id	sid	tid	token	lemma	pos
bjmsr-2504	1	1	bangladesh	bangladesh	PROPN
bjmsr-2504	1	2	journal	journal	PROPN
bjmsr-2504	1	3	of	of	ADP
bjmsr-2504	1	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	1	5	scientific	scientific	ADJ
bjmsr-2504	1	6	research	research	NOUN
bjmsr-2504	1	7	10(5	10(5	NOUN
bjmsr-2504	1	8	)	)	PUNCT
bjmsr-2504	1	9	(	(	PUNCT
bjmsr-2504	1	10	2025	2025	NUM
bjmsr-2504	1	11	)	)	PUNCT
bjmsr-2504	1	12	,	,	PUNCT
bjmsr-2504	1	13	1	1	NUM
bjmsr-2504	1	14	-	-	SYM
bjmsr-2504	1	15	11	11	NUM
bjmsr-2504	1	16	1	1	NUM
bjmsr-2504	1	17	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	1	18	scientific	scientific	ADJ
bjmsr-2504	1	19	research	research	NOUN
bjmsr-2504	1	20	bjmsr	bjmsr	NOUN
bjmsr-2504	1	21	vol	vol	VERB
bjmsr-2504	1	22	10	10	NUM
bjmsr-2504	1	23	no	no	DET
bjmsr-2504	1	24	5	5	NUM
bjmsr-2504	1	25	(	(	PUNCT
bjmsr-2504	1	26	2025	2025	NUM
bjmsr-2504	1	27	)	)	PUNCT
bjmsr-2504	1	28	p	p	X
bjmsr-2504	1	29	-	-	PUNCT
bjmsr-2504	1	30	issn	issn	PROPN
bjmsr-2504	1	31	2687	2687	NUM
bjmsr-2504	1	32	-	-	PUNCT
bjmsr-2504	1	33	850x	850x	NUM
bjmsr-2504	1	34	e	e	NOUN
bjmsr-2504	1	35	-	-	PROPN
bjmsr-2504	1	36	issn	issn	PROPN
bjmsr-2504	1	37	2687	2687	NUM
bjmsr-2504	1	38	-	-	SYM
bjmsr-2504	1	39	8518	8518	NUM
bjmsr-2504	1	40	available	available	ADJ
bjmsr-2504	1	41	online	online	ADV
bjmsr-2504	1	42	at	at	ADP
bjmsr-2504	1	43	https://www.cribfb.com	https://www.cribfb.com	X
bjmsr-2504	1	44	journal	journal	PROPN
bjmsr-2504	1	45	homepage	homepage	NOUN
bjmsr-2504	1	46	:	:	PUNCT
bjmsr-2504	1	47	https://www.cribfb.com/journal/index.php/bjmsr	https://www.cribfb.com/journal/index.php/bjmsr	NOUN
bjmsr-2504	1	48	published	publish	VERB
bjmsr-2504	1	49	by	by	ADP
bjmsr-2504	1	50	cribfb	cribfb	PROPN
bjmsr-2504	1	51	,	,	PUNCT
bjmsr-2504	1	52	usa	usa	PROPN
bjmsr-2504	1	53	an	an	DET
bjmsr-2504	1	54	ai	ai	NOUN
bjmsr-2504	1	55	and	and	CCONJ
bjmsr-2504	1	56	nlp	nlp	NOUN
bjmsr-2504	1	57	framework	framework	NOUN
bjmsr-2504	1	58	for	for	ADP
bjmsr-2504	1	59	extracting	extract	VERB
bjmsr-2504	1	60	leadership	leadership	NOUN
bjmsr-2504	1	61	competencies	competency	NOUN
bjmsr-2504	1	62	and	and	CCONJ
bjmsr-2504	1	63	mapping	mapping	NOUN
bjmsr-2504	1	64	personalized	personalized	ADJ
bjmsr-2504	1	65	training	training	NOUN
bjmsr-2504	1	66	paths	path	NOUN
bjmsr-2504	1	67	:	:	PUNCT
bjmsr-2504	1	68	a	a	DET
bjmsr-2504	1	69	strategic	strategic	ADJ
bjmsr-2504	1	70	approach	approach	NOUN
bjmsr-2504	1	71	for	for	ADP
bjmsr-2504	1	72	human	human	ADJ
bjmsr-2504	1	73	resource	resource	NOUN
bjmsr-2504	1	74	development	development	NOUN
bjmsr-2504	1	75	boumedyen	boumedyen	PROPN
bjmsr-2504	1	76	shannaq	shannaq	PROPN
bjmsr-2504	1	77	(	(	PUNCT
bjmsr-2504	1	78	a)1	a)1	PROPN
bjmsr-2504	1	79	v.	v.	ADP
bjmsr-2504	1	80	p.	p.	PROPN
bjmsr-2504	1	81	sriram	sriram	PROPN
bjmsr-2504	1	82	(	(	PUNCT
bjmsr-2504	1	83	b	b	X
bjmsr-2504	1	84	)	)	PUNCT
bjmsr-2504	1	85	said	say	VERB
bjmsr-2504	1	86	alrawahi	alrawahi	NOUN
bjmsr-2504	1	87	(	(	PUNCT
bjmsr-2504	1	88	c	c	NOUN
bjmsr-2504	1	89	)	)	PUNCT
bjmsr-2504	1	90	devarajanayaka	devarajanayaka	PROPN
bjmsr-2504	2	1	kalenahalli	kalenahalli	PROPN
bjmsr-2504	2	2	muniyanayaka	muniyanayaka	ADV
bjmsr-2504	2	3	(	(	PUNCT
bjmsr-2504	2	4	d	d	X
bjmsr-2504	2	5	)	)	PUNCT
bjmsr-2504	2	6	oualid	oualid	PROPN
bjmsr-2504	2	7	ali	ali	PROPN
bjmsr-2504	2	8	(	(	PUNCT
bjmsr-2504	2	9	e	e	NOUN
bjmsr-2504	2	10	)	)	PUNCT
bjmsr-2504	2	11	(	(	PUNCT
bjmsr-2504	2	12	a	a	X
bjmsr-2504	2	13	)	)	PUNCT
bjmsr-2504	2	14	associate	associate	NOUN
bjmsr-2504	2	15	professor	professor	NOUN
bjmsr-2504	2	16	,	,	PUNCT
bjmsr-2504	2	17	management	management	NOUN
bjmsr-2504	2	18	of	of	ADP
bjmsr-2504	2	19	information	information	NOUN
bjmsr-2504	2	20	systems	system	NOUN
bjmsr-2504	2	21	department	department	PROPN
bjmsr-2504	2	22	,	,	PUNCT
bjmsr-2504	2	23	university	university	PROPN
bjmsr-2504	2	24	of	of	ADP
bjmsr-2504	2	25	buraimi	buraimi	PROPN
bjmsr-2504	2	26	,	,	PUNCT
bjmsr-2504	2	27	al	al	PROPN
bjmsr-2504	2	28	buraimi	buraimi	PROPN
bjmsr-2504	2	29	governorate	governorate	PROPN
bjmsr-2504	2	30	,	,	PUNCT
bjmsr-2504	2	31	sultanate	sultanate	NOUN
bjmsr-2504	2	32	of	of	ADP
bjmsr-2504	2	33	oman	oman	NOUN
bjmsr-2504	2	34	;	;	PUNCT
bjmsr-2504	2	35	email	email	NOUN
bjmsr-2504	2	36	:	:	PUNCT
bjmsr-2504	2	37	boumedyen@uob.edu.om	boumedyen@uob.edu.om	PROPN
bjmsr-2504	2	38	(	(	PUNCT
bjmsr-2504	2	39	b	b	NOUN
bjmsr-2504	2	40	)	)	PUNCT
bjmsr-2504	2	41	associate	associate	NOUN
bjmsr-2504	2	42	professor	professor	NOUN
bjmsr-2504	2	43	,	,	PUNCT
bjmsr-2504	2	44	management	management	NOUN
bjmsr-2504	2	45	of	of	ADP
bjmsr-2504	2	46	information	information	NOUN
bjmsr-2504	2	47	systems	system	NOUN
bjmsr-2504	2	48	department	department	PROPN
bjmsr-2504	2	49	,	,	PUNCT
bjmsr-2504	2	50	college	college	NOUN
bjmsr-2504	2	51	of	of	ADP
bjmsr-2504	2	52	business	business	NOUN
bjmsr-2504	2	53	,	,	PUNCT
bjmsr-2504	2	54	university	university	PROPN
bjmsr-2504	2	55	of	of	ADP
bjmsr-2504	2	56	buraimi	buraimi	PROPN
bjmsr-2504	2	57	,	,	PUNCT
bjmsr-2504	2	58	al	al	PROPN
bjmsr-2504	2	59	buraimi	buraimi	PROPN
bjmsr-2504	2	60	512	512	NUM
bjmsr-2504	2	61	,	,	PUNCT
bjmsr-2504	2	62	sultanate	sultanate	NOUN
bjmsr-2504	2	63	of	of	ADP
bjmsr-2504	2	64	oman	oman	NOUN
bjmsr-2504	2	65	;	;	PUNCT
bjmsr-2504	2	66	e	e	X
bjmsr-2504	2	67	-	-	NOUN
bjmsr-2504	2	68	mail	mail	NOUN
bjmsr-2504	2	69	:	:	PUNCT
bjmsr-2504	3	1	sriram.v@uob.edu.om	sriram.v@uob.edu.om	NOUN
bjmsr-2504	3	2	(	(	PUNCT
bjmsr-2504	3	3	c	c	NOUN
bjmsr-2504	3	4	)	)	PUNCT
bjmsr-2504	3	5	assistant	assistant	NOUN
bjmsr-2504	3	6	professor	professor	NOUN
bjmsr-2504	3	7	,	,	PUNCT
bjmsr-2504	3	8	hrm	hrm	PROPN
bjmsr-2504	3	9	department	department	PROPN
bjmsr-2504	3	10	,	,	PUNCT
bjmsr-2504	3	11	college	college	NOUN
bjmsr-2504	3	12	of	of	ADP
bjmsr-2504	3	13	business	business	NOUN
bjmsr-2504	3	14	,	,	PUNCT
bjmsr-2504	3	15	university	university	PROPN
bjmsr-2504	3	16	of	of	ADP
bjmsr-2504	3	17	buraimi	buraimi	PROPN
bjmsr-2504	3	18	,	,	PUNCT
bjmsr-2504	3	19	al	al	PROPN
bjmsr-2504	3	20	buraimi	buraimi	PROPN
bjmsr-2504	3	21	governorate	governorate	PROPN
bjmsr-2504	3	22	,	,	PUNCT
bjmsr-2504	3	23	sultanate	sultanate	NOUN
bjmsr-2504	3	24	of	of	ADP
bjmsr-2504	3	25	oman	oman	NOUN
bjmsr-2504	3	26	,	,	PUNCT
bjmsr-2504	3	27	e	e	NOUN
bjmsr-2504	3	28	-	-	NOUN
bjmsr-2504	3	29	mail	mail	NOUN
bjmsr-2504	3	30	:	:	PUNCT
bjmsr-2504	3	31	said.hk@uob.edu.om	said.hk@uob.edu.om	NOUN
bjmsr-2504	3	32	(	(	PUNCT
bjmsr-2504	3	33	d	d	NOUN
bjmsr-2504	3	34	)	)	PUNCT
bjmsr-2504	3	35	assistant	assistant	NOUN
bjmsr-2504	3	36	professor	professor	NOUN
bjmsr-2504	3	37	,	,	PUNCT
bjmsr-2504	3	38	college	college	NOUN
bjmsr-2504	3	39	of	of	ADP
bjmsr-2504	3	40	business	business	NOUN
bjmsr-2504	3	41	,	,	PUNCT
bjmsr-2504	3	42	business	business	NOUN
bjmsr-2504	3	43	administration	administration	PROPN
bjmsr-2504	3	44	department	department	PROPN
bjmsr-2504	3	45	,	,	PUNCT
bjmsr-2504	3	46	university	university	PROPN
bjmsr-2504	3	47	of	of	ADP
bjmsr-2504	3	48	buraimi	buraimi	PROPN
bjmsr-2504	3	49	,	,	PUNCT
bjmsr-2504	3	50	al	al	PROPN
bjmsr-2504	3	51	buraimi	buraimi	PROPN
bjmsr-2504	3	52	governorate	governorate	PROPN
bjmsr-2504	3	53	,	,	PUNCT
bjmsr-2504	3	54	sultanate	sultanate	NOUN
bjmsr-2504	3	55	of	of	ADP
bjmsr-2504	3	56	oman	oman	NOUN
bjmsr-2504	3	57	,	,	PUNCT
bjmsr-2504	3	58	e	e	NOUN
bjmsr-2504	3	59	-	-	NOUN
bjmsr-2504	3	60	mail	mail	NOUN
bjmsr-2504	3	61	:	:	PUNCT
bjmsr-2504	3	62	devarajanayaka@uob.edu.om	devarajanayaka@uob.edu.om	NOUN
bjmsr-2504	3	63	(	(	PUNCT
bjmsr-2504	3	64	e)head	e)head	NUM
bjmsr-2504	3	65	of	of	ADP
bjmsr-2504	3	66	computer	computer	NOUN
bjmsr-2504	3	67	sciences	sciences	PROPN
bjmsr-2504	3	68	department	department	PROPN
bjmsr-2504	3	69	,	,	PUNCT
bjmsr-2504	3	70	college	college	NOUN
bjmsr-2504	3	71	of	of	ADP
bjmsr-2504	3	72	arts	arts	PROPN
bjmsr-2504	3	73	&	&	CCONJ
bjmsr-2504	3	74	science	science	PROPN
bjmsr-2504	3	75	,	,	PUNCT
bjmsr-2504	3	76	applied	apply	VERB
bjmsr-2504	3	77	science	science	NOUN
bjmsr-2504	3	78	university	university	PROPN
bjmsr-2504	3	79	,	,	PUNCT
bjmsr-2504	3	80	manama	manama	PROPN
bjmsr-2504	3	81	,	,	PUNCT
bjmsr-2504	3	82	bahrain	bahrain	NOUN
bjmsr-2504	3	83	,	,	PUNCT
bjmsr-2504	3	84	e	e	NOUN
bjmsr-2504	3	85	-	-	NOUN
bjmsr-2504	3	86	mail	mail	NOUN
bjmsr-2504	3	87	:	:	PUNCT
bjmsr-2504	3	88	oualid.ali@asu.edu.bh	oualid.ali@asu.edu.bh	ADP
bjmsr-2504	3	89	a	a	DET
bjmsr-2504	3	90	r	r	NOUN
bjmsr-2504	3	91	t	t	NOUN
bjmsr-2504	3	92	i	i	PRON
bjmsr-2504	3	93	c	c	NOUN
bjmsr-2504	3	94	l	l	NOUN
bjmsr-2504	3	95	e	e	NOUN
bjmsr-2504	4	1	i	i	PRON
bjmsr-2504	4	2	n	n	VERB
bjmsr-2504	4	3	f	f	NOUN
bjmsr-2504	4	4	o	o	NOUN
bjmsr-2504	4	5	article	article	NOUN
bjmsr-2504	4	6	history	history	NOUN
bjmsr-2504	4	7	:	:	PUNCT
bjmsr-2504	4	8	received	receive	VERB
bjmsr-2504	4	9	:	:	PUNCT
bjmsr-2504	4	10	4th	4th	ADJ
bjmsr-2504	4	11	march	march	NOUN
bjmsr-2504	4	12	2025	2025	NUM
bjmsr-2504	4	13	reviewed	review	VERB
bjmsr-2504	4	14	&	&	CCONJ
bjmsr-2504	4	15	revised	revise	VERB
bjmsr-2504	4	16	:	:	PUNCT
bjmsr-2504	4	17	4th	4th	ADJ
bjmsr-2504	4	18	march	march	NOUN
bjmsr-2504	4	19	2025	2025	NUM
bjmsr-2504	4	20	to	to	ADP
bjmsr-2504	4	21	10th	10th	ADJ
bjmsr-2504	4	22	august	august	PROPN
bjmsr-2504	4	23	2025	2025	NUM
bjmsr-2504	4	24	accepted	accept	VERB
bjmsr-2504	4	25	:	:	PUNCT
bjmsr-2504	4	26	20th	20th	ADJ
bjmsr-2504	4	27	august	august	PROPN
bjmsr-2504	4	28	2025	2025	NUM
bjmsr-2504	4	29	published	publish	VERB
bjmsr-2504	4	30	:	:	PUNCT
bjmsr-2504	4	31	24th	24th	ADJ
bjmsr-2504	4	32	august	august	NOUN
bjmsr-2504	4	33	2025	2025	NUM
bjmsr-2504	4	34	keywords	keyword	NOUN
bjmsr-2504	4	35	:	:	PUNCT
bjmsr-2504	4	36	human	human	ADJ
bjmsr-2504	4	37	capital	capital	NOUN
bjmsr-2504	4	38	,	,	PUNCT
bjmsr-2504	4	39	training	train	VERB
bjmsr-2504	4	40	optimization	optimization	NOUN
bjmsr-2504	4	41	,	,	PUNCT
bjmsr-2504	4	42	decision	decision	NOUN
bjmsr-2504	4	43	modeling	modeling	NOUN
bjmsr-2504	4	44	,	,	PUNCT
bjmsr-2504	4	45	job	job	NOUN
bjmsr-2504	4	46	profiling	profiling	NOUN
bjmsr-2504	4	47	,	,	PUNCT
bjmsr-2504	4	48	natural	natural	ADJ
bjmsr-2504	4	49	language	language	NOUN
bjmsr-2504	4	50	understanding	understanding	NOUN
bjmsr-2504	4	51	,	,	PUNCT
bjmsr-2504	4	52	leadership	leadership	NOUN
bjmsr-2504	4	53	roles	role	NOUN
bjmsr-2504	4	54	,	,	PUNCT
bjmsr-2504	4	55	strategic	strategic	ADJ
bjmsr-2504	4	56	planning	planning	NOUN
bjmsr-2504	4	57	,	,	PUNCT
bjmsr-2504	4	58	workforce	workforce	PROPN
bjmsr-2504	4	59	analytics	analytic	NOUN
bjmsr-2504	4	60	,	,	PUNCT
bjmsr-2504	4	61	competency	competency	NOUN
bjmsr-2504	4	62	mapping	mapping	NOUN
bjmsr-2504	4	63	jel	jel	PROPN
bjmsr-2504	4	64	classification	classification	NOUN
bjmsr-2504	4	65	codes	code	NOUN
bjmsr-2504	4	66	:	:	PUNCT
bjmsr-2504	4	67	j24	j24	PROPN
bjmsr-2504	4	68	,	,	PUNCT
bjmsr-2504	4	69	c61	c61	PROPN
bjmsr-2504	4	70	,	,	PUNCT
bjmsr-2504	4	71	d80	d80	ADJ
bjmsr-2504	4	72	,	,	PUNCT
bjmsr-2504	4	73	c69	c69	ADJ
bjmsr-2504	4	74	peer	peer	NOUN
bjmsr-2504	4	75	-	-	PUNCT
bjmsr-2504	4	76	review	review	NOUN
bjmsr-2504	4	77	model	model	NOUN
bjmsr-2504	4	78	:	:	PUNCT
bjmsr-2504	4	79	external	external	ADJ
bjmsr-2504	4	80	peer	peer	NOUN
bjmsr-2504	4	81	review	review	NOUN
bjmsr-2504	4	82	was	be	AUX
bjmsr-2504	4	83	done	do	VERB
bjmsr-2504	4	84	through	through	ADP
bjmsr-2504	4	85	double	double	ADJ
bjmsr-2504	4	86	-	-	PUNCT
bjmsr-2504	4	87	blind	blind	ADJ
bjmsr-2504	4	88	method	method	NOUN
bjmsr-2504	4	89	.	.	PUNCT
bjmsr-2504	5	1	a	a	DET
bjmsr-2504	5	2	b	b	PROPN
bjmsr-2504	5	3	s	s	ADP
bjmsr-2504	5	4	t	t	PROPN
bjmsr-2504	5	5	r	r	NOUN
bjmsr-2504	5	6	a	a	DET
bjmsr-2504	5	7	c	c	NOUN
bjmsr-2504	5	8	t	t	NOUN
bjmsr-2504	5	9	the	the	DET
bjmsr-2504	5	10	growing	grow	VERB
bjmsr-2504	5	11	demands	demand	NOUN
bjmsr-2504	5	12	of	of	ADP
bjmsr-2504	5	13	artificial	artificial	ADJ
bjmsr-2504	5	14	intelligence	intelligence	NOUN
bjmsr-2504	5	15	(	(	PUNCT
bjmsr-2504	5	16	ai	ai	NOUN
bjmsr-2504	5	17	)	)	PUNCT
bjmsr-2504	5	18	by	by	ADP
bjmsr-2504	5	19	organizations	organization	NOUN
bjmsr-2504	5	20	could	could	AUX
bjmsr-2504	5	21	enforce	enforce	VERB
bjmsr-2504	5	22	a	a	DET
bjmsr-2504	5	23	strategic	strategic	ADJ
bjmsr-2504	5	24	change	change	NOUN
bjmsr-2504	5	25	in	in	ADP
bjmsr-2504	5	26	the	the	DET
bjmsr-2504	5	27	activities	activity	NOUN
bjmsr-2504	5	28	of	of	ADP
bjmsr-2504	5	29	human	human	ADJ
bjmsr-2504	5	30	resources	resource	NOUN
bjmsr-2504	5	31	(	(	PUNCT
bjmsr-2504	5	32	hr	hr	NOUN
bjmsr-2504	5	33	)	)	PUNCT
bjmsr-2504	5	34	.	.	PUNCT
bjmsr-2504	6	1	conventional	conventional	ADJ
bjmsr-2504	6	2	practices	practice	NOUN
bjmsr-2504	6	3	in	in	ADP
bjmsr-2504	6	4	leadership	leadership	NOUN
bjmsr-2504	6	5	development	development	NOUN
bjmsr-2504	6	6	do	do	AUX
bjmsr-2504	6	7	not	not	PART
bjmsr-2504	6	8	always	always	ADV
bjmsr-2504	6	9	align	align	VERB
bjmsr-2504	6	10	with	with	ADP
bjmsr-2504	6	11	data	data	NOUN
bjmsr-2504	6	12	-	-	PUNCT
bjmsr-2504	6	13	driven	drive	VERB
bjmsr-2504	6	14	guidelines	guideline	NOUN
bjmsr-2504	6	15	that	that	PRON
bjmsr-2504	6	16	incorporate	incorporate	VERB
bjmsr-2504	6	17	job	job	NOUN
bjmsr-2504	6	18	requirements	requirement	NOUN
bjmsr-2504	6	19	and	and	CCONJ
bjmsr-2504	6	20	training	training	NOUN
bjmsr-2504	6	21	directions	direction	NOUN
bjmsr-2504	6	22	.	.	PUNCT
bjmsr-2504	7	1	this	this	DET
bjmsr-2504	7	2	work	work	NOUN
bjmsr-2504	7	3	examines	examine	VERB
bjmsr-2504	7	4	the	the	DET
bjmsr-2504	7	5	application	application	NOUN
bjmsr-2504	7	6	of	of	ADP
bjmsr-2504	7	7	ai	ai	NOUN
bjmsr-2504	7	8	,	,	PUNCT
bjmsr-2504	7	9	combined	combine	VERB
bjmsr-2504	7	10	with	with	ADP
bjmsr-2504	7	11	natural	natural	ADJ
bjmsr-2504	7	12	language	language	NOUN
bjmsr-2504	7	13	processing	processing	NOUN
bjmsr-2504	7	14	(	(	PUNCT
bjmsr-2504	7	15	nlp	nlp	NOUN
bjmsr-2504	7	16	)	)	PUNCT
bjmsr-2504	7	17	,	,	PUNCT
bjmsr-2504	7	18	to	to	ADP
bjmsr-2504	7	19	unstructured	unstructured	ADJ
bjmsr-2504	7	20	job	job	NOUN
bjmsr-2504	7	21	descriptions	description	NOUN
bjmsr-2504	7	22	to	to	PART
bjmsr-2504	7	23	identify	identify	VERB
bjmsr-2504	7	24	essential	essential	ADJ
bjmsr-2504	7	25	capabilities	capability	NOUN
bjmsr-2504	7	26	and	and	CCONJ
bjmsr-2504	7	27	associate	associate	VERB
bjmsr-2504	7	28	them	they	PRON
bjmsr-2504	7	29	with	with	ADP
bjmsr-2504	7	30	the	the	DET
bjmsr-2504	7	31	best	good	ADJ
bjmsr-2504	7	32	training	training	NOUN
bjmsr-2504	7	33	options	option	NOUN
bjmsr-2504	7	34	for	for	ADP
bjmsr-2504	7	35	becoming	become	VERB
bjmsr-2504	7	36	a	a	DET
bjmsr-2504	7	37	leader	leader	NOUN
bjmsr-2504	7	38	.	.	PUNCT
bjmsr-2504	8	1	a	a	DET
bjmsr-2504	8	2	framework	framework	NOUN
bjmsr-2504	8	3	is	be	AUX
bjmsr-2504	8	4	proposed	propose	VERB
bjmsr-2504	8	5	in	in	ADP
bjmsr-2504	8	6	this	this	DET
bjmsr-2504	8	7	work	work	NOUN
bjmsr-2504	8	8	that	that	PRON
bjmsr-2504	8	9	automatically	automatically	ADV
bjmsr-2504	8	10	analyses	analyse	VERB
bjmsr-2504	8	11	unwritten	unwritten	ADJ
bjmsr-2504	8	12	job	job	NOUN
bjmsr-2504	8	13	descriptions	description	NOUN
bjmsr-2504	8	14	of	of	ADP
bjmsr-2504	8	15	top	top	ADJ
bjmsr-2504	8	16	-	-	PUNCT
bjmsr-2504	8	17	level	level	NOUN
bjmsr-2504	8	18	positions	position	NOUN
bjmsr-2504	8	19	and	and	CCONJ
bjmsr-2504	8	20	defines	define	VERB
bjmsr-2504	8	21	key	key	ADJ
bjmsr-2504	8	22	competencies	competency	NOUN
bjmsr-2504	8	23	with	with	ADP
bjmsr-2504	8	24	ai	ai	ADV
bjmsr-2504	8	25	-	-	PUNCT
bjmsr-2504	8	26	based	base	VERB
bjmsr-2504	8	27	text	text	NOUN
bjmsr-2504	8	28	processing	processing	NOUN
bjmsr-2504	8	29	methods	method	NOUN
bjmsr-2504	8	30	.	.	PUNCT
bjmsr-2504	9	1	the	the	DET
bjmsr-2504	9	2	structure	structure	NOUN
bjmsr-2504	9	3	then	then	ADV
bjmsr-2504	9	4	correlates	correlate	VERB
bjmsr-2504	9	5	the	the	DET
bjmsr-2504	9	6	competencies	competency	NOUN
bjmsr-2504	9	7	with	with	ADP
bjmsr-2504	9	8	tailor	tailor	NOUN
bjmsr-2504	9	9	-	-	PUNCT
bjmsr-2504	9	10	made	make	VERB
bjmsr-2504	9	11	training	training	NOUN
bjmsr-2504	9	12	programs	program	NOUN
bjmsr-2504	9	13	by	by	ADP
bjmsr-2504	9	14	referring	refer	VERB
bjmsr-2504	9	15	to	to	ADP
bjmsr-2504	9	16	a	a	DET
bjmsr-2504	9	17	recommendation	recommendation	NOUN
bjmsr-2504	9	18	system	system	NOUN
bjmsr-2504	9	19	.	.	PUNCT
bjmsr-2504	10	1	a	a	DET
bjmsr-2504	10	2	graph	graph	NOUN
bjmsr-2504	10	3	-	-	PUNCT
bjmsr-2504	10	4	based	base	VERB
bjmsr-2504	10	5	structure	structure	NOUN
bjmsr-2504	10	6	is	be	AUX
bjmsr-2504	10	7	modified	modify	VERB
bjmsr-2504	10	8	to	to	PART
bjmsr-2504	10	9	represent	represent	VERB
bjmsr-2504	10	10	and	and	CCONJ
bjmsr-2504	10	11	interrelate	interrelate	VERB
bjmsr-2504	10	12	the	the	DET
bjmsr-2504	10	13	competency	competency	NOUN
bjmsr-2504	10	14	clusters	cluster	NOUN
bjmsr-2504	10	15	.	.	PUNCT
bjmsr-2504	11	1	at	at	ADP
bjmsr-2504	11	2	the	the	DET
bjmsr-2504	11	3	same	same	ADJ
bjmsr-2504	11	4	time	time	NOUN
bjmsr-2504	11	5	,	,	PUNCT
bjmsr-2504	11	6	a	a	DET
bjmsr-2504	11	7	multi	multi	ADJ
bjmsr-2504	11	8	-	-	ADJ
bjmsr-2504	11	9	criteria	criterion	NOUN
bjmsr-2504	11	10	decision	decision	NOUN
bjmsr-2504	11	11	-	-	PUNCT
bjmsr-2504	11	12	making	make	VERB
bjmsr-2504	11	13	model	model	NOUN
bjmsr-2504	11	14	is	be	AUX
bjmsr-2504	11	15	applied	apply	VERB
bjmsr-2504	11	16	to	to	PART
bjmsr-2504	11	17	evaluate	evaluate	VERB
bjmsr-2504	11	18	training	training	NOUN
bjmsr-2504	11	19	options	option	NOUN
bjmsr-2504	11	20	based	base	VERB
bjmsr-2504	11	21	on	on	ADP
bjmsr-2504	11	22	four	four	NUM
bjmsr-2504	11	23	criteria	criterion	NOUN
bjmsr-2504	11	24	:	:	PUNCT
bjmsr-2504	11	25	cost	cost	NOUN
bjmsr-2504	11	26	,	,	PUNCT
bjmsr-2504	11	27	duration	duration	NOUN
bjmsr-2504	11	28	,	,	PUNCT
bjmsr-2504	11	29	relevance	relevance	NOUN
bjmsr-2504	11	30	,	,	PUNCT
bjmsr-2504	11	31	and	and	CCONJ
bjmsr-2504	11	32	impact	impact	NOUN
bjmsr-2504	11	33	.	.	PUNCT
bjmsr-2504	12	1	using	use	VERB
bjmsr-2504	12	2	datasets	dataset	NOUN
bjmsr-2504	12	3	from	from	ADP
bjmsr-2504	12	4	related	related	ADJ
bjmsr-2504	12	5	divisions	division	NOUN
bjmsr-2504	12	6	,	,	PUNCT
bjmsr-2504	12	7	the	the	DET
bjmsr-2504	12	8	system	system	NOUN
bjmsr-2504	12	9	achieved	achieve	VERB
bjmsr-2504	12	10	high	high	ADJ
bjmsr-2504	12	11	accuracy	accuracy	NOUN
bjmsr-2504	12	12	in	in	ADP
bjmsr-2504	12	13	competency	competency	NOUN
bjmsr-2504	12	14	extraction	extraction	NOUN
bjmsr-2504	12	15	,	,	PUNCT
bjmsr-2504	12	16	confirming	confirm	VERB
bjmsr-2504	12	17	all	all	DET
bjmsr-2504	12	18	three	three	NUM
bjmsr-2504	12	19	proposed	propose	VERB
bjmsr-2504	12	20	assumptions	assumption	NOUN
bjmsr-2504	12	21	.	.	PUNCT
bjmsr-2504	13	1	results	result	NOUN
bjmsr-2504	13	2	demonstrate	demonstrate	VERB
bjmsr-2504	13	3	a	a	DET
bjmsr-2504	13	4	28	28	NUM
bjmsr-2504	13	5	%	%	NOUN
bjmsr-2504	13	6	improvement	improvement	NOUN
bjmsr-2504	13	7	in	in	ADP
bjmsr-2504	13	8	matching	match	VERB
bjmsr-2504	13	9	relevance	relevance	NOUN
bjmsr-2504	13	10	,	,	PUNCT
bjmsr-2504	13	11	indicating	indicate	VERB
bjmsr-2504	13	12	that	that	SCONJ
bjmsr-2504	13	13	it	it	PRON
bjmsr-2504	13	14	is	be	AUX
bjmsr-2504	13	15	28	28	NUM
bjmsr-2504	13	16	%	%	NOUN
bjmsr-2504	13	17	efficient	efficient	ADJ
bjmsr-2504	13	18	on	on	ADP
bjmsr-2504	13	19	matching	match	VERB
bjmsr-2504	13	20	relevance	relevance	NOUN
bjmsr-2504	13	21	,	,	PUNCT
bjmsr-2504	13	22	19	19	NUM
bjmsr-2504	13	23	%	%	NOUN
bjmsr-2504	13	24	efficient	efficient	ADJ
bjmsr-2504	13	25	on	on	ADP
bjmsr-2504	13	26	cost	cost	NOUN
bjmsr-2504	13	27	efficiency	efficiency	NOUN
bjmsr-2504	13	28	,	,	PUNCT
bjmsr-2504	13	29	and	and	CCONJ
bjmsr-2504	13	30	24	24	NUM
bjmsr-2504	13	31	%	%	NOUN
bjmsr-2504	13	32	better	well	ADV
bjmsr-2504	13	33	on	on	ADP
bjmsr-2504	13	34	its	its	PRON
bjmsr-2504	13	35	planning	planning	NOUN
bjmsr-2504	13	36	when	when	SCONJ
bjmsr-2504	13	37	compared	compare	VERB
bjmsr-2504	13	38	to	to	ADP
bjmsr-2504	13	39	the	the	DET
bjmsr-2504	13	40	manual	manual	ADJ
bjmsr-2504	13	41	methods	method	NOUN
bjmsr-2504	13	42	.	.	PUNCT
bjmsr-2504	14	1	using	use	VERB
bjmsr-2504	14	2	a	a	DET
bjmsr-2504	14	3	weighted	weight	VERB
bjmsr-2504	14	4	scoring	scoring	NOUN
bjmsr-2504	14	5	mechanism	mechanism	NOUN
bjmsr-2504	14	6	to	to	PART
bjmsr-2504	14	7	evaluate	evaluate	VERB
bjmsr-2504	14	8	training	training	NOUN
bjmsr-2504	14	9	alternatives	alternative	NOUN
bjmsr-2504	14	10	(	(	PUNCT
bjmsr-2504	14	11	e.g.	e.g.	ADV
bjmsr-2504	14	12	,	,	PUNCT
bjmsr-2504	14	13	leadership	leadership	NOUN
bjmsr-2504	14	14	workshop	workshop	NOUN
bjmsr-2504	14	15	scored	score	VERB
bjmsr-2504	14	16	4.4/5	4.4/5	NUM
bjmsr-2504	14	17	,	,	PUNCT
bjmsr-2504	14	18	online	online	ADJ
bjmsr-2504	14	19	financial	financial	ADJ
bjmsr-2504	14	20	course	course	NOUN
bjmsr-2504	14	21	4.1/5	4.1/5	NUM
bjmsr-2504	14	22	,	,	PUNCT
bjmsr-2504	14	23	and	and	CCONJ
bjmsr-2504	14	24	community	community	NOUN
bjmsr-2504	14	25	outreach	outreach	NOUN
bjmsr-2504	14	26	3.5/5	3.5/5	NUM
bjmsr-2504	14	27	)	)	PUNCT
bjmsr-2504	14	28	,	,	PUNCT
bjmsr-2504	14	29	training	training	NOUN
bjmsr-2504	14	30	options	option	NOUN
bjmsr-2504	14	31	were	be	AUX
bjmsr-2504	14	32	quantitatively	quantitatively	ADV
bjmsr-2504	14	33	scored	score	VERB
bjmsr-2504	14	34	and	and	CCONJ
bjmsr-2504	14	35	ranked	rank	VERB
bjmsr-2504	14	36	according	accord	VERB
bjmsr-2504	14	37	to	to	ADP
bjmsr-2504	14	38	their	their	PRON
bjmsr-2504	14	39	relevance	relevance	NOUN
bjmsr-2504	14	40	,	,	PUNCT
bjmsr-2504	14	41	cost	cost	NOUN
bjmsr-2504	14	42	,	,	PUNCT
bjmsr-2504	14	43	duration	duration	NOUN
bjmsr-2504	14	44	,	,	PUNCT
bjmsr-2504	14	45	and	and	CCONJ
bjmsr-2504	14	46	impact	impact	NOUN
bjmsr-2504	14	47	.	.	PUNCT
bjmsr-2504	15	1	in	in	ADP
bjmsr-2504	15	2	addition	addition	NOUN
bjmsr-2504	15	3	,	,	PUNCT
bjmsr-2504	15	4	the	the	DET
bjmsr-2504	15	5	optimized	optimize	VERB
bjmsr-2504	15	6	overall	overall	ADJ
bjmsr-2504	15	7	strategy	strategy	NOUN
bjmsr-2504	15	8	of	of	ADP
bjmsr-2504	15	9	training	training	NOUN
bjmsr-2504	15	10	was	be	AUX
bjmsr-2504	15	11	the	the	DET
bjmsr-2504	15	12	best	good	ADJ
bjmsr-2504	15	13	overall	overall	ADJ
bjmsr-2504	15	14	training	training	NOUN
bjmsr-2504	15	15	path	path	NOUN
bjmsr-2504	15	16	strategy	strategy	NOUN
bjmsr-2504	15	17	that	that	PRON
bjmsr-2504	15	18	emphasized	emphasize	VERB
bjmsr-2504	15	19	strategic	strategic	ADJ
bjmsr-2504	15	20	planning	planning	NOUN
bjmsr-2504	15	21	&	&	CCONJ
bjmsr-2504	15	22	research	research	NOUN
bjmsr-2504	15	23	,	,	PUNCT
bjmsr-2504	15	24	compliance	compliance	NOUN
bjmsr-2504	15	25	and	and	CCONJ
bjmsr-2504	15	26	stakeholder	stakeholder	NOUN
bjmsr-2504	15	27	management	management	NOUN
bjmsr-2504	15	28	,	,	PUNCT
bjmsr-2504	15	29	and	and	CCONJ
bjmsr-2504	15	30	financial	financial	ADJ
bjmsr-2504	15	31	and	and	CCONJ
bjmsr-2504	15	32	operational	operational	ADJ
bjmsr-2504	15	33	management	management	NOUN
bjmsr-2504	15	34	,	,	PUNCT
bjmsr-2504	15	35	which	which	PRON
bjmsr-2504	15	36	provided	provide	VERB
bjmsr-2504	15	37	a	a	DET
bjmsr-2504	15	38	measurable	measurable	ADJ
bjmsr-2504	15	39	benefit	benefit	NOUN
bjmsr-2504	15	40	over	over	ADP
bjmsr-2504	15	41	the	the	DET
bjmsr-2504	15	42	long	long	ADJ
bjmsr-2504	15	43	-	-	PUNCT
bjmsr-2504	15	44	term	term	NOUN
bjmsr-2504	15	45	capability	capability	NOUN
bjmsr-2504	15	46	to	to	PART
bjmsr-2504	15	47	establish	establish	VERB
bjmsr-2504	15	48	a	a	DET
bjmsr-2504	15	49	sense	sense	NOUN
bjmsr-2504	15	50	of	of	ADP
bjmsr-2504	15	51	impact	impact	NOUN
bjmsr-2504	15	52	,	,	PUNCT
bjmsr-2504	15	53	reduction	reduction	NOUN
bjmsr-2504	15	54	of	of	ADP
bjmsr-2504	15	55	risks	risk	NOUN
bjmsr-2504	15	56	,	,	PUNCT
bjmsr-2504	15	57	and	and	CCONJ
bjmsr-2504	15	58	stability	stability	NOUN
bjmsr-2504	15	59	.	.	PUNCT
bjmsr-2504	16	1	the	the	DET
bjmsr-2504	16	2	scalable	scalable	ADJ
bjmsr-2504	16	3	solution	solution	NOUN
bjmsr-2504	16	4	that	that	PRON
bjmsr-2504	16	5	the	the	DET
bjmsr-2504	16	6	proposed	propose	VERB
bjmsr-2504	16	7	ai	ai	NOUN
bjmsr-2504	16	8	-	-	PUNCT
bjmsr-2504	16	9	powered	power	VERB
bjmsr-2504	16	10	framework	framework	NOUN
bjmsr-2504	16	11	helps	help	VERB
bjmsr-2504	16	12	to	to	PART
bjmsr-2504	16	13	implement	implement	VERB
bjmsr-2504	16	14	is	be	AUX
bjmsr-2504	16	15	an	an	DET
bjmsr-2504	16	16	evidence	evidence	NOUN
bjmsr-2504	16	17	-	-	PUNCT
bjmsr-2504	16	18	based	base	VERB
bjmsr-2504	16	19	solution	solution	NOUN
bjmsr-2504	16	20	that	that	PRON
bjmsr-2504	16	21	can	can	AUX
bjmsr-2504	16	22	help	help	VERB
bjmsr-2504	16	23	develop	develop	VERB
bjmsr-2504	16	24	leadership	leadership	NOUN
bjmsr-2504	16	25	more	more	ADV
bjmsr-2504	16	26	efficiently	efficiently	ADV
bjmsr-2504	16	27	,	,	PUNCT
bjmsr-2504	16	28	align	align	VERB
bjmsr-2504	16	29	talents	talent	NOUN
bjmsr-2504	16	30	with	with	ADP
bjmsr-2504	16	31	organizational	organizational	ADJ
bjmsr-2504	16	32	requirements	requirement	NOUN
bjmsr-2504	16	33	,	,	PUNCT
bjmsr-2504	16	34	and	and	CCONJ
bjmsr-2504	16	35	help	help	VERB
bjmsr-2504	16	36	recruiters	recruiter	NOUN
bjmsr-2504	16	37	and	and	CCONJ
bjmsr-2504	16	38	recruitment	recruitment	NOUN
bjmsr-2504	16	39	leaders	leader	NOUN
bjmsr-2504	16	40	to	to	PART
bjmsr-2504	16	41	adjust	adjust	VERB
bjmsr-2504	16	42	their	their	PRON
bjmsr-2504	16	43	talent	talent	NOUN
bjmsr-2504	16	44	policies	policy	NOUN
bjmsr-2504	16	45	to	to	ADP
bjmsr-2504	16	46	the	the	DET
bjmsr-2504	16	47	digital	digital	ADJ
bjmsr-2504	16	48	era	era	NOUN
bjmsr-2504	16	49	.	.	PUNCT
bjmsr-2504	17	1	©	©	PROPN
bjmsr-2504	17	2	2025	2025	NUM
bjmsr-2504	17	3	by	by	ADP
bjmsr-2504	17	4	the	the	DET
bjmsr-2504	17	5	authors	author	NOUN
bjmsr-2504	17	6	.	.	PUNCT
bjmsr-2504	18	1	licensee	licensee	PROPN
bjmsr-2504	18	2	cribfb	cribfb	PROPN
bjmsr-2504	18	3	,	,	PUNCT
bjmsr-2504	18	4	usa	usa	PROPN
bjmsr-2504	18	5	.	.	PROPN
bjmsr-2504	19	1	this	this	DET
bjmsr-2504	19	2	open	open	ADJ
bjmsr-2504	19	3	-	-	PUNCT
bjmsr-2504	19	4	access	access	NOUN
bjmsr-2504	19	5	article	article	NOUN
bjmsr-2504	19	6	is	be	AUX
bjmsr-2504	19	7	distributed	distribute	VERB
bjmsr-2504	19	8	under	under	ADP
bjmsr-2504	19	9	the	the	DET
bjmsr-2504	19	10	terms	term	NOUN
bjmsr-2504	19	11	and	and	CCONJ
bjmsr-2504	19	12	conditions	condition	NOUN
bjmsr-2504	19	13	of	of	ADP
bjmsr-2504	19	14	the	the	DET
bjmsr-2504	19	15	creative	creative	ADJ
bjmsr-2504	19	16	commons	common	NOUN
bjmsr-2504	19	17	attribution	attribution	NOUN
bjmsr-2504	19	18	(	(	PUNCT
bjmsr-2504	19	19	cc	cc	NOUN
bjmsr-2504	19	20	by	by	ADP
bjmsr-2504	19	21	)	)	PUNCT
bjmsr-2504	19	22	license	license	NOUN
bjmsr-2504	19	23	(	(	PUNCT
bjmsr-2504	19	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2504	19	25	)	)	PUNCT
bjmsr-2504	19	26	.	.	PUNCT
bjmsr-2504	20	1	introduction	introduction	NOUN
bjmsr-2504	20	2	artificial	artificial	ADJ
bjmsr-2504	20	3	intelligence	intelligence	NOUN
bjmsr-2504	20	4	(	(	PUNCT
bjmsr-2504	20	5	ai	ai	NOUN
bjmsr-2504	20	6	)	)	PUNCT
bjmsr-2504	20	7	has	have	AUX
bjmsr-2504	20	8	evolved	evolve	VERB
bjmsr-2504	20	9	in	in	ADP
bjmsr-2504	20	10	changing	change	VERB
bjmsr-2504	20	11	the	the	DET
bjmsr-2504	20	12	human	human	ADJ
bjmsr-2504	20	13	resources	resource	NOUN
bjmsr-2504	20	14	strategies	strategy	NOUN
bjmsr-2504	20	15	in	in	ADP
bjmsr-2504	20	16	various	various	ADJ
bjmsr-2504	20	17	industries	industry	NOUN
bjmsr-2504	20	18	,	,	PUNCT
bjmsr-2504	20	19	especially	especially	ADV
bjmsr-2504	20	20	the	the	DET
bjmsr-2504	20	21	leadership	leadership	NOUN
bjmsr-2504	20	22	and	and	CCONJ
bjmsr-2504	20	23	workforce	workforce	NOUN
bjmsr-2504	20	24	planning	planning	NOUN
bjmsr-2504	20	25	(	(	PUNCT
bjmsr-2504	20	26	benabou	benabou	NOUN
bjmsr-2504	20	27	et	et	PROPN
bjmsr-2504	20	28	al	al	PROPN
bjmsr-2504	20	29	.	.	PROPN
bjmsr-2504	20	30	,	,	PUNCT
bjmsr-2504	20	31	2024	2024	NUM
bjmsr-2504	20	32	;	;	PUNCT
bjmsr-2504	20	33	hamdan	hamdan	PROPN
bjmsr-2504	20	34	,	,	PUNCT
bjmsr-2504	20	35	2025a	2025a	NUM
bjmsr-2504	20	36	)	)	PUNCT
bjmsr-2504	20	37	.	.	PUNCT
bjmsr-2504	21	1	with	with	ADP
bjmsr-2504	21	2	increasing	increase	VERB
bjmsr-2504	21	3	complexity	complexity	NOUN
bjmsr-2504	21	4	in	in	ADP
bjmsr-2504	21	5	industries	industry	NOUN
bjmsr-2504	21	6	,	,	PUNCT
bjmsr-2504	21	7	there	there	PRON
bjmsr-2504	21	8	is	be	VERB
bjmsr-2504	21	9	an	an	DET
bjmsr-2504	21	10	urgent	urgent	ADJ
bjmsr-2504	21	11	need	need	NOUN
bjmsr-2504	21	12	for	for	SCONJ
bjmsr-2504	21	13	organizations	organization	NOUN
bjmsr-2504	21	14	to	to	PART
bjmsr-2504	21	15	ensure	ensure	VERB
bjmsr-2504	21	16	that	that	SCONJ
bjmsr-2504	21	17	their	their	PRON
bjmsr-2504	21	18	leaders	leader	NOUN
bjmsr-2504	21	19	are	be	AUX
bjmsr-2504	21	20	ready	ready	ADJ
bjmsr-2504	21	21	for	for	ADP
bjmsr-2504	21	22	the	the	DET
bjmsr-2504	21	23	emerging	emerge	VERB
bjmsr-2504	21	24	and	and	CCONJ
bjmsr-2504	21	25	measurable	measurable	ADJ
bjmsr-2504	21	26	competencies	competency	NOUN
bjmsr-2504	21	27	needed	need	VERB
bjmsr-2504	21	28	in	in	ADP
bjmsr-2504	21	29	digital	digital	ADJ
bjmsr-2504	21	30	transformation	transformation	NOUN
bjmsr-2504	21	31	,	,	PUNCT
bjmsr-2504	21	32	complex	complex	ADJ
bjmsr-2504	21	33	stakeholder	stakeholder	NOUN
bjmsr-2504	21	34	management	management	NOUN
bjmsr-2504	21	35	,	,	PUNCT
bjmsr-2504	21	36	and	and	CCONJ
bjmsr-2504	21	37	innovation	innovation	NOUN
bjmsr-2504	21	38	demands	demand	NOUN
bjmsr-2504	21	39	(	(	PUNCT
bjmsr-2504	21	40	sedkaoui	sedkaoui	NOUN
bjmsr-2504	21	41	&	&	CCONJ
bjmsr-2504	21	42	benaichouba	benaichouba	PROPN
bjmsr-2504	21	43	,	,	PUNCT
bjmsr-2504	21	44	1corresponding	1corresponding	PROPN
bjmsr-2504	21	45	author	author	NOUN
bjmsr-2504	21	46	:	:	PUNCT
bjmsr-2504	21	47	orcid	orcid	PROPN
bjmsr-2504	21	48	i	i	PRON
bjmsr-2504	21	49	d	d	NOUN
bjmsr-2504	21	50	:	:	PUNCT
bjmsr-2504	21	51	0000	0000	NUM
bjmsr-2504	21	52	-	-	PUNCT
bjmsr-2504	21	53	0001	0001	NUM
bjmsr-2504	21	54	-	-	PUNCT
bjmsr-2504	21	55	5867	5867	NUM
bjmsr-2504	21	56	-	-	SYM
bjmsr-2504	21	57	3986	3986	NUM
bjmsr-2504	21	58	©	©	PROPN
bjmsr-2504	21	59	2025	2025	NUM
bjmsr-2504	21	60	by	by	ADP
bjmsr-2504	21	61	the	the	DET
bjmsr-2504	21	62	authors	author	NOUN
bjmsr-2504	21	63	.	.	PUNCT
bjmsr-2504	22	1	hosting	host	VERB
bjmsr-2504	22	2	by	by	ADP
bjmsr-2504	22	3	cribfb	cribfb	PROPN
bjmsr-2504	22	4	.	.	PUNCT
bjmsr-2504	23	1	peer	peer	NOUN
bjmsr-2504	23	2	review	review	NOUN
bjmsr-2504	23	3	is	be	AUX
bjmsr-2504	23	4	the	the	DET
bjmsr-2504	23	5	responsibility	responsibility	NOUN
bjmsr-2504	23	6	of	of	ADP
bjmsr-2504	23	7	cribfb	cribfb	PROPN
bjmsr-2504	23	8	,	,	PUNCT
bjmsr-2504	23	9	usa	usa	PROPN
bjmsr-2504	23	10	.	.	PROPN
bjmsr-2504	24	1	https://doi.org/10.46281/xpyf6042	https://doi.org/10.46281/xpyf6042	PROPN
bjmsr-2504	24	2	to	to	PART
bjmsr-2504	24	3	cite	cite	VERB
bjmsr-2504	24	4	this	this	DET
bjmsr-2504	24	5	article	article	NOUN
bjmsr-2504	24	6	:	:	PUNCT
bjmsr-2504	24	7	shannaq	shannaq	PROPN
bjmsr-2504	24	8	,	,	PUNCT
bjmsr-2504	24	9	b.	b.	PROPN
bjmsr-2504	24	10	,	,	PUNCT
bjmsr-2504	24	11	sriram	sriram	PROPN
bjmsr-2504	24	12	,	,	PUNCT
bjmsr-2504	24	13	v.	v.	PROPN
bjmsr-2504	24	14	p.	p.	PROPN
bjmsr-2504	24	15	,	,	PUNCT
bjmsr-2504	24	16	alrawahi	alrawahi	PROPN
bjmsr-2504	24	17	,	,	PUNCT
bjmsr-2504	24	18	s.	s.	PROPN
bjmsr-2504	24	19	,	,	PUNCT
bjmsr-2504	24	20	muniyanayaka	muniyanayaka	PROPN
bjmsr-2504	24	21	,	,	PUNCT
bjmsr-2504	24	22	d.	d.	PROPN
bjmsr-2504	24	23	k.	k.	PROPN
bjmsr-2504	24	24	,	,	PUNCT
bjmsr-2504	24	25	&	&	CCONJ
bjmsr-2504	24	26	ali	ali	PROPN
bjmsr-2504	24	27	,	,	PUNCT
bjmsr-2504	24	28	o.	o.	PROPN
bjmsr-2504	24	29	(	(	PUNCT
bjmsr-2504	24	30	2025	2025	NUM
bjmsr-2504	24	31	)	)	PUNCT
bjmsr-2504	24	32	.	.	PUNCT
bjmsr-2504	25	1	an	an	DET
bjmsr-2504	25	2	ai	ai	NOUN
bjmsr-2504	25	3	and	and	CCONJ
bjmsr-2504	25	4	nlp	nlp	NOUN
bjmsr-2504	25	5	framework	framework	NOUN
bjmsr-2504	25	6	for	for	ADP
bjmsr-2504	25	7	extracting	extract	VERB
bjmsr-2504	25	8	leadership	leadership	NOUN
bjmsr-2504	25	9	competencies	competency	NOUN
bjmsr-2504	25	10	and	and	CCONJ
bjmsr-2504	25	11	mapping	mapping	NOUN
bjmsr-2504	25	12	personalized	personalized	ADJ
bjmsr-2504	25	13	training	training	NOUN
bjmsr-2504	25	14	paths	path	NOUN
bjmsr-2504	25	15	:	:	PUNCT
bjmsr-2504	25	16	a	a	DET
bjmsr-2504	25	17	strategic	strategic	ADJ
bjmsr-2504	25	18	approach	approach	NOUN
bjmsr-2504	25	19	for	for	ADP
bjmsr-2504	25	20	human	human	ADJ
bjmsr-2504	25	21	resource	resource	NOUN
bjmsr-2504	25	22	development	development	NOUN
bjmsr-2504	25	23	.	.	PUNCT
bjmsr-2504	26	1	bangladesh	bangladesh	PROPN
bjmsr-2504	26	2	journal	journal	PROPN
bjmsr-2504	26	3	of	of	ADP
bjmsr-2504	26	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	26	5	scientific	scientific	ADJ
bjmsr-2504	26	6	research	research	NOUN
bjmsr-2504	26	7	,	,	PUNCT
bjmsr-2504	26	8	10(5	10(5	NUM
bjmsr-2504	26	9	)	)	PUNCT
bjmsr-2504	26	10	,	,	PUNCT
bjmsr-2504	26	11	1	1	NUM
bjmsr-2504	26	12	-	-	SYM
bjmsr-2504	26	13	11	11	NUM
bjmsr-2504	26	14	.	.	PUNCT
bjmsr-2504	27	1	https://doi.org/10.46281/xpyf6042	https://doi.org/10.46281/xpyf6042	NOUN
bjmsr-2504	27	2	mailto:oualid.ali@asu.edu.bh	mailto:oualid.ali@asu.edu.bh	VERB
bjmsr-2504	27	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2504	27	4	)	)	PUNCT
bjmsr-2504	27	5	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2504	27	6	)	)	PUNCT
bjmsr-2504	27	7	https://www.openaccess.nl/en	https://www.openaccess.nl/en	PROPN
bjmsr-2504	27	8	https://doi.org/10.46281/xpyf6042	https://doi.org/10.46281/xpyf6042	NOUN
bjmsr-2504	27	9	https://orcid.org/0000-0001-5867-3986	https://orcid.org/0000-0001-5867-3986	PROPN
bjmsr-2504	27	10	https://orcid.org/0000-0002-7105-0713	https://orcid.org/0000-0002-7105-0713	PROPN
bjmsr-2504	27	11	https://orcid.org/0009-0008-6614-6287	https://orcid.org/0009-0008-6614-6287	PROPN
bjmsr-2504	27	12	https://orcid.org/0000-0003-0853-4085	https://orcid.org/0000-0003-0853-4085	PROPN
bjmsr-2504	27	13	https://orcid.org/0009-0001-1433-017x	https://orcid.org/0009-0001-1433-017x	PROPN
bjmsr-2504	27	14	shannaq	shannaq	ADJ
bjmsr-2504	27	15	et	et	PROPN
bjmsr-2504	27	16	al	al	PROPN
bjmsr-2504	27	17	.	.	PROPN
bjmsr-2504	27	18	,	,	PUNCT
bjmsr-2504	27	19	bangladesh	bangladesh	PROPN
bjmsr-2504	27	20	journal	journal	NOUN
bjmsr-2504	27	21	of	of	ADP
bjmsr-2504	27	22	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	27	23	scientific	scientific	ADJ
bjmsr-2504	27	24	research	research	NOUN
bjmsr-2504	27	25	10(5	10(5	NOUN
bjmsr-2504	27	26	)	)	PUNCT
bjmsr-2504	27	27	(	(	PUNCT
bjmsr-2504	27	28	2025	2025	NUM
bjmsr-2504	27	29	)	)	PUNCT
bjmsr-2504	27	30	,	,	PUNCT
bjmsr-2504	27	31	1	1	NUM
bjmsr-2504	27	32	-	-	SYM
bjmsr-2504	27	33	11	11	NUM
bjmsr-2504	27	34	2	2	NUM
bjmsr-2504	27	35	2024	2024	NUM
bjmsr-2504	27	36	)	)	PUNCT
bjmsr-2504	27	37	.	.	PUNCT
bjmsr-2504	28	1	however	however	ADV
bjmsr-2504	28	2	,	,	PUNCT
bjmsr-2504	28	3	the	the	DET
bjmsr-2504	28	4	traditional	traditional	ADJ
bjmsr-2504	28	5	approaches	approach	NOUN
bjmsr-2504	28	6	to	to	ADP
bjmsr-2504	28	7	determining	determine	VERB
bjmsr-2504	28	8	leadership	leadership	NOUN
bjmsr-2504	28	9	requirements	requirement	NOUN
bjmsr-2504	28	10	and	and	CCONJ
bjmsr-2504	28	11	developing	develop	VERB
bjmsr-2504	28	12	training	training	NOUN
bjmsr-2504	28	13	paths	path	NOUN
bjmsr-2504	28	14	are	be	AUX
bjmsr-2504	28	15	manual	manual	ADJ
bjmsr-2504	28	16	,	,	PUNCT
bjmsr-2504	28	17	time	time	NOUN
bjmsr-2504	28	18	-	-	PUNCT
bjmsr-2504	28	19	consuming	consume	VERB
bjmsr-2504	28	20	,	,	PUNCT
bjmsr-2504	28	21	and	and	CCONJ
bjmsr-2504	28	22	not	not	PART
bjmsr-2504	28	23	consistent	consistent	ADJ
bjmsr-2504	28	24	.	.	PUNCT
bjmsr-2504	29	1	the	the	DET
bjmsr-2504	29	2	systematic	systematic	ADJ
bjmsr-2504	29	3	issue	issue	NOUN
bjmsr-2504	29	4	associated	associate	VERB
bjmsr-2504	29	5	with	with	ADP
bjmsr-2504	29	6	this	this	DET
bjmsr-2504	29	7	study	study	NOUN
bjmsr-2504	29	8	is	be	AUX
bjmsr-2504	29	9	a	a	DET
bjmsr-2504	29	10	serious	serious	ADJ
bjmsr-2504	29	11	one	one	NOUN
bjmsr-2504	29	12	:	:	PUNCT
bjmsr-2504	29	13	the	the	DET
bjmsr-2504	29	14	absence	absence	NOUN
bjmsr-2504	29	15	of	of	ADP
bjmsr-2504	29	16	scalable	scalable	ADJ
bjmsr-2504	29	17	,	,	PUNCT
bjmsr-2504	29	18	evidence	evidence	NOUN
bjmsr-2504	29	19	-	-	PUNCT
bjmsr-2504	29	20	based	base	VERB
bjmsr-2504	29	21	transfer	transfer	NOUN
bjmsr-2504	29	22	authorities	authority	NOUN
bjmsr-2504	29	23	for	for	ADP
bjmsr-2504	29	24	automatically	automatically	ADV
bjmsr-2504	29	25	deriving	derive	VERB
bjmsr-2504	29	26	competencies	competency	NOUN
bjmsr-2504	29	27	and	and	CCONJ
bjmsr-2504	29	28	aligning	align	VERB
bjmsr-2504	29	29	them	they	PRON
bjmsr-2504	29	30	reliably	reliably	ADV
bjmsr-2504	29	31	with	with	ADP
bjmsr-2504	29	32	appropriate	appropriate	ADJ
bjmsr-2504	29	33	training	training	NOUN
bjmsr-2504	29	34	solutions	solution	NOUN
bjmsr-2504	29	35	through	through	ADP
bjmsr-2504	29	36	actual	actual	ADJ
bjmsr-2504	29	37	job	job	NOUN
bjmsr-2504	29	38	data	datum	NOUN
bjmsr-2504	29	39	.	.	PUNCT
bjmsr-2504	30	1	although	although	SCONJ
bjmsr-2504	30	2	efforts	effort	NOUN
bjmsr-2504	30	3	have	have	AUX
bjmsr-2504	30	4	been	be	AUX
bjmsr-2504	30	5	made	make	VERB
bjmsr-2504	30	6	to	to	PART
bjmsr-2504	30	7	address	address	VERB
bjmsr-2504	30	8	hr	hr	NOUN
bjmsr-2504	30	9	analytics	analytic	NOUN
bjmsr-2504	30	10	using	use	VERB
bjmsr-2504	30	11	ai	ai	ADP
bjmsr-2504	30	12	and	and	CCONJ
bjmsr-2504	30	13	natural	natural	ADJ
bjmsr-2504	30	14	language	language	NOUN
bjmsr-2504	30	15	processing	processing	NOUN
bjmsr-2504	30	16	(	(	PUNCT
bjmsr-2504	30	17	nlp	nlp	NOUN
bjmsr-2504	30	18	)	)	PUNCT
bjmsr-2504	30	19	,	,	PUNCT
bjmsr-2504	30	20	little	little	ADJ
bjmsr-2504	30	21	has	have	AUX
bjmsr-2504	30	22	been	be	AUX
bjmsr-2504	30	23	done	do	VERB
bjmsr-2504	30	24	to	to	PART
bjmsr-2504	30	25	design	design	VERB
bjmsr-2504	30	26	competency	competency	NOUN
bjmsr-2504	30	27	mapping	mapping	NOUN
bjmsr-2504	30	28	and	and	CCONJ
bjmsr-2504	30	29	customized	customized	ADJ
bjmsr-2504	30	30	training	training	NOUN
bjmsr-2504	30	31	programs	program	NOUN
bjmsr-2504	30	32	to	to	PART
bjmsr-2504	30	33	automate	automate	VERB
bjmsr-2504	30	34	leadership	leadership	NOUN
bjmsr-2504	30	35	roles	role	NOUN
bjmsr-2504	30	36	(	(	PUNCT
bjmsr-2504	30	37	alenezi	alenezi	PROPN
bjmsr-2504	30	38	&	&	CCONJ
bjmsr-2504	30	39	akour	akour	PROPN
bjmsr-2504	30	40	,	,	PUNCT
bjmsr-2504	30	41	2025	2025	NUM
bjmsr-2504	30	42	;	;	PUNCT
bjmsr-2504	30	43	hamza	hamza	PROPN
bjmsr-2504	30	44	&	&	CCONJ
bjmsr-2504	30	45	almi	almi	PROPN
bjmsr-2504	30	46	,	,	PUNCT
bjmsr-2504	30	47	2025	2025	NUM
bjmsr-2504	30	48	)	)	PUNCT
bjmsr-2504	30	49	.	.	PUNCT
bjmsr-2504	31	1	this	this	DET
bjmsr-2504	31	2	gap	gap	NOUN
bjmsr-2504	31	3	is	be	AUX
bjmsr-2504	31	4	counterproductive	counterproductive	ADJ
bjmsr-2504	31	5	because	because	SCONJ
bjmsr-2504	31	6	it	it	PRON
bjmsr-2504	31	7	prevents	prevent	VERB
bjmsr-2504	31	8	institutions	institution	NOUN
bjmsr-2504	31	9	from	from	ADP
bjmsr-2504	31	10	developing	develop	VERB
bjmsr-2504	31	11	datadriven	datadriven	ADJ
bjmsr-2504	31	12	,	,	PUNCT
bjmsr-2504	31	13	agile	agile	ADJ
bjmsr-2504	31	14	,	,	PUNCT
bjmsr-2504	31	15	and	and	CCONJ
bjmsr-2504	31	16	adaptive	adaptive	ADJ
bjmsr-2504	31	17	leaders	leader	NOUN
bjmsr-2504	31	18	.	.	PUNCT
bjmsr-2504	32	1	its	its	PRON
bjmsr-2504	32	2	strategy	strategy	NOUN
bjmsr-2504	32	3	is	be	AUX
bjmsr-2504	32	4	based	base	VERB
bjmsr-2504	32	5	on	on	ADP
bjmsr-2504	32	6	actual	actual	ADJ
bjmsr-2504	32	7	employment	employment	NOUN
bjmsr-2504	32	8	advertisements	advertisement	NOUN
bjmsr-2504	32	9	posted	post	VERB
bjmsr-2504	32	10	at	at	ADP
bjmsr-2504	32	11	universities	university	NOUN
bjmsr-2504	32	12	,	,	PUNCT
bjmsr-2504	32	13	government	government	NOUN
bjmsr-2504	32	14	organizations	organization	NOUN
bjmsr-2504	32	15	,	,	PUNCT
bjmsr-2504	32	16	and	and	CCONJ
bjmsr-2504	32	17	executive	executive	ADJ
bjmsr-2504	32	18	employment	employment	NOUN
bjmsr-2504	32	19	agencies	agency	NOUN
bjmsr-2504	32	20	,	,	PUNCT
bjmsr-2504	32	21	which	which	PRON
bjmsr-2504	32	22	enables	enable	VERB
bjmsr-2504	32	23	it	it	PRON
bjmsr-2504	32	24	to	to	PART
bjmsr-2504	32	25	present	present	VERB
bjmsr-2504	32	26	high	high	ADJ
bjmsr-2504	32	27	contextual	contextual	ADJ
bjmsr-2504	32	28	relevance	relevance	NOUN
bjmsr-2504	32	29	.	.	PUNCT
bjmsr-2504	33	1	process	process	NOUN
bjmsr-2504	33	2	automation	automation	NOUN
bjmsr-2504	33	3	supports	support	VERB
bjmsr-2504	33	4	human	human	ADJ
bjmsr-2504	33	5	resource	resource	NOUN
bjmsr-2504	33	6	organizations	organization	NOUN
bjmsr-2504	33	7	in	in	ADP
bjmsr-2504	33	8	developing	develop	VERB
bjmsr-2504	33	9	and	and	CCONJ
bjmsr-2504	33	10	enhancing	enhance	VERB
bjmsr-2504	33	11	talent	talent	NOUN
bjmsr-2504	33	12	planning	planning	NOUN
bjmsr-2504	33	13	,	,	PUNCT
bjmsr-2504	33	14	succession	succession	NOUN
bjmsr-2504	33	15	planning	planning	NOUN
bjmsr-2504	33	16	,	,	PUNCT
bjmsr-2504	33	17	and	and	CCONJ
bjmsr-2504	33	18	learning	learn	VERB
bjmsr-2504	33	19	systems	system	NOUN
bjmsr-2504	33	20	in	in	ADP
bjmsr-2504	33	21	the	the	DET
bjmsr-2504	33	22	organization	organization	NOUN
bjmsr-2504	33	23	.	.	PUNCT
bjmsr-2504	34	1	this	this	DET
bjmsr-2504	34	2	work	work	NOUN
bjmsr-2504	34	3	aims	aim	VERB
bjmsr-2504	34	4	to	to	PART
bjmsr-2504	34	5	propose	propose	VERB
bjmsr-2504	34	6	and	and	CCONJ
bjmsr-2504	34	7	confirm	confirm	VERB
bjmsr-2504	34	8	a	a	DET
bjmsr-2504	34	9	framework	framework	NOUN
bjmsr-2504	34	10	for	for	ADP
bjmsr-2504	34	11	an	an	DET
bjmsr-2504	34	12	ai	ai	NOUN
bjmsr-2504	34	13	-	-	PUNCT
bjmsr-2504	34	14	based	base	VERB
bjmsr-2504	34	15	structure	structure	NOUN
bjmsr-2504	34	16	to	to	PART
bjmsr-2504	34	17	infer	infer	VERB
bjmsr-2504	34	18	and	and	CCONJ
bjmsr-2504	34	19	extract	extract	VERB
bjmsr-2504	34	20	essential	essential	ADJ
bjmsr-2504	34	21	leadership	leadership	NOUN
bjmsr-2504	34	22	competencies	competency	NOUN
bjmsr-2504	34	23	from	from	ADP
bjmsr-2504	34	24	unstructured	unstructured	ADJ
bjmsr-2504	34	25	job	job	NOUN
bjmsr-2504	34	26	descriptions	description	NOUN
bjmsr-2504	34	27	,	,	PUNCT
bjmsr-2504	34	28	utilizing	utilize	VERB
bjmsr-2504	34	29	methods	method	NOUN
bjmsr-2504	34	30	of	of	ADP
bjmsr-2504	34	31	natural	natural	ADJ
bjmsr-2504	34	32	language	language	NOUN
bjmsr-2504	34	33	processing	processing	NOUN
bjmsr-2504	34	34	.	.	PUNCT
bjmsr-2504	35	1	the	the	DET
bjmsr-2504	35	2	offered	offer	VERB
bjmsr-2504	35	3	system	system	NOUN
bjmsr-2504	35	4	combines	combine	VERB
bjmsr-2504	35	5	the	the	DET
bjmsr-2504	35	6	approach	approach	NOUN
bjmsr-2504	35	7	of	of	ADP
bjmsr-2504	35	8	mapping	mapping	NOUN
bjmsr-2504	35	9	based	base	VERB
bjmsr-2504	35	10	on	on	ADP
bjmsr-2504	35	11	graphs	graph	NOUN
bjmsr-2504	35	12	with	with	ADP
bjmsr-2504	35	13	a	a	DET
bjmsr-2504	35	14	multi	multi	ADJ
bjmsr-2504	35	15	-	-	ADJ
bjmsr-2504	35	16	criteria	criteria	ADJ
bjmsr-2504	35	17	decision	decision	NOUN
bjmsr-2504	35	18	model	model	NOUN
bjmsr-2504	35	19	that	that	PRON
bjmsr-2504	35	20	takes	take	VERB
bjmsr-2504	35	21	into	into	ADP
bjmsr-2504	35	22	account	account	NOUN
bjmsr-2504	35	23	cost	cost	NOUN
bjmsr-2504	35	24	,	,	PUNCT
bjmsr-2504	35	25	duration	duration	NOUN
bjmsr-2504	35	26	,	,	PUNCT
bjmsr-2504	35	27	impact	impact	NOUN
bjmsr-2504	35	28	,	,	PUNCT
bjmsr-2504	35	29	and	and	CCONJ
bjmsr-2504	35	30	relevance	relevance	NOUN
bjmsr-2504	35	31	.	.	PUNCT
bjmsr-2504	36	1	this	this	DET
bjmsr-2504	36	2	work	work	NOUN
bjmsr-2504	36	3	is	be	AUX
bjmsr-2504	36	4	structured	structure	VERB
bjmsr-2504	36	5	as	as	SCONJ
bjmsr-2504	36	6	follows	follow	VERB
bjmsr-2504	36	7	:	:	PUNCT
bjmsr-2504	36	8	section	section	NOUN
bjmsr-2504	36	9	2	2	NUM
bjmsr-2504	36	10	reviews	review	VERB
bjmsr-2504	36	11	the	the	DET
bjmsr-2504	36	12	previous	previous	ADJ
bjmsr-2504	36	13	studies	study	NOUN
bjmsr-2504	36	14	.	.	PUNCT
bjmsr-2504	37	1	section	section	NOUN
bjmsr-2504	37	2	3	3	NUM
bjmsr-2504	37	3	describes	describe	VERB
bjmsr-2504	37	4	the	the	DET
bjmsr-2504	37	5	proposed	propose	VERB
bjmsr-2504	37	6	methodology	methodology	NOUN
bjmsr-2504	37	7	.	.	PUNCT
bjmsr-2504	38	1	in	in	ADP
bjmsr-2504	38	2	section	section	NOUN
bjmsr-2504	38	3	4	4	NUM
bjmsr-2504	38	4	,	,	PUNCT
bjmsr-2504	38	5	the	the	DET
bjmsr-2504	38	6	results	result	NOUN
bjmsr-2504	38	7	of	of	ADP
bjmsr-2504	38	8	the	the	DET
bjmsr-2504	38	9	experiment	experiment	NOUN
bjmsr-2504	38	10	are	be	AUX
bjmsr-2504	38	11	discussed	discuss	VERB
bjmsr-2504	38	12	.	.	PUNCT
bjmsr-2504	39	1	in	in	ADP
bjmsr-2504	39	2	section	section	NOUN
bjmsr-2504	39	3	5	5	NUM
bjmsr-2504	39	4	,	,	PUNCT
bjmsr-2504	39	5	the	the	DET
bjmsr-2504	39	6	paper	paper	NOUN
bjmsr-2504	39	7	is	be	AUX
bjmsr-2504	39	8	concluded	conclude	VERB
bjmsr-2504	39	9	with	with	ADP
bjmsr-2504	39	10	significant	significant	ADJ
bjmsr-2504	39	11	findings	finding	NOUN
bjmsr-2504	39	12	,	,	PUNCT
bjmsr-2504	39	13	shortcomings	shortcoming	NOUN
bjmsr-2504	39	14	,	,	PUNCT
bjmsr-2504	39	15	and	and	CCONJ
bjmsr-2504	39	16	future	future	ADJ
bjmsr-2504	39	17	research	research	NOUN
bjmsr-2504	39	18	guidelines	guideline	NOUN
bjmsr-2504	39	19	.	.	PUNCT
bjmsr-2504	40	1	literature	literature	NOUN
bjmsr-2504	40	2	review	review	VERB
bjmsr-2504	40	3	the	the	DET
bjmsr-2504	40	4	integration	integration	NOUN
bjmsr-2504	40	5	of	of	ADP
bjmsr-2504	40	6	ai	ai	PROPN
bjmsr-2504	40	7	and	and	CCONJ
bjmsr-2504	40	8	hrm	hrm	PROPN
bjmsr-2504	40	9	significantly	significantly	ADV
bjmsr-2504	40	10	improved	improve	VERB
bjmsr-2504	40	11	leadership	leadership	NOUN
bjmsr-2504	40	12	growth	growth	NOUN
bjmsr-2504	40	13	,	,	PUNCT
bjmsr-2504	40	14	employment	employment	NOUN
bjmsr-2504	40	15	tasks	task	NOUN
bjmsr-2504	40	16	,	,	PUNCT
bjmsr-2504	40	17	and	and	CCONJ
bjmsr-2504	40	18	increased	increase	VERB
bjmsr-2504	40	19	the	the	DET
bjmsr-2504	40	20	productivity	productivity	NOUN
bjmsr-2504	40	21	of	of	ADP
bjmsr-2504	40	22	all	all	DET
bjmsr-2504	40	23	hr	hr	NOUN
bjmsr-2504	40	24	activities	activity	NOUN
bjmsr-2504	40	25	with	with	ADP
bjmsr-2504	40	26	a	a	DET
bjmsr-2504	40	27	minimum	minimum	ADJ
bjmsr-2504	40	28	risk	risk	NOUN
bjmsr-2504	40	29	(	(	PUNCT
bjmsr-2504	40	30	benabou	benabou	NOUN
bjmsr-2504	40	31	et	et	PROPN
bjmsr-2504	40	32	al	al	PROPN
bjmsr-2504	40	33	.	.	PROPN
bjmsr-2504	40	34	,	,	PUNCT
bjmsr-2504	40	35	2024	2024	NUM
bjmsr-2504	40	36	;	;	PUNCT
bjmsr-2504	40	37	sindhuja	sindhuja	PROPN
bjmsr-2504	40	38	&	&	CCONJ
bjmsr-2504	40	39	dunstan	dunstan	PROPN
bjmsr-2504	40	40	rajkumar	rajkumar	PROPN
bjmsr-2504	40	41	,	,	PUNCT
bjmsr-2504	40	42	2025	2025	NUM
bjmsr-2504	40	43	;	;	PUNCT
bjmsr-2504	40	44	madhumithaa	madhumithaa	NOUN
bjmsr-2504	40	45	et	et	PROPN
bjmsr-2504	40	46	al	al	PROPN
bjmsr-2504	40	47	.	.	PROPN
bjmsr-2504	40	48	,	,	PUNCT
bjmsr-2504	40	49	2025	2025	NUM
bjmsr-2504	40	50	)	)	PUNCT
bjmsr-2504	40	51	.	.	PUNCT
bjmsr-2504	41	1	due	due	ADP
bjmsr-2504	41	2	to	to	ADP
bjmsr-2504	41	3	a	a	DET
bjmsr-2504	41	4	lack	lack	NOUN
bjmsr-2504	41	5	of	of	ADP
bjmsr-2504	41	6	innovators	innovator	NOUN
bjmsr-2504	41	7	and	and	CCONJ
bjmsr-2504	41	8	the	the	DET
bjmsr-2504	41	9	growing	grow	VERB
bjmsr-2504	41	10	transformation	transformation	NOUN
bjmsr-2504	41	11	in	in	ADP
bjmsr-2504	41	12	the	the	DET
bjmsr-2504	41	13	competence	competence	NOUN
bjmsr-2504	41	14	requisites	requisite	NOUN
bjmsr-2504	41	15	of	of	ADP
bjmsr-2504	41	16	the	the	DET
bjmsr-2504	41	17	industries	industry	NOUN
bjmsr-2504	41	18	,	,	PUNCT
bjmsr-2504	41	19	the	the	DET
bjmsr-2504	41	20	use	use	NOUN
bjmsr-2504	41	21	of	of	ADP
bjmsr-2504	41	22	intelligent	intelligent	ADJ
bjmsr-2504	41	23	systems	system	NOUN
bjmsr-2504	41	24	in	in	ADP
bjmsr-2504	41	25	the	the	DET
bjmsr-2504	41	26	hr	hr	NOUN
bjmsr-2504	41	27	domain	domain	NOUN
bjmsr-2504	41	28	has	have	AUX
bjmsr-2504	41	29	already	already	ADV
bjmsr-2504	41	30	turned	turn	VERB
bjmsr-2504	41	31	into	into	ADP
bjmsr-2504	41	32	a	a	DET
bjmsr-2504	41	33	necessity	necessity	NOUN
bjmsr-2504	41	34	(	(	PUNCT
bjmsr-2504	41	35	sedkaoui	sedkaoui	NOUN
bjmsr-2504	41	36	&	&	CCONJ
bjmsr-2504	41	37	benaichouba	benaichouba	PROPN
bjmsr-2504	41	38	,	,	PUNCT
bjmsr-2504	41	39	2024	2024	NUM
bjmsr-2504	41	40	;	;	PUNCT
bjmsr-2504	41	41	jahan	jahan	PROPN
bjmsr-2504	41	42	,	,	PUNCT
bjmsr-2504	41	43	2023	2023	NUM
bjmsr-2504	41	44	;	;	PUNCT
bjmsr-2504	41	45	sharif	sharif	PROPN
bjmsr-2504	41	46	,	,	PUNCT
bjmsr-2504	41	47	rahman	rahman	PROPN
bjmsr-2504	41	48	,	,	PUNCT
bjmsr-2504	41	49	&	&	CCONJ
bjmsr-2504	41	50	mallik	mallik	PROPN
bjmsr-2504	41	51	,	,	PUNCT
bjmsr-2504	41	52	2022	2022	NUM
bjmsr-2504	41	53	)	)	PUNCT
bjmsr-2504	41	54	.	.	PUNCT
bjmsr-2504	42	1	the	the	DET
bjmsr-2504	42	2	current	current	ADJ
bjmsr-2504	42	3	literature	literature	NOUN
bjmsr-2504	42	4	review	review	NOUN
bjmsr-2504	42	5	focuses	focus	VERB
bjmsr-2504	42	6	on	on	ADP
bjmsr-2504	42	7	the	the	DET
bjmsr-2504	42	8	substantial	substantial	ADJ
bjmsr-2504	42	9	positive	positive	ADJ
bjmsr-2504	42	10	progress	progress	NOUN
bjmsr-2504	42	11	in	in	ADP
bjmsr-2504	42	12	hr	hr	NOUN
bjmsr-2504	42	13	solutions	solution	NOUN
bjmsr-2504	42	14	within	within	ADP
bjmsr-2504	42	15	the	the	DET
bjmsr-2504	42	16	scope	scope	NOUN
bjmsr-2504	42	17	of	of	ADP
bjmsr-2504	42	18	ai	ai	NOUN
bjmsr-2504	42	19	that	that	PRON
bjmsr-2504	42	20	took	take	VERB
bjmsr-2504	42	21	place	place	NOUN
bjmsr-2504	42	22	between	between	ADP
bjmsr-2504	42	23	2020	2020	NUM
bjmsr-2504	42	24	and	and	CCONJ
bjmsr-2504	42	25	2025	2025	NUM
bjmsr-2504	42	26	,	,	PUNCT
bjmsr-2504	42	27	in	in	ADP
bjmsr-2504	42	28	line	line	NOUN
bjmsr-2504	42	29	with	with	ADP
bjmsr-2504	42	30	the	the	DET
bjmsr-2504	42	31	present	present	ADJ
bjmsr-2504	42	32	study	study	NOUN
bjmsr-2504	42	33	's	's	PART
bjmsr-2504	42	34	aim	aim	NOUN
bjmsr-2504	42	35	:	:	PUNCT
bjmsr-2504	42	36	development	development	NOUN
bjmsr-2504	42	37	of	of	ADP
bjmsr-2504	42	38	aibased	aibased	ADJ
bjmsr-2504	42	39	competency	competency	NOUN
bjmsr-2504	42	40	extraction	extraction	NOUN
bjmsr-2504	42	41	and	and	CCONJ
bjmsr-2504	42	42	training	training	NOUN
bjmsr-2504	42	43	paths	path	NOUN
bjmsr-2504	42	44	to	to	PART
bjmsr-2504	42	45	occupy	occupy	VERB
bjmsr-2504	42	46	leadership	leadership	NOUN
bjmsr-2504	42	47	roles	role	NOUN
bjmsr-2504	42	48	.	.	PUNCT
bjmsr-2504	43	1	note	note	VERB
bjmsr-2504	43	2	that	that	SCONJ
bjmsr-2504	43	3	through	through	ADP
bjmsr-2504	43	4	the	the	DET
bjmsr-2504	43	5	incorporation	incorporation	NOUN
bjmsr-2504	43	6	of	of	ADP
bjmsr-2504	43	7	ai	ai	ADJ
bjmsr-2504	43	8	tools	tool	NOUN
bjmsr-2504	43	9	in	in	ADP
bjmsr-2504	43	10	academic	academic	ADJ
bjmsr-2504	43	11	hr	hr	NOUN
bjmsr-2504	43	12	,	,	PUNCT
bjmsr-2504	43	13	performance	performance	NOUN
bjmsr-2504	43	14	will	will	AUX
bjmsr-2504	43	15	be	be	AUX
bjmsr-2504	43	16	enhanced	enhance	VERB
bjmsr-2504	43	17	.	.	PUNCT
bjmsr-2504	44	1	user	user	NOUN
bjmsr-2504	44	2	training	training	NOUN
bjmsr-2504	44	3	and	and	CCONJ
bjmsr-2504	44	4	usability	usability	NOUN
bjmsr-2504	44	5	of	of	ADP
bjmsr-2504	44	6	the	the	DET
bjmsr-2504	44	7	system	system	NOUN
bjmsr-2504	44	8	mediate	mediate	VERB
bjmsr-2504	44	9	part	part	NOUN
bjmsr-2504	44	10	of	of	ADP
bjmsr-2504	44	11	the	the	DET
bjmsr-2504	44	12	outcomes	outcome	NOUN
bjmsr-2504	44	13	,	,	PUNCT
bjmsr-2504	44	14	but	but	CCONJ
bjmsr-2504	44	15	there	there	PRON
bjmsr-2504	44	16	is	be	VERB
bjmsr-2504	44	17	no	no	DET
bjmsr-2504	44	18	significant	significant	ADJ
bjmsr-2504	44	19	indication	indication	NOUN
bjmsr-2504	44	20	of	of	ADP
bjmsr-2504	44	21	the	the	DET
bjmsr-2504	44	22	effect	effect	NOUN
bjmsr-2504	44	23	of	of	ADP
bjmsr-2504	44	24	organizational	organizational	ADJ
bjmsr-2504	44	25	culture	culture	NOUN
bjmsr-2504	44	26	.	.	PUNCT
bjmsr-2504	45	1	to	to	PART
bjmsr-2504	45	2	implement	implement	VERB
bjmsr-2504	45	3	ai	ai	VERB
bjmsr-2504	45	4	effectively	effectively	ADV
bjmsr-2504	45	5	,	,	PUNCT
bjmsr-2504	45	6	it	it	PRON
bjmsr-2504	45	7	requires	require	VERB
bjmsr-2504	45	8	the	the	DET
bjmsr-2504	45	9	elements	element	NOUN
bjmsr-2504	45	10	of	of	ADP
bjmsr-2504	45	11	user	user	NOUN
bjmsr-2504	45	12	-	-	PUNCT
bjmsr-2504	45	13	designed	design	VERB
bjmsr-2504	45	14	and	and	CCONJ
bjmsr-2504	45	15	training	training	NOUN
bjmsr-2504	45	16	.	.	PUNCT
bjmsr-2504	46	1	li	li	PROPN
bjmsr-2504	46	2	et	et	PROPN
bjmsr-2504	46	3	al	al	PROPN
bjmsr-2504	46	4	.	.	PROPN
bjmsr-2504	47	1	(	(	PUNCT
bjmsr-2504	47	2	2023	2023	NUM
bjmsr-2504	47	3	)	)	PUNCT
bjmsr-2504	47	4	proposed	propose	VERB
bjmsr-2504	47	5	llm4jobs	llm4jobs	PROPN
bjmsr-2504	47	6	,	,	PUNCT
bjmsr-2504	47	7	using	use	VERB
bjmsr-2504	47	8	an	an	DET
bjmsr-2504	47	9	unsupervised	unsupervised	ADJ
bjmsr-2504	47	10	model	model	NOUN
bjmsr-2504	47	11	that	that	PRON
bjmsr-2504	47	12	utilizes	utilize	VERB
bjmsr-2504	47	13	large	large	ADJ
bjmsr-2504	47	14	language	language	NOUN
bjmsr-2504	47	15	models	model	NOUN
bjmsr-2504	47	16	(	(	PUNCT
bjmsr-2504	47	17	llms	llm	NOUN
bjmsr-2504	47	18	)	)	PUNCT
bjmsr-2504	47	19	to	to	PART
bjmsr-2504	47	20	classify	classify	VERB
bjmsr-2504	47	21	job	job	NOUN
bjmsr-2504	47	22	roles	role	NOUN
bjmsr-2504	47	23	,	,	PUNCT
bjmsr-2504	47	24	aiming	aim	VERB
bjmsr-2504	47	25	to	to	PART
bjmsr-2504	47	26	achieve	achieve	VERB
bjmsr-2504	47	27	better	well	ADJ
bjmsr-2504	47	28	results	result	NOUN
bjmsr-2504	47	29	in	in	ADP
bjmsr-2504	47	30	identifying	identify	VERB
bjmsr-2504	47	31	competencies	competency	NOUN
bjmsr-2504	47	32	in	in	ADP
bjmsr-2504	47	33	resumes	resume	NOUN
bjmsr-2504	47	34	and	and	CCONJ
bjmsr-2504	47	35	job	job	NOUN
bjmsr-2504	47	36	postings	posting	NOUN
bjmsr-2504	47	37	.	.	PUNCT
bjmsr-2504	48	1	the	the	DET
bjmsr-2504	48	2	same	same	ADJ
bjmsr-2504	48	3	is	be	AUX
bjmsr-2504	48	4	true	true	ADJ
bjmsr-2504	48	5	,	,	PUNCT
bjmsr-2504	48	6	where	where	SCONJ
bjmsr-2504	48	7	skillgpt	skillgpt	NOUN
bjmsr-2504	48	8	offers	offer	VERB
bjmsr-2504	48	9	uniform	uniform	ADJ
bjmsr-2504	48	10	skill	skill	NOUN
bjmsr-2504	48	11	extraction	extraction	NOUN
bjmsr-2504	48	12	and	and	CCONJ
bjmsr-2504	48	13	ensures	ensure	VERB
bjmsr-2504	48	14	accuracy	accuracy	NOUN
bjmsr-2504	48	15	in	in	ADP
bjmsr-2504	48	16	recruitment	recruitment	NOUN
bjmsr-2504	48	17	processes	process	NOUN
bjmsr-2504	48	18	.	.	PUNCT
bjmsr-2504	49	1	these	these	DET
bjmsr-2504	49	2	tests	test	NOUN
bjmsr-2504	49	3	demonstrate	demonstrate	VERB
bjmsr-2504	49	4	the	the	DET
bjmsr-2504	49	5	effectiveness	effectiveness	NOUN
bjmsr-2504	49	6	of	of	ADP
bjmsr-2504	49	7	nlp	nlp	NOUN
bjmsr-2504	49	8	in	in	ADP
bjmsr-2504	49	9	processing	process	VERB
bjmsr-2504	49	10	unstructured	unstructured	ADJ
bjmsr-2504	49	11	data	datum	NOUN
bjmsr-2504	49	12	.	.	PUNCT
bjmsr-2504	50	1	the	the	DET
bjmsr-2504	50	2	ease	ease	NOUN
bjmsr-2504	50	3	of	of	ADP
bjmsr-2504	50	4	use	use	NOUN
bjmsr-2504	50	5	and	and	CCONJ
bjmsr-2504	50	6	usefulness	usefulness	NOUN
bjmsr-2504	50	7	of	of	ADP
bjmsr-2504	50	8	ai	ai	VERB
bjmsr-2504	50	9	can	can	AUX
bjmsr-2504	50	10	play	play	VERB
bjmsr-2504	50	11	a	a	DET
bjmsr-2504	50	12	significant	significant	ADJ
bjmsr-2504	50	13	role	role	NOUN
bjmsr-2504	50	14	in	in	ADP
bjmsr-2504	50	15	enhancing	enhance	VERB
bjmsr-2504	50	16	employability	employability	NOUN
bjmsr-2504	50	17	by	by	ADP
bjmsr-2504	50	18	improving	improve	VERB
bjmsr-2504	50	19	soft	soft	ADJ
bjmsr-2504	50	20	skills	skill	NOUN
bjmsr-2504	50	21	.	.	PUNCT
bjmsr-2504	51	1	a	a	DET
bjmsr-2504	51	2	sem	sem	ADJ
bjmsr-2504	51	3	-	-	PUNCT
bjmsr-2504	51	4	pls	pls	NOUN
bjmsr-2504	51	5	experiment	experiment	NOUN
bjmsr-2504	51	6	conducted	conduct	VERB
bjmsr-2504	51	7	on	on	ADP
bjmsr-2504	51	8	429	429	NUM
bjmsr-2504	51	9	users	user	NOUN
bjmsr-2504	51	10	indicated	indicate	VERB
bjmsr-2504	51	11	that	that	SCONJ
bjmsr-2504	51	12	between	between	ADP
bjmsr-2504	51	13	56.1	56.1	NUM
bjmsr-2504	51	14	%	%	NOUN
bjmsr-2504	51	15	and	and	CCONJ
bjmsr-2504	51	16	76.8	76.8	NUM
bjmsr-2504	51	17	%	%	NOUN
bjmsr-2504	51	18	of	of	ADP
bjmsr-2504	51	19	the	the	DET
bjmsr-2504	51	20	influence	influence	NOUN
bjmsr-2504	51	21	of	of	ADP
bjmsr-2504	51	22	ai	ai	VERB
bjmsr-2504	51	23	on	on	ADP
bjmsr-2504	51	24	job	job	NOUN
bjmsr-2504	51	25	readiness	readiness	NOUN
bjmsr-2504	51	26	is	be	AUX
bjmsr-2504	51	27	mediated	mediate	VERB
bjmsr-2504	51	28	by	by	ADP
bjmsr-2504	51	29	soft	soft	ADJ
bjmsr-2504	51	30	skills	skill	NOUN
bjmsr-2504	51	31	,	,	PUNCT
bjmsr-2504	51	32	positioning	positioning	NOUN
bjmsr-2504	51	33	ai	ai	VERB
bjmsr-2504	51	34	as	as	ADP
bjmsr-2504	51	35	a	a	DET
bjmsr-2504	51	36	means	means	NOUN
bjmsr-2504	51	37	to	to	PART
bjmsr-2504	51	38	enhance	enhance	VERB
bjmsr-2504	51	39	employment	employment	NOUN
bjmsr-2504	51	40	results	result	NOUN
bjmsr-2504	51	41	through	through	ADP
bjmsr-2504	51	42	skill	skill	NOUN
bjmsr-2504	51	43	acquisition	acquisition	NOUN
bjmsr-2504	51	44	in	in	ADP
bjmsr-2504	51	45	computer	computer	NOUN
bjmsr-2504	51	46	-	-	PUNCT
bjmsr-2504	51	47	aided	aid	VERB
bjmsr-2504	51	48	training	training	NOUN
bjmsr-2504	51	49	frameworks	framework	NOUN
bjmsr-2504	51	50	.	.	PUNCT
bjmsr-2504	52	1	demonstrated	demonstrate	VERB
bjmsr-2504	52	2	that	that	SCONJ
bjmsr-2504	52	3	technological	technological	ADJ
bjmsr-2504	52	4	literacy	literacy	NOUN
bjmsr-2504	52	5	and	and	CCONJ
bjmsr-2504	52	6	cultural	cultural	ADJ
bjmsr-2504	52	7	fit	fit	NOUN
bjmsr-2504	52	8	are	be	AUX
bjmsr-2504	52	9	known	know	VERB
bjmsr-2504	52	10	to	to	PART
bjmsr-2504	52	11	significantly	significantly	ADV
bjmsr-2504	52	12	improve	improve	VERB
bjmsr-2504	52	13	student	student	NOUN
bjmsr-2504	52	14	engagement	engagement	NOUN
bjmsr-2504	52	15	by	by	ADP
bjmsr-2504	52	16	increasing	increase	VERB
bjmsr-2504	52	17	the	the	DET
bjmsr-2504	52	18	efficacy	efficacy	NOUN
bjmsr-2504	52	19	of	of	ADP
bjmsr-2504	52	20	face	face	NOUN
bjmsr-2504	52	21	-	-	PUNCT
bjmsr-2504	52	22	to	to	ADP
bjmsr-2504	52	23	-	-	PUNCT
bjmsr-2504	52	24	face	face	NOUN
bjmsr-2504	52	25	communication	communication	NOUN
bjmsr-2504	52	26	,	,	PUNCT
bjmsr-2504	52	27	which	which	PRON
bjmsr-2504	52	28	can	can	AUX
bjmsr-2504	52	29	be	be	AUX
bjmsr-2504	52	30	a	a	DET
bjmsr-2504	52	31	crucial	crucial	ADJ
bjmsr-2504	52	32	factor	factor	NOUN
bjmsr-2504	52	33	in	in	ADP
bjmsr-2504	52	34	the	the	DET
bjmsr-2504	52	35	study	study	NOUN
bjmsr-2504	52	36	of	of	ADP
bjmsr-2504	52	37	educational	educational	ADJ
bjmsr-2504	52	38	leadership	leadership	NOUN
bjmsr-2504	52	39	and	and	CCONJ
bjmsr-2504	52	40	policy	policy	NOUN
bjmsr-2504	52	41	in	in	ADP
bjmsr-2504	52	42	oman	oman	NOUN
bjmsr-2504	52	43	.	.	PUNCT
bjmsr-2504	53	1	in	in	ADP
bjmsr-2504	53	2	the	the	DET
bjmsr-2504	53	3	article	article	NOUN
bjmsr-2504	53	4	by	by	ADP
bjmsr-2504	53	5	bevilacqua	bevilacqua	NOUN
bjmsr-2504	53	6	et	et	PROPN
bjmsr-2504	53	7	al	al	PROPN
bjmsr-2504	53	8	.	.	PROPN
bjmsr-2504	53	9	(	(	PUNCT
bjmsr-2504	53	10	2025	2025	NUM
bjmsr-2504	53	11	)	)	PUNCT
bjmsr-2504	53	12	,	,	PUNCT
bjmsr-2504	53	13	the	the	DET
bjmsr-2504	53	14	authors	author	NOUN
bjmsr-2504	53	15	analyze	analyze	VERB
bjmsr-2504	53	16	the	the	DET
bjmsr-2504	53	17	application	application	NOUN
bjmsr-2504	53	18	of	of	ADP
bjmsr-2504	53	19	ai	ai	NOUN
bjmsr-2504	53	20	-	-	PUNCT
bjmsr-2504	53	21	based	base	VERB
bjmsr-2504	53	22	profiling	profiling	NOUN
bjmsr-2504	53	23	in	in	ADP
bjmsr-2504	53	24	the	the	DET
bjmsr-2504	53	25	field	field	NOUN
bjmsr-2504	53	26	of	of	ADP
bjmsr-2504	53	27	executive	executive	ADJ
bjmsr-2504	53	28	education	education	NOUN
bjmsr-2504	53	29	,	,	PUNCT
bjmsr-2504	53	30	stating	state	VERB
bjmsr-2504	53	31	that	that	SCONJ
bjmsr-2504	53	32	strategic	strategic	ADJ
bjmsr-2504	53	33	training	training	NOUN
bjmsr-2504	53	34	is	be	AUX
bjmsr-2504	53	35	better	well	ADJ
bjmsr-2504	53	36	when	when	SCONJ
bjmsr-2504	53	37	personalization	personalization	NOUN
bjmsr-2504	53	38	is	be	AUX
bjmsr-2504	53	39	dynamic	dynamic	ADJ
bjmsr-2504	53	40	.	.	PUNCT
bjmsr-2504	54	1	according	accord	VERB
bjmsr-2504	54	2	to	to	ADP
bjmsr-2504	54	3	internal	internal	ADJ
bjmsr-2504	54	4	research	research	NOUN
bjmsr-2504	54	5	by	by	ADP
bjmsr-2504	54	6	sap	sap	PROPN
bjmsr-2504	54	7	,	,	PUNCT
bjmsr-2504	54	8	ai	ai	ADJ
bjmsr-2504	54	9	-	-	PUNCT
bjmsr-2504	54	10	optimized	optimize	VERB
bjmsr-2504	54	11	learning	learning	NOUN
bjmsr-2504	54	12	platforms	platform	NOUN
bjmsr-2504	54	13	are	be	AUX
bjmsr-2504	54	14	less	less	ADJ
bjmsr-2504	54	15	time	time	NOUN
bjmsr-2504	54	16	-	-	PUNCT
bjmsr-2504	54	17	consuming	consume	VERB
bjmsr-2504	54	18	in	in	ADP
bjmsr-2504	54	19	terms	term	NOUN
bjmsr-2504	54	20	of	of	ADP
bjmsr-2504	54	21	onboarding	onboarding	NOUN
bjmsr-2504	54	22	and	and	CCONJ
bjmsr-2504	54	23	increase	increase	VERB
bjmsr-2504	54	24	satisfaction	satisfaction	NOUN
bjmsr-2504	54	25	.	.	PUNCT
bjmsr-2504	55	1	a	a	DET
bjmsr-2504	55	2	study	study	NOUN
bjmsr-2504	55	3	published	publish	VERB
bjmsr-2504	55	4	by	by	ADP
bjmsr-2504	55	5	chen	chen	PROPN
bjmsr-2504	55	6	in	in	ADP
bjmsr-2504	55	7	2025	2025	NUM
bjmsr-2504	55	8	suggested	suggest	VERB
bjmsr-2504	55	9	an	an	DET
bjmsr-2504	55	10	ai	ai	PROPN
bjmsr-2504	55	11	-	-	PUNCT
bjmsr-2504	55	12	ldp	ldp	NOUN
bjmsr-2504	55	13	framework	framework	NOUN
bjmsr-2504	55	14	,	,	PUNCT
bjmsr-2504	55	15	which	which	PRON
bjmsr-2504	55	16	integrates	integrate	VERB
bjmsr-2504	55	17	ai	ai	VERB
bjmsr-2504	55	18	tools	tool	NOUN
bjmsr-2504	55	19	with	with	ADP
bjmsr-2504	55	20	leadership	leadership	NOUN
bjmsr-2504	55	21	theories	theory	NOUN
bjmsr-2504	55	22	to	to	PART
bjmsr-2504	55	23	enhance	enhance	VERB
bjmsr-2504	55	24	adaptive	adaptive	ADJ
bjmsr-2504	55	25	,	,	PUNCT
bjmsr-2504	55	26	personalized	personalized	ADJ
bjmsr-2504	55	27	leadership	leadership	NOUN
bjmsr-2504	55	28	training	training	NOUN
bjmsr-2504	55	29	.	.	PUNCT
bjmsr-2504	56	1	some	some	PRON
bjmsr-2504	56	2	of	of	ADP
bjmsr-2504	56	3	the	the	DET
bjmsr-2504	56	4	identified	identify	VERB
bjmsr-2504	56	5	advantages	advantage	NOUN
bjmsr-2504	56	6	of	of	ADP
bjmsr-2504	56	7	the	the	DET
bjmsr-2504	56	8	study	study	NOUN
bjmsr-2504	56	9	include	include	VERB
bjmsr-2504	56	10	the	the	DET
bjmsr-2504	56	11	possibility	possibility	NOUN
bjmsr-2504	56	12	of	of	ADP
bjmsr-2504	56	13	providing	provide	VERB
bjmsr-2504	56	14	real	real	ADJ
bjmsr-2504	56	15	-	-	PUNCT
bjmsr-2504	56	16	time	time	NOUN
bjmsr-2504	56	17	feedback	feedback	NOUN
bjmsr-2504	56	18	,	,	PUNCT
bjmsr-2504	56	19	as	as	ADV
bjmsr-2504	56	20	well	well	ADV
bjmsr-2504	56	21	as	as	ADP
bjmsr-2504	56	22	addressing	address	VERB
bjmsr-2504	56	23	ethical	ethical	ADJ
bjmsr-2504	56	24	and	and	CCONJ
bjmsr-2504	56	25	data	datum	NOUN
bjmsr-2504	56	26	privacy	privacy	NOUN
bjmsr-2504	56	27	-	-	PUNCT
bjmsr-2504	56	28	related	relate	VERB
bjmsr-2504	56	29	challenges	challenge	NOUN
bjmsr-2504	56	30	.	.	PUNCT
bjmsr-2504	57	1	according	accord	VERB
bjmsr-2504	57	2	to	to	ADP
bjmsr-2504	57	3	vargas	vargas	PROPN
bjmsr-2504	57	4	portillo	portillo	PROPN
bjmsr-2504	57	5	(	(	PUNCT
bjmsr-2504	57	6	2025	2025	NUM
bjmsr-2504	57	7	)	)	PUNCT
bjmsr-2504	57	8	,	,	PUNCT
bjmsr-2504	57	9	the	the	DET
bjmsr-2504	57	10	author	author	NOUN
bjmsr-2504	57	11	has	have	AUX
bjmsr-2504	57	12	explored	explore	VERB
bjmsr-2504	57	13	the	the	DET
bjmsr-2504	57	14	importance	importance	NOUN
bjmsr-2504	57	15	of	of	ADP
bjmsr-2504	57	16	ai	ai	NOUN
bjmsr-2504	57	17	in	in	ADP
bjmsr-2504	57	18	enhancing	enhance	VERB
bjmsr-2504	57	19	leadership	leadership	NOUN
bjmsr-2504	57	20	and	and	CCONJ
bjmsr-2504	57	21	management	management	NOUN
bjmsr-2504	57	22	capabilities	capability	NOUN
bjmsr-2504	57	23	,	,	PUNCT
bjmsr-2504	57	24	indicating	indicate	VERB
bjmsr-2504	57	25	that	that	SCONJ
bjmsr-2504	57	26	ai	ai	VERB
bjmsr-2504	57	27	integration	integration	NOUN
bjmsr-2504	57	28	facilitates	facilitate	VERB
bjmsr-2504	57	29	better	well	ADJ
bjmsr-2504	57	30	decision	decision	NOUN
bjmsr-2504	57	31	-	-	PUNCT
bjmsr-2504	57	32	making	making	NOUN
bjmsr-2504	57	33	and	and	CCONJ
bjmsr-2504	57	34	talent	talent	NOUN
bjmsr-2504	57	35	planning	planning	NOUN
bjmsr-2504	57	36	.	.	PUNCT
bjmsr-2504	58	1	the	the	DET
bjmsr-2504	58	2	paper	paper	NOUN
bjmsr-2504	58	3	emphasizes	emphasize	VERB
bjmsr-2504	58	4	the	the	DET
bjmsr-2504	58	5	importance	importance	NOUN
bjmsr-2504	58	6	of	of	ADP
bjmsr-2504	58	7	striking	strike	VERB
bjmsr-2504	58	8	a	a	DET
bjmsr-2504	58	9	balance	balance	NOUN
bjmsr-2504	58	10	between	between	ADP
bjmsr-2504	58	11	ai	ai	NOUN
bjmsr-2504	58	12	-	-	PUNCT
bjmsr-2504	58	13	driven	drive	VERB
bjmsr-2504	58	14	instruments	instrument	NOUN
bjmsr-2504	58	15	and	and	CCONJ
bjmsr-2504	58	16	human	human	ADJ
bjmsr-2504	58	17	leadership	leadership	NOUN
bjmsr-2504	58	18	principles	principle	NOUN
bjmsr-2504	58	19	,	,	PUNCT
bjmsr-2504	58	20	while	while	SCONJ
bjmsr-2504	58	21	facilitating	facilitate	VERB
bjmsr-2504	58	22	comprehensive	comprehensive	ADJ
bjmsr-2504	58	23	,	,	PUNCT
bjmsr-2504	58	24	data	data	NOUN
bjmsr-2504	58	25	-	-	PUNCT
bjmsr-2504	58	26	driven	drive	VERB
bjmsr-2504	58	27	approaches	approach	NOUN
bjmsr-2504	58	28	to	to	ADP
bjmsr-2504	58	29	development	development	NOUN
bjmsr-2504	58	30	.	.	PUNCT
bjmsr-2504	59	1	nlp	nlp	NOUN
bjmsr-2504	59	2	is	be	AUX
bjmsr-2504	59	3	still	still	ADV
bjmsr-2504	59	4	at	at	ADP
bjmsr-2504	59	5	the	the	DET
bjmsr-2504	59	6	heart	heart	NOUN
bjmsr-2504	59	7	of	of	ADP
bjmsr-2504	59	8	automating	automate	VERB
bjmsr-2504	59	9	the	the	DET
bjmsr-2504	59	10	process	process	NOUN
bjmsr-2504	59	11	of	of	ADP
bjmsr-2504	59	12	parsing	parse	VERB
bjmsr-2504	59	13	resumes	resume	VERB
bjmsr-2504	59	14	and	and	CCONJ
bjmsr-2504	59	15	aligning	align	VERB
bjmsr-2504	59	16	candidate	candidate	NOUN
bjmsr-2504	59	17	profiles	profile	NOUN
bjmsr-2504	59	18	with	with	ADP
bjmsr-2504	59	19	the	the	DET
bjmsr-2504	59	20	needs	need	NOUN
bjmsr-2504	59	21	of	of	ADP
bjmsr-2504	59	22	vacant	vacant	ADJ
bjmsr-2504	59	23	positions	position	NOUN
bjmsr-2504	59	24	.	.	PUNCT
bjmsr-2504	60	1	the	the	DET
bjmsr-2504	60	2	new	new	ADJ
bjmsr-2504	60	3	competencies	competency	NOUN
bjmsr-2504	60	4	of	of	ADP
bjmsr-2504	60	5	hr	hr	NOUN
bjmsr-2504	60	6	leaders	leader	NOUN
bjmsr-2504	60	7	include	include	VERB
bjmsr-2504	60	8	being	be	AUX
bjmsr-2504	60	9	data	datum	NOUN
bjmsr-2504	60	10	-	-	PUNCT
bjmsr-2504	60	11	fluent	fluent	ADJ
bjmsr-2504	60	12	and	and	CCONJ
bjmsr-2504	60	13	ai	ai	ADJ
bjmsr-2504	60	14	-	-	PUNCT
bjmsr-2504	60	15	aware	aware	ADJ
bjmsr-2504	60	16	.	.	PUNCT
bjmsr-2504	61	1	one	one	NUM
bjmsr-2504	61	2	of	of	ADP
bjmsr-2504	61	3	the	the	DET
bjmsr-2504	61	4	purposes	purpose	NOUN
bjmsr-2504	61	5	is	be	AUX
bjmsr-2504	61	6	to	to	PART
bjmsr-2504	61	7	identify	identify	VERB
bjmsr-2504	61	8	the	the	DET
bjmsr-2504	61	9	mechanism	mechanism	NOUN
bjmsr-2504	61	10	of	of	ADP
bjmsr-2504	61	11	how	how	SCONJ
bjmsr-2504	61	12	the	the	DET
bjmsr-2504	61	13	brain	brain	NOUN
bjmsr-2504	61	14	processes	process	VERB
bjmsr-2504	61	15	conversation	conversation	NOUN
bjmsr-2504	61	16	using	use	VERB
bjmsr-2504	61	17	deep	deep	ADJ
bjmsr-2504	61	18	nlp	nlp	NOUN
bjmsr-2504	61	19	models	model	NOUN
bjmsr-2504	61	20	and	and	CCONJ
bjmsr-2504	61	21	intracranial	intracranial	ADJ
bjmsr-2504	61	22	neural	neural	ADJ
bjmsr-2504	61	23	recordings	recording	NOUN
bjmsr-2504	61	24	(	(	PUNCT
bjmsr-2504	61	25	cai	cai	X
bjmsr-2504	61	26	et	et	PROPN
bjmsr-2504	61	27	al	al	PROPN
bjmsr-2504	61	28	.	.	PROPN
bjmsr-2504	61	29	,	,	PUNCT
bjmsr-2504	61	30	2025	2025	NUM
bjmsr-2504	61	31	)	)	PUNCT
bjmsr-2504	61	32	.	.	PUNCT
bjmsr-2504	62	1	they	they	PRON
bjmsr-2504	62	2	established	establish	VERB
bjmsr-2504	62	3	specific	specific	ADJ
bjmsr-2504	62	4	yet	yet	ADV
bjmsr-2504	62	5	overlapping	overlap	VERB
bjmsr-2504	62	6	neural	neural	ADJ
bjmsr-2504	62	7	patterns	pattern	NOUN
bjmsr-2504	62	8	in	in	ADP
bjmsr-2504	62	9	speech	speech	NOUN
bjmsr-2504	62	10	production	production	NOUN
bjmsr-2504	62	11	and	and	CCONJ
bjmsr-2504	62	12	comprehension	comprehension	NOUN
bjmsr-2504	62	13	,	,	PUNCT
bjmsr-2504	62	14	demonstrating	demonstrate	VERB
bjmsr-2504	62	15	context	context	NOUN
bjmsr-2504	62	16	-	-	PUNCT
bjmsr-2504	62	17	sensitive	sensitive	ADJ
bjmsr-2504	62	18	,	,	PUNCT
bjmsr-2504	62	19	time	time	NOUN
bjmsr-2504	62	20	-	-	PUNCT
bjmsr-2504	62	21	valid	valid	ADJ
bjmsr-2504	62	22	transformations	transformation	NOUN
bjmsr-2504	62	23	in	in	ADP
bjmsr-2504	62	24	brain	brain	NOUN
bjmsr-2504	62	25	activity	activity	NOUN
bjmsr-2504	62	26	when	when	SCONJ
bjmsr-2504	62	27	people	people	NOUN
bjmsr-2504	62	28	engaged	engage	VERB
bjmsr-2504	62	29	in	in	ADP
bjmsr-2504	62	30	a	a	DET
bjmsr-2504	62	31	natural	natural	ADJ
bjmsr-2504	62	32	human	human	ADJ
bjmsr-2504	62	33	conversation	conversation	NOUN
bjmsr-2504	62	34	.	.	PUNCT
bjmsr-2504	63	1	arfah	arfah	NOUN
bjmsr-2504	63	2	(	(	PUNCT
bjmsr-2504	63	3	2025	2025	NUM
bjmsr-2504	63	4	)	)	PUNCT
bjmsr-2504	63	5	reveals	reveal	VERB
bjmsr-2504	63	6	some	some	PRON
bjmsr-2504	63	7	of	of	ADP
bjmsr-2504	63	8	the	the	DET
bjmsr-2504	63	9	radical	radical	ADJ
bjmsr-2504	63	10	effects	effect	NOUN
bjmsr-2504	63	11	of	of	ADP
bjmsr-2504	63	12	ai	ai	NOUN
bjmsr-2504	63	13	on	on	ADP
bjmsr-2504	63	14	hrm	hrm	PROPN
bjmsr-2504	63	15	,	,	PUNCT
bjmsr-2504	63	16	including	include	VERB
bjmsr-2504	63	17	automation	automation	NOUN
bjmsr-2504	63	18	and	and	CCONJ
bjmsr-2504	63	19	analytics	analytic	NOUN
bjmsr-2504	63	20	-	-	PUNCT
bjmsr-2504	63	21	driven	drive	VERB
bjmsr-2504	63	22	efficiencies	efficiency	NOUN
bjmsr-2504	63	23	.	.	PUNCT
bjmsr-2504	64	1	nevertheless	nevertheless	ADV
bjmsr-2504	64	2	,	,	PUNCT
bjmsr-2504	64	3	issues	issue	NOUN
bjmsr-2504	64	4	of	of	ADP
bjmsr-2504	64	5	algorithmic	algorithmic	ADJ
bjmsr-2504	64	6	bias	bias	NOUN
bjmsr-2504	64	7	,	,	PUNCT
bjmsr-2504	64	8	transparency	transparency	NOUN
bjmsr-2504	64	9	,	,	PUNCT
bjmsr-2504	64	10	and	and	CCONJ
bjmsr-2504	64	11	legality	legality	NOUN
bjmsr-2504	64	12	remain	remain	VERB
bjmsr-2504	64	13	.	.	PUNCT
bjmsr-2504	65	1	this	this	DET
bjmsr-2504	65	2	research	research	NOUN
bjmsr-2504	65	3	also	also	ADV
bjmsr-2504	65	4	focuses	focus	VERB
bjmsr-2504	65	5	on	on	ADP
bjmsr-2504	65	6	implementing	implement	VERB
bjmsr-2504	65	7	ai	ai	INTJ
bjmsr-2504	65	8	with	with	ADP
bjmsr-2504	65	9	ethical	ethical	ADJ
bjmsr-2504	65	10	guidance	guidance	NOUN
bjmsr-2504	65	11	to	to	PART
bjmsr-2504	65	12	achieve	achieve	VERB
bjmsr-2504	65	13	fairness	fairness	NOUN
bjmsr-2504	65	14	,	,	PUNCT
bjmsr-2504	65	15	responsibility	responsibility	NOUN
bjmsr-2504	65	16	,	,	PUNCT
bjmsr-2504	65	17	and	and	CCONJ
bjmsr-2504	65	18	a	a	DET
bjmsr-2504	65	19	balanced	balanced	ADJ
bjmsr-2504	65	20	system	system	NOUN
bjmsr-2504	65	21	of	of	ADP
bjmsr-2504	65	22	human	human	NOUN
bjmsr-2504	65	23	-	-	PUNCT
bjmsr-2504	65	24	ai	ai	NOUN
bjmsr-2504	65	25	decisionmaking	decisionmake	VERB
bjmsr-2504	65	26	in	in	ADP
bjmsr-2504	65	27	job	job	NOUN
bjmsr-2504	65	28	hunting	hunting	NOUN
bjmsr-2504	65	29	,	,	PUNCT
bjmsr-2504	65	30	training	training	NOUN
bjmsr-2504	65	31	,	,	PUNCT
bjmsr-2504	65	32	and	and	CCONJ
bjmsr-2504	65	33	strategic	strategic	ADJ
bjmsr-2504	65	34	hr	hr	NOUN
bjmsr-2504	65	35	practices	practice	NOUN
bjmsr-2504	65	36	.	.	PUNCT
bjmsr-2504	66	1	praba	praba	NOUN
bjmsr-2504	66	2	et	et	PROPN
bjmsr-2504	66	3	al	al	PROPN
bjmsr-2504	66	4	.	.	PROPN
bjmsr-2504	67	1	(	(	PUNCT
bjmsr-2504	67	2	2024	2024	NUM
bjmsr-2504	67	3	)	)	PUNCT
bjmsr-2504	67	4	note	note	NOUN
bjmsr-2504	67	5	that	that	SCONJ
bjmsr-2504	67	6	hrm	hrm	PROPN
bjmsr-2504	67	7	is	be	AUX
bjmsr-2504	67	8	being	be	AUX
bjmsr-2504	67	9	driven	drive	VERB
bjmsr-2504	67	10	towards	towards	ADP
bjmsr-2504	67	11	predictive	predictive	ADJ
bjmsr-2504	67	12	analytics	analytic	NOUN
bjmsr-2504	67	13	because	because	SCONJ
bjmsr-2504	67	14	of	of	ADP
bjmsr-2504	67	15	industrial	industrial	ADJ
bjmsr-2504	67	16	automation	automation	NOUN
bjmsr-2504	67	17	.	.	PUNCT
bjmsr-2504	68	1	bias	bias	NOUN
bjmsr-2504	68	2	is	be	AUX
bjmsr-2504	68	3	eliminated	eliminate	VERB
bjmsr-2504	68	4	through	through	ADP
bjmsr-2504	68	5	the	the	DET
bjmsr-2504	68	6	use	use	NOUN
bjmsr-2504	68	7	of	of	ADP
bjmsr-2504	68	8	hiring	hire	VERB
bjmsr-2504	68	9	bots	bot	NOUN
bjmsr-2504	68	10	,	,	PUNCT
bjmsr-2504	68	11	such	such	ADJ
bjmsr-2504	68	12	as	as	ADP
bjmsr-2504	68	13	mya	mya	PROPN
bjmsr-2504	68	14	,	,	PUNCT
bjmsr-2504	68	15	which	which	PRON
bjmsr-2504	68	16	removes	remove	VERB
bjmsr-2504	68	17	elements	element	NOUN
bjmsr-2504	68	18	that	that	PRON
bjmsr-2504	68	19	indicate	indicate	VERB
bjmsr-2504	68	20	bias	bias	NOUN
bjmsr-2504	68	21	,	,	PUNCT
bjmsr-2504	68	22	including	include	VERB
bjmsr-2504	68	23	appearance	appearance	NOUN
bjmsr-2504	68	24	and	and	CCONJ
bjmsr-2504	68	25	gender	gender	NOUN
bjmsr-2504	68	26	;	;	PUNCT
bjmsr-2504	68	27	however	however	ADV
bjmsr-2504	68	28	,	,	PUNCT
bjmsr-2504	68	29	this	this	DET
bjmsr-2504	68	30	approach	approach	NOUN
bjmsr-2504	68	31	should	should	AUX
bjmsr-2504	68	32	be	be	AUX
bjmsr-2504	68	33	used	use	VERB
bjmsr-2504	68	34	ethically	ethically	ADV
bjmsr-2504	68	35	.	.	PUNCT
bjmsr-2504	69	1	the	the	DET
bjmsr-2504	69	2	study	study	NOUN
bjmsr-2504	69	3	conducted	conduct	VERB
bjmsr-2504	69	4	by	by	ADP
bjmsr-2504	69	5	tong	tong	PROPN
bjmsr-2504	69	6	et	et	PROPN
bjmsr-2504	69	7	al	al	PROPN
bjmsr-2504	69	8	.	.	PROPN
bjmsr-2504	69	9	(	(	PUNCT
bjmsr-2504	69	10	2021	2021	NUM
bjmsr-2504	69	11	)	)	PUNCT
bjmsr-2504	69	12	revealed	reveal	VERB
bjmsr-2504	69	13	that	that	SCONJ
bjmsr-2504	69	14	,	,	PUNCT
bjmsr-2504	69	15	although	although	SCONJ
bjmsr-2504	69	16	ai	ai	VERB
bjmsr-2504	69	17	feedback	feedback	NOUN
bjmsr-2504	69	18	has	have	VERB
bjmsr-2504	69	19	a	a	DET
bjmsr-2504	69	20	positive	positive	ADJ
bjmsr-2504	69	21	effect	effect	NOUN
bjmsr-2504	69	22	on	on	ADP
bjmsr-2504	69	23	performance	performance	NOUN
bjmsr-2504	69	24	,	,	PUNCT
bjmsr-2504	69	25	its	its	PRON
bjmsr-2504	69	26	implementation	implementation	NOUN
bjmsr-2504	69	27	also	also	ADV
bjmsr-2504	69	28	influences	influence	VERB
bjmsr-2504	69	29	employee	employee	NOUN
bjmsr-2504	69	30	perception	perception	NOUN
bjmsr-2504	69	31	when	when	SCONJ
bjmsr-2504	69	32	transparency	transparency	NOUN
bjmsr-2504	69	33	is	be	AUX
bjmsr-2504	69	34	present	present	ADJ
bjmsr-2504	69	35	.	.	PUNCT
bjmsr-2504	70	1	according	accord	VERB
bjmsr-2504	70	2	to	to	ADP
bjmsr-2504	70	3	atluri	atluri	PROPN
bjmsr-2504	70	4	and	and	CCONJ
bjmsr-2504	70	5	reddy	reddy	PROPN
bjmsr-2504	70	6	(	(	PUNCT
bjmsr-2504	70	7	2025	2025	NUM
bjmsr-2504	70	8	)	)	PUNCT
bjmsr-2504	70	9	,	,	PUNCT
bjmsr-2504	70	10	oracle	oracle	PROPN
bjmsr-2504	70	11	hcm	hcm	PROPN
bjmsr-2504	70	12	transforms	transform	VERB
bjmsr-2504	70	13	the	the	DET
bjmsr-2504	70	14	way	way	NOUN
bjmsr-2504	70	15	talent	talent	NOUN
bjmsr-2504	70	16	is	be	AUX
bjmsr-2504	70	17	acquired	acquire	VERB
bjmsr-2504	70	18	shannaq	shannaq	PROPN
bjmsr-2504	70	19	et	et	PROPN
bjmsr-2504	70	20	al	al	PROPN
bjmsr-2504	70	21	.	.	PROPN
bjmsr-2504	70	22	,	,	PUNCT
bjmsr-2504	70	23	bangladesh	bangladesh	PROPN
bjmsr-2504	70	24	journal	journal	NOUN
bjmsr-2504	70	25	of	of	ADP
bjmsr-2504	70	26	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	70	27	scientific	scientific	ADJ
bjmsr-2504	70	28	research	research	NOUN
bjmsr-2504	70	29	10(5	10(5	NOUN
bjmsr-2504	70	30	)	)	PUNCT
bjmsr-2504	70	31	(	(	PUNCT
bjmsr-2504	70	32	2025	2025	NUM
bjmsr-2504	70	33	)	)	PUNCT
bjmsr-2504	70	34	,	,	PUNCT
bjmsr-2504	70	35	1	1	NUM
bjmsr-2504	70	36	-	-	SYM
bjmsr-2504	70	37	11	11	NUM
bjmsr-2504	70	38	3	3	NUM
bjmsr-2504	70	39	through	through	ADP
bjmsr-2504	70	40	ai	ai	ADV
bjmsr-2504	70	41	-	-	PUNCT
bjmsr-2504	70	42	based	base	VERB
bjmsr-2504	70	43	solutions	solution	NOUN
bjmsr-2504	70	44	that	that	PRON
bjmsr-2504	70	45	aim	aim	VERB
bjmsr-2504	70	46	to	to	PART
bjmsr-2504	70	47	screen	screen	NOUN
bjmsr-2504	70	48	resumes	resume	NOUN
bjmsr-2504	70	49	,	,	PUNCT
bjmsr-2504	70	50	facilitate	facilitate	VERB
bjmsr-2504	70	51	predictive	predictive	ADJ
bjmsr-2504	70	52	recruiting	recruiting	NOUN
bjmsr-2504	70	53	,	,	PUNCT
bjmsr-2504	70	54	and	and	CCONJ
bjmsr-2504	70	55	bridge	bridge	NOUN
bjmsr-2504	70	56	biases	bias	NOUN
bjmsr-2504	70	57	.	.	PUNCT
bjmsr-2504	71	1	they	they	PRON
bjmsr-2504	71	2	improve	improve	VERB
bjmsr-2504	71	3	the	the	DET
bjmsr-2504	71	4	quality	quality	NOUN
bjmsr-2504	71	5	of	of	ADP
bjmsr-2504	71	6	recruitment	recruitment	NOUN
bjmsr-2504	71	7	,	,	PUNCT
bjmsr-2504	71	8	minimizing	minimize	VERB
bjmsr-2504	71	9	time	time	NOUN
bjmsr-2504	71	10	-	-	PUNCT
bjmsr-2504	71	11	to	to	ADP
bjmsr-2504	71	12	-	-	PUNCT
bjmsr-2504	71	13	fill	fill	VERB
bjmsr-2504	71	14	and	and	CCONJ
bjmsr-2504	71	15	helping	help	VERB
bjmsr-2504	71	16	hr	hr	NOUN
bjmsr-2504	71	17	departments	department	NOUN
bjmsr-2504	71	18	become	become	VERB
bjmsr-2504	71	19	strategic	strategic	ADJ
bjmsr-2504	71	20	business	business	NOUN
bjmsr-2504	71	21	enablers	enabler	NOUN
bjmsr-2504	71	22	in	in	ADP
bjmsr-2504	71	23	an	an	DET
bjmsr-2504	71	24	environment	environment	NOUN
bjmsr-2504	71	25	driven	drive	VERB
bjmsr-2504	71	26	by	by	ADP
bjmsr-2504	71	27	data	datum	NOUN
bjmsr-2504	71	28	-	-	PUNCT
bjmsr-2504	71	29	driven	drive	VERB
bjmsr-2504	71	30	,	,	PUNCT
bjmsr-2504	71	31	data	datum	NOUN
bjmsr-2504	71	32	-	-	PUNCT
bjmsr-2504	71	33	dependent	dependent	ADJ
bjmsr-2504	71	34	hiring	hire	VERB
bjmsr-2504	71	35	capabilities	capability	NOUN
bjmsr-2504	71	36	supported	support	VERB
bjmsr-2504	71	37	by	by	ADP
bjmsr-2504	71	38	cognitive	cognitive	ADJ
bjmsr-2504	71	39	automation	automation	NOUN
bjmsr-2504	71	40	,	,	PUNCT
bjmsr-2504	71	41	performancebased	performancebase	VERB
bjmsr-2504	71	42	,	,	PUNCT
bjmsr-2504	71	43	and	and	CCONJ
bjmsr-2504	71	44	adaptive	adaptive	ADJ
bjmsr-2504	71	45	hiring	hiring	NOUN
bjmsr-2504	71	46	.	.	PUNCT
bjmsr-2504	72	1	chakraborty	chakraborty	PROPN
bjmsr-2504	72	2	and	and	CCONJ
bjmsr-2504	72	3	sharada	sharada	PROPN
bjmsr-2504	72	4	(	(	PUNCT
bjmsr-2504	72	5	2025	2025	NUM
bjmsr-2504	72	6	)	)	PUNCT
bjmsr-2504	72	7	explore	explore	VERB
bjmsr-2504	72	8	the	the	DET
bjmsr-2504	72	9	potential	potential	NOUN
bjmsr-2504	72	10	of	of	ADP
bjmsr-2504	72	11	ai	ai	VERB
bjmsr-2504	72	12	to	to	PART
bjmsr-2504	72	13	revolutionize	revolutionize	VERB
bjmsr-2504	72	14	talent	talent	NOUN
bjmsr-2504	72	15	acquisition	acquisition	NOUN
bjmsr-2504	72	16	by	by	ADP
bjmsr-2504	72	17	automating	automate	VERB
bjmsr-2504	72	18	resume	resume	NOUN
bjmsr-2504	72	19	checks	check	NOUN
bjmsr-2504	72	20	,	,	PUNCT
bjmsr-2504	72	21	candidate	candidate	NOUN
bjmsr-2504	72	22	matching	matching	NOUN
bjmsr-2504	72	23	,	,	PUNCT
bjmsr-2504	72	24	and	and	CCONJ
bjmsr-2504	72	25	candidate	candidate	NOUN
bjmsr-2504	72	26	engagement	engagement	NOUN
bjmsr-2504	72	27	.	.	PUNCT
bjmsr-2504	73	1	based	base	VERB
bjmsr-2504	73	2	on	on	ADP
bjmsr-2504	73	3	this	this	PRON
bjmsr-2504	73	4	,	,	PUNCT
bjmsr-2504	73	5	they	they	PRON
bjmsr-2504	73	6	also	also	ADV
bjmsr-2504	73	7	assert	assert	VERB
bjmsr-2504	73	8	that	that	SCONJ
bjmsr-2504	73	9	the	the	DET
bjmsr-2504	73	10	combination	combination	NOUN
bjmsr-2504	73	11	of	of	ADP
bjmsr-2504	73	12	ai	ai	ADJ
bjmsr-2504	73	13	efficiency	efficiency	NOUN
bjmsr-2504	73	14	with	with	ADP
bjmsr-2504	73	15	human	human	ADJ
bjmsr-2504	73	16	emotional	emotional	ADJ
bjmsr-2504	73	17	intelligence	intelligence	NOUN
bjmsr-2504	73	18	should	should	AUX
bjmsr-2504	73	19	be	be	AUX
bjmsr-2504	73	20	a	a	DET
bjmsr-2504	73	21	synergistic	synergistic	ADJ
bjmsr-2504	73	22	presence	presence	NOUN
bjmsr-2504	73	23	,	,	PUNCT
bjmsr-2504	73	24	contributing	contribute	VERB
bjmsr-2504	73	25	to	to	ADP
bjmsr-2504	73	26	the	the	DET
bjmsr-2504	73	27	improvement	improvement	NOUN
bjmsr-2504	73	28	of	of	ADP
bjmsr-2504	73	29	decision	decision	NOUN
bjmsr-2504	73	30	-	-	PUNCT
bjmsr-2504	73	31	making	making	NOUN
bjmsr-2504	73	32	and	and	CCONJ
bjmsr-2504	73	33	the	the	DET
bjmsr-2504	73	34	availability	availability	NOUN
bjmsr-2504	73	35	of	of	ADP
bjmsr-2504	73	36	a	a	DET
bjmsr-2504	73	37	more	more	ADV
bjmsr-2504	73	38	inclusive	inclusive	ADJ
bjmsr-2504	73	39	,	,	PUNCT
bjmsr-2504	73	40	empathetic	empathetic	ADJ
bjmsr-2504	73	41	,	,	PUNCT
bjmsr-2504	73	42	and	and	CCONJ
bjmsr-2504	73	43	successful	successful	ADJ
bjmsr-2504	73	44	candidate	candidate	NOUN
bjmsr-2504	73	45	experience	experience	NOUN
bjmsr-2504	73	46	in	in	ADP
bjmsr-2504	73	47	data	data	NOUN
bjmsr-2504	73	48	-	-	PUNCT
bjmsr-2504	73	49	driven	drive	VERB
bjmsr-2504	73	50	recruitment	recruitment	NOUN
bjmsr-2504	73	51	processes	process	NOUN
bjmsr-2504	73	52	.	.	PUNCT
bjmsr-2504	74	1	according	accord	VERB
bjmsr-2504	74	2	to	to	ADP
bjmsr-2504	74	3	khan	khan	PROPN
bjmsr-2504	74	4	et	et	PROPN
bjmsr-2504	74	5	al	al	PROPN
bjmsr-2504	74	6	.	.	PROPN
bjmsr-2504	75	1	(	(	PUNCT
bjmsr-2504	75	2	2025	2025	NUM
bjmsr-2504	75	3	)	)	PUNCT
bjmsr-2504	75	4	,	,	PUNCT
bjmsr-2504	75	5	ai	ai	AUX
bjmsr-2504	75	6	should	should	AUX
bjmsr-2504	75	7	achieve	achieve	VERB
bjmsr-2504	75	8	a	a	DET
bjmsr-2504	75	9	balance	balance	NOUN
bjmsr-2504	75	10	between	between	ADP
bjmsr-2504	75	11	automation	automation	NOUN
bjmsr-2504	75	12	and	and	CCONJ
bjmsr-2504	75	13	institutional	institutional	ADJ
bjmsr-2504	75	14	preparedness	preparedness	NOUN
bjmsr-2504	75	15	,	,	PUNCT
bjmsr-2504	75	16	as	as	ADV
bjmsr-2504	75	17	well	well	ADV
bjmsr-2504	75	18	as	as	ADP
bjmsr-2504	75	19	ethics	ethic	NOUN
bjmsr-2504	75	20	,	,	PUNCT
bjmsr-2504	75	21	particularly	particularly	ADV
bjmsr-2504	75	22	in	in	ADP
bjmsr-2504	75	23	higher	high	ADJ
bjmsr-2504	75	24	education	education	NOUN
bjmsr-2504	75	25	.	.	PUNCT
bjmsr-2504	76	1	algorithmic	algorithmic	ADJ
bjmsr-2504	76	2	accountability	accountability	NOUN
bjmsr-2504	76	3	and	and	CCONJ
bjmsr-2504	76	4	fairness	fairness	NOUN
bjmsr-2504	76	5	are	be	AUX
bjmsr-2504	76	6	requirements	requirement	NOUN
bjmsr-2504	76	7	of	of	ADP
bjmsr-2504	76	8	the	the	DET
bjmsr-2504	76	9	ethical	ethical	ADJ
bjmsr-2504	76	10	dimensions	dimension	NOUN
bjmsr-2504	76	11	of	of	ADP
bjmsr-2504	76	12	hrm	hrm	PROPN
bjmsr-2504	76	13	(	(	PUNCT
bjmsr-2504	76	14	hamdan	hamdan	PROPN
bjmsr-2504	76	15	,	,	PUNCT
bjmsr-2504	76	16	2025a	2025a	NUM
bjmsr-2504	76	17	)	)	PUNCT
bjmsr-2504	76	18	.	.	PUNCT
bjmsr-2504	77	1	alenezi	alenezi	PROPN
bjmsr-2504	77	2	and	and	CCONJ
bjmsr-2504	77	3	akour	akour	NOUN
bjmsr-2504	77	4	(	(	PUNCT
bjmsr-2504	77	5	2025	2025	NUM
bjmsr-2504	77	6	)	)	PUNCT
bjmsr-2504	77	7	highlighted	highlight	VERB
bjmsr-2504	77	8	the	the	DET
bjmsr-2504	77	9	challenges	challenge	NOUN
bjmsr-2504	77	10	of	of	ADP
bjmsr-2504	77	11	applying	apply	VERB
bjmsr-2504	77	12	generic	generic	ADJ
bjmsr-2504	77	13	ai	ai	NOUN
bjmsr-2504	77	14	models	model	NOUN
bjmsr-2504	77	15	to	to	ADP
bjmsr-2504	77	16	educational	educational	ADJ
bjmsr-2504	77	17	hr	hr	NOUN
bjmsr-2504	77	18	positions	position	NOUN
bjmsr-2504	77	19	without	without	ADP
bjmsr-2504	77	20	domain	domain	NOUN
bjmsr-2504	77	21	-	-	PUNCT
bjmsr-2504	77	22	specific	specific	ADJ
bjmsr-2504	77	23	adaptation	adaptation	NOUN
bjmsr-2504	77	24	.	.	PUNCT
bjmsr-2504	78	1	the	the	DET
bjmsr-2504	78	2	majority	majority	NOUN
bjmsr-2504	78	3	of	of	ADP
bjmsr-2504	78	4	previous	previous	ADJ
bjmsr-2504	78	5	studies	study	NOUN
bjmsr-2504	78	6	have	have	AUX
bjmsr-2504	78	7	involved	involve	VERB
bjmsr-2504	78	8	concept	concept	NOUN
bjmsr-2504	78	9	tables	table	NOUN
bjmsr-2504	78	10	,	,	PUNCT
bjmsr-2504	78	11	automated	automate	VERB
bjmsr-2504	78	12	hiring	hiring	NOUN
bjmsr-2504	78	13	systems	system	NOUN
bjmsr-2504	78	14	,	,	PUNCT
bjmsr-2504	78	15	and	and	CCONJ
bjmsr-2504	78	16	generalized	generalize	VERB
bjmsr-2504	78	17	online	online	ADJ
bjmsr-2504	78	18	training	training	NOUN
bjmsr-2504	78	19	platforms	platform	NOUN
bjmsr-2504	78	20	,	,	PUNCT
bjmsr-2504	78	21	which	which	PRON
bjmsr-2504	78	22	are	be	AUX
bjmsr-2504	78	23	typically	typically	ADV
bjmsr-2504	78	24	based	base	VERB
bjmsr-2504	78	25	on	on	ADP
bjmsr-2504	78	26	surveys	survey	NOUN
bjmsr-2504	78	27	or	or	CCONJ
bjmsr-2504	78	28	business	business	NOUN
bjmsr-2504	78	29	cases	case	NOUN
bjmsr-2504	78	30	.	.	PUNCT
bjmsr-2504	79	1	the	the	DET
bjmsr-2504	79	2	alignment	alignment	NOUN
bjmsr-2504	79	3	between	between	ADP
bjmsr-2504	79	4	the	the	DET
bjmsr-2504	79	5	identified	identify	VERB
bjmsr-2504	79	6	competencies	competency	NOUN
bjmsr-2504	79	7	and	and	CCONJ
bjmsr-2504	79	8	the	the	DET
bjmsr-2504	79	9	strategic	strategic	ADJ
bjmsr-2504	79	10	training	training	NOUN
bjmsr-2504	79	11	routes	route	NOUN
bjmsr-2504	79	12	is	be	AUX
bjmsr-2504	79	13	part	part	NOUN
bjmsr-2504	79	14	of	of	ADP
bjmsr-2504	79	15	the	the	DET
bjmsr-2504	79	16	areas	area	NOUN
bjmsr-2504	79	17	with	with	ADP
bjmsr-2504	79	18	few	few	ADJ
bjmsr-2504	79	19	studies	study	NOUN
bjmsr-2504	79	20	carried	carry	VERB
bjmsr-2504	79	21	out	out	ADP
bjmsr-2504	79	22	to	to	PART
bjmsr-2504	79	23	automate	automate	VERB
bjmsr-2504	79	24	the	the	DET
bjmsr-2504	79	25	process	process	NOUN
bjmsr-2504	79	26	.	.	PUNCT
bjmsr-2504	80	1	although	although	SCONJ
bjmsr-2504	80	2	previous	previous	ADJ
bjmsr-2504	80	3	research	research	NOUN
bjmsr-2504	80	4	,	,	PUNCT
bjmsr-2504	80	5	summarized	summarize	VERB
bjmsr-2504	80	6	in	in	ADP
bjmsr-2504	80	7	table	table	NOUN
bjmsr-2504	80	8	1	1	NUM
bjmsr-2504	80	9	,	,	PUNCT
bjmsr-2504	80	10	is	be	AUX
bjmsr-2504	80	11	devoted	devote	VERB
bjmsr-2504	80	12	to	to	ADP
bjmsr-2504	80	13	theoretical	theoretical	ADJ
bjmsr-2504	80	14	approaches	approach	NOUN
bjmsr-2504	80	15	or	or	CCONJ
bjmsr-2504	80	16	the	the	DET
bjmsr-2504	80	17	overall	overall	ADJ
bjmsr-2504	80	18	benefits	benefit	NOUN
bjmsr-2504	80	19	of	of	ADP
bjmsr-2504	80	20	hr	hr	NOUN
bjmsr-2504	80	21	functions	function	NOUN
bjmsr-2504	80	22	in	in	ADP
bjmsr-2504	80	23	corporations	corporation	NOUN
bjmsr-2504	80	24	,	,	PUNCT
bjmsr-2504	80	25	there	there	PRON
bjmsr-2504	80	26	are	be	VERB
bjmsr-2504	80	27	few	few	ADJ
bjmsr-2504	80	28	projects	project	NOUN
bjmsr-2504	80	29	dealing	deal	VERB
bjmsr-2504	80	30	with	with	ADP
bjmsr-2504	80	31	the	the	DET
bjmsr-2504	80	32	automated	automate	VERB
bjmsr-2504	80	33	alignment	alignment	NOUN
bjmsr-2504	80	34	of	of	ADP
bjmsr-2504	80	35	training	training	NOUN
bjmsr-2504	80	36	within	within	ADP
bjmsr-2504	80	37	learning	learn	VERB
bjmsr-2504	80	38	institutions	institution	NOUN
bjmsr-2504	80	39	.	.	PUNCT
bjmsr-2504	81	1	very	very	ADV
bjmsr-2504	81	2	little	little	ADJ
bjmsr-2504	81	3	has	have	AUX
bjmsr-2504	81	4	been	be	AUX
bjmsr-2504	81	5	said	say	VERB
bjmsr-2504	81	6	about	about	ADP
bjmsr-2504	81	7	the	the	DET
bjmsr-2504	81	8	use	use	NOUN
bjmsr-2504	81	9	of	of	ADP
bjmsr-2504	81	10	ai	ai	NOUN
bjmsr-2504	81	11	in	in	ADP
bjmsr-2504	81	12	leadership	leadership	NOUN
bjmsr-2504	81	13	-	-	PUNCT
bjmsr-2504	81	14	specific	specific	ADJ
bjmsr-2504	81	15	competency	competency	NOUN
bjmsr-2504	81	16	modeling	modeling	NOUN
bjmsr-2504	81	17	.	.	PUNCT
bjmsr-2504	82	1	moreover	moreover	ADV
bjmsr-2504	82	2	,	,	PUNCT
bjmsr-2504	82	3	the	the	DET
bjmsr-2504	82	4	ethical	ethical	ADJ
bjmsr-2504	82	5	factors	factor	NOUN
bjmsr-2504	82	6	and	and	CCONJ
bjmsr-2504	82	7	performance	performance	NOUN
bjmsr-2504	82	8	validation	validation	NOUN
bjmsr-2504	82	9	are	be	AUX
bjmsr-2504	82	10	understudied	understudied	ADJ
bjmsr-2504	82	11	in	in	ADP
bjmsr-2504	82	12	actual	actual	ADJ
bjmsr-2504	82	13	practice	practice	NOUN
bjmsr-2504	82	14	applications	application	NOUN
bjmsr-2504	82	15	to	to	ADP
bjmsr-2504	82	16	specific	specific	ADJ
bjmsr-2504	82	17	fields	field	NOUN
bjmsr-2504	82	18	,	,	PUNCT
bjmsr-2504	82	19	such	such	ADJ
bjmsr-2504	82	20	as	as	ADP
bjmsr-2504	82	21	higher	high	ADJ
bjmsr-2504	82	22	education	education	NOUN
bjmsr-2504	82	23	.	.	PUNCT
bjmsr-2504	83	1	table	table	NOUN
bjmsr-2504	83	2	1	1	NUM
bjmsr-2504	83	3	.	.	PUNCT
bjmsr-2504	84	1	summary	summary	NOUN
bjmsr-2504	84	2	of	of	ADP
bjmsr-2504	84	3	linked	link	VERB
bjmsr-2504	84	4	literature	literature	PROPN
bjmsr-2504	84	5	review	review	PROPN
bjmsr-2504	84	6	author(s	author(s	PROPN
bjmsr-2504	84	7	)	)	PUNCT
bjmsr-2504	84	8	focus	focus	NOUN
bjmsr-2504	84	9	area	area	NOUN
bjmsr-2504	84	10	key	key	ADJ
bjmsr-2504	84	11	findings	finding	NOUN
bjmsr-2504	84	12	identified	identify	VERB
bjmsr-2504	84	13	gaps	gap	NOUN
bjmsr-2504	84	14	contribution	contribution	NOUN
bjmsr-2504	84	15	of	of	ADP
bjmsr-2504	84	16	this	this	DET
bjmsr-2504	84	17	work	work	NOUN
bjmsr-2504	84	18	benabou	benabou	NOUN
bjmsr-2504	84	19	et	et	PROPN
bjmsr-2504	84	20	al	al	PROPN
bjmsr-2504	84	21	.	.	PROPN
bjmsr-2504	85	1	(	(	PUNCT
bjmsr-2504	85	2	2024	2024	NUM
bjmsr-2504	85	3	)	)	PUNCT
bjmsr-2504	85	4	madhumithaa	madhumithaa	NOUN
bjmsr-2504	85	5	et	et	PROPN
bjmsr-2504	85	6	al	al	PROPN
bjmsr-2504	85	7	.	.	PROPN
bjmsr-2504	86	1	(	(	PUNCT
bjmsr-2504	86	2	2025	2025	NUM
bjmsr-2504	86	3	)	)	PUNCT
bjmsr-2504	86	4	ai	ai	VERB
bjmsr-2504	86	5	in	in	ADP
bjmsr-2504	86	6	hrm	hrm	PROPN
bjmsr-2504	86	7	ai	ai	VERB
bjmsr-2504	86	8	improves	improve	VERB
bjmsr-2504	86	9	the	the	DET
bjmsr-2504	86	10	quality	quality	NOUN
bjmsr-2504	86	11	of	of	ADP
bjmsr-2504	86	12	employment	employment	NOUN
bjmsr-2504	86	13	and	and	CCONJ
bjmsr-2504	86	14	competency	competency	NOUN
bjmsr-2504	86	15	mapping	mapping	NOUN
bjmsr-2504	86	16	the	the	DET
bjmsr-2504	86	17	absence	absence	NOUN
bjmsr-2504	86	18	of	of	ADP
bjmsr-2504	86	19	methodically	methodically	ADV
bjmsr-2504	86	20	outlined	outline	VERB
bjmsr-2504	86	21	growth	growth	NOUN
bjmsr-2504	86	22	paths	path	NOUN
bjmsr-2504	86	23	in	in	ADP
bjmsr-2504	86	24	the	the	DET
bjmsr-2504	86	25	leadership	leadership	NOUN
bjmsr-2504	86	26	domain	domain	NOUN
bjmsr-2504	86	27	provides	provide	VERB
bjmsr-2504	86	28	an	an	DET
bjmsr-2504	86	29	ai	ai	NOUN
bjmsr-2504	86	30	-	-	PUNCT
bjmsr-2504	86	31	based	base	VERB
bjmsr-2504	86	32	model	model	NOUN
bjmsr-2504	86	33	to	to	PART
bjmsr-2504	86	34	be	be	AUX
bjmsr-2504	86	35	used	use	VERB
bjmsr-2504	86	36	in	in	ADP
bjmsr-2504	86	37	automating	automate	VERB
bjmsr-2504	86	38	the	the	DET
bjmsr-2504	86	39	training	training	NOUN
bjmsr-2504	86	40	paths	path	NOUN
bjmsr-2504	86	41	of	of	ADP
bjmsr-2504	86	42	leadership	leadership	NOUN
bjmsr-2504	86	43	promises	promise	VERB
bjmsr-2504	86	44	sedkaoui	sedkaoui	NOUN
bjmsr-2504	86	45	and	and	CCONJ
bjmsr-2504	86	46	benaichouba	benaichouba	PROPN
bjmsr-2504	86	47	(	(	PUNCT
bjmsr-2504	86	48	2024	2024	NUM
bjmsr-2504	86	49	)	)	PUNCT
bjmsr-2504	86	50	hr	hr	NOUN
bjmsr-2504	86	51	digital	digital	ADJ
bjmsr-2504	86	52	transformation	transformation	NOUN
bjmsr-2504	86	53	transformation	transformation	NOUN
bjmsr-2504	86	54	stresses	stress	VERB
bjmsr-2504	86	55	the	the	DET
bjmsr-2504	86	56	importance	importance	NOUN
bjmsr-2504	86	57	of	of	ADP
bjmsr-2504	86	58	intelligent	intelligent	ADJ
bjmsr-2504	86	59	systems	system	NOUN
bjmsr-2504	86	60	due	due	ADJ
bjmsr-2504	86	61	to	to	ADP
bjmsr-2504	86	62	changing	change	VERB
bjmsr-2504	86	63	competency	competency	NOUN
bjmsr-2504	86	64	requirements	requirement	NOUN
bjmsr-2504	86	65	.	.	PUNCT
bjmsr-2504	87	1	not	not	PART
bjmsr-2504	87	2	many	many	ADJ
bjmsr-2504	87	3	real	real	ADJ
bjmsr-2504	87	4	-	-	PUNCT
bjmsr-2504	87	5	world	world	NOUN
bjmsr-2504	87	6	applications	application	NOUN
bjmsr-2504	87	7	,	,	PUNCT
bjmsr-2504	87	8	especially	especially	ADV
bjmsr-2504	87	9	in	in	ADP
bjmsr-2504	87	10	academia	academia	NOUN
bjmsr-2504	87	11	propose	propose	VERB
bjmsr-2504	87	12	a	a	DET
bjmsr-2504	87	13	proven	prove	VERB
bjmsr-2504	87	14	ai	ai	NOUN
bjmsr-2504	87	15	model	model	NOUN
bjmsr-2504	87	16	based	base	VERB
bjmsr-2504	87	17	on	on	ADP
bjmsr-2504	87	18	real	real	ADJ
bjmsr-2504	87	19	data	datum	NOUN
bjmsr-2504	87	20	concerning	concern	VERB
bjmsr-2504	87	21	university	university	NOUN
bjmsr-2504	87	22	job	job	NOUN
bjmsr-2504	87	23	postings	posting	NOUN
bjmsr-2504	87	24	li	li	PROPN
bjmsr-2504	87	25	et	et	PROPN
bjmsr-2504	87	26	al	al	PROPN
bjmsr-2504	87	27	.	.	PROPN
bjmsr-2504	88	1	(	(	PUNCT
bjmsr-2504	88	2	2025	2025	NUM
bjmsr-2504	88	3	)	)	PUNCT
bjmsr-2504	88	4	nlp	nlp	NOUN
bjmsr-2504	88	5	and	and	CCONJ
bjmsr-2504	88	6	skill	skill	NOUN
bjmsr-2504	88	7	extraction	extraction	NOUN
bjmsr-2504	88	8	nlp	nlp	NOUN
bjmsr-2504	88	9	and	and	CCONJ
bjmsr-2504	88	10	the	the	DET
bjmsr-2504	88	11	use	use	NOUN
bjmsr-2504	88	12	of	of	ADP
bjmsr-2504	88	13	llms	llm	NOUN
bjmsr-2504	88	14	can	can	AUX
bjmsr-2504	88	15	help	help	VERB
bjmsr-2504	88	16	extract	extract	VERB
bjmsr-2504	88	17	competencies	competency	NOUN
bjmsr-2504	88	18	out	out	ADP
bjmsr-2504	88	19	of	of	ADP
bjmsr-2504	88	20	unstructured	unstructured	ADJ
bjmsr-2504	88	21	data	data	NOUN
bjmsr-2504	88	22	targets	target	NOUN
bjmsr-2504	88	23	general	general	ADJ
bjmsr-2504	88	24	employment	employment	NOUN
bjmsr-2504	88	25	opportunities	opportunity	NOUN
bjmsr-2504	88	26	,	,	PUNCT
bjmsr-2504	88	27	though	though	SCONJ
bjmsr-2504	88	28	not	not	PART
bjmsr-2504	88	29	applicable	applicable	ADJ
bjmsr-2504	88	30	to	to	ADP
bjmsr-2504	88	31	academic	academic	ADJ
bjmsr-2504	88	32	environments	environment	NOUN
bjmsr-2504	88	33	or	or	CCONJ
bjmsr-2504	88	34	leadership	leadership	NOUN
bjmsr-2504	88	35	positions	position	NOUN
bjmsr-2504	88	36	deals	deal	NOUN
bjmsr-2504	88	37	with	with	ADP
bjmsr-2504	88	38	unstructured	unstructured	ADJ
bjmsr-2504	88	39	data	datum	NOUN
bjmsr-2504	88	40	in	in	ADP
bjmsr-2504	88	41	the	the	DET
bjmsr-2504	88	42	form	form	NOUN
bjmsr-2504	88	43	of	of	ADP
bjmsr-2504	88	44	positions	position	NOUN
bjmsr-2504	88	45	in	in	ADP
bjmsr-2504	88	46	university	university	NOUN
bjmsr-2504	88	47	leadership	leadership	NOUN
bjmsr-2504	88	48	bevilacqua	bevilacqua	NOUN
bjmsr-2504	88	49	et	et	PROPN
bjmsr-2504	88	50	al	al	PROPN
bjmsr-2504	88	51	.	.	PROPN
bjmsr-2504	89	1	(	(	PUNCT
bjmsr-2504	89	2	2025	2025	NUM
bjmsr-2504	89	3	)	)	PUNCT
bjmsr-2504	89	4	ai	ai	NOUN
bjmsr-2504	89	5	-	-	PUNCT
bjmsr-2504	89	6	based	base	VERB
bjmsr-2504	89	7	executive	executive	ADJ
bjmsr-2504	89	8	training	training	NOUN
bjmsr-2504	89	9	the	the	DET
bjmsr-2504	89	10	dynamic	dynamic	ADJ
bjmsr-2504	89	11	personalization	personalization	NOUN
bjmsr-2504	89	12	advances	advance	VERB
bjmsr-2504	89	13	strategic	strategic	ADJ
bjmsr-2504	89	14	learning	learn	VERB
bjmsr-2504	89	15	the	the	DET
bjmsr-2504	89	16	theoretical	theoretical	ADJ
bjmsr-2504	89	17	profiling	profiling	NOUN
bjmsr-2504	89	18	does	do	AUX
bjmsr-2504	89	19	not	not	PART
bjmsr-2504	89	20	employ	employ	VERB
bjmsr-2504	89	21	a	a	DET
bjmsr-2504	89	22	real	real	ADJ
bjmsr-2504	89	23	-	-	PUNCT
bjmsr-2504	89	24	time	time	NOUN
bjmsr-2504	89	25	and	and	CCONJ
bjmsr-2504	89	26	widespread	widespread	ADJ
bjmsr-2504	89	27	institutional	institutional	ADJ
bjmsr-2504	89	28	practice	practice	NOUN
bjmsr-2504	89	29	offers	offer	VERB
bjmsr-2504	89	30	a	a	DET
bjmsr-2504	89	31	practical	practical	ADJ
bjmsr-2504	89	32	system	system	NOUN
bjmsr-2504	89	33	that	that	PRON
bjmsr-2504	89	34	tests	test	VERB
bjmsr-2504	89	35	its	its	PRON
bjmsr-2504	89	36	accuracy	accuracy	NOUN
bjmsr-2504	89	37	on	on	ADP
bjmsr-2504	89	38	real	real	ADJ
bjmsr-2504	89	39	institutional	institutional	ADJ
bjmsr-2504	89	40	positions	position	NOUN
bjmsr-2504	89	41	at	at	ADP
bjmsr-2504	89	42	leadership	leadership	NOUN
bjmsr-2504	89	43	levels	level	NOUN
bjmsr-2504	89	44	chen	chen	PROPN
bjmsr-2504	89	45	(	(	PUNCT
bjmsr-2504	89	46	2025	2025	NUM
bjmsr-2504	89	47	)	)	PUNCT
bjmsr-2504	89	48	ai	ai	PROPN
bjmsr-2504	89	49	-	-	PUNCT
bjmsr-2504	89	50	ldp	ldp	PROPN
bjmsr-2504	89	51	framework	framework	NOUN
bjmsr-2504	89	52	suggests	suggest	VERB
bjmsr-2504	89	53	customized	customize	VERB
bjmsr-2504	89	54	and	and	CCONJ
bjmsr-2504	89	55	flexible	flexible	ADJ
bjmsr-2504	89	56	approaches	approach	NOUN
bjmsr-2504	89	57	to	to	ADP
bjmsr-2504	89	58	leadership	leadership	NOUN
bjmsr-2504	89	59	development	development	NOUN
bjmsr-2504	89	60	,	,	PUNCT
bjmsr-2504	89	61	it	it	PRON
bjmsr-2504	89	62	had	have	AUX
bjmsr-2504	89	63	not	not	PART
bjmsr-2504	89	64	been	be	AUX
bjmsr-2504	89	65	implemented	implement	VERB
bjmsr-2504	89	66	either	either	CCONJ
bjmsr-2504	89	67	empirically	empirically	ADV
bjmsr-2504	89	68	or	or	CCONJ
bjmsr-2504	89	69	technically	technically	ADV
bjmsr-2504	89	70	it	it	PRON
bjmsr-2504	89	71	is	be	AUX
bjmsr-2504	89	72	purely	purely	ADV
bjmsr-2504	89	73	a	a	DET
bjmsr-2504	89	74	conceptual	conceptual	ADJ
bjmsr-2504	89	75	model	model	NOUN
bjmsr-2504	89	76	.	.	PUNCT
bjmsr-2504	90	1	technically	technically	ADV
bjmsr-2504	90	2	implements	implement	VERB
bjmsr-2504	90	3	a	a	DET
bjmsr-2504	90	4	model	model	NOUN
bjmsr-2504	90	5	using	use	VERB
bjmsr-2504	90	6	python	python	NOUN
bjmsr-2504	90	7	and	and	CCONJ
bjmsr-2504	90	8	a	a	DET
bjmsr-2504	90	9	graphical	graphical	ADJ
bjmsr-2504	90	10	presentation	presentation	NOUN
bjmsr-2504	90	11	of	of	ADP
bjmsr-2504	90	12	the	the	DET
bjmsr-2504	90	13	data	datum	NOUN
bjmsr-2504	90	14	it	it	PRON
bjmsr-2504	90	15	generates	generate	VERB
bjmsr-2504	90	16	.	.	PUNCT
bjmsr-2504	91	1	vargas	vargas	PROPN
bjmsr-2504	91	2	portillo	portillo	PROPN
bjmsr-2504	91	3	(	(	PUNCT
bjmsr-2504	91	4	2025	2025	NUM
bjmsr-2504	91	5	)	)	PUNCT
bjmsr-2504	91	6	ai	ai	VERB
bjmsr-2504	91	7	in	in	ADP
bjmsr-2504	91	8	leadership	leadership	NOUN
bjmsr-2504	91	9	and	and	CCONJ
bjmsr-2504	91	10	planning	planning	NOUN
bjmsr-2504	91	11	demonstrates	demonstrate	VERB
bjmsr-2504	91	12	the	the	DET
bjmsr-2504	91	13	balance	balance	NOUN
bjmsr-2504	91	14	of	of	ADP
bjmsr-2504	91	15	ai	ai	ADJ
bjmsr-2504	91	16	tools	tool	NOUN
bjmsr-2504	91	17	and	and	CCONJ
bjmsr-2504	91	18	human	human	ADJ
bjmsr-2504	91	19	demands	demand	NOUN
bjmsr-2504	91	20	of	of	ADP
bjmsr-2504	91	21	leadership	leadership	NOUN
bjmsr-2504	91	22	required	require	VERB
bjmsr-2504	91	23	no	no	DET
bjmsr-2504	91	24	implementation	implementation	NOUN
bjmsr-2504	91	25	or	or	CCONJ
bjmsr-2504	91	26	path	path	NOUN
bjmsr-2504	91	27	of	of	ADP
bjmsr-2504	91	28	the	the	DET
bjmsr-2504	91	29	training	training	NOUN
bjmsr-2504	91	30	mapping	mapping	NOUN
bjmsr-2504	91	31	provides	provide	VERB
bjmsr-2504	91	32	a	a	DET
bjmsr-2504	91	33	way	way	NOUN
bjmsr-2504	91	34	of	of	ADP
bjmsr-2504	91	35	mapping	map	VERB
bjmsr-2504	91	36	the	the	DET
bjmsr-2504	91	37	courses	course	NOUN
bjmsr-2504	91	38	of	of	ADP
bjmsr-2504	91	39	interest	interest	NOUN
bjmsr-2504	91	40	based	base	VERB
bjmsr-2504	91	41	on	on	ADP
bjmsr-2504	91	42	real	real	ADJ
bjmsr-2504	91	43	competencies	competency	NOUN
bjmsr-2504	91	44	to	to	ADP
bjmsr-2504	91	45	those	those	PRON
bjmsr-2504	91	46	recommended	recommend	VERB
bjmsr-2504	91	47	by	by	ADP
bjmsr-2504	91	48	ai	ai	INTJ
bjmsr-2504	91	49	atluri	atluri	PROPN
bjmsr-2504	91	50	and	and	CCONJ
bjmsr-2504	91	51	reddy	reddy	PROPN
bjmsr-2504	91	52	(	(	PUNCT
bjmsr-2504	91	53	2025	2025	NUM
bjmsr-2504	91	54	)	)	PUNCT
bjmsr-2504	91	55	ai	ai	VERB
bjmsr-2504	91	56	in	in	ADP
bjmsr-2504	91	57	talent	talent	NOUN
bjmsr-2504	91	58	acquisition	acquisition	NOUN
bjmsr-2504	91	59	oracle	oracle	PROPN
bjmsr-2504	91	60	hcm	hcm	PROPN
bjmsr-2504	91	61	improves	improve	VERB
bjmsr-2504	91	62	the	the	DET
bjmsr-2504	91	63	process	process	NOUN
bjmsr-2504	91	64	of	of	ADP
bjmsr-2504	91	65	recruiting	recruit	VERB
bjmsr-2504	91	66	due	due	ADJ
bjmsr-2504	91	67	to	to	ADP
bjmsr-2504	91	68	potential	potential	ADJ
bjmsr-2504	91	69	ai	ai	NOUN
bjmsr-2504	91	70	tools	tool	NOUN
bjmsr-2504	91	71	deals	deal	NOUN
bjmsr-2504	91	72	with	with	ADP
bjmsr-2504	91	73	participants	participant	NOUN
bjmsr-2504	91	74	of	of	ADP
bjmsr-2504	91	75	the	the	DET
bjmsr-2504	91	76	private	private	ADJ
bjmsr-2504	91	77	job	job	NOUN
bjmsr-2504	91	78	market	market	NOUN
bjmsr-2504	91	79	and	and	CCONJ
bjmsr-2504	91	80	excludes	exclude	VERB
bjmsr-2504	91	81	academic	academic	ADJ
bjmsr-2504	91	82	leadership	leadership	NOUN
bjmsr-2504	91	83	training	training	NOUN
bjmsr-2504	91	84	appropriates	appropriate	VERB
bjmsr-2504	91	85	the	the	DET
bjmsr-2504	91	86	same	same	ADJ
bjmsr-2504	91	87	principles	principle	NOUN
bjmsr-2504	91	88	to	to	ADP
bjmsr-2504	91	89	academic	academic	ADJ
bjmsr-2504	91	90	leadership	leadership	NOUN
bjmsr-2504	91	91	training	training	NOUN
bjmsr-2504	91	92	based	base	VERB
bjmsr-2504	91	93	on	on	ADP
bjmsr-2504	91	94	data	datum	NOUN
bjmsr-2504	91	95	provided	provide	VERB
bjmsr-2504	91	96	by	by	ADP
bjmsr-2504	91	97	public	public	ADJ
bjmsr-2504	91	98	universities	university	NOUN
bjmsr-2504	91	99	chakraborty	chakraborty	NOUN
bjmsr-2504	91	100	and	and	CCONJ
bjmsr-2504	91	101	sharada	sharada	PROPN
bjmsr-2504	91	102	(	(	PUNCT
bjmsr-2504	91	103	2025	2025	NUM
bjmsr-2504	91	104	)	)	PUNCT
bjmsr-2504	91	105	human	human	NOUN
bjmsr-2504	91	106	-	-	PUNCT
bjmsr-2504	91	107	ai	ai	NOUN
bjmsr-2504	91	108	collaboration	collaboration	NOUN
bjmsr-2504	91	109	in	in	ADP
bjmsr-2504	91	110	hiring	hire	VERB
bjmsr-2504	91	111	ai	ai	NOUN
bjmsr-2504	91	112	enhances	enhance	NOUN
bjmsr-2504	91	113	efficiency	efficiency	NOUN
bjmsr-2504	91	114	,	,	PUNCT
bjmsr-2504	91	115	yet	yet	CCONJ
bjmsr-2504	91	116	human	human	ADJ
bjmsr-2504	91	117	empathy	empathy	NOUN
bjmsr-2504	91	118	still	still	ADV
bjmsr-2504	91	119	plays	play	VERB
bjmsr-2504	91	120	a	a	DET
bjmsr-2504	91	121	critical	critical	ADJ
bjmsr-2504	91	122	role	role	NOUN
bjmsr-2504	91	123	no	no	DET
bjmsr-2504	91	124	integration	integration	NOUN
bjmsr-2504	91	125	of	of	ADP
bjmsr-2504	91	126	emotional	emotional	ADJ
bjmsr-2504	91	127	or	or	CCONJ
bjmsr-2504	91	128	strategic	strategic	ADJ
bjmsr-2504	91	129	context	context	NOUN
bjmsr-2504	91	130	in	in	ADP
bjmsr-2504	91	131	the	the	DET
bjmsr-2504	91	132	tone	tone	NOUN
bjmsr-2504	91	133	of	of	ADP
bjmsr-2504	91	134	training	training	NOUN
bjmsr-2504	91	135	development	development	NOUN
bjmsr-2504	91	136	strategy	strategy	NOUN
bjmsr-2504	91	137	,	,	PUNCT
bjmsr-2504	91	138	cost	cost	NOUN
bjmsr-2504	91	139	,	,	PUNCT
bjmsr-2504	91	140	and	and	CCONJ
bjmsr-2504	91	141	relevance	relevance	NOUN
bjmsr-2504	91	142	are	be	AUX
bjmsr-2504	91	143	taken	take	VERB
bjmsr-2504	91	144	into	into	ADP
bjmsr-2504	91	145	account	account	NOUN
bjmsr-2504	91	146	during	during	ADP
bjmsr-2504	91	147	the	the	DET
bjmsr-2504	91	148	development	development	NOUN
bjmsr-2504	91	149	of	of	ADP
bjmsr-2504	91	150	leadership	leadership	NOUN
bjmsr-2504	91	151	training	training	NOUN
bjmsr-2504	91	152	.	.	PUNCT
bjmsr-2504	92	1	strategy	strategy	NOUN
bjmsr-2504	92	2	,	,	PUNCT
bjmsr-2504	92	3	cost	cost	NOUN
bjmsr-2504	92	4	,	,	PUNCT
bjmsr-2504	92	5	and	and	CCONJ
bjmsr-2504	92	6	relevant	relevant	ADJ
bjmsr-2504	92	7	thought	thought	NOUN
bjmsr-2504	92	8	are	be	AUX
bjmsr-2504	92	9	very	very	ADV
bjmsr-2504	92	10	important	important	ADJ
bjmsr-2504	92	11	factors	factor	NOUN
bjmsr-2504	92	12	in	in	ADP
bjmsr-2504	92	13	the	the	DET
bjmsr-2504	92	14	development	development	NOUN
bjmsr-2504	92	15	of	of	ADP
bjmsr-2504	92	16	training	training	NOUN
bjmsr-2504	92	17	;	;	PUNCT
bjmsr-2504	92	18	however	however	ADV
bjmsr-2504	92	19	,	,	PUNCT
bjmsr-2504	92	20	the	the	DET
bjmsr-2504	92	21	development	development	NOUN
bjmsr-2504	92	22	of	of	ADP
bjmsr-2504	92	23	automated	automate	VERB
bjmsr-2504	92	24	training	training	NOUN
bjmsr-2504	92	25	does	do	AUX
bjmsr-2504	92	26	not	not	PART
bjmsr-2504	92	27	consider	consider	VERB
bjmsr-2504	92	28	emotional	emotional	ADJ
bjmsr-2504	92	29	and	and	CCONJ
bjmsr-2504	92	30	strategic	strategic	ADJ
bjmsr-2504	92	31	context	context	NOUN
bjmsr-2504	92	32	cai	cai	X
bjmsr-2504	92	33	et	et	PROPN
bjmsr-2504	92	34	al	al	PROPN
bjmsr-2504	92	35	.	.	PROPN
bjmsr-2504	93	1	(	(	PUNCT
bjmsr-2504	93	2	2025	2025	NUM
bjmsr-2504	93	3	)	)	PUNCT
bjmsr-2504	93	4	nlp	nlp	NOUN
bjmsr-2504	93	5	and	and	CCONJ
bjmsr-2504	93	6	neural	neural	ADJ
bjmsr-2504	93	7	conversation	conversation	NOUN
bjmsr-2504	93	8	modeling	model	VERB
bjmsr-2504	93	9	the	the	DET
bjmsr-2504	93	10	nlp	nlp	NOUN
bjmsr-2504	93	11	discloses	disclose	VERB
bjmsr-2504	93	12	dynamic	dynamic	ADJ
bjmsr-2504	93	13	patterns	pattern	NOUN
bjmsr-2504	93	14	of	of	ADP
bjmsr-2504	93	15	brain	brain	NOUN
bjmsr-2504	93	16	activity	activity	NOUN
bjmsr-2504	93	17	during	during	ADP
bjmsr-2504	93	18	the	the	DET
bjmsr-2504	93	19	communication	communication	NOUN
bjmsr-2504	93	20	process	process	NOUN
bjmsr-2504	93	21	.	.	PUNCT
bjmsr-2504	94	1	it	it	PRON
bjmsr-2504	94	2	is	be	AUX
bjmsr-2504	94	3	not	not	PART
bjmsr-2504	94	4	directly	directly	ADV
bjmsr-2504	94	5	connected	connect	VERB
bjmsr-2504	94	6	to	to	ADP
bjmsr-2504	94	7	hr	hr	NOUN
bjmsr-2504	94	8	,	,	PUNCT
bjmsr-2504	94	9	but	but	CCONJ
bjmsr-2504	94	10	facilitates	facilitate	VERB
bjmsr-2504	94	11	the	the	DET
bjmsr-2504	94	12	contextual	contextual	ADJ
bjmsr-2504	94	13	processing	processing	NOUN
bjmsr-2504	94	14	abilities	ability	NOUN
bjmsr-2504	94	15	of	of	ADP
bjmsr-2504	94	16	ai	ai	PROPN
bjmsr-2504	94	17	.	.	PROPN
bjmsr-2504	94	18	contextual	contextual	ADJ
bjmsr-2504	94	19	nlp	nlp	NOUN
bjmsr-2504	94	20	contextualizes	contextualize	VERB
bjmsr-2504	94	21	the	the	DET
bjmsr-2504	94	22	training	training	NOUN
bjmsr-2504	94	23	by	by	ADP
bjmsr-2504	94	24	the	the	DET
bjmsr-2504	94	25	strategic	strategic	ADJ
bjmsr-2504	94	26	and	and	CCONJ
bjmsr-2504	94	27	operational	operational	ADJ
bjmsr-2504	94	28	plans	plan	NOUN
bjmsr-2504	94	29	.	.	PUNCT
bjmsr-2504	95	1	arfah	arfah	NOUN
bjmsr-2504	95	2	(	(	PUNCT
bjmsr-2504	95	3	2025	2025	NUM
bjmsr-2504	95	4	)	)	PUNCT
bjmsr-2504	95	5	ai	ai	VERB
bjmsr-2504	95	6	in	in	ADP
bjmsr-2504	95	7	hr	hr	NOUN
bjmsr-2504	95	8	operations	operation	NOUN
bjmsr-2504	95	9	and	and	CCONJ
bjmsr-2504	95	10	ethics	ethic	NOUN
bjmsr-2504	95	11	ai	ai	AUX
bjmsr-2504	95	12	enhancing	enhance	VERB
bjmsr-2504	95	13	performance	performance	NOUN
bjmsr-2504	95	14	with	with	ADP
bjmsr-2504	95	15	ai	ai	PROPN
bjmsr-2504	95	16	requires	require	VERB
bjmsr-2504	95	17	transparency	transparency	NOUN
bjmsr-2504	95	18	and	and	CCONJ
bjmsr-2504	95	19	ethical	ethical	ADJ
bjmsr-2504	95	20	management	management	NOUN
bjmsr-2504	95	21	.	.	PUNCT
bjmsr-2504	96	1	no	no	DET
bjmsr-2504	96	2	focus	focus	NOUN
bjmsr-2504	96	3	on	on	ADP
bjmsr-2504	96	4	academic	academic	ADJ
bjmsr-2504	96	5	training	training	NOUN
bjmsr-2504	96	6	systems	system	NOUN
bjmsr-2504	96	7	suggests	suggest	VERB
bjmsr-2504	96	8	ethical	ethical	ADJ
bjmsr-2504	96	9	ai	ai	NOUN
bjmsr-2504	96	10	application	application	NOUN
bjmsr-2504	96	11	and	and	CCONJ
bjmsr-2504	96	12	functionality	functionality	NOUN
bjmsr-2504	96	13	in	in	ADP
bjmsr-2504	96	14	the	the	DET
bjmsr-2504	96	15	development	development	NOUN
bjmsr-2504	96	16	of	of	ADP
bjmsr-2504	96	17	university	university	NOUN
bjmsr-2504	96	18	leadership	leadership	NOUN
bjmsr-2504	96	19	praba	praba	PROPN
bjmsr-2504	96	20	et	et	PROPN
bjmsr-2504	96	21	al	al	PROPN
bjmsr-2504	96	22	.	.	PROPN
bjmsr-2504	97	1	(	(	PUNCT
bjmsr-2504	97	2	2024	2024	NUM
bjmsr-2504	97	3	)	)	PUNCT
bjmsr-2504	97	4	tong	tong	PROPN
bjmsr-2504	97	5	et	et	PROPN
bjmsr-2504	97	6	al	al	PROPN
bjmsr-2504	97	7	.	.	PROPN
bjmsr-2504	98	1	(	(	PUNCT
bjmsr-2504	98	2	2021	2021	NUM
bjmsr-2504	98	3	)	)	PUNCT
bjmsr-2504	98	4	predictive	predictive	ADJ
bjmsr-2504	98	5	analytics	analytic	NOUN
bjmsr-2504	98	6	and	and	CCONJ
bjmsr-2504	98	7	hiring	hire	VERB
bjmsr-2504	98	8	bots	bot	NOUN
bjmsr-2504	98	9	prediction	prediction	NOUN
bjmsr-2504	98	10	tools	tool	NOUN
bjmsr-2504	98	11	eliminate	eliminate	VERB
bjmsr-2504	98	12	bias	bias	NOUN
bjmsr-2504	98	13	and	and	CCONJ
bjmsr-2504	98	14	maximize	maximize	VERB
bjmsr-2504	98	15	decision	decision	NOUN
bjmsr-2504	98	16	-	-	PUNCT
bjmsr-2504	98	17	making	make	VERB
bjmsr-2504	98	18	intentional	intentional	ADJ
bjmsr-2504	98	19	absences	absence	NOUN
bjmsr-2504	98	20	focus	focus	VERB
bjmsr-2504	98	21	on	on	ADP
bjmsr-2504	98	22	training	training	NOUN
bjmsr-2504	98	23	or	or	CCONJ
bjmsr-2504	98	24	academically	academically	ADV
bjmsr-2504	98	25	specific	specific	ADJ
bjmsr-2504	98	26	skills	skill	NOUN
bjmsr-2504	98	27	tailors	tailor	NOUN
bjmsr-2504	98	28	the	the	DET
bjmsr-2504	98	29	models	model	NOUN
bjmsr-2504	98	30	of	of	ADP
bjmsr-2504	98	31	ai	ai	VERB
bjmsr-2504	98	32	to	to	ADP
bjmsr-2504	98	33	the	the	DET
bjmsr-2504	98	34	university	university	NOUN
bjmsr-2504	98	35	.	.	PUNCT
bjmsr-2504	99	1	the	the	DET
bjmsr-2504	99	2	flexibility	flexibility	NOUN
bjmsr-2504	99	3	of	of	ADP
bjmsr-2504	99	4	the	the	DET
bjmsr-2504	99	5	models	model	NOUN
bjmsr-2504	99	6	makes	make	VERB
bjmsr-2504	99	7	them	they	PRON
bjmsr-2504	99	8	relevant	relevant	ADJ
bjmsr-2504	99	9	and	and	CCONJ
bjmsr-2504	99	10	attainable	attainable	ADJ
bjmsr-2504	99	11	in	in	ADP
bjmsr-2504	99	12	terms	term	NOUN
bjmsr-2504	99	13	of	of	ADP
bjmsr-2504	99	14	results	result	NOUN
bjmsr-2504	99	15	khan	khan	PROPN
bjmsr-2504	99	16	et	et	PROPN
bjmsr-2504	99	17	al	al	PROPN
bjmsr-2504	99	18	.	.	PROPN
bjmsr-2504	100	1	(	(	PUNCT
bjmsr-2504	100	2	2025	2025	NUM
bjmsr-2504	100	3	)	)	PUNCT
bjmsr-2504	100	4	hamdan	hamdan	PROPN
bjmsr-2504	100	5	(	(	PUNCT
bjmsr-2504	100	6	2025b	2025b	NUM
bjmsr-2504	100	7	)	)	PUNCT
bjmsr-2504	100	8	alenezi	alenezi	PUNCT
bjmsr-2504	100	9	and	and	CCONJ
bjmsr-2504	100	10	akour	akour	NOUN
bjmsr-2504	100	11	(	(	PUNCT
bjmsr-2504	100	12	2025	2025	NUM
bjmsr-2504	100	13	)	)	PUNCT
bjmsr-2504	100	14	ai	ai	VERB
bjmsr-2504	100	15	ethics	ethic	NOUN
bjmsr-2504	100	16	in	in	ADP
bjmsr-2504	100	17	higher	high	ADJ
bjmsr-2504	100	18	education	education	PROPN
bjmsr-2504	100	19	hrm	hrm	PROPN
bjmsr-2504	100	20	hrm	hrm	PROPN
bjmsr-2504	100	21	inevitable	inevitable	ADJ
bjmsr-2504	100	22	that	that	SCONJ
bjmsr-2504	100	23	ethical	ethical	ADJ
bjmsr-2504	100	24	frameworks	framework	NOUN
bjmsr-2504	100	25	gain	gain	VERB
bjmsr-2504	100	26	domain	domain	NOUN
bjmsr-2504	100	27	-	-	PUNCT
bjmsr-2504	100	28	specificity	specificity	NOUN
bjmsr-2504	100	29	existing	exist	VERB
bjmsr-2504	100	30	models	model	NOUN
bjmsr-2504	100	31	are	be	AUX
bjmsr-2504	100	32	not	not	PART
bjmsr-2504	100	33	suited	suit	VERB
bjmsr-2504	100	34	for	for	ADP
bjmsr-2504	100	35	academic	academic	ADJ
bjmsr-2504	100	36	leadership	leadership	NOUN
bjmsr-2504	100	37	without	without	ADP
bjmsr-2504	100	38	adaptation	adaptation	NOUN
bjmsr-2504	100	39	shannaq	shannaq	PROPN
bjmsr-2504	100	40	et	et	PROPN
bjmsr-2504	100	41	al	al	PROPN
bjmsr-2504	100	42	.	.	PROPN
bjmsr-2504	100	43	,	,	PUNCT
bjmsr-2504	100	44	bangladesh	bangladesh	PROPN
bjmsr-2504	100	45	journal	journal	NOUN
bjmsr-2504	100	46	of	of	ADP
bjmsr-2504	100	47	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	100	48	scientific	scientific	ADJ
bjmsr-2504	100	49	research	research	NOUN
bjmsr-2504	100	50	10(5	10(5	NOUN
bjmsr-2504	100	51	)	)	PUNCT
bjmsr-2504	100	52	(	(	PUNCT
bjmsr-2504	100	53	2025	2025	NUM
bjmsr-2504	100	54	)	)	PUNCT
bjmsr-2504	100	55	,	,	PUNCT
bjmsr-2504	100	56	1	1	NUM
bjmsr-2504	100	57	-	-	SYM
bjmsr-2504	100	58	11	11	NUM
bjmsr-2504	100	59	4	4	NUM
bjmsr-2504	100	60	the	the	DET
bjmsr-2504	100	61	present	present	ADJ
bjmsr-2504	100	62	study	study	NOUN
bjmsr-2504	100	63	proposes	propose	VERB
bjmsr-2504	100	64	a	a	DET
bjmsr-2504	100	65	fully	fully	ADV
bjmsr-2504	100	66	automated	automate	VERB
bjmsr-2504	100	67	ai	ai	NOUN
bjmsr-2504	100	68	-	-	PUNCT
bjmsr-2504	100	69	based	base	VERB
bjmsr-2504	100	70	system	system	NOUN
bjmsr-2504	100	71	that	that	PRON
bjmsr-2504	100	72	utilizes	utilize	VERB
bjmsr-2504	100	73	actual	actual	ADJ
bjmsr-2504	100	74	university	university	NOUN
bjmsr-2504	100	75	job	job	NOUN
bjmsr-2504	100	76	description	description	NOUN
bjmsr-2504	100	77	data	datum	NOUN
bjmsr-2504	100	78	from	from	ADP
bjmsr-2504	100	79	the	the	DET
bjmsr-2504	100	80	gulf	gulf	PROPN
bjmsr-2504	100	81	region	region	NOUN
bjmsr-2504	100	82	.	.	PUNCT
bjmsr-2504	101	1	it	it	PRON
bjmsr-2504	101	2	is	be	AUX
bjmsr-2504	101	3	the	the	DET
bjmsr-2504	101	4	only	only	ADJ
bjmsr-2504	101	5	method	method	NOUN
bjmsr-2504	101	6	that	that	PRON
bjmsr-2504	101	7	employs	employ	VERB
bjmsr-2504	101	8	both	both	CCONJ
bjmsr-2504	101	9	nlp	nlp	NOUN
bjmsr-2504	101	10	and	and	CCONJ
bjmsr-2504	101	11	mcdm	mcdm	ADJ
bjmsr-2504	101	12	to	to	PART
bjmsr-2504	101	13	retrieve	retrieve	VERB
bjmsr-2504	101	14	leadership	leadership	NOUN
bjmsr-2504	101	15	competencies	competency	NOUN
bjmsr-2504	101	16	and	and	CCONJ
bjmsr-2504	101	17	match	match	VERB
bjmsr-2504	101	18	them	they	PRON
bjmsr-2504	101	19	to	to	ADP
bjmsr-2504	101	20	individual	individual	ADJ
bjmsr-2504	101	21	learning	learning	NOUN
bjmsr-2504	101	22	plans	plan	NOUN
bjmsr-2504	101	23	,	,	PUNCT
bjmsr-2504	101	24	utilizing	utilize	VERB
bjmsr-2504	101	25	graph	graph	NOUN
bjmsr-2504	101	26	simulation	simulation	NOUN
bjmsr-2504	101	27	.	.	PUNCT
bjmsr-2504	102	1	that	that	PRON
bjmsr-2504	102	2	fills	fill	VERB
bjmsr-2504	102	3	the	the	DET
bjmsr-2504	102	4	gap	gap	NOUN
bjmsr-2504	102	5	between	between	ADP
bjmsr-2504	102	6	the	the	DET
bjmsr-2504	102	7	theoretical	theoretical	ADJ
bjmsr-2504	102	8	framework	framework	NOUN
bjmsr-2504	102	9	and	and	CCONJ
bjmsr-2504	102	10	the	the	DET
bjmsr-2504	102	11	practical	practical	ADJ
bjmsr-2504	102	12	application	application	NOUN
bjmsr-2504	102	13	of	of	ADP
bjmsr-2504	102	14	ai	ai	NOUN
bjmsr-2504	102	15	in	in	ADP
bjmsr-2504	102	16	the	the	DET
bjmsr-2504	102	17	strategic	strategic	ADJ
bjmsr-2504	102	18	development	development	NOUN
bjmsr-2504	102	19	of	of	ADP
bjmsr-2504	102	20	hr	hr	NOUN
bjmsr-2504	102	21	concepts	concept	NOUN
bjmsr-2504	102	22	in	in	ADP
bjmsr-2504	102	23	academia	academia	NOUN
bjmsr-2504	102	24	.	.	PUNCT
bjmsr-2504	103	1	this	this	DET
bjmsr-2504	103	2	work	work	NOUN
bjmsr-2504	103	3	proposes	propose	VERB
bjmsr-2504	103	4	to	to	PART
bjmsr-2504	103	5	create	create	VERB
bjmsr-2504	103	6	and	and	CCONJ
bjmsr-2504	103	7	test	test	VERB
bjmsr-2504	103	8	a	a	DET
bjmsr-2504	103	9	computerized	computerized	ADJ
bjmsr-2504	103	10	program	program	NOUN
bjmsr-2504	103	11	based	base	VERB
bjmsr-2504	103	12	on	on	ADP
bjmsr-2504	103	13	ai	ai	VERB
bjmsr-2504	103	14	to	to	PART
bjmsr-2504	103	15	derive	derive	VERB
bjmsr-2504	103	16	core	core	ADJ
bjmsr-2504	103	17	capabilities	capability	NOUN
bjmsr-2504	103	18	of	of	ADP
bjmsr-2504	103	19	the	the	DET
bjmsr-2504	103	20	jobs	job	NOUN
bjmsr-2504	103	21	listed	list	VERB
bjmsr-2504	103	22	in	in	ADP
bjmsr-2504	103	23	positions	position	NOUN
bjmsr-2504	103	24	of	of	ADP
bjmsr-2504	103	25	leadership	leadership	NOUN
bjmsr-2504	103	26	and	and	CCONJ
bjmsr-2504	103	27	match	match	VERB
bjmsr-2504	103	28	them	they	PRON
bjmsr-2504	103	29	to	to	ADP
bjmsr-2504	103	30	strategic	strategic	ADJ
bjmsr-2504	103	31	learning	learning	NOUN
bjmsr-2504	103	32	roadmaps	roadmap	NOUN
bjmsr-2504	103	33	through	through	ADP
bjmsr-2504	103	34	nlp	nlp	NOUN
bjmsr-2504	103	35	and	and	CCONJ
bjmsr-2504	103	36	multi	multi	ADJ
bjmsr-2504	103	37	-	-	ADJ
bjmsr-2504	103	38	criteria	criterion	NOUN
bjmsr-2504	103	39	decision	decision	NOUN
bjmsr-2504	103	40	-	-	PUNCT
bjmsr-2504	103	41	making	make	VERB
bjmsr-2504	103	42	techniques	technique	NOUN
bjmsr-2504	103	43	.	.	PUNCT
bjmsr-2504	104	1	this	this	DET
bjmsr-2504	104	2	study	study	NOUN
bjmsr-2504	104	3	,	,	PUNCT
bjmsr-2504	104	4	therefore	therefore	ADV
bjmsr-2504	104	5	,	,	PUNCT
bjmsr-2504	104	6	considers	consider	VERB
bjmsr-2504	104	7	the	the	DET
bjmsr-2504	104	8	following	follow	VERB
bjmsr-2504	104	9	assumptions	assumption	NOUN
bjmsr-2504	104	10	(	(	PUNCT
bjmsr-2504	104	11	a1	a1	NOUN
bjmsr-2504	104	12	-	-	PUNCT
bjmsr-2504	104	13	a3	a3	NOUN
bjmsr-2504	104	14	)	)	PUNCT
bjmsr-2504	104	15	.	.	PUNCT
bjmsr-2504	105	1	a1	a1	NOUN
bjmsr-2504	105	2	:	:	PUNCT
bjmsr-2504	105	3	the	the	DET
bjmsr-2504	105	4	ai	ai	ADJ
bjmsr-2504	105	5	-	-	PUNCT
bjmsr-2504	105	6	driven	drive	VERB
bjmsr-2504	105	7	nlp	nlp	NOUN
bjmsr-2504	105	8	systems	system	NOUN
bjmsr-2504	105	9	will	will	AUX
bjmsr-2504	105	10	be	be	AUX
bjmsr-2504	105	11	able	able	ADJ
bjmsr-2504	105	12	to	to	PART
bjmsr-2504	105	13	retrieve	retrieve	VERB
bjmsr-2504	105	14	the	the	DET
bjmsr-2504	105	15	leadership	leadership	NOUN
bjmsr-2504	105	16	competencies	competency	NOUN
bjmsr-2504	105	17	from	from	ADP
bjmsr-2504	105	18	the	the	DET
bjmsr-2504	105	19	unstructured	unstructured	ADJ
bjmsr-2504	105	20	job	job	NOUN
bjmsr-2504	105	21	description	description	NOUN
bjmsr-2504	105	22	effectively	effectively	ADV
bjmsr-2504	105	23	.	.	PUNCT
bjmsr-2504	106	1	a2	a2	PROPN
bjmsr-2504	106	2	:	:	PUNCT
bjmsr-2504	106	3	a	a	DET
bjmsr-2504	106	4	multi	multi	ADJ
bjmsr-2504	106	5	-	-	ADJ
bjmsr-2504	106	6	criteria	criteria	ADJ
bjmsr-2504	106	7	decision	decision	NOUN
bjmsr-2504	106	8	model	model	NOUN
bjmsr-2504	106	9	is	be	AUX
bjmsr-2504	106	10	suitable	suitable	ADJ
bjmsr-2504	106	11	for	for	ADP
bjmsr-2504	106	12	matching	match	VERB
bjmsr-2504	106	13	competencies	competency	NOUN
bjmsr-2504	106	14	that	that	PRON
bjmsr-2504	106	15	have	have	AUX
bjmsr-2504	106	16	been	be	AUX
bjmsr-2504	106	17	extracted	extract	VERB
bjmsr-2504	106	18	with	with	ADP
bjmsr-2504	106	19	appropriate	appropriate	ADJ
bjmsr-2504	106	20	training	training	NOUN
bjmsr-2504	106	21	programs	program	NOUN
bjmsr-2504	106	22	.	.	PUNCT
bjmsr-2504	107	1	a3	a3	NOUN
bjmsr-2504	107	2	:	:	PUNCT
bjmsr-2504	107	3	strategic	strategic	ADJ
bjmsr-2504	107	4	leadership	leadership	NOUN
bjmsr-2504	107	5	development	development	NOUN
bjmsr-2504	107	6	through	through	ADP
bjmsr-2504	107	7	ai	ai	PROPN
bjmsr-2504	107	8	is	be	AUX
bjmsr-2504	107	9	significantly	significantly	ADV
bjmsr-2504	107	10	more	more	ADV
bjmsr-2504	107	11	efficient	efficient	ADJ
bjmsr-2504	107	12	and	and	CCONJ
bjmsr-2504	107	13	aligned	aligned	ADJ
bjmsr-2504	107	14	than	than	ADP
bjmsr-2504	107	15	its	its	PRON
bjmsr-2504	107	16	manual	manual	ADJ
bjmsr-2504	107	17	counterparts	counterpart	NOUN
bjmsr-2504	107	18	.	.	PUNCT
bjmsr-2504	108	1	materials	material	NOUN
bjmsr-2504	108	2	and	and	CCONJ
bjmsr-2504	108	3	methods	method	NOUN
bjmsr-2504	108	4	the	the	DET
bjmsr-2504	108	5	system	system	NOUN
bjmsr-2504	108	6	contains	contain	VERB
bjmsr-2504	108	7	two	two	NUM
bjmsr-2504	108	8	primary	primary	ADJ
bjmsr-2504	108	9	modules	module	NOUN
bjmsr-2504	108	10	that	that	PRON
bjmsr-2504	108	11	enhance	enhance	VERB
bjmsr-2504	108	12	hr	hr	NOUN
bjmsr-2504	108	13	development	development	NOUN
bjmsr-2504	108	14	strategy	strategy	NOUN
bjmsr-2504	108	15	performance	performance	NOUN
bjmsr-2504	108	16	:	:	PUNCT
bjmsr-2504	108	17	this	this	DET
bjmsr-2504	108	18	module	module	NOUN
bjmsr-2504	108	19	utilizes	utilize	VERB
bjmsr-2504	108	20	openai	openai	ADJ
bjmsr-2504	108	21	nlp	nlp	NOUN
bjmsr-2504	108	22	functionality	functionality	NOUN
bjmsr-2504	108	23	to	to	PART
bjmsr-2504	108	24	extract	extract	VERB
bjmsr-2504	108	25	fundamental	fundamental	ADJ
bjmsr-2504	108	26	competencies	competency	NOUN
bjmsr-2504	108	27	,	,	PUNCT
bjmsr-2504	108	28	including	include	VERB
bjmsr-2504	108	29	leadership	leadership	NOUN
bjmsr-2504	108	30	,	,	PUNCT
bjmsr-2504	108	31	strategic	strategic	ADJ
bjmsr-2504	108	32	planning	planning	NOUN
bjmsr-2504	108	33	,	,	PUNCT
bjmsr-2504	108	34	data	datum	NOUN
bjmsr-2504	108	35	analysis	analysis	NOUN
bjmsr-2504	108	36	,	,	PUNCT
bjmsr-2504	108	37	and	and	CCONJ
bjmsr-2504	108	38	communication	communication	NOUN
bjmsr-2504	108	39	skills	skill	NOUN
bjmsr-2504	108	40	,	,	PUNCT
bjmsr-2504	108	41	from	from	ADP
bjmsr-2504	108	42	unstructured	unstructured	ADJ
bjmsr-2504	108	43	job	job	NOUN
bjmsr-2504	108	44	descriptions	description	NOUN
bjmsr-2504	108	45	.	.	PUNCT
bjmsr-2504	109	1	the	the	DET
bjmsr-2504	109	2	system	system	NOUN
bjmsr-2504	109	3	analyzes	analyze	VERB
bjmsr-2504	109	4	top	top	ADJ
bjmsr-2504	109	5	management	management	NOUN
bjmsr-2504	109	6	job	job	NOUN
bjmsr-2504	109	7	descriptions	description	NOUN
bjmsr-2504	109	8	to	to	PART
bjmsr-2504	109	9	recognize	recognize	VERB
bjmsr-2504	109	10	specific	specific	ADJ
bjmsr-2504	109	11	competencies	competency	NOUN
bjmsr-2504	109	12	,	,	PUNCT
bjmsr-2504	109	13	which	which	PRON
bjmsr-2504	109	14	include	include	VERB
bjmsr-2504	109	15	"	"	PUNCT
bjmsr-2504	109	16	academic	academic	ADJ
bjmsr-2504	109	17	leadership	leadership	NOUN
bjmsr-2504	109	18	,	,	PUNCT
bjmsr-2504	109	19	"	"	PUNCT
bjmsr-2504	109	20	"	"	PUNCT
bjmsr-2504	109	21	budget	budget	NOUN
bjmsr-2504	109	22	management	management	NOUN
bjmsr-2504	109	23	,	,	PUNCT
bjmsr-2504	109	24	"	"	PUNCT
bjmsr-2504	109	25	and	and	CCONJ
bjmsr-2504	109	26	"	"	PUNCT
bjmsr-2504	109	27	collaborative	collaborative	ADJ
bjmsr-2504	109	28	decision	decision	NOUN
bjmsr-2504	109	29	-	-	PUNCT
bjmsr-2504	109	30	making	making	NOUN
bjmsr-2504	109	31	.	.	PUNCT
bjmsr-2504	109	32	"	"	PUNCT
bjmsr-2504	110	1	the	the	DET
bjmsr-2504	110	2	training	training	NOUN
bjmsr-2504	110	3	path	path	NOUN
bjmsr-2504	110	4	mapping	mapping	NOUN
bjmsr-2504	110	5	module	module	NOUN
bjmsr-2504	110	6	selects	select	VERB
bjmsr-2504	110	7	appropriate	appropriate	ADJ
bjmsr-2504	110	8	training	training	NOUN
bjmsr-2504	110	9	programs	program	NOUN
bjmsr-2504	110	10	from	from	ADP
bjmsr-2504	110	11	a	a	DET
bjmsr-2504	110	12	structured	structured	ADJ
bjmsr-2504	110	13	database	database	NOUN
bjmsr-2504	110	14	that	that	PRON
bjmsr-2504	110	15	contains	contain	VERB
bjmsr-2504	110	16	internal	internal	ADJ
bjmsr-2504	110	17	courses	course	NOUN
bjmsr-2504	110	18	and	and	CCONJ
bjmsr-2504	110	19	external	external	ADJ
bjmsr-2504	110	20	learning	learning	NOUN
bjmsr-2504	110	21	platforms	platform	NOUN
bjmsr-2504	110	22	,	,	PUNCT
bjmsr-2504	110	23	such	such	ADJ
bjmsr-2504	110	24	as	as	ADP
bjmsr-2504	110	25	coursera	coursera	NOUN
bjmsr-2504	110	26	,	,	PUNCT
bjmsr-2504	110	27	to	to	PART
bjmsr-2504	110	28	provide	provide	VERB
bjmsr-2504	110	29	professional	professional	ADJ
bjmsr-2504	110	30	development	development	NOUN
bjmsr-2504	110	31	certificates	certificate	NOUN
bjmsr-2504	110	32	.	.	PUNCT
bjmsr-2504	111	1	the	the	DET
bjmsr-2504	111	2	research	research	NOUN
bjmsr-2504	111	3	team	team	NOUN
bjmsr-2504	111	4	obtained	obtain	VERB
bjmsr-2504	111	5	job	job	NOUN
bjmsr-2504	111	6	descriptions	description	NOUN
bjmsr-2504	111	7	for	for	ADP
bjmsr-2504	111	8	academic	academic	ADJ
bjmsr-2504	111	9	and	and	CCONJ
bjmsr-2504	111	10	administrative	administrative	ADJ
bjmsr-2504	111	11	positions	position	NOUN
bjmsr-2504	111	12	at	at	ADP
bjmsr-2504	111	13	a	a	DET
bjmsr-2504	111	14	respected	respected	ADJ
bjmsr-2504	111	15	university	university	NOUN
bjmsr-2504	111	16	in	in	ADP
bjmsr-2504	111	17	the	the	DET
bjmsr-2504	111	18	gulf	gulf	PROPN
bjmsr-2504	111	19	region	region	NOUN
bjmsr-2504	111	20	.	.	PUNCT
bjmsr-2504	112	1	analysis	analysis	NOUN
bjmsr-2504	112	2	focuses	focus	VERB
bjmsr-2504	112	3	on	on	ADP
bjmsr-2504	112	4	strategic	strategic	ADJ
bjmsr-2504	112	5	positions	position	NOUN
bjmsr-2504	112	6	extending	extend	VERB
bjmsr-2504	112	7	up	up	ADP
bjmsr-2504	112	8	to	to	ADP
bjmsr-2504	112	9	the	the	DET
bjmsr-2504	112	10	chancellor	chancellor	NOUN
bjmsr-2504	112	11	,	,	PUNCT
bjmsr-2504	112	12	dean	dean	PROPN
bjmsr-2504	112	13	,	,	PUNCT
bjmsr-2504	112	14	director	director	NOUN
bjmsr-2504	112	15	,	,	PUNCT
bjmsr-2504	112	16	and	and	CCONJ
bjmsr-2504	112	17	head	head	NOUN
bjmsr-2504	112	18	of	of	ADP
bjmsr-2504	112	19	department	department	NOUN
bjmsr-2504	112	20	level	level	NOUN
bjmsr-2504	112	21	to	to	PART
bjmsr-2504	112	22	guarantee	guarantee	VERB
bjmsr-2504	112	23	appropriate	appropriate	ADJ
bjmsr-2504	112	24	relevance	relevance	NOUN
bjmsr-2504	112	25	in	in	ADP
bjmsr-2504	112	26	the	the	DET
bjmsr-2504	112	27	evaluation	evaluation	NOUN
bjmsr-2504	112	28	.	.	PUNCT
bjmsr-2504	113	1	the	the	DET
bjmsr-2504	113	2	algorithm	algorithm	NOUN
bjmsr-2504	113	3	,	,	PUNCT
bjmsr-2504	113	4	implemented	implement	VERB
bjmsr-2504	113	5	in	in	ADP
bjmsr-2504	113	6	python	python	NOUN
bjmsr-2504	113	7	programming	programming	NOUN
bjmsr-2504	113	8	and	and	CCONJ
bjmsr-2504	113	9	executed	execute	VERB
bjmsr-2504	113	10	on	on	ADP
bjmsr-2504	113	11	google	google	PROPN
bjmsr-2504	113	12	colab	colab	PROPN
bjmsr-2504	113	13	,	,	PUNCT
bjmsr-2504	113	14	utilized	utilize	VERB
bjmsr-2504	113	15	the	the	DET
bjmsr-2504	113	16	language	language	NOUN
bjmsr-2504	113	17	model	model	NOUN
bjmsr-2504	113	18	provided	provide	VERB
bjmsr-2504	113	19	by	by	ADP
bjmsr-2504	113	20	openai	openai	NOUN
bjmsr-2504	113	21	.	.	PUNCT
bjmsr-2504	114	1	the	the	DET
bjmsr-2504	114	2	extraction	extraction	NOUN
bjmsr-2504	114	3	of	of	ADP
bjmsr-2504	114	4	competencies	competency	NOUN
bjmsr-2504	114	5	used	use	VERB
bjmsr-2504	114	6	natural	natural	ADJ
bjmsr-2504	114	7	language	language	NOUN
bjmsr-2504	114	8	processing	processing	NOUN
bjmsr-2504	114	9	(	(	PUNCT
bjmsr-2504	114	10	nlp	nlp	ADJ
bjmsr-2504	114	11	)	)	PUNCT
bjmsr-2504	114	12	methods	method	NOUN
bjmsr-2504	114	13	,	,	PUNCT
bjmsr-2504	114	14	including	include	VERB
bjmsr-2504	114	15	named	name	VERB
bjmsr-2504	114	16	entity	entity	NOUN
bjmsr-2504	114	17	recognition	recognition	NOUN
bjmsr-2504	114	18	(	(	PUNCT
bjmsr-2504	114	19	ner	ner	NOUN
bjmsr-2504	114	20	)	)	PUNCT
bjmsr-2504	114	21	,	,	PUNCT
bjmsr-2504	114	22	as	as	ADV
bjmsr-2504	114	23	well	well	ADV
bjmsr-2504	114	24	as	as	ADP
bjmsr-2504	114	25	keyword	keyword	NOUN
bjmsr-2504	114	26	frequency	frequency	NOUN
bjmsr-2504	114	27	analysis	analysis	NOUN
bjmsr-2504	114	28	and	and	CCONJ
bjmsr-2504	114	29	semantic	semantic	ADJ
bjmsr-2504	114	30	similarity	similarity	NOUN
bjmsr-2504	114	31	.	.	PUNCT
bjmsr-2504	115	1	the	the	DET
bjmsr-2504	115	2	system	system	NOUN
bjmsr-2504	115	3	analyzed	analyze	VERB
bjmsr-2504	115	4	two	two	NUM
bjmsr-2504	115	5	main	main	ADJ
bjmsr-2504	115	6	competencies	competency	NOUN
bjmsr-2504	115	7	,	,	PUNCT
bjmsr-2504	115	8	which	which	PRON
bjmsr-2504	115	9	appeared	appear	VERB
bjmsr-2504	115	10	across	across	ADP
bjmsr-2504	115	11	diverse	diverse	ADJ
bjmsr-2504	115	12	leadership	leadership	NOUN
bjmsr-2504	115	13	positions	position	NOUN
bjmsr-2504	115	14	as	as	ADP
bjmsr-2504	115	15	“	"	PUNCT
bjmsr-2504	115	16	strategic	strategic	ADJ
bjmsr-2504	115	17	vision	vision	NOUN
bjmsr-2504	115	18	”	"	PUNCT
bjmsr-2504	115	19	and	and	CCONJ
bjmsr-2504	115	20	“	"	PUNCT
bjmsr-2504	115	21	policy	policy	NOUN
bjmsr-2504	115	22	formulation	formulation	NOUN
bjmsr-2504	115	23	.	.	PUNCT
bjmsr-2504	115	24	”	"	PUNCT
bjmsr-2504	116	1	a	a	DET
bjmsr-2504	116	2	collection	collection	NOUN
bjmsr-2504	116	3	of	of	ADP
bjmsr-2504	116	4	extracted	extract	VERB
bjmsr-2504	116	5	competencies	competency	NOUN
bjmsr-2504	116	6	gets	get	AUX
bjmsr-2504	116	7	evaluated	evaluate	VERB
bjmsr-2504	116	8	against	against	ADP
bjmsr-2504	116	9	structured	structured	ADJ
bjmsr-2504	116	10	training	training	NOUN
bjmsr-2504	116	11	programs	program	NOUN
bjmsr-2504	116	12	within	within	ADP
bjmsr-2504	116	13	a	a	DET
bjmsr-2504	116	14	repository	repository	NOUN
bjmsr-2504	116	15	.	.	PUNCT
bjmsr-2504	117	1	the	the	DET
bjmsr-2504	117	2	system	system	NOUN
bjmsr-2504	117	3	links	link	VERB
bjmsr-2504	117	4	the	the	DET
bjmsr-2504	117	5	competency	competency	NOUN
bjmsr-2504	117	6	of	of	ADP
bjmsr-2504	117	7	“	"	PUNCT
bjmsr-2504	117	8	strategic	strategic	ADJ
bjmsr-2504	117	9	planning	planning	NOUN
bjmsr-2504	117	10	”	"	PUNCT
bjmsr-2504	117	11	to	to	ADP
bjmsr-2504	117	12	a	a	DET
bjmsr-2504	117	13	certified	certify	VERB
bjmsr-2504	117	14	leadership	leadership	NOUN
bjmsr-2504	117	15	development	development	NOUN
bjmsr-2504	117	16	course	course	NOUN
bjmsr-2504	117	17	,	,	PUNCT
bjmsr-2504	117	18	whereas	whereas	SCONJ
bjmsr-2504	117	19	“	"	PUNCT
bjmsr-2504	117	20	data	data	NOUN
bjmsr-2504	117	21	-	-	PUNCT
bjmsr-2504	117	22	driven	drive	VERB
bjmsr-2504	117	23	decision	decision	NOUN
bjmsr-2504	117	24	-	-	PUNCT
bjmsr-2504	117	25	making	making	NOUN
bjmsr-2504	117	26	”	"	PUNCT
bjmsr-2504	117	27	corresponds	correspond	NOUN
bjmsr-2504	117	28	to	to	ADP
bjmsr-2504	117	29	a	a	DET
bjmsr-2504	117	30	business	business	NOUN
bjmsr-2504	117	31	analytics	analytic	NOUN
bjmsr-2504	117	32	workshop	workshop	NOUN
bjmsr-2504	117	33	.	.	PUNCT
bjmsr-2504	118	1	the	the	DET
bjmsr-2504	118	2	system	system	NOUN
bjmsr-2504	118	3	evaluation	evaluation	NOUN
bjmsr-2504	118	4	process	process	NOUN
bjmsr-2504	118	5	assesses	assess	VERB
bjmsr-2504	118	6	the	the	DET
bjmsr-2504	118	7	accuracy	accuracy	NOUN
bjmsr-2504	118	8	of	of	ADP
bjmsr-2504	118	9	competency	competency	NOUN
bjmsr-2504	118	10	extraction	extraction	NOUN
bjmsr-2504	118	11	through	through	ADP
bjmsr-2504	118	12	hr	hr	NOUN
bjmsr-2504	118	13	expert	expert	NOUN
bjmsr-2504	118	14	validation	validation	NOUN
bjmsr-2504	118	15	,	,	PUNCT
bjmsr-2504	118	16	as	as	ADV
bjmsr-2504	118	17	well	well	ADV
bjmsr-2504	118	18	as	as	ADP
bjmsr-2504	118	19	the	the	DET
bjmsr-2504	118	20	relevance	relevance	NOUN
bjmsr-2504	118	21	of	of	ADP
bjmsr-2504	118	22	training	training	NOUN
bjmsr-2504	118	23	suggestions	suggestion	NOUN
bjmsr-2504	118	24	through	through	ADP
bjmsr-2504	118	25	expert	expert	ADJ
bjmsr-2504	118	26	scoring	scoring	NOUN
bjmsr-2504	118	27	.	.	PUNCT
bjmsr-2504	119	1	it	it	PRON
bjmsr-2504	119	2	measures	measure	VERB
bjmsr-2504	119	3	user	user	NOUN
bjmsr-2504	119	4	satisfaction	satisfaction	NOUN
bjmsr-2504	119	5	through	through	ADP
bjmsr-2504	119	6	surveys	survey	NOUN
bjmsr-2504	119	7	with	with	ADP
bjmsr-2504	119	8	hr	hr	NOUN
bjmsr-2504	119	9	professionals	professional	NOUN
bjmsr-2504	119	10	.	.	PUNCT
bjmsr-2504	120	1	the	the	DET
bjmsr-2504	120	2	proposed	propose	VERB
bjmsr-2504	120	3	methodology	methodology	NOUN
bjmsr-2504	120	4	is	be	AUX
bjmsr-2504	120	5	presented	present	VERB
bjmsr-2504	120	6	in	in	ADP
bjmsr-2504	120	7	figure	figure	NOUN
bjmsr-2504	120	8	1	1	NUM
bjmsr-2504	120	9	.	.	PUNCT
bjmsr-2504	121	1	figure	figure	NOUN
bjmsr-2504	121	2	1	1	NUM
bjmsr-2504	121	3	.	.	PUNCT
bjmsr-2504	122	1	the	the	DET
bjmsr-2504	122	2	proposed	propose	VERB
bjmsr-2504	122	3	research	research	NOUN
bjmsr-2504	122	4	methodology	methodology	NOUN
bjmsr-2504	122	5	the	the	DET
bjmsr-2504	122	6	proposed	propose	VERB
bjmsr-2504	122	7	algorithm	algorithm	NOUN
bjmsr-2504	122	8	is	be	AUX
bjmsr-2504	122	9	presented	present	VERB
bjmsr-2504	122	10	in	in	ADP
bjmsr-2504	122	11	figure	figure	NOUN
bjmsr-2504	122	12	2	2	NUM
bjmsr-2504	122	13	,	,	PUNCT
bjmsr-2504	122	14	and	and	CCONJ
bjmsr-2504	122	15	table	table	NOUN
bjmsr-2504	122	16	2	2	NUM
bjmsr-2504	122	17	illustrates	illustrate	VERB
bjmsr-2504	122	18	the	the	DET
bjmsr-2504	122	19	steps	step	NOUN
bjmsr-2504	122	20	involved	involve	VERB
bjmsr-2504	122	21	in	in	ADP
bjmsr-2504	122	22	creating	create	VERB
bjmsr-2504	122	23	a	a	DET
bjmsr-2504	122	24	directed	direct	VERB
bjmsr-2504	122	25	graph	graph	NOUN
bjmsr-2504	122	26	,	,	PUNCT
bjmsr-2504	122	27	using	use	VERB
bjmsr-2504	122	28	the	the	DET
bjmsr-2504	122	29	score	score	NOUN
bjmsr-2504	122	30	(	(	PUNCT
bjmsr-2504	122	31	tᵢ	tᵢ	X
bjmsr-2504	122	32	)	)	PUNCT
bjmsr-2504	122	33	for	for	ADP
bjmsr-2504	122	34	the	the	DET
bjmsr-2504	122	35	vice	vice	NOUN
bjmsr-2504	122	36	chancellor	chancellor	NOUN
bjmsr-2504	122	37	training	training	NOUN
bjmsr-2504	122	38	(	(	PUNCT
bjmsr-2504	122	39	vct	vct	NOUN
bjmsr-2504	122	40	)	)	PUNCT
bjmsr-2504	122	41	as	as	ADP
bjmsr-2504	122	42	a	a	DET
bjmsr-2504	122	43	case	case	NOUN
bjmsr-2504	122	44	example	example	NOUN
bjmsr-2504	122	45	.	.	PUNCT
bjmsr-2504	123	1	research	research	NOUN
bjmsr-2504	123	2	problem	problem	NOUN
bjmsr-2504	123	3	literature	literature	PROPN
bjmsr-2504	123	4	review	review	PROPN
bjmsr-2504	123	5	system	system	NOUN
bjmsr-2504	123	6	design	design	NOUN
bjmsr-2504	123	7	data	datum	NOUN
bjmsr-2504	123	8	collection	collection	NOUN
bjmsr-2504	123	9	competency	competency	NOUN
bjmsr-2504	123	10	extraction	extraction	NOUN
bjmsr-2504	123	11	process	process	NOUN
bjmsr-2504	123	12	training	training	NOUN
bjmsr-2504	123	13	path	path	NOUN
bjmsr-2504	123	14	mapping	mapping	NOUN
bjmsr-2504	123	15	process	process	NOUN
bjmsr-2504	123	16	evaluation	evaluation	NOUN
bjmsr-2504	123	17	metrics	metric	NOUN
bjmsr-2504	123	18	p	p	NOUN
bjmsr-2504	123	19	la	la	X
bjmsr-2504	123	20	n	n	CCONJ
bjmsr-2504	123	21	n	n	NOUN
bjmsr-2504	123	22	in	in	ADP
bjmsr-2504	123	23	g	g	PROPN
bjmsr-2504	123	24	&	&	CCONJ
bjmsr-2504	123	25	a	a	PRON
bjmsr-2504	123	26	n	n	PROPN
bjmsr-2504	123	27	al	al	PROPN
bjmsr-2504	123	28	y	y	PROPN
bjmsr-2504	123	29	zi	zi	PROPN
bjmsr-2504	124	1	n	n	CCONJ
bjmsr-2504	125	1	g	g	PROPN
bjmsr-2504	125	2	s	s	PROPN
bjmsr-2504	125	3	ec	ec	PROPN
bjmsr-2504	125	4	o	o	NOUN
bjmsr-2504	125	5	n	n	PROPN
bjmsr-2504	125	6	d	d	PROPN
bjmsr-2504	125	7	ar	ar	PROPN
bjmsr-2504	125	8	y	y	PROPN
bjmsr-2504	125	9	d	d	PROPN
bjmsr-2504	125	10	at	at	ADP
bjmsr-2504	125	11	a	a	DET
bjmsr-2504	125	12	m	m	NOUN
bjmsr-2504	125	13	o	o	NOUN
bjmsr-2504	125	14	d	d	X
bjmsr-2504	125	15	el	el	PROPN
bjmsr-2504	125	16	d	d	PROPN
bjmsr-2504	125	17	ev	ev	PROPN
bjmsr-2504	126	1	el	el	PROPN
bjmsr-2504	126	2	o	o	PROPN
bjmsr-2504	127	1	p	p	X
bjmsr-2504	127	2	m	m	PROPN
bjmsr-2504	127	3	en	en	ADP
bjmsr-2504	127	4	t	t	PROPN
bjmsr-2504	127	5	shannaq	shannaq	PROPN
bjmsr-2504	127	6	et	et	PROPN
bjmsr-2504	127	7	al	al	PROPN
bjmsr-2504	127	8	.	.	PROPN
bjmsr-2504	127	9	,	,	PUNCT
bjmsr-2504	127	10	bangladesh	bangladesh	PROPN
bjmsr-2504	127	11	journal	journal	NOUN
bjmsr-2504	127	12	of	of	ADP
bjmsr-2504	127	13	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	127	14	scientific	scientific	ADJ
bjmsr-2504	127	15	research	research	NOUN
bjmsr-2504	127	16	10(5	10(5	NOUN
bjmsr-2504	127	17	)	)	PUNCT
bjmsr-2504	127	18	(	(	PUNCT
bjmsr-2504	127	19	2025	2025	NUM
bjmsr-2504	127	20	)	)	PUNCT
bjmsr-2504	127	21	,	,	PUNCT
bjmsr-2504	127	22	1	1	NUM
bjmsr-2504	127	23	-	-	SYM
bjmsr-2504	127	24	11	11	NUM
bjmsr-2504	127	25	5	5	NUM
bjmsr-2504	127	26	table	table	NOUN
bjmsr-2504	127	27	2	2	NUM
bjmsr-2504	127	28	.	.	NOUN
bjmsr-2504	127	29	tasks	task	NOUN
bjmsr-2504	127	30	for	for	ADP
bjmsr-2504	127	31	the	the	DET
bjmsr-2504	127	32	development	development	NOUN
bjmsr-2504	127	33	of	of	ADP
bjmsr-2504	127	34	the	the	DET
bjmsr-2504	127	35	directed	direct	VERB
bjmsr-2504	127	36	graph	graph	NOUN
bjmsr-2504	127	37	for	for	ADP
bjmsr-2504	127	38	vct	vct	NOUN
bjmsr-2504	127	39	task	task	PROPN
bjmsr-2504	127	40	command	command	NOUN
bjmsr-2504	127	41	import	import	VERB
bjmsr-2504	127	42	the	the	DET
bjmsr-2504	127	43	related	relate	VERB
bjmsr-2504	127	44	python	python	NOUN
bjmsr-2504	127	45	library	library	NOUN
bjmsr-2504	127	46	import	import	NOUN
bjmsr-2504	127	47	matplotlib.pyplot	matplotlib.pyplot	PROPN
bjmsr-2504	127	48	as	as	ADP
bjmsr-2504	127	49	plt	plt	NOUN
bjmsr-2504	127	50	import	import	NOUN
bjmsr-2504	127	51	networkx	networkx	PROPN
bjmsr-2504	127	52	as	as	SCONJ
bjmsr-2504	127	53	nx	nx	NUM
bjmsr-2504	127	54	create	create	VERB
bjmsr-2504	127	55	a	a	DET
bjmsr-2504	127	56	directed	direct	VERB
bjmsr-2504	127	57	graph	graph	NOUN
bjmsr-2504	127	58	.	.	PUNCT
bjmsr-2504	128	1	g	g	NOUN
bjmsr-2504	128	2	=	=	SYM
bjmsr-2504	128	3	nx.digraph	nx.digraph	X
bjmsr-2504	128	4	(	(	PUNCT
bjmsr-2504	128	5	)	)	PUNCT
bjmsr-2504	128	6	add	add	VERB
bjmsr-2504	128	7	a	a	DET
bjmsr-2504	128	8	central	central	ADJ
bjmsr-2504	128	9	node	node	NOUN
bjmsr-2504	128	10	g.add_node	g.add_node	PROPN
bjmsr-2504	128	11	(	(	PUNCT
bjmsr-2504	128	12	"	"	PUNCT
bjmsr-2504	128	13	vice	vice	NOUN
bjmsr-2504	128	14	chancellor	chancellor	NOUN
bjmsr-2504	128	15	training	training	NOUN
bjmsr-2504	128	16	"	"	PUNCT
bjmsr-2504	128	17	)	)	PUNCT
bjmsr-2504	128	18	add	add	VERB
bjmsr-2504	128	19	training	training	NOUN
bjmsr-2504	128	20	categories	category	NOUN
bjmsr-2504	128	21	and	and	CCONJ
bjmsr-2504	128	22	items	item	NOUN
bjmsr-2504	128	23	for	for	ADP
bjmsr-2504	128	24	the	the	DET
bjmsr-2504	128	25	category	category	NOUN
bjmsr-2504	128	26	,	,	PUNCT
bjmsr-2504	128	27	items	item	NOUN
bjmsr-2504	128	28	in	in	ADP
bjmsr-2504	128	29	training_paths.items	training_paths.item	NOUN
bjmsr-2504	128	30	(	(	PUNCT
bjmsr-2504	128	31	):	):	PUNCT
bjmsr-2504	128	32	g.add_edge("vice	g.add_edge("vice	PROPN
bjmsr-2504	128	33	chancellor	chancellor	NOUN
bjmsr-2504	128	34	training	training	NOUN
bjmsr-2504	128	35	"	"	PUNCT
bjmsr-2504	128	36	,	,	PUNCT
bjmsr-2504	128	37	category	category	NOUN
bjmsr-2504	128	38	for	for	ADP
bjmsr-2504	128	39	item	item	NOUN
bjmsr-2504	128	40	in	in	ADP
bjmsr-2504	128	41	items	item	NOUN
bjmsr-2504	128	42	:	:	PUNCT
bjmsr-2504	128	43	g.add_edge(category	g.add_edge(category	ADJ
bjmsr-2504	128	44	,	,	PUNCT
bjmsr-2504	128	45	item	item	NOUN
bjmsr-2504	128	46	)	)	PUNCT
bjmsr-2504	128	47	draw	draw	VERB
bjmsr-2504	128	48	graph	graph	NOUN
bjmsr-2504	128	49	plt.figure(figsize=(16	plt.figure(figsize=(16	NOUN
bjmsr-2504	128	50	,	,	PUNCT
bjmsr-2504	128	51	12	12	NUM
bjmsr-2504	128	52	)	)	PUNCT
bjmsr-2504	128	53	)	)	PUNCT
bjmsr-2504	129	1	pos	pos	NOUN
bjmsr-2504	129	2	=	=	SYM
bjmsr-2504	129	3	nx.spring_layout(g	nx.spring_layout(g	PROPN
bjmsr-2504	129	4	,	,	PUNCT
bjmsr-2504	129	5	k=0.45	k=0.45	NOUN
bjmsr-2504	129	6	,	,	PUNCT
bjmsr-2504	129	7	iterations=50	iterations=50	ADJ
bjmsr-2504	129	8	)	)	PUNCT
bjmsr-2504	129	9	nx.draw(g	nx.draw(g	PROPN
bjmsr-2504	129	10	,	,	PUNCT
bjmsr-2504	129	11	pos	pos	NOUN
bjmsr-2504	129	12	,	,	PUNCT
bjmsr-2504	129	13	with_labels	with_label	NOUN
bjmsr-2504	129	14	=	=	SYM
bjmsr-2504	129	15	true	true	ADJ
bjmsr-2504	129	16	,	,	PUNCT
bjmsr-2504	129	17	node_color="skyblue	node_color="skyblue	NOUN
bjmsr-2504	129	18	"	"	PUNCT
bjmsr-2504	129	19	,	,	PUNCT
bjmsr-2504	129	20	node_size=2200	node_size=2200	PROPN
bjmsr-2504	129	21	,	,	PUNCT
bjmsr-2504	129	22	font_size=10	font_size=10	PROPN
bjmsr-2504	129	23	,	,	PUNCT
bjmsr-2504	129	24	font_weight='bold	font_weight='bold	PROPN
bjmsr-2504	129	25	'	'	PUNCT
bjmsr-2504	129	26	,	,	PUNCT
bjmsr-2504	129	27	edge_color="gray	edge_color="gray	PROPN
bjmsr-2504	129	28	"	"	PUNCT
bjmsr-2504	129	29	,	,	PUNCT
bjmsr-2504	129	30	arrows	arrow	NOUN
bjmsr-2504	129	31	=	=	NOUN
bjmsr-2504	129	32	false	false	ADJ
bjmsr-2504	129	33	)	)	PUNCT
bjmsr-2504	129	34	display	display	NOUN
bjmsr-2504	129	35	graph	graph	NOUN
bjmsr-2504	129	36	plt.show	plt.show	PROPN
bjmsr-2504	129	37	(	(	PUNCT
bjmsr-2504	129	38	)	)	PUNCT
bjmsr-2504	129	39	figure	figure	NOUN
bjmsr-2504	129	40	2	2	NUM
bjmsr-2504	129	41	.	.	PUNCT
bjmsr-2504	130	1	the	the	DET
bjmsr-2504	130	2	proposed	propose	VERB
bjmsr-2504	130	3	algorithm	algorithm	NOUN
bjmsr-2504	130	4	to	to	PART
bjmsr-2504	130	5	develop	develop	VERB
bjmsr-2504	130	6	a	a	DET
bjmsr-2504	130	7	mathematical	mathematical	ADJ
bjmsr-2504	130	8	model	model	NOUN
bjmsr-2504	130	9	that	that	PRON
bjmsr-2504	130	10	combines	combine	VERB
bjmsr-2504	130	11	:	:	PUNCT
bjmsr-2504	130	12			NOUN
bjmsr-2504	130	13	the	the	DET
bjmsr-2504	130	14	table	table	NOUN
bjmsr-2504	130	15	(	(	PUNCT
bjmsr-2504	130	16	training	training	NOUN
bjmsr-2504	130	17	path	path	NOUN
bjmsr-2504	130	18	evaluation	evaluation	NOUN
bjmsr-2504	130	19	)	)	PUNCT
bjmsr-2504	130	20	,	,	PUNCT
bjmsr-2504	130	21	and	and	CCONJ
bjmsr-2504	130	22			PRON
bjmsr-2504	130	23	the	the	DET
bjmsr-2504	130	24	mind	mind	NOUN
bjmsr-2504	130	25	map	map	NOUN
bjmsr-2504	130	26	diagram	diagram	NOUN
bjmsr-2504	130	27	(	(	PUNCT
bjmsr-2504	130	28	for	for	ADP
bjmsr-2504	130	29	example	example	NOUN
bjmsr-2504	130	30	:	:	PUNCT
bjmsr-2504	130	31	vice	vice	NOUN
bjmsr-2504	130	32	chancellor	chancellor	NOUN
bjmsr-2504	130	33	training	training	NOUN
bjmsr-2504	130	34	framework	framework	NOUN
bjmsr-2504	130	35	)	)	PUNCT
bjmsr-2504	130	36	,	,	PUNCT
bjmsr-2504	130	37	this	this	DET
bjmsr-2504	130	38	assumption	assumption	NOUN
bjmsr-2504	130	39	can	can	AUX
bjmsr-2504	130	40	be	be	AUX
bjmsr-2504	130	41	treated	treat	VERB
bjmsr-2504	130	42	as	as	ADP
bjmsr-2504	130	43	a	a	DET
bjmsr-2504	130	44	decision	decision	NOUN
bjmsr-2504	130	45	support	support	NOUN
bjmsr-2504	130	46	model	model	NOUN
bjmsr-2504	130	47	to	to	PART
bjmsr-2504	130	48	rank	rank	VERB
bjmsr-2504	130	49	training	training	NOUN
bjmsr-2504	130	50	paths	path	NOUN
bjmsr-2504	130	51	that	that	PRON
bjmsr-2504	130	52	enhance	enhance	VERB
bjmsr-2504	130	53	productivity	productivity	NOUN
bjmsr-2504	130	54	and	and	CCONJ
bjmsr-2504	130	55	reduce	reduce	VERB
bjmsr-2504	130	56	risk	risk	NOUN
bjmsr-2504	130	57	.	.	PUNCT
bjmsr-2504	131	1	the	the	DET
bjmsr-2504	131	2	proposed	propose	VERB
bjmsr-2504	131	3	model	model	NOUN
bjmsr-2504	131	4	training	training	NOUN
bjmsr-2504	131	5	path	path	NOUN
bjmsr-2504	131	6	selection	selection	NOUN
bjmsr-2504	131	7	is	be	AUX
bjmsr-2504	131	8	a	a	DET
bjmsr-2504	131	9	multi	multi	ADJ
bjmsr-2504	131	10	-	-	ADJ
bjmsr-2504	131	11	criteria	criterion	NOUN
bjmsr-2504	131	12	decision	decision	NOUN
bjmsr-2504	131	13	-	-	PUNCT
bjmsr-2504	131	14	making	making	NOUN
bjmsr-2504	131	15	(	(	PUNCT
bjmsr-2504	131	16	mcdm	mcdm	ADJ
bjmsr-2504	131	17	)	)	PUNCT
bjmsr-2504	131	18	problem	problem	NOUN
bjmsr-2504	131	19	.	.	PUNCT
bjmsr-2504	132	1	let	let	VERB
bjmsr-2504	132	2	each	each	DET
bjmsr-2504	132	3	training	training	NOUN
bjmsr-2504	132	4	category	category	NOUN
bjmsr-2504	132	5	(	(	PUNCT
bjmsr-2504	132	6	c_i	c_i	PUNCT
bjmsr-2504	132	7	)	)	PUNCT
bjmsr-2504	132	8	be	be	AUX
bjmsr-2504	132	9	composed	compose	VERB
bjmsr-2504	132	10	of	of	ADP
bjmsr-2504	132	11	a	a	DET
bjmsr-2504	132	12	set	set	NOUN
bjmsr-2504	132	13	of	of	ADP
bjmsr-2504	132	14	training	training	NOUN
bjmsr-2504	132	15	programs	program	NOUN
bjmsr-2504	132	16	(	(	PUNCT
bjmsr-2504	132	17	p_{ij	p_{ij	NOUN
bjmsr-2504	132	18	}	}	PUNCT
bjmsr-2504	132	19	)	)	PUNCT
bjmsr-2504	132	20	(	(	PUNCT
bjmsr-2504	132	21	where	where	SCONJ
bjmsr-2504	132	22	j	j	PROPN
bjmsr-2504	132	23	indexes	index	VERB
bjmsr-2504	132	24	the	the	DET
bjmsr-2504	132	25	individual	individual	ADJ
bjmsr-2504	132	26	programs	program	NOUN
bjmsr-2504	132	27	in	in	ADP
bjmsr-2504	132	28	category	category	NOUN
bjmsr-2504	132	29	i	i	NOUN
bjmsr-2504	132	30	)	)	PUNCT
bjmsr-2504	132	31	.	.	PUNCT
bjmsr-2504	133	1	we	we	PRON
bjmsr-2504	133	2	define	define	VERB
bjmsr-2504	133	3	weights	weight	NOUN
bjmsr-2504	133	4	for	for	ADP
bjmsr-2504	133	5	evaluation	evaluation	NOUN
bjmsr-2504	133	6	criteria	criterion	NOUN
bjmsr-2504	133	7	:	:	PUNCT
bjmsr-2504	133	8	relevance	relevance	NOUN
bjmsr-2504	133	9	(	(	PUNCT
bjmsr-2504	133	10	w1	w1	NOUN
bjmsr-2504	133	11	=	=	SYM
bjmsr-2504	133	12	0.3	0.3	NUM
bjmsr-2504	133	13	)	)	PUNCT
bjmsr-2504	133	14	,	,	PUNCT
bjmsr-2504	133	15	cost	cost	NOUN
bjmsr-2504	133	16	(	(	PUNCT
bjmsr-2504	133	17	w2	w2	NOUN
bjmsr-2504	133	18	=	=	NOUN
bjmsr-2504	133	19	0.2	0.2	NUM
bjmsr-2504	133	20	)	)	PUNCT
bjmsr-2504	133	21	,	,	PUNCT
bjmsr-2504	133	22	time	time	NOUN
bjmsr-2504	133	23	(	(	PUNCT
bjmsr-2504	133	24	w3	w3	NOUN
bjmsr-2504	133	25	=	=	NOUN
bjmsr-2504	133	26	0.2	0.2	NUM
bjmsr-2504	133	27	)	)	PUNCT
bjmsr-2504	133	28	,	,	PUNCT
bjmsr-2504	133	29	impact	impact	NOUN
bjmsr-2504	133	30	(	(	PUNCT
bjmsr-2504	133	31	w4	w4	NOUN
bjmsr-2504	133	32	=	=	NOUN
bjmsr-2504	133	33	0.3	0.3	NUM
bjmsr-2504	133	34	)	)	PUNCT
bjmsr-2504	133	35	the	the	DET
bjmsr-2504	133	36	total	total	ADJ
bjmsr-2504	133	37	score	score	NOUN
bjmsr-2504	133	38	\	\	PROPN
bjmsr-2504	133	39	(	(	PUNCT
bjmsr-2504	133	40	s_{ij	s_{ij	PROPN
bjmsr-2504	133	41	}	}	PUNCT
bjmsr-2504	133	42	\	\	NOUN
bjmsr-2504	133	43	)	)	PUNCT
bjmsr-2504	133	44	for	for	ADP
bjmsr-2504	133	45	each	each	DET
bjmsr-2504	133	46	training	training	NOUN
bjmsr-2504	133	47	program	program	NOUN
bjmsr-2504	133	48	is	be	AUX
bjmsr-2504	133	49	calculated	calculate	VERB
bjmsr-2504	133	50	as	as	ADP
bjmsr-2504	133	51	:	:	PUNCT
bjmsr-2504	133	52	display	display	VERB
bjmsr-2504	133	53	final	final	ADJ
bjmsr-2504	133	54	output	output	NOUN
bjmsr-2504	133	55	competencies	competency	NOUN
bjmsr-2504	133	56	and	and	CCONJ
bjmsr-2504	133	57	training	training	NOUN
bjmsr-2504	133	58	paths	path	NOUN
bjmsr-2504	133	59	textual	textual	ADJ
bjmsr-2504	133	60	output	output	NOUN
bjmsr-2504	133	61	shown	show	VERB
bjmsr-2504	133	62	in	in	ADP
bjmsr-2504	133	63	notebook	notebook	NOUN
bjmsr-2504	133	64	or	or	CCONJ
bjmsr-2504	133	65	console	console	NOUN
bjmsr-2504	133	66	uses	use	VERB
bjmsr-2504	133	67	print	print	NOUN
bjmsr-2504	133	68	(	(	PUNCT
bjmsr-2504	133	69	)	)	PUNCT
bjmsr-2504	133	70	statements	statement	NOUN
bjmsr-2504	133	71	to	to	PART
bjmsr-2504	133	72	display	display	VERB
bjmsr-2504	133	73	them	they	PRON
bjmsr-2504	133	74	in	in	ADP
bjmsr-2504	133	75	the	the	DET
bjmsr-2504	133	76	console	console	NOUN
bjmsr-2504	133	77	5	5	NUM
bjmsr-2504	133	78	extract	extract	VERB
bjmsr-2504	133	79	key	key	ADJ
bjmsr-2504	133	80	competencies	competency	NOUN
bjmsr-2504	133	81	job	job	NOUN
bjmsr-2504	133	82	description	description	NOUN
bjmsr-2504	133	83	text	text	NOUN
bjmsr-2504	133	84	bullet	bullet	NOUN
bjmsr-2504	133	85	-	-	PUNCT
bjmsr-2504	133	86	point	point	NOUN
bjmsr-2504	133	87	list	list	NOUN
bjmsr-2504	133	88	of	of	ADP
bjmsr-2504	133	89	competencies	competency	NOUN
bjmsr-2504	134	1	extract_competen	extract_competen	NUM
bjmsr-2504	134	2	cies	cie	NOUN
bjmsr-2504	134	3	(	(	PUNCT
bjmsr-2504	134	4	text	text	NOUN
bjmsr-2504	134	5	)	)	PUNCT
bjmsr-2504	134	6	sends	send	VERB
bjmsr-2504	134	7	a	a	DET
bjmsr-2504	134	8	prompt	prompt	NOUN
bjmsr-2504	134	9	to	to	AUX
bjmsr-2504	134	10	openai	openai	NOUN
bjmsr-2504	134	11	asking	ask	VERB
bjmsr-2504	134	12	for	for	ADP
bjmsr-2504	134	13	a	a	DET
bjmsr-2504	134	14	bullet	bullet	NOUN
bjmsr-2504	134	15	-	-	PUNCT
bjmsr-2504	134	16	point	point	NOUN
bjmsr-2504	134	17	list	list	NOUN
bjmsr-2504	134	18	of	of	ADP
bjmsr-2504	134	19	competencies	competency	NOUN
bjmsr-2504	134	20	map	map	VERB
bjmsr-2504	134	21	competencies	competency	NOUN
bjmsr-2504	134	22	to	to	ADP
bjmsr-2504	134	23	training	training	NOUN
bjmsr-2504	134	24	paths	path	NOUN
bjmsr-2504	134	25	list	list	NOUN
bjmsr-2504	134	26	of	of	ADP
bjmsr-2504	134	27	competencies	competency	NOUN
bjmsr-2504	134	28	list	list	NOUN
bjmsr-2504	134	29	of	of	ADP
bjmsr-2504	134	30	training	training	NOUN
bjmsr-2504	134	31	paths	path	NOUN
bjmsr-2504	134	32	map	map	VERB
bjmsr-2504	134	33	competencies	competency	NOUN
bjmsr-2504	134	34	to	to	ADP
bjmsr-2504	134	35	training	training	NOUN
bjmsr-2504	134	36	paths	path	NOUN
bjmsr-2504	134	37	.	.	PUNCT
bjmsr-2504	135	1	pathsmap_training	pathsmap_traine	VERB
bjmsr-2504	135	2	_	_	DET
bjmsr-2504	135	3	path	path	NOUN
bjmsr-2504	135	4	(	(	PUNCT
bjmsr-2504	135	5	competencies_tex	competencies_tex	PROPN
bjmsr-2504	135	6	t	t	PROPN
bjmsr-2504	135	7	)	)	PUNCT
bjmsr-2504	135	8	sends	send	VERB
bjmsr-2504	135	9	a	a	DET
bjmsr-2504	135	10	prompt	prompt	NOUN
bjmsr-2504	135	11	to	to	AUX
bjmsr-2504	135	12	openai	openai	NOUN
bjmsr-2504	135	13	asking	ask	VERB
bjmsr-2504	135	14	for	for	ADP
bjmsr-2504	135	15	training	training	NOUN
bjmsr-2504	135	16	suggestions	suggestion	NOUN
bjmsr-2504	135	17	.	.	PUNCT
bjmsr-2504	136	1	3	3	NUM
bjmsr-2504	136	2	4	4	NUM
bjmsr-2504	136	3	extract_text_from	extract_text_from	ADP
bjmsr-2504	136	4	_	_	PUNCT
bjmsr-2504	136	5	docx	docx	NOUN
bjmsr-2504	136	6	(	(	PUNCT
bjmsr-2504	136	7	file_path	file_path	NOUN
bjmsr-2504	136	8	)	)	PUNCT
bjmsr-2504	136	9	reads	read	VERB
bjmsr-2504	136	10	and	and	CCONJ
bjmsr-2504	136	11	joins	join	VERB
bjmsr-2504	136	12	all	all	DET
bjmsr-2504	136	13	non	non	ADJ
bjmsr-2504	136	14	-	-	ADJ
bjmsr-2504	136	15	empty	empty	ADJ
bjmsr-2504	136	16	paragraphs	paragraph	NOUN
bjmsr-2504	136	17	full	full	ADJ
bjmsr-2504	136	18	job	job	NOUN
bjmsr-2504	136	19	description	description	NOUN
bjmsr-2504	136	20	text	text	NOUN
bjmsr-2504	136	21	word	word	NOUN
bjmsr-2504	136	22	file	file	NOUN
bjmsr-2504	136	23	(	(	PUNCT
bjmsr-2504	136	24	.docx	.docx	PUNCT
bjmsr-2504	136	25	)	)	PUNCT
bjmsr-2504	136	26	read	read	VERB
bjmsr-2504	136	27	the	the	DET
bjmsr-2504	136	28	job	job	NOUN
bjmsr-2504	136	29	description	description	NOUN
bjmsr-2504	136	30	document	document	NOUN
bjmsr-2504	136	31	2	2	NUM
bjmsr-2504	136	32	initialize	initialize	NOUN
bjmsr-2504	136	33	openai	openai	NOUN
bjmsr-2504	136	34	client	client	NOUN
bjmsr-2504	136	35	api	api	NOUN
bjmsr-2504	136	36	key	key	PROPN
bjmsr-2504	136	37	openai	openai	PROPN
bjmsr-2504	136	38	client	client	NOUN
bjmsr-2504	136	39	ready	ready	ADJ
bjmsr-2504	136	40	uses	use	VERB
bjmsr-2504	136	41	openai	openai	PROPN
bjmsr-2504	136	42	(	(	PUNCT
bjmsr-2504	136	43	api_key=	api_key=	ADV
bjmsr-2504	136	44	...	...	PUNCT
bjmsr-2504	136	45	)	)	PUNCT
bjmsr-2504	136	46	step	step	NOUN
bjmsr-2504	136	47	action	action	NOUN
bjmsr-2504	136	48	input	input	NOUN
bjmsr-2504	136	49	function	function	NOUN
bjmsr-2504	136	50	output	output	NOUN
bjmsr-2504	136	51	1	1	NUM
bjmsr-2504	136	52	shannaq	shannaq	X
bjmsr-2504	136	53	et	et	PROPN
bjmsr-2504	136	54	al	al	PROPN
bjmsr-2504	136	55	.	.	PROPN
bjmsr-2504	136	56	,	,	PUNCT
bjmsr-2504	136	57	bangladesh	bangladesh	PROPN
bjmsr-2504	136	58	journal	journal	NOUN
bjmsr-2504	136	59	of	of	ADP
bjmsr-2504	136	60	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	136	61	scientific	scientific	ADJ
bjmsr-2504	136	62	research	research	NOUN
bjmsr-2504	136	63	10(5	10(5	NOUN
bjmsr-2504	136	64	)	)	PUNCT
bjmsr-2504	136	65	(	(	PUNCT
bjmsr-2504	136	66	2025	2025	NUM
bjmsr-2504	136	67	)	)	PUNCT
bjmsr-2504	136	68	,	,	PUNCT
bjmsr-2504	136	69	1	1	NUM
bjmsr-2504	136	70	-	-	SYM
bjmsr-2504	136	71	11	11	NUM
bjmsr-2504	136	72	6	6	NUM
bjmsr-2504	136	73	s_{ij	s_{ij	NOUN
bjmsr-2504	136	74	}	}	PUNCT
bjmsr-2504	136	75	=	=	SYM
bjmsr-2504	136	76	w1	w1	NOUN
bjmsr-2504	136	77	*	*	PUNCT
bjmsr-2504	136	78	r_{ij	r_{ij	PROPN
bjmsr-2504	136	79	}	}	PUNCT
bjmsr-2504	136	80	+	+	NUM
bjmsr-2504	136	81	w2	w2	NOUN
bjmsr-2504	136	82	*	*	PUNCT
bjmsr-2504	136	83	c_{ij	c_{ij	PROPN
bjmsr-2504	136	84	}	}	PUNCT
bjmsr-2504	137	1	+	+	CCONJ
bjmsr-2504	137	2	w3	w3	PROPN
bjmsr-2504	137	3	*	*	PUNCT
bjmsr-2504	137	4	t_{ij	t_{ij	PROPN
bjmsr-2504	137	5	}	}	PUNCT
bjmsr-2504	137	6	+	+	NUM
bjmsr-2504	137	7	w4	w4	NOUN
bjmsr-2504	137	8	*	*	PUNCT
bjmsr-2504	137	9	i_{ij	i_{ij	PROPN
bjmsr-2504	137	10	}	}	PUNCT
bjmsr-2504	137	11	(	(	PUNCT
bjmsr-2504	137	12	1	1	X
bjmsr-2504	137	13	)	)	PUNCT
bjmsr-2504	137	14	where	where	SCONJ
bjmsr-2504	137	15	:	:	PUNCT
bjmsr-2504	137	16	(	(	PUNCT
bjmsr-2504	137	17	r_{ij	r_{ij	NOUN
bjmsr-2504	137	18	}	}	PUNCT
bjmsr-2504	137	19	,	,	PUNCT
bjmsr-2504	137	20	c_{ij	c_{ij	NOUN
bjmsr-2504	137	21	}	}	PUNCT
bjmsr-2504	137	22	,	,	PUNCT
bjmsr-2504	137	23	t_{ij	t_{ij	NOUN
bjmsr-2504	137	24	}	}	PUNCT
bjmsr-2504	137	25	,	,	PUNCT
bjmsr-2504	137	26	i_{ij	i_{ij	PROPN
bjmsr-2504	137	27	}	}	PUNCT
bjmsr-2504	137	28	\	\	NOUN
bjmsr-2504	137	29	)	)	PUNCT
bjmsr-2504	137	30	are	be	AUX
bjmsr-2504	137	31	the	the	DET
bjmsr-2504	137	32	respective	respective	ADJ
bjmsr-2504	137	33	scores	score	NOUN
bjmsr-2504	137	34	(	(	PUNCT
bjmsr-2504	137	35	1	1	NUM
bjmsr-2504	137	36	-	-	SYM
bjmsr-2504	137	37	5	5	NUM
bjmsr-2504	137	38	)	)	PUNCT
bjmsr-2504	137	39	for	for	ADP
bjmsr-2504	137	40	relevance	relevance	NOUN
bjmsr-2504	137	41	,	,	PUNCT
bjmsr-2504	137	42	cost	cost	NOUN
bjmsr-2504	137	43	,	,	PUNCT
bjmsr-2504	137	44	time	time	NOUN
bjmsr-2504	137	45	,	,	PUNCT
bjmsr-2504	137	46	and	and	CCONJ
bjmsr-2504	137	47	impact	impact	NOUN
bjmsr-2504	137	48	?	?	PUNCT
bjmsr-2504	138	1	in	in	ADP
bjmsr-2504	138	2	the	the	DET
bjmsr-2504	138	3	following	following	ADJ
bjmsr-2504	138	4	section	section	NOUN
bjmsr-2504	138	5	,	,	PUNCT
bjmsr-2504	138	6	it	it	PRON
bjmsr-2504	138	7	visualizes	visualize	VERB
bjmsr-2504	138	8	the	the	DET
bjmsr-2504	138	9	suggested	suggest	VERB
bjmsr-2504	138	10	training	training	NOUN
bjmsr-2504	138	11	routes	route	NOUN
bjmsr-2504	138	12	for	for	ADP
bjmsr-2504	138	13	leadership	leadership	NOUN
bjmsr-2504	138	14	positions	position	NOUN
bjmsr-2504	138	15	through	through	ADP
bjmsr-2504	138	16	associative	associative	ADJ
bjmsr-2504	138	17	graphs	graph	NOUN
bjmsr-2504	138	18	.	.	PUNCT
bjmsr-2504	139	1	the	the	DET
bjmsr-2504	139	2	strategy	strategy	NOUN
bjmsr-2504	139	3	facilitates	facilitate	VERB
bjmsr-2504	139	4	more	more	ADV
bjmsr-2504	139	5	straightforward	straightforward	ADJ
bjmsr-2504	139	6	interpretation	interpretation	NOUN
bjmsr-2504	139	7	and	and	CCONJ
bjmsr-2504	139	8	enables	enable	VERB
bjmsr-2504	139	9	informed	informed	ADJ
bjmsr-2504	139	10	decision	decision	NOUN
bjmsr-2504	139	11	-	-	PUNCT
bjmsr-2504	139	12	making	making	NOUN
bjmsr-2504	139	13	to	to	PART
bjmsr-2504	139	14	tailor	tailor	VERB
bjmsr-2504	139	15	leadership	leadership	NOUN
bjmsr-2504	139	16	development	development	NOUN
bjmsr-2504	139	17	.	.	PUNCT
bjmsr-2504	140	1	results	result	VERB
bjmsr-2504	140	2	the	the	DET
bjmsr-2504	140	3	experimental	experimental	ADJ
bjmsr-2504	140	4	framework	framework	NOUN
bjmsr-2504	140	5	was	be	AUX
bjmsr-2504	140	6	tested	test	VERB
bjmsr-2504	140	7	using	use	VERB
bjmsr-2504	140	8	an	an	DET
bjmsr-2504	140	9	encrypted	encrypt	VERB
bjmsr-2504	140	10	dataset	dataset	NOUN
bjmsr-2504	140	11	containing	contain	VERB
bjmsr-2504	140	12	formatted	format	VERB
bjmsr-2504	140	13	files	file	NOUN
bjmsr-2504	140	14	of	of	ADP
bjmsr-2504	140	15	job	job	NOUN
bjmsr-2504	140	16	descriptions	description	NOUN
bjmsr-2504	140	17	in	in	ADP
bjmsr-2504	140	18	a	a	DET
bjmsr-2504	140	19	university	university	NOUN
bjmsr-2504	140	20	setting	setting	NOUN
bjmsr-2504	140	21	.	.	PUNCT
bjmsr-2504	141	1	table	table	NOUN
bjmsr-2504	141	2	3	3	NUM
bjmsr-2504	141	3	presents	present	VERB
bjmsr-2504	141	4	a	a	DET
bjmsr-2504	141	5	sample	sample	NOUN
bjmsr-2504	141	6	structure	structure	NOUN
bjmsr-2504	141	7	of	of	ADP
bjmsr-2504	141	8	job	job	NOUN
bjmsr-2504	141	9	description	description	NOUN
bjmsr-2504	141	10	tokens	token	NOUN
bjmsr-2504	141	11	for	for	ADP
bjmsr-2504	141	12	each	each	DET
bjmsr-2504	141	13	file	file	NOUN
bjmsr-2504	141	14	,	,	PUNCT
bjmsr-2504	141	15	which	which	PRON
bjmsr-2504	141	16	were	be	AUX
bjmsr-2504	141	17	populated	populate	VERB
bjmsr-2504	141	18	with	with	ADP
bjmsr-2504	141	19	detailed	detailed	ADJ
bjmsr-2504	141	20	tokens	token	NOUN
bjmsr-2504	141	21	for	for	ADP
bjmsr-2504	141	22	the	the	DET
bjmsr-2504	141	23	following	follow	VERB
bjmsr-2504	141	24	elements	element	NOUN
bjmsr-2504	141	25	:	:	PUNCT
bjmsr-2504	141	26	job	job	NOUN
bjmsr-2504	141	27	title	title	NOUN
bjmsr-2504	141	28	,	,	PUNCT
bjmsr-2504	141	29	position	position	NOUN
bjmsr-2504	141	30	code	code	NOUN
bjmsr-2504	141	31	,	,	PUNCT
bjmsr-2504	141	32	department	department	NOUN
bjmsr-2504	141	33	/	/	SYM
bjmsr-2504	141	34	unit	unit	NOUN
bjmsr-2504	141	35	,	,	PUNCT
bjmsr-2504	141	36	reporting	report	VERB
bjmsr-2504	141	37	line	line	NOUN
bjmsr-2504	141	38	,	,	PUNCT
bjmsr-2504	141	39	job	job	NOUN
bjmsr-2504	141	40	overview	overview	NOUN
bjmsr-2504	141	41	,	,	PUNCT
bjmsr-2504	141	42	responsibilities	responsibility	NOUN
bjmsr-2504	141	43	and	and	CCONJ
bjmsr-2504	141	44	duties	duty	NOUN
bjmsr-2504	141	45	,	,	PUNCT
bjmsr-2504	141	46	and	and	CCONJ
bjmsr-2504	141	47	qualifications	qualification	NOUN
bjmsr-2504	141	48	and	and	CCONJ
bjmsr-2504	141	49	competencies	competency	NOUN
bjmsr-2504	141	50	.	.	PUNCT
bjmsr-2504	142	1	the	the	DET
bjmsr-2504	142	2	raw	raw	ADJ
bjmsr-2504	142	3	data	datum	NOUN
bjmsr-2504	142	4	can	can	AUX
bjmsr-2504	142	5	not	not	PART
bjmsr-2504	142	6	be	be	AUX
bjmsr-2504	142	7	published	publish	VERB
bjmsr-2504	142	8	to	to	PART
bjmsr-2504	142	9	maintain	maintain	VERB
bjmsr-2504	142	10	confidentiality	confidentiality	NOUN
bjmsr-2504	142	11	and	and	CCONJ
bjmsr-2504	142	12	institutional	institutional	ADJ
bjmsr-2504	142	13	compliance	compliance	NOUN
bjmsr-2504	142	14	.	.	PUNCT
bjmsr-2504	143	1	table	table	NOUN
bjmsr-2504	143	2	3	3	NUM
bjmsr-2504	143	3	.	.	PUNCT
bjmsr-2504	143	4	sample	sample	NOUN
bjmsr-2504	143	5	structure	structure	NOUN
bjmsr-2504	143	6	of	of	ADP
bjmsr-2504	143	7	job	job	NOUN
bjmsr-2504	143	8	description	description	NOUN
bjmsr-2504	143	9	tokens	token	NOUN
bjmsr-2504	143	10	vc	vc	PROPN
bjmsr-2504	143	11	job	job	NOUN
bjmsr-2504	143	12	token	token	VERB
bjmsr-2504	143	13	field	field	NOUN
bjmsr-2504	143	14	example	example	NOUN
bjmsr-2504	143	15	token	token	VERB
bjmsr-2504	143	16	job	job	NOUN
bjmsr-2504	143	17	title	title	NOUN
bjmsr-2504	143	18	director	director	NOUN
bjmsr-2504	143	19	of	of	ADP
bjmsr-2504	143	20	academic	academic	ADJ
bjmsr-2504	143	21	affairs	affairs	PROPN
bjmsr-2504	143	22	position	position	NOUN
bjmsr-2504	143	23	code	code	NOUN
bjmsr-2504	143	24	da-203	da-203	PROPN
bjmsr-2504	143	25	department	department	NOUN
bjmsr-2504	143	26	/	/	SYM
bjmsr-2504	143	27	unit	unit	NOUN
bjmsr-2504	143	28	office	office	NOUN
bjmsr-2504	143	29	of	of	ADP
bjmsr-2504	143	30	the	the	DET
bjmsr-2504	143	31	vice	vice	NOUN
bjmsr-2504	143	32	chancellor	chancellor	NOUN
bjmsr-2504	143	33	for	for	ADP
bjmsr-2504	143	34	academic	academic	ADJ
bjmsr-2504	143	35	affairs	affair	NOUN
bjmsr-2504	143	36	reporting	report	VERB
bjmsr-2504	143	37	line	line	NOUN
bjmsr-2504	143	38	reports	report	VERB
bjmsr-2504	143	39	to	to	ADP
bjmsr-2504	143	40	:	:	PUNCT
bjmsr-2504	143	41	vice	vice	NOUN
bjmsr-2504	143	42	chancellor	chancellor	NOUN
bjmsr-2504	143	43	job	job	NOUN
bjmsr-2504	143	44	overview	overview	NOUN
bjmsr-2504	143	45	oversees	oversee	NOUN
bjmsr-2504	143	46	curriculum	curriculum	NOUN
bjmsr-2504	143	47	development	development	NOUN
bjmsr-2504	143	48	and	and	CCONJ
bjmsr-2504	143	49	ensures	ensure	VERB
bjmsr-2504	143	50	compliance	compliance	NOUN
bjmsr-2504	143	51	with	with	ADP
bjmsr-2504	143	52	academic	academic	ADJ
bjmsr-2504	143	53	policies	policy	NOUN
bjmsr-2504	143	54	.	.	PUNCT
bjmsr-2504	144	1	responsibilities	responsibility	NOUN
bjmsr-2504	144	2	develop	develop	VERB
bjmsr-2504	144	3	academic	academic	ADJ
bjmsr-2504	144	4	strategy	strategy	NOUN
bjmsr-2504	144	5	,	,	PUNCT
bjmsr-2504	144	6	monitor	monitor	VERB
bjmsr-2504	144	7	program	program	NOUN
bjmsr-2504	144	8	quality	quality	NOUN
bjmsr-2504	144	9	,	,	PUNCT
bjmsr-2504	144	10	and	and	CCONJ
bjmsr-2504	144	11	manage	manage	VERB
bjmsr-2504	144	12	accreditation	accreditation	NOUN
bjmsr-2504	144	13	.	.	PUNCT
bjmsr-2504	145	1	qualifications	qualification	NOUN
bjmsr-2504	145	2	phd	phd	NOUN
bjmsr-2504	145	3	in	in	ADP
bjmsr-2504	145	4	education	education	NOUN
bjmsr-2504	145	5	management	management	NOUN
bjmsr-2504	145	6	,	,	PUNCT
bjmsr-2504	145	7	10	10	NUM
bjmsr-2504	145	8	+	+	NUM
bjmsr-2504	145	9	years	year	NOUN
bjmsr-2504	145	10	in	in	ADP
bjmsr-2504	145	11	academic	academic	ADJ
bjmsr-2504	145	12	leadership	leadership	NOUN
bjmsr-2504	145	13	.	.	PUNCT
bjmsr-2504	146	1	competencies	competency	NOUN
bjmsr-2504	146	2	strategic	strategic	ADJ
bjmsr-2504	146	3	thinking	thinking	NOUN
bjmsr-2504	146	4	,	,	PUNCT
bjmsr-2504	146	5	decision	decision	NOUN
bjmsr-2504	146	6	-	-	PUNCT
bjmsr-2504	146	7	making	making	NOUN
bjmsr-2504	146	8	,	,	PUNCT
bjmsr-2504	146	9	communication	communication	NOUN
bjmsr-2504	146	10	,	,	PUNCT
bjmsr-2504	146	11	leadership	leadership	NOUN
bjmsr-2504	146	12	,	,	PUNCT
bjmsr-2504	146	13	and	and	CCONJ
bjmsr-2504	146	14	data	datum	NOUN
bjmsr-2504	146	15	literacy	literacy	NOUN
bjmsr-2504	146	16	.	.	PUNCT
bjmsr-2504	147	1	name	name	NOUN
bjmsr-2504	147	2	signature	signature	NOUN
bjmsr-2504	147	3	the	the	DET
bjmsr-2504	147	4	dataset	dataset	NOUN
bjmsr-2504	147	5	was	be	AUX
bjmsr-2504	147	6	organized	organize	VERB
bjmsr-2504	147	7	into	into	ADP
bjmsr-2504	147	8	four	four	NUM
bjmsr-2504	147	9	main	main	ADJ
bjmsr-2504	147	10	occupational	occupational	ADJ
bjmsr-2504	147	11	groups	group	NOUN
bjmsr-2504	147	12	,	,	PUNCT
bjmsr-2504	147	13	with	with	ADP
bjmsr-2504	147	14	each	each	DET
bjmsr-2504	147	15	group	group	NOUN
bjmsr-2504	147	16	comprising	comprise	VERB
bjmsr-2504	147	17	numerous	numerous	ADJ
bjmsr-2504	147	18	positions	position	NOUN
bjmsr-2504	147	19	.	.	PUNCT
bjmsr-2504	148	1	to	to	PART
bjmsr-2504	148	2	identify	identify	VERB
bjmsr-2504	148	3	the	the	DET
bjmsr-2504	148	4	competencies	competency	NOUN
bjmsr-2504	148	5	,	,	PUNCT
bjmsr-2504	148	6	the	the	DET
bjmsr-2504	148	7	nlp	nlp	ADJ
bjmsr-2504	148	8	algorithm	algorithm	NOUN
bjmsr-2504	148	9	was	be	AUX
bjmsr-2504	148	10	used	use	VERB
bjmsr-2504	148	11	to	to	PART
bjmsr-2504	148	12	analyze	analyze	VERB
bjmsr-2504	148	13	the	the	DET
bjmsr-2504	148	14	semantics	semantic	NOUN
bjmsr-2504	148	15	of	of	ADP
bjmsr-2504	148	16	job	job	NOUN
bjmsr-2504	148	17	responsibilities	responsibility	NOUN
bjmsr-2504	148	18	,	,	PUNCT
bjmsr-2504	148	19	the	the	DET
bjmsr-2504	148	20	competencies	competency	NOUN
bjmsr-2504	148	21	required	require	VERB
bjmsr-2504	148	22	for	for	ADP
bjmsr-2504	148	23	each	each	DET
bjmsr-2504	148	24	job	job	NOUN
bjmsr-2504	148	25	,	,	PUNCT
bjmsr-2504	148	26	and	and	CCONJ
bjmsr-2504	148	27	the	the	DET
bjmsr-2504	148	28	strong	strong	ADJ
bjmsr-2504	148	29	alignment	alignment	NOUN
bjmsr-2504	148	30	of	of	ADP
bjmsr-2504	148	31	each	each	DET
bjmsr-2504	148	32	job	job	NOUN
bjmsr-2504	148	33	with	with	ADP
bjmsr-2504	148	34	the	the	DET
bjmsr-2504	148	35	company	company	NOUN
bjmsr-2504	148	36	's	's	PART
bjmsr-2504	148	37	strategies	strategy	NOUN
bjmsr-2504	148	38	.	.	PUNCT
bjmsr-2504	149	1	then	then	ADV
bjmsr-2504	149	2	,	,	PUNCT
bjmsr-2504	149	3	competencies	competency	NOUN
bjmsr-2504	149	4	were	be	AUX
bjmsr-2504	149	5	overlapped	overlap	VERB
bjmsr-2504	149	6	with	with	ADP
bjmsr-2504	149	7	training	training	NOUN
bjmsr-2504	149	8	programs	program	NOUN
bjmsr-2504	149	9	based	base	VERB
bjmsr-2504	149	10	on	on	ADP
bjmsr-2504	149	11	a	a	DET
bjmsr-2504	149	12	custom	custom	ADV
bjmsr-2504	149	13	-	-	PUNCT
bjmsr-2504	149	14	built	build	VERB
bjmsr-2504	149	15	dictionary	dictionary	NOUN
bjmsr-2504	149	16	founded	found	VERB
bjmsr-2504	149	17	on	on	ADP
bjmsr-2504	149	18	current	current	ADJ
bjmsr-2504	149	19	trends	trend	NOUN
bjmsr-2504	149	20	and	and	CCONJ
bjmsr-2504	149	21	third	third	ADJ
bjmsr-2504	149	22	-	-	PUNCT
bjmsr-2504	149	23	party	party	NOUN
bjmsr-2504	149	24	training	training	NOUN
bjmsr-2504	149	25	providers	provider	NOUN
bjmsr-2504	149	26	.	.	PUNCT
bjmsr-2504	150	1	table	table	NOUN
bjmsr-2504	150	2	4	4	NUM
bjmsr-2504	150	3	shows	show	VERB
bjmsr-2504	150	4	a	a	DET
bjmsr-2504	150	5	sample	sample	NOUN
bjmsr-2504	150	6	training	training	NOUN
bjmsr-2504	150	7	path	path	NOUN
bjmsr-2504	150	8	dictionary	dictionary	ADJ
bjmsr-2504	150	9	structure	structure	NOUN
bjmsr-2504	150	10	used	use	VERB
bjmsr-2504	150	11	to	to	PART
bjmsr-2504	150	12	match	match	VERB
bjmsr-2504	150	13	the	the	DET
bjmsr-2504	150	14	appropriate	appropriate	ADJ
bjmsr-2504	150	15	job	job	NOUN
bjmsr-2504	150	16	description	description	NOUN
bjmsr-2504	150	17	tokens	token	NOUN
bjmsr-2504	150	18	.	.	PUNCT
bjmsr-2504	151	1	table	table	NOUN
bjmsr-2504	151	2	4	4	NUM
bjmsr-2504	151	3	.	.	PUNCT
bjmsr-2504	152	1	sample	sample	NOUN
bjmsr-2504	152	2	training	training	NOUN
bjmsr-2504	152	3	path	path	NOUN
bjmsr-2504	152	4	dictionary	dictionary	ADJ
bjmsr-2504	152	5	structure	structure	NOUN
bjmsr-2504	152	6	training	training	NOUN
bjmsr-2504	152	7	category	category	NOUN
bjmsr-2504	152	8	associated	associate	VERB
bjmsr-2504	152	9	programs	program	NOUN
bjmsr-2504	152	10	/	/	SYM
bjmsr-2504	152	11	activities	activitie	VERB
bjmsr-2504	152	12	strategic	strategic	ADJ
bjmsr-2504	152	13	leadership	leadership	NOUN
bjmsr-2504	152	14	leadership	leadership	NOUN
bjmsr-2504	152	15	development	development	NOUN
bjmsr-2504	152	16	programs	program	NOUN
bjmsr-2504	152	17	seminars	seminar	VERB
bjmsr-2504	152	18	on	on	ADP
bjmsr-2504	152	19	leadership	leadership	NOUN
bjmsr-2504	152	20	trends	trend	NOUN
bjmsr-2504	152	21	mentorship	mentorship	NOUN
bjmsr-2504	152	22	from	from	ADP
bjmsr-2504	152	23	leaders	leader	NOUN
bjmsr-2504	152	24	operational	operational	ADJ
bjmsr-2504	152	25	management	management	NOUN
bjmsr-2504	152	26	workshops	workshop	NOUN
bjmsr-2504	152	27	on	on	ADP
bjmsr-2504	152	28	higher	high	ADJ
bjmsr-2504	152	29	ed	ed	NOUN
bjmsr-2504	152	30	operations	operation	NOUN
bjmsr-2504	152	31	job	job	NOUN
bjmsr-2504	152	32	rotation	rotation	NOUN
bjmsr-2504	152	33	/	/	SYM
bjmsr-2504	152	34	shadowing	shadow	VERB
bjmsr-2504	152	35	strategic	strategic	ADJ
bjmsr-2504	152	36	planning	planning	NOUN
bjmsr-2504	152	37	and	and	CCONJ
bjmsr-2504	152	38	implementation	implementation	NOUN
bjmsr-2504	152	39	strategic	strategic	ADJ
bjmsr-2504	152	40	planning	planning	NOUN
bjmsr-2504	152	41	workshops	workshop	NOUN
bjmsr-2504	152	42	involvement	involvement	NOUN
bjmsr-2504	152	43	in	in	ADP
bjmsr-2504	152	44	planning	planning	NOUN
bjmsr-2504	152	45	projects	project	NOUN
bjmsr-2504	152	46	financial	financial	ADJ
bjmsr-2504	152	47	management	management	NOUN
bjmsr-2504	152	48	advanced	advanced	ADJ
bjmsr-2504	152	49	finance	finance	NOUN
bjmsr-2504	152	50	courses	course	NOUN
bjmsr-2504	152	51	workshops	workshop	NOUN
bjmsr-2504	152	52	on	on	ADP
bjmsr-2504	152	53	financial	financial	ADJ
bjmsr-2504	152	54	sustainability	sustainability	NOUN
bjmsr-2504	152	55	academic	academic	ADJ
bjmsr-2504	152	56	excellence	excellence	PROPN
bjmsr-2504	152	57	and	and	CCONJ
bjmsr-2504	152	58	research	research	NOUN
bjmsr-2504	152	59	academic	academic	ADJ
bjmsr-2504	152	60	conferences	conference	NOUN
bjmsr-2504	152	61	ongoing	ongoing	ADJ
bjmsr-2504	152	62	research	research	NOUN
bjmsr-2504	152	63	workshops	workshop	NOUN
bjmsr-2504	152	64	on	on	ADP
bjmsr-2504	152	65	academic	academic	ADJ
bjmsr-2504	152	66	excellence	excellence	NOUN
bjmsr-2504	152	67	community	community	NOUN
bjmsr-2504	152	68	engagement	engagement	NOUN
bjmsr-2504	152	69	community	community	NOUN
bjmsr-2504	152	70	engagement	engagement	NOUN
bjmsr-2504	152	71	workshops	workshop	NOUN
bjmsr-2504	152	72	community	community	NOUN
bjmsr-2504	152	73	outreach	outreach	NOUN
bjmsr-2504	152	74	programs	program	NOUN
bjmsr-2504	152	75	meetings	meeting	NOUN
bjmsr-2504	152	76	with	with	ADP
bjmsr-2504	152	77	local	local	ADJ
bjmsr-2504	152	78	leaders	leader	NOUN
bjmsr-2504	152	79	external	external	ADJ
bjmsr-2504	152	80	stakeholder	stakeholder	NOUN
bjmsr-2504	152	81	management	management	NOUN
bjmsr-2504	152	82	stakeholder	stakeholder	NOUN
bjmsr-2504	152	83	management	management	NOUN
bjmsr-2504	152	84	workshops	workshop	NOUN
bjmsr-2504	152	85	networking	network	VERB
bjmsr-2504	152	86	with	with	ADP
bjmsr-2504	152	87	stakeholders	stakeholder	NOUN
bjmsr-2504	152	88	team	team	NOUN
bjmsr-2504	152	89	leadership	leadership	NOUN
bjmsr-2504	152	90	and	and	CCONJ
bjmsr-2504	152	91	management	management	NOUN
bjmsr-2504	152	92	team	team	NOUN
bjmsr-2504	152	93	-	-	PUNCT
bjmsr-2504	152	94	focused	focus	VERB
bjmsr-2504	152	95	leadership	leadership	NOUN
bjmsr-2504	152	96	programs	program	NOUN
bjmsr-2504	152	97	workshops	workshop	NOUN
bjmsr-2504	152	98	on	on	ADP
bjmsr-2504	152	99	diverse	diverse	ADJ
bjmsr-2504	152	100	team	team	NOUN
bjmsr-2504	152	101	management	management	NOUN
bjmsr-2504	152	102	compliance	compliance	NOUN
bjmsr-2504	152	103	with	with	ADP
bjmsr-2504	152	104	legislation	legislation	NOUN
bjmsr-2504	152	105	and	and	CCONJ
bjmsr-2504	152	106	regulations	regulation	NOUN
bjmsr-2504	152	107	workshops	workshop	NOUN
bjmsr-2504	152	108	on	on	ADP
bjmsr-2504	152	109	education	education	NOUN
bjmsr-2504	152	110	legislation	legislation	NOUN
bjmsr-2504	152	111	engage	engage	VERB
bjmsr-2504	152	112	with	with	ADP
bjmsr-2504	152	113	legal	legal	ADJ
bjmsr-2504	152	114	experts	expert	NOUN
bjmsr-2504	152	115	communication	communication	NOUN
bjmsr-2504	152	116	and	and	CCONJ
bjmsr-2504	152	117	interpersonal	interpersonal	ADJ
bjmsr-2504	152	118	skills	skill	NOUN
bjmsr-2504	152	119	communication	communication	NOUN
bjmsr-2504	152	120	skills	skill	NOUN
bjmsr-2504	152	121	workshops	workshop	NOUN
bjmsr-2504	152	122	practice	practice	VERB
bjmsr-2504	152	123	public	public	ADJ
bjmsr-2504	152	124	speaking	speak	VERB
bjmsr-2504	152	125	commitment	commitment	NOUN
bjmsr-2504	152	126	to	to	ADP
bjmsr-2504	152	127	diversity	diversity	NOUN
bjmsr-2504	152	128	and	and	CCONJ
bjmsr-2504	152	129	inclusion	inclusion	NOUN
bjmsr-2504	152	130	diversity	diversity	NOUN
bjmsr-2504	152	131	training	training	NOUN
bjmsr-2504	152	132	programs	program	NOUN
bjmsr-2504	152	133	events	event	NOUN
bjmsr-2504	152	134	promoting	promote	VERB
bjmsr-2504	152	135	inclusion	inclusion	NOUN
bjmsr-2504	152	136	the	the	DET
bjmsr-2504	152	137	mapping	mapping	NOUN
bjmsr-2504	152	138	process	process	NOUN
bjmsr-2504	152	139	involved	involve	VERB
bjmsr-2504	152	140	a	a	DET
bjmsr-2504	152	141	multi	multi	ADJ
bjmsr-2504	152	142	-	-	ADJ
bjmsr-2504	152	143	criteria	criteria	ADJ
bjmsr-2504	152	144	decision	decision	NOUN
bjmsr-2504	152	145	model	model	NOUN
bjmsr-2504	152	146	that	that	PRON
bjmsr-2504	152	147	ranked	rank	VERB
bjmsr-2504	152	148	the	the	DET
bjmsr-2504	152	149	training	training	NOUN
bjmsr-2504	152	150	options	option	NOUN
bjmsr-2504	152	151	based	base	VERB
bjmsr-2504	152	152	on	on	ADP
bjmsr-2504	152	153	the	the	DET
bjmsr-2504	152	154	importance	importance	NOUN
bjmsr-2504	152	155	of	of	ADP
bjmsr-2504	152	156	training	training	NOUN
bjmsr-2504	152	157	relevance	relevance	NOUN
bjmsr-2504	152	158	,	,	PUNCT
bjmsr-2504	152	159	cost	cost	NOUN
bjmsr-2504	152	160	,	,	PUNCT
bjmsr-2504	152	161	duration	duration	NOUN
bjmsr-2504	152	162	,	,	PUNCT
bjmsr-2504	152	163	and	and	CCONJ
bjmsr-2504	152	164	impact	impact	NOUN
bjmsr-2504	152	165	.	.	PUNCT
bjmsr-2504	153	1	this	this	PRON
bjmsr-2504	153	2	enabled	enable	VERB
bjmsr-2504	153	3	the	the	DET
bjmsr-2504	153	4	system	system	NOUN
bjmsr-2504	153	5	to	to	PART
bjmsr-2504	153	6	produce	produce	VERB
bjmsr-2504	153	7	visual	visual	ADJ
bjmsr-2504	153	8	outputs	output	NOUN
bjmsr-2504	153	9	in	in	ADP
bjmsr-2504	153	10	the	the	DET
bjmsr-2504	153	11	form	form	NOUN
bjmsr-2504	153	12	of	of	ADP
bjmsr-2504	153	13	graphs	graph	NOUN
bjmsr-2504	153	14	,	,	PUNCT
bjmsr-2504	153	15	providing	provide	VERB
bjmsr-2504	153	16	clear	clear	ADJ
bjmsr-2504	153	17	links	link	NOUN
bjmsr-2504	153	18	between	between	ADP
bjmsr-2504	153	19	the	the	DET
bjmsr-2504	153	20	extracted	extract	VERB
bjmsr-2504	153	21	competencies	competency	NOUN
bjmsr-2504	153	22	and	and	CCONJ
bjmsr-2504	153	23	the	the	DET
bjmsr-2504	153	24	optimal	optimal	ADJ
bjmsr-2504	153	25	training	training	NOUN
bjmsr-2504	153	26	routes	route	NOUN
bjmsr-2504	153	27	.	.	PUNCT
bjmsr-2504	154	1	shannaq	shannaq	PROPN
bjmsr-2504	154	2	et	et	PROPN
bjmsr-2504	154	3	al	al	PROPN
bjmsr-2504	154	4	.	.	PROPN
bjmsr-2504	154	5	,	,	PUNCT
bjmsr-2504	154	6	bangladesh	bangladesh	PROPN
bjmsr-2504	154	7	journal	journal	NOUN
bjmsr-2504	154	8	of	of	ADP
bjmsr-2504	154	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	154	10	scientific	scientific	ADJ
bjmsr-2504	154	11	research	research	NOUN
bjmsr-2504	154	12	10(5	10(5	NOUN
bjmsr-2504	154	13	)	)	PUNCT
bjmsr-2504	154	14	(	(	PUNCT
bjmsr-2504	154	15	2025	2025	NUM
bjmsr-2504	154	16	)	)	PUNCT
bjmsr-2504	154	17	,	,	PUNCT
bjmsr-2504	154	18	1	1	NUM
bjmsr-2504	154	19	-	-	SYM
bjmsr-2504	154	20	11	11	NUM
bjmsr-2504	154	21	7	7	NUM
bjmsr-2504	154	22	to	to	PART
bjmsr-2504	154	23	verify	verify	VERB
bjmsr-2504	154	24	the	the	DET
bjmsr-2504	154	25	system	system	NOUN
bjmsr-2504	154	26	's	's	PART
bjmsr-2504	154	27	functionality	functionality	NOUN
bjmsr-2504	154	28	,	,	PUNCT
bjmsr-2504	154	29	several	several	ADJ
bjmsr-2504	154	30	explanatory	explanatory	ADJ
bjmsr-2504	154	31	graphs	graph	NOUN
bjmsr-2504	154	32	were	be	AUX
bjmsr-2504	154	33	generated	generate	VERB
bjmsr-2504	154	34	.	.	PUNCT
bjmsr-2504	155	1	these	these	PRON
bjmsr-2504	155	2	illustrate	illustrate	VERB
bjmsr-2504	155	3	the	the	DET
bjmsr-2504	155	4	ai	ai	NOUN
bjmsr-2504	155	5	model	model	NOUN
bjmsr-2504	155	6	's	's	PART
bjmsr-2504	155	7	understanding	understanding	NOUN
bjmsr-2504	155	8	of	of	ADP
bjmsr-2504	155	9	job	job	NOUN
bjmsr-2504	155	10	requirements	requirement	NOUN
bjmsr-2504	155	11	and	and	CCONJ
bjmsr-2504	155	12	the	the	DET
bjmsr-2504	155	13	provision	provision	NOUN
bjmsr-2504	155	14	of	of	ADP
bjmsr-2504	155	15	strategic	strategic	ADJ
bjmsr-2504	155	16	training	training	NOUN
bjmsr-2504	155	17	suggestions	suggestion	NOUN
bjmsr-2504	155	18	.	.	PUNCT
bjmsr-2504	156	1	the	the	DET
bjmsr-2504	156	2	findings	finding	NOUN
bjmsr-2504	156	3	validate	validate	VERB
bjmsr-2504	156	4	the	the	DET
bjmsr-2504	156	5	framework	framework	NOUN
bjmsr-2504	156	6	for	for	ADP
bjmsr-2504	156	7	performing	perform	VERB
bjmsr-2504	156	8	competency	competency	NOUN
bjmsr-2504	156	9	extraction	extraction	NOUN
bjmsr-2504	156	10	automation	automation	NOUN
bjmsr-2504	156	11	and	and	CCONJ
bjmsr-2504	156	12	aiding	aid	VERB
bjmsr-2504	156	13	in	in	ADP
bjmsr-2504	156	14	the	the	DET
bjmsr-2504	156	15	professional	professional	ADJ
bjmsr-2504	156	16	judgment	judgment	NOUN
bjmsr-2504	156	17	of	of	ADP
bjmsr-2504	156	18	where	where	SCONJ
bjmsr-2504	156	19	training	training	NOUN
bjmsr-2504	156	20	funds	fund	NOUN
bjmsr-2504	156	21	should	should	AUX
bjmsr-2504	156	22	be	be	AUX
bjmsr-2504	156	23	allocated	allocate	VERB
bjmsr-2504	156	24	to	to	PART
bjmsr-2504	156	25	support	support	VERB
bjmsr-2504	156	26	strategic	strategic	ADJ
bjmsr-2504	156	27	hr	hr	NOUN
bjmsr-2504	156	28	development	development	NOUN
bjmsr-2504	156	29	objectives	objective	NOUN
bjmsr-2504	156	30	.	.	PUNCT
bjmsr-2504	157	1	the	the	DET
bjmsr-2504	157	2	proposed	propose	VERB
bjmsr-2504	157	3	assumptions	assumption	NOUN
bjmsr-2504	157	4	in	in	ADP
bjmsr-2504	157	5	this	this	DET
bjmsr-2504	157	6	work	work	NOUN
bjmsr-2504	157	7	were	be	AUX
bjmsr-2504	157	8	all	all	PRON
bjmsr-2504	157	9	confirmed	confirm	VERB
bjmsr-2504	157	10	by	by	ADP
bjmsr-2504	157	11	the	the	DET
bjmsr-2504	157	12	experiment	experiment	NOUN
bjmsr-2504	157	13	,	,	PUNCT
bjmsr-2504	157	14	as	as	SCONJ
bjmsr-2504	157	15	shown	show	VERB
bjmsr-2504	157	16	in	in	ADP
bjmsr-2504	157	17	table	table	NOUN
bjmsr-2504	157	18	5	5	NUM
bjmsr-2504	157	19	.	.	PUNCT
bjmsr-2504	158	1	they	they	PRON
bjmsr-2504	158	2	were	be	AUX
bjmsr-2504	158	3	developed	develop	VERB
bjmsr-2504	158	4	to	to	PART
bjmsr-2504	158	5	utilize	utilize	VERB
bjmsr-2504	158	6	an	an	DET
bjmsr-2504	158	7	ai	ai	NOUN
bjmsr-2504	158	8	-	-	PUNCT
bjmsr-2504	158	9	powered	powered	ADJ
bjmsr-2504	158	10	nlp	nlp	NOUN
bjmsr-2504	158	11	and	and	CCONJ
bjmsr-2504	158	12	multi	multi	ADJ
bjmsr-2504	158	13	-	-	ADJ
bjmsr-2504	158	14	criteria	criterion	NOUN
bjmsr-2504	158	15	decision	decision	NOUN
bjmsr-2504	158	16	-	-	PUNCT
bjmsr-2504	158	17	making	making	NOUN
bjmsr-2504	158	18	(	(	PUNCT
bjmsr-2504	158	19	mcdm	mcdm	ADJ
bjmsr-2504	158	20	)	)	PUNCT
bjmsr-2504	158	21	framework	framework	NOUN
bjmsr-2504	158	22	.	.	PUNCT
bjmsr-2504	159	1	table	table	NOUN
bjmsr-2504	159	2	5	5	NUM
bjmsr-2504	159	3	.	.	PUNCT
bjmsr-2504	159	4	assumptions	assumption	NOUN
bjmsr-2504	159	5	results	result	VERB
bjmsr-2504	159	6	assumption	assumption	NOUN
bjmsr-2504	159	7	results	result	NOUN
bjmsr-2504	159	8	a1	a1	PROPN
bjmsr-2504	159	9	:	:	PUNCT
bjmsr-2504	159	10	the	the	DET
bjmsr-2504	159	11	ai	ai	ADJ
bjmsr-2504	159	12	-	-	PUNCT
bjmsr-2504	159	13	driven	drive	VERB
bjmsr-2504	159	14	nlp	nlp	NOUN
bjmsr-2504	159	15	systems	system	NOUN
bjmsr-2504	159	16	will	will	AUX
bjmsr-2504	159	17	be	be	AUX
bjmsr-2504	159	18	able	able	ADJ
bjmsr-2504	159	19	to	to	PART
bjmsr-2504	159	20	retrieve	retrieve	VERB
bjmsr-2504	159	21	the	the	DET
bjmsr-2504	159	22	leadership	leadership	NOUN
bjmsr-2504	159	23	competencies	competency	NOUN
bjmsr-2504	159	24	from	from	ADP
bjmsr-2504	159	25	the	the	DET
bjmsr-2504	159	26	unstructured	unstructured	ADJ
bjmsr-2504	159	27	job	job	NOUN
bjmsr-2504	159	28	description	description	NOUN
bjmsr-2504	159	29	effectively	effectively	ADV
bjmsr-2504	159	30	.	.	PUNCT
bjmsr-2504	160	1	accepted	accept	VERB
bjmsr-2504	160	2	a2	a2	PROPN
bjmsr-2504	160	3	:	:	PUNCT
bjmsr-2504	160	4	a	a	DET
bjmsr-2504	160	5	multi	multi	ADJ
bjmsr-2504	160	6	-	-	ADJ
bjmsr-2504	160	7	criteria	criteria	ADJ
bjmsr-2504	160	8	decision	decision	NOUN
bjmsr-2504	160	9	model	model	NOUN
bjmsr-2504	160	10	is	be	AUX
bjmsr-2504	160	11	suitable	suitable	ADJ
bjmsr-2504	160	12	for	for	ADP
bjmsr-2504	160	13	matching	match	VERB
bjmsr-2504	160	14	competencies	competency	NOUN
bjmsr-2504	160	15	that	that	PRON
bjmsr-2504	160	16	have	have	AUX
bjmsr-2504	160	17	been	be	AUX
bjmsr-2504	160	18	extracted	extract	VERB
bjmsr-2504	160	19	with	with	ADP
bjmsr-2504	160	20	appropriate	appropriate	ADJ
bjmsr-2504	160	21	training	training	NOUN
bjmsr-2504	160	22	programs	program	NOUN
bjmsr-2504	160	23	.	.	PUNCT
bjmsr-2504	161	1	accepted	accept	VERB
bjmsr-2504	161	2	a3	a3	NOUN
bjmsr-2504	161	3	:	:	PUNCT
bjmsr-2504	161	4	strategic	strategic	ADJ
bjmsr-2504	161	5	leadership	leadership	NOUN
bjmsr-2504	161	6	development	development	NOUN
bjmsr-2504	161	7	through	through	ADP
bjmsr-2504	161	8	ai	ai	PROPN
bjmsr-2504	161	9	is	be	AUX
bjmsr-2504	161	10	significantly	significantly	ADV
bjmsr-2504	161	11	more	more	ADV
bjmsr-2504	161	12	efficient	efficient	ADJ
bjmsr-2504	161	13	and	and	CCONJ
bjmsr-2504	161	14	aligned	aligned	ADJ
bjmsr-2504	161	15	than	than	ADP
bjmsr-2504	161	16	its	its	PRON
bjmsr-2504	161	17	manual	manual	ADJ
bjmsr-2504	161	18	counterparts	counterpart	NOUN
bjmsr-2504	161	19	.	.	PUNCT
bjmsr-2504	162	1	accepted	accept	VERB
bjmsr-2504	162	2	a1	a1	NOUN
bjmsr-2504	162	3	was	be	AUX
bjmsr-2504	162	4	proven	prove	VERB
bjmsr-2504	162	5	correct	correct	ADJ
bjmsr-2504	162	6	,	,	PUNCT
bjmsr-2504	162	7	as	as	SCONJ
bjmsr-2504	162	8	it	it	PRON
bjmsr-2504	162	9	successfully	successfully	ADV
bjmsr-2504	162	10	parsed	parse	VERB
bjmsr-2504	162	11	an	an	DET
bjmsr-2504	162	12	unstructured	unstructured	ADJ
bjmsr-2504	162	13	job	job	NOUN
bjmsr-2504	162	14	description	description	NOUN
bjmsr-2504	162	15	and	and	CCONJ
bjmsr-2504	162	16	accurately	accurately	ADV
bjmsr-2504	162	17	extracted	extract	VERB
bjmsr-2504	162	18	related	related	ADJ
bjmsr-2504	162	19	leadership	leadership	NOUN
bjmsr-2504	162	20	competencies	competency	NOUN
bjmsr-2504	162	21	using	use	VERB
bjmsr-2504	162	22	python	python	NOUN
bjmsr-2504	162	23	's	's	PART
bjmsr-2504	162	24	natural	natural	ADJ
bjmsr-2504	162	25	language	language	NOUN
bjmsr-2504	162	26	processing	processing	NOUN
bjmsr-2504	162	27	capabilities	capability	NOUN
bjmsr-2504	162	28	.	.	PUNCT
bjmsr-2504	163	1	based	base	VERB
bjmsr-2504	163	2	on	on	ADP
bjmsr-2504	163	3	a	a	DET
bjmsr-2504	163	4	series	series	NOUN
bjmsr-2504	163	5	of	of	ADP
bjmsr-2504	163	6	deterministic	deterministic	ADJ
bjmsr-2504	163	7	tokenization	tokenization	NOUN
bjmsr-2504	163	8	,	,	PUNCT
bjmsr-2504	163	9	keyword	keyword	NOUN
bjmsr-2504	163	10	exclusion	exclusion	NOUN
bjmsr-2504	163	11	,	,	PUNCT
bjmsr-2504	163	12	and	and	CCONJ
bjmsr-2504	163	13	semantic	semantic	ADJ
bjmsr-2504	163	14	clustering	clustering	NOUN
bjmsr-2504	163	15	,	,	PUNCT
bjmsr-2504	163	16	the	the	DET
bjmsr-2504	163	17	system	system	NOUN
bjmsr-2504	163	18	was	be	AUX
bjmsr-2504	163	19	able	able	ADJ
bjmsr-2504	163	20	to	to	PART
bjmsr-2504	163	21	extract	extract	VERB
bjmsr-2504	163	22	domain	domain	NOUN
bjmsr-2504	163	23	-	-	PUNCT
bjmsr-2504	163	24	specific	specific	ADJ
bjmsr-2504	163	25	competencies	competency	NOUN
bjmsr-2504	163	26	(	(	PUNCT
bjmsr-2504	163	27	e.g.	e.g.	ADV
bjmsr-2504	163	28	,	,	PUNCT
bjmsr-2504	163	29	strategic	strategic	ADJ
bjmsr-2504	163	30	vision	vision	NOUN
bjmsr-2504	163	31	,	,	PUNCT
bjmsr-2504	163	32	financial	financial	ADJ
bjmsr-2504	163	33	planning	planning	NOUN
bjmsr-2504	163	34	)	)	PUNCT
bjmsr-2504	163	35	from	from	ADP
bjmsr-2504	163	36	heterogeneous	heterogeneous	ADJ
bjmsr-2504	163	37	job	job	NOUN
bjmsr-2504	163	38	description	description	NOUN
bjmsr-2504	163	39	datasets	dataset	NOUN
bjmsr-2504	163	40	.	.	PUNCT
bjmsr-2504	164	1	this	this	DET
bjmsr-2504	164	2	rational	rational	ADJ
bjmsr-2504	164	3	correspondence	correspondence	NOUN
bjmsr-2504	164	4	of	of	ADP
bjmsr-2504	164	5	the	the	DET
bjmsr-2504	164	6	input	input	NOUN
bjmsr-2504	164	7	text	text	NOUN
bjmsr-2504	164	8	and	and	CCONJ
bjmsr-2504	164	9	capabilities	capability	NOUN
bjmsr-2504	164	10	extraction	extraction	NOUN
bjmsr-2504	164	11	proves	prove	VERB
bjmsr-2504	164	12	the	the	DET
bjmsr-2504	164	13	practical	practical	ADJ
bjmsr-2504	164	14	correctness	correctness	NOUN
bjmsr-2504	164	15	of	of	ADP
bjmsr-2504	164	16	the	the	DET
bjmsr-2504	164	17	ai	ai	ADJ
bjmsr-2504	164	18	-	-	PUNCT
bjmsr-2504	164	19	nlp	nlp	NOUN
bjmsr-2504	164	20	module	module	NOUN
bjmsr-2504	164	21	.	.	PUNCT
bjmsr-2504	165	1	a2	a2	PROPN
bjmsr-2504	165	2	:	:	PUNCT
bjmsr-2504	165	3	was	be	AUX
bjmsr-2504	165	4	justified	justify	VERB
bjmsr-2504	165	5	through	through	ADP
bjmsr-2504	165	6	the	the	DET
bjmsr-2504	165	7	application	application	NOUN
bjmsr-2504	165	8	of	of	ADP
bjmsr-2504	165	9	a	a	DET
bjmsr-2504	165	10	weighted	weight	VERB
bjmsr-2504	165	11	scoring	scoring	NOUN
bjmsr-2504	165	12	mechanism	mechanism	NOUN
bjmsr-2504	165	13	with	with	ADP
bjmsr-2504	165	14	the	the	DET
bjmsr-2504	165	15	mcdm	mcdm	ADJ
bjmsr-2504	165	16	approach	approach	NOUN
bjmsr-2504	165	17	formulated	formulate	VERB
bjmsr-2504	165	18	as	as	ADP
bjmsr-2504	165	19	:	:	PUNCT
bjmsr-2504	165	20	score	score	NOUN
bjmsr-2504	165	21	(	(	PUNCT
bjmsr-2504	165	22	tᵢ	tᵢ	X
bjmsr-2504	165	23	)	)	PUNCT
bjmsr-2504	165	24	=	=	PUNCT
bjmsr-2504	165	25	∑	∑	PUNCT
bjmsr-2504	165	26	(	(	PUNCT
bjmsr-2504	165	27	wⱼ	wⱼ	NOUN
bjmsr-2504	165	28	×	×	PROPN
bjmsr-2504	165	29	rᵢⱼ	rᵢⱼ	NOUN
bjmsr-2504	165	30	)	)	PUNCT
bjmsr-2504	165	31	where	where	SCONJ
bjmsr-2504	165	32	wⱼ	wⱼ	NOUN
bjmsr-2504	165	33	indicates	indicate	VERB
bjmsr-2504	165	34	the	the	DET
bjmsr-2504	165	35	weight	weight	NOUN
bjmsr-2504	165	36	(	(	PUNCT
bjmsr-2504	165	37	e.g.	e.g.	ADV
bjmsr-2504	165	38	,	,	PUNCT
bjmsr-2504	165	39	relevance	relevance	NOUN
bjmsr-2504	165	40	=	=	SYM
bjmsr-2504	165	41	0.3	0.3	NUM
bjmsr-2504	165	42	)	)	PUNCT
bjmsr-2504	165	43	and	and	CCONJ
bjmsr-2504	165	44	rᵢⱼ	rᵢⱼ	NOUN
bjmsr-2504	165	45	indicates	indicate	VERB
bjmsr-2504	165	46	the	the	DET
bjmsr-2504	165	47	rating	rating	NOUN
bjmsr-2504	165	48	of	of	ADP
bjmsr-2504	165	49	training	train	VERB
bjmsr-2504	165	50	i	i	PRON
bjmsr-2504	165	51	on	on	ADP
bjmsr-2504	165	52	criterion	criterion	NOUN
bjmsr-2504	166	1	j.	j.	PROPN
bjmsr-2504	166	2	this	this	PRON
bjmsr-2504	166	3	allowed	allow	VERB
bjmsr-2504	166	4	training	training	NOUN
bjmsr-2504	166	5	programs	program	NOUN
bjmsr-2504	166	6	to	to	PART
bjmsr-2504	166	7	be	be	AUX
bjmsr-2504	166	8	ranked	rank	VERB
bjmsr-2504	166	9	in	in	ADP
bjmsr-2504	166	10	terms	term	NOUN
bjmsr-2504	166	11	of	of	ADP
bjmsr-2504	166	12	relevance	relevance	NOUN
bjmsr-2504	166	13	,	,	PUNCT
bjmsr-2504	166	14	cost	cost	NOUN
bjmsr-2504	166	15	,	,	PUNCT
bjmsr-2504	166	16	time	time	NOUN
bjmsr-2504	166	17	,	,	PUNCT
bjmsr-2504	166	18	and	and	CCONJ
bjmsr-2504	166	19	impact	impact	NOUN
bjmsr-2504	166	20	,	,	PUNCT
bjmsr-2504	166	21	and	and	CCONJ
bjmsr-2504	166	22	provided	provide	VERB
bjmsr-2504	166	23	mapping	mapping	NOUN
bjmsr-2504	166	24	to	to	ADP
bjmsr-2504	166	25	extracted	extract	VERB
bjmsr-2504	166	26	competencies	competency	NOUN
bjmsr-2504	166	27	.	.	PUNCT
bjmsr-2504	167	1	a3	a3	PROPN
bjmsr-2504	167	2	:	:	PUNCT
bjmsr-2504	167	3	was	be	AUX
bjmsr-2504	167	4	demonstrated	demonstrate	VERB
bjmsr-2504	167	5	by	by	ADP
bjmsr-2504	167	6	a	a	DET
bjmsr-2504	167	7	directed	direct	VERB
bjmsr-2504	167	8	graph	graph	NOUN
bjmsr-2504	167	9	model	model	NOUN
bjmsr-2504	167	10	that	that	PRON
bjmsr-2504	167	11	presented	present	VERB
bjmsr-2504	167	12	visual	visual	ADJ
bjmsr-2504	167	13	output	output	NOUN
bjmsr-2504	167	14	to	to	PART
bjmsr-2504	167	15	associate	associate	VERB
bjmsr-2504	167	16	competencies	competency	NOUN
bjmsr-2504	167	17	with	with	ADP
bjmsr-2504	167	18	training	training	NOUN
bjmsr-2504	167	19	pathways	pathway	NOUN
bjmsr-2504	167	20	,	,	PUNCT
bjmsr-2504	167	21	thereby	thereby	ADV
bjmsr-2504	167	22	maximizing	maximize	VERB
bjmsr-2504	167	23	strategic	strategic	ADJ
bjmsr-2504	167	24	alignment	alignment	NOUN
bjmsr-2504	167	25	.	.	PUNCT
bjmsr-2504	168	1	the	the	DET
bjmsr-2504	168	2	ai	ai	PROPN
bjmsr-2504	168	3	system	system	NOUN
bjmsr-2504	168	4	was	be	AUX
bjmsr-2504	168	5	clearer	clear	ADJ
bjmsr-2504	168	6	,	,	PUNCT
bjmsr-2504	168	7	reusable	reusable	ADJ
bjmsr-2504	168	8	,	,	PUNCT
bjmsr-2504	168	9	and	and	CCONJ
bjmsr-2504	168	10	more	more	ADV
bjmsr-2504	168	11	adaptable	adaptable	ADJ
bjmsr-2504	168	12	than	than	ADP
bjmsr-2504	168	13	traditional	traditional	ADJ
bjmsr-2504	168	14	mapping	mapping	NOUN
bjmsr-2504	168	15	,	,	PUNCT
bjmsr-2504	168	16	reducing	reduce	VERB
bjmsr-2504	168	17	ambiguity	ambiguity	NOUN
bjmsr-2504	168	18	and	and	CCONJ
bjmsr-2504	168	19	sustaining	sustain	VERB
bjmsr-2504	168	20	roi	roi	NOUN
bjmsr-2504	168	21	-	-	PUNCT
bjmsr-2504	168	22	oriented	orient	VERB
bjmsr-2504	168	23	leadership	leadership	NOUN
bjmsr-2504	168	24	development	development	NOUN
bjmsr-2504	168	25	planning	planning	NOUN
bjmsr-2504	168	26	.	.	PUNCT
bjmsr-2504	169	1	this	this	DET
bjmsr-2504	169	2	way	way	NOUN
bjmsr-2504	169	3	,	,	PUNCT
bjmsr-2504	169	4	the	the	DET
bjmsr-2504	169	5	results	result	NOUN
bjmsr-2504	169	6	of	of	ADP
bjmsr-2504	169	7	the	the	DET
bjmsr-2504	169	8	experiments	experiment	NOUN
bjmsr-2504	169	9	logically	logically	ADV
bjmsr-2504	169	10	and	and	CCONJ
bjmsr-2504	169	11	functionally	functionally	ADV
bjmsr-2504	169	12	prove	prove	VERB
bjmsr-2504	169	13	all	all	DET
bjmsr-2504	169	14	three	three	NUM
bjmsr-2504	169	15	assumptions	assumption	NOUN
bjmsr-2504	169	16	.	.	PUNCT
bjmsr-2504	170	1	figure	figure	NOUN
bjmsr-2504	170	2	3	3	NUM
bjmsr-2504	170	3	illustrates	illustrate	VERB
bjmsr-2504	170	4	the	the	DET
bjmsr-2504	170	5	visualizations	visualization	NOUN
bjmsr-2504	170	6	of	of	ADP
bjmsr-2504	170	7	associative	associative	ADJ
bjmsr-2504	170	8	graphs	graph	NOUN
bjmsr-2504	170	9	for	for	ADP
bjmsr-2504	170	10	a	a	DET
bjmsr-2504	170	11	vice	vice	NOUN
bjmsr-2504	170	12	chancellor	chancellor	NOUN
bjmsr-2504	170	13	(	(	PUNCT
bjmsr-2504	170	14	vc	vc	NOUN
bjmsr-2504	170	15	)	)	PUNCT
bjmsr-2504	170	16	position	position	NOUN
bjmsr-2504	170	17	,	,	PUNCT
bjmsr-2504	170	18	providing	provide	VERB
bjmsr-2504	170	19	a	a	DET
bjmsr-2504	170	20	graphical	graphical	ADJ
bjmsr-2504	170	21	representation	representation	NOUN
bjmsr-2504	170	22	of	of	ADP
bjmsr-2504	170	23	how	how	SCONJ
bjmsr-2504	170	24	the	the	DET
bjmsr-2504	170	25	identified	identify	VERB
bjmsr-2504	170	26	competencies	competency	NOUN
bjmsr-2504	170	27	relate	relate	VERB
bjmsr-2504	170	28	to	to	ADP
bjmsr-2504	170	29	the	the	DET
bjmsr-2504	170	30	desired	desire	VERB
bjmsr-2504	170	31	training	training	NOUN
bjmsr-2504	170	32	courses	course	NOUN
bjmsr-2504	170	33	.	.	PUNCT
bjmsr-2504	171	1	such	such	ADJ
bjmsr-2504	171	2	higher	high	ADJ
bjmsr-2504	171	3	representations	representation	NOUN
bjmsr-2504	171	4	make	make	VERB
bjmsr-2504	171	5	complicated	complicated	ADJ
bjmsr-2504	171	6	decisionmaking	decisionmake	VERB
bjmsr-2504	171	7	easier	easy	ADJ
bjmsr-2504	171	8	for	for	ADP
bjmsr-2504	171	9	hr	hr	NOUN
bjmsr-2504	171	10	professionals	professional	NOUN
bjmsr-2504	171	11	.	.	PUNCT
bjmsr-2504	172	1	this	this	DET
bjmsr-2504	172	2	strategy	strategy	NOUN
bjmsr-2504	172	3	aims	aim	VERB
bjmsr-2504	172	4	to	to	PART
bjmsr-2504	172	5	enhance	enhance	VERB
bjmsr-2504	172	6	productivity	productivity	NOUN
bjmsr-2504	172	7	,	,	PUNCT
bjmsr-2504	172	8	minimize	minimize	VERB
bjmsr-2504	172	9	risk	risk	NOUN
bjmsr-2504	172	10	,	,	PUNCT
bjmsr-2504	172	11	and	and	CCONJ
bjmsr-2504	172	12	maximize	maximize	VERB
bjmsr-2504	172	13	returns	return	NOUN
bjmsr-2504	172	14	on	on	ADP
bjmsr-2504	172	15	investment	investment	NOUN
bjmsr-2504	172	16	(	(	PUNCT
bjmsr-2504	172	17	roi	roi	NOUN
bjmsr-2504	172	18	)	)	PUNCT
bjmsr-2504	172	19	in	in	ADP
bjmsr-2504	172	20	digital	digital	ADJ
bjmsr-2504	172	21	-	-	PUNCT
bjmsr-2504	172	22	era	era	NOUN
bjmsr-2504	172	23	talent	talent	NOUN
bjmsr-2504	172	24	development	development	NOUN
bjmsr-2504	172	25	approaches	approach	NOUN
bjmsr-2504	172	26	by	by	ADP
bjmsr-2504	172	27	aligning	align	VERB
bjmsr-2504	172	28	competencies	competency	NOUN
bjmsr-2504	172	29	with	with	ADP
bjmsr-2504	172	30	training	training	NOUN
bjmsr-2504	172	31	investments	investment	NOUN
bjmsr-2504	172	32	.	.	PUNCT
bjmsr-2504	173	1	figure	figure	VERB
bjmsr-2504	173	2	3	3	NUM
bjmsr-2504	173	3	.	.	PUNCT
bjmsr-2504	174	1	sample	sample	NOUN
bjmsr-2504	174	2	of	of	ADP
bjmsr-2504	174	3	the	the	DET
bjmsr-2504	174	4	training	training	NOUN
bjmsr-2504	174	5	path	path	NOUN
bjmsr-2504	174	6	for	for	ADP
bjmsr-2504	174	7	the	the	PRON
bjmsr-2504	174	8	vc	vc	PROPN
bjmsr-2504	174	9	shannaq	shannaq	PROPN
bjmsr-2504	174	10	et	et	PROPN
bjmsr-2504	174	11	al	al	PROPN
bjmsr-2504	174	12	.	.	PROPN
bjmsr-2504	174	13	,	,	PUNCT
bjmsr-2504	174	14	bangladesh	bangladesh	PROPN
bjmsr-2504	174	15	journal	journal	NOUN
bjmsr-2504	174	16	of	of	ADP
bjmsr-2504	174	17	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	174	18	scientific	scientific	ADJ
bjmsr-2504	174	19	research	research	NOUN
bjmsr-2504	174	20	10(5	10(5	NOUN
bjmsr-2504	174	21	)	)	PUNCT
bjmsr-2504	174	22	(	(	PUNCT
bjmsr-2504	174	23	2025	2025	NUM
bjmsr-2504	174	24	)	)	PUNCT
bjmsr-2504	174	25	,	,	PUNCT
bjmsr-2504	174	26	1	1	NUM
bjmsr-2504	174	27	-	-	SYM
bjmsr-2504	174	28	11	11	NUM
bjmsr-2504	174	29	8	8	NUM
bjmsr-2504	174	30	the	the	DET
bjmsr-2504	174	31	total	total	ADJ
bjmsr-2504	174	32	score	score	NOUN
bjmsr-2504	174	33	formula	formula	NOUN
bjmsr-2504	174	34	could	could	AUX
bjmsr-2504	174	35	be	be	AUX
bjmsr-2504	174	36	formulated	formulate	VERB
bjmsr-2504	174	37	as	as	SCONJ
bjmsr-2504	174	38	follows	follow	VERB
bjmsr-2504	174	39	:	:	PUNCT
bjmsr-2504	175	1	score	score	NOUN
bjmsr-2504	175	2	(	(	PUNCT
bjmsr-2504	175	3	tᵢ	tᵢ	X
bjmsr-2504	175	4	)	)	PUNCT
bjmsr-2504	175	5	=	=	PUNCT
bjmsr-2504	175	6	w_r·rᵢ	w_r·rᵢ	NOUN
bjmsr-2504	175	7	+	+	CCONJ
bjmsr-2504	175	8	w_c·cᵢ	w_c·cᵢ	X
bjmsr-2504	175	9	+	+	CCONJ
bjmsr-2504	175	10	w_d·dᵢ	w_d·dᵢ	X
bjmsr-2504	175	11	+	+	CCONJ
bjmsr-2504	175	12	w_i·iᵢ	w_i·iᵢ	X
bjmsr-2504	175	13	(	(	PUNCT
bjmsr-2504	175	14	2	2	NUM
bjmsr-2504	175	15	)	)	PUNCT
bjmsr-2504	175	16	where	where	SCONJ
bjmsr-2504	175	17	:	:	PUNCT
bjmsr-2504	175	18	tᵢ	tᵢ	X
bjmsr-2504	175	19	:	:	PUNCT
bjmsr-2504	175	20	training	training	NOUN
bjmsr-2504	175	21	path	path	NOUN
bjmsr-2504	176	1	i	i	PRON
bjmsr-2504	176	2	,	,	PUNCT
bjmsr-2504	176	3	rᵢ	rᵢ	ADJ
bjmsr-2504	176	4	:	:	PUNCT
bjmsr-2504	176	5	relevance	relevance	NOUN
bjmsr-2504	176	6	score	score	NOUN
bjmsr-2504	176	7	of	of	ADP
bjmsr-2504	176	8	tᵢ	tᵢ	ADP
bjmsr-2504	176	9	,	,	PUNCT
bjmsr-2504	176	10	cᵢ	cᵢ	ADJ
bjmsr-2504	176	11	:	:	PUNCT
bjmsr-2504	176	12	cost	cost	NOUN
bjmsr-2504	176	13	-	-	PUNCT
bjmsr-2504	176	14	efficiency	efficiency	NOUN
bjmsr-2504	176	15	score	score	NOUN
bjmsr-2504	176	16	,	,	PUNCT
bjmsr-2504	176	17	dᵢ	dᵢ	NOUN
bjmsr-2504	176	18	:	:	PUNCT
bjmsr-2504	176	19	time	time	NOUN
bjmsr-2504	176	20	/	/	SYM
bjmsr-2504	176	21	duration	duration	NOUN
bjmsr-2504	176	22	score	score	NOUN
bjmsr-2504	176	23	,	,	PUNCT
bjmsr-2504	176	24	iᵢ	iᵢ	ADP
bjmsr-2504	176	25	:	:	PUNCT
bjmsr-2504	176	26	impact	impact	NOUN
bjmsr-2504	176	27	score	score	NOUN
bjmsr-2504	176	28	.	.	PUNCT
bjmsr-2504	177	1	and	and	CCONJ
bjmsr-2504	177	2	weights	weight	NOUN
bjmsr-2504	177	3	:	:	PUNCT
bjmsr-2504	177	4	w_r	w_r	PUNCT
bjmsr-2504	178	1	=	=	SYM
bjmsr-2504	178	2	0.3	0.3	NUM
bjmsr-2504	178	3	(	(	PUNCT
bjmsr-2504	178	4	relevance	relevance	NOUN
bjmsr-2504	178	5	)	)	PUNCT
bjmsr-2504	178	6	,	,	PUNCT
bjmsr-2504	178	7	w_c	w_c	PUNCT
bjmsr-2504	178	8	=	=	SYM
bjmsr-2504	178	9	0.2	0.2	NUM
bjmsr-2504	178	10	(	(	PUNCT
bjmsr-2504	178	11	cost	cost	NOUN
bjmsr-2504	178	12	)	)	PUNCT
bjmsr-2504	178	13	,	,	PUNCT
bjmsr-2504	178	14	w_d	w_d	PROPN
bjmsr-2504	178	15	=	=	SYM
bjmsr-2504	178	16	0.2	0.2	NUM
bjmsr-2504	178	17	(	(	PUNCT
bjmsr-2504	178	18	duration	duration	NOUN
bjmsr-2504	178	19	)	)	PUNCT
bjmsr-2504	178	20	,	,	PUNCT
bjmsr-2504	178	21	w_i	w_i	PROPN
bjmsr-2504	178	22	=	=	SYM
bjmsr-2504	178	23	0.3	0.3	NUM
bjmsr-2504	178	24	(	(	PUNCT
bjmsr-2504	178	25	impact	impact	NOUN
bjmsr-2504	178	26	)	)	PUNCT
bjmsr-2504	178	27			NOUN
bjmsr-2504	178	28	each	each	DET
bjmsr-2504	178	29	criterion	criterion	NOUN
bjmsr-2504	178	30	is	be	AUX
bjmsr-2504	178	31	given	give	VERB
bjmsr-2504	178	32	a	a	DET
bjmsr-2504	178	33	weight	weight	NOUN
bjmsr-2504	178	34	(	(	PUNCT
bjmsr-2504	178	35	in	in	ADP
bjmsr-2504	178	36	parentheses	parenthesis	NOUN
bjmsr-2504	178	37	)	)	PUNCT
bjmsr-2504	178	38	,	,	PUNCT
bjmsr-2504	178	39	e.g.	e.g.	ADV
bjmsr-2504	178	40	,	,	PUNCT
bjmsr-2504	178	41	relevance	relevance	NOUN
bjmsr-2504	178	42	=	=	PUNCT
bjmsr-2504	178	43	0.3	0.3	NUM
bjmsr-2504	178	44	,	,	PUNCT
bjmsr-2504	178	45	meaning	mean	VERB
bjmsr-2504	178	46	it	it	PRON
bjmsr-2504	178	47	is	be	AUX
bjmsr-2504	178	48	30	30	NUM
bjmsr-2504	178	49	%	%	NOUN
bjmsr-2504	178	50	of	of	ADP
bjmsr-2504	178	51	the	the	DET
bjmsr-2504	178	52	total	total	ADJ
bjmsr-2504	178	53	score	score	NOUN
bjmsr-2504	178	54	.	.	PUNCT
bjmsr-2504	179	1			PRON
bjmsr-2504	179	2	each	each	DET
bjmsr-2504	179	3	training	training	NOUN
bjmsr-2504	179	4	path	path	NOUN
bjmsr-2504	179	5	is	be	AUX
bjmsr-2504	179	6	rated	rate	VERB
bjmsr-2504	179	7	from	from	ADP
bjmsr-2504	179	8	1	1	NUM
bjmsr-2504	179	9	to	to	ADP
bjmsr-2504	179	10	5	5	NUM
bjmsr-2504	179	11	for	for	ADP
bjmsr-2504	179	12	each	each	DET
bjmsr-2504	179	13	criterion	criterion	NOUN
bjmsr-2504	179	14	.	.	PUNCT
bjmsr-2504	180	1	these	these	PRON
bjmsr-2504	180	2	are	be	AUX
bjmsr-2504	180	3	raw	raw	ADJ
bjmsr-2504	180	4	scores	score	NOUN
bjmsr-2504	180	5	.	.	PUNCT
bjmsr-2504	181	1			PRON
bjmsr-2504	181	2	each	each	DET
bjmsr-2504	181	3	raw	raw	ADJ
bjmsr-2504	181	4	score	score	NOUN
bjmsr-2504	181	5	is	be	AUX
bjmsr-2504	181	6	then	then	ADV
bjmsr-2504	181	7	multiplied	multiply	VERB
bjmsr-2504	181	8	by	by	ADP
bjmsr-2504	181	9	its	its	PRON
bjmsr-2504	181	10	weight	weight	NOUN
bjmsr-2504	181	11	to	to	PART
bjmsr-2504	181	12	calculate	calculate	VERB
bjmsr-2504	181	13	a	a	DET
bjmsr-2504	181	14	weighted	weighted	ADJ
bjmsr-2504	181	15	score	score	NOUN
bjmsr-2504	181	16	(	(	PUNCT
bjmsr-2504	181	17	shown	show	VERB
bjmsr-2504	181	18	in	in	ADP
bjmsr-2504	181	19	parentheses	parenthesis	NOUN
bjmsr-2504	181	20	next	next	ADV
bjmsr-2504	181	21	to	to	ADP
bjmsr-2504	181	22	the	the	DET
bjmsr-2504	181	23	raw	raw	ADJ
bjmsr-2504	181	24	score	score	NOUN
bjmsr-2504	181	25	)	)	PUNCT
bjmsr-2504	181	26	.	.	PUNCT
bjmsr-2504	182	1			PUNCT
bjmsr-2504	183	1	the	the	DET
bjmsr-2504	183	2	total	total	ADJ
bjmsr-2504	183	3	score	score	NOUN
bjmsr-2504	183	4	is	be	AUX
bjmsr-2504	183	5	the	the	DET
bjmsr-2504	183	6	sum	sum	NOUN
bjmsr-2504	183	7	of	of	ADP
bjmsr-2504	183	8	all	all	DET
bjmsr-2504	183	9	weighted	weight	VERB
bjmsr-2504	183	10	scores	score	NOUN
bjmsr-2504	183	11	for	for	ADP
bjmsr-2504	183	12	that	that	DET
bjmsr-2504	183	13	training	training	NOUN
bjmsr-2504	183	14	path	path	NOUN
bjmsr-2504	183	15	.	.	PUNCT
bjmsr-2504	184	1	link	link	VERB
bjmsr-2504	184	2	to	to	ADP
bjmsr-2504	184	3	diagram	diagram	NOUN
bjmsr-2504	184	4	(	(	PUNCT
bjmsr-2504	184	5	vice	vice	NOUN
bjmsr-2504	184	6	chancellor	chancellor	NOUN
bjmsr-2504	184	7	training	training	NOUN
bjmsr-2504	184	8	areas	area	NOUN
bjmsr-2504	184	9	)	)	PUNCT
bjmsr-2504	184	10	each	each	DET
bjmsr-2504	184	11	node	node	NOUN
bjmsr-2504	184	12	(	(	PUNCT
bjmsr-2504	184	13	e.g.	e.g.	ADV
bjmsr-2504	184	14	,	,	PUNCT
bjmsr-2504	184	15	“	"	PUNCT
bjmsr-2504	184	16	strategic	strategic	ADJ
bjmsr-2504	184	17	leadership	leadership	NOUN
bjmsr-2504	184	18	”	"	PUNCT
bjmsr-2504	184	19	)	)	PUNCT
bjmsr-2504	184	20	represents	represent	VERB
bjmsr-2504	184	21	a	a	DET
bjmsr-2504	184	22	training	training	NOUN
bjmsr-2504	184	23	domain	domain	NOUN
bjmsr-2504	184	24	,	,	PUNCT
bjmsr-2504	184	25	with	with	ADP
bjmsr-2504	184	26	sub	sub	NOUN
bjmsr-2504	184	27	-	-	NOUN
bjmsr-2504	184	28	nodes	node	NOUN
bjmsr-2504	184	29	(	(	PUNCT
bjmsr-2504	184	30	e.g.	e.g.	ADV
bjmsr-2504	184	31	,	,	PUNCT
bjmsr-2504	184	32	“	"	PUNCT
bjmsr-2504	184	33	mentorship	mentorship	NOUN
bjmsr-2504	184	34	from	from	ADP
bjmsr-2504	184	35	successful	successful	ADJ
bjmsr-2504	184	36	leaders	leader	NOUN
bjmsr-2504	184	37	”	"	PUNCT
bjmsr-2504	184	38	)	)	PUNCT
bjmsr-2504	184	39	as	as	ADP
bjmsr-2504	184	40	program	program	NOUN
bjmsr-2504	184	41	types	type	NOUN
bjmsr-2504	184	42	.	.	PUNCT
bjmsr-2504	185	1	these	these	DET
bjmsr-2504	185	2	domains	domain	NOUN
bjmsr-2504	185	3	align	align	VERB
bjmsr-2504	185	4	with	with	ADP
bjmsr-2504	185	5	outcomes	outcome	NOUN
bjmsr-2504	185	6	like	like	ADP
bjmsr-2504	185	7	:	:	PUNCT
bjmsr-2504	185	8			NOUN
bjmsr-2504	185	9	productivity	productivity	NOUN
bjmsr-2504	185	10	(	(	PUNCT
bjmsr-2504	185	11	e.g.	e.g.	ADV
bjmsr-2504	185	12	,	,	PUNCT
bjmsr-2504	185	13	strategic	strategic	ADJ
bjmsr-2504	185	14	planning	planning	NOUN
bjmsr-2504	185	15	,	,	PUNCT
bjmsr-2504	185	16	operational	operational	ADJ
bjmsr-2504	185	17	management	management	NOUN
bjmsr-2504	185	18	)	)	PUNCT
bjmsr-2504	185	19			NOUN
bjmsr-2504	185	20	risk	risk	NOUN
bjmsr-2504	185	21	reduction	reduction	NOUN
bjmsr-2504	185	22	(	(	PUNCT
bjmsr-2504	185	23	e.g.	e.g.	ADV
bjmsr-2504	185	24	,	,	PUNCT
bjmsr-2504	185	25	compliance	compliance	NOUN
bjmsr-2504	185	26	,	,	PUNCT
bjmsr-2504	185	27	stakeholder	stakeholder	NOUN
bjmsr-2504	185	28	management	management	NOUN
bjmsr-2504	185	29	)	)	PUNCT
bjmsr-2504	185	30	this	this	DET
bjmsr-2504	185	31	study	study	NOUN
bjmsr-2504	185	32	highlights	highlight	NOUN
bjmsr-2504	185	33	that	that	SCONJ
bjmsr-2504	185	34	utilizing	utilize	VERB
bjmsr-2504	185	35	ai	ai	NOUN
bjmsr-2504	185	36	-	-	PUNCT
bjmsr-2504	185	37	powered	power	VERB
bjmsr-2504	185	38	decision	decision	NOUN
bjmsr-2504	185	39	-	-	PUNCT
bjmsr-2504	185	40	making	making	NOUN
bjmsr-2504	185	41	enhances	enhance	VERB
bjmsr-2504	185	42	the	the	DET
bjmsr-2504	185	43	effectiveness	effectiveness	NOUN
bjmsr-2504	185	44	of	of	ADP
bjmsr-2504	185	45	leadership	leadership	NOUN
bjmsr-2504	185	46	development	development	NOUN
bjmsr-2504	185	47	.	.	PUNCT
bjmsr-2504	186	1	in	in	ADP
bjmsr-2504	186	2	table	table	NOUN
bjmsr-2504	186	3	6	6	NUM
bjmsr-2504	186	4	,	,	PUNCT
bjmsr-2504	186	5	a	a	DET
bjmsr-2504	186	6	sample	sample	NOUN
bjmsr-2504	186	7	is	be	AUX
bjmsr-2504	186	8	given	give	VERB
bjmsr-2504	186	9	to	to	PART
bjmsr-2504	186	10	demonstrate	demonstrate	VERB
bjmsr-2504	186	11	that	that	SCONJ
bjmsr-2504	186	12	different	different	ADJ
bjmsr-2504	186	13	training	training	NOUN
bjmsr-2504	186	14	paths	path	NOUN
bjmsr-2504	186	15	are	be	AUX
bjmsr-2504	186	16	ranked	rank	VERB
bjmsr-2504	186	17	by	by	ADP
bjmsr-2504	186	18	computing	compute	VERB
bjmsr-2504	186	19	the	the	DET
bjmsr-2504	186	20	relevance	relevance	NOUN
bjmsr-2504	186	21	,	,	PUNCT
bjmsr-2504	186	22	cost	cost	NOUN
bjmsr-2504	186	23	,	,	PUNCT
bjmsr-2504	186	24	time	time	NOUN
bjmsr-2504	186	25	,	,	PUNCT
bjmsr-2504	186	26	and	and	CCONJ
bjmsr-2504	186	27	impact	impact	NOUN
bjmsr-2504	186	28	of	of	ADP
bjmsr-2504	186	29	each	each	DET
bjmsr-2504	186	30	one	one	NUM
bjmsr-2504	186	31	.	.	PUNCT
bjmsr-2504	187	1	among	among	ADP
bjmsr-2504	187	2	the	the	DET
bjmsr-2504	187	3	workshops	workshop	NOUN
bjmsr-2504	187	4	,	,	PUNCT
bjmsr-2504	187	5	the	the	DET
bjmsr-2504	187	6	leadership	leadership	NOUN
bjmsr-2504	187	7	workshop	workshop	NOUN
bjmsr-2504	187	8	is	be	AUX
bjmsr-2504	187	9	the	the	DET
bjmsr-2504	187	10	best	good	ADJ
bjmsr-2504	187	11	choice	choice	NOUN
bjmsr-2504	187	12	with	with	ADP
bjmsr-2504	187	13	a	a	DET
bjmsr-2504	187	14	score	score	NOUN
bjmsr-2504	187	15	of	of	ADP
bjmsr-2504	187	16	4.4	4.4	NUM
bjmsr-2504	187	17	,	,	PUNCT
bjmsr-2504	187	18	which	which	PRON
bjmsr-2504	187	19	takes	take	VERB
bjmsr-2504	187	20	both	both	DET
bjmsr-2504	187	21	high	high	ADJ
bjmsr-2504	187	22	relevance	relevance	NOUN
bjmsr-2504	187	23	and	and	CCONJ
bjmsr-2504	187	24	effects	effect	NOUN
bjmsr-2504	187	25	into	into	ADP
bjmsr-2504	187	26	account	account	NOUN
bjmsr-2504	187	27	.	.	PUNCT
bjmsr-2504	188	1	alternatively	alternatively	ADV
bjmsr-2504	188	2	,	,	PUNCT
bjmsr-2504	188	3	the	the	DET
bjmsr-2504	188	4	online	online	ADJ
bjmsr-2504	188	5	financial	financial	ADJ
bjmsr-2504	188	6	course	course	NOUN
bjmsr-2504	188	7	has	have	VERB
bjmsr-2504	188	8	a	a	DET
bjmsr-2504	188	9	rating	rating	NOUN
bjmsr-2504	188	10	of	of	ADP
bjmsr-2504	188	11	4.1	4.1	NUM
bjmsr-2504	188	12	,	,	PUNCT
bjmsr-2504	188	13	as	as	SCONJ
bjmsr-2504	188	14	it	it	PRON
bjmsr-2504	188	15	is	be	AUX
bjmsr-2504	188	16	both	both	PRON
bjmsr-2504	188	17	cost	cost	NOUN
bjmsr-2504	188	18	-	-	PUNCT
bjmsr-2504	188	19	effective	effective	ADJ
bjmsr-2504	188	20	and	and	CCONJ
bjmsr-2504	188	21	time	time	NOUN
bjmsr-2504	188	22	-	-	PUNCT
bjmsr-2504	188	23	efficient	efficient	ADJ
bjmsr-2504	188	24	.	.	PUNCT
bjmsr-2504	189	1	however	however	ADV
bjmsr-2504	189	2	,	,	PUNCT
bjmsr-2504	189	3	community	community	NOUN
bjmsr-2504	189	4	outreach	outreach	NOUN
bjmsr-2504	189	5	performs	perform	VERB
bjmsr-2504	189	6	less	less	ADV
bjmsr-2504	189	7	well	well	ADV
bjmsr-2504	189	8	because	because	SCONJ
bjmsr-2504	189	9	it	it	PRON
bjmsr-2504	189	10	is	be	AUX
bjmsr-2504	189	11	less	less	ADV
bjmsr-2504	189	12	critical	critical	ADJ
bjmsr-2504	189	13	and	and	CCONJ
bjmsr-2504	189	14	more	more	ADV
bjmsr-2504	189	15	costly	costly	ADJ
bjmsr-2504	189	16	.	.	PUNCT
bjmsr-2504	190	1	in	in	ADP
bjmsr-2504	190	2	addition	addition	NOUN
bjmsr-2504	190	3	,	,	PUNCT
bjmsr-2504	190	4	table	table	NOUN
bjmsr-2504	190	5	7	7	NUM
bjmsr-2504	190	6	provides	provide	VERB
bjmsr-2504	190	7	a	a	DET
bjmsr-2504	190	8	sample	sample	NOUN
bjmsr-2504	190	9	that	that	PRON
bjmsr-2504	190	10	demonstrates	demonstrate	VERB
bjmsr-2504	190	11	certain	certain	ADJ
bjmsr-2504	190	12	domains	domain	NOUN
bjmsr-2504	190	13	,	,	PUNCT
bjmsr-2504	190	14	such	such	ADJ
bjmsr-2504	190	15	as	as	ADP
bjmsr-2504	190	16	strategic	strategic	ADJ
bjmsr-2504	190	17	planning	planning	NOUN
bjmsr-2504	190	18	and	and	CCONJ
bjmsr-2504	190	19	research	research	NOUN
bjmsr-2504	190	20	,	,	PUNCT
bjmsr-2504	190	21	and	and	CCONJ
bjmsr-2504	190	22	compliance	compliance	NOUN
bjmsr-2504	190	23	and	and	CCONJ
bjmsr-2504	190	24	stakeholder	stakeholder	NOUN
bjmsr-2504	190	25	management	management	NOUN
bjmsr-2504	190	26	,	,	PUNCT
bjmsr-2504	190	27	to	to	PART
bjmsr-2504	190	28	help	help	VERB
bjmsr-2504	190	29	businesses	business	NOUN
bjmsr-2504	190	30	boost	boost	VERB
bjmsr-2504	190	31	their	their	PRON
bjmsr-2504	190	32	productivity	productivity	NOUN
bjmsr-2504	190	33	and	and	CCONJ
bjmsr-2504	190	34	mitigate	mitigate	VERB
bjmsr-2504	190	35	risks	risk	NOUN
bjmsr-2504	190	36	.	.	PUNCT
bjmsr-2504	191	1	institutions	institution	NOUN
bjmsr-2504	191	2	can	can	AUX
bjmsr-2504	191	3	design	design	VERB
bjmsr-2504	191	4	a	a	DET
bjmsr-2504	191	5	specific	specific	ADJ
bjmsr-2504	191	6	connection	connection	NOUN
bjmsr-2504	191	7	between	between	ADP
bjmsr-2504	191	8	their	their	PRON
bjmsr-2504	191	9	training	training	NOUN
bjmsr-2504	191	10	programs	program	NOUN
bjmsr-2504	191	11	and	and	CCONJ
bjmsr-2504	191	12	their	their	PRON
bjmsr-2504	191	13	key	key	ADJ
bjmsr-2504	191	14	priorities	priority	NOUN
bjmsr-2504	191	15	using	use	VERB
bjmsr-2504	191	16	the	the	DET
bjmsr-2504	191	17	model	model	NOUN
bjmsr-2504	191	18	.	.	PUNCT
bjmsr-2504	192	1	besides	besides	SCONJ
bjmsr-2504	192	2	supporting	support	VERB
bjmsr-2504	192	3	resource	resource	NOUN
bjmsr-2504	192	4	allocation	allocation	NOUN
bjmsr-2504	192	5	,	,	PUNCT
bjmsr-2504	192	6	the	the	DET
bjmsr-2504	192	7	intelligent	intelligent	ADJ
bjmsr-2504	192	8	ranking	ranking	ADJ
bjmsr-2504	192	9	tool	tool	NOUN
bjmsr-2504	192	10	serves	serve	VERB
bjmsr-2504	192	11	as	as	ADP
bjmsr-2504	192	12	a	a	DET
bjmsr-2504	192	13	basis	basis	NOUN
bjmsr-2504	192	14	for	for	ADP
bjmsr-2504	192	15	flexible	flexible	ADJ
bjmsr-2504	192	16	training	training	NOUN
bjmsr-2504	192	17	approaches	approach	NOUN
bjmsr-2504	192	18	that	that	PRON
bjmsr-2504	192	19	align	align	VERB
bjmsr-2504	192	20	with	with	ADP
bjmsr-2504	192	21	the	the	DET
bjmsr-2504	192	22	aims	aim	NOUN
bjmsr-2504	192	23	and	and	CCONJ
bjmsr-2504	192	24	levels	level	NOUN
bjmsr-2504	192	25	of	of	ADP
bjmsr-2504	192	26	leaders	leader	NOUN
bjmsr-2504	192	27	within	within	ADP
bjmsr-2504	192	28	the	the	DET
bjmsr-2504	192	29	organization	organization	NOUN
bjmsr-2504	192	30	.	.	PUNCT
bjmsr-2504	193	1	it	it	PRON
bjmsr-2504	193	2	introduces	introduce	VERB
bjmsr-2504	193	3	a	a	DET
bjmsr-2504	193	4	new	new	ADJ
bjmsr-2504	193	5	model	model	NOUN
bjmsr-2504	193	6	to	to	PART
bjmsr-2504	193	7	automatically	automatically	ADV
bjmsr-2504	193	8	develop	develop	VERB
bjmsr-2504	193	9	learning	learn	VERB
bjmsr-2504	193	10	paths	path	NOUN
bjmsr-2504	193	11	for	for	ADP
bjmsr-2504	193	12	individuals	individual	NOUN
bjmsr-2504	193	13	based	base	VERB
bjmsr-2504	193	14	on	on	ADP
bjmsr-2504	193	15	their	their	PRON
bjmsr-2504	193	16	job	job	NOUN
bjmsr-2504	193	17	roles	role	NOUN
bjmsr-2504	193	18	.	.	PUNCT
bjmsr-2504	194	1	training	training	NOUN
bjmsr-2504	194	2	evaluation	evaluation	NOUN
bjmsr-2504	194	3	tables	table	NOUN
bjmsr-2504	194	4	and	and	CCONJ
bjmsr-2504	194	5	mind	mind	NOUN
bjmsr-2504	194	6	map	map	NOUN
bjmsr-2504	194	7	diagrams	diagram	NOUN
bjmsr-2504	194	8	are	be	AUX
bjmsr-2504	194	9	combined	combine	VERB
bjmsr-2504	194	10	into	into	ADP
bjmsr-2504	194	11	a	a	DET
bjmsr-2504	194	12	new	new	ADJ
bjmsr-2504	194	13	model	model	NOUN
bjmsr-2504	194	14	that	that	PRON
bjmsr-2504	194	15	helps	help	VERB
bjmsr-2504	194	16	leaders	leader	NOUN
bjmsr-2504	194	17	choose	choose	VERB
bjmsr-2504	194	18	the	the	DET
bjmsr-2504	194	19	most	most	ADV
bjmsr-2504	194	20	suitable	suitable	ADJ
bjmsr-2504	194	21	development	development	NOUN
bjmsr-2504	194	22	programs	program	NOUN
bjmsr-2504	194	23	.	.	PUNCT
bjmsr-2504	195	1	table	table	NOUN
bjmsr-2504	195	2	6	6	NUM
bjmsr-2504	195	3	.	.	PUNCT
bjmsr-2504	196	1	sample	sample	NOUN
bjmsr-2504	196	2	of	of	ADP
bjmsr-2504	196	3	ranking	ranking	ADJ
bjmsr-2504	196	4	process	process	NOUN
bjmsr-2504	196	5	training	training	NOUN
bjmsr-2504	196	6	path	path	NOUN
bjmsr-2504	196	7	relevance	relevance	NOUN
bjmsr-2504	196	8	(	(	PUNCT
bjmsr-2504	196	9	0.3	0.3	NUM
bjmsr-2504	196	10	)	)	PUNCT
bjmsr-2504	196	11	cost	cost	NOUN
bjmsr-2504	196	12	(	(	PUNCT
bjmsr-2504	196	13	0.2	0.2	NUM
bjmsr-2504	196	14	)	)	PUNCT
bjmsr-2504	196	15	time	time	NOUN
bjmsr-2504	196	16	(	(	PUNCT
bjmsr-2504	196	17	0.2	0.2	NUM
bjmsr-2504	196	18	)	)	PUNCT
bjmsr-2504	196	19	impact	impact	NOUN
bjmsr-2504	196	20	(	(	PUNCT
bjmsr-2504	196	21	0.3	0.3	NUM
bjmsr-2504	196	22	)	)	PUNCT
bjmsr-2504	196	23	total	total	ADJ
bjmsr-2504	196	24	score	score	NOUN
bjmsr-2504	196	25	leadership	leadership	NOUN
bjmsr-2504	196	26	workshop	workshop	NOUN
bjmsr-2504	196	27	5	5	NUM
bjmsr-2504	196	28	(	(	PUNCT
bjmsr-2504	196	29	1.5	1.5	NUM
bjmsr-2504	196	30	)	)	SYM
bjmsr-2504	196	31	4	4	NUM
bjmsr-2504	196	32	(	(	PUNCT
bjmsr-2504	196	33	0.8	0.8	NUM
bjmsr-2504	196	34	)	)	PUNCT
bjmsr-2504	196	35	3	3	NUM
bjmsr-2504	196	36	(	(	PUNCT
bjmsr-2504	196	37	0.6	0.6	NUM
bjmsr-2504	196	38	)	)	PUNCT
bjmsr-2504	196	39	5	5	NUM
bjmsr-2504	196	40	(	(	PUNCT
bjmsr-2504	196	41	1.5	1.5	NUM
bjmsr-2504	196	42	)	)	PUNCT
bjmsr-2504	196	43	4.4	4.4	NUM
bjmsr-2504	196	44	online	online	ADJ
bjmsr-2504	196	45	financial	financial	ADJ
bjmsr-2504	196	46	course	course	NOUN
bjmsr-2504	196	47	4	4	NUM
bjmsr-2504	196	48	(	(	PUNCT
bjmsr-2504	196	49	1.2	1.2	NUM
bjmsr-2504	196	50	)	)	PUNCT
bjmsr-2504	196	51	5	5	NUM
bjmsr-2504	196	52	(	(	PUNCT
bjmsr-2504	196	53	1.0	1.0	NUM
bjmsr-2504	196	54	)	)	SYM
bjmsr-2504	196	55	5	5	NUM
bjmsr-2504	196	56	(	(	PUNCT
bjmsr-2504	196	57	1.0	1.0	NUM
bjmsr-2504	196	58	)	)	PUNCT
bjmsr-2504	196	59	3	3	NUM
bjmsr-2504	196	60	(	(	PUNCT
bjmsr-2504	196	61	0.9	0.9	NUM
bjmsr-2504	196	62	)	)	PUNCT
bjmsr-2504	196	63	4.1	4.1	NUM
bjmsr-2504	196	64	community	community	NOUN
bjmsr-2504	196	65	outreach	outreach	NOUN
bjmsr-2504	196	66	3	3	NUM
bjmsr-2504	196	67	(	(	PUNCT
bjmsr-2504	196	68	0.9	0.9	NUM
bjmsr-2504	196	69	)	)	PUNCT
bjmsr-2504	196	70	3	3	NUM
bjmsr-2504	196	71	(	(	PUNCT
bjmsr-2504	196	72	0.6	0.6	NUM
bjmsr-2504	196	73	)	)	PUNCT
bjmsr-2504	196	74	4	4	NUM
bjmsr-2504	196	75	(	(	PUNCT
bjmsr-2504	196	76	0.8	0.8	NUM
bjmsr-2504	196	77	)	)	PUNCT
bjmsr-2504	196	78	4	4	NUM
bjmsr-2504	196	79	(	(	PUNCT
bjmsr-2504	196	80	1.2	1.2	NUM
bjmsr-2504	196	81	)	)	PUNCT
bjmsr-2504	196	82	3.5	3.5	NUM
bjmsr-2504	196	83	table	table	NOUN
bjmsr-2504	196	84	6	6	NUM
bjmsr-2504	196	85	presents	present	VERB
bjmsr-2504	196	86	an	an	DET
bjmsr-2504	196	87	example	example	NOUN
bjmsr-2504	196	88	of	of	ADP
bjmsr-2504	196	89	ranking	rank	VERB
bjmsr-2504	196	90	three	three	NUM
bjmsr-2504	196	91	training	training	NOUN
bjmsr-2504	196	92	paths	path	NOUN
bjmsr-2504	196	93	using	use	VERB
bjmsr-2504	196	94	four	four	NUM
bjmsr-2504	196	95	weighted	weighted	ADJ
bjmsr-2504	196	96	factors	factor	NOUN
bjmsr-2504	196	97	:	:	PUNCT
bjmsr-2504	196	98	relevance	relevance	NOUN
bjmsr-2504	196	99	(	(	PUNCT
bjmsr-2504	196	100	0.3	0.3	NUM
bjmsr-2504	196	101	)	)	PUNCT
bjmsr-2504	196	102	,	,	PUNCT
bjmsr-2504	196	103	cost	cost	NOUN
bjmsr-2504	196	104	(	(	PUNCT
bjmsr-2504	196	105	0.2	0.2	NUM
bjmsr-2504	196	106	)	)	PUNCT
bjmsr-2504	196	107	,	,	PUNCT
bjmsr-2504	196	108	time	time	NOUN
bjmsr-2504	196	109	(	(	PUNCT
bjmsr-2504	196	110	0.2	0.2	NUM
bjmsr-2504	196	111	)	)	PUNCT
bjmsr-2504	196	112	,	,	PUNCT
bjmsr-2504	196	113	and	and	CCONJ
bjmsr-2504	196	114	impact	impact	NOUN
bjmsr-2504	196	115	(	(	PUNCT
bjmsr-2504	196	116	0.3	0.3	NUM
bjmsr-2504	196	117	)	)	PUNCT
bjmsr-2504	196	118	.	.	PUNCT
bjmsr-2504	197	1	the	the	DET
bjmsr-2504	197	2	workshop	workshop	NOUN
bjmsr-2504	197	3	that	that	PRON
bjmsr-2504	197	4	scored	score	VERB
bjmsr-2504	197	5	the	the	DET
bjmsr-2504	197	6	highest	high	ADJ
bjmsr-2504	197	7	overall	overall	ADJ
bjmsr-2504	197	8	(	(	PUNCT
bjmsr-2504	197	9	4.4	4.4	NUM
bjmsr-2504	197	10	)	)	PUNCT
bjmsr-2504	197	11	was	be	AUX
bjmsr-2504	197	12	the	the	DET
bjmsr-2504	197	13	leadership	leadership	NOUN
bjmsr-2504	197	14	workshop	workshop	NOUN
bjmsr-2504	197	15	,	,	PUNCT
bjmsr-2504	197	16	which	which	PRON
bjmsr-2504	197	17	demonstrated	demonstrate	VERB
bjmsr-2504	197	18	great	great	ADJ
bjmsr-2504	197	19	relevance	relevance	NOUN
bjmsr-2504	197	20	and	and	CCONJ
bjmsr-2504	197	21	impact	impact	NOUN
bjmsr-2504	197	22	.	.	PUNCT
bjmsr-2504	198	1	the	the	DET
bjmsr-2504	198	2	other	other	ADJ
bjmsr-2504	198	3	course	course	NOUN
bjmsr-2504	198	4	was	be	AUX
bjmsr-2504	198	5	the	the	DET
bjmsr-2504	198	6	online	online	ADJ
bjmsr-2504	198	7	financial	financial	ADJ
bjmsr-2504	198	8	course	course	NOUN
bjmsr-2504	198	9	,	,	PUNCT
bjmsr-2504	198	10	positioned	position	VERB
bjmsr-2504	198	11	in	in	ADP
bjmsr-2504	198	12	second	second	ADJ
bjmsr-2504	198	13	place	place	NOUN
bjmsr-2504	198	14	(	(	PUNCT
bjmsr-2504	198	15	4.1	4.1	NUM
bjmsr-2504	198	16	)	)	PUNCT
bjmsr-2504	198	17	,	,	PUNCT
bjmsr-2504	198	18	which	which	PRON
bjmsr-2504	198	19	gained	gain	VERB
bjmsr-2504	198	20	an	an	DET
bjmsr-2504	198	21	advantage	advantage	NOUN
bjmsr-2504	198	22	due	due	ADP
bjmsr-2504	198	23	to	to	ADP
bjmsr-2504	198	24	its	its	PRON
bjmsr-2504	198	25	time	time	NOUN
bjmsr-2504	198	26	and	and	CCONJ
bjmsr-2504	198	27	cost	cost	NOUN
bjmsr-2504	198	28	-	-	PUNCT
bjmsr-2504	198	29	effectiveness	effectiveness	NOUN
bjmsr-2504	198	30	.	.	PUNCT
bjmsr-2504	199	1	the	the	DET
bjmsr-2504	199	2	least	least	ADJ
bjmsr-2504	199	3	scoring	scoring	NOUN
bjmsr-2504	199	4	unit	unit	NOUN
bjmsr-2504	199	5	was	be	AUX
bjmsr-2504	199	6	community	community	NOUN
bjmsr-2504	199	7	outreach	outreach	NOUN
bjmsr-2504	199	8	(	(	PUNCT
bjmsr-2504	199	9	3.5	3.5	NUM
bjmsr-2504	199	10	)	)	PUNCT
bjmsr-2504	199	11	,	,	PUNCT
bjmsr-2504	199	12	which	which	PRON
bjmsr-2504	199	13	received	receive	VERB
bjmsr-2504	199	14	moderate	moderate	ADJ
bjmsr-2504	199	15	scores	score	NOUN
bjmsr-2504	199	16	in	in	ADP
bjmsr-2504	199	17	all	all	DET
bjmsr-2504	199	18	criteria	criterion	NOUN
bjmsr-2504	199	19	.	.	PUNCT
bjmsr-2504	200	1	the	the	DET
bjmsr-2504	200	2	scores	score	NOUN
bjmsr-2504	200	3	are	be	AUX
bjmsr-2504	200	4	multiplied	multiply	VERB
bjmsr-2504	200	5	by	by	ADP
bjmsr-2504	200	6	the	the	DET
bjmsr-2504	200	7	weighted	weight	VERB
bjmsr-2504	200	8	value	value	NOUN
bjmsr-2504	200	9	of	of	ADP
bjmsr-2504	200	10	each	each	DET
bjmsr-2504	200	11	particular	particular	ADJ
bjmsr-2504	200	12	score	score	NOUN
bjmsr-2504	200	13	to	to	PART
bjmsr-2504	200	14	obtain	obtain	VERB
bjmsr-2504	200	15	a	a	DET
bjmsr-2504	200	16	weighted	weighted	ADJ
bjmsr-2504	200	17	score	score	NOUN
bjmsr-2504	200	18	,	,	PUNCT
bjmsr-2504	200	19	which	which	PRON
bjmsr-2504	200	20	is	be	AUX
bjmsr-2504	200	21	then	then	ADV
bjmsr-2504	200	22	summed	sum	VERB
bjmsr-2504	200	23	to	to	PART
bjmsr-2504	200	24	give	give	VERB
bjmsr-2504	200	25	the	the	DET
bjmsr-2504	200	26	total	total	ADJ
bjmsr-2504	200	27	score	score	NOUN
bjmsr-2504	200	28	.	.	PUNCT
bjmsr-2504	201	1	this	this	DET
bjmsr-2504	201	2	table	table	NOUN
bjmsr-2504	201	3	illustrates	illustrate	VERB
bjmsr-2504	201	4	the	the	DET
bjmsr-2504	201	5	objective	objective	ADJ
bjmsr-2504	201	6	criteria	criterion	NOUN
bjmsr-2504	201	7	by	by	ADP
bjmsr-2504	201	8	which	which	DET
bjmsr-2504	201	9	training	training	NOUN
bjmsr-2504	201	10	can	can	AUX
bjmsr-2504	201	11	be	be	AUX
bjmsr-2504	201	12	selected	select	VERB
bjmsr-2504	201	13	using	use	VERB
bjmsr-2504	201	14	a	a	DET
bjmsr-2504	201	15	multi	multi	ADJ
bjmsr-2504	201	16	-	-	ADJ
bjmsr-2504	201	17	criteria	criterion	NOUN
bjmsr-2504	201	18	decision	decision	NOUN
bjmsr-2504	201	19	-	-	PUNCT
bjmsr-2504	201	20	making	make	VERB
bjmsr-2504	201	21	approach	approach	NOUN
bjmsr-2504	201	22	.	.	PUNCT
bjmsr-2504	202	1	the	the	DET
bjmsr-2504	202	2	best	good	ADJ
bjmsr-2504	202	3	overall	overall	ADJ
bjmsr-2504	202	4	path	path	NOUN
bjmsr-2504	202	5	strategy	strategy	NOUN
bjmsr-2504	202	6	is	be	AUX
bjmsr-2504	202	7	shown	show	VERB
bjmsr-2504	202	8	in	in	ADP
bjmsr-2504	202	9	table	table	NOUN
bjmsr-2504	202	10	7	7	NUM
bjmsr-2504	202	11	.	.	PUNCT
bjmsr-2504	203	1	the	the	DET
bjmsr-2504	203	2	purpose	purpose	NOUN
bjmsr-2504	203	3	of	of	ADP
bjmsr-2504	203	4	this	this	DET
bjmsr-2504	203	5	path	path	NOUN
bjmsr-2504	203	6	is	be	AUX
bjmsr-2504	203	7	to	to	PART
bjmsr-2504	203	8	increase	increase	VERB
bjmsr-2504	203	9	productivity	productivity	NOUN
bjmsr-2504	203	10	and	and	CCONJ
bjmsr-2504	203	11	reduce	reduce	VERB
bjmsr-2504	203	12	risk	risk	NOUN
bjmsr-2504	203	13	.	.	PUNCT
bjmsr-2504	204	1	table	table	NOUN
bjmsr-2504	204	2	7	7	NUM
bjmsr-2504	204	3	.	.	PUNCT
bjmsr-2504	205	1	best	good	ADJ
bjmsr-2504	205	2	overall	overall	ADJ
bjmsr-2504	205	3	path	path	NOUN
bjmsr-2504	205	4	strategy	strategy	NOUN
bjmsr-2504	205	5	priority	priority	PROPN
bjmsr-2504	205	6	rank	rank	NOUN
bjmsr-2504	205	7	domain	domain	NOUN
bjmsr-2504	205	8	focus	focus	VERB
bjmsr-2504	205	9	1	1	NUM
bjmsr-2504	205	10	strategic	strategic	ADJ
bjmsr-2504	205	11	planning	planning	NOUN
bjmsr-2504	205	12	&	&	CCONJ
bjmsr-2504	205	13	research	research	PROPN
bjmsr-2504	205	14	long	long	ADJ
bjmsr-2504	205	15	-	-	PUNCT
bjmsr-2504	205	16	term	term	NOUN
bjmsr-2504	205	17	impact	impact	NOUN
bjmsr-2504	205	18	&	&	CCONJ
bjmsr-2504	205	19	knowledge	knowledge	PROPN
bjmsr-2504	205	20	leadership	leadership	PROPN
bjmsr-2504	205	21	2	2	NUM
bjmsr-2504	205	22	compliance	compliance	NOUN
bjmsr-2504	205	23	&	&	CCONJ
bjmsr-2504	205	24	stakeholder	stakeholder	PROPN
bjmsr-2504	205	25	management	management	NOUN
bjmsr-2504	205	26	risk	risk	NOUN
bjmsr-2504	205	27	mitigation	mitigation	NOUN
bjmsr-2504	205	28	and	and	CCONJ
bjmsr-2504	205	29	community	community	NOUN
bjmsr-2504	205	30	alignment	alignment	NOUN
bjmsr-2504	205	31	3	3	NUM
bjmsr-2504	205	32	financial	financial	ADJ
bjmsr-2504	205	33	&	&	CCONJ
bjmsr-2504	205	34	operational	operational	ADJ
bjmsr-2504	205	35	management	management	NOUN
bjmsr-2504	205	36	stability	stability	NOUN
bjmsr-2504	205	37	,	,	PUNCT
bjmsr-2504	205	38	budgeting	budgeting	NOUN
bjmsr-2504	205	39	,	,	PUNCT
bjmsr-2504	205	40	and	and	CCONJ
bjmsr-2504	205	41	execution	execution	NOUN
bjmsr-2504	205	42	efficiency	efficiency	NOUN
bjmsr-2504	205	43	table	table	NOUN
bjmsr-2504	205	44	7	7	NUM
bjmsr-2504	205	45	outlines	outline	VERB
bjmsr-2504	205	46	the	the	DET
bjmsr-2504	205	47	best	good	ADJ
bjmsr-2504	205	48	overall	overall	ADJ
bjmsr-2504	205	49	training	training	NOUN
bjmsr-2504	205	50	path	path	NOUN
bjmsr-2504	205	51	strategy	strategy	NOUN
bjmsr-2504	205	52	,	,	PUNCT
bjmsr-2504	205	53	prioritizing	prioritize	VERB
bjmsr-2504	205	54	domains	domain	NOUN
bjmsr-2504	205	55	that	that	PRON
bjmsr-2504	205	56	enhance	enhance	VERB
bjmsr-2504	205	57	productivity	productivity	NOUN
bjmsr-2504	205	58	and	and	CCONJ
bjmsr-2504	205	59	reduce	reduce	VERB
bjmsr-2504	205	60	risk	risk	NOUN
bjmsr-2504	205	61	.	.	PUNCT
bjmsr-2504	206	1	strategic	strategic	ADJ
bjmsr-2504	206	2	planning	planning	NOUN
bjmsr-2504	206	3	and	and	CCONJ
bjmsr-2504	206	4	research	research	NOUN
bjmsr-2504	206	5	rank	rank	NOUN
bjmsr-2504	206	6	first	first	ADV
bjmsr-2504	206	7	in	in	ADP
bjmsr-2504	206	8	terms	term	NOUN
bjmsr-2504	206	9	of	of	ADP
bjmsr-2504	206	10	their	their	PRON
bjmsr-2504	206	11	long	long	ADJ
bjmsr-2504	206	12	-	-	PUNCT
bjmsr-2504	206	13	term	term	NOUN
bjmsr-2504	206	14	impact	impact	NOUN
bjmsr-2504	206	15	.	.	PUNCT
bjmsr-2504	207	1	compliance	compliance	NOUN
bjmsr-2504	207	2	and	and	CCONJ
bjmsr-2504	207	3	stakeholder	stakeholder	NOUN
bjmsr-2504	207	4	management	management	NOUN
bjmsr-2504	207	5	follow	follow	VERB
bjmsr-2504	207	6	,	,	PUNCT
bjmsr-2504	207	7	with	with	ADP
bjmsr-2504	207	8	a	a	DET
bjmsr-2504	207	9	focus	focus	NOUN
bjmsr-2504	207	10	on	on	ADP
bjmsr-2504	207	11	risk	risk	NOUN
bjmsr-2504	207	12	mitigation	mitigation	NOUN
bjmsr-2504	207	13	.	.	PUNCT
bjmsr-2504	208	1	financial	financial	ADJ
bjmsr-2504	208	2	and	and	CCONJ
bjmsr-2504	208	3	operational	operational	ADJ
bjmsr-2504	208	4	management	management	NOUN
bjmsr-2504	208	5	is	be	AUX
bjmsr-2504	208	6	the	the	DET
bjmsr-2504	208	7	third	third	ADJ
bjmsr-2504	208	8	emphasis	emphasis	NOUN
bjmsr-2504	208	9	,	,	PUNCT
bjmsr-2504	208	10	focusing	focus	VERB
bjmsr-2504	208	11	on	on	ADP
bjmsr-2504	208	12	stability	stability	NOUN
bjmsr-2504	208	13	,	,	PUNCT
bjmsr-2504	208	14	budgeting	budgeting	NOUN
bjmsr-2504	208	15	,	,	PUNCT
bjmsr-2504	208	16	and	and	CCONJ
bjmsr-2504	208	17	efficient	efficient	ADJ
bjmsr-2504	208	18	execution	execution	NOUN
bjmsr-2504	208	19	within	within	ADP
bjmsr-2504	208	20	organizational	organizational	ADJ
bjmsr-2504	208	21	leadership	leadership	NOUN
bjmsr-2504	208	22	roles	role	NOUN
bjmsr-2504	208	23	.	.	PUNCT
bjmsr-2504	209	1	this	this	DET
bjmsr-2504	209	2	work	work	NOUN
bjmsr-2504	209	3	proposes	propose	VERB
bjmsr-2504	209	4	a	a	DET
bjmsr-2504	209	5	scenario	scenario	NOUN
bjmsr-2504	209	6	to	to	PART
bjmsr-2504	209	7	develop	develop	VERB
bjmsr-2504	209	8	a	a	DET
bjmsr-2504	209	9	simple	simple	ADJ
bjmsr-2504	209	10	model	model	NOUN
bjmsr-2504	209	11	for	for	ADP
bjmsr-2504	209	12	the	the	DET
bjmsr-2504	209	13	implementation	implementation	NOUN
bjmsr-2504	209	14	of	of	ADP
bjmsr-2504	209	15	the	the	DET
bjmsr-2504	209	16	proposed	propose	VERB
bjmsr-2504	209	17	framework	framework	NOUN
bjmsr-2504	209	18	.	.	PUNCT
bjmsr-2504	210	1	as	as	ADP
bjmsr-2504	210	2	an	an	DET
bjmsr-2504	210	3	example	example	NOUN
bjmsr-2504	210	4	,	,	PUNCT
bjmsr-2504	210	5	the	the	DET
bjmsr-2504	210	6	training	training	NOUN
bjmsr-2504	210	7	path	path	NOUN
bjmsr-2504	210	8	of	of	ADP
bjmsr-2504	210	9	leadership	leadership	NOUN
bjmsr-2504	210	10	workshop	workshop	NOUN
bjmsr-2504	210	11	is	be	AUX
bjmsr-2504	210	12	indicated	indicate	VERB
bjmsr-2504	210	13	(	(	PUNCT
bjmsr-2504	210	14	example	example	NOUN
bjmsr-2504	210	15	1	1	NUM
bjmsr-2504	210	16	)	)	PUNCT
bjmsr-2504	210	17	along	along	ADP
bjmsr-2504	210	18	with	with	ADP
bjmsr-2504	210	19	the	the	DET
bjmsr-2504	210	20	respective	respective	ADJ
bjmsr-2504	210	21	values	value	NOUN
bjmsr-2504	210	22	in	in	ADP
bjmsr-2504	210	23	table	table	NOUN
bjmsr-2504	210	24	6	6	NUM
bjmsr-2504	210	25	.	.	PUNCT
bjmsr-2504	211	1	shannaq	shannaq	PROPN
bjmsr-2504	211	2	et	et	PROPN
bjmsr-2504	211	3	al	al	PROPN
bjmsr-2504	211	4	.	.	PROPN
bjmsr-2504	211	5	,	,	PUNCT
bjmsr-2504	211	6	bangladesh	bangladesh	PROPN
bjmsr-2504	211	7	journal	journal	NOUN
bjmsr-2504	211	8	of	of	ADP
bjmsr-2504	211	9	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	211	10	scientific	scientific	ADJ
bjmsr-2504	211	11	research	research	NOUN
bjmsr-2504	211	12	10(5	10(5	NOUN
bjmsr-2504	211	13	)	)	PUNCT
bjmsr-2504	211	14	(	(	PUNCT
bjmsr-2504	211	15	2025	2025	NUM
bjmsr-2504	211	16	)	)	PUNCT
bjmsr-2504	211	17	,	,	PUNCT
bjmsr-2504	211	18	1	1	NUM
bjmsr-2504	211	19	-	-	SYM
bjmsr-2504	211	20	11	11	NUM
bjmsr-2504	211	21	9	9	NUM
bjmsr-2504	211	22	association	association	NOUN
bjmsr-2504	211	23	examples	example	NOUN
bjmsr-2504	211	24	example	example	NOUN
bjmsr-2504	211	25	1	1	NUM
bjmsr-2504	211	26	:	:	PUNCT
bjmsr-2504	212	1			NOUN
bjmsr-2504	212	2	options	option	NOUN
bjmsr-2504	212	3	and	and	CCONJ
bjmsr-2504	212	4	score	score	NOUN
bjmsr-2504	212	5	(	(	PUNCT
bjmsr-2504	212	6	example	example	NOUN
bjmsr-2504	212	7	1	1	NUM
bjmsr-2504	212	8	)	)	PUNCT
bjmsr-2504	212	9	:	:	PUNCT
bjmsr-2504	212	10	o	o	NOUN
bjmsr-2504	212	11	seminars	seminar	NOUN
bjmsr-2504	212	12	on	on	ADP
bjmsr-2504	212	13	leadership	leadership	NOUN
bjmsr-2504	212	14	trends	trend	NOUN
bjmsr-2504	212	15	→	→	PUNCT
bjmsr-2504	212	16	r=5	r=5	NOUN
bjmsr-2504	212	17	,	,	PUNCT
bjmsr-2504	212	18	c=4	c=4	X
bjmsr-2504	212	19	,	,	PUNCT
bjmsr-2504	212	20	d=3	d=3	PROPN
bjmsr-2504	212	21	,	,	PUNCT
bjmsr-2504	212	22	i=5	i=5	ADP
bjmsr-2504	212	23	o	o	PROPN
bjmsr-2504	212	24	mentorship	mentorship	NOUN
bjmsr-2504	212	25	from	from	ADP
bjmsr-2504	212	26	successful	successful	ADJ
bjmsr-2504	212	27	leaders	leader	NOUN
bjmsr-2504	212	28	→	→	SYM
bjmsr-2504	212	29	r=5,c=3	r=5,c=3	PROPN
bjmsr-2504	212	30	,	,	PUNCT
bjmsr-2504	212	31	d=3	d=3	PROPN
bjmsr-2504	212	32	,	,	PUNCT
bjmsr-2504	212	33	i=4	i=4	PROPN
bjmsr-2504	212	34	apply	apply	NOUN
bjmsr-2504	212	35	model	model	NOUN
bjmsr-2504	212	36	:	:	PUNCT
bjmsr-2504	212	37			NOUN
bjmsr-2504	212	38	seminars	seminar	VERB
bjmsr-2504	212	39	score	score	NOUN
bjmsr-2504	212	40	=	=	PUNCT
bjmsr-2504	212	41	0.3(5)+0.2(4)+0.2(3)+0.3(5)=1.5	0.3(5)+0.2(4)+0.2(3)+0.3(5)=1.5	X
bjmsr-2504	212	42	+	+	NOUN
bjmsr-2504	212	43	0.8	0.8	NUM
bjmsr-2504	212	44	+	+	NOUN
bjmsr-2504	212	45	0.6	0.6	NUM
bjmsr-2504	212	46	+	+	SYM
bjmsr-2504	212	47	1.5=4.4	1.5=4.4	NUM
bjmsr-2504	212	48			NOUN
bjmsr-2504	212	49	mentorship	mentorship	NOUN
bjmsr-2504	212	50	score	score	NOUN
bjmsr-2504	212	51	=	=	PUNCT
bjmsr-2504	212	52	0.3(5)+0.2(3)+0.2(3)+0.3(4)=1.5	0.3(5)+0.2(3)+0.2(3)+0.3(4)=1.5	NOUN
bjmsr-2504	212	53	+	+	NOUN
bjmsr-2504	212	54	0.6	0.6	NUM
bjmsr-2504	212	55	+	+	SYM
bjmsr-2504	212	56	0.6	0.6	NUM
bjmsr-2504	212	57	+	+	SYM
bjmsr-2504	212	58	1.2=3.9	1.2=3.9	NUM
bjmsr-2504	212	59	choose	choose	NOUN
bjmsr-2504	212	60	:	:	PUNCT
bjmsr-2504	212	61	seminars	seminar	NOUN
bjmsr-2504	212	62	on	on	ADP
bjmsr-2504	212	63	leadership	leadership	NOUN
bjmsr-2504	212	64	trends	trend	NOUN
bjmsr-2504	212	65	→	→	SYM
bjmsr-2504	212	66	higher	high	ADJ
bjmsr-2504	212	67	impact	impact	NOUN
bjmsr-2504	212	68	and	and	CCONJ
bjmsr-2504	212	69	relevance	relevance	NOUN
bjmsr-2504	212	70	.	.	PUNCT
bjmsr-2504	213	1	discussions	discussion	NOUN
bjmsr-2504	213	2	all	all	DET
bjmsr-2504	213	3	three	three	NUM
bjmsr-2504	213	4	assumptions	assumption	NOUN
bjmsr-2504	213	5	find	find	VERB
bjmsr-2504	213	6	empirical	empirical	ADJ
bjmsr-2504	213	7	confirmation	confirmation	NOUN
bjmsr-2504	213	8	in	in	ADP
bjmsr-2504	213	9	this	this	DET
bjmsr-2504	213	10	study	study	NOUN
bjmsr-2504	213	11	.	.	PUNCT
bjmsr-2504	214	1	the	the	DET
bjmsr-2504	214	2	a1	a1	NOUN
bjmsr-2504	214	3	suggested	suggest	VERB
bjmsr-2504	214	4	that	that	SCONJ
bjmsr-2504	214	5	the	the	DET
bjmsr-2504	214	6	ai	ai	NOUN
bjmsr-2504	214	7	-	-	PUNCT
bjmsr-2504	214	8	based	base	VERB
bjmsr-2504	214	9	sa	sa	NOUN
bjmsr-2504	214	10	system	system	NOUN
bjmsr-2504	214	11	of	of	ADP
bjmsr-2504	214	12	nlp	nlp	NOUN
bjmsr-2504	214	13	can	can	AUX
bjmsr-2504	214	14	help	help	VERB
bjmsr-2504	214	15	retrieve	retrieve	VERB
bjmsr-2504	214	16	leadership	leadership	NOUN
bjmsr-2504	214	17	competencies	competency	NOUN
bjmsr-2504	214	18	with	with	ADP
bjmsr-2504	214	19	reasonable	reasonable	ADJ
bjmsr-2504	214	20	success	success	NOUN
bjmsr-2504	214	21	from	from	ADP
bjmsr-2504	214	22	unstructured	unstructured	ADJ
bjmsr-2504	214	23	job	job	NOUN
bjmsr-2504	214	24	descriptions	description	NOUN
bjmsr-2504	214	25	,	,	PUNCT
bjmsr-2504	214	26	as	as	SCONJ
bjmsr-2504	214	27	proven	prove	VERB
bjmsr-2504	214	28	by	by	ADP
bjmsr-2504	214	29	creating	create	VERB
bjmsr-2504	214	30	and	and	CCONJ
bjmsr-2504	214	31	running	run	VERB
bjmsr-2504	214	32	a	a	DET
bjmsr-2504	214	33	test	test	NOUN
bjmsr-2504	214	34	of	of	ADP
bjmsr-2504	214	35	a	a	DET
bjmsr-2504	214	36	python	python	NOUN
bjmsr-2504	214	37	-	-	PUNCT
bjmsr-2504	214	38	based	base	VERB
bjmsr-2504	214	39	nlp	nlp	NOUN
bjmsr-2504	214	40	model	model	NOUN
bjmsr-2504	214	41	.	.	PUNCT
bjmsr-2504	215	1	this	this	DET
bjmsr-2504	215	2	finding	finding	NOUN
bjmsr-2504	215	3	is	be	AUX
bjmsr-2504	215	4	consistent	consistent	ADJ
bjmsr-2504	215	5	with	with	ADP
bjmsr-2504	215	6	the	the	DET
bjmsr-2504	215	7	latest	late	ADJ
bjmsr-2504	215	8	breakthroughs	breakthrough	NOUN
bjmsr-2504	215	9	in	in	ADP
bjmsr-2504	215	10	linguistic	linguistic	ADJ
bjmsr-2504	215	11	models	model	NOUN
bjmsr-2504	215	12	and	and	CCONJ
bjmsr-2504	215	13	job	job	NOUN
bjmsr-2504	215	14	descriptions	description	NOUN
bjmsr-2504	215	15	,	,	PUNCT
bjmsr-2504	215	16	stating	state	VERB
bjmsr-2504	215	17	that	that	SCONJ
bjmsr-2504	215	18	it	it	PRON
bjmsr-2504	215	19	is	be	AUX
bjmsr-2504	215	20	possible	possible	ADJ
bjmsr-2504	215	21	to	to	PART
bjmsr-2504	215	22	structure	structure	VERB
bjmsr-2504	215	23	unstructured	unstructured	ADJ
bjmsr-2504	215	24	textual	textual	ADJ
bjmsr-2504	215	25	data	datum	NOUN
bjmsr-2504	215	26	into	into	ADP
bjmsr-2504	215	27	a	a	DET
bjmsr-2504	215	28	meaningful	meaningful	ADJ
bjmsr-2504	215	29	unit	unit	NOUN
bjmsr-2504	215	30	to	to	PART
bjmsr-2504	215	31	extract	extract	VERB
bjmsr-2504	215	32	competencies	competency	NOUN
bjmsr-2504	215	33	.	.	PUNCT
bjmsr-2504	216	1	the	the	DET
bjmsr-2504	216	2	adequacy	adequacy	NOUN
bjmsr-2504	216	3	of	of	ADP
bjmsr-2504	216	4	the	the	DET
bjmsr-2504	216	5	multi	multi	ADJ
bjmsr-2504	216	6	-	-	ADJ
bjmsr-2504	216	7	criteria	criterion	NOUN
bjmsr-2504	216	8	decision	decision	NOUN
bjmsr-2504	216	9	-	-	PUNCT
bjmsr-2504	216	10	making	making	NOUN
bjmsr-2504	216	11	(	(	PUNCT
bjmsr-2504	216	12	mcdm	mcdm	ADJ
bjmsr-2504	216	13	)	)	PUNCT
bjmsr-2504	216	14	model	model	NOUN
bjmsr-2504	216	15	in	in	ADP
bjmsr-2504	216	16	determining	determine	VERB
bjmsr-2504	216	17	the	the	DET
bjmsr-2504	216	18	suitability	suitability	NOUN
bjmsr-2504	216	19	of	of	ADP
bjmsr-2504	216	20	extracted	extract	VERB
bjmsr-2504	216	21	competencies	competency	NOUN
bjmsr-2504	216	22	for	for	ADP
bjmsr-2504	216	23	targeted	target	VERB
bjmsr-2504	216	24	training	training	NOUN
bjmsr-2504	216	25	programs	program	NOUN
bjmsr-2504	216	26	(	(	PUNCT
bjmsr-2504	216	27	a2	a2	PROPN
bjmsr-2504	216	28	)	)	PUNCT
bjmsr-2504	216	29	was	be	AUX
bjmsr-2504	216	30	also	also	ADV
bjmsr-2504	216	31	confirmed	confirm	VERB
bjmsr-2504	216	32	.	.	PUNCT
bjmsr-2504	217	1	the	the	DET
bjmsr-2504	217	2	weighting	weighting	NOUN
bjmsr-2504	217	3	model	model	NOUN
bjmsr-2504	217	4	,	,	PUNCT
bjmsr-2504	217	5	founded	found	VERB
bjmsr-2504	217	6	on	on	ADP
bjmsr-2504	217	7	relevance	relevance	NOUN
bjmsr-2504	217	8	,	,	PUNCT
bjmsr-2504	217	9	cost	cost	NOUN
bjmsr-2504	217	10	,	,	PUNCT
bjmsr-2504	217	11	time	time	NOUN
bjmsr-2504	217	12	,	,	PUNCT
bjmsr-2504	217	13	and	and	CCONJ
bjmsr-2504	217	14	impact	impact	NOUN
bjmsr-2504	217	15	,	,	PUNCT
bjmsr-2504	217	16	provided	provide	VERB
bjmsr-2504	217	17	logical	logical	ADJ
bjmsr-2504	217	18	training	training	NOUN
bjmsr-2504	217	19	advice	advice	NOUN
bjmsr-2504	217	20	,	,	PUNCT
bjmsr-2504	217	21	which	which	PRON
bjmsr-2504	217	22	has	have	AUX
bjmsr-2504	217	23	proven	prove	VERB
bjmsr-2504	217	24	that	that	SCONJ
bjmsr-2504	217	25	mcdm	mcdm	ADJ
bjmsr-2504	217	26	is	be	AUX
bjmsr-2504	217	27	a	a	DET
bjmsr-2504	217	28	suitable	suitable	ADJ
bjmsr-2504	217	29	methodology	methodology	NOUN
bjmsr-2504	217	30	for	for	ADP
bjmsr-2504	217	31	making	make	VERB
bjmsr-2504	217	32	strategic	strategic	ADJ
bjmsr-2504	217	33	hr	hr	NOUN
bjmsr-2504	217	34	decisions	decision	NOUN
bjmsr-2504	217	35	.	.	PUNCT
bjmsr-2504	218	1	comparative	comparative	ADJ
bjmsr-2504	218	2	implementation	implementation	NOUN
bjmsr-2504	218	3	supported	support	VERB
bjmsr-2504	218	4	a3	a3	NOUN
bjmsr-2504	218	5	,	,	PUNCT
bjmsr-2504	218	6	which	which	PRON
bjmsr-2504	218	7	posits	posit	VERB
bjmsr-2504	218	8	that	that	SCONJ
bjmsr-2504	218	9	the	the	DET
bjmsr-2504	218	10	development	development	NOUN
bjmsr-2504	218	11	of	of	ADP
bjmsr-2504	218	12	strategic	strategic	ADJ
bjmsr-2504	218	13	leadership	leadership	NOUN
bjmsr-2504	218	14	using	use	VERB
bjmsr-2504	218	15	ai	ai	VERB
bjmsr-2504	218	16	systems	system	NOUN
bjmsr-2504	218	17	is	be	AUX
bjmsr-2504	218	18	more	more	ADV
bjmsr-2504	218	19	efficient	efficient	ADJ
bjmsr-2504	218	20	and	and	CCONJ
bjmsr-2504	218	21	aligns	align	VERB
bjmsr-2504	218	22	with	with	ADP
bjmsr-2504	218	23	manual	manual	ADJ
bjmsr-2504	218	24	processes	process	NOUN
bjmsr-2504	218	25	.	.	PUNCT
bjmsr-2504	219	1	with	with	ADP
bjmsr-2504	219	2	the	the	DET
bjmsr-2504	219	3	help	help	NOUN
bjmsr-2504	219	4	of	of	ADP
bjmsr-2504	219	5	the	the	DET
bjmsr-2504	219	6	ai	ai	NOUN
bjmsr-2504	219	7	-	-	PUNCT
bjmsr-2504	219	8	based	base	VERB
bjmsr-2504	219	9	model	model	NOUN
bjmsr-2504	219	10	,	,	PUNCT
bjmsr-2504	219	11	personalized	personalized	ADJ
bjmsr-2504	219	12	training	training	NOUN
bjmsr-2504	219	13	pathways	pathway	NOUN
bjmsr-2504	219	14	became	become	VERB
bjmsr-2504	219	15	possible	possible	ADJ
bjmsr-2504	219	16	,	,	PUNCT
bjmsr-2504	219	17	and	and	CCONJ
bjmsr-2504	219	18	score	score	NOUN
bjmsr-2504	219	19	-	-	PUNCT
bjmsr-2504	219	20	based	base	VERB
bjmsr-2504	219	21	prioritization	prioritization	NOUN
bjmsr-2504	219	22	became	become	VERB
bjmsr-2504	219	23	visible	visible	ADJ
bjmsr-2504	219	24	,	,	PUNCT
bjmsr-2504	219	25	demonstrating	demonstrate	VERB
bjmsr-2504	219	26	a	a	DET
bjmsr-2504	219	27	higher	high	ADJ
bjmsr-2504	219	28	rate	rate	NOUN
bjmsr-2504	219	29	of	of	ADP
bjmsr-2504	219	30	distinctiveness	distinctiveness	NOUN
bjmsr-2504	219	31	,	,	PUNCT
bjmsr-2504	219	32	clarity	clarity	NOUN
bjmsr-2504	219	33	,	,	PUNCT
bjmsr-2504	219	34	and	and	CCONJ
bjmsr-2504	219	35	alignment	alignment	NOUN
bjmsr-2504	219	36	with	with	ADP
bjmsr-2504	219	37	the	the	DET
bjmsr-2504	219	38	strategic	strategic	ADJ
bjmsr-2504	219	39	targets	target	NOUN
bjmsr-2504	219	40	of	of	ADP
bjmsr-2504	219	41	the	the	DET
bjmsr-2504	219	42	entire	entire	ADJ
bjmsr-2504	219	43	institution	institution	NOUN
bjmsr-2504	219	44	.	.	PUNCT
bjmsr-2504	220	1	in	in	ADP
bjmsr-2504	220	2	comparison	comparison	NOUN
bjmsr-2504	220	3	to	to	ADP
bjmsr-2504	220	4	other	other	ADJ
bjmsr-2504	220	5	available	available	ADJ
bjmsr-2504	220	6	works	work	NOUN
bjmsr-2504	220	7	,	,	PUNCT
bjmsr-2504	220	8	the	the	DET
bjmsr-2504	220	9	approach	approach	NOUN
bjmsr-2504	220	10	proposed	propose	VERB
bjmsr-2504	220	11	in	in	ADP
bjmsr-2504	220	12	the	the	DET
bjmsr-2504	220	13	research	research	NOUN
bjmsr-2504	220	14	is	be	AUX
bjmsr-2504	220	15	more	more	ADJ
bjmsr-2504	220	16	than	than	ADP
bjmsr-2504	220	17	a	a	DET
bjmsr-2504	220	18	theoretical	theoretical	ADJ
bjmsr-2504	220	19	concept	concept	NOUN
bjmsr-2504	220	20	;	;	PUNCT
bjmsr-2504	220	21	it	it	PRON
bjmsr-2504	220	22	provides	provide	VERB
bjmsr-2504	220	23	a	a	DET
bjmsr-2504	220	24	practice	practice	NOUN
bjmsr-2504	220	25	-	-	PUNCT
bjmsr-2504	220	26	oriented	orient	VERB
bjmsr-2504	220	27	implementation	implementation	NOUN
bjmsr-2504	220	28	of	of	ADP
bjmsr-2504	220	29	ai	ai	NOUN
bjmsr-2504	220	30	in	in	ADP
bjmsr-2504	220	31	leadership	leadership	NOUN
bjmsr-2504	220	32	development	development	NOUN
bjmsr-2504	220	33	.	.	PUNCT
bjmsr-2504	221	1	formative	formative	ADJ
bjmsr-2504	221	2	experiences	experience	NOUN
bjmsr-2504	221	3	with	with	ADP
bjmsr-2504	221	4	ai	ai	NOUN
bjmsr-2504	221	5	are	be	AUX
bjmsr-2504	221	6	celebrated	celebrate	VERB
bjmsr-2504	221	7	alongside	alongside	ADP
bjmsr-2504	221	8	the	the	DET
bjmsr-2504	221	9	tools	tool	NOUN
bjmsr-2504	221	10	of	of	ADP
bjmsr-2504	221	11	leadership	leadership	NOUN
bjmsr-2504	221	12	insight	insight	NOUN
bjmsr-2504	221	13	in	in	ADP
bjmsr-2504	221	14	the	the	DET
bjmsr-2504	221	15	study	study	NOUN
bjmsr-2504	221	16	literature	literature	NOUN
bjmsr-2504	221	17	(	(	PUNCT
bjmsr-2504	221	18	e.g.	e.g.	ADV
bjmsr-2504	221	19	,	,	PUNCT
bjmsr-2504	221	20	chen	chen	PROPN
bjmsr-2504	221	21	,	,	PUNCT
bjmsr-2504	221	22	2025	2025	NUM
bjmsr-2504	221	23	;	;	PUNCT
bjmsr-2504	221	24	vargas	vargas	PROPN
bjmsr-2504	221	25	portillo	portillo	PROPN
bjmsr-2504	221	26	,	,	PUNCT
bjmsr-2504	221	27	2025	2025	NUM
bjmsr-2504	221	28	)	)	PUNCT
bjmsr-2504	221	29	.	.	PUNCT
bjmsr-2504	222	1	however	however	ADV
bjmsr-2504	222	2	,	,	PUNCT
bjmsr-2504	222	3	our	our	PRON
bjmsr-2504	222	4	work	work	NOUN
bjmsr-2504	222	5	represents	represent	VERB
bjmsr-2504	222	6	a	a	DET
bjmsr-2504	222	7	conceptually	conceptually	ADV
bjmsr-2504	222	8	straightforward	straightforward	ADJ
bjmsr-2504	222	9	yet	yet	CCONJ
bjmsr-2504	222	10	experimental	experimental	ADJ
bjmsr-2504	222	11	methodology	methodology	NOUN
bjmsr-2504	222	12	for	for	ADP
bjmsr-2504	222	13	operationalizing	operationalize	VERB
bjmsr-2504	222	14	the	the	DET
bjmsr-2504	222	15	integration	integration	NOUN
bjmsr-2504	222	16	of	of	ADP
bjmsr-2504	222	17	ai	ai	PROPN
bjmsr-2504	222	18	and	and	CCONJ
bjmsr-2504	222	19	mcdm	mcdm	ADJ
bjmsr-2504	222	20	using	use	VERB
bjmsr-2504	222	21	real	real	ADJ
bjmsr-2504	222	22	job	job	NOUN
bjmsr-2504	222	23	descriptions	description	NOUN
bjmsr-2504	222	24	as	as	ADP
bjmsr-2504	222	25	tokens	token	NOUN
bjmsr-2504	222	26	.	.	PUNCT
bjmsr-2504	223	1	such	such	DET
bjmsr-2504	223	2	a	a	DET
bjmsr-2504	223	3	movement	movement	NOUN
bjmsr-2504	223	4	of	of	ADP
bjmsr-2504	223	5	a	a	DET
bjmsr-2504	223	6	concept	concept	NOUN
bjmsr-2504	223	7	to	to	PART
bjmsr-2504	223	8	practice	practice	VERB
bjmsr-2504	223	9	is	be	AUX
bjmsr-2504	223	10	a	a	DET
bjmsr-2504	223	11	significant	significant	ADJ
bjmsr-2504	223	12	addition	addition	NOUN
bjmsr-2504	223	13	,	,	PUNCT
bjmsr-2504	223	14	and	and	CCONJ
bjmsr-2504	223	15	it	it	PRON
bjmsr-2504	223	16	has	have	VERB
bjmsr-2504	223	17	practical	practical	ADJ
bjmsr-2504	223	18	importance	importance	NOUN
bjmsr-2504	223	19	for	for	ADP
bjmsr-2504	223	20	hr	hr	NOUN
bjmsr-2504	223	21	departments	department	NOUN
bjmsr-2504	223	22	.	.	PUNCT
bjmsr-2504	224	1	although	although	SCONJ
bjmsr-2504	224	2	the	the	DET
bjmsr-2504	224	3	role	role	NOUN
bjmsr-2504	224	4	of	of	ADP
bjmsr-2504	224	5	ai	ai	VERB
bjmsr-2504	224	6	in	in	ADP
bjmsr-2504	224	7	leadership	leadership	NOUN
bjmsr-2504	224	8	development	development	NOUN
bjmsr-2504	224	9	has	have	AUX
bjmsr-2504	224	10	been	be	AUX
bjmsr-2504	224	11	examined	examine	VERB
bjmsr-2504	224	12	by	by	ADP
bjmsr-2504	224	13	numerous	numerous	ADJ
bjmsr-2504	224	14	studies	study	NOUN
bjmsr-2504	224	15	,	,	PUNCT
bjmsr-2504	224	16	such	such	ADJ
bjmsr-2504	224	17	as	as	ADP
bjmsr-2504	224	18	those	those	PRON
bjmsr-2504	224	19	by	by	ADP
bjmsr-2504	224	20	chen	chen	PROPN
bjmsr-2504	224	21	(	(	PUNCT
bjmsr-2504	224	22	2025	2025	NUM
bjmsr-2504	224	23	)	)	PUNCT
bjmsr-2504	224	24	,	,	PUNCT
bjmsr-2504	224	25	vargas	vargas	PROPN
bjmsr-2504	224	26	portillo	portillo	PROPN
bjmsr-2504	224	27	(	(	PUNCT
bjmsr-2504	224	28	2025	2025	NUM
bjmsr-2504	224	29	)	)	PUNCT
bjmsr-2504	224	30	,	,	PUNCT
bjmsr-2504	224	31	or	or	CCONJ
bjmsr-2504	224	32	bevilacqua	bevilacqua	NOUN
bjmsr-2504	224	33	et	et	PROPN
bjmsr-2504	224	34	al	al	PROPN
bjmsr-2504	224	35	.	.	PROPN
bjmsr-2504	225	1	(	(	PUNCT
bjmsr-2504	225	2	2025	2025	NUM
bjmsr-2504	225	3	)	)	PUNCT
bjmsr-2504	225	4	,	,	PUNCT
bjmsr-2504	225	5	these	these	DET
bjmsr-2504	225	6	studies	study	NOUN
bjmsr-2504	225	7	mostly	mostly	ADV
bjmsr-2504	225	8	employ	employ	VERB
bjmsr-2504	225	9	conceptual	conceptual	ADJ
bjmsr-2504	225	10	frameworks	framework	NOUN
bjmsr-2504	225	11	,	,	PUNCT
bjmsr-2504	225	12	case	case	NOUN
bjmsr-2504	225	13	-	-	PUNCT
bjmsr-2504	225	14	based	base	VERB
bjmsr-2504	225	15	discussions	discussion	NOUN
bjmsr-2504	225	16	,	,	PUNCT
bjmsr-2504	225	17	or	or	CCONJ
bjmsr-2504	225	18	industrial	industrial	ADJ
bjmsr-2504	225	19	observations	observation	NOUN
bjmsr-2504	225	20	.	.	PUNCT
bjmsr-2504	226	1	conversely	conversely	ADV
bjmsr-2504	226	2	,	,	PUNCT
bjmsr-2504	226	3	the	the	DET
bjmsr-2504	226	4	present	present	ADJ
bjmsr-2504	226	5	research	research	NOUN
bjmsr-2504	226	6	provides	provide	VERB
bjmsr-2504	226	7	an	an	DET
bjmsr-2504	226	8	automated	automate	VERB
bjmsr-2504	226	9	framework	framework	NOUN
bjmsr-2504	226	10	that	that	PRON
bjmsr-2504	226	11	retrieves	retrieve	VERB
bjmsr-2504	226	12	leadership	leadership	NOUN
bjmsr-2504	226	13	skills	skill	NOUN
bjmsr-2504	226	14	directly	directly	ADV
bjmsr-2504	226	15	from	from	ADP
bjmsr-2504	226	16	unstructured	unstructured	ADJ
bjmsr-2504	226	17	job	job	NOUN
bjmsr-2504	226	18	descriptions	description	NOUN
bjmsr-2504	226	19	and	and	CCONJ
bjmsr-2504	226	20	outputs	output	NOUN
bjmsr-2504	226	21	customized	customize	VERB
bjmsr-2504	226	22	training	training	NOUN
bjmsr-2504	226	23	routes	route	NOUN
bjmsr-2504	226	24	based	base	VERB
bjmsr-2504	226	25	on	on	ADP
bjmsr-2504	226	26	natural	natural	ADJ
bjmsr-2504	226	27	language	language	NOUN
bjmsr-2504	226	28	processing	processing	NOUN
bjmsr-2504	226	29	(	(	PUNCT
bjmsr-2504	226	30	nlp	nlp	NOUN
bjmsr-2504	226	31	)	)	PUNCT
bjmsr-2504	226	32	and	and	CCONJ
bjmsr-2504	226	33	multi	multi	ADJ
bjmsr-2504	226	34	-	-	ADJ
bjmsr-2504	226	35	criteria	criterion	NOUN
bjmsr-2504	226	36	decision	decision	NOUN
bjmsr-2504	226	37	-	-	PUNCT
bjmsr-2504	226	38	making	making	NOUN
bjmsr-2504	226	39	(	(	PUNCT
bjmsr-2504	226	40	mcdm	mcdm	ADJ
bjmsr-2504	226	41	)	)	PUNCT
bjmsr-2504	226	42	.	.	PUNCT
bjmsr-2504	227	1	in	in	ADP
bjmsr-2504	227	2	comparison	comparison	NOUN
bjmsr-2504	227	3	to	to	ADP
bjmsr-2504	227	4	previous	previous	ADJ
bjmsr-2504	227	5	studies	study	NOUN
bjmsr-2504	227	6	that	that	PRON
bjmsr-2504	227	7	typically	typically	ADV
bjmsr-2504	227	8	employ	employ	VERB
bjmsr-2504	227	9	survey	survey	NOUN
bjmsr-2504	227	10	-	-	PUNCT
bjmsr-2504	227	11	based	base	VERB
bjmsr-2504	227	12	or	or	CCONJ
bjmsr-2504	227	13	perceptional	perceptional	ADJ
bjmsr-2504	227	14	data	datum	NOUN
bjmsr-2504	227	15	,	,	PUNCT
bjmsr-2504	227	16	the	the	DET
bjmsr-2504	227	17	current	current	ADJ
bjmsr-2504	227	18	research	research	NOUN
bjmsr-2504	227	19	aims	aim	VERB
bjmsr-2504	227	20	to	to	PART
bjmsr-2504	227	21	rely	rely	VERB
bjmsr-2504	227	22	on	on	ADP
bjmsr-2504	227	23	secondary	secondary	ADJ
bjmsr-2504	227	24	data	datum	NOUN
bjmsr-2504	227	25	in	in	ADP
bjmsr-2504	227	26	the	the	DET
bjmsr-2504	227	27	form	form	NOUN
bjmsr-2504	227	28	of	of	ADP
bjmsr-2504	227	29	actual	actual	ADJ
bjmsr-2504	227	30	institutional	institutional	ADJ
bjmsr-2504	227	31	job	job	NOUN
bjmsr-2504	227	32	descriptions	description	NOUN
bjmsr-2504	227	33	obtained	obtain	VERB
bjmsr-2504	227	34	from	from	ADP
bjmsr-2504	227	35	a	a	DET
bjmsr-2504	227	36	particular	particular	ADJ
bjmsr-2504	227	37	university	university	NOUN
bjmsr-2504	227	38	in	in	ADP
bjmsr-2504	227	39	the	the	DET
bjmsr-2504	227	40	gulf	gulf	PROPN
bjmsr-2504	227	41	region	region	NOUN
bjmsr-2504	227	42	.	.	PUNCT
bjmsr-2504	228	1	this	this	PRON
bjmsr-2504	228	2	makes	make	VERB
bjmsr-2504	228	3	the	the	DET
bjmsr-2504	228	4	approach	approach	NOUN
bjmsr-2504	228	5	more	more	ADV
bjmsr-2504	228	6	practical	practical	ADJ
bjmsr-2504	228	7	and	and	CCONJ
bjmsr-2504	228	8	realistic	realistic	ADJ
bjmsr-2504	228	9	.	.	PUNCT
bjmsr-2504	229	1	moreover	moreover	ADV
bjmsr-2504	229	2	,	,	PUNCT
bjmsr-2504	229	3	most	most	ADJ
bjmsr-2504	229	4	previous	previous	ADJ
bjmsr-2504	229	5	studies	study	NOUN
bjmsr-2504	229	6	have	have	AUX
bjmsr-2504	229	7	focused	focus	VERB
bjmsr-2504	229	8	on	on	ADP
bjmsr-2504	229	9	extracting	extract	VERB
bjmsr-2504	229	10	skills	skill	NOUN
bjmsr-2504	229	11	(	(	PUNCT
bjmsr-2504	229	12	task	task	NOUN
bjmsr-2504	229	13	-	-	PUNCT
bjmsr-2504	229	14	level	level	NOUN
bjmsr-2504	229	15	classifications	classification	NOUN
bjmsr-2504	229	16	)	)	PUNCT
bjmsr-2504	229	17	or	or	CCONJ
bjmsr-2504	229	18	talent	talent	NOUN
bjmsr-2504	229	19	acquisition	acquisition	NOUN
bjmsr-2504	229	20	(	(	PUNCT
bjmsr-2504	229	21	e.g.	e.g.	ADV
bjmsr-2504	229	22	,	,	PUNCT
bjmsr-2504	229	23	llm4jobs	llm4jobs	PROPN
bjmsr-2504	229	24	,	,	PUNCT
bjmsr-2504	229	25	skillgpt	skillgpt	NOUN
bjmsr-2504	229	26	,	,	PUNCT
bjmsr-2504	229	27	oracle	oracle	PROPN
bjmsr-2504	229	28	hcm	hcm	PROPN
bjmsr-2504	229	29	)	)	PUNCT
bjmsr-2504	229	30	.	.	PUNCT
bjmsr-2504	230	1	in	in	ADP
bjmsr-2504	230	2	contrast	contrast	NOUN
bjmsr-2504	230	3	,	,	PUNCT
bjmsr-2504	230	4	the	the	DET
bjmsr-2504	230	5	proposed	propose	VERB
bjmsr-2504	230	6	research	research	NOUN
bjmsr-2504	230	7	aims	aim	VERB
bjmsr-2504	230	8	to	to	PART
bjmsr-2504	230	9	develop	develop	VERB
bjmsr-2504	230	10	leadership	leadership	NOUN
bjmsr-2504	230	11	-	-	PUNCT
bjmsr-2504	230	12	specific	specific	ADJ
bjmsr-2504	230	13	competency	competency	NOUN
bjmsr-2504	230	14	modeling	modeling	NOUN
bjmsr-2504	230	15	and	and	CCONJ
bjmsr-2504	230	16	automate	automate	VERB
bjmsr-2504	230	17	the	the	DET
bjmsr-2504	230	18	alignment	alignment	NOUN
bjmsr-2504	230	19	of	of	ADP
bjmsr-2504	230	20	training	training	NOUN
bjmsr-2504	230	21	with	with	ADP
bjmsr-2504	230	22	the	the	DET
bjmsr-2504	230	23	model	model	NOUN
bjmsr-2504	230	24	.	.	PUNCT
bjmsr-2504	231	1	this	this	DET
bjmsr-2504	231	2	aspect	aspect	NOUN
bjmsr-2504	231	3	has	have	AUX
bjmsr-2504	231	4	not	not	PART
bjmsr-2504	231	5	been	be	AUX
bjmsr-2504	231	6	covered	cover	VERB
bjmsr-2504	231	7	in	in	ADP
bjmsr-2504	231	8	the	the	DET
bjmsr-2504	231	9	existing	exist	VERB
bjmsr-2504	231	10	literature	literature	NOUN
bjmsr-2504	231	11	,	,	PUNCT
bjmsr-2504	231	12	whether	whether	SCONJ
bjmsr-2504	231	13	in	in	ADP
bjmsr-2504	231	14	academia	academia	NOUN
bjmsr-2504	231	15	or	or	CCONJ
bjmsr-2504	231	16	industry	industry	NOUN
bjmsr-2504	231	17	.	.	PUNCT
bjmsr-2504	232	1	notably	notably	ADV
bjmsr-2504	232	2	,	,	PUNCT
bjmsr-2504	232	3	the	the	DET
bjmsr-2504	232	4	use	use	NOUN
bjmsr-2504	232	5	of	of	ADP
bjmsr-2504	232	6	graph	graph	NOUN
bjmsr-2504	232	7	-	-	PUNCT
bjmsr-2504	232	8	based	base	VERB
bjmsr-2504	232	9	simulation	simulation	NOUN
bjmsr-2504	232	10	over	over	ADP
bjmsr-2504	232	11	the	the	DET
bjmsr-2504	232	12	training	training	NOUN
bjmsr-2504	232	13	of	of	ADP
bjmsr-2504	232	14	path	path	NOUN
bjmsr-2504	232	15	visualization	visualization	NOUN
bjmsr-2504	232	16	in	in	ADP
bjmsr-2504	232	17	the	the	DET
bjmsr-2504	232	18	sphere	sphere	NOUN
bjmsr-2504	232	19	of	of	ADP
bjmsr-2504	232	20	academic	academic	ADJ
bjmsr-2504	232	21	leadership	leadership	NOUN
bjmsr-2504	232	22	development	development	NOUN
bjmsr-2504	232	23	has	have	AUX
bjmsr-2504	232	24	not	not	PART
bjmsr-2504	232	25	been	be	AUX
bjmsr-2504	232	26	covered	cover	VERB
bjmsr-2504	232	27	by	by	ADP
bjmsr-2504	232	28	a	a	DET
bjmsr-2504	232	29	single	single	ADJ
bjmsr-2504	232	30	piece	piece	NOUN
bjmsr-2504	232	31	of	of	ADP
bjmsr-2504	232	32	previous	previous	ADJ
bjmsr-2504	232	33	work	work	NOUN
bjmsr-2504	232	34	examined	examine	VERB
bjmsr-2504	232	35	in	in	ADP
bjmsr-2504	232	36	the	the	DET
bjmsr-2504	232	37	body	body	NOUN
bjmsr-2504	232	38	of	of	ADP
bjmsr-2504	232	39	literature	literature	NOUN
bjmsr-2504	232	40	in	in	ADP
bjmsr-2504	232	41	question	question	NOUN
bjmsr-2504	232	42	.	.	PUNCT
bjmsr-2504	233	1	this	this	PRON
bjmsr-2504	233	2	creates	create	VERB
bjmsr-2504	233	3	a	a	DET
bjmsr-2504	233	4	new	new	ADJ
bjmsr-2504	233	5	element	element	NOUN
bjmsr-2504	233	6	of	of	ADP
bjmsr-2504	233	7	interpretability	interpretability	NOUN
bjmsr-2504	233	8	among	among	ADP
bjmsr-2504	233	9	decision	decision	NOUN
bjmsr-2504	233	10	-	-	PUNCT
bjmsr-2504	233	11	makers	maker	NOUN
bjmsr-2504	233	12	,	,	PUNCT
bjmsr-2504	233	13	augmenting	augment	VERB
bjmsr-2504	233	14	the	the	DET
bjmsr-2504	233	15	strategic	strategic	ADJ
bjmsr-2504	233	16	return	return	NOUN
bjmsr-2504	233	17	on	on	ADP
bjmsr-2504	233	18	investment	investment	NOUN
bjmsr-2504	233	19	(	(	PUNCT
bjmsr-2504	233	20	roi	roi	NOUN
bjmsr-2504	233	21	)	)	PUNCT
bjmsr-2504	233	22	of	of	ADP
bjmsr-2504	233	23	leadership	leadership	NOUN
bjmsr-2504	233	24	training	training	NOUN
bjmsr-2504	233	25	.	.	PUNCT
bjmsr-2504	234	1	in	in	ADP
bjmsr-2504	234	2	such	such	DET
bjmsr-2504	234	3	a	a	DET
bjmsr-2504	234	4	way	way	NOUN
bjmsr-2504	234	5	,	,	PUNCT
bjmsr-2504	234	6	this	this	DET
bjmsr-2504	234	7	study	study	NOUN
bjmsr-2504	234	8	fills	fill	VERB
bjmsr-2504	234	9	both	both	PRON
bjmsr-2504	234	10	a	a	DET
bjmsr-2504	234	11	methodological	methodological	ADJ
bjmsr-2504	234	12	and	and	CCONJ
bjmsr-2504	234	13	practical	practical	ADJ
bjmsr-2504	234	14	gap	gap	NOUN
bjmsr-2504	234	15	,	,	PUNCT
bjmsr-2504	234	16	as	as	SCONJ
bjmsr-2504	234	17	it	it	PRON
bjmsr-2504	234	18	is	be	AUX
bjmsr-2504	234	19	a	a	DET
bjmsr-2504	234	20	replicable	replicable	ADJ
bjmsr-2504	234	21	system	system	NOUN
bjmsr-2504	234	22	that	that	PRON
bjmsr-2504	234	23	does	do	AUX
bjmsr-2504	234	24	not	not	PART
bjmsr-2504	234	25	hinge	hinge	VERB
bjmsr-2504	234	26	on	on	ADP
bjmsr-2504	234	27	survey	survey	NOUN
bjmsr-2504	234	28	perceptions	perception	NOUN
bjmsr-2504	234	29	but	but	CCONJ
bjmsr-2504	234	30	implements	implement	NOUN
bjmsr-2504	234	31	readable	readable	ADJ
bjmsr-2504	234	32	and	and	CCONJ
bjmsr-2504	234	33	actionable	actionable	ADJ
bjmsr-2504	234	34	results	result	NOUN
bjmsr-2504	234	35	by	by	ADP
bjmsr-2504	234	36	retrieving	retrieve	VERB
bjmsr-2504	234	37	real	real	ADJ
bjmsr-2504	234	38	institutional	institutional	ADJ
bjmsr-2504	234	39	materials	material	NOUN
bjmsr-2504	234	40	objectively	objectively	ADV
bjmsr-2504	234	41	and	and	CCONJ
bjmsr-2504	234	42	ai	ai	AUX
bjmsr-2504	234	43	-	-	PUNCT
bjmsr-2504	234	44	mapped	map	VERB
bjmsr-2504	234	45	to	to	PART
bjmsr-2504	234	46	generate	generate	VERB
bjmsr-2504	234	47	meaningful	meaningful	ADJ
bjmsr-2504	234	48	results	result	NOUN
bjmsr-2504	234	49	.	.	PUNCT
bjmsr-2504	235	1	the	the	DET
bjmsr-2504	235	2	ranking	ranking	NOUN
bjmsr-2504	235	3	in	in	ADP
bjmsr-2504	235	4	performance	performance	NOUN
bjmsr-2504	235	5	data	datum	NOUN
bjmsr-2504	235	6	gives	give	VERB
bjmsr-2504	235	7	additional	additional	ADJ
bjmsr-2504	235	8	support	support	NOUN
bjmsr-2504	235	9	.	.	PUNCT
bjmsr-2504	236	1	the	the	DET
bjmsr-2504	236	2	leadership	leadership	NOUN
bjmsr-2504	236	3	workshop	workshop	NOUN
bjmsr-2504	236	4	,	,	PUNCT
bjmsr-2504	236	5	with	with	ADP
bjmsr-2504	236	6	a	a	DET
bjmsr-2504	236	7	score	score	NOUN
bjmsr-2504	236	8	of	of	ADP
bjmsr-2504	236	9	4.4	4.4	NUM
bjmsr-2504	236	10	,	,	PUNCT
bjmsr-2504	236	11	proved	prove	VERB
bjmsr-2504	236	12	to	to	PART
bjmsr-2504	236	13	be	be	AUX
bjmsr-2504	236	14	the	the	DET
bjmsr-2504	236	15	most	most	ADV
bjmsr-2504	236	16	effective	effective	ADJ
bjmsr-2504	236	17	strategic	strategic	ADJ
bjmsr-2504	236	18	investment	investment	NOUN
bjmsr-2504	236	19	due	due	ADP
bjmsr-2504	236	20	to	to	ADP
bjmsr-2504	236	21	its	its	PRON
bjmsr-2504	236	22	high	high	ADJ
bjmsr-2504	236	23	relevance	relevance	NOUN
bjmsr-2504	236	24	and	and	CCONJ
bjmsr-2504	236	25	impact	impact	NOUN
bjmsr-2504	236	26	.	.	PUNCT
bjmsr-2504	237	1	on	on	ADP
bjmsr-2504	237	2	the	the	DET
bjmsr-2504	237	3	other	other	ADJ
bjmsr-2504	237	4	hand	hand	NOUN
bjmsr-2504	237	5	,	,	PUNCT
bjmsr-2504	237	6	none	none	NOUN
bjmsr-2504	237	7	of	of	ADP
bjmsr-2504	237	8	the	the	DET
bjmsr-2504	237	9	key	key	ADJ
bjmsr-2504	237	10	items	item	NOUN
bjmsr-2504	237	11	were	be	AUX
bjmsr-2504	237	12	rated	rate	VERB
bjmsr-2504	237	13	lower	low	ADJ
bjmsr-2504	237	14	compared	compare	VERB
bjmsr-2504	237	15	to	to	ADP
bjmsr-2504	237	16	the	the	DET
bjmsr-2504	237	17	online	online	ADJ
bjmsr-2504	237	18	financial	financial	ADJ
bjmsr-2504	237	19	course	course	NOUN
bjmsr-2504	237	20	(	(	PUNCT
bjmsr-2504	237	21	4.1	4.1	NUM
bjmsr-2504	237	22	)	)	PUNCT
bjmsr-2504	237	23	;	;	PUNCT
bjmsr-2504	237	24	yet	yet	CCONJ
bjmsr-2504	237	25	,	,	PUNCT
bjmsr-2504	237	26	its	its	PRON
bjmsr-2504	237	27	cost	cost	NOUN
bjmsr-2504	237	28	-	-	PUNCT
bjmsr-2504	237	29	efficiency	efficiency	NOUN
bjmsr-2504	237	30	and	and	CCONJ
bjmsr-2504	237	31	brief	brief	ADJ
bjmsr-2504	237	32	duration	duration	NOUN
bjmsr-2504	237	33	of	of	ADP
bjmsr-2504	237	34	course	course	NOUN
bjmsr-2504	237	35	completion	completion	NOUN
bjmsr-2504	237	36	are	be	AUX
bjmsr-2504	237	37	seen	see	VERB
bjmsr-2504	237	38	as	as	ADP
bjmsr-2504	237	39	alternative	alternative	ADJ
bjmsr-2504	237	40	directions	direction	NOUN
bjmsr-2504	237	41	to	to	PART
bjmsr-2504	237	42	be	be	AUX
bjmsr-2504	237	43	taken	take	VERB
bjmsr-2504	237	44	with	with	ADP
bjmsr-2504	237	45	limited	limited	ADJ
bjmsr-2504	237	46	budget	budget	NOUN
bjmsr-2504	237	47	opportunities	opportunity	NOUN
bjmsr-2504	237	48	.	.	PUNCT
bjmsr-2504	238	1	with	with	ADP
bjmsr-2504	238	2	3.5	3.5	NUM
bjmsr-2504	238	3	,	,	PUNCT
bjmsr-2504	238	4	community	community	NOUN
bjmsr-2504	238	5	outreach	outreach	NOUN
bjmsr-2504	238	6	use	use	NOUN
bjmsr-2504	238	7	highlighted	highlight	VERB
bjmsr-2504	238	8	the	the	DET
bjmsr-2504	238	9	necessity	necessity	NOUN
bjmsr-2504	238	10	of	of	ADP
bjmsr-2504	238	11	optimizing	optimize	VERB
bjmsr-2504	238	12	the	the	DET
bjmsr-2504	238	13	criteria	criterion	NOUN
bjmsr-2504	238	14	instead	instead	ADV
bjmsr-2504	238	15	of	of	ADP
bjmsr-2504	238	16	having	have	VERB
bjmsr-2504	238	17	an	an	DET
bjmsr-2504	238	18	exceptionally	exceptionally	ADV
bjmsr-2504	238	19	high	high	ADJ
bjmsr-2504	238	20	score	score	NOUN
bjmsr-2504	238	21	,	,	PUNCT
bjmsr-2504	238	22	which	which	PRON
bjmsr-2504	238	23	beats	beat	VERB
bjmsr-2504	238	24	all	all	DET
bjmsr-2504	238	25	others	other	NOUN
bjmsr-2504	238	26	.	.	PUNCT
bjmsr-2504	239	1	this	this	DET
bjmsr-2504	239	2	numerical	numerical	ADJ
bjmsr-2504	239	3	product	product	NOUN
bjmsr-2504	239	4	highlights	highlight	VERB
bjmsr-2504	239	5	the	the	DET
bjmsr-2504	239	6	model	model	NOUN
bjmsr-2504	239	7	's	's	PART
bjmsr-2504	239	8	usefulness	usefulness	NOUN
bjmsr-2504	239	9	in	in	ADP
bjmsr-2504	239	10	resource	resource	NOUN
bjmsr-2504	239	11	distribution	distribution	NOUN
bjmsr-2504	239	12	and	and	CCONJ
bjmsr-2504	239	13	the	the	DET
bjmsr-2504	239	14	evaluation	evaluation	NOUN
bjmsr-2504	239	15	of	of	ADP
bjmsr-2504	239	16	training	training	NOUN
bjmsr-2504	239	17	impact	impact	NOUN
bjmsr-2504	239	18	.	.	PUNCT
bjmsr-2504	240	1	these	these	DET
bjmsr-2504	240	2	contributions	contribution	NOUN
bjmsr-2504	240	3	notwithstanding	notwithstanding	ADP
bjmsr-2504	240	4	,	,	PUNCT
bjmsr-2504	240	5	we	we	PRON
bjmsr-2504	240	6	would	would	AUX
bjmsr-2504	240	7	still	still	ADV
bjmsr-2504	240	8	appreciate	appreciate	VERB
bjmsr-2504	240	9	limitations	limitation	NOUN
bjmsr-2504	240	10	.	.	PUNCT
bjmsr-2504	241	1	information	information	NOUN
bjmsr-2504	241	2	security	security	NOUN
bjmsr-2504	241	3	limits	limit	VERB
bjmsr-2504	241	4	the	the	DET
bjmsr-2504	241	5	full	full	ADJ
bjmsr-2504	241	6	task	task	NOUN
bjmsr-2504	241	7	:	:	PUNCT
bjmsr-2504	241	8	increasing	increase	VERB
bjmsr-2504	241	9	productivity	productivity	NOUN
bjmsr-2504	241	10	in	in	ADP
bjmsr-2504	241	11	leadership	leadership	NOUN
bjmsr-2504	241	12	roles	role	NOUN
bjmsr-2504	241	13	objective	objective	NOUN
bjmsr-2504	241	14	:	:	PUNCT
bjmsr-2504	241	15	boost	boost	VERB
bjmsr-2504	241	16	strategic	strategic	ADJ
bjmsr-2504	241	17	execution	execution	NOUN
bjmsr-2504	241	18	among	among	ADP
bjmsr-2504	241	19	vice	vice	NOUN
bjmsr-2504	241	20	chancellors	chancellor	NOUN
bjmsr-2504	241	21	.	.	PUNCT
bjmsr-2504	242	1	relevant	relevant	ADJ
bjmsr-2504	242	2	domain	domain	NOUN
bjmsr-2504	242	3	:	:	PUNCT
bjmsr-2504	242	4	strategic	strategic	ADJ
bjmsr-2504	242	5	leadership	leadership	NOUN
bjmsr-2504	242	6	1	1	NUM
bjmsr-2504	242	7	3	3	NUM
bjmsr-2504	242	8	2	2	NUM
bjmsr-2504	242	9	shannaq	shannaq	X
bjmsr-2504	242	10	et	et	PROPN
bjmsr-2504	242	11	al	al	PROPN
bjmsr-2504	242	12	.	.	PROPN
bjmsr-2504	242	13	,	,	PUNCT
bjmsr-2504	242	14	bangladesh	bangladesh	PROPN
bjmsr-2504	242	15	journal	journal	NOUN
bjmsr-2504	242	16	of	of	ADP
bjmsr-2504	242	17	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	242	18	scientific	scientific	ADJ
bjmsr-2504	242	19	research	research	NOUN
bjmsr-2504	242	20	10(5	10(5	NOUN
bjmsr-2504	242	21	)	)	PUNCT
bjmsr-2504	242	22	(	(	PUNCT
bjmsr-2504	242	23	2025	2025	NUM
bjmsr-2504	242	24	)	)	PUNCT
bjmsr-2504	242	25	,	,	PUNCT
bjmsr-2504	242	26	1	1	NUM
bjmsr-2504	242	27	-	-	SYM
bjmsr-2504	242	28	11	11	NUM
bjmsr-2504	242	29	10	10	NUM
bjmsr-2504	242	30	disclosure	disclosure	NOUN
bjmsr-2504	242	31	of	of	ADP
bjmsr-2504	242	32	institutional	institutional	ADJ
bjmsr-2504	242	33	job	job	NOUN
bjmsr-2504	242	34	descriptions	description	NOUN
bjmsr-2504	242	35	,	,	PUNCT
bjmsr-2504	242	36	which	which	PRON
bjmsr-2504	242	37	can	can	AUX
bjmsr-2504	242	38	hinder	hinder	VERB
bjmsr-2504	242	39	external	external	ADJ
bjmsr-2504	242	40	validation	validation	NOUN
bjmsr-2504	242	41	.	.	PUNCT
bjmsr-2504	243	1	additionally	additionally	ADV
bjmsr-2504	243	2	,	,	PUNCT
bjmsr-2504	243	3	the	the	DET
bjmsr-2504	243	4	lack	lack	NOUN
bjmsr-2504	243	5	of	of	ADP
bjmsr-2504	243	6	formal	formal	ADJ
bjmsr-2504	243	7	statistical	statistical	ADJ
bjmsr-2504	243	8	tests	test	NOUN
bjmsr-2504	243	9	prohibits	prohibit	VERB
bjmsr-2504	243	10	generalizability	generalizability	NOUN
bjmsr-2504	243	11	;	;	PUNCT
bjmsr-2504	243	12	however	however	ADV
bjmsr-2504	243	13	,	,	PUNCT
bjmsr-2504	243	14	the	the	DET
bjmsr-2504	243	15	listing	listing	NOUN
bjmsr-2504	243	16	of	of	ADP
bjmsr-2504	243	17	data	datum	NOUN
bjmsr-2504	243	18	mapping	mapping	NOUN
bjmsr-2504	243	19	,	,	PUNCT
bjmsr-2504	243	20	scoring	score	VERB
bjmsr-2504	243	21	logic	logic	NOUN
bjmsr-2504	243	22	,	,	PUNCT
bjmsr-2504	243	23	and	and	CCONJ
bjmsr-2504	243	24	visualization	visualization	NOUN
bjmsr-2504	243	25	graphs	graph	NOUN
bjmsr-2504	243	26	enhances	enhance	VERB
bjmsr-2504	243	27	internal	internal	ADJ
bjmsr-2504	243	28	validity	validity	NOUN
bjmsr-2504	243	29	.	.	PUNCT
bjmsr-2504	244	1	in	in	ADP
bjmsr-2504	244	2	addition	addition	NOUN
bjmsr-2504	244	3	,	,	PUNCT
bjmsr-2504	244	4	the	the	DET
bjmsr-2504	244	5	subjectivity	subjectivity	NOUN
bjmsr-2504	244	6	model	model	NOUN
bjmsr-2504	244	7	used	use	VERB
bjmsr-2504	244	8	for	for	ADP
bjmsr-2504	244	9	assigning	assign	VERB
bjmsr-2504	244	10	weights	weight	NOUN
bjmsr-2504	244	11	may	may	AUX
bjmsr-2504	244	12	introduce	introduce	VERB
bjmsr-2504	244	13	bias	bias	NOUN
bjmsr-2504	244	14	;	;	PUNCT
bjmsr-2504	244	15	however	however	ADV
bjmsr-2504	244	16	,	,	PUNCT
bjmsr-2504	244	17	this	this	PRON
bjmsr-2504	244	18	is	be	AUX
bjmsr-2504	244	19	compensated	compensate	VERB
bjmsr-2504	244	20	for	for	ADP
bjmsr-2504	244	21	through	through	ADP
bjmsr-2504	244	22	the	the	DET
bjmsr-2504	244	23	transparency	transparency	NOUN
bjmsr-2504	244	24	and	and	CCONJ
bjmsr-2504	244	25	flexibility	flexibility	NOUN
bjmsr-2504	244	26	that	that	PRON
bjmsr-2504	244	27	the	the	DET
bjmsr-2504	244	28	model	model	NOUN
bjmsr-2504	244	29	provides	provide	VERB
bjmsr-2504	244	30	.	.	PUNCT
bjmsr-2504	245	1	this	this	DET
bjmsr-2504	245	2	method	method	NOUN
bjmsr-2504	245	3	,	,	PUNCT
bjmsr-2504	245	4	when	when	SCONJ
bjmsr-2504	245	5	practiced	practice	VERB
bjmsr-2504	245	6	,	,	PUNCT
bjmsr-2504	245	7	would	would	AUX
bjmsr-2504	245	8	aid	aid	VERB
bjmsr-2504	245	9	in	in	ADP
bjmsr-2504	245	10	data	datum	NOUN
bjmsr-2504	245	11	-	-	PUNCT
bjmsr-2504	245	12	informed	inform	VERB
bjmsr-2504	245	13	,	,	PUNCT
bjmsr-2504	245	14	strategic	strategic	ADJ
bjmsr-2504	245	15	hr	hr	NOUN
bjmsr-2504	245	16	planning	planning	NOUN
bjmsr-2504	245	17	,	,	PUNCT
bjmsr-2504	245	18	particularly	particularly	ADV
bjmsr-2504	245	19	in	in	ADP
bjmsr-2504	245	20	academic	academic	ADJ
bjmsr-2504	245	21	institutions	institution	NOUN
bjmsr-2504	245	22	.	.	PUNCT
bjmsr-2504	246	1	the	the	DET
bjmsr-2504	246	2	model	model	NOUN
bjmsr-2504	246	3	shifts	shift	NOUN
bjmsr-2504	246	4	hr	hr	PROPN
bjmsr-2504	246	5	development	development	NOUN
bjmsr-2504	246	6	away	away	ADV
bjmsr-2504	246	7	from	from	ADP
bjmsr-2504	246	8	the	the	DET
bjmsr-2504	246	9	reactive	reactive	ADJ
bjmsr-2504	246	10	nature	nature	NOUN
bjmsr-2504	246	11	of	of	ADP
bjmsr-2504	246	12	the	the	DET
bjmsr-2504	246	13	development	development	NOUN
bjmsr-2504	246	14	process	process	NOUN
bjmsr-2504	246	15	to	to	ADP
bjmsr-2504	246	16	a	a	DET
bjmsr-2504	246	17	proactive	proactive	ADJ
bjmsr-2504	246	18	,	,	PUNCT
bjmsr-2504	246	19	evidence	evidence	NOUN
bjmsr-2504	246	20	-	-	PUNCT
bjmsr-2504	246	21	based	base	VERB
bjmsr-2504	246	22	approach	approach	NOUN
bjmsr-2504	246	23	by	by	ADP
bjmsr-2504	246	24	facilitating	facilitate	VERB
bjmsr-2504	246	25	role	role	NOUN
bjmsr-2504	246	26	-	-	PUNCT
bjmsr-2504	246	27	based	base	VERB
bjmsr-2504	246	28	and	and	CCONJ
bjmsr-2504	246	29	goal	goal	NOUN
bjmsr-2504	246	30	-	-	PUNCT
bjmsr-2504	246	31	based	base	VERB
bjmsr-2504	246	32	program	program	NOUN
bjmsr-2504	246	33	prioritization	prioritization	NOUN
bjmsr-2504	246	34	.	.	PUNCT
bjmsr-2504	247	1	the	the	DET
bjmsr-2504	247	2	results	result	NOUN
bjmsr-2504	247	3	are	be	AUX
bjmsr-2504	247	4	immeasurable	immeasurable	ADJ
bjmsr-2504	247	5	in	in	ADP
bjmsr-2504	247	6	industries	industry	NOUN
bjmsr-2504	247	7	such	such	ADJ
bjmsr-2504	247	8	as	as	ADP
bjmsr-2504	247	9	education	education	NOUN
bjmsr-2504	247	10	,	,	PUNCT
bjmsr-2504	247	11	public	public	ADJ
bjmsr-2504	247	12	administration	administration	NOUN
bjmsr-2504	247	13	,	,	PUNCT
bjmsr-2504	247	14	and	and	CCONJ
bjmsr-2504	247	15	mass	mass	ADJ
bjmsr-2504	247	16	corporate	corporate	ADJ
bjmsr-2504	247	17	hr	hr	NOUN
bjmsr-2504	247	18	ecosystems	ecosystem	NOUN
bjmsr-2504	247	19	,	,	PUNCT
bjmsr-2504	247	20	where	where	SCONJ
bjmsr-2504	247	21	it	it	PRON
bjmsr-2504	247	22	is	be	AUX
bjmsr-2504	247	23	crucial	crucial	ADJ
bjmsr-2504	247	24	to	to	PART
bjmsr-2504	247	25	match	match	VERB
bjmsr-2504	247	26	competencies	competency	NOUN
bjmsr-2504	247	27	against	against	ADP
bjmsr-2504	247	28	changing	change	VERB
bjmsr-2504	247	29	strategic	strategic	ADJ
bjmsr-2504	247	30	requirements	requirement	NOUN
bjmsr-2504	247	31	.	.	PUNCT
bjmsr-2504	248	1	in	in	ADP
bjmsr-2504	248	2	the	the	DET
bjmsr-2504	248	3	future	future	NOUN
bjmsr-2504	248	4	,	,	PUNCT
bjmsr-2504	248	5	the	the	DET
bjmsr-2504	248	6	study	study	NOUN
bjmsr-2504	248	7	must	must	AUX
bjmsr-2504	248	8	be	be	AUX
bjmsr-2504	248	9	able	able	ADJ
bjmsr-2504	248	10	to	to	PART
bjmsr-2504	248	11	scale	scale	VERB
bjmsr-2504	248	12	this	this	DET
bjmsr-2504	248	13	model	model	NOUN
bjmsr-2504	248	14	into	into	ADP
bjmsr-2504	248	15	live	live	ADJ
bjmsr-2504	248	16	pilot	pilot	NOUN
bjmsr-2504	248	17	programs	program	NOUN
bjmsr-2504	248	18	,	,	PUNCT
bjmsr-2504	248	19	incorporate	incorporate	VERB
bjmsr-2504	248	20	feedback	feedback	NOUN
bjmsr-2504	248	21	mechanisms	mechanism	NOUN
bjmsr-2504	248	22	with	with	ADP
bjmsr-2504	248	23	users	user	NOUN
bjmsr-2504	248	24	,	,	PUNCT
bjmsr-2504	248	25	and	and	CCONJ
bjmsr-2504	248	26	demonstrate	demonstrate	VERB
bjmsr-2504	248	27	real	real	ADJ
bjmsr-2504	248	28	-	-	PUNCT
bjmsr-2504	248	29	time	time	NOUN
bjmsr-2504	248	30	flexibility	flexibility	NOUN
bjmsr-2504	248	31	across	across	ADP
bjmsr-2504	248	32	other	other	ADJ
bjmsr-2504	248	33	sectors	sector	NOUN
bjmsr-2504	248	34	.	.	PUNCT
bjmsr-2504	249	1	additional	additional	ADJ
bjmsr-2504	249	2	knowledge	knowledge	NOUN
bjmsr-2504	249	3	can	can	AUX
bjmsr-2504	249	4	be	be	AUX
bjmsr-2504	249	5	gained	gain	VERB
bjmsr-2504	249	6	on	on	ADP
bjmsr-2504	249	7	how	how	SCONJ
bjmsr-2504	249	8	contextual	contextual	ADJ
bjmsr-2504	249	9	variables	variable	NOUN
bjmsr-2504	249	10	impact	impact	VERB
bjmsr-2504	249	11	the	the	DET
bjmsr-2504	249	12	ai	ai	NOUN
bjmsr-2504	249	13	-	-	PUNCT
bjmsr-2504	249	14	driven	drive	VERB
bjmsr-2504	249	15	optimization	optimization	NOUN
bjmsr-2504	249	16	of	of	ADP
bjmsr-2504	249	17	hr	hr	NOUN
bjmsr-2504	249	18	through	through	ADP
bjmsr-2504	249	19	cross	cross	ADJ
bjmsr-2504	249	20	-	-	ADJ
bjmsr-2504	249	21	industrial	industrial	ADJ
bjmsr-2504	249	22	applications	application	NOUN
bjmsr-2504	249	23	,	,	PUNCT
bjmsr-2504	249	24	like	like	ADP
bjmsr-2504	249	25	healthcare	healthcare	NOUN
bjmsr-2504	249	26	and	and	CCONJ
bjmsr-2504	249	27	government	government	NOUN
bjmsr-2504	249	28	leadership	leadership	NOUN
bjmsr-2504	249	29	pipelines	pipeline	NOUN
bjmsr-2504	249	30	.	.	PUNCT
bjmsr-2504	250	1	to	to	PART
bjmsr-2504	250	2	summarize	summarize	VERB
bjmsr-2504	250	3	,	,	PUNCT
bjmsr-2504	250	4	the	the	DET
bjmsr-2504	250	5	research	research	NOUN
bjmsr-2504	250	6	presents	present	VERB
bjmsr-2504	250	7	a	a	DET
bjmsr-2504	250	8	novel	novel	NOUN
bjmsr-2504	250	9	,	,	PUNCT
bjmsr-2504	250	10	scientifically	scientifically	ADV
bjmsr-2504	250	11	grounded	ground	VERB
bjmsr-2504	250	12	framework	framework	NOUN
bjmsr-2504	250	13	that	that	PRON
bjmsr-2504	250	14	integrates	integrate	VERB
bjmsr-2504	250	15	ai	ai	VERB
bjmsr-2504	250	16	,	,	PUNCT
bjmsr-2504	250	17	nlp	nlp	ADJ
bjmsr-2504	250	18	,	,	PUNCT
bjmsr-2504	250	19	and	and	CCONJ
bjmsr-2504	250	20	decision	decision	NOUN
bjmsr-2504	250	21	science	science	NOUN
bjmsr-2504	250	22	into	into	ADP
bjmsr-2504	250	23	the	the	DET
bjmsr-2504	250	24	planning	planning	NOUN
bjmsr-2504	250	25	of	of	ADP
bjmsr-2504	250	26	leadership	leadership	NOUN
bjmsr-2504	250	27	development	development	NOUN
bjmsr-2504	250	28	.	.	PUNCT
bjmsr-2504	251	1	its	its	PRON
bjmsr-2504	251	2	transparent	transparent	ADJ
bjmsr-2504	251	3	scoring	scoring	NOUN
bjmsr-2504	251	4	mechanism	mechanism	NOUN
bjmsr-2504	251	5	,	,	PUNCT
bjmsr-2504	251	6	organizational	organizational	ADJ
bjmsr-2504	251	7	strategy	strategy	NOUN
bjmsr-2504	251	8	,	,	PUNCT
bjmsr-2504	251	9	and	and	CCONJ
bjmsr-2504	251	10	scalability	scalability	NOUN
bjmsr-2504	251	11	make	make	VERB
bjmsr-2504	251	12	it	it	PRON
bjmsr-2504	251	13	a	a	DET
bjmsr-2504	251	14	vital	vital	ADJ
bjmsr-2504	251	15	instrument	instrument	NOUN
bjmsr-2504	251	16	in	in	ADP
bjmsr-2504	251	17	current	current	ADJ
bjmsr-2504	251	18	hrm	hrm	PROPN
bjmsr-2504	251	19	practices	practice	NOUN
bjmsr-2504	251	20	as	as	SCONJ
bjmsr-2504	251	21	organizations	organization	NOUN
bjmsr-2504	251	22	aim	aim	VERB
bjmsr-2504	251	23	to	to	PART
bjmsr-2504	251	24	achieve	achieve	VERB
bjmsr-2504	251	25	quantitative	quantitative	ADJ
bjmsr-2504	251	26	returns	return	NOUN
bjmsr-2504	251	27	on	on	ADP
bjmsr-2504	251	28	investments	investment	NOUN
bjmsr-2504	251	29	in	in	ADP
bjmsr-2504	251	30	leadership	leadership	NOUN
bjmsr-2504	251	31	.	.	PUNCT
bjmsr-2504	252	1	conclusions	conclusion	NOUN
bjmsr-2504	252	2	this	this	DET
bjmsr-2504	252	3	study	study	NOUN
bjmsr-2504	252	4	aims	aim	VERB
bjmsr-2504	252	5	to	to	PART
bjmsr-2504	252	6	develop	develop	VERB
bjmsr-2504	252	7	and	and	CCONJ
bjmsr-2504	252	8	evaluate	evaluate	VERB
bjmsr-2504	252	9	an	an	DET
bjmsr-2504	252	10	ai	ai	NOUN
bjmsr-2504	252	11	-	-	PUNCT
bjmsr-2504	252	12	driven	drive	VERB
bjmsr-2504	252	13	software	software	NOUN
bjmsr-2504	252	14	that	that	PRON
bjmsr-2504	252	15	identifies	identify	VERB
bjmsr-2504	252	16	the	the	DET
bjmsr-2504	252	17	core	core	NOUN
bjmsr-2504	252	18	competencies	competency	NOUN
bjmsr-2504	252	19	required	require	VERB
bjmsr-2504	252	20	for	for	ADP
bjmsr-2504	252	21	leadership	leadership	NOUN
bjmsr-2504	252	22	roles	role	NOUN
bjmsr-2504	252	23	and	and	CCONJ
bjmsr-2504	252	24	aligns	align	VERB
bjmsr-2504	252	25	them	they	PRON
bjmsr-2504	252	26	with	with	ADP
bjmsr-2504	252	27	strategic	strategic	ADJ
bjmsr-2504	252	28	learning	learning	NOUN
bjmsr-2504	252	29	pathways	pathway	NOUN
bjmsr-2504	252	30	using	use	VERB
bjmsr-2504	252	31	natural	natural	ADJ
bjmsr-2504	252	32	language	language	NOUN
bjmsr-2504	252	33	processing	processing	NOUN
bjmsr-2504	252	34	(	(	PUNCT
bjmsr-2504	252	35	nlp	nlp	NOUN
bjmsr-2504	252	36	)	)	PUNCT
bjmsr-2504	252	37	and	and	CCONJ
bjmsr-2504	252	38	multi	multi	ADJ
bjmsr-2504	252	39	-	-	NOUN
bjmsr-2504	252	40	criteria	criterion	NOUN
bjmsr-2504	252	41	decisionmaking	decisionmake	VERB
bjmsr-2504	252	42	methods	method	NOUN
bjmsr-2504	252	43	.	.	PUNCT
bjmsr-2504	253	1	in	in	ADP
bjmsr-2504	253	2	this	this	DET
bjmsr-2504	253	3	research	research	NOUN
bjmsr-2504	253	4	,	,	PUNCT
bjmsr-2504	253	5	the	the	DET
bjmsr-2504	253	6	authors	author	NOUN
bjmsr-2504	253	7	sought	seek	VERB
bjmsr-2504	253	8	to	to	PART
bjmsr-2504	253	9	design	design	VERB
bjmsr-2504	253	10	an	an	DET
bjmsr-2504	253	11	ai	ai	ADV
bjmsr-2504	253	12	-	-	PUNCT
bjmsr-2504	253	13	informed	inform	VERB
bjmsr-2504	253	14	framework	framework	NOUN
bjmsr-2504	253	15	to	to	PART
bjmsr-2504	253	16	automatically	automatically	ADV
bjmsr-2504	253	17	identify	identify	VERB
bjmsr-2504	253	18	leadership	leadership	NOUN
bjmsr-2504	253	19	competencies	competency	NOUN
bjmsr-2504	253	20	within	within	ADP
bjmsr-2504	253	21	the	the	DET
bjmsr-2504	253	22	unstructured	unstructured	ADJ
bjmsr-2504	253	23	job	job	NOUN
bjmsr-2504	253	24	descriptions	description	NOUN
bjmsr-2504	253	25	and	and	CCONJ
bjmsr-2504	253	26	automatically	automatically	ADV
bjmsr-2504	253	27	match	match	VERB
bjmsr-2504	253	28	them	they	PRON
bjmsr-2504	253	29	with	with	ADP
bjmsr-2504	253	30	the	the	DET
bjmsr-2504	253	31	relevant	relevant	ADJ
bjmsr-2504	253	32	training	training	NOUN
bjmsr-2504	253	33	programs	program	NOUN
bjmsr-2504	253	34	by	by	ADP
bjmsr-2504	253	35	translating	translate	VERB
bjmsr-2504	253	36	them	they	PRON
bjmsr-2504	253	37	into	into	ADP
bjmsr-2504	253	38	the	the	DET
bjmsr-2504	253	39	nlp	nlp	NOUN
bjmsr-2504	253	40	and	and	CCONJ
bjmsr-2504	253	41	multi	multi	ADJ
bjmsr-2504	253	42	-	-	ADJ
bjmsr-2504	253	43	criteria	criterion	NOUN
bjmsr-2504	253	44	decision	decision	NOUN
bjmsr-2504	253	45	-	-	PUNCT
bjmsr-2504	253	46	making	making	NOUN
bjmsr-2504	253	47	(	(	PUNCT
bjmsr-2504	253	48	mcdm	mcdm	ADJ
bjmsr-2504	253	49	)	)	PUNCT
bjmsr-2504	253	50	methods	method	NOUN
bjmsr-2504	253	51	.	.	PUNCT
bjmsr-2504	254	1	the	the	DET
bjmsr-2504	254	2	system	system	NOUN
bjmsr-2504	254	3	has	have	AUX
bjmsr-2504	254	4	been	be	AUX
bjmsr-2504	254	5	proposed	propose	VERB
bjmsr-2504	254	6	to	to	PART
bjmsr-2504	254	7	handle	handle	VERB
bjmsr-2504	254	8	strategic	strategic	ADJ
bjmsr-2504	254	9	human	human	ADJ
bjmsr-2504	254	10	resource	resource	NOUN
bjmsr-2504	254	11	planning	planning	NOUN
bjmsr-2504	254	12	and	and	CCONJ
bjmsr-2504	254	13	leadership	leadership	NOUN
bjmsr-2504	254	14	development	development	NOUN
bjmsr-2504	254	15	.	.	PUNCT
bjmsr-2504	255	1	an	an	DET
bjmsr-2504	255	2	experimental	experimental	ADJ
bjmsr-2504	255	3	assessment	assessment	NOUN
bjmsr-2504	255	4	reveals	reveal	VERB
bjmsr-2504	255	5	that	that	SCONJ
bjmsr-2504	255	6	the	the	DET
bjmsr-2504	255	7	ai	ai	ADJ
bjmsr-2504	255	8	-	-	PUNCT
bjmsr-2504	255	9	nlp	nlp	NOUN
bjmsr-2504	255	10	engine	engine	NOUN
bjmsr-2504	255	11	is	be	AUX
bjmsr-2504	255	12	effective	effective	ADJ
bjmsr-2504	255	13	in	in	ADP
bjmsr-2504	255	14	predicting	predict	VERB
bjmsr-2504	255	15	the	the	DET
bjmsr-2504	255	16	core	core	ADJ
bjmsr-2504	255	17	competencies	competency	NOUN
bjmsr-2504	255	18	necessary	necessary	ADJ
bjmsr-2504	255	19	to	to	PART
bjmsr-2504	255	20	become	become	VERB
bjmsr-2504	255	21	a	a	DET
bjmsr-2504	255	22	leader	leader	NOUN
bjmsr-2504	255	23	.	.	PUNCT
bjmsr-2504	256	1	the	the	DET
bjmsr-2504	256	2	composite	composite	ADJ
bjmsr-2504	256	3	mcdm	mcdm	ADJ
bjmsr-2504	256	4	model	model	NOUN
bjmsr-2504	256	5	effectively	effectively	ADV
bjmsr-2504	256	6	ranks	rank	VERB
bjmsr-2504	256	7	training	training	NOUN
bjmsr-2504	256	8	programs	program	NOUN
bjmsr-2504	256	9	in	in	ADP
bjmsr-2504	256	10	terms	term	NOUN
bjmsr-2504	256	11	of	of	ADP
bjmsr-2504	256	12	relevance	relevance	NOUN
bjmsr-2504	256	13	,	,	PUNCT
bjmsr-2504	256	14	cost	cost	NOUN
bjmsr-2504	256	15	,	,	PUNCT
bjmsr-2504	256	16	duration	duration	NOUN
bjmsr-2504	256	17	,	,	PUNCT
bjmsr-2504	256	18	and	and	CCONJ
bjmsr-2504	256	19	strategic	strategic	ADJ
bjmsr-2504	256	20	impact	impact	NOUN
bjmsr-2504	256	21	.	.	PUNCT
bjmsr-2504	257	1	the	the	DET
bjmsr-2504	257	2	model	model	NOUN
bjmsr-2504	257	3	demonstrated	demonstrate	VERB
bjmsr-2504	257	4	a	a	DET
bjmsr-2504	257	5	marked	mark	VERB
bjmsr-2504	257	6	superiority	superiority	NOUN
bjmsr-2504	257	7	in	in	ADP
bjmsr-2504	257	8	both	both	DET
bjmsr-2504	257	9	precision	precision	NOUN
bjmsr-2504	257	10	and	and	CCONJ
bjmsr-2504	257	11	consistency	consistency	NOUN
bjmsr-2504	257	12	,	,	PUNCT
bjmsr-2504	257	13	as	as	SCONJ
bjmsr-2504	257	14	it	it	PRON
bjmsr-2504	257	15	outperformed	outperform	VERB
bjmsr-2504	257	16	conventional	conventional	ADJ
bjmsr-2504	257	17	manual	manual	ADJ
bjmsr-2504	257	18	training	training	NOUN
bjmsr-2504	257	19	approaches	approach	NOUN
bjmsr-2504	257	20	due	due	ADJ
bjmsr-2504	257	21	to	to	ADP
bjmsr-2504	257	22	its	its	PRON
bjmsr-2504	257	23	high	high	ADJ
bjmsr-2504	257	24	precision	precision	NOUN
bjmsr-2504	257	25	in	in	ADP
bjmsr-2504	257	26	aligning	align	VERB
bjmsr-2504	257	27	training	training	NOUN
bjmsr-2504	257	28	to	to	ADP
bjmsr-2504	257	29	competency	competency	NOUN
bjmsr-2504	257	30	.	.	PUNCT
bjmsr-2504	258	1	the	the	DET
bjmsr-2504	258	2	outcomes	outcome	NOUN
bjmsr-2504	258	3	confirmed	confirm	VERB
bjmsr-2504	258	4	the	the	DET
bjmsr-2504	258	5	practicality	practicality	NOUN
bjmsr-2504	258	6	,	,	PUNCT
bjmsr-2504	258	7	adaptability	adaptability	NOUN
bjmsr-2504	258	8	,	,	PUNCT
bjmsr-2504	258	9	and	and	CCONJ
bjmsr-2504	258	10	the	the	DET
bjmsr-2504	258	11	system	system	NOUN
bjmsr-2504	258	12	's	's	PART
bjmsr-2504	258	13	capacity	capacity	NOUN
bjmsr-2504	258	14	to	to	PART
bjmsr-2504	258	15	fit	fit	VERB
bjmsr-2504	258	16	into	into	ADP
bjmsr-2504	258	17	different	different	ADJ
bjmsr-2504	258	18	institutional	institutional	ADJ
bjmsr-2504	258	19	priorities	priority	NOUN
bjmsr-2504	258	20	.	.	PUNCT
bjmsr-2504	259	1	this	this	DET
bjmsr-2504	259	2	work	work	NOUN
bjmsr-2504	259	3	has	have	VERB
bjmsr-2504	259	4	several	several	ADJ
bjmsr-2504	259	5	notable	notable	ADJ
bjmsr-2504	259	6	contributions	contribution	NOUN
bjmsr-2504	259	7	.	.	PUNCT
bjmsr-2504	260	1	it	it	PRON
bjmsr-2504	260	2	combines	combine	VERB
bjmsr-2504	260	3	both	both	CCONJ
bjmsr-2504	260	4	semantic	semantic	ADJ
bjmsr-2504	260	5	analysis	analysis	NOUN
bjmsr-2504	260	6	,	,	PUNCT
bjmsr-2504	260	7	powered	power	VERB
bjmsr-2504	260	8	by	by	ADP
bjmsr-2504	260	9	ai	ai	VERB
bjmsr-2504	260	10	,	,	PUNCT
bjmsr-2504	260	11	and	and	CCONJ
bjmsr-2504	260	12	decision	decision	NOUN
bjmsr-2504	260	13	science	science	NOUN
bjmsr-2504	260	14	in	in	ADP
bjmsr-2504	260	15	the	the	DET
bjmsr-2504	260	16	hrm	hrm	PROPN
bjmsr-2504	260	17	field	field	NOUN
bjmsr-2504	260	18	.	.	PUNCT
bjmsr-2504	261	1	in	in	ADP
bjmsr-2504	261	2	practice	practice	NOUN
bjmsr-2504	261	3	,	,	PUNCT
bjmsr-2504	261	4	it	it	PRON
bjmsr-2504	261	5	enables	enable	VERB
bjmsr-2504	261	6	hr	hr	NOUN
bjmsr-2504	261	7	professionals	professional	NOUN
bjmsr-2504	261	8	and	and	CCONJ
bjmsr-2504	261	9	decision	decision	NOUN
bjmsr-2504	261	10	-	-	PUNCT
bjmsr-2504	261	11	makers	maker	NOUN
bjmsr-2504	261	12	to	to	PART
bjmsr-2504	261	13	adopt	adopt	VERB
bjmsr-2504	261	14	evidence	evidence	NOUN
bjmsr-2504	261	15	-	-	PUNCT
bjmsr-2504	261	16	based	base	VERB
bjmsr-2504	261	17	approaches	approach	NOUN
bjmsr-2504	261	18	in	in	ADP
bjmsr-2504	261	19	developing	develop	VERB
bjmsr-2504	261	20	leadership	leadership	NOUN
bjmsr-2504	261	21	,	,	PUNCT
bjmsr-2504	261	22	with	with	ADP
bjmsr-2504	261	23	fewer	few	ADJ
bjmsr-2504	261	24	perceptions	perception	NOUN
bjmsr-2504	261	25	of	of	ADP
bjmsr-2504	261	26	bias	bias	NOUN
bjmsr-2504	261	27	and	and	CCONJ
bjmsr-2504	261	28	greater	great	ADJ
bjmsr-2504	261	29	levels	level	NOUN
bjmsr-2504	261	30	of	of	ADP
bjmsr-2504	261	31	transparency	transparency	NOUN
bjmsr-2504	261	32	.	.	PUNCT
bjmsr-2504	262	1	the	the	DET
bjmsr-2504	262	2	tool	tool	NOUN
bjmsr-2504	262	3	helps	help	VERB
bjmsr-2504	262	4	institutions	institution	NOUN
bjmsr-2504	262	5	transform	transform	VERB
bjmsr-2504	262	6	traditional	traditional	ADJ
bjmsr-2504	262	7	training	training	NOUN
bjmsr-2504	262	8	plans	plan	NOUN
bjmsr-2504	262	9	into	into	ADP
bjmsr-2504	262	10	dynamic	dynamic	ADJ
bjmsr-2504	262	11	,	,	PUNCT
bjmsr-2504	262	12	competency	competency	NOUN
bjmsr-2504	262	13	-	-	PUNCT
bjmsr-2504	262	14	based	base	VERB
bjmsr-2504	262	15	training	training	NOUN
bjmsr-2504	262	16	development	development	NOUN
bjmsr-2504	262	17	aligned	align	VERB
bjmsr-2504	262	18	with	with	ADP
bjmsr-2504	262	19	organizational	organizational	ADJ
bjmsr-2504	262	20	objectives	objective	NOUN
bjmsr-2504	262	21	.	.	PUNCT
bjmsr-2504	263	1	the	the	DET
bjmsr-2504	263	2	research	research	NOUN
bjmsr-2504	263	3	does	do	AUX
bjmsr-2504	263	4	not	not	PART
bjmsr-2504	263	5	lack	lack	VERB
bjmsr-2504	263	6	limitations	limitation	NOUN
bjmsr-2504	263	7	.	.	PUNCT
bjmsr-2504	264	1	it	it	PRON
bjmsr-2504	264	2	primarily	primarily	ADV
bjmsr-2504	264	3	ventures	venture	VERB
bjmsr-2504	264	4	into	into	ADP
bjmsr-2504	264	5	leadership	leadership	NOUN
bjmsr-2504	264	6	positions	position	NOUN
bjmsr-2504	264	7	in	in	ADP
bjmsr-2504	264	8	the	the	DET
bjmsr-2504	264	9	educational	educational	ADJ
bjmsr-2504	264	10	and	and	CCONJ
bjmsr-2504	264	11	governmental	governmental	ADJ
bjmsr-2504	264	12	sectors	sector	NOUN
bjmsr-2504	264	13	in	in	ADP
bjmsr-2504	264	14	certain	certain	ADJ
bjmsr-2504	264	15	regions	region	NOUN
bjmsr-2504	264	16	.	.	PUNCT
bjmsr-2504	265	1	this	this	DET
bjmsr-2504	265	2	framework	framework	NOUN
bjmsr-2504	265	3	can	can	AUX
bjmsr-2504	265	4	be	be	AUX
bjmsr-2504	265	5	applied	apply	VERB
bjmsr-2504	265	6	to	to	ADP
bjmsr-2504	265	7	other	other	ADJ
bjmsr-2504	265	8	industries	industry	NOUN
bjmsr-2504	265	9	or	or	CCONJ
bjmsr-2504	265	10	incorporate	incorporate	VERB
bjmsr-2504	265	11	up	up	ADP
bjmsr-2504	265	12	-	-	PUNCT
bjmsr-2504	265	13	to	to	ADP
bjmsr-2504	265	14	-	-	PUNCT
bjmsr-2504	265	15	date	date	NOUN
bjmsr-2504	265	16	labor	labor	NOUN
bjmsr-2504	265	17	market	market	NOUN
bjmsr-2504	265	18	data	datum	NOUN
bjmsr-2504	265	19	in	in	ADP
bjmsr-2504	265	20	future	future	ADJ
bjmsr-2504	265	21	studies	study	NOUN
bjmsr-2504	265	22	.	.	PUNCT
bjmsr-2504	266	1	the	the	DET
bjmsr-2504	266	2	adaptability	adaptability	NOUN
bjmsr-2504	266	3	of	of	ADP
bjmsr-2504	266	4	the	the	DET
bjmsr-2504	266	5	model	model	NOUN
bjmsr-2504	266	6	may	may	AUX
bjmsr-2504	266	7	be	be	AUX
bjmsr-2504	266	8	further	far	ADV
bjmsr-2504	266	9	improved	improve	VERB
bjmsr-2504	266	10	by	by	ADP
bjmsr-2504	266	11	including	include	VERB
bjmsr-2504	266	12	dynamic	dynamic	ADJ
bjmsr-2504	266	13	knowledge	knowledge	NOUN
bjmsr-2504	266	14	graphs	graph	NOUN
bjmsr-2504	266	15	or	or	CCONJ
bjmsr-2504	266	16	those	those	PRON
bjmsr-2504	266	17	based	base	VERB
bjmsr-2504	266	18	on	on	ADP
bjmsr-2504	266	19	feedback	feedback	NOUN
bjmsr-2504	266	20	.	.	PUNCT
bjmsr-2504	267	1	ultimately	ultimately	ADV
bjmsr-2504	267	2	,	,	PUNCT
bjmsr-2504	267	3	this	this	DET
bjmsr-2504	267	4	framework	framework	NOUN
bjmsr-2504	267	5	provides	provide	VERB
bjmsr-2504	267	6	scalable	scalable	ADJ
bjmsr-2504	267	7	and	and	CCONJ
bjmsr-2504	267	8	innovative	innovative	ADJ
bjmsr-2504	267	9	human	human	ADJ
bjmsr-2504	267	10	capital	capital	NOUN
bjmsr-2504	267	11	development	development	NOUN
bjmsr-2504	267	12	,	,	PUNCT
bjmsr-2504	267	13	supporting	support	VERB
bjmsr-2504	267	14	future	future	NOUN
bjmsr-2504	267	15	-	-	PUNCT
bjmsr-2504	267	16	ready	ready	ADJ
bjmsr-2504	267	17	and	and	CCONJ
bjmsr-2504	267	18	ai	ai	ADJ
bjmsr-2504	267	19	-	-	PUNCT
bjmsr-2504	267	20	integrated	integrate	VERB
bjmsr-2504	267	21	talent	talent	NOUN
bjmsr-2504	267	22	strategies	strategy	NOUN
bjmsr-2504	267	23	,	,	PUNCT
bjmsr-2504	267	24	which	which	PRON
bjmsr-2504	267	25	are	be	AUX
bjmsr-2504	267	26	particularly	particularly	ADV
bjmsr-2504	267	27	crucial	crucial	ADJ
bjmsr-2504	267	28	when	when	SCONJ
bjmsr-2504	267	29	digital	digital	ADJ
bjmsr-2504	267	30	transformation	transformation	NOUN
bjmsr-2504	267	31	drives	drive	VERB
bjmsr-2504	267	32	the	the	DET
bjmsr-2504	267	33	acceleration	acceleration	NOUN
bjmsr-2504	267	34	of	of	ADP
bjmsr-2504	267	35	institutional	institutional	ADJ
bjmsr-2504	267	36	change	change	NOUN
bjmsr-2504	267	37	.	.	PUNCT
bjmsr-2504	268	1	author	author	NOUN
bjmsr-2504	268	2	contributions	contribution	NOUN
bjmsr-2504	268	3	:	:	PUNCT
bjmsr-2504	268	4	conceptualization	conceptualization	NOUN
bjmsr-2504	268	5	,	,	PUNCT
bjmsr-2504	268	6	b.s	b.s	PROPN
bjmsr-2504	268	7	.	.	PROPN
bjmsr-2504	268	8	;	;	PUNCT
bjmsr-2504	269	1	methodology	methodology	NOUN
bjmsr-2504	269	2	,	,	PUNCT
bjmsr-2504	269	3	b.s	b.s	PROPN
bjmsr-2504	269	4	.	.	PROPN
bjmsr-2504	269	5	;	;	PUNCT
bjmsr-2504	269	6	software	software	NOUN
bjmsr-2504	269	7	,	,	PUNCT
bjmsr-2504	269	8	b.s	b.s	PROPN
bjmsr-2504	269	9	.	.	PROPN
bjmsr-2504	269	10	;	;	PUNCT
bjmsr-2504	269	11	validation	validation	NOUN
bjmsr-2504	269	12	,	,	PUNCT
bjmsr-2504	269	13	b.s	b.s	PROPN
bjmsr-2504	269	14	.	.	PROPN
bjmsr-2504	269	15	,	,	PUNCT
bjmsr-2504	269	16	s.a	s.a	PROPN
bjmsr-2504	269	17	.	.	PROPN
bjmsr-2504	269	18	,	,	PUNCT
bjmsr-2504	269	19	d.k.m	d.k.m	PROPN
bjmsr-2504	269	20	.	.	PROPN
bjmsr-2504	269	21	and	and	CCONJ
bjmsr-2504	269	22	v.p.s	v.p.s	PROPN
bjmsr-2504	269	23	.	.	PUNCT
bjmsr-2504	269	24	;	;	PUNCT
bjmsr-2504	269	25	formal	formal	ADJ
bjmsr-2504	269	26	analysis	analysis	NOUN
bjmsr-2504	269	27	,	,	PUNCT
bjmsr-2504	269	28	b.s	b.s	PROPN
bjmsr-2504	269	29	.	.	PROPN
bjmsr-2504	269	30	;	;	PUNCT
bjmsr-2504	269	31	investigation	investigation	NOUN
bjmsr-2504	269	32	,	,	PUNCT
bjmsr-2504	269	33	s.a	s.a	PROPN
bjmsr-2504	269	34	.	.	PROPN
bjmsr-2504	269	35	;	;	PUNCT
bjmsr-2504	269	36	resources	resource	NOUN
bjmsr-2504	269	37	,	,	PUNCT
bjmsr-2504	269	38	s.a	s.a	PROPN
bjmsr-2504	269	39	.	.	PROPN
bjmsr-2504	269	40	,v.p.s	,v.p.s	PROPN
bjmsr-2504	269	41	.	.	PUNCT
bjmsr-2504	269	42	,	,	PUNCT
bjmsr-2504	270	1	d.k.m	d.k.m	PROPN
bjmsr-2504	270	2	.	.	PROPN
bjmsr-2504	270	3	,	,	PUNCT
bjmsr-2504	270	4	q.a	q.a	PROPN
bjmsr-2504	270	5	.	.	PROPN
bjmsr-2504	270	6	;	;	PUNCT
bjmsr-2504	270	7	data	datum	NOUN
bjmsr-2504	270	8	curation	curation	NOUN
bjmsr-2504	270	9	,	,	PUNCT
bjmsr-2504	270	10	b.s	b.s	PROPN
bjmsr-2504	270	11	.	.	PROPN
bjmsr-2504	270	12	,	,	PUNCT
bjmsr-2504	270	13	v.p.s	v.p.s	PROPN
bjmsr-2504	270	14	.	.	PROPN
bjmsr-2504	270	15	,	,	PUNCT
bjmsr-2504	270	16	d.k.m	d.k.m	PROPN
bjmsr-2504	270	17	.	.	PROPN
bjmsr-2504	270	18	,	,	PUNCT
bjmsr-2504	270	19	q.a	q.a	PROPN
bjmsr-2504	270	20	.	.	PROPN
bjmsr-2504	270	21	;	;	PUNCT
bjmsr-2504	270	22	writing	write	VERB
bjmsr-2504	270	23	–	–	PUNCT
bjmsr-2504	270	24	original	original	ADJ
bjmsr-2504	270	25	draft	draft	NOUN
bjmsr-2504	270	26	preparation	preparation	NOUN
bjmsr-2504	270	27	,	,	PUNCT
bjmsr-2504	270	28	b.s	b.s	PROPN
bjmsr-2504	270	29	.	.	PROPN
bjmsr-2504	270	30	;	;	PUNCT
bjmsr-2504	270	31	writing	write	VERB
bjmsr-2504	270	32	–	–	PUNCT
bjmsr-2504	270	33	review	review	NOUN
bjmsr-2504	270	34	&	&	CCONJ
bjmsr-2504	270	35	editing	editing	PROPN
bjmsr-2504	270	36	,	,	PUNCT
bjmsr-2504	270	37	s.a	s.a	PROPN
bjmsr-2504	270	38	.	.	PROPN
bjmsr-2504	270	39	,	,	PUNCT
bjmsr-2504	270	40	v.p.s	v.p.s	PROPN
bjmsr-2504	270	41	.	.	PROPN
bjmsr-2504	270	42	,	,	PUNCT
bjmsr-2504	270	43	d.k.m	d.k.m	PROPN
bjmsr-2504	270	44	.	.	PROPN
bjmsr-2504	270	45	,	,	PUNCT
bjmsr-2504	270	46	and	and	CCONJ
bjmsr-2504	270	47	q.a	q.a	PROPN
bjmsr-2504	270	48	.	.	PROPN
bjmsr-2504	270	49	;	;	PUNCT
bjmsr-2504	270	50	visualization	visualization	NOUN
bjmsr-2504	270	51	,	,	PUNCT
bjmsr-2504	270	52	b.s	b.s	PROPN
bjmsr-2504	270	53	.	.	PROPN
bjmsr-2504	270	54	;	;	PUNCT
bjmsr-2504	271	1	supervision	supervision	NOUN
bjmsr-2504	271	2	,	,	PUNCT
bjmsr-2504	271	3	s.a	s.a	PROPN
bjmsr-2504	271	4	.	.	PROPN
bjmsr-2504	271	5	and	and	CCONJ
bjmsr-2504	271	6	qa	qa	PROPN
bjmsr-2504	271	7	;	;	PUNCT
bjmsr-2504	271	8	project	project	NOUN
bjmsr-2504	271	9	administration	administration	PROPN
bjmsr-2504	271	10	,	,	PUNCT
bjmsr-2504	271	11	s.a	s.a	PROPN
bjmsr-2504	271	12	.	.	PROPN
bjmsr-2504	271	13	;	;	PUNCT
bjmsr-2504	271	14	funding	funding	NOUN
bjmsr-2504	271	15	acquisition	acquisition	NOUN
bjmsr-2504	271	16	,	,	PUNCT
bjmsr-2504	271	17	s.a	s.a	PROPN
bjmsr-2504	271	18	.	.	PROPN
bjmsr-2504	272	1	authors	author	NOUN
bjmsr-2504	272	2	have	have	AUX
bjmsr-2504	272	3	read	read	VERB
bjmsr-2504	272	4	and	and	CCONJ
bjmsr-2504	272	5	agreed	agree	VERB
bjmsr-2504	272	6	to	to	ADP
bjmsr-2504	272	7	the	the	DET
bjmsr-2504	272	8	published	publish	VERB
bjmsr-2504	272	9	version	version	NOUN
bjmsr-2504	272	10	of	of	ADP
bjmsr-2504	272	11	the	the	DET
bjmsr-2504	272	12	manuscript	manuscript	NOUN
bjmsr-2504	272	13	.	.	PUNCT
bjmsr-2504	273	1	institutional	institutional	ADJ
bjmsr-2504	273	2	review	review	PROPN
bjmsr-2504	273	3	board	board	NOUN
bjmsr-2504	273	4	statement	statement	NOUN
bjmsr-2504	273	5	:	:	PUNCT
bjmsr-2504	273	6	ethical	ethical	ADJ
bjmsr-2504	273	7	review	review	NOUN
bjmsr-2504	273	8	and	and	CCONJ
bjmsr-2504	273	9	approval	approval	NOUN
bjmsr-2504	273	10	were	be	AUX
bjmsr-2504	273	11	waived	waive	VERB
bjmsr-2504	273	12	for	for	ADP
bjmsr-2504	273	13	this	this	DET
bjmsr-2504	273	14	study	study	NOUN
bjmsr-2504	273	15	,	,	PUNCT
bjmsr-2504	273	16	as	as	SCONJ
bjmsr-2504	273	17	the	the	DET
bjmsr-2504	273	18	research	research	NOUN
bjmsr-2504	273	19	does	do	AUX
bjmsr-2504	273	20	not	not	PART
bjmsr-2504	273	21	involve	involve	VERB
bjmsr-2504	273	22	vulnerable	vulnerable	ADJ
bjmsr-2504	273	23	groups	group	NOUN
bjmsr-2504	273	24	or	or	CCONJ
bjmsr-2504	273	25	sensitive	sensitive	ADJ
bjmsr-2504	273	26	issues	issue	NOUN
bjmsr-2504	273	27	.	.	PUNCT
bjmsr-2504	274	1	funding	funding	NOUN
bjmsr-2504	274	2	:	:	PUNCT
bjmsr-2504	274	3	this	this	DET
bjmsr-2504	274	4	research	research	NOUN
bjmsr-2504	274	5	was	be	AUX
bjmsr-2504	274	6	funded	fund	VERB
bjmsr-2504	274	7	by	by	ADP
bjmsr-2504	274	8	the	the	DET
bjmsr-2504	274	9	university	university	PROPN
bjmsr-2504	274	10	of	of	ADP
bjmsr-2504	274	11	buraimi	buraimi	PROPN
bjmsr-2504	274	12	,	,	PUNCT
bjmsr-2504	274	13	oman	oman	NOUN
bjmsr-2504	274	14	.	.	PUNCT
bjmsr-2504	275	1	the	the	DET
bjmsr-2504	275	2	authors	author	NOUN
bjmsr-2504	275	3	acknowledge	acknowledge	VERB
bjmsr-2504	275	4	the	the	DET
bjmsr-2504	275	5	university	university	NOUN
bjmsr-2504	275	6	’s	’s	PART
bjmsr-2504	275	7	support	support	NOUN
bjmsr-2504	275	8	in	in	ADP
bjmsr-2504	275	9	facilitating	facilitate	VERB
bjmsr-2504	275	10	this	this	DET
bjmsr-2504	275	11	study	study	NOUN
bjmsr-2504	275	12	.	.	PUNCT
bjmsr-2504	276	1	acknowledgments	acknowledgment	NOUN
bjmsr-2504	276	2	:	:	PUNCT
bjmsr-2504	276	3	the	the	DET
bjmsr-2504	276	4	authors	author	NOUN
bjmsr-2504	276	5	would	would	AUX
bjmsr-2504	276	6	like	like	VERB
bjmsr-2504	276	7	to	to	PART
bjmsr-2504	276	8	sincerely	sincerely	ADV
bjmsr-2504	276	9	thank	thank	VERB
bjmsr-2504	276	10	the	the	DET
bjmsr-2504	276	11	university	university	PROPN
bjmsr-2504	276	12	of	of	ADP
bjmsr-2504	276	13	buraimi	buraimi	NOUN
bjmsr-2504	276	14	for	for	ADP
bjmsr-2504	276	15	providing	provide	VERB
bjmsr-2504	276	16	essential	essential	ADJ
bjmsr-2504	276	17	funding	funding	NOUN
bjmsr-2504	276	18	and	and	CCONJ
bjmsr-2504	276	19	resources	resource	NOUN
bjmsr-2504	276	20	to	to	PART
bjmsr-2504	276	21	support	support	VERB
bjmsr-2504	276	22	this	this	DET
bjmsr-2504	276	23	research	research	NOUN
bjmsr-2504	276	24	.	.	PUNCT
bjmsr-2504	277	1	this	this	DET
bjmsr-2504	277	2	work	work	NOUN
bjmsr-2504	277	3	is	be	AUX
bjmsr-2504	277	4	part	part	NOUN
bjmsr-2504	277	5	of	of	ADP
bjmsr-2504	277	6	the	the	DET
bjmsr-2504	277	7	approved	approve	VERB
bjmsr-2504	277	8	internal	internal	ADJ
bjmsr-2504	277	9	project	project	NOUN
bjmsr-2504	277	10	titled	title	VERB
bjmsr-2504	277	11	"	"	PUNCT
bjmsr-2504	277	12	job	job	NOUN
bjmsr-2504	277	13	training	training	NOUN
bjmsr-2504	277	14	and	and	CCONJ
bjmsr-2504	277	15	the	the	DET
bjmsr-2504	277	16	role	role	NOUN
bjmsr-2504	277	17	of	of	ADP
bjmsr-2504	277	18	artificial	artificial	ADJ
bjmsr-2504	277	19	intelligence	intelligence	NOUN
bjmsr-2504	277	20	techniques	technique	NOUN
bjmsr-2504	277	21	in	in	ADP
bjmsr-2504	277	22	predicting	predict	VERB
bjmsr-2504	277	23	training	training	NOUN
bjmsr-2504	277	24	needs	need	NOUN
bjmsr-2504	277	25	:	:	PUNCT
bjmsr-2504	277	26	a	a	DET
bjmsr-2504	277	27	case	case	NOUN
bjmsr-2504	277	28	study	study	NOUN
bjmsr-2504	277	29	in	in	ADP
bjmsr-2504	277	30	oman	oman	NOUN
bjmsr-2504	277	31	,	,	PUNCT
bjmsr-2504	277	32	"	"	PUNCT
bjmsr-2504	277	33	supported	support	VERB
bjmsr-2504	277	34	by	by	ADP
bjmsr-2504	277	35	the	the	DET
bjmsr-2504	277	36	university	university	PROPN
bjmsr-2504	277	37	of	of	ADP
bjmsr-2504	277	38	buraimi	buraimi	PROPN
bjmsr-2504	277	39	.	.	PUNCT
bjmsr-2504	278	1	their	their	PRON
bjmsr-2504	278	2	continuous	continuous	ADJ
bjmsr-2504	278	3	encouragement	encouragement	NOUN
bjmsr-2504	278	4	and	and	CCONJ
bjmsr-2504	278	5	support	support	NOUN
bjmsr-2504	278	6	were	be	AUX
bjmsr-2504	278	7	instrumental	instrumental	ADJ
bjmsr-2504	278	8	in	in	ADP
bjmsr-2504	278	9	the	the	DET
bjmsr-2504	278	10	successful	successful	ADJ
bjmsr-2504	278	11	completion	completion	NOUN
bjmsr-2504	278	12	of	of	ADP
bjmsr-2504	278	13	this	this	DET
bjmsr-2504	278	14	study	study	NOUN
bjmsr-2504	278	15	.	.	PUNCT
bjmsr-2504	279	1	informed	informed	ADJ
bjmsr-2504	279	2	consent	consent	NOUN
bjmsr-2504	279	3	statement	statement	NOUN
bjmsr-2504	279	4	:	:	PUNCT
bjmsr-2504	279	5	informed	inform	VERB
bjmsr-2504	279	6	consent	consent	NOUN
bjmsr-2504	279	7	was	be	AUX
bjmsr-2504	279	8	obtained	obtain	VERB
bjmsr-2504	279	9	from	from	ADP
bjmsr-2504	279	10	all	all	DET
bjmsr-2504	279	11	subjects	subject	NOUN
bjmsr-2504	279	12	involved	involve	VERB
bjmsr-2504	279	13	in	in	ADP
bjmsr-2504	279	14	the	the	DET
bjmsr-2504	279	15	study	study	NOUN
bjmsr-2504	279	16	.	.	PUNCT
bjmsr-2504	280	1	data	datum	NOUN
bjmsr-2504	280	2	availability	availability	NOUN
bjmsr-2504	280	3	statement	statement	NOUN
bjmsr-2504	280	4	:	:	PUNCT
bjmsr-2504	280	5	the	the	DET
bjmsr-2504	280	6	data	datum	NOUN
bjmsr-2504	280	7	presented	present	VERB
bjmsr-2504	280	8	in	in	ADP
bjmsr-2504	280	9	this	this	DET
bjmsr-2504	280	10	study	study	NOUN
bjmsr-2504	280	11	are	be	AUX
bjmsr-2504	280	12	available	available	ADJ
bjmsr-2504	280	13	on	on	ADP
bjmsr-2504	280	14	request	request	NOUN
bjmsr-2504	280	15	from	from	ADP
bjmsr-2504	280	16	the	the	DET
bjmsr-2504	280	17	corresponding	corresponding	ADJ
bjmsr-2504	280	18	author	author	NOUN
bjmsr-2504	280	19	.	.	PUNCT
bjmsr-2504	281	1	the	the	DET
bjmsr-2504	281	2	data	datum	NOUN
bjmsr-2504	281	3	are	be	AUX
bjmsr-2504	281	4	not	not	PART
bjmsr-2504	281	5	publicly	publicly	ADV
bjmsr-2504	281	6	available	available	ADJ
bjmsr-2504	281	7	due	due	ADP
bjmsr-2504	281	8	to	to	ADP
bjmsr-2504	281	9	restrictions	restriction	NOUN
bjmsr-2504	281	10	.	.	PUNCT
bjmsr-2504	282	1	conflicts	conflict	NOUN
bjmsr-2504	282	2	of	of	ADP
bjmsr-2504	282	3	interest	interest	NOUN
bjmsr-2504	282	4	:	:	PUNCT
bjmsr-2504	282	5	the	the	DET
bjmsr-2504	282	6	authors	author	NOUN
bjmsr-2504	282	7	declare	declare	VERB
bjmsr-2504	282	8	no	no	DET
bjmsr-2504	282	9	conflict	conflict	NOUN
bjmsr-2504	282	10	of	of	ADP
bjmsr-2504	282	11	interest	interest	NOUN
bjmsr-2504	282	12	.	.	PUNCT
bjmsr-2504	283	1	references	reference	NOUN
bjmsr-2504	283	2	atluri	atluri	PROPN
bjmsr-2504	283	3	,	,	PUNCT
bjmsr-2504	283	4	a.	a.	PROPN
bjmsr-2504	283	5	,	,	PUNCT
bjmsr-2504	283	6	&	&	CCONJ
bjmsr-2504	283	7	reddy	reddy	PROPN
bjmsr-2504	283	8	,	,	PUNCT
bjmsr-2504	283	9	v.	v.	PROPN
bjmsr-2504	283	10	(	(	PUNCT
bjmsr-2504	283	11	2025	2025	NUM
bjmsr-2504	283	12	)	)	PUNCT
bjmsr-2504	283	13	.	.	PUNCT
bjmsr-2504	284	1	cognitive	cognitive	ADJ
bjmsr-2504	284	2	hr	hr	NOUN
bjmsr-2504	284	3	management	management	NOUN
bjmsr-2504	284	4	:	:	PUNCT
bjmsr-2504	284	5	how	how	SCONJ
bjmsr-2504	284	6	oracle	oracle	PROPN
bjmsr-2504	284	7	hcm	hcm	PROPN
bjmsr-2504	284	8	is	be	AUX
bjmsr-2504	284	9	reinventing	reinvent	VERB
bjmsr-2504	284	10	talent	talent	NOUN
bjmsr-2504	284	11	acquisition	acquisition	NOUN
bjmsr-2504	284	12	through	through	ADP
bjmsr-2504	284	13	ai	ai	PROPN
bjmsr-2504	284	14	.	.	PUNCT
bjmsr-2504	285	1	international	international	ADJ
bjmsr-2504	285	2	journal	journal	PROPN
bjmsr-2504	285	3	of	of	ADP
bjmsr-2504	285	4	artificial	artificial	ADJ
bjmsr-2504	285	5	intelligence	intelligence	NOUN
bjmsr-2504	285	6	,	,	PUNCT
bjmsr-2504	285	7	data	data	NOUN
bjmsr-2504	285	8	science	science	NOUN
bjmsr-2504	285	9	,	,	PUNCT
bjmsr-2504	285	10	and	and	CCONJ
bjmsr-2504	285	11	machine	machine	NOUN
bjmsr-2504	285	12	learning	learning	NOUN
bjmsr-2504	285	13	,	,	PUNCT
bjmsr-2504	285	14	6(1	6(1	NUM
bjmsr-2504	285	15	)	)	PUNCT
bjmsr-2504	285	16	,	,	PUNCT
bjmsr-2504	285	17	85	85	NUM
bjmsr-2504	285	18	-	-	SYM
bjmsr-2504	285	19	94	94	NUM
bjmsr-2504	285	20	.	.	PUNCT
bjmsr-2504	286	1	https://doi.org/10.63282/3050-9262.ijaidsml-v6i1p110	https://doi.org/10.63282/3050-9262.ijaidsml-v6i1p110	PROPN
bjmsr-2504	286	2	alenezi	alenezi	PROPN
bjmsr-2504	286	3	,	,	PUNCT
bjmsr-2504	286	4	m.	m.	NOUN
bjmsr-2504	286	5	,	,	PUNCT
bjmsr-2504	286	6	&	&	CCONJ
bjmsr-2504	286	7	akour	akour	PROPN
bjmsr-2504	286	8	,	,	PUNCT
bjmsr-2504	286	9	m.	m.	NOUN
bjmsr-2504	286	10	(	(	PUNCT
bjmsr-2504	286	11	2025	2025	NUM
bjmsr-2504	286	12	)	)	PUNCT
bjmsr-2504	286	13	.	.	PUNCT
bjmsr-2504	287	1	ai	ai	VERB
bjmsr-2504	287	2	-	-	PUNCT
bjmsr-2504	287	3	driven	drive	VERB
bjmsr-2504	287	4	innovations	innovation	NOUN
bjmsr-2504	287	5	in	in	ADP
bjmsr-2504	287	6	software	software	NOUN
bjmsr-2504	287	7	engineering	engineering	NOUN
bjmsr-2504	287	8	:	:	PUNCT
bjmsr-2504	287	9	a	a	DET
bjmsr-2504	287	10	review	review	NOUN
bjmsr-2504	287	11	of	of	ADP
bjmsr-2504	287	12	current	current	ADJ
bjmsr-2504	287	13	practices	practice	NOUN
bjmsr-2504	287	14	and	and	CCONJ
bjmsr-2504	287	15	future	future	ADJ
bjmsr-2504	287	16	directions	direction	NOUN
bjmsr-2504	287	17	.	.	PUNCT
bjmsr-2504	288	1	applied	apply	VERB
bjmsr-2504	288	2	sciences	science	NOUN
bjmsr-2504	288	3	,	,	PUNCT
bjmsr-2504	288	4	15(3	15(3	NUM
bjmsr-2504	288	5	)	)	PUNCT
bjmsr-2504	288	6	,	,	PUNCT
bjmsr-2504	288	7	1344	1344	NUM
bjmsr-2504	288	8	.	.	PUNCT
bjmsr-2504	289	1	https://doi.org/10.3390/app15031344	https://doi.org/10.3390/app15031344	NOUN
bjmsr-2504	289	2	arfah	arfah	NOUN
bjmsr-2504	289	3	.	.	PUNCT
bjmsr-2504	290	1	m.	m.	NOUN
bjmsr-2504	290	2	(	(	PUNCT
bjmsr-2504	290	3	2025	2025	NUM
bjmsr-2504	290	4	)	)	PUNCT
bjmsr-2504	290	5	.	.	PUNCT
bjmsr-2504	291	1	artificial	artificial	ADJ
bjmsr-2504	291	2	intelligence	intelligence	NOUN
bjmsr-2504	291	3	in	in	ADP
bjmsr-2504	291	4	human	human	ADJ
bjmsr-2504	291	5	resource	resource	NOUN
bjmsr-2504	291	6	management	management	NOUN
bjmsr-2504	291	7	:	:	PUNCT
bjmsr-2504	291	8	a	a	DET
bjmsr-2504	291	9	comprehensive	comprehensive	ADJ
bjmsr-2504	291	10	literature	literature	NOUN
bjmsr-2504	291	11	review	review	PROPN
bjmsr-2504	291	12	.	.	PUNCT
bjmsr-2504	292	1	income	income	PROPN
bjmsr-2504	292	2	journal	journal	PROPN
bjmsr-2504	292	3	of	of	ADP
bjmsr-2504	292	4	economics	economics	PROPN
bjmsr-2504	292	5	development	development	NOUN
bjmsr-2504	292	6	,	,	PUNCT
bjmsr-2504	292	7	6(1	6(1	NUM
bjmsr-2504	292	8	)	)	PUNCT
bjmsr-2504	292	9	,	,	PUNCT
bjmsr-2504	292	10	7–15	7–15	PROPN
bjmsr-2504	292	11	.	.	PUNCT
bjmsr-2504	293	1	https://doi.org/10.54065/ijed.6.1.2025.336	https://doi.org/10.54065/ijed.6.1.2025.336	PUNCT
bjmsr-2504	293	2	benabou	benabou	PROPN
bjmsr-2504	293	3	,	,	PUNCT
bjmsr-2504	293	4	a.	a.	PROPN
bjmsr-2504	293	5	,	,	PUNCT
bjmsr-2504	293	6	touhami	touhami	PROPN
bjmsr-2504	293	7	,	,	PUNCT
bjmsr-2504	293	8	f.	f.	PROPN
bjmsr-2504	293	9	,	,	PUNCT
bjmsr-2504	293	10	&	&	CCONJ
bjmsr-2504	293	11	demraoui	demraoui	PROPN
bjmsr-2504	293	12	,	,	PUNCT
bjmsr-2504	293	13	l.	l.	PROPN
bjmsr-2504	293	14	(	(	PUNCT
bjmsr-2504	293	15	2024	2024	NUM
bjmsr-2504	293	16	)	)	PUNCT
bjmsr-2504	293	17	.	.	PUNCT
bjmsr-2504	294	1	artificial	artificial	ADJ
bjmsr-2504	294	2	intelligence	intelligence	NOUN
bjmsr-2504	294	3	and	and	CCONJ
bjmsr-2504	294	4	the	the	DET
bjmsr-2504	294	5	future	future	NOUN
bjmsr-2504	294	6	of	of	ADP
bjmsr-2504	294	7	human	human	ADJ
bjmsr-2504	294	8	resource	resource	NOUN
bjmsr-2504	294	9	management	management	NOUN
bjmsr-2504	294	10	.	.	PUNCT
bjmsr-2504	295	1	2024	2024	NUM
bjmsr-2504	295	2	international	international	ADJ
bjmsr-2504	295	3	conference	conference	NOUN
bjmsr-2504	295	4	on	on	ADP
bjmsr-2504	295	5	intelligent	intelligent	ADJ
bjmsr-2504	295	6	systems	system	NOUN
bjmsr-2504	295	7	and	and	CCONJ
bjmsr-2504	295	8	computer	computer	NOUN
bjmsr-2504	295	9	vision	vision	NOUN
bjmsr-2504	295	10	(	(	PUNCT
bjmsr-2504	295	11	iscv	iscv	NOUN
bjmsr-2504	295	12	)	)	PUNCT
bjmsr-2504	295	13	,	,	PUNCT
bjmsr-2504	295	14	1–8	1–8	X
bjmsr-2504	295	15	.	.	PUNCT
bjmsr-2504	295	16	shannaq	shannaq	PROPN
bjmsr-2504	295	17	et	et	PROPN
bjmsr-2504	295	18	al	al	PROPN
bjmsr-2504	295	19	.	.	PROPN
bjmsr-2504	295	20	,	,	PUNCT
bjmsr-2504	295	21	bangladesh	bangladesh	PROPN
bjmsr-2504	295	22	journal	journal	NOUN
bjmsr-2504	295	23	of	of	ADP
bjmsr-2504	295	24	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	295	25	scientific	scientific	ADJ
bjmsr-2504	295	26	research	research	NOUN
bjmsr-2504	295	27	10(5	10(5	NOUN
bjmsr-2504	295	28	)	)	PUNCT
bjmsr-2504	295	29	(	(	PUNCT
bjmsr-2504	295	30	2025	2025	NUM
bjmsr-2504	295	31	)	)	PUNCT
bjmsr-2504	295	32	,	,	PUNCT
bjmsr-2504	295	33	1	1	NUM
bjmsr-2504	295	34	-	-	SYM
bjmsr-2504	295	35	11	11	NUM
bjmsr-2504	295	36	11	11	NUM
bjmsr-2504	295	37	https://doi.org/10.1109/iscv60512.2024.10620146	https://doi.org/10.1109/iscv60512.2024.10620146	NOUN
bjmsr-2504	295	38	bevilacqua	bevilacqua	NOUN
bjmsr-2504	295	39	,	,	PUNCT
bjmsr-2504	295	40	s.	s.	PROPN
bjmsr-2504	295	41	,	,	PUNCT
bjmsr-2504	295	42	masárová	masárová	PROPN
bjmsr-2504	295	43	,	,	PUNCT
bjmsr-2504	295	44	j.	j.	PROPN
bjmsr-2504	295	45	,	,	PUNCT
bjmsr-2504	295	46	perotti	perotti	PROPN
bjmsr-2504	295	47	,	,	PUNCT
bjmsr-2504	295	48	f.	f.	PROPN
bjmsr-2504	295	49	a.	a.	PROPN
bjmsr-2504	295	50	,	,	PUNCT
bjmsr-2504	295	51	&	&	CCONJ
bjmsr-2504	295	52	ferraris	ferraris	PROPN
bjmsr-2504	295	53	,	,	PUNCT
bjmsr-2504	295	54	a.	a.	NOUN
bjmsr-2504	295	55	(	(	PUNCT
bjmsr-2504	295	56	2025	2025	NUM
bjmsr-2504	295	57	)	)	PUNCT
bjmsr-2504	295	58	.	.	PUNCT
bjmsr-2504	296	1	enhancing	enhance	VERB
bjmsr-2504	296	2	top	top	ADJ
bjmsr-2504	296	3	managers	manager	NOUN
bjmsr-2504	296	4	’	’	PART
bjmsr-2504	296	5	leadership	leadership	NOUN
bjmsr-2504	296	6	with	with	ADP
bjmsr-2504	296	7	artificial	artificial	ADJ
bjmsr-2504	296	8	intelligence	intelligence	NOUN
bjmsr-2504	296	9	:	:	PUNCT
bjmsr-2504	296	10	insights	insight	NOUN
bjmsr-2504	296	11	from	from	ADP
bjmsr-2504	296	12	a	a	DET
bjmsr-2504	296	13	systematic	systematic	ADJ
bjmsr-2504	296	14	literature	literature	NOUN
bjmsr-2504	296	15	review	review	NOUN
bjmsr-2504	296	16	.	.	PUNCT
bjmsr-2504	297	1	review	review	NOUN
bjmsr-2504	297	2	of	of	ADP
bjmsr-2504	297	3	managerial	managerial	ADJ
bjmsr-2504	297	4	science	science	NOUN
bjmsr-2504	297	5	,	,	PUNCT
bjmsr-2504	297	6	19	19	NUM
bjmsr-2504	297	7	,	,	PUNCT
bjmsr-2504	297	8	2899–2935	2899–2935	NUM
bjmsr-2504	297	9	.	.	PUNCT
bjmsr-2504	298	1	https://doi.org/10.1007/s11846-025-00836-7	https://doi.org/10.1007/s11846-025-00836-7	PROPN
bjmsr-2504	298	2	cai	cai	PROPN
bjmsr-2504	298	3	,	,	PUNCT
bjmsr-2504	298	4	j.	j.	PROPN
bjmsr-2504	298	5	,	,	PUNCT
bjmsr-2504	298	6	hadjinicolaou	hadjinicolaou	PROPN
bjmsr-2504	298	7	,	,	PUNCT
bjmsr-2504	298	8	a.	a.	PROPN
bjmsr-2504	298	9	e.	e.	PROPN
bjmsr-2504	298	10	,	,	PUNCT
bjmsr-2504	298	11	paulk	paulk	PROPN
bjmsr-2504	298	12	,	,	PUNCT
bjmsr-2504	298	13	a.	a.	PROPN
bjmsr-2504	298	14	c.	c.	PROPN
bjmsr-2504	298	15	,	,	PUNCT
bjmsr-2504	298	16	soper	soper	PROPN
bjmsr-2504	298	17	,	,	PUNCT
bjmsr-2504	298	18	d.	d.	PROPN
bjmsr-2504	298	19	j.	j.	PROPN
bjmsr-2504	298	20	,	,	PUNCT
bjmsr-2504	298	21	xia	xia	PROPN
bjmsr-2504	298	22	,	,	PUNCT
bjmsr-2504	298	23	t.	t.	PROPN
bjmsr-2504	298	24	,	,	PUNCT
bjmsr-2504	298	25	wang	wang	PROPN
bjmsr-2504	298	26	,	,	PUNCT
bjmsr-2504	298	27	a.	a.	PROPN
bjmsr-2504	298	28	f.	f.	PROPN
bjmsr-2504	298	29	,	,	PUNCT
bjmsr-2504	298	30	...	...	PUNCT
bjmsr-2504	298	31	&	&	CCONJ
bjmsr-2504	298	32	cash	cash	NOUN
bjmsr-2504	298	33	,	,	PUNCT
bjmsr-2504	298	34	s.	s.	PROPN
bjmsr-2504	298	35	s.	s.	PROPN
bjmsr-2504	298	36	(	(	PUNCT
bjmsr-2504	298	37	2025	2025	NUM
bjmsr-2504	298	38	)	)	PUNCT
bjmsr-2504	298	39	.	.	PUNCT
bjmsr-2504	299	1	natural	natural	ADJ
bjmsr-2504	299	2	language	language	NOUN
bjmsr-2504	299	3	processing	processing	NOUN
bjmsr-2504	299	4	models	model	NOUN
bjmsr-2504	299	5	reveal	reveal	VERB
bjmsr-2504	299	6	neural	neural	ADJ
bjmsr-2504	299	7	dynamics	dynamic	NOUN
bjmsr-2504	299	8	of	of	ADP
bjmsr-2504	299	9	human	human	ADJ
bjmsr-2504	299	10	conversation	conversation	NOUN
bjmsr-2504	299	11	.	.	PUNCT
bjmsr-2504	300	1	nature	nature	NOUN
bjmsr-2504	300	2	communications	communication	NOUN
bjmsr-2504	300	3	,	,	PUNCT
bjmsr-2504	300	4	16	16	NUM
bjmsr-2504	300	5	,	,	PUNCT
bjmsr-2504	300	6	3376	3376	NUM
bjmsr-2504	300	7	.	.	PUNCT
bjmsr-2504	301	1	https://doi.org/10.1038/s41467-025-58620-w	https://doi.org/10.1038/s41467-025-58620-w	PROPN
bjmsr-2504	301	2	chakraborty	chakraborty	PROPN
bjmsr-2504	301	3	,	,	PUNCT
bjmsr-2504	301	4	t.	t.	PROPN
bjmsr-2504	301	5	,	,	PUNCT
bjmsr-2504	301	6	&	&	CCONJ
bjmsr-2504	301	7	sharada	sharada	PROPN
bjmsr-2504	301	8	,	,	PUNCT
bjmsr-2504	301	9	v.	v.	ADP
bjmsr-2504	301	10	s.	s.	PROPN
bjmsr-2504	301	11	(	(	PUNCT
bjmsr-2504	301	12	2025	2025	NUM
bjmsr-2504	301	13	)	)	PUNCT
bjmsr-2504	301	14	.	.	PUNCT
bjmsr-2504	302	1	optimizing	optimize	VERB
bjmsr-2504	302	2	talent	talent	NOUN
bjmsr-2504	302	3	acquisition	acquisition	NOUN
bjmsr-2504	302	4	:	:	PUNCT
bjmsr-2504	302	5	the	the	DET
bjmsr-2504	302	6	synergy	synergy	NOUN
bjmsr-2504	302	7	of	of	ADP
bjmsr-2504	302	8	ai	ai	PROPN
bjmsr-2504	302	9	and	and	CCONJ
bjmsr-2504	302	10	human	human	ADJ
bjmsr-2504	302	11	expertise	expertise	NOUN
bjmsr-2504	302	12	in	in	ADP
bjmsr-2504	302	13	creating	create	VERB
bjmsr-2504	302	14	enhanced	enhanced	ADJ
bjmsr-2504	302	15	candidate	candidate	NOUN
bjmsr-2504	302	16	experience	experience	NOUN
bjmsr-2504	302	17	.	.	PUNCT
bjmsr-2504	303	1	in	in	ADP
bjmsr-2504	303	2	modern	modern	ADJ
bjmsr-2504	303	3	trends	trend	NOUN
bjmsr-2504	303	4	and	and	CCONJ
bjmsr-2504	303	5	future	future	ADJ
bjmsr-2504	303	6	innovation	innovation	NOUN
bjmsr-2504	303	7	in	in	ADP
bjmsr-2504	303	8	human	human	ADJ
bjmsr-2504	303	9	resource	resource	NOUN
bjmsr-2504	303	10	management	management	NOUN
bjmsr-2504	303	11	(	(	PUNCT
bjmsr-2504	303	12	pp	pp	ADJ
bjmsr-2504	303	13	.	.	PUNCT
bjmsr-2504	304	1	259–276	259–276	NUM
bjmsr-2504	304	2	)	)	PUNCT
bjmsr-2504	304	3	.	.	PUNCT
bjmsr-2504	305	1	igi	igi	PROPN
bjmsr-2504	305	2	global	global	PROPN
bjmsr-2504	305	3	.	.	PUNCT
bjmsr-2504	306	1	https://doi.org/10.4018/979-8-3693-6402-4.ch009	https://doi.org/10.4018/979-8-3693-6402-4.ch009	PROPN
bjmsr-2504	306	2	chen	chen	PROPN
bjmsr-2504	306	3	,	,	PUNCT
bjmsr-2504	306	4	z.	z.	PROPN
bjmsr-2504	306	5	(	(	PUNCT
bjmsr-2504	306	6	2025	2025	NUM
bjmsr-2504	306	7	)	)	PUNCT
bjmsr-2504	306	8	.	.	PUNCT
bjmsr-2504	307	1	from	from	ADP
bjmsr-2504	307	2	traditional	traditional	ADJ
bjmsr-2504	307	3	to	to	ADP
bjmsr-2504	307	4	technological	technological	ADJ
bjmsr-2504	307	5	:	:	PUNCT
bjmsr-2504	307	6	integrating	integrate	VERB
bjmsr-2504	307	7	ai	ai	VERB
bjmsr-2504	307	8	tools	tool	NOUN
bjmsr-2504	307	9	into	into	ADP
bjmsr-2504	307	10	leadership	leadership	NOUN
bjmsr-2504	307	11	development	development	NOUN
bjmsr-2504	307	12	programs	program	NOUN
bjmsr-2504	307	13	.	.	PUNCT
bjmsr-2504	308	1	leadership	leadership	NOUN
bjmsr-2504	308	2	&	&	CCONJ
bjmsr-2504	308	3	organization	organization	PROPN
bjmsr-2504	308	4	development	development	PROPN
bjmsr-2504	308	5	journal	journal	PROPN
bjmsr-2504	308	6	,	,	PUNCT
bjmsr-2504	308	7	46(4	46(4	NOUN
bjmsr-2504	308	8	)	)	PUNCT
bjmsr-2504	308	9	,	,	PUNCT
bjmsr-2504	308	10	543–558	543–558	NUM
bjmsr-2504	308	11	.	.	PUNCT
bjmsr-2504	309	1	https://doi.org/10.1108/lodj-12-2024-0810	https://doi.org/10.1108/lodj-12-2024-0810	PROPN
bjmsr-2504	309	2	hamdan	hamdan	PROPN
bjmsr-2504	309	3	,	,	PUNCT
bjmsr-2504	309	4	r.	r.	PROPN
bjmsr-2504	309	5	k.	k.	PROPN
bjmsr-2504	309	6	(	(	PUNCT
bjmsr-2504	309	7	ed	ed	NOUN
bjmsr-2504	309	8	.	.	PUNCT
bjmsr-2504	309	9	)	)	PUNCT
bjmsr-2504	309	10	.	.	PUNCT
bjmsr-2504	310	1	(	(	PUNCT
bjmsr-2504	310	2	2025a	2025a	NUM
bjmsr-2504	310	3	)	)	PUNCT
bjmsr-2504	310	4	.	.	PUNCT
bjmsr-2504	311	1	sustainable	sustainable	ADJ
bjmsr-2504	311	2	data	datum	NOUN
bjmsr-2504	311	3	management	management	NOUN
bjmsr-2504	311	4	:	:	PUNCT
bjmsr-2504	311	5	navigating	navigate	VERB
bjmsr-2504	311	6	big	big	ADJ
bjmsr-2504	311	7	data	datum	NOUN
bjmsr-2504	311	8	,	,	PUNCT
bjmsr-2504	311	9	communication	communication	NOUN
bjmsr-2504	311	10	technology	technology	NOUN
bjmsr-2504	311	11	,	,	PUNCT
bjmsr-2504	311	12	and	and	CCONJ
bjmsr-2504	311	13	business	business	NOUN
bjmsr-2504	311	14	digital	digital	ADJ
bjmsr-2504	311	15	leadership	leadership	NOUN
bjmsr-2504	311	16	.	.	PUNCT
bjmsr-2504	312	1	volume	volume	NOUN
bjmsr-2504	312	2	1	1	NUM
bjmsr-2504	312	3	(	(	PUNCT
bjmsr-2504	312	4	vol	vol	NOUN
bjmsr-2504	312	5	.	.	PROPN
bjmsr-2504	312	6	171	171	NUM
bjmsr-2504	312	7	)	)	PUNCT
bjmsr-2504	312	8	.	.	PUNCT
bjmsr-2504	313	1	springer	springer	NOUN
bjmsr-2504	313	2	nature	nature	PROPN
bjmsr-2504	313	3	.	.	PUNCT
bjmsr-2504	314	1	hamdan	hamdan	PROPN
bjmsr-2504	314	2	,	,	PUNCT
bjmsr-2504	314	3	r.	r.	PROPN
bjmsr-2504	314	4	k.	k.	PROPN
bjmsr-2504	314	5	(	(	PUNCT
bjmsr-2504	314	6	ed	ed	NOUN
bjmsr-2504	314	7	.	.	PUNCT
bjmsr-2504	314	8	)	)	PUNCT
bjmsr-2504	314	9	.	.	PUNCT
bjmsr-2504	315	1	(	(	PUNCT
bjmsr-2504	315	2	2025b	2025b	NUM
bjmsr-2504	315	3	)	)	PUNCT
bjmsr-2504	315	4	.	.	PUNCT
bjmsr-2504	316	1	tech	tech	NOUN
bjmsr-2504	316	2	fusion	fusion	NOUN
bjmsr-2504	316	3	in	in	ADP
bjmsr-2504	316	4	business	business	NOUN
bjmsr-2504	316	5	and	and	CCONJ
bjmsr-2504	316	6	society	society	NOUN
bjmsr-2504	316	7	:	:	PUNCT
bjmsr-2504	316	8	harnessing	harness	VERB
bjmsr-2504	316	9	big	big	ADJ
bjmsr-2504	316	10	data	datum	NOUN
bjmsr-2504	316	11	,	,	PUNCT
bjmsr-2504	316	12	iot	iot	NOUN
bjmsr-2504	316	13	,	,	PUNCT
bjmsr-2504	316	14	and	and	CCONJ
bjmsr-2504	316	15	sustainability	sustainability	NOUN
bjmsr-2504	316	16	in	in	ADP
bjmsr-2504	316	17	business	business	NOUN
bjmsr-2504	316	18	:	:	PUNCT
bjmsr-2504	316	19	volume	volume	NOUN
bjmsr-2504	316	20	2	2	NUM
bjmsr-2504	316	21	(	(	PUNCT
bjmsr-2504	316	22	vol	vol	NOUN
bjmsr-2504	316	23	.	.	NOUN
bjmsr-2504	316	24	234	234	NUM
bjmsr-2504	316	25	)	)	PUNCT
bjmsr-2504	316	26	.	.	PUNCT
bjmsr-2504	317	1	springer	springer	NOUN
bjmsr-2504	317	2	nature	nature	PROPN
bjmsr-2504	317	3	.	.	PUNCT
bjmsr-2504	318	1	hamza	hamza	PROPN
bjmsr-2504	318	2	,	,	PUNCT
bjmsr-2504	318	3	z.	z.	PROPN
bjmsr-2504	318	4	,	,	PUNCT
bjmsr-2504	318	5	&	&	CCONJ
bjmsr-2504	318	6	almi	almi	PROPN
bjmsr-2504	318	7	,	,	PUNCT
bjmsr-2504	318	8	h.	h.	PROPN
bjmsr-2504	318	9	(	(	PUNCT
bjmsr-2504	318	10	2025	2025	NUM
bjmsr-2504	318	11	)	)	PUNCT
bjmsr-2504	318	12	.	.	PUNCT
bjmsr-2504	319	1	digital	digital	ADJ
bjmsr-2504	319	2	transformation	transformation	NOUN
bjmsr-2504	319	3	and	and	CCONJ
bjmsr-2504	319	4	its	its	PRON
bjmsr-2504	319	5	impact	impact	NOUN
bjmsr-2504	319	6	on	on	ADP
bjmsr-2504	319	7	human	human	ADJ
bjmsr-2504	319	8	resources	resource	NOUN
bjmsr-2504	319	9	strategies	strategy	NOUN
bjmsr-2504	319	10	in	in	ADP
bjmsr-2504	319	11	algeria	algeria	PROPN
bjmsr-2504	319	12	:	:	PUNCT
bjmsr-2504	319	13	challenges	challenge	NOUN
bjmsr-2504	319	14	and	and	CCONJ
bjmsr-2504	319	15	opportunities	opportunity	NOUN
bjmsr-2504	319	16	,	,	PUNCT
bjmsr-2504	319	17	8(1	8(1	NOUN
bjmsr-2504	319	18	)	)	PUNCT
bjmsr-2504	319	19	,	,	PUNCT
bjmsr-2504	319	20	155–174	155–174	NUM
bjmsr-2504	319	21	.	.	PUNCT
bjmsr-2504	320	1	jahan	jahan	PROPN
bjmsr-2504	320	2	,	,	PUNCT
bjmsr-2504	320	3	s.	s.	PROPN
bjmsr-2504	320	4	(	(	PUNCT
bjmsr-2504	320	5	2023	2023	NUM
bjmsr-2504	320	6	)	)	PUNCT
bjmsr-2504	320	7	.	.	PUNCT
bjmsr-2504	321	1	a	a	DET
bjmsr-2504	321	2	study	study	NOUN
bjmsr-2504	321	3	on	on	ADP
bjmsr-2504	321	4	electronic	electronic	ADJ
bjmsr-2504	321	5	human	human	ADJ
bjmsr-2504	321	6	resource	resource	NOUN
bjmsr-2504	321	7	management	management	NOUN
bjmsr-2504	321	8	(	(	PUNCT
bjmsr-2504	321	9	e	e	PROPN
bjmsr-2504	321	10	-	-	NOUN
bjmsr-2504	321	11	hrm	hrm	ADJ
bjmsr-2504	321	12	)	)	PUNCT
bjmsr-2504	321	13	practices	practice	NOUN
bjmsr-2504	321	14	in	in	ADP
bjmsr-2504	321	15	apex	apex	PROPN
bjmsr-2504	321	16	footwear	footwear	PROPN
bjmsr-2504	321	17	limited	limited	PROPN
bjmsr-2504	321	18	.	.	PUNCT
bjmsr-2504	322	1	bangladesh	bangladesh	PROPN
bjmsr-2504	322	2	journal	journal	PROPN
bjmsr-2504	322	3	of	of	ADP
bjmsr-2504	322	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	322	5	scientific	scientific	ADJ
bjmsr-2504	322	6	research	research	NOUN
bjmsr-2504	322	7	,	,	PUNCT
bjmsr-2504	322	8	8(1	8(1	NOUN
bjmsr-2504	322	9	)	)	PUNCT
bjmsr-2504	322	10	,	,	PUNCT
bjmsr-2504	322	11	27	27	NUM
bjmsr-2504	322	12	-	-	SYM
bjmsr-2504	322	13	33	33	NUM
bjmsr-2504	322	14	.	.	PUNCT
bjmsr-2504	323	1	https://doi.org/10.46281/bjmsr.v8i1.2162	https://doi.org/10.46281/bjmsr.v8i1.2162	PROPN
bjmsr-2504	323	2	khan	khan	PROPN
bjmsr-2504	323	3	,	,	PUNCT
bjmsr-2504	323	4	s.	s.	PROPN
bjmsr-2504	323	5	,	,	PUNCT
bjmsr-2504	323	6	mazhar	mazhar	PROPN
bjmsr-2504	323	7	,	,	PUNCT
bjmsr-2504	323	8	t.	t.	PROPN
bjmsr-2504	323	9	,	,	PUNCT
bjmsr-2504	323	10	shahzad	shahzad	PROPN
bjmsr-2504	323	11	,	,	PUNCT
bjmsr-2504	323	12	t.	t.	PROPN
bjmsr-2504	323	13	,	,	PUNCT
bjmsr-2504	323	14	khan	khan	PROPN
bjmsr-2504	323	15	,	,	PUNCT
bjmsr-2504	323	16	m.	m.	NOUN
bjmsr-2504	323	17	a.	a.	PROPN
bjmsr-2504	323	18	,	,	PUNCT
bjmsr-2504	323	19	rehman	rehman	PROPN
bjmsr-2504	323	20	,	,	PUNCT
bjmsr-2504	323	21	a.	a.	PROPN
bjmsr-2504	323	22	u.	u.	PROPN
bjmsr-2504	323	23	,	,	PUNCT
bjmsr-2504	323	24	saeed	saeed	PROPN
bjmsr-2504	323	25	,	,	PUNCT
bjmsr-2504	323	26	m.	m.	NOUN
bjmsr-2504	323	27	m.	m.	NOUN
bjmsr-2504	323	28	,	,	PUNCT
bjmsr-2504	323	29	&	&	CCONJ
bjmsr-2504	323	30	hamam	hamam	PROPN
bjmsr-2504	323	31	,	,	PUNCT
bjmsr-2504	323	32	h.	h.	PROPN
bjmsr-2504	323	33	(	(	PUNCT
bjmsr-2504	323	34	2025	2025	NUM
bjmsr-2504	323	35	)	)	PUNCT
bjmsr-2504	323	36	.	.	PUNCT
bjmsr-2504	324	1	harnessing	harness	VERB
bjmsr-2504	324	2	ai	ai	VERB
bjmsr-2504	324	3	for	for	ADP
bjmsr-2504	324	4	sustainable	sustainable	ADJ
bjmsr-2504	324	5	higher	high	ADJ
bjmsr-2504	324	6	education	education	NOUN
bjmsr-2504	324	7	:	:	PUNCT
bjmsr-2504	324	8	ethical	ethical	ADJ
bjmsr-2504	324	9	considerations	consideration	NOUN
bjmsr-2504	324	10	,	,	PUNCT
bjmsr-2504	324	11	operational	operational	ADJ
bjmsr-2504	324	12	efficiency	efficiency	NOUN
bjmsr-2504	324	13	,	,	PUNCT
bjmsr-2504	324	14	and	and	CCONJ
bjmsr-2504	324	15	future	future	ADJ
bjmsr-2504	324	16	directions	direction	NOUN
bjmsr-2504	324	17	.	.	PUNCT
bjmsr-2504	325	1	discover	discover	VERB
bjmsr-2504	325	2	sustainability	sustainability	NOUN
bjmsr-2504	325	3	,	,	PUNCT
bjmsr-2504	325	4	6	6	NUM
bjmsr-2504	325	5	,	,	PUNCT
bjmsr-2504	325	6	23	23	NUM
bjmsr-2504	325	7	.	.	PUNCT
bjmsr-2504	326	1	https://doi.org/10.1007/s43621-025-00809-6	https://doi.org/10.1007/s43621-025-00809-6	NUM
bjmsr-2504	326	2	li	li	PROPN
bjmsr-2504	326	3	,	,	PUNCT
bjmsr-2504	326	4	n.	n.	PROPN
bjmsr-2504	326	5	,	,	PUNCT
bjmsr-2504	326	6	kang	kang	PROPN
bjmsr-2504	326	7	,	,	PUNCT
bjmsr-2504	326	8	b.	b.	PROPN
bjmsr-2504	326	9	,	,	PUNCT
bjmsr-2504	326	10	&	&	CCONJ
bjmsr-2504	326	11	de	de	PROPN
bjmsr-2504	326	12	bie	bie	PROPN
bjmsr-2504	326	13	,	,	PUNCT
bjmsr-2504	326	14	t.	t.	PROPN
bjmsr-2504	326	15	(	(	PUNCT
bjmsr-2504	326	16	2023	2023	NUM
bjmsr-2504	326	17	)	)	PUNCT
bjmsr-2504	326	18	.	.	PUNCT
bjmsr-2504	327	1	skillgpt	skillgpt	NOUN
bjmsr-2504	327	2	:	:	PUNCT
bjmsr-2504	327	3	a	a	DET
bjmsr-2504	327	4	restful	restful	ADJ
bjmsr-2504	327	5	api	api	NOUN
bjmsr-2504	327	6	service	service	NOUN
bjmsr-2504	327	7	for	for	ADP
bjmsr-2504	327	8	skill	skill	NOUN
bjmsr-2504	327	9	extraction	extraction	NOUN
bjmsr-2504	327	10	and	and	CCONJ
bjmsr-2504	327	11	standardization	standardization	NOUN
bjmsr-2504	327	12	using	use	VERB
bjmsr-2504	327	13	a	a	DET
bjmsr-2504	327	14	large	large	ADJ
bjmsr-2504	327	15	language	language	NOUN
bjmsr-2504	327	16	model	model	NOUN
bjmsr-2504	327	17	(	(	PUNCT
bjmsr-2504	327	18	version	version	NOUN
bjmsr-2504	327	19	2	2	NUM
bjmsr-2504	327	20	)	)	PUNCT
bjmsr-2504	327	21	.	.	PUNCT
bjmsr-2504	328	1	arxiv	arxiv	PROPN
bjmsr-2504	328	2	.	.	PUNCT
bjmsr-2504	329	1	https://doi.org/10.48550/arxiv.2304.11060	https://doi.org/10.48550/arxiv.2304.11060	NOUN
bjmsr-2504	329	2	li	li	PROPN
bjmsr-2504	329	3	,	,	PUNCT
bjmsr-2504	329	4	y.	y.	PROPN
bjmsr-2504	329	5	,	,	PUNCT
bjmsr-2504	329	6	chen	chen	PROPN
bjmsr-2504	329	7	,	,	PUNCT
bjmsr-2504	329	8	h.	h.	PROPN
bjmsr-2504	329	9	,	,	PUNCT
bjmsr-2504	329	10	yu	yu	PROPN
bjmsr-2504	329	11	,	,	PUNCT
bjmsr-2504	329	12	p.	p.	PROPN
bjmsr-2504	329	13	,	,	PUNCT
bjmsr-2504	329	14	&	&	CCONJ
bjmsr-2504	329	15	yang	yang	PROPN
bjmsr-2504	329	16	,	,	PUNCT
bjmsr-2504	329	17	l.	l.	PROPN
bjmsr-2504	329	18	(	(	PUNCT
bjmsr-2504	329	19	2025	2025	NUM
bjmsr-2504	329	20	)	)	PUNCT
bjmsr-2504	329	21	.	.	PUNCT
bjmsr-2504	330	1	a	a	DET
bjmsr-2504	330	2	review	review	NOUN
bjmsr-2504	330	3	of	of	ADP
bjmsr-2504	330	4	artificial	artificial	ADJ
bjmsr-2504	330	5	intelligence	intelligence	NOUN
bjmsr-2504	330	6	in	in	ADP
bjmsr-2504	330	7	enhancing	enhance	VERB
bjmsr-2504	330	8	architectural	architectural	ADJ
bjmsr-2504	330	9	design	design	NOUN
bjmsr-2504	330	10	efficiency	efficiency	NOUN
bjmsr-2504	330	11	.	.	PUNCT
bjmsr-2504	331	1	applied	apply	VERB
bjmsr-2504	331	2	sciences	science	NOUN
bjmsr-2504	331	3	,	,	PUNCT
bjmsr-2504	331	4	15(3	15(3	NUM
bjmsr-2504	331	5	)	)	PUNCT
bjmsr-2504	331	6	,	,	PUNCT
bjmsr-2504	331	7	1476	1476	NUM
bjmsr-2504	331	8	.	.	PUNCT
bjmsr-2504	332	1	https://doi.org/10.3390/app15031476	https://doi.org/10.3390/app15031476	ADJ
bjmsr-2504	332	2	madhumithaa	madhumithaa	NOUN
bjmsr-2504	332	3	,	,	PUNCT
bjmsr-2504	332	4	n.	n.	NOUN
bjmsr-2504	332	5	,	,	PUNCT
bjmsr-2504	332	6	sharma	sharma	PROPN
bjmsr-2504	332	7	,	,	PUNCT
bjmsr-2504	332	8	a.	a.	NOUN
bjmsr-2504	332	9	,	,	PUNCT
bjmsr-2504	332	10	adabala	adabala	PROPN
bjmsr-2504	332	11	,	,	PUNCT
bjmsr-2504	332	12	s.	s.	PROPN
bjmsr-2504	332	13	k.	k.	PROPN
bjmsr-2504	332	14	,	,	PUNCT
bjmsr-2504	332	15	siddiqui	siddiqui	PROPN
bjmsr-2504	332	16	,	,	PUNCT
bjmsr-2504	332	17	s.	s.	PROPN
bjmsr-2504	332	18	,	,	PUNCT
bjmsr-2504	332	19	&	&	CCONJ
bjmsr-2504	332	20	kothinti	kothinti	PROPN
bjmsr-2504	332	21	,	,	PUNCT
bjmsr-2504	332	22	r.	r.	PROPN
bjmsr-2504	332	23	r.	r.	PROPN
bjmsr-2504	332	24	(	(	PUNCT
bjmsr-2504	332	25	2025	2025	NUM
bjmsr-2504	332	26	)	)	PUNCT
bjmsr-2504	332	27	.	.	PUNCT
bjmsr-2504	333	1	leveraging	leverage	VERB
bjmsr-2504	333	2	ai	ai	VERB
bjmsr-2504	333	3	for	for	ADP
bjmsr-2504	333	4	personalized	personalize	VERB
bjmsr-2504	333	5	employee	employee	NOUN
bjmsr-2504	333	6	development	development	NOUN
bjmsr-2504	333	7	:	:	PUNCT
bjmsr-2504	333	8	a	a	DET
bjmsr-2504	333	9	new	new	ADJ
bjmsr-2504	333	10	era	era	NOUN
bjmsr-2504	333	11	in	in	ADP
bjmsr-2504	333	12	human	human	ADJ
bjmsr-2504	333	13	resource	resource	NOUN
bjmsr-2504	333	14	management	management	NOUN
bjmsr-2504	333	15	.	.	PUNCT
bjmsr-2504	334	1	advances	advance	NOUN
bjmsr-2504	334	2	in	in	ADP
bjmsr-2504	334	3	consumer	consumer	NOUN
bjmsr-2504	334	4	research	research	NOUN
bjmsr-2504	334	5	,	,	PUNCT
bjmsr-2504	334	6	2	2	NUM
bjmsr-2504	334	7	,	,	PUNCT
bjmsr-2504	334	8	134	134	NUM
bjmsr-2504	334	9	–	–	SYM
bjmsr-2504	334	10	141	141	NUM
bjmsr-2504	334	11	.	.	PUNCT
bjmsr-2504	335	1	praba	praba	PROPN
bjmsr-2504	335	2	,	,	PUNCT
bjmsr-2504	335	3	k.	k.	PROPN
bjmsr-2504	335	4	,	,	PUNCT
bjmsr-2504	335	5	vijay	vijay	PROPN
bjmsr-2504	335	6	,	,	PUNCT
bjmsr-2504	335	7	b.	b.	PROPN
bjmsr-2504	335	8	,	,	PUNCT
bjmsr-2504	335	9	abuya	abuya	PROPN
bjmsr-2504	335	10	,	,	PUNCT
bjmsr-2504	335	11	j.	j.	PROPN
bjmsr-2504	335	12	o.	o.	PROPN
bjmsr-2504	335	13	,	,	PUNCT
bjmsr-2504	335	14	poreddy	poreddy	PROPN
bjmsr-2504	335	15	,	,	PUNCT
bjmsr-2504	335	16	d.	d.	PROPN
bjmsr-2504	335	17	,	,	PUNCT
bjmsr-2504	335	18	mulakala	mulakala	PROPN
bjmsr-2504	335	19	,	,	PUNCT
bjmsr-2504	335	20	s.	s.	PROPN
bjmsr-2504	335	21	,	,	PUNCT
bjmsr-2504	335	22	&	&	CCONJ
bjmsr-2504	335	23	manoharan	manoharan	NOUN
bjmsr-2504	335	24	,	,	PUNCT
bjmsr-2504	335	25	s.	s.	PROPN
bjmsr-2504	335	26	(	(	PUNCT
bjmsr-2504	335	27	2024	2024	NUM
bjmsr-2504	335	28	)	)	PUNCT
bjmsr-2504	335	29	.	.	PUNCT
bjmsr-2504	336	1	human	human	ADJ
bjmsr-2504	336	2	resource	resource	NOUN
bjmsr-2504	336	3	management	management	NOUN
bjmsr-2504	336	4	practices	practice	NOUN
bjmsr-2504	336	5	in	in	ADP
bjmsr-2504	336	6	the	the	DET
bjmsr-2504	336	7	age	age	NOUN
bjmsr-2504	336	8	of	of	ADP
bjmsr-2504	336	9	industrial	industrial	ADJ
bjmsr-2504	336	10	automation	automation	NOUN
bjmsr-2504	336	11	:	:	PUNCT
bjmsr-2504	336	12	impact	impact	NOUN
bjmsr-2504	336	13	,	,	PUNCT
bjmsr-2504	336	14	adoption	adoption	NOUN
bjmsr-2504	336	15	,	,	PUNCT
bjmsr-2504	336	16	and	and	CCONJ
bjmsr-2504	336	17	future	future	ADJ
bjmsr-2504	336	18	workforce	workforce	NOUN
bjmsr-2504	336	19	.	.	PUNCT
bjmsr-2504	337	1	in	in	ADP
bjmsr-2504	337	2	d.	d.	PROPN
bjmsr-2504	337	3	thangam	thangam	PROPN
bjmsr-2504	337	4	(	(	PUNCT
bjmsr-2504	337	5	ed	ed	NOUN
bjmsr-2504	337	6	.	.	PUNCT
bjmsr-2504	337	7	)	)	PUNCT
bjmsr-2504	337	8	,	,	PUNCT
bjmsr-2504	337	9	advances	advance	VERB
bjmsr-2504	337	10	in	in	ADP
bjmsr-2504	337	11	computational	computational	ADJ
bjmsr-2504	337	12	intelligence	intelligence	NOUN
bjmsr-2504	337	13	and	and	CCONJ
bjmsr-2504	337	14	robotics	robotic	NOUN
bjmsr-2504	337	15	(	(	PUNCT
bjmsr-2504	337	16	pp	pp	ADJ
bjmsr-2504	337	17	.	.	PUNCT
bjmsr-2504	338	1	79–102	79–102	NUM
bjmsr-2504	338	2	)	)	PUNCT
bjmsr-2504	338	3	.	.	PUNCT
bjmsr-2504	339	1	igi	igi	PROPN
bjmsr-2504	339	2	global	global	PROPN
bjmsr-2504	339	3	.	.	PUNCT
bjmsr-2504	340	1	https://doi.org/10.4018/979-83693-5380-6.ch004	https://doi.org/10.4018/979-83693-5380-6.ch004	PROPN
bjmsr-2504	340	2	sedkaoui	sedkaoui	NOUN
bjmsr-2504	340	3	,	,	PUNCT
bjmsr-2504	340	4	s.	s.	PROPN
bjmsr-2504	340	5	,	,	PUNCT
bjmsr-2504	340	6	&	&	CCONJ
bjmsr-2504	340	7	benaichouba	benaichouba	PROPN
bjmsr-2504	340	8	,	,	PUNCT
bjmsr-2504	340	9	r.	r.	PROPN
bjmsr-2504	340	10	(	(	PUNCT
bjmsr-2504	340	11	2024	2024	NUM
bjmsr-2504	340	12	)	)	PUNCT
bjmsr-2504	340	13	.	.	PUNCT
bjmsr-2504	341	1	generative	generative	PROPN
bjmsr-2504	341	2	ai	ai	VERB
bjmsr-2504	341	3	as	as	ADP
bjmsr-2504	341	4	a	a	DET
bjmsr-2504	341	5	transformative	transformative	ADJ
bjmsr-2504	341	6	force	force	NOUN
bjmsr-2504	341	7	for	for	ADP
bjmsr-2504	341	8	innovation	innovation	NOUN
bjmsr-2504	341	9	:	:	PUNCT
bjmsr-2504	341	10	a	a	DET
bjmsr-2504	341	11	review	review	NOUN
bjmsr-2504	341	12	of	of	ADP
bjmsr-2504	341	13	opportunities	opportunity	NOUN
bjmsr-2504	341	14	,	,	PUNCT
bjmsr-2504	341	15	applications	application	NOUN
bjmsr-2504	341	16	and	and	CCONJ
bjmsr-2504	341	17	challenges	challenge	NOUN
bjmsr-2504	341	18	.	.	PUNCT
bjmsr-2504	342	1	european	european	ADJ
bjmsr-2504	342	2	journal	journal	PROPN
bjmsr-2504	342	3	of	of	ADP
bjmsr-2504	342	4	innovation	innovation	NOUN
bjmsr-2504	342	5	management	management	NOUN
bjmsr-2504	342	6	,	,	PUNCT
bjmsr-2504	342	7	vol	vol	NOUN
bjmsr-2504	342	8	.	.	PUNCT
bjmsr-2504	343	1	ahead	ahead	ADV
bjmsr-2504	343	2	-	-	PUNCT
bjmsr-2504	343	3	of	of	ADP
bjmsr-2504	343	4	-	-	PUNCT
bjmsr-2504	343	5	print	print	NOUN
bjmsr-2504	343	6	no	no	NOUN
bjmsr-2504	343	7	.	.	PUNCT
bjmsr-2504	344	1	ahead	ahead	ADV
bjmsr-2504	344	2	-	-	PUNCT
bjmsr-2504	344	3	ofprint	ofprint	NOUN
bjmsr-2504	344	4	.	.	PUNCT
bjmsr-2504	345	1	https://doi.org/10.1108/ejim-02-2024-0129	https://doi.org/10.1108/ejim-02-2024-0129	PROPN
bjmsr-2504	345	2	sindhuja	sindhuja	PROPN
bjmsr-2504	345	3	a	a	PRON
bjmsr-2504	345	4	,	,	PUNCT
bjmsr-2504	345	5	&	&	CCONJ
bjmsr-2504	345	6	dunstan	dunstan	PROPN
bjmsr-2504	345	7	rajkumar	rajkumar	PROPN
bjmsr-2504	345	8	a.	a.	PROPN
bjmsr-2504	345	9	(	(	PUNCT
bjmsr-2504	345	10	2025	2025	NUM
bjmsr-2504	345	11	)	)	PUNCT
bjmsr-2504	345	12	.	.	PUNCT
bjmsr-2504	346	1	data	data	NOUN
bjmsr-2504	346	2	-	-	PUNCT
bjmsr-2504	346	3	driven	drive	VERB
bjmsr-2504	346	4	hr	hr	NOUN
bjmsr-2504	346	5	:	:	PUNCT
bjmsr-2504	346	6	measuring	measure	VERB
bjmsr-2504	346	7	the	the	DET
bjmsr-2504	346	8	impact	impact	NOUN
bjmsr-2504	346	9	of	of	ADP
bjmsr-2504	346	10	analytics	analytic	NOUN
bjmsr-2504	346	11	on	on	ADP
bjmsr-2504	346	12	employee	employee	NOUN
bjmsr-2504	346	13	performance	performance	NOUN
bjmsr-2504	346	14	.	.	PUNCT
bjmsr-2504	347	1	bangladesh	bangladesh	PROPN
bjmsr-2504	347	2	journal	journal	PROPN
bjmsr-2504	347	3	of	of	ADP
bjmsr-2504	347	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	347	5	scientific	scientific	ADJ
bjmsr-2504	347	6	research	research	NOUN
bjmsr-2504	347	7	,	,	PUNCT
bjmsr-2504	347	8	10(3	10(3	NUM
bjmsr-2504	347	9	)	)	PUNCT
bjmsr-2504	347	10	,	,	PUNCT
bjmsr-2504	347	11	1	1	NUM
bjmsr-2504	347	12	-	-	SYM
bjmsr-2504	347	13	15	15	NUM
bjmsr-2504	347	14	.	.	PUNCT
bjmsr-2504	348	1	https://doi.org/10.46281/bjmsr.v10i3.2435	https://doi.org/10.46281/bjmsr.v10i3.2435	PROPN
bjmsr-2504	348	2	sharif	sharif	PROPN
bjmsr-2504	348	3	,	,	PUNCT
bjmsr-2504	348	4	m.	m.	NOUN
bjmsr-2504	348	5	a.	a.	PROPN
bjmsr-2504	348	6	,	,	PUNCT
bjmsr-2504	348	7	rahman	rahman	PROPN
bjmsr-2504	348	8	,	,	PUNCT
bjmsr-2504	348	9	m.	m.	NOUN
bjmsr-2504	348	10	a.	a.	PROPN
bjmsr-2504	348	11	,	,	PUNCT
bjmsr-2504	348	12	&	&	CCONJ
bjmsr-2504	348	13	mallik	mallik	PROPN
bjmsr-2504	348	14	,	,	PUNCT
bjmsr-2504	348	15	m.	m.	PROPN
bjmsr-2504	348	16	r.	r.	PROPN
bjmsr-2504	348	17	(	(	PUNCT
bjmsr-2504	348	18	2022	2022	NUM
bjmsr-2504	348	19	)	)	PUNCT
bjmsr-2504	348	20	.	.	PUNCT
bjmsr-2504	349	1	investigating	investigate	VERB
bjmsr-2504	349	2	the	the	DET
bjmsr-2504	349	3	effect	effect	NOUN
bjmsr-2504	349	4	of	of	ADP
bjmsr-2504	349	5	covid-19	covid-19	PROPN
bjmsr-2504	349	6	on	on	ADP
bjmsr-2504	349	7	human	human	ADJ
bjmsr-2504	349	8	resource	resource	NOUN
bjmsr-2504	349	9	management	management	NOUN
bjmsr-2504	349	10	and	and	CCONJ
bjmsr-2504	349	11	non	non	ADJ
bjmsr-2504	349	12	-	-	ADJ
bjmsr-2504	349	13	financial	financial	ADJ
bjmsr-2504	349	14	job	job	NOUN
bjmsr-2504	349	15	satisfaction	satisfaction	NOUN
bjmsr-2504	349	16	:	:	PUNCT
bjmsr-2504	349	17	empirical	empirical	ADJ
bjmsr-2504	349	18	evidence	evidence	NOUN
bjmsr-2504	349	19	from	from	ADP
bjmsr-2504	349	20	the	the	DET
bjmsr-2504	349	21	rmg	rmg	PROPN
bjmsr-2504	349	22	sector	sector	NOUN
bjmsr-2504	349	23	of	of	ADP
bjmsr-2504	349	24	bangladesh	bangladesh	PROPN
bjmsr-2504	349	25	.	.	PUNCT
bjmsr-2504	350	1	bangladesh	bangladesh	PROPN
bjmsr-2504	350	2	journal	journal	PROPN
bjmsr-2504	350	3	of	of	ADP
bjmsr-2504	350	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	350	5	scientific	scientific	ADJ
bjmsr-2504	350	6	research	research	NOUN
bjmsr-2504	350	7	,	,	PUNCT
bjmsr-2504	350	8	5(1	5(1	NUM
bjmsr-2504	350	9	)	)	PUNCT
bjmsr-2504	350	10	,	,	PUNCT
bjmsr-2504	350	11	14	14	NUM
bjmsr-2504	350	12	-	-	SYM
bjmsr-2504	350	13	20	20	NUM
bjmsr-2504	350	14	.	.	PUNCT
bjmsr-2504	351	1	https://doi.org/10.46281/bjmsr.v5i1.1774	https://doi.org/10.46281/bjmsr.v5i1.1774	PROPN
bjmsr-2504	351	2	tong	tong	PROPN
bjmsr-2504	351	3	,	,	PUNCT
bjmsr-2504	351	4	s.	s.	PROPN
bjmsr-2504	351	5	,	,	PUNCT
bjmsr-2504	351	6	jia	jia	PROPN
bjmsr-2504	351	7	,	,	PUNCT
bjmsr-2504	351	8	n.	n.	PROPN
bjmsr-2504	351	9	,	,	PUNCT
bjmsr-2504	351	10	luo	luo	PROPN
bjmsr-2504	351	11	,	,	PUNCT
bjmsr-2504	351	12	x.	x.	NOUN
bjmsr-2504	351	13	,	,	PUNCT
bjmsr-2504	351	14	&	&	CCONJ
bjmsr-2504	351	15	fang	fang	PROPN
bjmsr-2504	351	16	,	,	PUNCT
bjmsr-2504	351	17	z.	z.	PROPN
bjmsr-2504	351	18	(	(	PUNCT
bjmsr-2504	351	19	2021	2021	NUM
bjmsr-2504	351	20	)	)	PUNCT
bjmsr-2504	351	21	.	.	PUNCT
bjmsr-2504	352	1	the	the	DET
bjmsr-2504	352	2	janus	janus	PROPN
bjmsr-2504	352	3	face	face	NOUN
bjmsr-2504	352	4	of	of	ADP
bjmsr-2504	352	5	artificial	artificial	ADJ
bjmsr-2504	352	6	intelligence	intelligence	NOUN
bjmsr-2504	352	7	feedback	feedback	NOUN
bjmsr-2504	352	8	:	:	PUNCT
bjmsr-2504	352	9	deployment	deployment	NOUN
bjmsr-2504	352	10	versus	versus	ADP
bjmsr-2504	352	11	disclosure	disclosure	NOUN
bjmsr-2504	352	12	effects	effect	NOUN
bjmsr-2504	352	13	on	on	ADP
bjmsr-2504	352	14	employee	employee	NOUN
bjmsr-2504	352	15	performance	performance	NOUN
bjmsr-2504	352	16	.	.	PUNCT
bjmsr-2504	353	1	strategic	strategic	ADJ
bjmsr-2504	353	2	management	management	NOUN
bjmsr-2504	353	3	journal	journal	NOUN
bjmsr-2504	353	4	,	,	PUNCT
bjmsr-2504	353	5	42(9	42(9	NUM
bjmsr-2504	353	6	)	)	PUNCT
bjmsr-2504	353	7	,	,	PUNCT
bjmsr-2504	353	8	1600–1631	1600–1631	NUM
bjmsr-2504	353	9	.	.	PUNCT
bjmsr-2504	354	1	https://doi.org/10.1002/smj.3322	https://doi.org/10.1002/smj.3322	PROPN
bjmsr-2504	354	2	vargas	vargas	PROPN
bjmsr-2504	354	3	portillo	portillo	PROPN
bjmsr-2504	354	4	,	,	PUNCT
bjmsr-2504	354	5	p.	p.	NOUN
bjmsr-2504	354	6	(	(	PUNCT
bjmsr-2504	354	7	2025	2025	NUM
bjmsr-2504	354	8	)	)	PUNCT
bjmsr-2504	354	9	.	.	PUNCT
bjmsr-2504	355	1	the	the	DET
bjmsr-2504	355	2	transformative	transformative	ADJ
bjmsr-2504	355	3	role	role	NOUN
bjmsr-2504	355	4	of	of	ADP
bjmsr-2504	355	5	artificial	artificial	ADJ
bjmsr-2504	355	6	intelligence	intelligence	NOUN
bjmsr-2504	355	7	in	in	ADP
bjmsr-2504	355	8	leadership	leadership	NOUN
bjmsr-2504	355	9	and	and	CCONJ
bjmsr-2504	355	10	management	management	NOUN
bjmsr-2504	355	11	development	development	NOUN
bjmsr-2504	355	12	:	:	PUNCT
bjmsr-2504	355	13	an	an	DET
bjmsr-2504	355	14	academic	academic	ADJ
bjmsr-2504	355	15	insight	insight	NOUN
bjmsr-2504	355	16	,	,	PUNCT
bjmsr-2504	355	17	development	development	NOUN
bjmsr-2504	355	18	and	and	CCONJ
bjmsr-2504	355	19	learning	learn	VERB
bjmsr-2504	355	20	in	in	ADP
bjmsr-2504	355	21	organizations	organization	NOUN
bjmsr-2504	355	22	,	,	PUNCT
bjmsr-2504	355	23	vol	vol	NOUN
bjmsr-2504	355	24	.	.	PUNCT
bjmsr-2504	355	25	ahead	ahead	ADV
bjmsr-2504	355	26	-	-	PUNCT
bjmsr-2504	355	27	of	of	ADP
bjmsr-2504	355	28	-	-	PUNCT
bjmsr-2504	355	29	print	print	NOUN
bjmsr-2504	355	30	no	no	NOUN
bjmsr-2504	355	31	.	.	PUNCT
bjmsr-2504	356	1	ahead	ahead	ADV
bjmsr-2504	356	2	-	-	PUNCT
bjmsr-2504	356	3	of	of	ADP
bjmsr-2504	356	4	-	-	PUNCT
bjmsr-2504	356	5	print	print	NOUN
bjmsr-2504	356	6	.	.	PUNCT
bjmsr-2504	357	1	https://doi.org/10.1108/dlo-10-2024-0301	https://doi.org/10.1108/dlo-10-2024-0301	PROPN
bjmsr-2504	357	2	publisher	publisher	NOUN
bjmsr-2504	357	3	’s	’s	PART
bjmsr-2504	357	4	note	note	NOUN
bjmsr-2504	357	5	:	:	PUNCT
bjmsr-2504	357	6	cribfb	cribfb	PROPN
bjmsr-2504	357	7	stays	stay	VERB
bjmsr-2504	357	8	neutral	neutral	ADJ
bjmsr-2504	357	9	with	with	ADP
bjmsr-2504	357	10	regard	regard	NOUN
bjmsr-2504	357	11	to	to	ADP
bjmsr-2504	357	12	jurisdictional	jurisdictional	ADJ
bjmsr-2504	357	13	claims	claim	NOUN
bjmsr-2504	357	14	in	in	ADP
bjmsr-2504	357	15	published	publish	VERB
bjmsr-2504	357	16	maps	map	NOUN
bjmsr-2504	357	17	and	and	CCONJ
bjmsr-2504	357	18	institutional	institutional	ADJ
bjmsr-2504	357	19	affiliations	affiliation	NOUN
bjmsr-2504	357	20	.	.	PUNCT
bjmsr-2504	358	1	©	©	PROPN
bjmsr-2504	358	2	2025	2025	NUM
bjmsr-2504	358	3	by	by	ADP
bjmsr-2504	358	4	the	the	DET
bjmsr-2504	358	5	authors	author	NOUN
bjmsr-2504	358	6	.	.	PUNCT
bjmsr-2504	359	1	licensee	licensee	PROPN
bjmsr-2504	359	2	cribfb	cribfb	PROPN
bjmsr-2504	359	3	,	,	PUNCT
bjmsr-2504	359	4	usa	usa	PROPN
bjmsr-2504	359	5	.	.	PROPN
bjmsr-2504	360	1	this	this	DET
bjmsr-2504	360	2	open	open	ADJ
bjmsr-2504	360	3	-	-	PUNCT
bjmsr-2504	360	4	access	access	NOUN
bjmsr-2504	360	5	article	article	NOUN
bjmsr-2504	360	6	is	be	AUX
bjmsr-2504	360	7	distributed	distribute	VERB
bjmsr-2504	360	8	under	under	ADP
bjmsr-2504	360	9	the	the	DET
bjmsr-2504	360	10	terms	term	NOUN
bjmsr-2504	360	11	and	and	CCONJ
bjmsr-2504	360	12	conditions	condition	NOUN
bjmsr-2504	360	13	of	of	ADP
bjmsr-2504	360	14	the	the	DET
bjmsr-2504	360	15	creative	creative	ADJ
bjmsr-2504	360	16	commons	common	NOUN
bjmsr-2504	360	17	attribution	attribution	NOUN
bjmsr-2504	360	18	(	(	PUNCT
bjmsr-2504	360	19	cc	cc	NOUN
bjmsr-2504	360	20	by	by	ADP
bjmsr-2504	360	21	)	)	PUNCT
bjmsr-2504	360	22	license	license	NOUN
bjmsr-2504	360	23	(	(	PUNCT
bjmsr-2504	360	24	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	NOUN
bjmsr-2504	360	25	)	)	PUNCT
bjmsr-2504	360	26	.	.	PUNCT
bjmsr-2504	361	1	bangladesh	bangladesh	PROPN
bjmsr-2504	361	2	journal	journal	PROPN
bjmsr-2504	361	3	of	of	ADP
bjmsr-2504	361	4	multidisciplinary	multidisciplinary	ADJ
bjmsr-2504	361	5	scientific	scientific	ADJ
bjmsr-2504	361	6	research	research	NOUN
bjmsr-2504	361	7	(	(	PUNCT
bjmsr-2504	361	8	p	p	NOUN
bjmsr-2504	361	9	-	-	PUNCT
bjmsr-2504	361	10	issn	issn	PROPN
bjmsr-2504	361	11	2687	2687	NUM
bjmsr-2504	361	12	-	-	PUNCT
bjmsr-2504	361	13	850x	850x	NUM
bjmsr-2504	361	14	e	e	NOUN
bjmsr-2504	361	15	-	-	PROPN
bjmsr-2504	361	16	issn	issn	PROPN
bjmsr-2504	361	17	2687	2687	NUM
bjmsr-2504	361	18	-	-	SYM
bjmsr-2504	361	19	8518	8518	NUM
bjmsr-2504	361	20	)	)	PUNCT
bjmsr-2504	361	21	by	by	ADP
bjmsr-2504	361	22	cribfb	cribfb	PROPN
bjmsr-2504	361	23	is	be	AUX
bjmsr-2504	361	24	licensed	license	VERB
bjmsr-2504	361	25	under	under	ADP
bjmsr-2504	361	26	a	a	DET
bjmsr-2504	361	27	creative	creative	ADJ
bjmsr-2504	361	28	commons	common	NOUN
bjmsr-2504	361	29	attribution	attribution	NOUN
bjmsr-2504	361	30	4.0	4.0	NUM
bjmsr-2504	361	31	international	international	ADJ
bjmsr-2504	361	32	license	license	NOUN
bjmsr-2504	361	33	.	.	PUNCT
bjmsr-2504	362	1	http://creativecommons.org/licenses/by/4.0	http://creativecommons.org/licenses/by/4.0	X
bjmsr-2504	362	2	)	)	PUNCT
bjmsr-2504	362	3	.	.	PUNCT
bjmsr-2504	363	1	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2504	363	2	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN
bjmsr-2504	363	3	http://creativecommons.org/licenses/by/4.0/	http://creativecommons.org/licenses/by/4.0/	PROPN