(	PUNCT
bjmsr-2442	192	26	k	k	NOUN
bjmsr-2442	192	27	)	)	PUNCT
bjmsr-2442	192	28	and	and	CCONJ
bjmsr-2442	192	29	experiment	experiment	NOUN
bjmsr-2442	192	30	with	with	ADP
bjmsr-2442	192	31	multiple	multiple	ADJ
bjmsr-2442	192	32	distance	distance	NOUN
bjmsr-2442	192	33	metrics	metric	NOUN
bjmsr-2442	192	34	—	—	PUNCT
bjmsr-2442	192	35	such	such	ADJ
bjmsr-2442	192	36	as	as	ADP
bjmsr-2442	192	37	euclidean	euclidean	ADJ
bjmsr-2442	192	38	,	,	PUNCT
bjmsr-2442	192	39	manhattan	manhattan	PROPN
bjmsr-2442	192	40	,	,	PUNCT
bjmsr-2442	192	41	and	and	CCONJ
bjmsr-2442	192	42	cosine	cosine	NOUN
bjmsr-2442	192	43	—	—	PUNCT
bjmsr-2442	192	44	to	to	PART
bjmsr-2442	192	45	improve	improve	VERB
bjmsr-2442	192	46	group	group	NOUN
bjmsr-2442	192	47	delineation	delineation	NOUN
bjmsr-2442	192	48	.	.	PUNCT
bjmsr-2442	193	1	in	in	ADP
bjmsr-2442	193	2	contrast	contrast	NOUN
bjmsr-2442	193	3	,	,	PUNCT
bjmsr-2442	193	4	dbscan	dbscan	NOUN
bjmsr-2442	193	5	should	should	AUX
bjmsr-2442	193	6	be	be	AUX
bjmsr-2442	193	7	avoided	avoid	VERB
bjmsr-2442	193	8	for	for	ADP
bjmsr-2442	193	9	workforce	workforce	NOUN
bjmsr-2442	193	10	segmentation	segmentation	NOUN
bjmsr-2442	193	11	since	since	SCONJ
bjmsr-2442	193	12	its	its	PRON
bjmsr-2442	193	13	strength	strength	NOUN
bjmsr-2442	193	14	in	in	ADP
bjmsr-2442	193	15	anomaly	anomaly	NOUN
bjmsr-2442	193	16	detection	detection	NOUN
bjmsr-2442	193	17	does	do	AUX
bjmsr-2442	193	18	not	not	PART
bjmsr-2442	193	19	translate	translate	VERB
bjmsr-2442	193	20	into	into	ADP
bjmsr-2442	193	21	clear	clear	ADJ
bjmsr-2442	193	22	,	,	PUNCT
bjmsr-2442	193	23	actionable	actionable	ADJ
bjmsr-2442	193	24	clusters	cluster	NOUN
bjmsr-2442	193	25	for	for	ADP
bjmsr-2442	193	26	ai	ai	ADJ
bjmsr-2442	193	27	-	-	PUNCT
bjmsr-2442	193	28	driven	drive	VERB
bjmsr-2442	193	29	job	job	NOUN
bjmsr-2442	193	30	profiles	profile	NOUN
bjmsr-2442	193	31	.	.	PUNCT
bjmsr-2442	194	1	nonetheless	nonetheless	ADV
bjmsr-2442	194	2	,	,	PUNCT
bjmsr-2442	194	3	the	the	DET
bjmsr-2442	194	4	proposed	propose	VERB
bjmsr-2442	194	5	framework	framework	NOUN
bjmsr-2442	194	6	remains	remain	VERB
bjmsr-2442	194	7	sufficiently	sufficiently	ADV
bjmsr-2442	194	8	flexible	flexible	ADJ
bjmsr-2442	194	9	to	to	PART
bjmsr-2442	194	10	identify	identify	VERB
bjmsr-2442	194	11	outlier	outlier	ADJ
bjmsr-2442	194	12	occupations	occupation	NOUN
bjmsr-2442	194	13	that	that	PRON
bjmsr-2442	194	14	require	require	VERB
bjmsr-2442	194	15	dedicated	dedicate	VERB
bjmsr-2442	194	16	ai	ai	NOUN
bjmsr-2442	194	17	transition	transition	NOUN
bjmsr-2442	194	18	strategies	strategy	NOUN
bjmsr-2442	194	19	,	,	PUNCT
bjmsr-2442	194	20	even	even	ADV
bjmsr-2442	194	21	outside	outside	ADP
bjmsr-2442	194	22	the	the	DET
bjmsr-2442	194	23	primary	primary	ADJ
bjmsr-2442	194	24	clustering	clustering	NOUN
bjmsr-2442	194	25	process	process	NOUN
bjmsr-2442	194	26	.	.	PUNCT
bjmsr-2442	195	1	enhancements	enhancement	NOUN
bjmsr-2442	195	2	to	to	ADP
bjmsr-2442	195	3	the	the	DET
bjmsr-2442	195	4	underlying	underlie	VERB
bjmsr-2442	195	5	dataset	dataset	NOUN
bjmsr-2442	195	6	—	—	PUNCT
bjmsr-2442	195	7	particularly	particularly	ADV
bjmsr-2442	195	8	by	by	ADP
bjmsr-2442	195	9	incorporating	incorporate	VERB
bjmsr-2442	195	10	finer	finer	ADV
bjmsr-2442	195	11	-	-	PUNCT
bjmsr-2442	195	12	grained	grain	VERB
bjmsr-2442	195	13	features	feature	NOUN
bjmsr-2442	195	14	like	like	ADP
bjmsr-2442	195	15	automation	automation	NOUN
bjmsr-2442	195	16	risk	risk	NOUN
bjmsr-2442	195	17	estimates	estimate	NOUN
bjmsr-2442	195	18	,	,	PUNCT
bjmsr-2442	195	19	digital	digital	ADJ
bjmsr-2442	195	20	skill	skill	NOUN
bjmsr-2442	195	21	classifications	classification	NOUN
bjmsr-2442	195	22	,	,	PUNCT
bjmsr-2442	195	23	and	and	CCONJ
bjmsr-2442	195	24	industry	industry	NOUN
bjmsr-2442	195	25	-	-	PUNCT
bjmsr-2442	195	26	specific	specific	ADJ
bjmsr-2442	195	27	ai	ai	ADJ
bjmsr-2442	195	28	readiness	readiness	NOUN
bjmsr-2442	195	29	indicators	indicator	NOUN
bjmsr-2442	195	30	—	—	PUNCT
bjmsr-2442	195	31	will	will	AUX
bjmsr-2442	195	32	facilitate	facilitate	VERB
bjmsr-2442	195	33	a	a	DET
bjmsr-2442	195	34	more	more	ADV
bjmsr-2442	195	35	accurate	accurate	ADJ
bjmsr-2442	195	36	grouping	grouping	NOUN
bjmsr-2442	195	37	of	of	ADP
bjmsr-2442	195	38	similar	similar	ADJ
bjmsr-2442	195	39	roles	role	NOUN
bjmsr-2442	195	40	.	.	PUNCT
bjmsr-2442	196	1	finally	finally	ADV
bjmsr-2442	196	2	,	,	PUNCT
bjmsr-2442	196	3	integrating	integrate	VERB
bjmsr-2442	196	4	time	time	NOUN
bjmsr-2442	196	5	-	-	PUNCT
bjmsr-2442	196	6	series	series	NOUN
bjmsr-2442	196	7	analytics	analytic	NOUN
bjmsr-2442	196	8	to	to	PART
bjmsr-2442	196	9	capture	capture	VERB
bjmsr-2442	196	10	evolving	evolve	VERB
bjmsr-2442	196	11	ai	ai	ADJ
bjmsr-2442	196	12	adoption	adoption	NOUN
bjmsr-2442	196	13	patterns	pattern	NOUN
bjmsr-2442	196	14	and	and	CCONJ
bjmsr-2442	196	15	workforce	workforce	NOUN
bjmsr-2442	196	16	shifts	shift	NOUN
bjmsr-2442	196	17	over	over	ADP
bjmsr-2442	196	18	defined	define	VERB
bjmsr-2442	196	19	intervals	interval	NOUN
bjmsr-2442	196	20	will	will	AUX
bjmsr-2442	196	21	enable	enable	VERB
bjmsr-2442	196	22	ongoing	ongoing	ADJ
bjmsr-2442	196	23	monitoring	monitoring	NOUN
bjmsr-2442	196	24	and	and	CCONJ
bjmsr-2442	196	25	adjustment	adjustment	NOUN
bjmsr-2442	196	26	of	of	ADP
bjmsr-2442	196	27	training	training	NOUN
bjmsr-2442	196	28	programs	program	NOUN
bjmsr-2442	196	29	and	and	CCONJ
bjmsr-2442	196	30	policy	policy	NOUN
bjmsr-2442	196	31	interventions	intervention	NOUN
bjmsr-2442	196	32	.	.	PUNCT
bjmsr-2442	197	1	the	the	DET
bjmsr-2442	197	2	hierarchical	hierarchical	ADJ
bjmsr-2442	197	3	clustering	clustering	ADJ
bjmsr-2442	197	4	insights	insight	NOUN
bjmsr-2442	197	5	tool	tool	NOUN
bjmsr-2442	197	6	should	should	AUX
bjmsr-2442	197	7	proactively	proactively	ADV
bjmsr-2442	197	8	identify	identify	VERB
bjmsr-2442	197	9	employees	employee	NOUN
bjmsr-2442	197	10	at	at	ADP
bjmsr-2442	197	11	high	high	ADJ
bjmsr-2442	197	12	risk	risk	NOUN
bjmsr-2442	197	13	of	of	ADP
bjmsr-2442	197	14	displacement	displacement	NOUN
bjmsr-2442	197	15	due	due	ADP
bjmsr-2442	197	16	to	to	ADP
bjmsr-2442	197	17	ai	ai	VERB
bjmsr-2442	197	18	advancements	advancement	NOUN
bjmsr-2442	197	19	and	and	CCONJ
bjmsr-2442	197	20	recommend	recommend	VERB
bjmsr-2442	197	21	alternative	alternative	ADJ
bjmsr-2442	197	22	job	job	NOUN
bjmsr-2442	197	23	opportunities	opportunity	NOUN
bjmsr-2442	197	24	that	that	PRON
bjmsr-2442	197	25	align	align	VERB
bjmsr-2442	197	26	with	with	ADP
bjmsr-2442	197	27	their	their	PRON
bjmsr-2442	197	28	existing	exist	VERB
bjmsr-2442	197	29	competencies	competency	NOUN
bjmsr-2442	197	30	.	.	PUNCT
bjmsr-2442	198	1	the	the	DET
bjmsr-2442	198	2	system	system	NOUN
bjmsr-2442	198	3	should	should	AUX
bjmsr-2442	198	4	leverage	leverage	VERB
bjmsr-2442	198	5	ai	ai	AUX
bjmsr-2442	198	6	-	-	PUNCT
bjmsr-2442	198	7	driven	drive	VERB
bjmsr-2442	198	8	analyses	analysis	NOUN
bjmsr-2442	198	9	to	to	PART
bjmsr-2442	198	10	generate	generate	VERB
bjmsr-2442	198	11	individualized	individualized	ADJ
bjmsr-2442	198	12	skill	skill	NOUN
bjmsr-2442	198	13	development	development	NOUN
bjmsr-2442	198	14	proposals	proposal	NOUN
bjmsr-2442	198	15	,	,	PUNCT
bjmsr-2442	198	16	tailoring	tailor	VERB
bjmsr-2442	198	17	recommendations	recommendation	NOUN
bjmsr-2442	198	18	to	to	ADP
bjmsr-2442	198	19	each	each	DET
bjmsr-2442	198	20	worker	worker	NOUN
bjmsr-2442	198	21	's	's	PART
bjmsr-2442	198	22	assigned	assign	VERB
bjmsr-2442	198	23	cluster	cluster	NOUN
bjmsr-2442	198	24	profile	profile	NOUN
bjmsr-2442	198	25	.	.	PUNCT
bjmsr-2442	199	1	government	government	NOUN
bjmsr-2442	199	2	agencies	agency	NOUN
bjmsr-2442	199	3	and	and	CCONJ
bjmsr-2442	199	4	universities	university	NOUN
bjmsr-2442	199	5	should	should	AUX
bjmsr-2442	199	6	utilize	utilize	VERB
bjmsr-2442	199	7	these	these	DET
bjmsr-2442	199	8	analytical	analytical	ADJ
bjmsr-2442	199	9	findings	finding	NOUN
bjmsr-2442	199	10	to	to	PART
bjmsr-2442	199	11	design	design	VERB
bjmsr-2442	199	12	workforce	workforce	NOUN
bjmsr-2442	199	13	development	development	NOUN
bjmsr-2442	199	14	initiatives	initiative	NOUN
bjmsr-2442	199	15	that	that	PRON
bjmsr-2442	199	16	align	align	VERB
bjmsr-2442	199	17	with	with	ADP
bjmsr-2442	199	18	current	current	ADJ
bjmsr-2442	199	19	ai	ai	ADJ
bjmsr-2442	199	20	-	-	PUNCT
bjmsr-2442	199	21	driven	drive	VERB
bjmsr-2442	199	22	labor	labor	NOUN
bjmsr-2442	199	23	market	market	NOUN
bjmsr-2442	199	24	dynamics	dynamic	NOUN
bjmsr-2442	199	25	.	.	PUNCT
bjmsr-2442	200	1	at	at	ADP
bjmsr-2442	200	2	the	the	DET
bjmsr-2442	200	3	same	same	ADJ
bjmsr-2442	200	4	time	time	NOUN
bjmsr-2442	200	5	,	,	PUNCT
bjmsr-2442	200	6	educational	educational	ADJ
bjmsr-2442	200	7	institutions	institution	NOUN
bjmsr-2442	200	8	must	must	AUX
bjmsr-2442	200	9	create	create	VERB
bjmsr-2442	200	10	adaptive	adaptive	ADJ
bjmsr-2442	200	11	ai	ai	PROPN
bjmsr-2442	200	12	curricula	curricula	NOUN
bjmsr-2442	200	13	that	that	SCONJ
bjmsr-2442	200	14	specifically	specifically	ADV
bjmsr-2442	200	15	address	address	VERB
bjmsr-2442	200	16	the	the	DET
bjmsr-2442	200	17	skill	skill	NOUN
bjmsr-2442	200	18	gaps	gap	VERB
bjmsr-2442	200	19	within	within	ADP
bjmsr-2442	200	20	job	job	NOUN
bjmsr-2442	200	21	clusters	cluster	NOUN
bjmsr-2442	200	22	most	most	ADV
bjmsr-2442	200	23	susceptible	susceptible	ADJ
bjmsr-2442	200	24	to	to	ADP
bjmsr-2442	200	25	automation	automation	NOUN
bjmsr-2442	200	26	;	;	PUNCT
bjmsr-2442	200	27	by	by	ADP
bjmsr-2442	200	28	integrating	integrate	VERB
bjmsr-2442	200	29	robust	robust	ADJ
bjmsr-2442	200	30	clustering	clustering	NOUN
bjmsr-2442	200	31	models	model	NOUN
bjmsr-2442	200	32	with	with	ADP
bjmsr-2442	200	33	evidence	evidence	NOUN
bjmsr-2442	200	34	-	-	PUNCT
bjmsr-2442	200	35	based	base	VERB
bjmsr-2442	200	36	best	good	ADJ
bjmsr-2442	200	37	practices	practice	NOUN
bjmsr-2442	200	38	,	,	PUNCT
bjmsr-2442	200	39	workforce	workforce	NOUN
bjmsr-2442	200	40	planning	planning	NOUN
bjmsr-2442	200	41	platforms	platform	NOUN
bjmsr-2442	200	42	can	can	AUX
bjmsr-2442	200	43	deliver	deliver	VERB
bjmsr-2442	200	44	datadriven	datadriven	ADJ
bjmsr-2442	200	45	strategies	strategy	NOUN
bjmsr-2442	200	46	that	that	PRON
bjmsr-2442	200	47	facilitate	facilitate	VERB
bjmsr-2442	200	48	career	career	NOUN
bjmsr-2442	200	49	mobility	mobility	NOUN
bjmsr-2442	200	50	and	and	CCONJ
bjmsr-2442	200	51	resilience	resilience	NOUN
bjmsr-2442	200	52	throughout	throughout	ADP
bjmsr-2442	200	53	the	the	DET
bjmsr-2442	200	54	ongoing	ongoing	ADJ
bjmsr-2442	200	55	ai	ai	ADJ
bjmsr-2442	200	56	transformation	transformation	NOUN
bjmsr-2442	200	57	.	.	PUNCT
bjmsr-2442	201	1	conclusions	conclusion	NOUN
bjmsr-2442	201	2	the	the	DET
bjmsr-2442	201	3	results	result	NOUN
bjmsr-2442	201	4	of	of	ADP
bjmsr-2442	201	5	this	this	DET
bjmsr-2442	201	6	research	research	NOUN
bjmsr-2442	201	7	provide	provide	VERB
bjmsr-2442	201	8	actionable	actionable	ADJ
bjmsr-2442	201	9	insights	insight	NOUN
bjmsr-2442	201	10	for	for	ADP
bjmsr-2442	201	11	workforce	workforce	NOUN
bjmsr-2442	201	12	planners	planner	NOUN
bjmsr-2442	201	13	,	,	PUNCT
bjmsr-2442	201	14	policymakers	policymaker	NOUN
bjmsr-2442	201	15	,	,	PUNCT
bjmsr-2442	201	16	and	and	CCONJ
bjmsr-2442	201	17	educational	educational	ADJ
bjmsr-2442	201	18	institutions	institution	NOUN
bjmsr-2442	201	19	.	.	PUNCT
bjmsr-2442	202	1	the	the	DET
bjmsr-2442	202	2	research	research	NOUN
bjmsr-2442	202	3	results	result	NOUN
bjmsr-2442	202	4	enable	enable	VERB
bjmsr-2442	202	5	evidence	evidence	NOUN
bjmsr-2442	202	6	-	-	PUNCT
bjmsr-2442	202	7	based	base	VERB
bjmsr-2442	202	8	decisions	decision	NOUN
bjmsr-2442	202	9	for	for	ADP
bjmsr-2442	202	10	workforce	workforce	NOUN
bjmsr-2442	202	11	development	development	NOUN
bjmsr-2442	202	12	by	by	ADP
bjmsr-2442	202	13	identifying	identify	VERB
bjmsr-2442	202	14	at	at	ADP
bjmsr-2442	202	15	-	-	PUNCT
bjmsr-2442	202	16	risk	risk	NOUN
bjmsr-2442	202	17	professions	profession	NOUN
bjmsr-2442	202	18	and	and	CCONJ
bjmsr-2442	202	19	predicting	predict	VERB
bjmsr-2442	202	20	skills	skill	NOUN
bjmsr-2442	202	21	with	with	ADP
bjmsr-2442	202	22	longevity	longevity	NOUN
bjmsr-2442	202	23	.	.	PUNCT
bjmsr-2442	203	1	advanced	advanced	ADJ
bjmsr-2442	203	2	analytics	analytic	NOUN
bjmsr-2442	203	3	with	with	ADP
bjmsr-2442	203	4	machine	machine	NOUN
bjmsr-2442	203	5	learning	learning	NOUN
bjmsr-2442	203	6	(	(	PUNCT
bjmsr-2442	203	7	ml	ml	NOUN
bjmsr-2442	203	8	)	)	PUNCT
bjmsr-2442	203	9	models	model	NOUN
bjmsr-2442	203	10	demonstrate	demonstrate	VERB
bjmsr-2442	203	11	their	their	PRON
bjmsr-2442	203	12	potential	potential	NOUN
bjmsr-2442	203	13	for	for	ADP
bjmsr-2442	203	14	guiding	guide	VERB
bjmsr-2442	203	15	adaptive	adaptive	ADJ
bjmsr-2442	203	16	educational	educational	ADJ
bjmsr-2442	203	17	approaches	approach	NOUN
bjmsr-2442	203	18	,	,	PUNCT
bjmsr-2442	203	19	workforce	workforce	NOUN
bjmsr-2442	203	20	reskilling	reskille	VERB
bjmsr-2442	203	21	programs	program	NOUN
bjmsr-2442	203	22	,	,	PUNCT
bjmsr-2442	203	23	and	and	CCONJ
bjmsr-2442	203	24	national	national	ADJ
bjmsr-2442	203	25	workforce	workforce	NOUN
bjmsr-2442	203	26	strategies	strategy	NOUN
bjmsr-2442	203	27	that	that	PRON
bjmsr-2442	203	28	will	will	AUX
bjmsr-2442	203	29	emerge	emerge	VERB
bjmsr-2442	203	30	in	in	ADP
bjmsr-2442	203	31	an	an	DET
bjmsr-2442	203	32	ai	ai	NOUN
bjmsr-2442	203	33	-	-	PUNCT
bjmsr-2442	203	34	centered	center	VERB
bjmsr-2442	203	35	future	future	NOUN
bjmsr-2442	203	36	.	.	PUNCT
bjmsr-2442	204	1	this	this	DET
bjmsr-2442	204	2	analysis	analysis	NOUN
bjmsr-2442	204	3	reveals	reveal	VERB
bjmsr-2442	204	4	that	that	SCONJ
bjmsr-2442	204	5	employment	employment	NOUN
bjmsr-2442	204	6	positions	position	NOUN
bjmsr-2442	204	7	across	across	ADP
bjmsr-2442	204	8	logistics	logistic	NOUN
bjmsr-2442	204	9	operations	operation	NOUN
bjmsr-2442	204	10	,	,	PUNCT
bjmsr-2442	204	11	manufacturing	manufacturing	NOUN
bjmsr-2442	204	12	,	,	PUNCT
bjmsr-2442	204	13	and	and	CCONJ
bjmsr-2442	204	14	administrative	administrative	ADJ
bjmsr-2442	204	15	support	support	NOUN
bjmsr-2442	204	16	functions	function	NOUN
bjmsr-2442	204	17	are	be	AUX
bjmsr-2442	204	18	the	the	DET
bjmsr-2442	204	19	most	most	ADV
bjmsr-2442	204	20	prone	prone	ADJ
bjmsr-2442	204	21	to	to	ADP
bjmsr-2442	204	22	automation	automation	NOUN
bjmsr-2442	204	23	.	.	PUNCT
bjmsr-2442	205	1	however	however	ADV
bjmsr-2442	205	2	,	,	PUNCT
bjmsr-2442	205	3	creative	creative	ADJ
bjmsr-2442	205	4	and	and	CCONJ
bjmsr-2442	205	5	high	high	ADJ
bjmsr-2442	205	6	-	-	PUNCT
bjmsr-2442	205	7	level	level	NOUN
bjmsr-2442	205	8	leadership	leadership	NOUN
bjmsr-2442	205	9	positions	position	NOUN
bjmsr-2442	205	10	,	,	PUNCT
bjmsr-2442	205	11	along	along	ADP
bjmsr-2442	205	12	with	with	ADP
bjmsr-2442	205	13	analytical	analytical	ADJ
bjmsr-2442	205	14	work	work	NOUN
bjmsr-2442	205	15	,	,	PUNCT
bjmsr-2442	205	16	show	show	VERB
bjmsr-2442	205	17	greater	great	ADJ
bjmsr-2442	205	18	sustainable	sustainable	ADJ
bjmsr-2442	205	19	potential	potential	NOUN
bjmsr-2442	205	20	.	.	PUNCT
bjmsr-2442	206	1	research	research	NOUN
bjmsr-2442	206	2	has	have	AUX
bjmsr-2442	206	3	confirmed	confirm	VERB
bjmsr-2442	206	4	that	that	SCONJ
bjmsr-2442	206	5	cross	cross	ADJ
bjmsr-2442	206	6	-	-	ADJ
bjmsr-2442	206	7	functional	functional	ADJ
bjmsr-2442	206	8	competencies	competency	NOUN
bjmsr-2442	206	9	related	relate	VERB
bjmsr-2442	206	10	to	to	ADP
bjmsr-2442	206	11	flexibility	flexibility	NOUN
bjmsr-2442	206	12	,	,	PUNCT
bjmsr-2442	206	13	alongside	alongside	ADP
bjmsr-2442	206	14	data	data	NOUN
bjmsr-2442	206	15	processing	processing	NOUN
bjmsr-2442	206	16	and	and	CCONJ
bjmsr-2442	206	17	technological	technological	ADJ
bjmsr-2442	206	18	know	know	NOUN
bjmsr-2442	206	19	-	-	PUNCT
bjmsr-2442	206	20	how	how	ADV
bjmsr-2442	206	21	,	,	PUNCT
bjmsr-2442	206	22	operate	operate	VERB
bjmsr-2442	206	23	as	as	ADP
bjmsr-2442	206	24	defensive	defensive	ADJ
bjmsr-2442	206	25	mechanisms	mechanism	NOUN
bjmsr-2442	206	26	against	against	ADP
bjmsr-2442	206	27	technical	technical	ADJ
bjmsr-2442	206	28	change	change	NOUN
bjmsr-2442	206	29	.	.	PUNCT
bjmsr-2442	207	1	targeted	target	VERB
bjmsr-2442	207	2	interventions	intervention	NOUN
bjmsr-2442	207	3	,	,	PUNCT
bjmsr-2442	207	4	led	lead	VERB
bjmsr-2442	207	5	by	by	ADP
bjmsr-2442	207	6	clustering	cluster	VERB
bjmsr-2442	207	7	outcomes	outcome	NOUN
bjmsr-2442	207	8	,	,	PUNCT
bjmsr-2442	207	9	show	show	VERB
bjmsr-2442	207	10	how	how	SCONJ
bjmsr-2442	207	11	selected	select	VERB
bjmsr-2442	207	12	workforce	workforce	NOUN
bjmsr-2442	207	13	blocks	block	NOUN
bjmsr-2442	207	14	can	can	AUX
bjmsr-2442	207	15	receive	receive	VERB
bjmsr-2442	207	16	upskilling	upskilling	NOUN
bjmsr-2442	207	17	programs	program	NOUN
bjmsr-2442	207	18	.	.	PUNCT
bjmsr-2442	208	1	insights	insight	NOUN
bjmsr-2442	208	2	generated	generate	VERB
bjmsr-2442	208	3	from	from	ADP
bjmsr-2442	208	4	this	this	DET
bjmsr-2442	208	5	research	research	NOUN
bjmsr-2442	208	6	enable	enable	VERB
bjmsr-2442	208	7	policymakers	policymaker	NOUN
bjmsr-2442	208	8	,	,	PUNCT
bjmsr-2442	208	9	educational	educational	ADJ
bjmsr-2442	208	10	institutions	institution	NOUN
bjmsr-2442	208	11	,	,	PUNCT
bjmsr-2442	208	12	and	and	CCONJ
bjmsr-2442	208	13	labor	labor	NOUN
bjmsr-2442	208	14	force	force	NOUN
bjmsr-2442	208	15	strategists	strategist	NOUN
bjmsr-2442	208	16	in	in	ADP
bjmsr-2442	208	17	the	the	DET
bjmsr-2442	208	18	region	region	NOUN
bjmsr-2442	208	19	to	to	PART
bjmsr-2442	208	20	create	create	VERB
bjmsr-2442	208	21	a	a	DET
bjmsr-2442	208	22	landmark	landmark	NOUN
bjmsr-2442	208	23	that	that	PRON
bjmsr-2442	208	24	connects	connect	VERB
bjmsr-2442	208	25	talent	talent	NOUN
bjmsr-2442	208	26	development	development	NOUN
bjmsr-2442	208	27	to	to	ADP
bjmsr-2442	208	28	economic	economic	ADJ
bjmsr-2442	208	29	demands	demand	NOUN
bjmsr-2442	208	30	driven	drive	VERB
bjmsr-2442	208	31	by	by	ADP
bjmsr-2442	208	32	ai	ai	PROPN
bjmsr-2442	208	33	technology	technology	NOUN
bjmsr-2442	208	34	.	.	PUNCT
bjmsr-2442	209	1	this	this	DET
bjmsr-2442	209	2	research	research	NOUN
bjmsr-2442	209	3	employs	employ	VERB
bjmsr-2442	209	4	machine	machine	NOUN
bjmsr-2442	209	5	learning	learning	NOUN
bjmsr-2442	209	6	(	(	PUNCT
bjmsr-2442	209	7	ml	ml	NOUN
bjmsr-2442	209	8	)	)	PUNCT
bjmsr-2442	209	9	based	base	VERB
bjmsr-2442	209	10	methods	method	NOUN
bjmsr-2442	209	11	and	and	CCONJ
bjmsr-2442	209	12	regional	regional	ADJ
bjmsr-2442	209	13	economic	economic	ADJ
bjmsr-2442	209	14	data	datum	NOUN
bjmsr-2442	209	15	to	to	PART
bjmsr-2442	209	16	generate	generate	VERB
bjmsr-2442	209	17	crucial	crucial	ADJ
bjmsr-2442	209	18	insights	insight	NOUN
bjmsr-2442	209	19	into	into	ADP
bjmsr-2442	209	20	modern	modern	ADJ
bjmsr-2442	209	21	work	work	NOUN
bjmsr-2442	209	22	systems	system	NOUN
bjmsr-2442	209	23	for	for	ADP
bjmsr-2442	209	24	global	global	ADJ
bjmsr-2442	209	25	academic	academic	ADJ
bjmsr-2442	209	26	discussions	discussion	NOUN
bjmsr-2442	209	27	.	.	PUNCT
bjmsr-2442	210	1	author	author	NOUN
bjmsr-2442	210	2	contributions	contribution	NOUN
bjmsr-2442	210	3	:	:	PUNCT
bjmsr-2442	210	4	conceptualization	conceptualization	NOUN
bjmsr-2442	210	5	,	,	PUNCT
bjmsr-2442	210	6	b.s	b.s	PROPN
bjmsr-2442	210	7	.	.	PROPN
bjmsr-2442	210	8	;	;	PUNCT
bjmsr-2442	211	1	methodology	methodology	NOUN
bjmsr-2442	211	2	,	,	PUNCT
bjmsr-2442	211	3	b.s	b.s	PROPN
bjmsr-2442	211	4	.	.	PROPN
bjmsr-2442	211	5	;	;	PUNCT
bjmsr-2442	211	6	software	software	NOUN
bjmsr-2442	211	7	,	,	PUNCT
bjmsr-2442	211	8	b.s	b.s	PROPN
bjmsr-2442	211	9	.	.	PROPN
bjmsr-2442	211	10	;	;	PUNCT
bjmsr-2442	211	11	validation	validation	NOUN
bjmsr-2442	211	12	,	,	PUNCT
bjmsr-2442	212	1	b.s	b.s	PROPN
bjmsr-2442	212	2	.	.	PROPN
bjmsr-2442	212	3	,	,	PUNCT
bjmsr-2442	212	4	a.a	a.a	PROPN
bjmsr-2442	212	5	.	.	PROPN
bjmsr-2442	212	6	and	and	CCONJ
bjmsr-2442	212	7	v.p.s	v.p.s	ADJ
bjmsr-2442	212	8	;	;	PUNCT
bjmsr-2442	212	9	formal	formal	ADJ
bjmsr-2442	212	10	analysis	analysis	NOUN
bjmsr-2442	212	11	,	,	PUNCT
bjmsr-2442	212	12	b.s	b.s	PROPN
bjmsr-2442	212	13	.	.	PROPN
bjmsr-2442	212	14	;	;	PUNCT
bjmsr-2442	212	15	investigation	investigation	NOUN
bjmsr-2442	212	16	,	,	PUNCT
bjmsr-2442	212	17	a.a	a.a	PROPN
bjmsr-2442	212	18	.	.	PROPN
bjmsr-2442	212	19	;	;	PUNCT
bjmsr-2442	212	20	resources	resource	NOUN
bjmsr-2442	212	21	,	,	PUNCT
bjmsr-2442	212	22	a.a	a.a	PROPN
bjmsr-2442	212	23	.	.	PROPN
bjmsr-2442	212	24	and	and	CCONJ
bjmsr-2442	212	25	v.p.s	v.p.s	ADJ
bjmsr-2442	212	26	;	;	PUNCT
bjmsr-2442	212	27	data	datum	NOUN
bjmsr-2442	212	28	curation	curation	NOUN
bjmsr-2442	212	29	,	,	PUNCT
bjmsr-2442	212	30	b.s	b.s	PROPN
bjmsr-2442	212	31	.	.	PROPN
bjmsr-2442	212	32	and	and	CCONJ
bjmsr-2442	212	33	v.p.s	v.p.s	PROPN
bjmsr-2442	212	34	;	;	PUNCT
bjmsr-2442	212	35	writing	write	VERB
bjmsr-2442	212	36	–	–	PUNCT
bjmsr-2442	212	37	original	original	ADJ
bjmsr-2442	212	38	draft	draft	NOUN
bjmsr-2442	212	39	preparation	preparation	NOUN
bjmsr-2442	212	40	,	,	PUNCT
bjmsr-2442	212	41	b.s	b.s	PROPN
bjmsr-2442	212	42	.	.	PROPN
bjmsr-2442	212	43	;	;	PUNCT
bjmsr-2442	212	44	writing	write	VERB
bjmsr-2442	212	45	–	–	PUNCT
bjmsr-2442	212	46	review	review	NOUN
bjmsr-2442	212	47	&	&	CCONJ
bjmsr-2442	212	48	editing	editing	PROPN
bjmsr-2442	212	49	,	,	PUNCT
bjmsr-2442	212	50	a.a	a.a	PROPN
bjmsr-2442	212	51	.	.	PROPN
bjmsr-2442	212	52	and	and	CCONJ
bjmsr-2442	212	53	v.p.s	v.p.s	ADJ
bjmsr-2442	212	54	;	;	PUNCT
bjmsr-2442	212	55	visualization	visualization	NOUN
bjmsr-2442	212	56	,	,	PUNCT
bjmsr-2442	212	57	b.s	b.s	PROPN
bjmsr-2442	212	58	.	.	PROPN
bjmsr-2442	212	59	;	;	PUNCT
bjmsr-2442	212	60	supervision	supervision	PROPN
bjmsr-2442	212	61	,	,	PUNCT
bjmsr-2442	212	62	a.a	a.a	PROPN
bjmsr-2442	212	63	.	.	PROPN
bjmsr-2442	212	64	;	;	PUNCT
bjmsr-2442	212	65	project	project	NOUN
bjmsr-2442	212	66	administration	administration	NOUN
bjmsr-2442	212	67	,	,	PUNCT
bjmsr-2442	212	68	a.a	a.a	PROPN
bjmsr-2442	212	69	.	.	PROPN
bjmsr-2442	212	70	;	;	PUNCT
bjmsr-2442	212	71	funding	funding	NOUN
bjmsr-2442	212	72	acquisition	acquisition	NOUN
bjmsr-2442	212	73	,	,	PUNCT
bjmsr-2442	212	74	a.a	a.a	PROPN
bjmsr-2442	212	75	.	.	PROPN
bjmsr-2442	212	76	and	and	CCONJ
bjmsr-2442	212	77	v.p.s	v.p.s	PROPN
bjmsr-2442	212	78	.	.	PUNCT
bjmsr-2442	213	1	authors	author	NOUN
bjmsr-2442	213	2	have	have	AUX
bjmsr-2442	213	3	read	read	VERB
bjmsr-2442	213	4	and	and	CCONJ
bjmsr-2442	213	5	agreed	agree	VERB
bjmsr-2442	213	6	to	to	ADP
bjmsr-2442	213	7	the	the	DET
bjmsr-2442	213	8	published	publish	VERB
bjmsr-2442	213	9	version	version	NOUN
bjmsr-2442	213	10	of	of	ADP
bjmsr-2442	213	11	the	the	DET
bjmsr-2442	213	12	manuscript	manuscript	NOUN
bjmsr-2442	213	13	.	.	PUNCT
bjmsr-2442	214	1	institutional	institutional	ADJ
bjmsr-2442	214	2	review	review	PROPN
bjmsr-2442	214	3	board	board	NOUN
bjmsr-2442	214	4	statement	statement	NOUN
bjmsr-2442	214	5	:	:	PUNCT
bjmsr-2442	214	6	ethical	ethical	ADJ
bjmsr-2442	214	7	review	review	NOUN
bjmsr-2442	214	8	and	and	CCONJ
bjmsr-2442	214	9	approval	approval	NOUN
bjmsr-2442	214	10	were	be	AUX
bjmsr-2442	214	11	waived	waive	VERB
bjmsr-2442	214	12	for	for	ADP
bjmsr-2442	214	13	this	this	DET
bjmsr-2442	214	14	study	study	NOUN
bjmsr-2442	214	15	,	,	PUNCT
bjmsr-2442	214	16	due	due	ADP
bjmsr-2442	214	17	to	to	ADP
bjmsr-2442	214	18	that	that	SCONJ
bjmsr-2442	214	19	the	the	DET
bjmsr-2442	214	20	research	research	NOUN
bjmsr-2442	214	21	does	do	AUX
bjmsr-2442	214	22	not	not	PART
bjmsr-2442	214	23	deal	deal	VERB
bjmsr-2442	214	24	with	with	ADP
bjmsr-2442	214	25	vulnerable	vulnerable	ADJ
bjmsr-2442	214	26	groups	group	NOUN
bjmsr-2442	214	27	or	or	CCONJ
bjmsr-2442	214	28	sensitive	sensitive	ADJ
bjmsr-2442	214	29	issues	issue	NOUN
bjmsr-2442	214	30	.	.	PUNCT
bjmsr-2442	215	1	funding	funding	NOUN
bjmsr-2442	215	2	:	:	PUNCT
bjmsr-2442	215	3	this	this	DET
bjmsr-2442	215	4	research	research	NOUN
bjmsr-2442	215	5	was	be	AUX
bjmsr-2442	215	6	funded	fund	VERB
bjmsr-2442	215	7	by	by	ADP
bjmsr-2442	215	8	the	the	DET
bjmsr-2442	215	9	university	university	PROPN
bjmsr-2442	215	10	of	of	ADP
bjmsr-2442	215	11	buraimi	buraimi	PROPN
bjmsr-2442	215	12	,	,	PUNCT
bjmsr-2442	215	13	oman	oman	NOUN
bjmsr-2442	215	14	.	.	PUNCT
bjmsr-2442	216	1	the	the	DET
bjmsr-2442	216	2	authors	author	NOUN
bjmsr-2442	216	3	acknowledge	acknowledge	VERB
bjmsr-2442	216	4	the	the	DET
bjmsr-2442	216	5	university	university	NOUN
bjmsr-2442	216	6	’s	’s	PART
bjmsr-2442	216	7	support	support	NOUN
bjmsr-2442	216	8	in	in	ADP
bjmsr-2442	216	9	facilitating	facilitate	VERB
bjmsr-2442	216	10	this	this	DET
bjmsr-2442	216	11	study	study	NOUN
bjmsr-2442	216	12	.	.	PUNCT
bjmsr-2442	217	1	acknowledgments	acknowledgment	NOUN
bjmsr-2442	217	2	:	:	PUNCT
bjmsr-2442	217	3	the	the	DET
bjmsr-2442	217	4	authors	author	NOUN
bjmsr-2442	217	5	would	would	AUX
bjmsr-2442	217	6	like	like	VERB
bjmsr-2442	217	7	to	to	PART
bjmsr-2442	217	8	express	express	VERB
bjmsr-2442	217	9	their	their	PRON
bjmsr-2442	217	10	sincere	sincere	ADJ
bjmsr-2442	217	11	gratitude	gratitude	NOUN
bjmsr-2442	217	12	to	to	ADP
bjmsr-2442	217	13	the	the	DET
bjmsr-2442	217	14	university	university	PROPN
bjmsr-2442	217	15	of	of	ADP
bjmsr-2442	217	16	buraimi	buraimi	PROPN
bjmsr-2442	217	17	(	(	PUNCT
bjmsr-2442	217	18	uob	uob	NOUN
bjmsr-2442	217	19	)	)	PUNCT
bjmsr-2442	217	20	for	for	ADP
bjmsr-2442	217	21	its	its	PRON
bjmsr-2442	217	22	generous	generous	ADJ
bjmsr-2442	217	23	support	support	NOUN
bjmsr-2442	217	24	and	and	CCONJ
bjmsr-2442	217	25	funding	funding	NOUN
bjmsr-2442	217	26	of	of	ADP
bjmsr-2442	217	27	this	this	DET
bjmsr-2442	217	28	research	research	NOUN
bjmsr-2442	217	29	.	.	PUNCT
bjmsr-2442	218	1	this	this	DET
bjmsr-2442	218	2	work	work	NOUN
bjmsr-2442	218	3	was	be	AUX
bjmsr-2442	218	4	conducted	conduct	VERB
bjmsr-2442	218	5	as	as	ADP
bjmsr-2442	218	6	part	part	NOUN
bjmsr-2442	218	7	of	of	ADP
bjmsr-2442	218	8	the	the	DET
bjmsr-2442	218	9	internal	internal	ADJ
bjmsr-2442	218	10	project	project	NOUN
bjmsr-2442	218	11	titled	title	VERB
bjmsr-2442	218	12	"	"	PUNCT
bjmsr-2442	218	13	analyzing	analyze	VERB
bjmsr-2442	218	14	the	the	DET
bjmsr-2442	218	15	impact	impact	NOUN
bjmsr-2442	218	16	of	of	ADP
bjmsr-2442	218	17	ai	ai	VERB
bjmsr-2442	218	18	on	on	ADP
bjmsr-2442	218	19	academic	academic	ADJ
bjmsr-2442	218	20	job	job	NOUN
bjmsr-2442	218	21	requirements	requirement	NOUN
bjmsr-2442	218	22	and	and	CCONJ
bjmsr-2442	218	23	forecasting	forecast	VERB
bjmsr-2442	218	24	future	future	ADJ
bjmsr-2442	218	25	job	job	NOUN
bjmsr-2442	218	26	replacements	replacement	NOUN
bjmsr-2442	218	27	,	,	PUNCT
bjmsr-2442	218	28	"	"	PUNCT
bjmsr-2442	218	29	which	which	PRON
bjmsr-2442	218	30	has	have	AUX
bjmsr-2442	218	31	been	be	AUX
bjmsr-2442	218	32	officially	officially	ADV
bjmsr-2442	218	33	accepted	accept	VERB
bjmsr-2442	218	34	for	for	ADP
bjmsr-2442	218	35	the	the	DET
bjmsr-2442	218	36	uob	uob	PROPN
bjmsr-2442	218	37	internal	internal	PROPN
bjmsr-2442	218	38	research	research	NOUN
bjmsr-2442	218	39	grant	grant	NOUN
bjmsr-2442	218	40	for	for	ADP
bjmsr-2442	218	41	the	the	DET
bjmsr-2442	218	42	academic	academic	ADJ
bjmsr-2442	218	43	year	year	NOUN
bjmsr-2442	218	44	2024–2025	2024–2025	NUM
bjmsr-2442	218	45	.	.	PUNCT
bjmsr-2442	219	1	the	the	DET
bjmsr-2442	219	2	university	university	NOUN
bjmsr-2442	219	3	's	's	PART
bjmsr-2442	219	4	commitment	commitment	NOUN
bjmsr-2442	219	5	to	to	ADP
bjmsr-2442	219	6	advancing	advance	VERB
bjmsr-2442	219	7	academic	academic	ADJ
bjmsr-2442	219	8	research	research	NOUN
bjmsr-2442	219	9	and	and	CCONJ
bjmsr-2442	219	10	innovation	innovation	NOUN
bjmsr-2442	219	11	played	play	VERB
bjmsr-2442	219	12	a	a	DET
bjmsr-2442	219	13	pivotal	pivotal	ADJ
bjmsr-2442	219	14	role	role	NOUN
bjmsr-2442	219	15	in	in	ADP
bjmsr-2442	219	16	enabling	enable	VERB
bjmsr-2442	219	17	the	the	DET
bjmsr-2442	219	18	successful	successful	ADJ
bjmsr-2442	219	19	completion	completion	NOUN
bjmsr-2442	219	20	of	of	ADP
bjmsr-2442	219	21	this	this	DET
bjmsr-2442	219	22	study	study	NOUN
bjmsr-2442	219	23	.	.	PUNCT
bjmsr-2442	220	1	shannaq	shannaq	PROPN
bjmsr-2442	220	2	et	et	PROPN
bjmsr-2442	220	3	al	al	PROPN
bjmsr-2442	220	4	.	.	PROPN
bjmsr-2442	220	5	,	,	PUNCT
bjmsr-2442	220	6	bangladesh	bangladesh	PROPN
bjmsr-2442	220	7	journal	journal	NOUN
bjmsr-2442	220	8	of	of	ADP
bjmsr-2442	220	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	220	10	scientific	scientific	ADJ
bjmsr-2442	220	11	research	research	NOUN
bjmsr-2442	220	12	10(4	10(4	NUM
bjmsr-2442	220	13	)	)	PUNCT
bjmsr-2442	220	14	(	(	PUNCT
bjmsr-2442	220	15	2025	2025	NUM
bjmsr-2442	220	16	)	)	PUNCT
bjmsr-2442	220	17	,	,	PUNCT
bjmsr-2442	220	18	1	1	NUM
bjmsr-2442	220	19	-	-	SYM
bjmsr-2442	220	20	10	10	NUM
bjmsr-2442	220	21	9	9	NUM
bjmsr-2442	220	22	informed	informed	ADJ
bjmsr-2442	220	23	consent	consent	NOUN
bjmsr-2442	220	24	statement	statement	NOUN
bjmsr-2442	220	25	:	:	PUNCT
bjmsr-2442	220	26	informed	inform	VERB
bjmsr-2442	220	27	consent	consent	NOUN
bjmsr-2442	220	28	was	be	AUX
bjmsr-2442	220	29	obtained	obtain	VERB
bjmsr-2442	220	30	from	from	ADP
bjmsr-2442	220	31	all	all	DET
bjmsr-2442	220	32	subjects	subject	NOUN
bjmsr-2442	220	33	involved	involve	VERB
bjmsr-2442	220	34	in	in	ADP
bjmsr-2442	220	35	the	the	DET
bjmsr-2442	220	36	study	study	NOUN
bjmsr-2442	220	37	.	.	PUNCT
bjmsr-2442	221	1	data	datum	NOUN
bjmsr-2442	221	2	availability	availability	NOUN
bjmsr-2442	221	3	statement	statement	NOUN
bjmsr-2442	221	4	:	:	PUNCT
bjmsr-2442	221	5	the	the	DET
bjmsr-2442	221	6	data	datum	NOUN
bjmsr-2442	221	7	presented	present	VERB
bjmsr-2442	221	8	in	in	ADP
bjmsr-2442	221	9	this	this	DET
bjmsr-2442	221	10	study	study	NOUN
bjmsr-2442	221	11	are	be	AUX
bjmsr-2442	221	12	available	available	ADJ
bjmsr-2442	221	13	on	on	ADP
bjmsr-2442	221	14	request	request	NOUN
bjmsr-2442	221	15	from	from	ADP
bjmsr-2442	221	16	the	the	DET
bjmsr-2442	221	17	corresponding	corresponding	ADJ
bjmsr-2442	221	18	author	author	NOUN
bjmsr-2442	221	19	.	.	PUNCT
bjmsr-2442	222	1	the	the	DET
bjmsr-2442	222	2	data	datum	NOUN
bjmsr-2442	222	3	are	be	AUX
bjmsr-2442	222	4	not	not	PART
bjmsr-2442	222	5	publicly	publicly	ADV
bjmsr-2442	222	6	available	available	ADJ
bjmsr-2442	222	7	due	due	ADP
bjmsr-2442	222	8	to	to	ADP
bjmsr-2442	222	9	restrictions	restriction	NOUN
bjmsr-2442	222	10	.	.	PUNCT
bjmsr-2442	223	1	conflicts	conflict	NOUN
bjmsr-2442	223	2	of	of	ADP
bjmsr-2442	223	3	interest	interest	NOUN
bjmsr-2442	223	4	:	:	PUNCT
bjmsr-2442	223	5	the	the	DET
bjmsr-2442	223	6	authors	author	NOUN
bjmsr-2442	223	7	declare	declare	VERB
bjmsr-2442	223	8	no	no	DET
bjmsr-2442	223	9	conflict	conflict	NOUN
bjmsr-2442	223	10	of	of	ADP
bjmsr-2442	223	11	interest	interest	NOUN
bjmsr-2442	223	12	.	.	PUNCT
bjmsr-2442	224	1	references	reference	NOUN
bjmsr-2442	224	2	abbasi	abbasi	PROPN
bjmsr-2442	224	3	,	,	PUNCT
bjmsr-2442	224	4	b.	b.	PROPN
bjmsr-2442	224	5	n.	n.	PROPN
bjmsr-2442	224	6	,	,	PUNCT
bjmsr-2442	224	7	wu	wu	PROPN
bjmsr-2442	224	8	,	,	PUNCT
bjmsr-2442	224	9	y.	y.	PROPN
bjmsr-2442	224	10	,	,	PUNCT
bjmsr-2442	224	11	&	&	CCONJ
bjmsr-2442	224	12	luo	luo	PROPN
bjmsr-2442	224	13	,	,	PUNCT
bjmsr-2442	224	14	z.	z.	PROPN
bjmsr-2442	224	15	(	(	PUNCT
bjmsr-2442	224	16	2025	2025	NUM
bjmsr-2442	224	17	)	)	PUNCT
bjmsr-2442	224	18	.	.	PUNCT
bjmsr-2442	225	1	exploring	explore	VERB
bjmsr-2442	225	2	the	the	DET
bjmsr-2442	225	3	impact	impact	NOUN
bjmsr-2442	225	4	of	of	ADP
bjmsr-2442	225	5	artificial	artificial	ADJ
bjmsr-2442	225	6	intelligence	intelligence	NOUN
bjmsr-2442	225	7	on	on	ADP
bjmsr-2442	225	8	curriculum	curriculum	NOUN
bjmsr-2442	225	9	development	development	NOUN
bjmsr-2442	225	10	in	in	ADP
bjmsr-2442	225	11	global	global	ADJ
bjmsr-2442	225	12	higher	high	ADJ
bjmsr-2442	225	13	education	education	NOUN
bjmsr-2442	225	14	institutions	institution	NOUN
bjmsr-2442	225	15	.	.	PUNCT
bjmsr-2442	226	1	education	education	NOUN
bjmsr-2442	226	2	and	and	CCONJ
bjmsr-2442	226	3	information	information	NOUN
bjmsr-2442	226	4	technologies	technology	NOUN
bjmsr-2442	226	5	,	,	PUNCT
bjmsr-2442	226	6	30	30	NUM
bjmsr-2442	226	7	,	,	PUNCT
bjmsr-2442	226	8	547–581	547–581	NUM
bjmsr-2442	226	9	.	.	PUNCT
bjmsr-2442	227	1	https://doi.org/10.1007/s10639024-13113-z	https://doi.org/10.1007/s10639024-13113-z	PROPN
bjmsr-2442	227	2	abdalla	abdalla	PROPN
bjmsr-2442	227	3	,	,	PUNCT
bjmsr-2442	227	4	a.	a.	NOUN
bjmsr-2442	227	5	a.	a.	NOUN
bjmsr-2442	227	6	(	(	PUNCT
bjmsr-2442	227	7	2025	2025	NUM
bjmsr-2442	227	8	)	)	PUNCT
bjmsr-2442	227	9	.	.	PUNCT
bjmsr-2442	228	1	navigating	navigate	VERB
bjmsr-2442	228	2	ai	ai	VERB
bjmsr-2442	228	3	adoption	adoption	NOUN
bjmsr-2442	228	4	challenges	challenge	NOUN
bjmsr-2442	228	5	in	in	ADP
bjmsr-2442	228	6	hrm	hrm	PROPN
bjmsr-2442	228	7	:	:	PUNCT
bjmsr-2442	228	8	insights	insight	NOUN
bjmsr-2442	228	9	from	from	ADP
bjmsr-2442	228	10	the	the	DET
bjmsr-2442	228	11	uae	uae	PROPN
bjmsr-2442	228	12	.	.	PROPN
bjmsr-2442	229	1	in	in	ADP
bjmsr-2442	229	2	m.	m.	PROPN
bjmsr-2442	229	3	u.	u.	PROPN
bjmsr-2442	229	4	tariq	tariq	PROPN
bjmsr-2442	229	5	&	&	CCONJ
bjmsr-2442	229	6	r.	r.	PROPN
bjmsr-2442	229	7	p.	p.	PROPN
bjmsr-2442	229	8	sergio	sergio	PROPN
bjmsr-2442	229	9	(	(	PUNCT
bjmsr-2442	229	10	eds	ed	NOUN
bjmsr-2442	229	11	.	.	PUNCT
bjmsr-2442	229	12	)	)	PUNCT
bjmsr-2442	229	13	,	,	PUNCT
bjmsr-2442	229	14	practice	practice	NOUN
bjmsr-2442	229	15	,	,	PUNCT
bjmsr-2442	229	16	progress	progress	NOUN
bjmsr-2442	229	17	,	,	PUNCT
bjmsr-2442	229	18	and	and	CCONJ
bjmsr-2442	229	19	proficiency	proficiency	NOUN
bjmsr-2442	229	20	in	in	ADP
bjmsr-2442	229	21	sustainability	sustainability	NOUN
bjmsr-2442	229	22	(	(	PUNCT
bjmsr-2442	229	23	pp	pp	ADJ
bjmsr-2442	229	24	.	.	PUNCT
bjmsr-2442	229	25	215–232	215–232	NUM
bjmsr-2442	229	26	)	)	PUNCT
bjmsr-2442	229	27	.	.	PUNCT
bjmsr-2442	230	1	igi	igi	PROPN
bjmsr-2442	230	2	global	global	PROPN
bjmsr-2442	230	3	.	.	PUNCT
bjmsr-2442	231	1	https://doi.org/10.4018/979-8-33731917-9.ch010	https://doi.org/10.4018/979-8-33731917-9.ch010	PROPN
bjmsr-2442	231	2	akinwale	akinwale	PROPN
bjmsr-2442	231	3	,	,	PUNCT
bjmsr-2442	231	4	o.	o.	PROPN
bjmsr-2442	231	5	e.	e.	PROPN
bjmsr-2442	231	6	,	,	PUNCT
bjmsr-2442	231	7	kuye	kuye	PROPN
bjmsr-2442	231	8	,	,	PUNCT
bjmsr-2442	231	9	o.	o.	PROPN
bjmsr-2442	231	10	l.	l.	PROPN
bjmsr-2442	231	11	,	,	PUNCT
bjmsr-2442	231	12	&	&	CCONJ
bjmsr-2442	231	13	doddanavar	doddanavar	PROPN
bjmsr-2442	231	14	,	,	PUNCT
bjmsr-2442	231	15	i.	i.	PROPN
bjmsr-2442	231	16	(	(	PUNCT
bjmsr-2442	231	17	2025	2025	NUM
bjmsr-2442	231	18	)	)	PUNCT
bjmsr-2442	231	19	.	.	PUNCT
bjmsr-2442	232	1	scourge	scourge	NOUN
bjmsr-2442	232	2	of	of	ADP
bjmsr-2442	232	3	replacing	replace	VERB
bjmsr-2442	232	4	contemporary	contemporary	ADJ
bjmsr-2442	232	5	work	work	NOUN
bjmsr-2442	232	6	environment	environment	NOUN
bjmsr-2442	232	7	with	with	ADP
bjmsr-2442	232	8	artificial	artificial	ADJ
bjmsr-2442	232	9	intelligence	intelligence	NOUN
bjmsr-2442	232	10	(	(	PUNCT
bjmsr-2442	232	11	ai	ai	NOUN
bjmsr-2442	232	12	-	-	PUNCT
bjmsr-2442	232	13	dark	dark	ADJ
bjmsr-2442	232	14	-	-	PUNCT
bjmsr-2442	232	15	side	side	NOUN
bjmsr-2442	232	16	):	):	PUNCT
bjmsr-2442	232	17	the	the	DET
bjmsr-2442	232	18	role	role	NOUN
bjmsr-2442	232	19	of	of	ADP
bjmsr-2442	232	20	capacity	capacity	NOUN
bjmsr-2442	232	21	development	development	NOUN
bjmsr-2442	232	22	in	in	ADP
bjmsr-2442	232	23	quality	quality	NOUN
bjmsr-2442	232	24	of	of	ADP
bjmsr-2442	232	25	work	work	NOUN
bjmsr-2442	232	26	-	-	PUNCT
bjmsr-2442	232	27	life	life	NOUN
bjmsr-2442	232	28	and	and	CCONJ
bjmsr-2442	232	29	organisational	organisational	ADJ
bjmsr-2442	232	30	performance	performance	NOUN
bjmsr-2442	232	31	.	.	PUNCT
bjmsr-2442	233	1	journal	journal	NOUN
bjmsr-2442	233	2	of	of	ADP
bjmsr-2442	233	3	systems	system	NOUN
bjmsr-2442	233	4	and	and	CCONJ
bjmsr-2442	233	5	information	information	NOUN
bjmsr-2442	233	6	technology	technology	NOUN
bjmsr-2442	233	7	,	,	PUNCT
bjmsr-2442	233	8	27(1	27(1	NUM
bjmsr-2442	233	9	)	)	PUNCT
bjmsr-2442	233	10	,	,	PUNCT
bjmsr-2442	233	11	116–145	116–145	NUM
bjmsr-2442	233	12	.	.	PUNCT
bjmsr-2442	234	1	https://doi.org/10.1108/jsit-08-2024-0297	https://doi.org/10.1108/jsit-08-2024-0297	PROPN
bjmsr-2442	234	2	awashreh	awashreh	NOUN
bjmsr-2442	234	3	,	,	PUNCT
bjmsr-2442	234	4	r.	r.	PROPN
bjmsr-2442	234	5	(	(	PUNCT
bjmsr-2442	234	6	2025	2025	NUM
bjmsr-2442	234	7	)	)	PUNCT
bjmsr-2442	234	8	.	.	PUNCT
bjmsr-2442	235	1	omani	omani	CCONJ
bjmsr-2442	235	2	public	public	ADJ
bjmsr-2442	235	3	governance	governance	NOUN
bjmsr-2442	235	4	in	in	ADP
bjmsr-2442	235	5	the	the	DET
bjmsr-2442	235	6	age	age	NOUN
bjmsr-2442	235	7	of	of	ADP
bjmsr-2442	235	8	artificial	artificial	ADJ
bjmsr-2442	235	9	intelligence	intelligence	NOUN
bjmsr-2442	235	10	:	:	PUNCT
bjmsr-2442	235	11	in	in	ADP
bjmsr-2442	235	12	k.	k.	PROPN
bjmsr-2442	235	13	wongmahesak	wongmahesak	PROPN
bjmsr-2442	235	14	,	,	PUNCT
bjmsr-2442	235	15	j.	j.	PROPN
bjmsr-2442	235	16	ahmad	ahmad	PROPN
bjmsr-2442	235	17	,	,	PUNCT
bjmsr-2442	235	18	&	&	CCONJ
bjmsr-2442	235	19	a.	a.	NOUN
bjmsr-2442	235	20	mustanir	mustanir	PROPN
bjmsr-2442	235	21	(	(	PUNCT
bjmsr-2442	235	22	eds	ed	NOUN
bjmsr-2442	235	23	.	.	PUNCT
bjmsr-2442	235	24	)	)	PUNCT
bjmsr-2442	235	25	,	,	PUNCT
bjmsr-2442	235	26	advances	advance	VERB
bjmsr-2442	235	27	in	in	ADP
bjmsr-2442	235	28	computational	computational	ADJ
bjmsr-2442	235	29	intelligence	intelligence	NOUN
bjmsr-2442	235	30	and	and	CCONJ
bjmsr-2442	235	31	robotics	robotic	NOUN
bjmsr-2442	235	32	(	(	PUNCT
bjmsr-2442	235	33	pp	pp	ADJ
bjmsr-2442	235	34	.	.	PUNCT
bjmsr-2442	236	1	137–166	137–166	NUM
bjmsr-2442	236	2	)	)	PUNCT
bjmsr-2442	236	3	.	.	PUNCT
bjmsr-2442	237	1	igi	igi	PROPN
bjmsr-2442	237	2	global	global	PROPN
bjmsr-2442	237	3	.	.	PUNCT
bjmsr-2442	238	1	https://doi.org/10.4018/979-8-3693-9286-7.ch007	https://doi.org/10.4018/979-8-3693-9286-7.ch007	ADJ
bjmsr-2442	238	2	azoury	azoury	NOUN
bjmsr-2442	238	3	,	,	PUNCT
bjmsr-2442	238	4	n.	n.	NOUN
bjmsr-2442	238	5	,	,	PUNCT
bjmsr-2442	238	6	&	&	CCONJ
bjmsr-2442	238	7	karam	karam	PROPN
bjmsr-2442	238	8	,	,	PUNCT
bjmsr-2442	238	9	j.	j.	PROPN
bjmsr-2442	238	10	(	(	PUNCT
bjmsr-2442	238	11	2025	2025	NUM
bjmsr-2442	238	12	)	)	PUNCT
bjmsr-2442	238	13	.	.	PUNCT
bjmsr-2442	239	1	innovation	innovation	NOUN
bjmsr-2442	239	2	and	and	CCONJ
bjmsr-2442	239	3	ai	ai	PROPN
bjmsr-2442	239	4	adoption	adoption	NOUN
bjmsr-2442	239	5	:	:	PUNCT
bjmsr-2442	239	6	middle	middle	PROPN
bjmsr-2442	239	7	east	east	PROPN
bjmsr-2442	239	8	’s	’s	PART
bjmsr-2442	239	9	path	path	NOUN
bjmsr-2442	239	10	to	to	ADP
bjmsr-2442	239	11	economic	economic	ADJ
bjmsr-2442	239	12	growth	growth	NOUN
bjmsr-2442	239	13	.	.	PUNCT
bjmsr-2442	240	1	in	in	ADP
bjmsr-2442	240	2	n.	n.	PROPN
bjmsr-2442	240	3	azoury	azoury	PROPN
bjmsr-2442	240	4	&	&	CCONJ
bjmsr-2442	240	5	g.	g.	PROPN
bjmsr-2442	240	6	yahchouchi	yahchouchi	PROPN
bjmsr-2442	240	7	(	(	PUNCT
bjmsr-2442	240	8	eds	eds	PROPN
bjmsr-2442	240	9	.	.	PUNCT
bjmsr-2442	240	10	)	)	PUNCT
bjmsr-2442	240	11	,	,	PUNCT
bjmsr-2442	240	12	ai	ai	VERB
bjmsr-2442	240	13	in	in	ADP
bjmsr-2442	240	14	the	the	DET
bjmsr-2442	240	15	middle	middle	PROPN
bjmsr-2442	240	16	east	east	PROPN
bjmsr-2442	240	17	for	for	ADP
bjmsr-2442	240	18	growth	growth	NOUN
bjmsr-2442	240	19	and	and	CCONJ
bjmsr-2442	240	20	business	business	NOUN
bjmsr-2442	240	21	(	(	PUNCT
bjmsr-2442	240	22	pp	pp	ADJ
bjmsr-2442	240	23	.	.	PUNCT
bjmsr-2442	241	1	7–25	7–25	NOUN
bjmsr-2442	241	2	)	)	PUNCT
bjmsr-2442	241	3	.	.	PUNCT
bjmsr-2442	242	1	springer	springer	PROPN
bjmsr-2442	242	2	nature	nature	PROPN
bjmsr-2442	242	3	switzerland	switzerland	PROPN
bjmsr-2442	242	4	.	.	PUNCT
bjmsr-2442	243	1	https://doi.org/10.1007/978-3-031-75589-7_2	https://doi.org/10.1007/978-3-031-75589-7_2	PROPN
bjmsr-2442	243	2	bahoo	bahoo	PROPN
bjmsr-2442	243	3	,	,	PUNCT
bjmsr-2442	243	4	s.	s.	PROPN
bjmsr-2442	243	5	,	,	PUNCT
bjmsr-2442	243	6	goodell	goodell	PROPN
bjmsr-2442	243	7	,	,	PUNCT
bjmsr-2442	243	8	j.	j.	PROPN
bjmsr-2442	243	9	w.	w.	PROPN
bjmsr-2442	243	10	,	,	PUNCT
bjmsr-2442	243	11	rhattat	rhattat	PROPN
bjmsr-2442	243	12	,	,	PUNCT
bjmsr-2442	243	13	r.	r.	PROPN
bjmsr-2442	243	14	,	,	PUNCT
bjmsr-2442	243	15	&	&	CCONJ
bjmsr-2442	243	16	shahid	shahid	PROPN
bjmsr-2442	243	17	,	,	PUNCT
bjmsr-2442	243	18	s.	s.	PROPN
bjmsr-2442	243	19	(	(	PUNCT
bjmsr-2442	243	20	2025	2025	NUM
bjmsr-2442	243	21	)	)	PUNCT
bjmsr-2442	243	22	.	.	PUNCT
bjmsr-2442	244	1	artificial	artificial	ADJ
bjmsr-2442	244	2	intelligence	intelligence	NOUN
bjmsr-2442	244	3	in	in	ADP
bjmsr-2442	244	4	economics	economic	NOUN
bjmsr-2442	244	5	research	research	NOUN
bjmsr-2442	244	6	:	:	PUNCT
bjmsr-2442	244	7	what	what	PRON
bjmsr-2442	244	8	have	have	AUX
bjmsr-2442	244	9	we	we	PRON
bjmsr-2442	244	10	learned	learn	VERB
bjmsr-2442	244	11	?	?	PUNCT
bjmsr-2442	245	1	what	what	PRON
bjmsr-2442	245	2	do	do	AUX
bjmsr-2442	245	3	we	we	PRON
bjmsr-2442	245	4	need	need	VERB
bjmsr-2442	245	5	to	to	PART
bjmsr-2442	245	6	learn	learn	VERB
bjmsr-2442	245	7	?	?	PUNCT
bjmsr-2442	246	1	journal	journal	NOUN
bjmsr-2442	246	2	of	of	ADP
bjmsr-2442	246	3	economic	economic	ADJ
bjmsr-2442	246	4	surveys	survey	NOUN
bjmsr-2442	246	5	,	,	PUNCT
bjmsr-2442	246	6	joes.12694	joes.12694	PROPN
bjmsr-2442	246	7	.	.	PROPN
bjmsr-2442	246	8	https://doi.org/10.1111/joes.12694	https://doi.org/10.1111/joes.12694	PROPN
bjmsr-2442	246	9	broady	broady	PROPN
bjmsr-2442	246	10	,	,	PUNCT
bjmsr-2442	246	11	k.	k.	PROPN
bjmsr-2442	246	12	e.	e.	PROPN
bjmsr-2442	246	13	,	,	PUNCT
bjmsr-2442	246	14	booth	booth	NOUN
bjmsr-2442	246	15	-	-	PUNCT
bjmsr-2442	246	16	bell	bell	PROPN
bjmsr-2442	246	17	,	,	PUNCT
bjmsr-2442	246	18	d.	d.	PROPN
bjmsr-2442	246	19	,	,	PUNCT
bjmsr-2442	246	20	barr	barr	PROPN
bjmsr-2442	246	21	,	,	PUNCT
bjmsr-2442	246	22	a.	a.	PROPN
bjmsr-2442	246	23	,	,	PUNCT
bjmsr-2442	246	24	&	&	CCONJ
bjmsr-2442	246	25	meeks	meeks	PROPN
bjmsr-2442	246	26	,	,	PUNCT
bjmsr-2442	246	27	a.	a.	NOUN
bjmsr-2442	246	28	(	(	PUNCT
bjmsr-2442	246	29	2025	2025	NUM
bjmsr-2442	246	30	)	)	PUNCT
bjmsr-2442	246	31	.	.	PUNCT
bjmsr-2442	247	1	automation	automation	NOUN
bjmsr-2442	247	2	,	,	PUNCT
bjmsr-2442	247	3	artificial	artificial	ADJ
bjmsr-2442	247	4	intelligence	intelligence	NOUN
bjmsr-2442	247	5	,	,	PUNCT
bjmsr-2442	247	6	and	and	CCONJ
bjmsr-2442	247	7	job	job	NOUN
bjmsr-2442	247	8	displacement	displacement	NOUN
bjmsr-2442	247	9	in	in	ADP
bjmsr-2442	247	10	the	the	DET
bjmsr-2442	247	11	u.s	u.s	PROPN
bjmsr-2442	247	12	.	.	PROPN
bjmsr-2442	247	13	,	,	PUNCT
bjmsr-2442	247	14	2019–22	2019–22	NUM
bjmsr-2442	247	15	.	.	PUNCT
bjmsr-2442	248	1	labor	labor	NOUN
bjmsr-2442	248	2	history	history	NOUN
bjmsr-2442	248	3	,	,	PUNCT
bjmsr-2442	248	4	1–17	1–17	PROPN
bjmsr-2442	248	5	.	.	PUNCT
bjmsr-2442	249	1	https://doi.org/10.1080/0023656x.2025.2477153	https://doi.org/10.1080/0023656x.2025.2477153	PROPN
bjmsr-2442	249	2	burton	burton	PROPN
bjmsr-2442	249	3	,	,	PUNCT
bjmsr-2442	249	4	s.	s.	PROPN
bjmsr-2442	249	5	l.	l.	PROPN
bjmsr-2442	249	6	(	(	PUNCT
bjmsr-2442	249	7	2024	2024	NUM
bjmsr-2442	249	8	)	)	PUNCT
bjmsr-2442	249	9	.	.	PUNCT
bjmsr-2442	250	1	cybersecure	cybersecure	NOUN
bjmsr-2442	250	2	futures	future	NOUN
bjmsr-2442	250	3	:	:	PUNCT
bjmsr-2442	250	4	bridging	bridge	VERB
bjmsr-2442	250	5	ai	ai	VERB
bjmsr-2442	250	6	,	,	PUNCT
bjmsr-2442	250	7	employment	employment	NOUN
bjmsr-2442	250	8	,	,	PUNCT
bjmsr-2442	250	9	and	and	CCONJ
bjmsr-2442	250	10	the	the	DET
bjmsr-2442	250	11	digital	digital	ADJ
bjmsr-2442	250	12	divide	divide	NOUN
bjmsr-2442	250	13	.	.	PUNCT
bjmsr-2442	251	1	in	in	ADP
bjmsr-2442	251	2	d.	d.	PROPN
bjmsr-2442	251	3	n.	n.	PROPN
bjmsr-2442	251	4	burrell	burrell	PROPN
bjmsr-2442	252	1	(	(	PUNCT
bjmsr-2442	252	2	ed	ed	NOUN
bjmsr-2442	252	3	.	.	PUNCT
bjmsr-2442	252	4	)	)	PUNCT
bjmsr-2442	253	1	,	,	PUNCT
bjmsr-2442	253	2	advances	advance	NOUN
bjmsr-2442	253	3	in	in	ADP
bjmsr-2442	253	4	human	human	ADJ
bjmsr-2442	253	5	resources	resource	NOUN
bjmsr-2442	253	6	management	management	NOUN
bjmsr-2442	253	7	and	and	CCONJ
bjmsr-2442	253	8	organizational	organizational	ADJ
bjmsr-2442	253	9	development	development	NOUN
bjmsr-2442	253	10	(	(	PUNCT
bjmsr-2442	253	11	pp	pp	ADJ
bjmsr-2442	253	12	.	.	PUNCT
bjmsr-2442	254	1	155–204	155–204	NUM
bjmsr-2442	254	2	)	)	PUNCT
bjmsr-2442	254	3	.	.	PUNCT
bjmsr-2442	255	1	igi	igi	PROPN
bjmsr-2442	255	2	global	global	PROPN
bjmsr-2442	255	3	.	.	PUNCT
bjmsr-2442	256	1	https://doi.org/10.4018/979-8-3693-8562-3.ch006	https://doi.org/10.4018/979-8-3693-8562-3.ch006	PROPN
bjmsr-2442	256	2	dayalan	dayalan	PROPN
bjmsr-2442	256	3	,	,	PUNCT
bjmsr-2442	256	4	p.	p.	NOUN
bjmsr-2442	256	5	,	,	PUNCT
bjmsr-2442	256	6	&	&	CCONJ
bjmsr-2442	256	7	sundaramurthy	sundaramurthy	PROPN
bjmsr-2442	256	8	,	,	PUNCT
bjmsr-2442	256	9	b.	b.	PROPN
bjmsr-2442	256	10	(	(	PUNCT
bjmsr-2442	256	11	2024	2024	NUM
bjmsr-2442	256	12	)	)	PUNCT
bjmsr-2442	256	13	.	.	PUNCT
bjmsr-2442	257	1	exploring	explore	VERB
bjmsr-2442	257	2	the	the	DET
bjmsr-2442	257	3	implementation	implementation	NOUN
bjmsr-2442	257	4	and	and	CCONJ
bjmsr-2442	257	5	challenges	challenge	NOUN
bjmsr-2442	257	6	of	of	ADP
bjmsr-2442	257	7	ai	ai	NOUN
bjmsr-2442	257	8	-	-	PUNCT
bjmsr-2442	257	9	based	base	VERB
bjmsr-2442	257	10	fraud	fraud	NOUN
bjmsr-2442	257	11	detection	detection	NOUN
bjmsr-2442	257	12	systems	system	NOUN
bjmsr-2442	257	13	in	in	ADP
bjmsr-2442	257	14	financial	financial	ADJ
bjmsr-2442	257	15	institutions	institution	NOUN
bjmsr-2442	257	16	:	:	PUNCT
bjmsr-2442	257	17	a	a	DET
bjmsr-2442	257	18	review	review	NOUN
bjmsr-2442	257	19	.	.	PUNCT
bjmsr-2442	258	1	in	in	ADP
bjmsr-2442	258	2	b.	b.	PROPN
bjmsr-2442	258	3	sundaramurthy	sundaramurthy	PROPN
bjmsr-2442	258	4	&	&	CCONJ
bjmsr-2442	258	5	p.	p.	PROPN
bjmsr-2442	258	6	dayalan	dayalan	PROPN
bjmsr-2442	258	7	(	(	PUNCT
bjmsr-2442	258	8	eds	ed	NOUN
bjmsr-2442	258	9	.	.	PUNCT
bjmsr-2442	258	10	)	)	PUNCT
bjmsr-2442	258	11	,	,	PUNCT
bjmsr-2442	258	12	advances	advance	NOUN
bjmsr-2442	258	13	in	in	ADP
bjmsr-2442	258	14	business	business	NOUN
bjmsr-2442	258	15	information	information	NOUN
bjmsr-2442	258	16	systems	system	NOUN
bjmsr-2442	258	17	and	and	CCONJ
bjmsr-2442	258	18	analytics	analytic	NOUN
bjmsr-2442	258	19	(	(	PUNCT
bjmsr-2442	258	20	pp	pp	ADJ
bjmsr-2442	258	21	.	.	PUNCT
bjmsr-2442	258	22	25–38	25–38	NUM
bjmsr-2442	258	23	)	)	PUNCT
bjmsr-2442	258	24	.	.	PUNCT
bjmsr-2442	259	1	igi	igi	PROPN
bjmsr-2442	259	2	global	global	PROPN
bjmsr-2442	259	3	.	.	PUNCT
bjmsr-2442	260	1	https://doi.org/10.4018/979-8-3693-4187-2.ch002	https://doi.org/10.4018/979-8-3693-4187-2.ch002	PROPN
bjmsr-2442	260	2	frey	frey	PROPN
bjmsr-2442	260	3	,	,	PUNCT
bjmsr-2442	260	4	c.	c.	PROPN
bjmsr-2442	260	5	b.	b.	PROPN
bjmsr-2442	260	6	,	,	PUNCT
bjmsr-2442	260	7	&	&	CCONJ
bjmsr-2442	260	8	osborne	osborne	PROPN
bjmsr-2442	260	9	,	,	PUNCT
bjmsr-2442	260	10	m.	m.	NOUN
bjmsr-2442	260	11	a.	a.	NOUN
bjmsr-2442	260	12	(	(	PUNCT
bjmsr-2442	260	13	2017	2017	NUM
bjmsr-2442	260	14	)	)	PUNCT
bjmsr-2442	260	15	.	.	PUNCT
bjmsr-2442	261	1	the	the	DET
bjmsr-2442	261	2	future	future	NOUN
bjmsr-2442	261	3	of	of	ADP
bjmsr-2442	261	4	employment	employment	NOUN
bjmsr-2442	261	5	:	:	PUNCT
bjmsr-2442	261	6	how	how	SCONJ
bjmsr-2442	261	7	susceptible	susceptible	ADJ
bjmsr-2442	261	8	are	be	AUX
bjmsr-2442	261	9	jobs	job	NOUN
bjmsr-2442	261	10	to	to	ADP
bjmsr-2442	261	11	computerisation	computerisation	NOUN
bjmsr-2442	261	12	?	?	PUNCT
bjmsr-2442	262	1	technological	technological	ADJ
bjmsr-2442	262	2	forecasting	forecasting	NOUN
bjmsr-2442	262	3	and	and	CCONJ
bjmsr-2442	262	4	social	social	ADJ
bjmsr-2442	262	5	change	change	NOUN
bjmsr-2442	262	6	,	,	PUNCT
bjmsr-2442	262	7	114	114	NUM
bjmsr-2442	262	8	,	,	PUNCT
bjmsr-2442	262	9	254–280	254–280	NUM
bjmsr-2442	262	10	.	.	PUNCT
bjmsr-2442	263	1	https://doi.org/10.1016/j.techfore.2016.08.019	https://doi.org/10.1016/j.techfore.2016.08.019	NUM
bjmsr-2442	263	2	gayathri	gayathri	PROPN
bjmsr-2442	263	3	,	,	PUNCT
bjmsr-2442	263	4	j.	j.	PROPN
bjmsr-2442	263	5	,	,	PUNCT
bjmsr-2442	263	6	&	&	CCONJ
bjmsr-2442	263	7	mangaiyarkarasi	mangaiyarkarasi	PROPN
bjmsr-2442	263	8	,	,	PUNCT
bjmsr-2442	263	9	s.	s.	PROPN
bjmsr-2442	263	10	(	(	PUNCT
bjmsr-2442	263	11	2024	2024	NUM
bjmsr-2442	263	12	)	)	PUNCT
bjmsr-2442	263	13	.	.	PUNCT
bjmsr-2442	264	1	the	the	DET
bjmsr-2442	264	2	impact	impact	NOUN
bjmsr-2442	264	3	of	of	ADP
bjmsr-2442	264	4	ai	ai	ADJ
bjmsr-2442	264	5	integration	integration	NOUN
bjmsr-2442	264	6	on	on	ADP
bjmsr-2442	264	7	workforce	workforce	NOUN
bjmsr-2442	264	8	dynamics	dynamic	NOUN
bjmsr-2442	264	9	:	:	PUNCT
bjmsr-2442	264	10	legal	legal	ADJ
bjmsr-2442	264	11	challenges	challenge	NOUN
bjmsr-2442	264	12	and	and	CCONJ
bjmsr-2442	264	13	labour	labour	ADJ
bjmsr-2442	264	14	law	law	NOUN
bjmsr-2442	264	15	implications	implication	NOUN
bjmsr-2442	264	16	in	in	ADP
bjmsr-2442	264	17	the	the	DET
bjmsr-2442	264	18	era	era	NOUN
bjmsr-2442	264	19	of	of	ADP
bjmsr-2442	264	20	business	business	NOUN
bjmsr-2442	264	21	technology	technology	NOUN
bjmsr-2442	264	22	transformation	transformation	NOUN
bjmsr-2442	264	23	.	.	PUNCT
bjmsr-2442	265	1	in	in	ADP
bjmsr-2442	265	2	b.	b.	PROPN
bjmsr-2442	265	3	sundaramurthy	sundaramurthy	PROPN
bjmsr-2442	265	4	&	&	CCONJ
bjmsr-2442	265	5	p.	p.	PROPN
bjmsr-2442	265	6	dayalan	dayalan	PROPN
bjmsr-2442	265	7	(	(	PUNCT
bjmsr-2442	265	8	eds	ed	NOUN
bjmsr-2442	265	9	.	.	PUNCT
bjmsr-2442	265	10	)	)	PUNCT
bjmsr-2442	265	11	,	,	PUNCT
bjmsr-2442	265	12	advances	advance	NOUN
bjmsr-2442	265	13	in	in	ADP
bjmsr-2442	265	14	business	business	NOUN
bjmsr-2442	265	15	information	information	NOUN
bjmsr-2442	265	16	systems	system	NOUN
bjmsr-2442	265	17	and	and	CCONJ
bjmsr-2442	265	18	analytics	analytic	NOUN
bjmsr-2442	265	19	(	(	PUNCT
bjmsr-2442	265	20	pp	pp	ADV
bjmsr-2442	265	21	.	.	PUNCT
bjmsr-2442	266	1	277–300	277–300	NUM
bjmsr-2442	266	2	)	)	PUNCT
bjmsr-2442	266	3	.	.	PUNCT
bjmsr-2442	267	1	igi	igi	PROPN
bjmsr-2442	267	2	global	global	PROPN
bjmsr-2442	267	3	.	.	PUNCT
bjmsr-2442	268	1	https://doi.org/10.4018/979-83693-4187-2.ch013	https://doi.org/10.4018/979-83693-4187-2.ch013	PROPN
bjmsr-2442	268	2	hamdan	hamdan	PROPN
bjmsr-2442	268	3	,	,	PUNCT
bjmsr-2442	268	4	r.	r.	PROPN
bjmsr-2442	268	5	k.	k.	PROPN
bjmsr-2442	268	6	(	(	PUNCT
bjmsr-2442	268	7	ed	ed	NOUN
bjmsr-2442	268	8	.	.	PUNCT
bjmsr-2442	268	9	)	)	PUNCT
bjmsr-2442	268	10	.	.	PUNCT
bjmsr-2442	269	1	(	(	PUNCT
bjmsr-2442	269	2	2025	2025	NUM
bjmsr-2442	269	3	)	)	PUNCT
bjmsr-2442	269	4	.	.	PUNCT
bjmsr-2442	270	1	sustainable	sustainable	ADJ
bjmsr-2442	270	2	data	datum	NOUN
bjmsr-2442	270	3	management	management	NOUN
bjmsr-2442	270	4	:	:	PUNCT
bjmsr-2442	270	5	navigating	navigate	VERB
bjmsr-2442	270	6	big	big	ADJ
bjmsr-2442	270	7	data	datum	NOUN
bjmsr-2442	270	8	,	,	PUNCT
bjmsr-2442	270	9	communication	communication	NOUN
bjmsr-2442	270	10	technology	technology	NOUN
bjmsr-2442	270	11	,	,	PUNCT
bjmsr-2442	270	12	and	and	CCONJ
bjmsr-2442	270	13	business	business	NOUN
bjmsr-2442	270	14	digital	digital	ADJ
bjmsr-2442	270	15	leadership	leadership	NOUN
bjmsr-2442	270	16	.	.	PUNCT
bjmsr-2442	271	1	volume	volume	NOUN
bjmsr-2442	271	2	1	1	NUM
bjmsr-2442	271	3	(	(	PUNCT
bjmsr-2442	271	4	vol	vol	NOUN
bjmsr-2442	271	5	.	.	PROPN
bjmsr-2442	271	6	171	171	NUM
bjmsr-2442	271	7	)	)	PUNCT
bjmsr-2442	271	8	.	.	PUNCT
bjmsr-2442	272	1	springer	springer	NOUN
bjmsr-2442	272	2	nature	nature	PROPN
bjmsr-2442	272	3	.	.	PUNCT
bjmsr-2442	273	1	hassouni	hassouni	PROPN
bjmsr-2442	273	2	,	,	PUNCT
bjmsr-2442	273	3	a.	a.	PROPN
bjmsr-2442	273	4	,	,	PUNCT
bjmsr-2442	273	5	&	&	CCONJ
bjmsr-2442	273	6	mellor	mellor	PROPN
bjmsr-2442	273	7	,	,	PUNCT
bjmsr-2442	273	8	n.	n.	PROPN
bjmsr-2442	273	9	(	(	PUNCT
bjmsr-2442	273	10	2025	2025	NUM
bjmsr-2442	273	11	)	)	PUNCT
bjmsr-2442	273	12	.	.	PUNCT
bjmsr-2442	274	1	ai	ai	VERB
bjmsr-2442	274	2	in	in	ADP
bjmsr-2442	274	3	the	the	DET
bjmsr-2442	274	4	united	united	PROPN
bjmsr-2442	274	5	arab	arab	PROPN
bjmsr-2442	274	6	emirates	emirates	PROPN
bjmsr-2442	274	7	’	'	PUNCT
bjmsr-2442	274	8	media	medium	NOUN
bjmsr-2442	274	9	sector	sector	NOUN
bjmsr-2442	274	10	:	:	PUNCT
bjmsr-2442	274	11	balancing	balance	VERB
bjmsr-2442	274	12	efficiency	efficiency	NOUN
bjmsr-2442	274	13	and	and	CCONJ
bjmsr-2442	274	14	cultural	cultural	ADJ
bjmsr-2442	274	15	integrity	integrity	NOUN
bjmsr-2442	274	16	.	.	PUNCT
bjmsr-2442	275	1	journalism	journalism	NOUN
bjmsr-2442	275	2	and	and	CCONJ
bjmsr-2442	275	3	media	medium	NOUN
bjmsr-2442	275	4	,	,	PUNCT
bjmsr-2442	275	5	6(1	6(1	NUM
bjmsr-2442	275	6	)	)	PUNCT
bjmsr-2442	275	7	,	,	PUNCT
bjmsr-2442	275	8	31	31	NUM
bjmsr-2442	275	9	.	.	PUNCT
bjmsr-2442	276	1	https://doi.org/10.3390/journalmedia6010031	https://doi.org/10.3390/journalmedia6010031	NOUN
bjmsr-2442	276	2	hazaa	hazaa	PROPN
bjmsr-2442	276	3	,	,	PUNCT
bjmsr-2442	276	4	b.	b.	PROPN
bjmsr-2442	276	5	,	,	PUNCT
bjmsr-2442	276	6	&	&	CCONJ
bjmsr-2442	276	7	al	al	PROPN
bjmsr-2442	276	8	mubarak	mubarak	PROPN
bjmsr-2442	276	9	,	,	PUNCT
bjmsr-2442	276	10	m.	m.	NOUN
bjmsr-2442	276	11	(	(	PUNCT
bjmsr-2442	276	12	2024	2024	NUM
bjmsr-2442	276	13	)	)	PUNCT
bjmsr-2442	276	14	.	.	PUNCT
bjmsr-2442	277	1	digital	digital	ADJ
bjmsr-2442	277	2	transformation	transformation	NOUN
bjmsr-2442	277	3	in	in	ADP
bjmsr-2442	277	4	the	the	DET
bjmsr-2442	277	5	oil	oil	NOUN
bjmsr-2442	277	6	and	and	CCONJ
bjmsr-2442	277	7	gas	gas	NOUN
bjmsr-2442	277	8	industry	industry	NOUN
bjmsr-2442	277	9	in	in	ADP
bjmsr-2442	277	10	the	the	DET
bjmsr-2442	277	11	gcc	gcc	NOUN
bjmsr-2442	277	12	:	:	PUNCT
bjmsr-2442	277	13	exploring	explore	VERB
bjmsr-2442	277	14	opportunities	opportunity	NOUN
bjmsr-2442	277	15	and	and	CCONJ
bjmsr-2442	277	16	addressing	address	VERB
bjmsr-2442	277	17	challenges	challenge	NOUN
bjmsr-2442	277	18	.	.	PUNCT
bjmsr-2442	278	1	in	in	ADP
bjmsr-2442	278	2	m.	m.	NOUN
bjmsr-2442	278	3	al	al	PROPN
bjmsr-2442	278	4	mubarak	mubarak	PROPN
bjmsr-2442	278	5	&	&	CCONJ
bjmsr-2442	278	6	a.	a.	PROPN
bjmsr-2442	278	7	hamdan	hamdan	PROPN
bjmsr-2442	278	8	(	(	PUNCT
bjmsr-2442	278	9	eds	eds	PROPN
bjmsr-2442	278	10	.	.	PUNCT
bjmsr-2442	278	11	)	)	PUNCT
bjmsr-2442	278	12	,	,	PUNCT
bjmsr-2442	278	13	innovative	innovative	ADJ
bjmsr-2442	278	14	and	and	CCONJ
bjmsr-2442	278	15	intelligent	intelligent	ADJ
bjmsr-2442	278	16	digital	digital	ADJ
bjmsr-2442	278	17	technologies	technology	NOUN
bjmsr-2442	278	18	;	;	PUNCT
bjmsr-2442	278	19	towards	towards	ADP
bjmsr-2442	278	20	an	an	DET
bjmsr-2442	278	21	increased	increase	VERB
bjmsr-2442	278	22	efficiency	efficiency	NOUN
bjmsr-2442	278	23	(	(	PUNCT
bjmsr-2442	278	24	vol	vol	NOUN
bjmsr-2442	278	25	.	.	PROPN
bjmsr-2442	278	26	569	569	NUM
bjmsr-2442	278	27	,	,	PUNCT
bjmsr-2442	278	28	pp	pp	ADJ
bjmsr-2442	278	29	.	.	PUNCT
bjmsr-2442	279	1	641–662	641–662	NUM
bjmsr-2442	279	2	)	)	PUNCT
bjmsr-2442	279	3	.	.	PUNCT
bjmsr-2442	280	1	springer	springer	PROPN
bjmsr-2442	280	2	nature	nature	PROPN
bjmsr-2442	280	3	switzerland	switzerland	PROPN
bjmsr-2442	280	4	.	.	PUNCT
bjmsr-2442	281	1	https://doi.org/10.1007/978-3031-71649-2_54	https://doi.org/10.1007/978-3031-71649-2_54	PROPN
bjmsr-2442	281	2	jin	jin	PROPN
bjmsr-2442	281	3	,	,	PUNCT
bjmsr-2442	281	4	x.	x.	PROPN
bjmsr-2442	281	5	,	,	PUNCT
bjmsr-2442	281	6	&	&	CCONJ
bjmsr-2442	281	7	han	han	PROPN
bjmsr-2442	281	8	,	,	PUNCT
bjmsr-2442	281	9	j.	j.	PROPN
bjmsr-2442	281	10	(	(	PUNCT
bjmsr-2442	281	11	2011	2011	NUM
bjmsr-2442	281	12	)	)	PUNCT
bjmsr-2442	281	13	.	.	PUNCT
bjmsr-2442	282	1	k	k	X
bjmsr-2442	282	2	-	-	PUNCT
bjmsr-2442	282	3	means	mean	VERB
bjmsr-2442	282	4	clustering	clustering	NOUN
bjmsr-2442	282	5	.	.	PUNCT
bjmsr-2442	283	1	in	in	ADP
bjmsr-2442	283	2	:	:	PUNCT
bjmsr-2442	283	3	sammut	sammut	NOUN
bjmsr-2442	283	4	,	,	PUNCT
bjmsr-2442	283	5	c.	c.	PROPN
bjmsr-2442	283	6	,	,	PUNCT
bjmsr-2442	283	7	webb	webb	PROPN
bjmsr-2442	283	8	,	,	PUNCT
bjmsr-2442	283	9	g.i	g.i	PROPN
bjmsr-2442	283	10	.	.	PROPN
bjmsr-2442	283	11	(	(	PUNCT
bjmsr-2442	283	12	eds	ed	NOUN
bjmsr-2442	283	13	)	)	PUNCT
bjmsr-2442	283	14	encyclopedia	encyclopedia	NOUN
bjmsr-2442	283	15	of	of	ADP
bjmsr-2442	283	16	machine	machine	NOUN
bjmsr-2442	283	17	learning	learning	NOUN
bjmsr-2442	283	18	.	.	PUNCT
bjmsr-2442	284	1	springer	springer	PROPN
bjmsr-2442	284	2	,	,	PUNCT
bjmsr-2442	284	3	boston	boston	PROPN
bjmsr-2442	284	4	,	,	PUNCT
bjmsr-2442	284	5	ma	ma	PROPN
bjmsr-2442	284	6	.	.	PROPN
bjmsr-2442	284	7	https://doi.org/10.1007/978-0-387-30164-8_425	https://doi.org/10.1007/978-0-387-30164-8_425	PROPN
bjmsr-2442	284	8	karam	karam	PROPN
bjmsr-2442	284	9	,	,	PUNCT
bjmsr-2442	284	10	j.	j.	PROPN
bjmsr-2442	284	11	,	,	PUNCT
bjmsr-2442	284	12	el	el	PROPN
bjmsr-2442	284	13	hayek	hayek	PROPN
bjmsr-2442	284	14	,	,	PUNCT
bjmsr-2442	284	15	z.	z.	PROPN
bjmsr-2442	284	16	,	,	PUNCT
bjmsr-2442	284	17	&	&	CCONJ
bjmsr-2442	284	18	youssef	youssef	PROPN
bjmsr-2442	284	19	,	,	PUNCT
bjmsr-2442	284	20	l.	l.	PROPN
bjmsr-2442	284	21	(	(	PUNCT
bjmsr-2442	284	22	2025	2025	NUM
bjmsr-2442	284	23	)	)	PUNCT
bjmsr-2442	284	24	.	.	PUNCT
bjmsr-2442	285	1	ai	ai	VERB
bjmsr-2442	285	2	and	and	CCONJ
bjmsr-2442	285	3	cultural	cultural	ADJ
bjmsr-2442	285	4	adaptation	adaptation	NOUN
bjmsr-2442	285	5	:	:	PUNCT
bjmsr-2442	285	6	leveraging	leverage	VERB
bjmsr-2442	285	7	mena	mena	PROPN
bjmsr-2442	285	8	values	value	NOUN
bjmsr-2442	285	9	in	in	ADP
bjmsr-2442	285	10	business	business	NOUN
bjmsr-2442	285	11	.	.	PUNCT
bjmsr-2442	286	1	in	in	ADP
bjmsr-2442	286	2	n.	n.	PROPN
bjmsr-2442	286	3	azoury	azoury	PROPN
bjmsr-2442	286	4	&	&	CCONJ
bjmsr-2442	286	5	g.	g.	PROPN
bjmsr-2442	286	6	yahchouchi	yahchouchi	PROPN
bjmsr-2442	286	7	(	(	PUNCT
bjmsr-2442	286	8	eds	eds	PROPN
bjmsr-2442	286	9	.	.	PUNCT
bjmsr-2442	286	10	)	)	PUNCT
bjmsr-2442	286	11	,	,	PUNCT
bjmsr-2442	286	12	ai	ai	VERB
bjmsr-2442	286	13	in	in	ADP
bjmsr-2442	286	14	the	the	DET
bjmsr-2442	286	15	middle	middle	PROPN
bjmsr-2442	286	16	east	east	PROPN
bjmsr-2442	286	17	for	for	ADP
bjmsr-2442	286	18	growth	growth	NOUN
bjmsr-2442	286	19	and	and	CCONJ
bjmsr-2442	286	20	business	business	NOUN
bjmsr-2442	286	21	(	(	PUNCT
bjmsr-2442	286	22	pp	pp	ADJ
bjmsr-2442	286	23	.	.	PUNCT
bjmsr-2442	287	1	61–73	61–73	NUM
bjmsr-2442	287	2	)	)	PUNCT
bjmsr-2442	287	3	.	.	PUNCT
bjmsr-2442	288	1	springer	springer	PROPN
bjmsr-2442	288	2	nature	nature	PROPN
bjmsr-2442	288	3	switzerland	switzerland	PROPN
bjmsr-2442	288	4	.	.	PUNCT
bjmsr-2442	288	5	https://doi.org/10.1007/978-3-031-75589-7_5	https://doi.org/10.1007/978-3-031-75589-7_5	X
bjmsr-2442	289	1	kaur	kaur	PROPN
bjmsr-2442	289	2	,	,	PUNCT
bjmsr-2442	289	3	h.	h.	PROPN
bjmsr-2442	289	4	,	,	PUNCT
bjmsr-2442	289	5	reddy	reddy	PROPN
bjmsr-2442	289	6	,	,	PUNCT
bjmsr-2442	289	7	k.	k.	PROPN
bjmsr-2442	289	8	k.	k.	PROPN
bjmsr-2442	289	9	,	,	PUNCT
bjmsr-2442	289	10	reddy	reddy	PROPN
bjmsr-2442	289	11	,	,	PUNCT
bjmsr-2442	289	12	m.	m.	PROPN
bjmsr-2442	289	13	k.	k.	PROPN
bjmsr-2442	289	14	,	,	PUNCT
bjmsr-2442	289	15	&	&	CCONJ
bjmsr-2442	289	16	hanafiah	hanafiah	PROPN
bjmsr-2442	289	17	,	,	PUNCT
bjmsr-2442	289	18	m.	m.	NOUN
bjmsr-2442	289	19	m.	m.	NOUN
bjmsr-2442	289	20	(	(	PUNCT
bjmsr-2442	289	21	2024	2024	NUM
bjmsr-2442	289	22	)	)	PUNCT
bjmsr-2442	289	23	.	.	PUNCT
bjmsr-2442	290	1	collaborative	collaborative	ADJ
bjmsr-2442	290	2	approaches	approach	NOUN
bjmsr-2442	290	3	to	to	ADP
bjmsr-2442	290	4	navigating	navigate	VERB
bjmsr-2442	290	5	complex	complex	ADJ
bjmsr-2442	290	6	challenges	challenge	NOUN
bjmsr-2442	290	7	and	and	CCONJ
bjmsr-2442	290	8	adapting	adapt	VERB
bjmsr-2442	290	9	to	to	ADP
bjmsr-2442	290	10	a	a	DET
bjmsr-2442	290	11	dynamically	dynamically	ADV
bjmsr-2442	290	12	changing	change	VERB
bjmsr-2442	290	13	world	world	NOUN
bjmsr-2442	290	14	:	:	PUNCT
bjmsr-2442	290	15	in	in	ADP
bjmsr-2442	290	16	b.	b.	PROPN
bjmsr-2442	290	17	k.	k.	PROPN
bjmsr-2442	290	18	mishra	mishra	PROPN
bjmsr-2442	290	19	(	(	PUNCT
bjmsr-2442	290	20	ed	ed	NOUN
bjmsr-2442	290	21	.	.	PUNCT
bjmsr-2442	290	22	)	)	PUNCT
bjmsr-2442	291	1	,	,	PUNCT
bjmsr-2442	291	2	advances	advance	NOUN
bjmsr-2442	291	3	in	in	ADP
bjmsr-2442	291	4	mechatronics	mechatronic	NOUN
bjmsr-2442	291	5	and	and	CCONJ
bjmsr-2442	291	6	mechanical	mechanical	ADJ
bjmsr-2442	291	7	engineering	engineering	NOUN
bjmsr-2442	291	8	(	(	PUNCT
bjmsr-2442	291	9	pp	pp	ADJ
bjmsr-2442	291	10	.	.	PUNCT
bjmsr-2442	292	1	209–234	209–234	NUM
bjmsr-2442	292	2	)	)	PUNCT
bjmsr-2442	292	3	.	.	PUNCT
bjmsr-2442	293	1	igi	igi	PROPN
bjmsr-2442	293	2	global	global	PROPN
bjmsr-2442	293	3	.	.	PUNCT
bjmsr-2442	294	1	https://doi.org/10.4018/979-8-3693-7076-6.ch010	https://doi.org/10.4018/979-8-3693-7076-6.ch010	PROPN
bjmsr-2442	294	2	kshetri	kshetri	PROPN
bjmsr-2442	294	3	,	,	PUNCT
bjmsr-2442	294	4	n.	n.	NOUN
bjmsr-2442	294	5	,	,	PUNCT
bjmsr-2442	294	6	&	&	CCONJ
bjmsr-2442	294	7	sharma	sharma	PROPN
bjmsr-2442	294	8	,	,	PUNCT
bjmsr-2442	294	9	r.	r.	PROPN
bjmsr-2442	294	10	s.	s.	PROPN
bjmsr-2442	294	11	(	(	PUNCT
bjmsr-2442	294	12	2025	2025	NUM
bjmsr-2442	294	13	)	)	PUNCT
bjmsr-2442	294	14	.	.	PUNCT
bjmsr-2442	295	1	editorial	editorial	NOUN
bjmsr-2442	295	2	:	:	PUNCT
bjmsr-2442	295	3	development	development	NOUN
bjmsr-2442	295	4	,	,	PUNCT
bjmsr-2442	295	5	diffusion	diffusion	NOUN
bjmsr-2442	295	6	,	,	PUNCT
bjmsr-2442	295	7	and	and	CCONJ
bjmsr-2442	295	8	impact	impact	NOUN
bjmsr-2442	295	9	of	of	ADP
bjmsr-2442	295	10	generative	generative	NOUN
bjmsr-2442	295	11	ai	ai	VERB
bjmsr-2442	295	12	in	in	ADP
bjmsr-2442	295	13	the	the	DET
bjmsr-2442	295	14	gulf	gulf	PROPN
bjmsr-2442	295	15	cooperation	cooperation	NOUN
bjmsr-2442	295	16	council	council	NOUN
bjmsr-2442	295	17	economies	economy	NOUN
bjmsr-2442	295	18	.	.	PUNCT
bjmsr-2442	296	1	journal	journal	NOUN
bjmsr-2442	296	2	of	of	ADP
bjmsr-2442	296	3	global	global	ADJ
bjmsr-2442	296	4	information	information	PROPN
bjmsr-2442	296	5	technology	technology	NOUN
bjmsr-2442	296	6	management	management	NOUN
bjmsr-2442	296	7	,	,	PUNCT
bjmsr-2442	296	8	28(1	28(1	NOUN
bjmsr-2442	296	9	)	)	PUNCT
bjmsr-2442	296	10	,	,	PUNCT
bjmsr-2442	296	11	1–5	1–5	X
bjmsr-2442	296	12	.	.	PUNCT
bjmsr-2442	296	13	https://doi.org/10.1080/1097198x.2025.2454097	https://doi.org/10.1080/1097198x.2025.2454097	PROPN
bjmsr-2442	296	14	kumar	kumar	PROPN
bjmsr-2442	296	15	,	,	PUNCT
bjmsr-2442	296	16	p.	p.	NOUN
bjmsr-2442	296	17	(	(	PUNCT
bjmsr-2442	296	18	2025	2025	NUM
bjmsr-2442	296	19	)	)	PUNCT
bjmsr-2442	296	20	.	.	PUNCT
bjmsr-2442	297	1	artificial	artificial	ADJ
bjmsr-2442	297	2	intelligence	intelligence	NOUN
bjmsr-2442	297	3	(	(	PUNCT
bjmsr-2442	297	4	ai)-augmented	ai)-augmente	VERB
bjmsr-2442	297	5	knowledge	knowledge	NOUN
bjmsr-2442	297	6	management	management	NOUN
bjmsr-2442	297	7	capability	capability	NOUN
bjmsr-2442	297	8	and	and	CCONJ
bjmsr-2442	297	9	clinical	clinical	ADJ
bjmsr-2442	297	10	performance	performance	NOUN
bjmsr-2442	297	11	:	:	PUNCT
bjmsr-2442	297	12	implications	implication	NOUN
bjmsr-2442	297	13	for	for	ADP
bjmsr-2442	297	14	marketing	marketing	NOUN
bjmsr-2442	297	15	strategies	strategy	NOUN
bjmsr-2442	297	16	in	in	ADP
bjmsr-2442	297	17	healthcare	healthcare	NOUN
bjmsr-2442	297	18	sector	sector	NOUN
bjmsr-2442	297	19	.	.	PUNCT
bjmsr-2442	298	1	journal	journal	PROPN
bjmsr-2442	298	2	of	of	ADP
bjmsr-2442	298	3	knowledge	knowledge	PROPN
bjmsr-2442	298	4	management	management	NOUN
bjmsr-2442	298	5	,	,	PUNCT
bjmsr-2442	298	6	29(2	29(2	NUM
bjmsr-2442	298	7	)	)	PUNCT
bjmsr-2442	298	8	,	,	PUNCT
bjmsr-2442	298	9	415–441	415–441	NUM
bjmsr-2442	298	10	.	.	PUNCT
bjmsr-2442	299	1	https://doi.org/10.1108/jkm-01-2024-0111	https://doi.org/10.1108/jkm-01-2024-0111	PROPN
bjmsr-2442	299	2	lamees	lamees	PROPN
bjmsr-2442	299	3	,	,	PUNCT
bjmsr-2442	299	4	a.-z	a.-z	PROPN
bjmsr-2442	299	5	.	.	PUNCT
bjmsr-2442	299	6	,	,	PUNCT
bjmsr-2442	299	7	&	&	CCONJ
bjmsr-2442	299	8	ramayah	ramayah	PROPN
bjmsr-2442	299	9	,	,	PUNCT
bjmsr-2442	299	10	t.	t.	PROPN
bjmsr-2442	299	11	(	(	PUNCT
bjmsr-2442	299	12	2025	2025	NUM
bjmsr-2442	299	13	)	)	PUNCT
bjmsr-2442	299	14	.	.	PUNCT
bjmsr-2442	300	1	how	how	SCONJ
bjmsr-2442	300	2	artificial	artificial	ADJ
bjmsr-2442	300	3	intelligence	intelligence	NOUN
bjmsr-2442	300	4	-	-	PUNCT
bjmsr-2442	300	5	based	base	VERB
bjmsr-2442	300	6	supply	supply	NOUN
bjmsr-2442	300	7	chain	chain	NOUN
bjmsr-2442	300	8	analytics	analytic	NOUN
bjmsr-2442	300	9	enable	enable	VERB
bjmsr-2442	300	10	supply	supply	NOUN
bjmsr-2442	300	11	chain	chain	NOUN
bjmsr-2442	300	12	agility	agility	NOUN
bjmsr-2442	300	13	and	and	CCONJ
bjmsr-2442	300	14	innovation	innovation	NOUN
bjmsr-2442	300	15	?	?	PUNCT
bjmsr-2442	301	1	an	an	DET
bjmsr-2442	301	2	intellectual	intellectual	ADJ
bjmsr-2442	301	3	capital	capital	NOUN
bjmsr-2442	301	4	perspective	perspective	PROPN
bjmsr-2442	301	5	.	.	PUNCT
bjmsr-2442	302	1	supply	supply	NOUN
bjmsr-2442	302	2	chain	chain	NOUN
bjmsr-2442	302	3	management	management	NOUN
bjmsr-2442	302	4	:	:	PUNCT
bjmsr-2442	302	5	an	an	DET
bjmsr-2442	302	6	international	international	ADJ
bjmsr-2442	302	7	journal	journal	NOUN
bjmsr-2442	302	8	,	,	PUNCT
bjmsr-2442	302	9	30(2	30(2	NUM
bjmsr-2442	302	10	)	)	PUNCT
bjmsr-2442	302	11	,	,	PUNCT
bjmsr-2442	302	12	233–249	233–249	NUM
bjmsr-2442	302	13	.	.	PUNCT
bjmsr-2442	303	1	https://doi.org/10.1108/scm-09-2024-0558	https://doi.org/10.1108/scm-09-2024-0558	NOUN
bjmsr-2442	303	2	leveraging	leverage	VERB
bjmsr-2442	303	3	predictive	predictive	ADJ
bjmsr-2442	303	4	analytics	analytic	NOUN
bjmsr-2442	303	5	to	to	PART
bjmsr-2442	303	6	optimize	optimize	VERB
bjmsr-2442	303	7	business	business	NOUN
bjmsr-2442	303	8	performance	performance	NOUN
bjmsr-2442	303	9	and	and	CCONJ
bjmsr-2442	303	10	drive	drive	VERB
bjmsr-2442	303	11	operational	operational	ADJ
bjmsr-2442	303	12	excellence	excellence	NOUN
bjmsr-2442	303	13	.	.	PUNCT
bjmsr-2442	304	1	(	(	PUNCT
bjmsr-2442	304	2	2025	2025	NUM
bjmsr-2442	304	3	)	)	PUNCT
bjmsr-2442	304	4	.	.	PUNCT
bjmsr-2442	305	1	international	international	ADJ
bjmsr-2442	305	2	journal	journal	PROPN
bjmsr-2442	305	3	of	of	ADP
bjmsr-2442	305	4	computer	computer	NOUN
bjmsr-2442	305	5	applications	application	NOUN
bjmsr-2442	305	6	technology	technology	NOUN
bjmsr-2442	305	7	and	and	CCONJ
bjmsr-2442	305	8	research	research	NOUN
bjmsr-2442	305	9	.	.	PUNCT
bjmsr-2442	306	1	https://doi.org/10.7753/ijcatr1402.1005	https://doi.org/10.7753/ijcatr1402.1005	PROPN
bjmsr-2442	306	2	lund	lund	PROPN
bjmsr-2442	306	3	,	,	PUNCT
bjmsr-2442	306	4	b.	b.	PROPN
bjmsr-2442	306	5	,	,	PUNCT
bjmsr-2442	306	6	orhan	orhan	PROPN
bjmsr-2442	306	7	,	,	PUNCT
bjmsr-2442	306	8	z.	z.	PROPN
bjmsr-2442	306	9	,	,	PUNCT
bjmsr-2442	306	10	mannuru	mannuru	PROPN
bjmsr-2442	306	11	,	,	PUNCT
bjmsr-2442	306	12	n.	n.	PROPN
bjmsr-2442	306	13	r.	r.	PROPN
bjmsr-2442	306	14	,	,	PUNCT
bjmsr-2442	306	15	bevara	bevara	PROPN
bjmsr-2442	306	16	,	,	PUNCT
bjmsr-2442	306	17	r.	r.	PROPN
bjmsr-2442	306	18	v.	v.	PROPN
bjmsr-2442	306	19	k.	k.	PROPN
bjmsr-2442	306	20	,	,	PUNCT
bjmsr-2442	306	21	porter	porter	PROPN
bjmsr-2442	306	22	,	,	PUNCT
bjmsr-2442	306	23	b.	b.	PROPN
bjmsr-2442	306	24	,	,	PUNCT
bjmsr-2442	306	25	vinaih	vinaih	PROPN
bjmsr-2442	306	26	,	,	PUNCT
bjmsr-2442	306	27	m.	m.	NOUN
bjmsr-2442	306	28	k.	k.	PROPN
bjmsr-2442	306	29	,	,	PUNCT
bjmsr-2442	306	30	&	&	CCONJ
bjmsr-2442	306	31	bhaskara	bhaskara	PROPN
bjmsr-2442	306	32	,	,	PUNCT
bjmsr-2442	306	33	p.	p.	NOUN
bjmsr-2442	306	34	(	(	PUNCT
bjmsr-2442	306	35	2025	2025	NUM
bjmsr-2442	306	36	)	)	PUNCT
bjmsr-2442	306	37	.	.	PUNCT
bjmsr-2442	307	1	standards	standard	NOUN
bjmsr-2442	307	2	,	,	PUNCT
bjmsr-2442	307	3	frameworks	framework	NOUN
bjmsr-2442	307	4	,	,	PUNCT
bjmsr-2442	307	5	and	and	CCONJ
bjmsr-2442	307	6	legislation	legislation	NOUN
bjmsr-2442	307	7	for	for	ADP
bjmsr-2442	307	8	artificial	artificial	ADJ
bjmsr-2442	307	9	intelligence	intelligence	NOUN
bjmsr-2442	307	10	(	(	PUNCT
bjmsr-2442	307	11	ai	ai	NOUN
bjmsr-2442	307	12	)	)	PUNCT
bjmsr-2442	307	13	transparency	transparency	NOUN
bjmsr-2442	307	14	.	.	PUNCT
bjmsr-2442	308	1	ai	ai	VERB
bjmsr-2442	308	2	and	and	CCONJ
bjmsr-2442	308	3	ethics	ethic	NOUN
bjmsr-2442	308	4	.	.	PUNCT
bjmsr-2442	309	1	https://doi.org/10.1007/s43681-025-00661-4	https://doi.org/10.1007/s43681-025-00661-4	NUM
bjmsr-2442	309	2	nadimpalli	nadimpalli	PROPN
bjmsr-2442	309	3	,	,	PUNCT
bjmsr-2442	309	4	c.	c.	PROPN
bjmsr-2442	309	5	s.	s.	PROPN
bjmsr-2442	309	6	c.	c.	PROPN
bjmsr-2442	309	7	,	,	PUNCT
bjmsr-2442	309	8	muttamsetty	muttamsetty	PROPN
bjmsr-2442	309	9	,	,	PUNCT
bjmsr-2442	309	10	l.	l.	PROPN
bjmsr-2442	309	11	s.	s.	PROPN
bjmsr-2442	309	12	,	,	PUNCT
bjmsr-2442	309	13	pamu	pamu	PROPN
bjmsr-2442	309	14	,	,	PUNCT
bjmsr-2442	309	15	r.	r.	PROPN
bjmsr-2442	309	16	n.	n.	PROPN
bjmsr-2442	309	17	,	,	PUNCT
bjmsr-2442	309	18	&	&	CCONJ
bjmsr-2442	309	19	teku	teku	PROPN
bjmsr-2442	309	20	,	,	PUNCT
bjmsr-2442	309	21	k.	k.	PROPN
bjmsr-2442	309	22	(	(	PUNCT
bjmsr-2442	309	23	2025	2025	NUM
bjmsr-2442	309	24	)	)	PUNCT
bjmsr-2442	309	25	.	.	PUNCT
bjmsr-2442	310	1	the	the	DET
bjmsr-2442	310	2	future	future	NOUN
bjmsr-2442	310	3	of	of	ADP
bjmsr-2442	310	4	employment	employment	NOUN
bjmsr-2442	310	5	with	with	ADP
bjmsr-2442	310	6	the	the	DET
bjmsr-2442	310	7	advent	advent	NOUN
bjmsr-2442	310	8	of	of	ADP
bjmsr-2442	310	9	ai	ai	NOUN
bjmsr-2442	310	10	:	:	PUNCT
bjmsr-2442	310	11	shannaq	shannaq	PROPN
bjmsr-2442	310	12	et	et	PROPN
bjmsr-2442	310	13	al	al	PROPN
bjmsr-2442	310	14	.	.	PROPN
bjmsr-2442	310	15	,	,	PUNCT
bjmsr-2442	310	16	bangladesh	bangladesh	PROPN
bjmsr-2442	310	17	journal	journal	NOUN
bjmsr-2442	310	18	of	of	ADP
bjmsr-2442	310	19	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	310	20	scientific	scientific	ADJ
bjmsr-2442	310	21	research	research	NOUN
bjmsr-2442	310	22	10(4	10(4	NUM
bjmsr-2442	310	23	)	)	PUNCT
bjmsr-2442	310	24	(	(	PUNCT
bjmsr-2442	310	25	2025	2025	NUM
bjmsr-2442	310	26	)	)	PUNCT
bjmsr-2442	310	27	,	,	PUNCT
bjmsr-2442	310	28	1	1	NUM
bjmsr-2442	310	29	-	-	SYM
bjmsr-2442	310	30	10	10	NUM
bjmsr-2442	310	31	10	10	NUM
bjmsr-2442	310	32	boon	boon	NOUN
bjmsr-2442	310	33	or	or	CCONJ
bjmsr-2442	310	34	bane	bane	NOUN
bjmsr-2442	310	35	?	?	PUNCT
bjmsr-2442	311	1	in	in	ADP
bjmsr-2442	311	2	a.	a.	PROPN
bjmsr-2442	311	3	günar	günar	PROPN
bjmsr-2442	311	4	(	(	PUNCT
bjmsr-2442	311	5	ed	ed	NOUN
bjmsr-2442	311	6	.	.	PUNCT
bjmsr-2442	311	7	)	)	PUNCT
bjmsr-2442	311	8	,	,	PUNCT
bjmsr-2442	311	9	advances	advance	NOUN
bjmsr-2442	311	10	in	in	ADP
bjmsr-2442	311	11	finance	finance	NOUN
bjmsr-2442	311	12	,	,	PUNCT
bjmsr-2442	311	13	accounting	accounting	NOUN
bjmsr-2442	311	14	,	,	PUNCT
bjmsr-2442	311	15	and	and	CCONJ
bjmsr-2442	311	16	economics	economic	NOUN
bjmsr-2442	311	17	(	(	PUNCT
bjmsr-2442	311	18	pp	pp	ADJ
bjmsr-2442	311	19	.	.	PUNCT
bjmsr-2442	312	1	267–296	267–296	NUM
bjmsr-2442	312	2	)	)	PUNCT
bjmsr-2442	312	3	.	.	PUNCT
bjmsr-2442	313	1	igi	igi	PROPN
bjmsr-2442	313	2	global	global	PROPN
bjmsr-2442	313	3	.	.	PUNCT
bjmsr-2442	314	1	https://doi.org/10.4018/979-8-3693-7036-0.ch012	https://doi.org/10.4018/979-8-3693-7036-0.ch012	PROPN
bjmsr-2442	314	2	naim	naim	PROPN
bjmsr-2442	314	3	,	,	PUNCT
bjmsr-2442	314	4	n.	n.	NOUN
bjmsr-2442	314	5	,	,	PUNCT
bjmsr-2442	314	6	aldebasi	aldebasi	PROPN
bjmsr-2442	314	7	,	,	PUNCT
bjmsr-2442	314	8	a.	a.	NOUN
bjmsr-2442	314	9	,	,	PUNCT
bjmsr-2442	314	10	&	&	CCONJ
bjmsr-2442	314	11	price	price	NOUN
bjmsr-2442	314	12	,	,	PUNCT
bjmsr-2442	314	13	d.	d.	PROPN
bjmsr-2442	314	14	(	(	PUNCT
bjmsr-2442	314	15	eds	eds	PROPN
bjmsr-2442	314	16	.	.	PUNCT
bjmsr-2442	314	17	)	)	PUNCT
bjmsr-2442	314	18	.	.	PUNCT
bjmsr-2442	315	1	(	(	PUNCT
bjmsr-2442	315	2	2025	2025	NUM
bjmsr-2442	315	3	)	)	PUNCT
bjmsr-2442	315	4	.	.	PUNCT
bjmsr-2442	316	1	innovation	innovation	NOUN
bjmsr-2442	316	2	and	and	CCONJ
bjmsr-2442	316	3	development	development	NOUN
bjmsr-2442	316	4	of	of	ADP
bjmsr-2442	316	5	knowledge	knowledge	NOUN
bjmsr-2442	316	6	societies	society	NOUN
bjmsr-2442	316	7	:	:	PUNCT
bjmsr-2442	316	8	artificial	artificial	ADJ
bjmsr-2442	316	9	intelligence	intelligence	NOUN
bjmsr-2442	316	10	and	and	CCONJ
bjmsr-2442	316	11	knowledge	knowledge	NOUN
bjmsr-2442	316	12	-	-	PUNCT
bjmsr-2442	316	13	based	base	VERB
bjmsr-2442	316	14	socioeconomic	socioeconomic	ADJ
bjmsr-2442	316	15	growth	growth	NOUN
bjmsr-2442	316	16	.	.	PUNCT
bjmsr-2442	317	1	gulf	gulf	PROPN
bjmsr-2442	317	2	research	research	NOUN
bjmsr-2442	317	3	meeting	meeting	NOUN
bjmsr-2442	317	4	,	,	PUNCT
bjmsr-2442	317	5	new	new	PROPN
bjmsr-2442	317	6	york	york	PROPN
bjmsr-2442	317	7	.	.	PUNCT
bjmsr-2442	318	1	routledge	routledge	PROPN
bjmsr-2442	318	2	.	.	PUNCT
bjmsr-2442	319	1	nawaz	nawaz	PROPN
bjmsr-2442	319	2	,	,	PUNCT
bjmsr-2442	319	3	w.	w.	PROPN
bjmsr-2442	319	4	,	,	PUNCT
bjmsr-2442	319	5	&	&	CCONJ
bjmsr-2442	319	6	li	li	PROPN
bjmsr-2442	319	7	,	,	PUNCT
bjmsr-2442	319	8	z.	z.	PROPN
bjmsr-2442	319	9	(	(	PUNCT
bjmsr-2442	319	10	2025	2025	NUM
bjmsr-2442	319	11	)	)	PUNCT
bjmsr-2442	319	12	.	.	PUNCT
bjmsr-2442	320	1	complexity	complexity	NOUN
bjmsr-2442	320	2	to	to	ADP
bjmsr-2442	320	3	resilience	resilience	NOUN
bjmsr-2442	320	4	:	:	PUNCT
bjmsr-2442	320	5	machine	machine	NOUN
bjmsr-2442	320	6	learning	learning	NOUN
bjmsr-2442	320	7	models	model	NOUN
bjmsr-2442	320	8	for	for	ADP
bjmsr-2442	320	9	enhancing	enhance	VERB
bjmsr-2442	320	10	supply	supply	NOUN
bjmsr-2442	320	11	chains	chain	NOUN
bjmsr-2442	320	12	and	and	CCONJ
bjmsr-2442	320	13	resilience	resilience	NOUN
bjmsr-2442	320	14	in	in	ADP
bjmsr-2442	320	15	the	the	DET
bjmsr-2442	320	16	middle	middle	ADJ
bjmsr-2442	320	17	eastern	eastern	ADJ
bjmsr-2442	320	18	trade	trade	PROPN
bjmsr-2442	320	19	corridor	corridor	PROPN
bjmsr-2442	320	20	nations	nation	NOUN
bjmsr-2442	320	21	.	.	PUNCT
bjmsr-2442	321	1	systems	system	NOUN
bjmsr-2442	321	2	,	,	PUNCT
bjmsr-2442	321	3	13(3	13(3	NUM
bjmsr-2442	321	4	)	)	PUNCT
bjmsr-2442	321	5	,	,	PUNCT
bjmsr-2442	321	6	209	209	NUM
bjmsr-2442	321	7	.	.	PUNCT
bjmsr-2442	322	1	https://doi.org/10.3390/systems13030209	https://doi.org/10.3390/systems13030209	VERB
bjmsr-2442	322	2	öztaş	öztaş	ADJ
bjmsr-2442	322	3	,	,	PUNCT
bjmsr-2442	322	4	y.	y.	PROPN
bjmsr-2442	322	5	e.	e.	PROPN
bjmsr-2442	322	6	,	,	PUNCT
bjmsr-2442	322	7	&	&	CCONJ
bjmsr-2442	322	8	arda	arda	PROPN
bjmsr-2442	322	9	,	,	PUNCT
bjmsr-2442	322	10	b.	b.	PROPN
bjmsr-2442	322	11	(	(	PUNCT
bjmsr-2442	322	12	2025	2025	NUM
bjmsr-2442	322	13	)	)	PUNCT
bjmsr-2442	322	14	.	.	PUNCT
bjmsr-2442	323	1	re	re	VERB
bjmsr-2442	323	2	-	-	VERB
bjmsr-2442	323	3	evaluating	evaluate	VERB
bjmsr-2442	323	4	creative	creative	ADJ
bjmsr-2442	323	5	labor	labor	NOUN
bjmsr-2442	323	6	in	in	ADP
bjmsr-2442	323	7	the	the	DET
bjmsr-2442	323	8	age	age	NOUN
bjmsr-2442	323	9	of	of	ADP
bjmsr-2442	323	10	artificial	artificial	ADJ
bjmsr-2442	323	11	intelligence	intelligence	NOUN
bjmsr-2442	323	12	:	:	PUNCT
bjmsr-2442	323	13	a	a	DET
bjmsr-2442	323	14	qualitative	qualitative	ADJ
bjmsr-2442	323	15	case	case	NOUN
bjmsr-2442	323	16	study	study	NOUN
bjmsr-2442	323	17	of	of	ADP
bjmsr-2442	323	18	creative	creative	ADJ
bjmsr-2442	323	19	workers	worker	NOUN
bjmsr-2442	323	20	’	’	PART
bjmsr-2442	323	21	perspectives	perspective	NOUN
bjmsr-2442	323	22	on	on	ADP
bjmsr-2442	323	23	technological	technological	ADJ
bjmsr-2442	323	24	transformation	transformation	NOUN
bjmsr-2442	323	25	in	in	ADP
bjmsr-2442	323	26	creative	creative	ADJ
bjmsr-2442	323	27	industries	industry	NOUN
bjmsr-2442	323	28	.	.	PUNCT
bjmsr-2442	324	1	ai	ai	PROPN
bjmsr-2442	324	2	&	&	CCONJ
bjmsr-2442	324	3	society	society	NOUN
bjmsr-2442	324	4	.	.	PUNCT
bjmsr-2442	325	1	https://doi.org/10.1007/s00146-025-02180-6	https://doi.org/10.1007/s00146-025-02180-6	PROPN
bjmsr-2442	325	2	pandya	pandya	PROPN
bjmsr-2442	325	3	,	,	PUNCT
bjmsr-2442	325	4	b.	b.	PROPN
bjmsr-2442	325	5	,	,	PUNCT
bjmsr-2442	325	6	patterson	patterson	PROPN
bjmsr-2442	325	7	,	,	PUNCT
bjmsr-2442	325	8	l.	l.	PROPN
bjmsr-2442	325	9	,	,	PUNCT
bjmsr-2442	325	10	&	&	CCONJ
bjmsr-2442	325	11	ruhi	ruhi	PROPN
bjmsr-2442	325	12	,	,	PUNCT
bjmsr-2442	325	13	u.	u.	PROPN
bjmsr-2442	325	14	(	(	PUNCT
bjmsr-2442	325	15	2022	2022	NUM
bjmsr-2442	325	16	)	)	PUNCT
bjmsr-2442	325	17	.	.	PUNCT
bjmsr-2442	326	1	the	the	DET
bjmsr-2442	326	2	readiness	readiness	NOUN
bjmsr-2442	326	3	of	of	ADP
bjmsr-2442	326	4	workforce	workforce	NOUN
bjmsr-2442	326	5	for	for	ADP
bjmsr-2442	326	6	the	the	DET
bjmsr-2442	326	7	world	world	NOUN
bjmsr-2442	326	8	of	of	ADP
bjmsr-2442	326	9	work	work	NOUN
bjmsr-2442	326	10	in	in	ADP
bjmsr-2442	326	11	2030	2030	NUM
bjmsr-2442	326	12	:	:	PUNCT
bjmsr-2442	326	13	perceptions	perception	NOUN
bjmsr-2442	326	14	of	of	ADP
bjmsr-2442	326	15	university	university	NOUN
bjmsr-2442	326	16	students	student	NOUN
bjmsr-2442	326	17	.	.	PUNCT
bjmsr-2442	327	1	international	international	ADJ
bjmsr-2442	327	2	journal	journal	PROPN
bjmsr-2442	327	3	of	of	ADP
bjmsr-2442	327	4	business	business	NOUN
bjmsr-2442	327	5	performance	performance	NOUN
bjmsr-2442	327	6	management	management	NOUN
bjmsr-2442	327	7	,	,	PUNCT
bjmsr-2442	327	8	23(1/2	23(1/2	NOUN
bjmsr-2442	327	9	)	)	PUNCT
bjmsr-2442	327	10	,	,	PUNCT
bjmsr-2442	327	11	54	54	NUM
bjmsr-2442	327	12	.	.	PUNCT
bjmsr-2442	328	1	https://doi.org/10.1504/ijbpm.2022.119555	https://doi.org/10.1504/ijbpm.2022.119555	PROPN
bjmsr-2442	328	2	r.	r.	PROPN
bjmsr-2442	328	3	,	,	PUNCT
bjmsr-2442	328	4	k.	k.	PROPN
bjmsr-2442	328	5	s.	s.	PROPN
bjmsr-2442	328	6	,	,	PUNCT
bjmsr-2442	328	7	&	&	CCONJ
bjmsr-2442	328	8	archana	archana	PROPN
bjmsr-2442	328	9	,	,	PUNCT
bjmsr-2442	328	10	t.	t.	PROPN
bjmsr-2442	328	11	(	(	PUNCT
bjmsr-2442	328	12	2025	2025	NUM
bjmsr-2442	328	13	)	)	PUNCT
bjmsr-2442	328	14	.	.	PUNCT
bjmsr-2442	329	1	artificial	artificial	ADJ
bjmsr-2442	329	2	intelligence	intelligence	NOUN
bjmsr-2442	329	3	(	(	PUNCT
bjmsr-2442	329	4	ai	ai	NOUN
bjmsr-2442	329	5	)	)	PUNCT
bjmsr-2442	329	6	and	and	CCONJ
bjmsr-2442	329	7	digital	digital	ADJ
bjmsr-2442	329	8	competencies	competency	NOUN
bjmsr-2442	329	9	in	in	ADP
bjmsr-2442	329	10	the	the	DET
bjmsr-2442	329	11	public	public	ADJ
bjmsr-2442	329	12	sector	sector	NOUN
bjmsr-2442	329	13	:	:	PUNCT
bjmsr-2442	329	14	in	in	ADP
bjmsr-2442	329	15	e.	e.	PROPN
bjmsr-2442	329	16	b.	b.	PROPN
bjmsr-2442	329	17	sevinç	sevinç	PROPN
bjmsr-2442	329	18	çubuk	çubuk	X
bjmsr-2442	329	19	(	(	PUNCT
bjmsr-2442	329	20	ed	ed	NOUN
bjmsr-2442	329	21	.	.	PUNCT
bjmsr-2442	329	22	)	)	PUNCT
bjmsr-2442	329	23	,	,	PUNCT
bjmsr-2442	329	24	advances	advance	NOUN
bjmsr-2442	329	25	in	in	ADP
bjmsr-2442	329	26	public	public	ADJ
bjmsr-2442	329	27	policy	policy	NOUN
bjmsr-2442	329	28	and	and	CCONJ
bjmsr-2442	329	29	administration	administration	NOUN
bjmsr-2442	329	30	(	(	PUNCT
bjmsr-2442	329	31	pp	pp	ADJ
bjmsr-2442	329	32	.	.	PUNCT
bjmsr-2442	330	1	95–120	95–120	NUM
bjmsr-2442	330	2	)	)	PUNCT
bjmsr-2442	330	3	.	.	PUNCT
bjmsr-2442	331	1	igi	igi	PROPN
bjmsr-2442	331	2	global	global	PROPN
bjmsr-2442	331	3	.	.	PUNCT
bjmsr-2442	332	1	https://doi.org/10.4018/979-8-36936547-2.ch005	https://doi.org/10.4018/979-8-36936547-2.ch005	ADJ
bjmsr-2442	332	2	rawashdeh	rawashdeh	PROPN
bjmsr-2442	332	3	,	,	PUNCT
bjmsr-2442	332	4	a.	a.	NOUN
bjmsr-2442	332	5	(	(	PUNCT
bjmsr-2442	332	6	2025	2025	NUM
bjmsr-2442	332	7	)	)	PUNCT
bjmsr-2442	332	8	.	.	PUNCT
bjmsr-2442	333	1	the	the	DET
bjmsr-2442	333	2	consequences	consequence	NOUN
bjmsr-2442	333	3	of	of	ADP
bjmsr-2442	333	4	artificial	artificial	ADJ
bjmsr-2442	333	5	intelligence	intelligence	NOUN
bjmsr-2442	333	6	:	:	PUNCT
bjmsr-2442	333	7	an	an	DET
bjmsr-2442	333	8	investigation	investigation	NOUN
bjmsr-2442	333	9	into	into	ADP
bjmsr-2442	333	10	the	the	DET
bjmsr-2442	333	11	impact	impact	NOUN
bjmsr-2442	333	12	of	of	ADP
bjmsr-2442	333	13	ai	ai	VERB
bjmsr-2442	333	14	on	on	ADP
bjmsr-2442	333	15	job	job	NOUN
bjmsr-2442	333	16	displacement	displacement	NOUN
bjmsr-2442	333	17	in	in	ADP
bjmsr-2442	333	18	accounting	accounting	NOUN
bjmsr-2442	333	19	.	.	PUNCT
bjmsr-2442	334	1	journal	journal	PROPN
bjmsr-2442	334	2	of	of	ADP
bjmsr-2442	334	3	science	science	NOUN
bjmsr-2442	334	4	and	and	CCONJ
bjmsr-2442	334	5	technology	technology	NOUN
bjmsr-2442	334	6	policy	policy	NOUN
bjmsr-2442	334	7	management	management	NOUN
bjmsr-2442	334	8	,	,	PUNCT
bjmsr-2442	334	9	16(3	16(3	NOUN
bjmsr-2442	334	10	)	)	PUNCT
bjmsr-2442	334	11	,	,	PUNCT
bjmsr-2442	334	12	506–535	506–535	NUM
bjmsr-2442	334	13	.	.	PUNCT
bjmsr-2442	335	1	https://doi.org/10.1108/jstpm02-2023-0030	https://doi.org/10.1108/jstpm02-2023-0030	PROPN
bjmsr-2442	335	2	rojas	rojas	PROPN
bjmsr-2442	335	3	,	,	PUNCT
bjmsr-2442	335	4	l.	l.	PROPN
bjmsr-2442	335	5	,	,	PUNCT
bjmsr-2442	335	6	peña	peña	PROPN
bjmsr-2442	335	7	,	,	PUNCT
bjmsr-2442	335	8	á	á	PROPN
bjmsr-2442	335	9	.	.	PROPN
bjmsr-2442	335	10	,	,	PUNCT
bjmsr-2442	335	11	&	&	CCONJ
bjmsr-2442	335	12	garcia	garcia	PROPN
bjmsr-2442	335	13	,	,	PUNCT
bjmsr-2442	335	14	j.	j.	PROPN
bjmsr-2442	335	15	(	(	PUNCT
bjmsr-2442	335	16	2025	2025	NUM
bjmsr-2442	335	17	)	)	PUNCT
bjmsr-2442	335	18	.	.	PUNCT
bjmsr-2442	336	1	ai	ai	VERB
bjmsr-2442	336	2	-	-	PUNCT
bjmsr-2442	336	3	driven	drive	VERB
bjmsr-2442	336	4	predictive	predictive	ADJ
bjmsr-2442	336	5	maintenance	maintenance	NOUN
bjmsr-2442	336	6	in	in	ADP
bjmsr-2442	336	7	mining	mining	NOUN
bjmsr-2442	336	8	:	:	PUNCT
bjmsr-2442	336	9	a	a	DET
bjmsr-2442	336	10	systematic	systematic	ADJ
bjmsr-2442	336	11	literature	literature	NOUN
bjmsr-2442	336	12	review	review	NOUN
bjmsr-2442	336	13	on	on	ADP
bjmsr-2442	336	14	fault	fault	NOUN
bjmsr-2442	336	15	detection	detection	NOUN
bjmsr-2442	336	16	,	,	PUNCT
bjmsr-2442	336	17	digital	digital	ADJ
bjmsr-2442	336	18	twins	twin	NOUN
bjmsr-2442	336	19	,	,	PUNCT
bjmsr-2442	336	20	and	and	CCONJ
bjmsr-2442	336	21	intelligent	intelligent	ADJ
bjmsr-2442	336	22	asset	asset	NOUN
bjmsr-2442	336	23	management	management	NOUN
bjmsr-2442	336	24	.	.	PUNCT
bjmsr-2442	337	1	applied	apply	VERB
bjmsr-2442	337	2	sciences	science	NOUN
bjmsr-2442	337	3	,	,	PUNCT
bjmsr-2442	337	4	15(6	15(6	NUM
bjmsr-2442	337	5	)	)	PUNCT
bjmsr-2442	337	6	,	,	PUNCT
bjmsr-2442	337	7	3337	3337	NUM
bjmsr-2442	337	8	.	.	PUNCT
bjmsr-2442	338	1	https://doi.org/10.3390/app15063337	https://doi.org/10.3390/app15063337	NOUN
bjmsr-2442	338	2	sarala	sarala	PROPN
bjmsr-2442	338	3	,	,	PUNCT
bjmsr-2442	338	4	r.	r.	PROPN
bjmsr-2442	338	5	m.	m.	PROPN
bjmsr-2442	338	6	,	,	PUNCT
bjmsr-2442	338	7	post	post	PROPN
bjmsr-2442	338	8	,	,	PUNCT
bjmsr-2442	338	9	c.	c.	PROPN
bjmsr-2442	338	10	,	,	PUNCT
bjmsr-2442	338	11	doh	doh	PROPN
bjmsr-2442	338	12	,	,	PUNCT
bjmsr-2442	338	13	j.	j.	PROPN
bjmsr-2442	338	14	,	,	PUNCT
bjmsr-2442	338	15	&	&	CCONJ
bjmsr-2442	338	16	muzio	muzio	PROPN
bjmsr-2442	338	17	,	,	PUNCT
bjmsr-2442	338	18	d.	d.	PROPN
bjmsr-2442	338	19	(	(	PUNCT
bjmsr-2442	338	20	2025	2025	NUM
bjmsr-2442	338	21	)	)	PUNCT
bjmsr-2442	338	22	.	.	PUNCT
bjmsr-2442	339	1	advancing	advance	VERB
bjmsr-2442	339	2	research	research	NOUN
bjmsr-2442	339	3	on	on	ADP
bjmsr-2442	339	4	the	the	DET
bjmsr-2442	339	5	future	future	NOUN
bjmsr-2442	339	6	of	of	ADP
bjmsr-2442	339	7	work	work	NOUN
bjmsr-2442	339	8	in	in	ADP
bjmsr-2442	339	9	the	the	DET
bjmsr-2442	339	10	age	age	NOUN
bjmsr-2442	339	11	of	of	ADP
bjmsr-2442	339	12	artificial	artificial	ADJ
bjmsr-2442	339	13	intelligence	intelligence	NOUN
bjmsr-2442	339	14	(	(	PUNCT
bjmsr-2442	339	15	ai	ai	NOUN
bjmsr-2442	339	16	)	)	PUNCT
bjmsr-2442	339	17	.	.	PUNCT
bjmsr-2442	340	1	journal	journal	PROPN
bjmsr-2442	340	2	of	of	ADP
bjmsr-2442	340	3	management	management	NOUN
bjmsr-2442	340	4	studies	study	NOUN
bjmsr-2442	340	5	,	,	PUNCT
bjmsr-2442	340	6	joms.13195	joms.13195	PROPN
bjmsr-2442	340	7	.	.	PROPN
bjmsr-2442	340	8	https://doi.org/10.1111/joms.13195	https://doi.org/10.1111/joms.13195	PROPN
bjmsr-2442	340	9	sander	sander	PROPN
bjmsr-2442	340	10	,	,	PUNCT
bjmsr-2442	340	11	j.	j.	PROPN
bjmsr-2442	340	12	,	,	PUNCT
bjmsr-2442	340	13	ester	ester	NOUN
bjmsr-2442	340	14	,	,	PUNCT
bjmsr-2442	340	15	m.	m.	NOUN
bjmsr-2442	340	16	,	,	PUNCT
bjmsr-2442	340	17	kriegel	kriegel	NOUN
bjmsr-2442	340	18	,	,	PUNCT
bjmsr-2442	340	19	hp	hp	PROPN
bjmsr-2442	340	20	.	.	PROPN
bjmsr-2442	340	21	et	et	PROPN
bjmsr-2442	340	22	al	al	PROPN
bjmsr-2442	340	23	.	.	PUNCT
bjmsr-2442	340	24	density	density	NOUN
bjmsr-2442	340	25	-	-	PUNCT
bjmsr-2442	340	26	based	base	VERB
bjmsr-2442	340	27	clustering	clustering	NOUN
bjmsr-2442	340	28	in	in	ADP
bjmsr-2442	340	29	spatial	spatial	ADJ
bjmsr-2442	340	30	databases	database	NOUN
bjmsr-2442	340	31	:	:	PUNCT
bjmsr-2442	340	32	the	the	DET
bjmsr-2442	340	33	algorithm	algorithm	NOUN
bjmsr-2442	340	34	gdbscan	gdbscan	NOUN
bjmsr-2442	340	35	and	and	CCONJ
bjmsr-2442	340	36	its	its	PRON
bjmsr-2442	340	37	applications	application	NOUN
bjmsr-2442	340	38	.	.	PUNCT
bjmsr-2442	341	1	data	datum	NOUN
bjmsr-2442	341	2	mining	mining	NOUN
bjmsr-2442	341	3	and	and	CCONJ
bjmsr-2442	341	4	knowledge	knowledge	NOUN
bjmsr-2442	341	5	discovery	discovery	PROPN
bjmsr-2442	341	6	2	2	NUM
bjmsr-2442	341	7	,	,	PUNCT
bjmsr-2442	341	8	169–194	169–194	NUM
bjmsr-2442	341	9	(	(	PUNCT
bjmsr-2442	341	10	1998	1998	NUM
bjmsr-2442	341	11	)	)	PUNCT
bjmsr-2442	341	12	.	.	PUNCT
bjmsr-2442	342	1	https://doi.org/10.1023/a:1009745219419	https://doi.org/10.1023/a:1009745219419	PROPN
bjmsr-2442	342	2	sigafoos	sigafoos	PROPN
bjmsr-2442	342	3	,	,	PUNCT
bjmsr-2442	342	4	j.	j.	PROPN
bjmsr-2442	342	5	,	,	PUNCT
bjmsr-2442	342	6	lancioni	lancioni	PROPN
bjmsr-2442	342	7	,	,	PUNCT
bjmsr-2442	342	8	g.	g.	PROPN
bjmsr-2442	342	9	e.	e.	PROPN
bjmsr-2442	342	10	,	,	PUNCT
bjmsr-2442	342	11	&	&	CCONJ
bjmsr-2442	342	12	o’reilly	o’reilly	ADV
bjmsr-2442	342	13	,	,	PUNCT
bjmsr-2442	342	14	m.	m.	PROPN
bjmsr-2442	342	15	f.	f.	PROPN
bjmsr-2442	342	16	(	(	PUNCT
bjmsr-2442	342	17	2025	2025	NUM
bjmsr-2442	342	18	)	)	PUNCT
bjmsr-2442	342	19	.	.	PUNCT
bjmsr-2442	343	1	assistive	assistive	ADJ
bjmsr-2442	343	2	technology	technology	NOUN
bjmsr-2442	343	3	solutions	solution	NOUN
bjmsr-2442	343	4	for	for	ADP
bjmsr-2442	343	5	enabling	enable	VERB
bjmsr-2442	343	6	people	people	NOUN
bjmsr-2442	343	7	with	with	ADP
bjmsr-2442	343	8	intellectual	intellectual	ADJ
bjmsr-2442	343	9	and	and	CCONJ
bjmsr-2442	343	10	motor	motor	NOUN
bjmsr-2442	343	11	or	or	CCONJ
bjmsr-2442	343	12	sensory	sensory	ADJ
bjmsr-2442	343	13	-	-	PUNCT
bjmsr-2442	343	14	motor	motor	NOUN
bjmsr-2442	343	15	disabilities	disability	NOUN
bjmsr-2442	343	16	to	to	PART
bjmsr-2442	343	17	access	access	VERB
bjmsr-2442	343	18	communication	communication	NOUN
bjmsr-2442	343	19	events	event	NOUN
bjmsr-2442	343	20	.	.	PUNCT
bjmsr-2442	344	1	in	in	ADP
bjmsr-2442	344	2	j.	j.	PROPN
bjmsr-2442	344	3	sigafoos	sigafoos	PROPN
bjmsr-2442	344	4	,	,	PUNCT
bjmsr-2442	344	5	g.	g.	PROPN
bjmsr-2442	344	6	e.	e.	PROPN
bjmsr-2442	344	7	lancioni	lancioni	PROPN
bjmsr-2442	344	8	,	,	PUNCT
bjmsr-2442	344	9	&	&	CCONJ
bjmsr-2442	344	10	m.	m.	PROPN
bjmsr-2442	344	11	f.	f.	PROPN
bjmsr-2442	344	12	o’reilly	o’reilly	ADV
bjmsr-2442	344	13	,	,	PUNCT
bjmsr-2442	344	14	communication	communication	NOUN
bjmsr-2442	344	15	strategies	strategy	NOUN
bjmsr-2442	344	16	for	for	ADP
bjmsr-2442	344	17	people	people	NOUN
bjmsr-2442	344	18	with	with	ADP
bjmsr-2442	344	19	severe	severe	ADJ
bjmsr-2442	344	20	disabilities	disability	NOUN
bjmsr-2442	344	21	(	(	PUNCT
bjmsr-2442	344	22	pp	pp	ADJ
bjmsr-2442	344	23	.	.	PUNCT
bjmsr-2442	345	1	143–162	143–162	NUM
bjmsr-2442	345	2	)	)	PUNCT
bjmsr-2442	345	3	.	.	PUNCT
bjmsr-2442	346	1	springer	springer	PROPN
bjmsr-2442	346	2	nature	nature	PROPN
bjmsr-2442	346	3	switzerland	switzerland	PROPN
bjmsr-2442	346	4	.	.	PUNCT
bjmsr-2442	347	1	https://doi.org/10.1007/978-3-031-83807-1_9	https://doi.org/10.1007/978-3-031-83807-1_9	X
bjmsr-2442	347	2	suleiman	suleiman	PROPN
bjmsr-2442	347	3	,	,	PUNCT
bjmsr-2442	347	4	a.	a.	PROPN
bjmsr-2442	347	5	k.	k.	PROPN
bjmsr-2442	347	6	,	,	PUNCT
bjmsr-2442	347	7	&	&	CCONJ
bjmsr-2442	347	8	ming	ming	PROPN
bjmsr-2442	347	9	,	,	PUNCT
bjmsr-2442	347	10	l.	l.	PROPN
bjmsr-2442	347	11	c.	c.	PROPN
bjmsr-2442	347	12	(	(	PUNCT
bjmsr-2442	347	13	2025	2025	NUM
bjmsr-2442	347	14	)	)	PUNCT
bjmsr-2442	347	15	.	.	PUNCT
bjmsr-2442	348	1	transforming	transform	VERB
bjmsr-2442	348	2	healthcare	healthcare	PROPN
bjmsr-2442	348	3	:	:	PUNCT
bjmsr-2442	349	1	saudi	saudi	PROPN
bjmsr-2442	349	2	arabia	arabia	PROPN
bjmsr-2442	349	3	’s	’s	PART
bjmsr-2442	349	4	vision	vision	NOUN
bjmsr-2442	349	5	2030	2030	NUM
bjmsr-2442	349	6	healthcare	healthcare	PROPN
bjmsr-2442	349	7	model	model	NOUN
bjmsr-2442	349	8	.	.	PUNCT
bjmsr-2442	350	1	journal	journal	PROPN
bjmsr-2442	350	2	of	of	ADP
bjmsr-2442	350	3	pharmaceutical	pharmaceutical	NOUN
bjmsr-2442	350	4	policy	policy	NOUN
bjmsr-2442	350	5	and	and	CCONJ
bjmsr-2442	350	6	practice	practice	NOUN
bjmsr-2442	350	7	,	,	PUNCT
bjmsr-2442	350	8	18(1	18(1	NUM
bjmsr-2442	350	9	)	)	PUNCT
bjmsr-2442	350	10	,	,	PUNCT
bjmsr-2442	350	11	2449051	2449051	NUM
bjmsr-2442	350	12	.	.	PUNCT
bjmsr-2442	351	1	https://doi.org/10.1080/20523211.2024.2449051	https://doi.org/10.1080/20523211.2024.2449051	PROPN
bjmsr-2442	351	2	tariq	tariq	NOUN
bjmsr-2442	351	3	,	,	PUNCT
bjmsr-2442	351	4	m.	m.	NOUN
bjmsr-2442	351	5	u.	u.	PROPN
bjmsr-2442	351	6	(	(	PUNCT
bjmsr-2442	351	7	2025	2025	NUM
bjmsr-2442	351	8	)	)	PUNCT
bjmsr-2442	351	9	.	.	PUNCT
bjmsr-2442	352	1	ai	ai	VERB
bjmsr-2442	352	2	-	-	PUNCT
bjmsr-2442	352	3	powered	power	VERB
bjmsr-2442	352	4	business	business	NOUN
bjmsr-2442	352	5	process	process	NOUN
bjmsr-2442	352	6	automation	automation	NOUN
bjmsr-2442	352	7	:	:	PUNCT
bjmsr-2442	352	8	revolutionizing	revolutionize	VERB
bjmsr-2442	352	9	firm	firm	ADJ
bjmsr-2442	352	10	management	management	NOUN
bjmsr-2442	352	11	.	.	PUNCT
bjmsr-2442	353	1	in	in	ADP
bjmsr-2442	353	2	a.	a.	PROPN
bjmsr-2442	353	3	m.	m.	PROPN
bjmsr-2442	353	4	s.	s.	PROPN
bjmsr-2442	353	5	derbali	derbali	PROPN
bjmsr-2442	353	6	(	(	PUNCT
bjmsr-2442	353	7	2025	2025	NUM
bjmsr-2442	353	8	)	)	PUNCT
bjmsr-2442	353	9	,	,	PUNCT
bjmsr-2442	353	10	advances	advance	NOUN
bjmsr-2442	353	11	in	in	ADP
bjmsr-2442	353	12	finance	finance	NOUN
bjmsr-2442	353	13	,	,	PUNCT
bjmsr-2442	353	14	accounting	accounting	NOUN
bjmsr-2442	353	15	,	,	PUNCT
bjmsr-2442	353	16	and	and	CCONJ
bjmsr-2442	353	17	economics	economic	NOUN
bjmsr-2442	353	18	(	(	PUNCT
bjmsr-2442	353	19	pp	pp	ADJ
bjmsr-2442	353	20	.	.	PUNCT
bjmsr-2442	354	1	199–224	199–224	NUM
bjmsr-2442	354	2	)	)	PUNCT
bjmsr-2442	354	3	.	.	PUNCT
bjmsr-2442	355	1	igi	igi	PROPN
bjmsr-2442	355	2	global	global	PROPN
bjmsr-2442	355	3	.	.	PUNCT
bjmsr-2442	356	1	https://doi.org/10.4018/979-8-3693-73576.ch010	https://doi.org/10.4018/979-8-3693-73576.ch010	NUM
bjmsr-2442	356	2	tenakwah	tenakwah	NOUN
bjmsr-2442	356	3	,	,	PUNCT
bjmsr-2442	356	4	e.	e.	PROPN
bjmsr-2442	356	5	s.	s.	PROPN
bjmsr-2442	356	6	,	,	PUNCT
bjmsr-2442	356	7	&	&	CCONJ
bjmsr-2442	356	8	watson	watson	PROPN
bjmsr-2442	356	9	,	,	PUNCT
bjmsr-2442	356	10	c.	c.	PROPN
bjmsr-2442	356	11	(	(	PUNCT
bjmsr-2442	356	12	2025	2025	NUM
bjmsr-2442	356	13	)	)	PUNCT
bjmsr-2442	356	14	.	.	PUNCT
bjmsr-2442	357	1	embracing	embrace	VERB
bjmsr-2442	357	2	the	the	DET
bjmsr-2442	357	3	ai	ai	ADJ
bjmsr-2442	357	4	/	/	SYM
bjmsr-2442	357	5	automation	automation	NOUN
bjmsr-2442	357	6	age	age	NOUN
bjmsr-2442	357	7	:	:	PUNCT
bjmsr-2442	357	8	preparing	prepare	VERB
bjmsr-2442	357	9	your	your	PRON
bjmsr-2442	357	10	workforce	workforce	NOUN
bjmsr-2442	357	11	for	for	ADP
bjmsr-2442	357	12	humans	human	NOUN
bjmsr-2442	357	13	and	and	CCONJ
bjmsr-2442	357	14	machines	machine	NOUN
bjmsr-2442	357	15	working	work	VERB
bjmsr-2442	357	16	together	together	ADV
bjmsr-2442	357	17	.	.	PUNCT
bjmsr-2442	358	1	strategy	strategy	NOUN
bjmsr-2442	358	2	&	&	CCONJ
bjmsr-2442	358	3	leadership	leadership	PROPN
bjmsr-2442	358	4	,	,	PUNCT
bjmsr-2442	358	5	53(1	53(1	NOUN
bjmsr-2442	358	6	)	)	PUNCT
bjmsr-2442	358	7	,	,	PUNCT
bjmsr-2442	358	8	32–48	32–48	NUM
bjmsr-2442	358	9	.	.	PUNCT
bjmsr-2442	359	1	https://doi.org/10.1108/sl-05-2024-0040	https://doi.org/10.1108/sl-05-2024-0040	NOUN
bjmsr-2442	359	2	tharmalingam	tharmalingam	ADV
bjmsr-2442	359	3	,	,	PUNCT
bjmsr-2442	359	4	l.	l.	PROPN
bjmsr-2442	359	5	,	,	PUNCT
bjmsr-2442	359	6	&	&	CCONJ
bjmsr-2442	359	7	pereira	pereira	PROPN
bjmsr-2442	359	8	,	,	PUNCT
bjmsr-2442	359	9	m.	m.	NOUN
bjmsr-2442	359	10	(	(	PUNCT
bjmsr-2442	359	11	2025	2025	NUM
bjmsr-2442	359	12	)	)	PUNCT
bjmsr-2442	359	13	.	.	PUNCT
bjmsr-2442	360	1	ai	ai	VERB
bjmsr-2442	360	2	adoption	adoption	NOUN
bjmsr-2442	360	3	&	&	CCONJ
bjmsr-2442	360	4	automation	automation	NOUN
bjmsr-2442	360	5	risk	risk	NOUN
bjmsr-2442	360	6	.	.	PUNCT
bjmsr-2442	361	1	retrieved	retrieve	VERB
bjmsr-2442	361	2	from	from	ADP
bjmsr-2442	361	3	https://www.kaggle.com/datasets/martnpereira/ai-adoption-and-automation-risk-san-francisco-ca	https://www.kaggle.com/datasets/martnpereira/ai-adoption-and-automation-risk-san-francisco-ca	PROPN
bjmsr-2442	361	4	the	the	DET
bjmsr-2442	361	5	future	future	NOUN
bjmsr-2442	361	6	of	of	ADP
bjmsr-2442	361	7	work	work	NOUN
bjmsr-2442	361	8	:	:	PUNCT
bjmsr-2442	361	9	embracing	embrace	VERB
bjmsr-2442	361	10	ai	ai	VERB
bjmsr-2442	361	11	’s	’s	PART
bjmsr-2442	361	12	job	job	NOUN
bjmsr-2442	361	13	creation	creation	NOUN
bjmsr-2442	361	14	potential	potential	NOUN
bjmsr-2442	361	15	.	.	PUNCT
bjmsr-2442	362	1	(	(	PUNCT
bjmsr-2442	362	2	2025	2025	NUM
bjmsr-2442	362	3	)	)	PUNCT
bjmsr-2442	362	4	.	.	PUNCT
bjmsr-2442	363	1	retrieved	retrieve	VERB
bjmsr-2442	363	2	april	april	PROPN
bjmsr-2442	363	3	4	4	NUM
bjmsr-2442	363	4	,	,	PUNCT
bjmsr-2442	363	5	2025	2025	NUM
bjmsr-2442	363	6	,	,	PUNCT
bjmsr-2442	363	7	from	from	ADP
bjmsr-2442	363	8	https://www.forbes.com/councils/forbestechcouncil/2024/03/12/the-future-of-work-embracing-ais-job-creationpotential/	https://www.forbes.com/councils/forbestechcouncil/2024/03/12/the-future-of-work-embracing-ais-job-creationpotential/	PROPN
bjmsr-2442	363	9	the	the	DET
bjmsr-2442	363	10	potential	potential	ADJ
bjmsr-2442	363	11	impact	impact	NOUN
bjmsr-2442	363	12	of	of	ADP
bjmsr-2442	363	13	artificial	artificial	ADJ
bjmsr-2442	363	14	intelligence	intelligence	NOUN
bjmsr-2442	363	15	in	in	ADP
bjmsr-2442	363	16	the	the	DET
bjmsr-2442	363	17	middle	middle	PROPN
bjmsr-2442	363	18	east	east	PROPN
bjmsr-2442	363	19	—	—	PUNCT
bjmsr-2442	363	20	pwc	pwc	PROPN
bjmsr-2442	363	21	middle	middle	PROPN
bjmsr-2442	363	22	east	east	PROPN
bjmsr-2442	363	23	.	.	PUNCT
bjmsr-2442	364	1	(	(	PUNCT
bjmsr-2442	364	2	2025	2025	NUM
bjmsr-2442	364	3	)	)	PUNCT
bjmsr-2442	364	4	.	.	PUNCT
bjmsr-2442	365	1	retrieved	retrieve	VERB
bjmsr-2442	365	2	from	from	ADP
bjmsr-2442	365	3	https://www.pwc.com/m1/en/publications/potential-impact-artificial-intelligence-middle-east.html	https://www.pwc.com/m1/en/publications/potential-impact-artificial-intelligence-middle-east.html	PROPN
bjmsr-2442	365	4	unanah	unanah	NOUN
bjmsr-2442	365	5	,	,	PUNCT
bjmsr-2442	365	6	o.	o.	PROPN
bjmsr-2442	365	7	v.	v.	PROPN
bjmsr-2442	365	8	,	,	PUNCT
bjmsr-2442	365	9	&	&	CCONJ
bjmsr-2442	365	10	mbanugo	mbanugo	PROPN
bjmsr-2442	365	11	,	,	PUNCT
bjmsr-2442	365	12	o.	o.	PROPN
bjmsr-2442	365	13	j.	j.	PROPN
bjmsr-2442	365	14	(	(	PUNCT
bjmsr-2442	365	15	2025	2025	NUM
bjmsr-2442	365	16	)	)	PUNCT
bjmsr-2442	365	17	.	.	PUNCT
bjmsr-2442	366	1	telemedicine	telemedicine	NOUN
bjmsr-2442	366	2	and	and	CCONJ
bjmsr-2442	366	3	mobile	mobile	ADJ
bjmsr-2442	366	4	health	health	NOUN
bjmsr-2442	366	5	imaging	imaging	NOUN
bjmsr-2442	366	6	technologies	technology	NOUN
bjmsr-2442	366	7	:	:	PUNCT
bjmsr-2442	366	8	business	business	NOUN
bjmsr-2442	366	9	models	model	NOUN
bjmsr-2442	366	10	for	for	ADP
bjmsr-2442	366	11	expanding	expand	VERB
bjmsr-2442	366	12	u.s	u.s	PROPN
bjmsr-2442	366	13	.	.	PROPN
bjmsr-2442	366	14	healthcare	healthcare	PROPN
bjmsr-2442	366	15	access	access	NOUN
bjmsr-2442	366	16	.	.	PUNCT
bjmsr-2442	367	1	international	international	ADJ
bjmsr-2442	367	2	journal	journal	PROPN
bjmsr-2442	367	3	of	of	ADP
bjmsr-2442	367	4	science	science	NOUN
bjmsr-2442	367	5	and	and	CCONJ
bjmsr-2442	367	6	research	research	NOUN
bjmsr-2442	367	7	archive	archive	NOUN
bjmsr-2442	367	8	,	,	PUNCT
bjmsr-2442	367	9	14(2	14(2	NUM
bjmsr-2442	367	10	)	)	PUNCT
bjmsr-2442	367	11	,	,	PUNCT
bjmsr-2442	367	12	470–489	470–489	NUM
bjmsr-2442	367	13	.	.	PUNCT
bjmsr-2442	368	1	https://doi.org/10.30574/ijsra.2025.14.2.0398	https://doi.org/10.30574/ijsra.2025.14.2.0398	PROPN
bjmsr-2442	368	2	visvizi	visvizi	PROPN
bjmsr-2442	368	3	,	,	PUNCT
bjmsr-2442	368	4	a.	a.	NOUN
bjmsr-2442	368	5	,	,	PUNCT
bjmsr-2442	368	6	troisi	troisi	NOUN
bjmsr-2442	368	7	,	,	PUNCT
bjmsr-2442	368	8	o.	o.	PROPN
bjmsr-2442	368	9	,	,	PUNCT
bjmsr-2442	368	10	&	&	CCONJ
bjmsr-2442	368	11	grimaldi	grimaldi	PROPN
bjmsr-2442	368	12	,	,	PUNCT
bjmsr-2442	368	13	m.	m.	NOUN
bjmsr-2442	368	14	(	(	PUNCT
bjmsr-2442	368	15	eds	ed	NOUN
bjmsr-2442	368	16	.	.	PUNCT
bjmsr-2442	368	17	)	)	PUNCT
bjmsr-2442	368	18	.	.	PUNCT
bjmsr-2442	369	1	(	(	PUNCT
bjmsr-2442	369	2	2025	2025	NUM
bjmsr-2442	369	3	)	)	PUNCT
bjmsr-2442	369	4	.	.	PUNCT
bjmsr-2442	370	1	ict	ict	PROPN
bjmsr-2442	370	2	,	,	PUNCT
bjmsr-2442	370	3	the	the	DET
bjmsr-2442	370	4	business	business	NOUN
bjmsr-2442	370	5	sector	sector	NOUN
bjmsr-2442	370	6	and	and	CCONJ
bjmsr-2442	370	7	smart	smart	ADJ
bjmsr-2442	370	8	cities	city	NOUN
bjmsr-2442	370	9	.	.	PUNCT
bjmsr-2442	371	1	routledge	routledge	PROPN
bjmsr-2442	371	2	.	.	PUNCT
bjmsr-2442	372	1	wang	wang	PROPN
bjmsr-2442	372	2	,	,	PUNCT
bjmsr-2442	372	3	k.-h	k.-h	PROPN
bjmsr-2442	372	4	.	.	PUNCT
bjmsr-2442	372	5	,	,	PUNCT
bjmsr-2442	372	6	&	&	CCONJ
bjmsr-2442	372	7	lu	lu	PROPN
bjmsr-2442	372	8	,	,	PUNCT
bjmsr-2442	372	9	w.-c	w.-c	NOUN
bjmsr-2442	372	10	.	.	PUNCT
bjmsr-2442	373	1	(	(	PUNCT
bjmsr-2442	373	2	2025	2025	NUM
bjmsr-2442	373	3	)	)	PUNCT
bjmsr-2442	373	4	.	.	PUNCT
bjmsr-2442	374	1	ai	ai	VERB
bjmsr-2442	374	2	-	-	PUNCT
bjmsr-2442	374	3	induced	induced	ADJ
bjmsr-2442	374	4	job	job	NOUN
bjmsr-2442	374	5	impact	impact	NOUN
bjmsr-2442	374	6	:	:	PUNCT
bjmsr-2442	374	7	complementary	complementary	ADJ
bjmsr-2442	374	8	or	or	CCONJ
bjmsr-2442	374	9	substitution	substitution	NOUN
bjmsr-2442	374	10	?	?	PUNCT
bjmsr-2442	375	1	empirical	empirical	ADJ
bjmsr-2442	375	2	insights	insight	NOUN
bjmsr-2442	375	3	and	and	CCONJ
bjmsr-2442	375	4	sustainable	sustainable	ADJ
bjmsr-2442	375	5	technology	technology	NOUN
bjmsr-2442	375	6	considerations	consideration	NOUN
bjmsr-2442	375	7	.	.	PUNCT
bjmsr-2442	376	1	sustainable	sustainable	ADJ
bjmsr-2442	376	2	technology	technology	NOUN
bjmsr-2442	376	3	and	and	CCONJ
bjmsr-2442	376	4	entrepreneurship	entrepreneurship	NOUN
bjmsr-2442	376	5	,	,	PUNCT
bjmsr-2442	376	6	4(1	4(1	NOUN
bjmsr-2442	376	7	)	)	PUNCT
bjmsr-2442	376	8	,	,	PUNCT
bjmsr-2442	376	9	100085	100085	NUM
bjmsr-2442	376	10	.	.	PUNCT
bjmsr-2442	377	1	https://doi.org/10.1016/j.stae.2024.100085	https://doi.org/10.1016/j.stae.2024.100085	PROPN
bjmsr-2442	377	2	zepeda	zepeda	PROPN
bjmsr-2442	377	3	-	-	PROPN
bjmsr-2442	377	4	mendoza	mendoza	PROPN
bjmsr-2442	377	5	,	,	PUNCT
bjmsr-2442	377	6	m.	m.	NOUN
bjmsr-2442	377	7	l.	l.	PROPN
bjmsr-2442	377	8	,	,	PUNCT
bjmsr-2442	377	9	&	&	CCONJ
bjmsr-2442	377	10	resendis	resendis	PROPN
bjmsr-2442	377	11	-	-	PUNCT
bjmsr-2442	377	12	antonio	antonio	PROPN
bjmsr-2442	377	13	,	,	PUNCT
bjmsr-2442	377	14	o.	o.	NOUN
bjmsr-2442	377	15	(	(	PUNCT
bjmsr-2442	377	16	2013	2013	NUM
bjmsr-2442	377	17	)	)	PUNCT
bjmsr-2442	377	18	.	.	PUNCT
bjmsr-2442	378	1	hierarchical	hierarchical	ADJ
bjmsr-2442	378	2	agglomerative	agglomerative	ADJ
bjmsr-2442	378	3	clustering	clustering	NOUN
bjmsr-2442	378	4	.	.	PUNCT
bjmsr-2442	379	1	in	in	ADP
bjmsr-2442	379	2	:	:	PUNCT
bjmsr-2442	379	3	dubitzky	dubitzky	PROPN
bjmsr-2442	379	4	,	,	PUNCT
bjmsr-2442	379	5	w.	w.	PROPN
bjmsr-2442	379	6	,	,	PUNCT
bjmsr-2442	379	7	wolkenhauer	wolkenhauer	PROPN
bjmsr-2442	379	8	,	,	PUNCT
bjmsr-2442	379	9	o.	o.	PROPN
bjmsr-2442	379	10	,	,	PUNCT
bjmsr-2442	379	11	cho	cho	PROPN
bjmsr-2442	379	12	,	,	PUNCT
bjmsr-2442	379	13	kh	kh	PROPN
bjmsr-2442	379	14	.	.	PROPN
bjmsr-2442	379	15	,	,	PUNCT
bjmsr-2442	379	16	yokota	yokota	PROPN
bjmsr-2442	379	17	,	,	PUNCT
bjmsr-2442	379	18	h.	h.	PROPN
bjmsr-2442	379	19	(	(	PUNCT
bjmsr-2442	379	20	eds	ed	NOUN
bjmsr-2442	379	21	)	)	PUNCT
bjmsr-2442	379	22	encyclopedia	encyclopedia	NOUN
bjmsr-2442	379	23	of	of	ADP
bjmsr-2442	379	24	systems	system	NOUN
bjmsr-2442	379	25	biology	biology	NOUN
bjmsr-2442	379	26	.	.	PUNCT
bjmsr-2442	380	1	springer	springer	NOUN
bjmsr-2442	380	2	,	,	PUNCT
bjmsr-2442	380	3	new	new	PROPN
bjmsr-2442	380	4	york	york	PROPN
bjmsr-2442	380	5	,	,	PUNCT
bjmsr-2442	380	6	ny	ny	PROPN
bjmsr-2442	380	7	.	.	PROPN
bjmsr-2442	381	1	https://doi.org/10.1007/978-1-4419-9863-7_1371	https://doi.org/10.1007/978-1-4419-9863-7_1371	PROPN
bjmsr-2442	381	2	publisher	publisher	NOUN
bjmsr-2442	381	3	’s	’s	PART
bjmsr-2442	381	4	note	note	NOUN
bjmsr-2442	381	5	:	:	PUNCT
bjmsr-2442	381	6	cribfb	cribfb	PROPN
bjmsr-2442	381	7	stays	stay	VERB
bjmsr-2442	381	8	neutral	neutral	ADJ
bjmsr-2442	381	9	with	with	ADP
bjmsr-2442	381	10	regard	regard	NOUN
bjmsr-2442	381	11	to	to	ADP
bjmsr-2442	381	12	jurisdictional	jurisdictional	ADJ
bjmsr-2442	381	13	claims	claim	NOUN
bjmsr-2442	381	14	in	in	ADP
bjmsr-2442	381	15	published	publish	VERB
bjmsr-2442	381	16	maps	map	NOUN
bjmsr-2442	381	17	and	and	CCONJ
bjmsr-2442	381	18	institutional	institutional	ADJ
bjmsr-2442	381	19	affiliations	affiliation	NOUN
bjmsr-2442	381	20	.	.	PUNCT
bjmsr-2442	382	1	©	©	PROPN
bjmsr-2442	382	2	2025	2025	NUM
bjmsr-2442	382	3	by	by	ADP
bjmsr-2442	382	4	the	the	DET
bjmsr-2442	382	5	authors	author	NOUN
bjmsr-2442	382	6	.	.	PUNCT
bjmsr-2442	383	1	licensee	licensee	PROPN
bjmsr-2442	383	2	cribfb	cribfb	PROPN
bjmsr-2442	383	3	,	,	PUNCT
bjmsr-2442	383	4	usa	usa	PROPN
bjmsr-2442	383	5	.	.	PROPN
bjmsr-2442	384	1	this	this	DET
bjmsr-2442	384	2	open	open	ADJ
bjmsr-2442	384	3	-	-	PUNCT
bjmsr-2442	384	4	access	access	NOUN
bjmsr-2442	384	5	article	article	NOUN
bjmsr-2442	384	6	is	be	AUX
bjmsr-2442	384	7	distributed	distribute	VERB
bjmsr-2442	384	8	under	under	ADP
bjmsr-2442	384	9	the	the	DET
bjmsr-2442	384	10	terms	term	NOUN
bjmsr-2442	384	11	and	and	CCONJ
bjmsr-2442	384	12	conditions	condition	NOUN
bjmsr-2442	384	13	of	of	ADP
bjmsr-2442	384	14	the	the	DET
bjmsr-2442	384	15	creative	creative	ADJ
bjmsr-2442	384	16	commons	common	NOUN
bjmsr-2442	384	17	attribution	attribution	NOUN
bjmsr-2442	384	18	(	(	PUNCT
bjmsr-2442	384	19	cc	cc	NOUN
bjmsr-2442	384	20	by	by	ADP
bjmsr-2442	384	21	)	)	PUNCT
bjmsr-2442	384	22	license	license	NOUN
bjmsr-2442	384	23	(	(	PUNCT
bjmsr-2442	384	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2442	384	25	)	)	PUNCT
bjmsr-2442	384	26	.	.	PUNCT
bjmsr-2442	385	1	bangladesh	bangladesh	PROPN
bjmsr-2442	385	2	journal	journal	PROPN
bjmsr-2442	385	3	of	of	ADP
bjmsr-2442	385	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2442	385	5	scientific	scientific	ADJ
bjmsr-2442	385	6	research	research	NOUN
bjmsr-2442	385	7	(	(	PUNCT
bjmsr-2442	385	8	p	p	NOUN
bjmsr-2442	385	9	-	-	PUNCT
bjmsr-2442	385	10	issn	issn	PROPN
bjmsr-2442	385	11	2687	2687	NUM
bjmsr-2442	385	12	-	-	PUNCT
bjmsr-2442	385	13	850x	850x	NUM
bjmsr-2442	385	14	e	e	NOUN
bjmsr-2442	385	15	-	-	PROPN
bjmsr-2442	385	16	issn	issn	PROPN
bjmsr-2442	385	17	2687	2687	NUM
bjmsr-2442	385	18	-	-	SYM
bjmsr-2442	385	19	8518	8518	NUM
bjmsr-2442	385	20	)	)	PUNCT
bjmsr-2442	385	21	by	by	ADP
bjmsr-2442	385	22	cribfb	cribfb	PROPN
bjmsr-2442	385	23	is	be	AUX
bjmsr-2442	385	24	licensed	license	VERB
bjmsr-2442	385	25	under	under	ADP
bjmsr-2442	385	26	a	a	DET
bjmsr-2442	385	27	creative	creative	ADJ
bjmsr-2442	385	28	commons	common	NOUN
bjmsr-2442	385	29	attribution	attribution	NOUN
bjmsr-2442	385	30	4.0	4.0	NUM
bjmsr-2442	385	31	international	international	ADJ
bjmsr-2442	385	32	license	license	NOUN
bjmsr-2442	385	33	.	.	PUNCT
bjmsr-2442	386	1	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	X
bjmsr-2442	386	2	)	)	PUNCT
bjmsr-2442	386	3	.	.	PUNCT
bjmsr-2442	387	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2442	387	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2442	387	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN