id	sid	tid	token	lemma	pos
ajase-5698	1	1	pa	pa	PROPN
ajase-5698	1	2	ge	ge	PROPN
ajase-5698	1	3	1	1	NUM
ajase-5698	1	4	pa	pa	PROPN
ajase-5698	1	5	ge	ge	PROPN
ajase-5698	1	6	16	16	NUM
ajase-5698	1	7	7	7	NUM
ajase-5698	1	8	american	american	ADJ
ajase-5698	1	9	journal	journal	NOUN
ajase-5698	1	10	of	of	ADP
ajase-5698	1	11	applied	apply	VERB
ajase-5698	1	12	statistics	statistic	NOUN
ajase-5698	1	13	and	and	CCONJ
ajase-5698	1	14	economics	economic	NOUN
ajase-5698	1	15	(	(	PUNCT
ajase-5698	1	16	ajase	ajase	ADJ
ajase-5698	1	17	)	)	PUNCT
ajase-5698	1	18	optimizing	optimize	VERB
ajase-5698	1	19	capital	capital	NOUN
ajase-5698	1	20	allocation	allocation	NOUN
ajase-5698	1	21	and	and	CCONJ
ajase-5698	1	22	investment	investment	NOUN
ajase-5698	1	23	decisions	decision	NOUN
ajase-5698	1	24	in	in	ADP
ajase-5698	1	25	the	the	DET
ajase-5698	1	26	u.s	u.s	PROPN
ajase-5698	1	27	.	.	PROPN
ajase-5698	1	28	economy	economy	NOUN
ajase-5698	1	29	through	through	ADP
ajase-5698	1	30	data	data	NOUN
ajase-5698	1	31	analytics	analytic	NOUN
ajase-5698	1	32	ismoth	ismoth	ADJ
ajase-5698	1	33	zerine1	zerine1	NOUN
ajase-5698	1	34	*	*	PROPN
ajase-5698	1	35	,	,	PUNCT
ajase-5698	1	36	md	md	PROPN
ajase-5698	1	37	mainul	mainul	PROPN
ajase-5698	1	38	islam1	islam1	PROPN
ajase-5698	1	39	,	,	PUNCT
ajase-5698	1	40	tauhedur	tauhedur	PROPN
ajase-5698	1	41	rahman2	rahman2	PROPN
ajase-5698	1	42	,	,	PUNCT
ajase-5698	1	43	morium	morium	NOUN
ajase-5698	1	44	akter3	akter3	PROPN
ajase-5698	1	45	,	,	PUNCT
ajase-5698	1	46	md	md	PROPN
ajase-5698	1	47	rakibul	rakibul	PROPN
ajase-5698	1	48	haque	haque	PROPN
ajase-5698	1	49	pranto4	pranto4	PROPN
ajase-5698	1	50	volume	volume	NOUN
ajase-5698	1	51	3	3	NUM
ajase-5698	1	52	issue	issue	NOUN
ajase-5698	1	53	1	1	NUM
ajase-5698	1	54	,	,	PUNCT
ajase-5698	1	55	year	year	NOUN
ajase-5698	1	56	2024	2024	NUM
ajase-5698	1	57	issn	issn	X
ajase-5698	1	58	:	:	PUNCT
ajase-5698	1	59	2992	2992	NUM
ajase-5698	1	60	-	-	PUNCT
ajase-5698	1	61	927x	927x	NOUN
ajase-5698	1	62	(	(	PUNCT
ajase-5698	1	63	online	online	ADJ
ajase-5698	1	64	)	)	PUNCT
ajase-5698	1	65	doi	doi	NOUN
ajase-5698	1	66	:	:	PUNCT
ajase-5698	1	67	https://doi.org/10.54536/ajase.v3i1.5698	https://doi.org/10.54536/ajase.v3i1.5698	VERB
ajase-5698	1	68	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	1	69	article	article	NOUN
ajase-5698	1	70	information	information	NOUN
ajase-5698	1	71	abstract	abstract	ADV
ajase-5698	1	72	received	receive	VERB
ajase-5698	1	73	:	:	PUNCT
ajase-5698	1	74	september	september	PROPN
ajase-5698	1	75	09	09	NUM
ajase-5698	1	76	,	,	PUNCT
ajase-5698	1	77	2024	2024	NUM
ajase-5698	1	78	accepted	accept	VERB
ajase-5698	1	79	:	:	PUNCT
ajase-5698	1	80	october	october	PROPN
ajase-5698	1	81	20	20	NUM
ajase-5698	1	82	,	,	PUNCT
ajase-5698	1	83	2024	2024	NUM
ajase-5698	1	84	published	publish	VERB
ajase-5698	1	85	:	:	PUNCT
ajase-5698	1	86	december	december	PROPN
ajase-5698	1	87	20	20	NUM
ajase-5698	1	88	,	,	PUNCT
ajase-5698	1	89	2024	2024	NUM
ajase-5698	1	90	today	today	NOUN
ajase-5698	1	91	,	,	PUNCT
ajase-5698	1	92	investment	investment	NOUN
ajase-5698	1	93	and	and	CCONJ
ajase-5698	1	94	capital	capital	NOUN
ajase-5698	1	95	location	location	NOUN
ajase-5698	1	96	is	be	AUX
ajase-5698	1	97	a	a	DET
ajase-5698	1	98	central	central	ADJ
ajase-5698	1	99	mechanism	mechanism	NOUN
ajase-5698	1	100	of	of	ADP
ajase-5698	1	101	performance	performance	NOUN
ajase-5698	1	102	in	in	ADP
ajase-5698	1	103	the	the	DET
ajase-5698	1	104	economic	economic	ADJ
ajase-5698	1	105	system	system	NOUN
ajase-5698	1	106	,	,	PUNCT
ajase-5698	1	107	but	but	CCONJ
ajase-5698	1	108	conventional	conventional	ADJ
ajase-5698	1	109	approaches	approach	NOUN
ajase-5698	1	110	tend	tend	VERB
ajase-5698	1	111	to	to	PART
ajase-5698	1	112	fall	fall	VERB
ajase-5698	1	113	short	short	ADV
ajase-5698	1	114	in	in	ADP
ajase-5698	1	115	terms	term	NOUN
ajase-5698	1	116	of	of	ADP
ajase-5698	1	117	managing	manage	VERB
ajase-5698	1	118	resources	resource	NOUN
ajase-5698	1	119	,	,	PUNCT
ajase-5698	1	120	resulting	result	VERB
ajase-5698	1	121	in	in	ADP
ajase-5698	1	122	less	less	ADJ
ajase-5698	1	123	than	than	ADP
ajase-5698	1	124	optimal	optimal	ADJ
ajase-5698	1	125	conditions	condition	NOUN
ajase-5698	1	126	.	.	PUNCT
ajase-5698	2	1	in	in	ADP
ajase-5698	2	2	the	the	DET
ajase-5698	2	3	interest	interest	NOUN
ajase-5698	2	4	of	of	ADP
ajase-5698	2	5	ever	ever	ADV
ajase-5698	2	6	increasing	increase	VERB
ajase-5698	2	7	availability	availability	NOUN
ajase-5698	2	8	of	of	ADP
ajase-5698	2	9	big	big	ADJ
ajase-5698	2	10	data	datum	NOUN
ajase-5698	2	11	,	,	PUNCT
ajase-5698	2	12	advanced	advanced	ADJ
ajase-5698	2	13	data	datum	NOUN
ajase-5698	2	14	analytics	analytic	NOUN
ajase-5698	2	15	tools	tool	NOUN
ajase-5698	2	16	integration	integration	NOUN
ajase-5698	2	17	into	into	ADP
ajase-5698	2	18	capital	capital	NOUN
ajase-5698	2	19	allocation	allocation	NOUN
ajase-5698	2	20	processes	process	NOUN
ajase-5698	2	21	is	be	AUX
ajase-5698	2	22	underdeveloped	underdeveloped	ADJ
ajase-5698	2	23	.	.	PUNCT
ajase-5698	3	1	this	this	DET
ajase-5698	3	2	research	research	NOUN
ajase-5698	3	3	project	project	NOUN
ajase-5698	3	4	fills	fill	VERB
ajase-5698	3	5	the	the	DET
ajase-5698	3	6	gap	gap	NOUN
ajase-5698	3	7	since	since	SCONJ
ajase-5698	3	8	it	it	PRON
ajase-5698	3	9	assesses	assess	VERB
ajase-5698	3	10	how	how	SCONJ
ajase-5698	3	11	data	datum	NOUN
ajase-5698	3	12	analytics	analytic	NOUN
ajase-5698	3	13	can	can	AUX
ajase-5698	3	14	be	be	AUX
ajase-5698	3	15	used	use	VERB
ajase-5698	3	16	to	to	PART
ajase-5698	3	17	optimize	optimize	VERB
ajase-5698	3	18	the	the	DET
ajase-5698	3	19	process	process	NOUN
ajase-5698	3	20	of	of	ADP
ajase-5698	3	21	investment	investment	NOUN
ajase-5698	3	22	decision	decision	NOUN
ajase-5698	3	23	-	-	PUNCT
ajase-5698	3	24	making	making	NOUN
ajase-5698	3	25	in	in	ADP
ajase-5698	3	26	the	the	DET
ajase-5698	3	27	u.s	u.s	PROPN
ajase-5698	3	28	.	.	PROPN
ajase-5698	3	29	economy	economy	NOUN
ajase-5698	3	30	.	.	PUNCT
ajase-5698	4	1	to	to	PART
ajase-5698	4	2	determine	determine	VERB
ajase-5698	4	3	the	the	DET
ajase-5698	4	4	effect	effect	NOUN
ajase-5698	4	5	of	of	ADP
ajase-5698	4	6	machine	machine	NOUN
ajase-5698	4	7	learning	learning	NOUN
ajase-5698	4	8	,	,	PUNCT
ajase-5698	4	9	predictive	predictive	ADJ
ajase-5698	4	10	analytics	analytic	NOUN
ajase-5698	4	11	and	and	CCONJ
ajase-5698	4	12	descriptive	descriptive	ADJ
ajase-5698	4	13	analytics	analytic	NOUN
ajase-5698	4	14	tools	tool	NOUN
ajase-5698	4	15	on	on	ADP
ajase-5698	4	16	capital	capital	NOUN
ajase-5698	4	17	allocation	allocation	NOUN
ajase-5698	4	18	performance	performance	NOUN
ajase-5698	4	19	,	,	PUNCT
ajase-5698	4	20	return	return	VERB
ajase-5698	4	21	on	on	ADP
ajase-5698	4	22	investment	investment	NOUN
ajase-5698	4	23	(	(	PUNCT
ajase-5698	4	24	roi	roi	NOUN
ajase-5698	4	25	)	)	PUNCT
ajase-5698	4	26	,	,	PUNCT
ajase-5698	4	27	market	market	NOUN
ajase-5698	4	28	share	share	NOUN
ajase-5698	4	29	change	change	NOUN
ajase-5698	4	30	,	,	PUNCT
ajase-5698	4	31	and	and	CCONJ
ajase-5698	4	32	financial	financial	ADJ
ajase-5698	4	33	growth	growth	NOUN
ajase-5698	4	34	were	be	AUX
ajase-5698	4	35	the	the	DET
ajase-5698	4	36	primary	primary	ADJ
ajase-5698	4	37	objectives	objective	NOUN
ajase-5698	4	38	.	.	PUNCT
ajase-5698	5	1	there	there	PRON
ajase-5698	5	2	were	be	VERB
ajase-5698	5	3	300	300	NUM
ajase-5698	5	4	sampled	sample	VERB
ajase-5698	5	5	organizations	organization	NOUN
ajase-5698	5	6	(	(	PUNCT
ajase-5698	5	7	both	both	CCONJ
ajase-5698	5	8	in	in	ADP
ajase-5698	5	9	the	the	DET
ajase-5698	5	10	public	public	NOUN
ajase-5698	5	11	and	and	CCONJ
ajase-5698	5	12	the	the	DET
ajase-5698	5	13	private	private	ADJ
ajase-5698	5	14	sectors	sector	NOUN
ajase-5698	5	15	)	)	PUNCT
ajase-5698	5	16	and	and	CCONJ
ajase-5698	5	17	the	the	DET
ajase-5698	5	18	data	datum	NOUN
ajase-5698	5	19	were	be	AUX
ajase-5698	5	20	gathered	gather	VERB
ajase-5698	5	21	by	by	ADP
ajase-5698	5	22	way	way	NOUN
ajase-5698	5	23	of	of	ADP
ajase-5698	5	24	surveys	survey	NOUN
ajase-5698	5	25	,	,	PUNCT
ajase-5698	5	26	along	along	ADP
ajase-5698	5	27	with	with	ADP
ajase-5698	5	28	secondary	secondary	ADJ
ajase-5698	5	29	financial	financial	ADJ
ajase-5698	5	30	reports	report	NOUN
ajase-5698	5	31	.	.	PUNCT
ajase-5698	6	1	the	the	DET
ajase-5698	6	2	data	data	NOUN
ajase-5698	6	3	analytics	analytic	NOUN
ajase-5698	6	4	use	use	VERB
ajase-5698	6	5	and	and	CCONJ
ajase-5698	6	6	the	the	DET
ajase-5698	6	7	effectiveness	effectiveness	NOUN
ajase-5698	6	8	of	of	ADP
ajase-5698	6	9	capital	capital	NOUN
ajase-5698	6	10	allocation	allocation	NOUN
ajase-5698	6	11	were	be	AUX
ajase-5698	6	12	analyzed	analyze	VERB
ajase-5698	6	13	through	through	ADP
ajase-5698	6	14	pearson	pearson	PROPN
ajase-5698	6	15	correlation	correlation	PROPN
ajase-5698	6	16	,	,	PUNCT
ajase-5698	6	17	anova	anova	PROPN
ajase-5698	6	18	,	,	PUNCT
ajase-5698	6	19	multiple	multiple	ADJ
ajase-5698	6	20	regressions	regression	NOUN
ajase-5698	6	21	,	,	PUNCT
ajase-5698	6	22	and	and	CCONJ
ajase-5698	6	23	t	t	NOUN
ajase-5698	6	24	-	-	PUNCT
ajase-5698	6	25	tests	test	NOUN
ajase-5698	6	26	,	,	PUNCT
ajase-5698	6	27	as	as	ADP
ajase-5698	6	28	statistical	statistical	ADJ
ajase-5698	6	29	methods	method	NOUN
ajase-5698	6	30	.	.	PUNCT
ajase-5698	7	1	they	they	PRON
ajase-5698	7	2	showed	show	VERB
ajase-5698	7	3	that	that	SCONJ
ajase-5698	7	4	application	application	NOUN
ajase-5698	7	5	of	of	ADP
ajase-5698	7	6	machine	machine	NOUN
ajase-5698	7	7	learning	learning	NOUN
ajase-5698	7	8	and	and	CCONJ
ajase-5698	7	9	predictive	predictive	ADJ
ajase-5698	7	10	analytics	analytic	NOUN
ajase-5698	7	11	was	be	AUX
ajase-5698	7	12	highly	highly	ADV
ajase-5698	7	13	linked	link	VERB
ajase-5698	7	14	with	with	ADP
ajase-5698	7	15	the	the	DET
ajase-5698	7	16	increment	increment	NOUN
ajase-5698	7	17	in	in	ADP
ajase-5698	7	18	roi	roi	NOUN
ajase-5698	7	19	(	(	PUNCT
ajase-5698	7	20	mean	mean	NOUN
ajase-5698	7	21	=	=	SYM
ajase-5698	7	22	19.2	19.2	NUM
ajase-5698	7	23	%	%	NOUN
ajase-5698	7	24	,	,	PUNCT
ajase-5698	7	25	p	p	X
ajase-5698	7	26	<	<	X
ajase-5698	7	27	0.01	0.01	NUM
ajase-5698	7	28	)	)	PUNCT
ajase-5698	7	29	,	,	PUNCT
ajase-5698	7	30	the	the	DET
ajase-5698	7	31	contribution	contribution	NOUN
ajase-5698	7	32	to	to	ADP
ajase-5698	7	33	the	the	DET
ajase-5698	7	34	growth	growth	NOUN
ajase-5698	7	35	of	of	ADP
ajase-5698	7	36	market	market	NOUN
ajase-5698	7	37	share	share	NOUN
ajase-5698	7	38	(	(	PUNCT
ajase-5698	7	39	mean	mean	NOUN
ajase-5698	7	40	=	=	SYM
ajase-5698	7	41	4.8	4.8	NUM
ajase-5698	7	42	%	%	NOUN
ajase-5698	7	43	,	,	PUNCT
ajase-5698	7	44	p	p	X
ajase-5698	7	45	<	<	X
ajase-5698	7	46	0.01	0.01	NUM
ajase-5698	7	47	)	)	PUNCT
ajase-5698	7	48	,	,	PUNCT
ajase-5698	7	49	and	and	CCONJ
ajase-5698	7	50	financial	financial	ADJ
ajase-5698	7	51	growth	growth	NOUN
ajase-5698	7	52	(	(	PUNCT
ajase-5698	7	53	mean	mean	NOUN
ajase-5698	7	54	=	=	SYM
ajase-5698	7	55	12.6	12.6	NUM
ajase-5698	7	56	%	%	NOUN
ajase-5698	7	57	,	,	PUNCT
ajase-5698	7	58	p	p	X
ajase-5698	7	59	<	<	X
ajase-5698	7	60	0.01	0.01	NUM
ajase-5698	7	61	)	)	PUNCT
ajase-5698	7	62	.	.	PUNCT
ajase-5698	8	1	moreover	moreover	ADV
ajase-5698	8	2	,	,	PUNCT
ajase-5698	8	3	the	the	DET
ajase-5698	8	4	organizations	organization	NOUN
ajase-5698	8	5	applying	apply	VERB
ajase-5698	8	6	these	these	DET
ajase-5698	8	7	tools	tool	NOUN
ajase-5698	8	8	demonstrated	demonstrate	VERB
ajase-5698	8	9	better	well	ADJ
ajase-5698	8	10	performance	performance	NOUN
ajase-5698	8	11	in	in	ADP
ajase-5698	8	12	comparison	comparison	NOUN
ajase-5698	8	13	with	with	ADP
ajase-5698	8	14	the	the	DET
ajase-5698	8	15	ones	one	NOUN
ajase-5698	8	16	that	that	PRON
ajase-5698	8	17	did	do	AUX
ajase-5698	8	18	not	not	PART
ajase-5698	8	19	incorporate	incorporate	VERB
ajase-5698	8	20	data	datum	NOUN
ajase-5698	8	21	analytics	analytic	NOUN
ajase-5698	8	22	,	,	PUNCT
ajase-5698	8	23	even	even	ADV
ajase-5698	8	24	emphasizing	emphasize	VERB
ajase-5698	8	25	the	the	DET
ajase-5698	8	26	impressive	impressive	ADJ
ajase-5698	8	27	role	role	NOUN
ajase-5698	8	28	of	of	ADP
ajase-5698	8	29	advanced	advanced	ADJ
ajase-5698	8	30	analytics	analytic	NOUN
ajase-5698	8	31	in	in	ADP
ajase-5698	8	32	achieving	achieve	VERB
ajase-5698	8	33	better	well	ADJ
ajase-5698	8	34	financial	financial	ADJ
ajase-5698	8	35	performance	performance	NOUN
ajase-5698	8	36	.	.	PUNCT
ajase-5698	9	1	these	these	DET
ajase-5698	9	2	results	result	NOUN
ajase-5698	9	3	indicate	indicate	VERB
ajase-5698	9	4	that	that	SCONJ
ajase-5698	9	5	a	a	DET
ajase-5698	9	6	data	data	NOUN
ajase-5698	9	7	-	-	PUNCT
ajase-5698	9	8	driven	drive	VERB
ajase-5698	9	9	solution	solution	NOUN
ajase-5698	9	10	of	of	ADP
ajase-5698	9	11	multiple	multiple	ADJ
ajase-5698	9	12	parties	party	NOUN
ajase-5698	9	13	can	can	AUX
ajase-5698	9	14	complement	complement	VERB
ajase-5698	9	15	capital	capital	NOUN
ajase-5698	9	16	allocation	allocation	NOUN
ajase-5698	9	17	and	and	CCONJ
ajase-5698	9	18	provide	provide	VERB
ajase-5698	9	19	high	high	ADJ
ajase-5698	9	20	value	value	NOUN
ajase-5698	9	21	on	on	ADP
ajase-5698	9	22	economic	economic	ADJ
ajase-5698	9	23	decisions	decision	NOUN
ajase-5698	9	24	.	.	PUNCT
ajase-5698	10	1	the	the	DET
ajase-5698	10	2	study	study	NOUN
ajase-5698	10	3	adds	add	VERB
ajase-5698	10	4	to	to	ADP
ajase-5698	10	5	an	an	DET
ajase-5698	10	6	emerging	emerge	VERB
ajase-5698	10	7	knowledge	knowledge	NOUN
ajase-5698	10	8	on	on	ADP
ajase-5698	10	9	data	datum	NOUN
ajase-5698	10	10	analytics	analytic	NOUN
ajase-5698	10	11	applied	apply	VERB
ajase-5698	10	12	to	to	ADP
ajase-5698	10	13	economic	economic	ADJ
ajase-5698	10	14	decisions	decision	NOUN
ajase-5698	10	15	and	and	CCONJ
ajase-5698	10	16	aids	aid	NOUN
ajase-5698	10	17	policymakers	policymaker	NOUN
ajase-5698	10	18	and	and	CCONJ
ajase-5698	10	19	businesses	business	NOUN
ajase-5698	10	20	interested	interested	ADJ
ajase-5698	10	21	in	in	ADP
ajase-5698	10	22	enhancing	enhance	VERB
ajase-5698	10	23	a	a	DET
ajase-5698	10	24	company	company	NOUN
ajase-5698	10	25	investment	investment	NOUN
ajase-5698	10	26	strategy	strategy	NOUN
ajase-5698	10	27	.	.	PUNCT
ajase-5698	11	1	keywords	keyword	VERB
ajase-5698	11	2	capital	capital	NOUN
ajase-5698	11	3	allocation	allocation	NOUN
ajase-5698	11	4	,	,	PUNCT
ajase-5698	11	5	data	datum	NOUN
ajase-5698	11	6	analytics	analytic	NOUN
ajase-5698	11	7	,	,	PUNCT
ajase-5698	11	8	economic	economic	ADJ
ajase-5698	11	9	growth	growth	NOUN
ajase-5698	11	10	,	,	PUNCT
ajase-5698	11	11	investment	investment	NOUN
ajase-5698	11	12	decisions	decision	NOUN
ajase-5698	11	13	,	,	PUNCT
ajase-5698	11	14	machine	machine	NOUN
ajase-5698	11	15	learning	learn	VERB
ajase-5698	11	16	1	1	NUM
ajase-5698	11	17	college	college	NOUN
ajase-5698	11	18	of	of	ADP
ajase-5698	11	19	graduate	graduate	NOUN
ajase-5698	11	20	and	and	CCONJ
ajase-5698	11	21	professional	professional	ADJ
ajase-5698	11	22	studies	study	NOUN
ajase-5698	11	23	,	,	PUNCT
ajase-5698	11	24	trine	trine	PROPN
ajase-5698	11	25	university	university	PROPN
ajase-5698	11	26	,	,	PUNCT
ajase-5698	11	27	usa	usa	PROPN
ajase-5698	11	28	2	2	NUM
ajase-5698	11	29	dahlkemper	dahlkemper	NOUN
ajase-5698	11	30	school	school	NOUN
ajase-5698	11	31	of	of	ADP
ajase-5698	11	32	business	business	NOUN
ajase-5698	11	33	,	,	PUNCT
ajase-5698	11	34	gannon	gannon	PROPN
ajase-5698	11	35	university	university	PROPN
ajase-5698	11	36	,	,	PUNCT
ajase-5698	11	37	usa	usa	PROPN
ajase-5698	11	38	3	3	NUM
ajase-5698	11	39	information	information	NOUN
ajase-5698	11	40	technology	technology	NOUN
ajase-5698	11	41	and	and	CCONJ
ajase-5698	11	42	project	project	NOUN
ajase-5698	11	43	planning	planning	NOUN
ajase-5698	11	44	management	management	NOUN
ajase-5698	11	45	,	,	PUNCT
ajase-5698	11	46	st	st	PROPN
ajase-5698	11	47	.	.	PROPN
ajase-5698	11	48	francis	francis	PROPN
ajase-5698	11	49	college	college	PROPN
ajase-5698	11	50	,	,	PUNCT
ajase-5698	11	51	usa	usa	PROPN
ajase-5698	11	52	4	4	NUM
ajase-5698	11	53	department	department	NOUN
ajase-5698	11	54	of	of	ADP
ajase-5698	11	55	management	management	NOUN
ajase-5698	11	56	,	,	PUNCT
ajase-5698	11	57	st	st	PROPN
ajase-5698	11	58	.	.	PROPN
ajase-5698	11	59	francis	francis	PROPN
ajase-5698	11	60	college	college	PROPN
ajase-5698	11	61	,	,	PUNCT
ajase-5698	11	62	usa	usa	PROPN
ajase-5698	11	63	*	*	PUNCT
ajase-5698	11	64	corresponding	correspond	VERB
ajase-5698	11	65	author	author	NOUN
ajase-5698	11	66	’s	’s	PART
ajase-5698	11	67	e	e	NOUN
ajase-5698	11	68	-	-	NOUN
ajase-5698	11	69	mail	mail	NOUN
ajase-5698	11	70	:	:	PUNCT
ajase-5698	11	71	ismothmona7171@gmail.com	ismothmona7171@gmail.com	X
ajase-5698	11	72	introduction	introduction	NOUN
ajase-5698	11	73	the	the	DET
ajase-5698	11	74	distribution	distribution	NOUN
ajase-5698	11	75	of	of	ADP
ajase-5698	11	76	capital	capital	NOUN
ajase-5698	11	77	and	and	CCONJ
ajase-5698	11	78	investment	investment	NOUN
ajase-5698	11	79	decisions	decision	NOUN
ajase-5698	11	80	is	be	AUX
ajase-5698	11	81	a	a	DET
ajase-5698	11	82	very	very	ADV
ajase-5698	11	83	crucial	crucial	ADJ
ajase-5698	11	84	process	process	NOUN
ajase-5698	11	85	that	that	PRON
ajase-5698	11	86	directly	directly	ADV
ajase-5698	11	87	affects	affect	VERB
ajase-5698	11	88	the	the	DET
ajase-5698	11	89	economic	economic	ADJ
ajase-5698	11	90	image	image	NOUN
ajase-5698	11	91	of	of	ADP
ajase-5698	11	92	any	any	DET
ajase-5698	11	93	country	country	NOUN
ajase-5698	11	94	.	.	PUNCT
ajase-5698	12	1	they	they	PRON
ajase-5698	12	2	concern	concern	VERB
ajase-5698	12	3	allocation	allocation	NOUN
ajase-5698	12	4	of	of	ADP
ajase-5698	12	5	the	the	DET
ajase-5698	12	6	financial	financial	ADJ
ajase-5698	12	7	resources	resource	NOUN
ajase-5698	12	8	to	to	ADP
ajase-5698	12	9	the	the	DET
ajase-5698	12	10	different	different	ADJ
ajase-5698	12	11	projects	project	NOUN
ajase-5698	12	12	and	and	CCONJ
ajase-5698	12	13	issues	issue	NOUN
ajase-5698	12	14	and	and	CCONJ
ajase-5698	12	15	dictate	dictate	VERB
ajase-5698	12	16	the	the	DET
ajase-5698	12	17	perspectives	perspective	NOUN
ajase-5698	12	18	and	and	CCONJ
ajase-5698	12	19	evolution	evolution	NOUN
ajase-5698	12	20	of	of	ADP
ajase-5698	12	21	the	the	DET
ajase-5698	12	22	economies	economy	NOUN
ajase-5698	12	23	and	and	CCONJ
ajase-5698	12	24	their	their	PRON
ajase-5698	12	25	competitiveness	competitiveness	NOUN
ajase-5698	12	26	and	and	CCONJ
ajase-5698	12	27	sustainability	sustainability	NOUN
ajase-5698	12	28	(	(	PUNCT
ajase-5698	12	29	sarkutė	sarkutė	NOUN
ajase-5698	12	30	et	et	PROPN
ajase-5698	12	31	al	al	PROPN
ajase-5698	12	32	.	.	PROPN
ajase-5698	12	33	,	,	PUNCT
ajase-5698	12	34	2024	2024	NUM
ajase-5698	12	35	)	)	PUNCT
ajase-5698	12	36	.	.	PUNCT
ajase-5698	13	1	such	such	ADJ
ajase-5698	13	2	decisions	decision	NOUN
ajase-5698	13	3	are	be	AUX
ajase-5698	13	4	when	when	SCONJ
ajase-5698	13	5	it	it	PRON
ajase-5698	13	6	comes	come	VERB
ajase-5698	13	7	to	to	ADP
ajase-5698	13	8	cost	cost	NOUN
ajase-5698	13	9	-	-	PUNCT
ajase-5698	13	10	efficiency	efficiency	NOUN
ajase-5698	13	11	within	within	ADP
ajase-5698	13	12	such	such	ADJ
ajase-5698	13	13	fields	field	NOUN
ajase-5698	13	14	as	as	ADP
ajase-5698	13	15	hospital	hospital	NOUN
ajase-5698	13	16	care	care	NOUN
ajase-5698	13	17	,	,	PUNCT
ajase-5698	13	18	manufacturing	manufacturing	NOUN
ajase-5698	13	19	,	,	PUNCT
ajase-5698	13	20	and	and	CCONJ
ajase-5698	13	21	services	service	NOUN
ajase-5698	13	22	-	-	PUNCT
ajase-5698	13	23	and	and	CCONJ
ajase-5698	13	24	setting	set	VERB
ajase-5698	13	25	them	they	PRON
ajase-5698	13	26	right	right	ADV
ajase-5698	13	27	in	in	ADP
ajase-5698	13	28	the	the	DET
ajase-5698	13	29	country	country	NOUN
ajase-5698	13	30	that	that	PRON
ajase-5698	13	31	plays	play	VERB
ajase-5698	13	32	one	one	NUM
ajase-5698	13	33	of	of	ADP
ajase-5698	13	34	the	the	DET
ajase-5698	13	35	leading	lead	VERB
ajase-5698	13	36	roles	role	NOUN
ajase-5698	13	37	in	in	ADP
ajase-5698	13	38	the	the	DET
ajase-5698	13	39	global	global	ADJ
ajase-5698	13	40	economy	economy	NOUN
ajase-5698	13	41	such	such	ADJ
ajase-5698	13	42	as	as	ADP
ajase-5698	13	43	the	the	DET
ajase-5698	13	44	united	united	PROPN
ajase-5698	13	45	states	states	PROPN
ajase-5698	13	46	has	have	AUX
ajase-5698	13	47	been	be	AUX
ajase-5698	13	48	a	a	DET
ajase-5698	13	49	matter	matter	NOUN
ajase-5698	13	50	of	of	ADP
ajase-5698	13	51	fact	fact	NOUN
ajase-5698	13	52	never	never	ADV
ajase-5698	13	53	as	as	ADP
ajase-5698	13	54	time	time	NOUN
ajase-5698	13	55	-	-	PUNCT
ajase-5698	13	56	sensitive	sensitive	ADJ
ajase-5698	13	57	(	(	PUNCT
ajase-5698	13	58	tallat	tallat	NOUN
ajase-5698	13	59	et	et	NOUN
ajase-5698	13	60	al	al	PROPN
ajase-5698	13	61	.	.	PROPN
ajase-5698	13	62	,	,	PUNCT
ajase-5698	13	63	2023	2023	NUM
ajase-5698	13	64	;	;	PUNCT
ajase-5698	13	65	mekonnen	mekonnen	NOUN
ajase-5698	13	66	,	,	PUNCT
ajase-5698	13	67	2024	2024	NUM
ajase-5698	13	68	)	)	PUNCT
ajase-5698	13	69	.	.	PUNCT
ajase-5698	14	1	the	the	DET
ajase-5698	14	2	macroeconomic	macroeconomic	ADJ
ajase-5698	14	3	size	size	NOUN
ajase-5698	14	4	and	and	CCONJ
ajase-5698	14	5	structure	structure	NOUN
ajase-5698	14	6	of	of	ADP
ajase-5698	14	7	u.s	u.s	PROPN
ajase-5698	14	8	.	.	PROPN
ajase-5698	14	9	economy	economy	NOUN
ajase-5698	14	10	require	require	VERB
ajase-5698	14	11	operationalization	operationalization	NOUN
ajase-5698	14	12	of	of	ADP
ajase-5698	14	13	tools	tool	NOUN
ajase-5698	14	14	and	and	CCONJ
ajase-5698	14	15	methodologies	methodology	NOUN
ajase-5698	14	16	advanced	advance	VERB
ajase-5698	14	17	in	in	ADP
ajase-5698	14	18	order	order	NOUN
ajase-5698	14	19	to	to	PART
ajase-5698	14	20	realize	realize	VERB
ajase-5698	14	21	efficient	efficient	ADJ
ajase-5698	14	22	allocation	allocation	NOUN
ajase-5698	14	23	of	of	ADP
ajase-5698	14	24	capital	capital	NOUN
ajase-5698	14	25	(	(	PUNCT
ajase-5698	14	26	goodwin	goodwin	PROPN
ajase-5698	14	27	et	et	PROPN
ajase-5698	14	28	al	al	PROPN
ajase-5698	14	29	.	.	PROPN
ajase-5698	14	30	,	,	PUNCT
ajase-5698	14	31	2022	2022	NUM
ajase-5698	14	32	)	)	PUNCT
ajase-5698	14	33	.	.	PUNCT
ajase-5698	15	1	this	this	PRON
ajase-5698	15	2	is	be	AUX
ajase-5698	15	3	especially	especially	ADV
ajase-5698	15	4	so	so	ADV
ajase-5698	15	5	in	in	ADP
ajase-5698	15	6	this	this	DET
ajase-5698	15	7	era	era	NOUN
ajase-5698	15	8	of	of	ADP
ajase-5698	15	9	big	big	ADJ
ajase-5698	15	10	data	datum	NOUN
ajase-5698	15	11	when	when	SCONJ
ajase-5698	15	12	it	it	PRON
ajase-5698	15	13	is	be	AUX
ajase-5698	15	14	possible	possible	ADJ
ajase-5698	15	15	to	to	PART
ajase-5698	15	16	find	find	VERB
ajase-5698	15	17	huge	huge	ADJ
ajase-5698	15	18	amounts	amount	NOUN
ajase-5698	15	19	of	of	ADP
ajase-5698	15	20	economic	economic	ADJ
ajase-5698	15	21	,	,	PUNCT
ajase-5698	15	22	financial	financial	ADJ
ajase-5698	15	23	and	and	CCONJ
ajase-5698	15	24	demographic	demographic	ADJ
ajase-5698	15	25	data	datum	NOUN
ajase-5698	15	26	to	to	PART
ajase-5698	15	27	help	help	VERB
ajase-5698	15	28	in	in	ADP
ajase-5698	15	29	making	make	VERB
ajase-5698	15	30	decisions	decision	NOUN
ajase-5698	15	31	.	.	PUNCT
ajase-5698	16	1	nevertheless	nevertheless	ADV
ajase-5698	16	2	,	,	PUNCT
ajase-5698	16	3	in	in	ADP
ajase-5698	16	4	spite	spite	NOUN
ajase-5698	16	5	of	of	ADP
ajase-5698	16	6	this	this	DET
ajase-5698	16	7	type	type	NOUN
ajase-5698	16	8	of	of	ADP
ajase-5698	16	9	data	datum	NOUN
ajase-5698	16	10	,	,	PUNCT
ajase-5698	16	11	there	there	PRON
ajase-5698	16	12	are	be	VERB
ajase-5698	16	13	still	still	ADV
ajase-5698	16	14	a	a	DET
ajase-5698	16	15	lot	lot	NOUN
ajase-5698	16	16	of	of	ADP
ajase-5698	16	17	industries	industry	NOUN
ajase-5698	16	18	with	with	ADP
ajase-5698	16	19	outdated	outdated	ADJ
ajase-5698	16	20	capital	capital	NOUN
ajase-5698	16	21	allocation	allocation	NOUN
ajase-5698	16	22	practices	practice	NOUN
ajase-5698	16	23	that	that	PRON
ajase-5698	16	24	may	may	AUX
ajase-5698	16	25	prove	prove	VERB
ajase-5698	16	26	to	to	PART
ajase-5698	16	27	be	be	AUX
ajase-5698	16	28	less	less	ADJ
ajase-5698	16	29	than	than	ADP
ajase-5698	16	30	optimal	optimal	ADJ
ajase-5698	16	31	(	(	PUNCT
ajase-5698	16	32	ren	ren	PROPN
ajase-5698	16	33	,	,	PUNCT
ajase-5698	16	34	2022	2022	NUM
ajase-5698	16	35	)	)	PUNCT
ajase-5698	16	36	.	.	PUNCT
ajase-5698	17	1	this	this	DET
ajase-5698	17	2	paper	paper	NOUN
ajase-5698	17	3	which	which	PRON
ajase-5698	17	4	sets	set	VERB
ajase-5698	17	5	out	out	ADP
ajase-5698	17	6	to	to	PART
ajase-5698	17	7	bridge	bridge	VERB
ajase-5698	17	8	that	that	DET
ajase-5698	17	9	gap	gap	NOUN
ajase-5698	17	10	has	have	AUX
ajase-5698	17	11	set	set	VERB
ajase-5698	17	12	itself	itself	PRON
ajase-5698	17	13	to	to	PART
ajase-5698	17	14	research	research	VERB
ajase-5698	17	15	on	on	ADP
ajase-5698	17	16	the	the	DET
ajase-5698	17	17	process	process	NOUN
ajase-5698	17	18	of	of	ADP
ajase-5698	17	19	data	datum	NOUN
ajase-5698	17	20	analytics	analytic	NOUN
ajase-5698	17	21	in	in	ADP
ajase-5698	17	22	the	the	DET
ajase-5698	17	23	capital	capital	NOUN
ajase-5698	17	24	allocation	allocation	NOUN
ajase-5698	17	25	process	process	NOUN
ajase-5698	17	26	within	within	ADP
ajase-5698	17	27	the	the	DET
ajase-5698	17	28	economy	economy	NOUN
ajase-5698	17	29	of	of	ADP
ajase-5698	17	30	the	the	DET
ajase-5698	17	31	united	united	PROPN
ajase-5698	17	32	states	states	PROPN
ajase-5698	17	33	,	,	PUNCT
ajase-5698	17	34	providing	provide	VERB
ajase-5698	17	35	a	a	DET
ajase-5698	17	36	contemporary	contemporary	ADJ
ajase-5698	17	37	way	way	NOUN
ajase-5698	17	38	of	of	ADP
ajase-5698	17	39	making	make	VERB
ajase-5698	17	40	investment	investment	NOUN
ajase-5698	17	41	decisions	decision	NOUN
ajase-5698	17	42	,	,	PUNCT
ajase-5698	17	43	which	which	PRON
ajase-5698	17	44	may	may	AUX
ajase-5698	17	45	result	result	VERB
ajase-5698	17	46	in	in	ADP
ajase-5698	17	47	a	a	DET
ajase-5698	17	48	better	well	ADJ
ajase-5698	17	49	economic	economic	ADJ
ajase-5698	17	50	outcome	outcome	NOUN
ajase-5698	17	51	in	in	ADP
ajase-5698	17	52	terms	term	NOUN
ajase-5698	17	53	of	of	ADP
ajase-5698	17	54	improved	improved	ADJ
ajase-5698	17	55	performance	performance	NOUN
ajase-5698	17	56	(	(	PUNCT
ajase-5698	17	57	challoumis	challoumis	PROPN
ajase-5698	17	58	,	,	PUNCT
ajase-5698	17	59	2024	2024	NUM
ajase-5698	17	60	)	)	PUNCT
ajase-5698	17	61	.	.	PUNCT
ajase-5698	18	1	through	through	ADP
ajase-5698	18	2	advanced	advanced	ADJ
ajase-5698	18	3	data	data	NOUN
ajase-5698	18	4	-	-	PUNCT
ajase-5698	18	5	driven	drive	VERB
ajase-5698	18	6	outlooks	outlook	NOUN
ajase-5698	18	7	like	like	ADP
ajase-5698	18	8	machine	machine	NOUN
ajase-5698	18	9	learning	learning	NOUN
ajase-5698	18	10	,	,	PUNCT
ajase-5698	18	11	predictive	predictive	ADJ
ajase-5698	18	12	analytics	analytic	NOUN
ajase-5698	18	13	,	,	PUNCT
ajase-5698	18	14	and	and	CCONJ
ajase-5698	18	15	big	big	ADJ
ajase-5698	18	16	data	datum	NOUN
ajase-5698	18	17	systems	system	NOUN
ajase-5698	18	18	the	the	DET
ajase-5698	18	19	research	research	NOUN
ajase-5698	18	20	endeavour	endeavour	VERB
ajase-5698	18	21	to	to	PART
ajase-5698	18	22	investigate	investigate	VERB
ajase-5698	18	23	the	the	DET
ajase-5698	18	24	future	future	NOUN
ajase-5698	18	25	of	of	ADP
ajase-5698	18	26	such	such	ADJ
ajase-5698	18	27	practices	practice	NOUN
ajase-5698	18	28	and	and	CCONJ
ajase-5698	18	29	how	how	SCONJ
ajase-5698	18	30	they	they	PRON
ajase-5698	18	31	can	can	AUX
ajase-5698	18	32	support	support	VERB
ajase-5698	18	33	the	the	DET
ajase-5698	18	34	process	process	NOUN
ajase-5698	18	35	of	of	ADP
ajase-5698	18	36	allocating	allocate	VERB
ajase-5698	18	37	capital	capital	NOUN
ajase-5698	18	38	both	both	CCONJ
ajase-5698	18	39	in	in	ADP
ajase-5698	18	40	the	the	DET
ajase-5698	18	41	government	government	NOUN
ajase-5698	18	42	and	and	CCONJ
ajase-5698	18	43	corporate	corporate	ADJ
ajase-5698	18	44	sectors	sector	NOUN
ajase-5698	18	45	of	of	ADP
ajase-5698	18	46	the	the	DET
ajase-5698	18	47	american	american	ADJ
ajase-5698	18	48	economy	economy	NOUN
ajase-5698	18	49	(	(	PUNCT
ajase-5698	18	50	junaedi	junaedi	PROPN
ajase-5698	18	51	,	,	PUNCT
ajase-5698	18	52	2024	2024	NUM
ajase-5698	18	53	)	)	PUNCT
ajase-5698	18	54	.	.	PUNCT
ajase-5698	19	1	background	background	NOUN
ajase-5698	19	2	the	the	DET
ajase-5698	19	3	complexities	complexity	NOUN
ajase-5698	19	4	of	of	ADP
ajase-5698	19	5	global	global	ADJ
ajase-5698	19	6	economy	economy	NOUN
ajase-5698	19	7	which	which	PRON
ajase-5698	19	8	are	be	AUX
ajase-5698	19	9	becoming	becoming	AUX
ajase-5698	19	10	increasingly	increasingly	ADV
ajase-5698	19	11	demanding	demand	VERB
ajase-5698	19	12	especially	especially	ADV
ajase-5698	19	13	in	in	ADP
ajase-5698	19	14	the	the	DET
ajase-5698	19	15	advance	advance	NOUN
ajase-5698	19	16	economies	economy	NOUN
ajase-5698	19	17	such	such	ADJ
ajase-5698	19	18	as	as	ADP
ajase-5698	19	19	the	the	DET
ajase-5698	19	20	united	united	PROPN
ajase-5698	19	21	states	states	PROPN
ajase-5698	19	22	have	have	AUX
ajase-5698	19	23	necessitated	necessitate	VERB
ajase-5698	19	24	the	the	DET
ajase-5698	19	25	reconsideration	reconsideration	NOUN
ajase-5698	19	26	of	of	ADP
ajase-5698	19	27	classical	classical	ADJ
ajase-5698	19	28	methods	method	NOUN
ajase-5698	19	29	of	of	ADP
ajase-5698	19	30	dealing	deal	VERB
ajase-5698	19	31	with	with	ADP
ajase-5698	19	32	capital	capital	NOUN
ajase-5698	19	33	allocation	allocation	NOUN
ajase-5698	19	34	and	and	CCONJ
ajase-5698	19	35	investment	investment	NOUN
ajase-5698	19	36	decisions	decision	NOUN
ajase-5698	19	37	(	(	PUNCT
ajase-5698	19	38	challoumis	challoumis	PROPN
ajase-5698	19	39	&	&	CCONJ
ajase-5698	19	40	eriotis	eriotis	PROPN
ajase-5698	19	41	,	,	PUNCT
ajase-5698	19	42	2024	2024	NUM
ajase-5698	19	43	)	)	PUNCT
ajase-5698	19	44	and	and	CCONJ
ajase-5698	19	45	subjectivity	subjectivity	NOUN
ajase-5698	19	46	(	(	PUNCT
ajase-5698	19	47	wilenius	wilenius	NOUN
ajase-5698	19	48	,	,	PUNCT
ajase-5698	19	49	2024	2024	NUM
ajase-5698	19	50	;	;	PUNCT
ajase-5698	19	51	challoumis	challoumis	PROPN
ajase-5698	19	52	,	,	PUNCT
ajase-5698	19	53	2024	2024	NUM
ajase-5698	19	54	)	)	PUNCT
ajase-5698	19	55	.	.	PUNCT
ajase-5698	20	1	although	although	SCONJ
ajase-5698	20	2	such	such	ADJ
ajase-5698	20	3	approaches	approach	NOUN
ajase-5698	20	4	were	be	AUX
ajase-5698	20	5	efficient	efficient	ADJ
ajase-5698	20	6	in	in	ADP
ajase-5698	20	7	the	the	DET
ajase-5698	20	8	past	past	NOUN
ajase-5698	20	9	,	,	PUNCT
ajase-5698	20	10	they	they	PRON
ajase-5698	20	11	are	be	AUX
ajase-5698	20	12	disadvantaged	disadvantage	VERB
ajase-5698	20	13	in	in	ADP
ajase-5698	20	14	relation	relation	NOUN
ajase-5698	20	15	to	to	ADP
ajase-5698	20	16	big	big	ADJ
ajase-5698	20	17	data	datum	NOUN
ajase-5698	20	18	processing	processing	NOUN
ajase-5698	20	19	,	,	PUNCT
ajase-5698	20	20	pattern	pattern	NOUN
ajase-5698	20	21	recognition	recognition	NOUN
ajase-5698	20	22	and	and	CCONJ
ajase-5698	20	23	future	future	ADJ
ajase-5698	20	24	economic	economic	ADJ
ajase-5698	20	25	performance	performance	NOUN
ajase-5698	20	26	prediction	prediction	NOUN
ajase-5698	20	27	.	.	PUNCT
ajase-5698	21	1	conversely	conversely	ADV
ajase-5698	21	2	,	,	PUNCT
ajase-5698	21	3	data	datum	NOUN
ajase-5698	21	4	analytics	analytic	NOUN
ajase-5698	21	5	has	have	VERB
ajase-5698	21	6	the	the	DET
ajase-5698	21	7	prospects	prospect	NOUN
ajase-5698	21	8	of	of	ADP
ajase-5698	21	9	overcoming	overcome	VERB
ajase-5698	21	10	such	such	ADJ
ajase-5698	21	11	shortcomings	shortcoming	NOUN
ajase-5698	21	12	combining	combine	VERB
ajase-5698	21	13	the	the	DET
ajase-5698	21	14	ability	ability	NOUN
ajase-5698	21	15	to	to	PART
ajase-5698	21	16	process	process	VERB
ajase-5698	21	17	enormous	enormous	ADJ
ajase-5698	21	18	amounts	amount	NOUN
ajase-5698	21	19	of	of	ADP
ajase-5698	21	20	data	datum	NOUN
ajase-5698	21	21	and	and	CCONJ
ajase-5698	21	22	identifying	identify	VERB
ajase-5698	21	23	the	the	DET
ajase-5698	21	24	patterns	pattern	NOUN
ajase-5698	21	25	hidden	hide	VERB
ajase-5698	21	26	by	by	ADP
ajase-5698	21	27	the	the	DET
ajase-5698	21	28	rest	rest	NOUN
ajase-5698	21	29	(	(	PUNCT
ajase-5698	21	30	ikegwu	ikegwu	ADV
ajase-5698	21	31	et	et	PROPN
ajase-5698	21	32	al	al	PROPN
ajase-5698	21	33	.	.	PROPN
ajase-5698	21	34	,	,	PUNCT
ajase-5698	21	35	2022	2022	NUM
ajase-5698	21	36	)	)	PUNCT
ajase-5698	21	37	.	.	PUNCT
ajase-5698	22	1	also	also	ADV
ajase-5698	22	2	known	know	VERB
ajase-5698	22	3	as	as	ADP
ajase-5698	22	4	data	data	NOUN
ajase-5698	22	5	analytics	analytic	NOUN
ajase-5698	22	6	,	,	PUNCT
ajase-5698	22	7	and	and	CCONJ
ajase-5698	22	8	comprising	comprise	VERB
ajase-5698	22	9	multiple	multiple	ADJ
ajase-5698	22	10	industry	industry	NOUN
ajase-5698	22	11	-	-	PUNCT
ajase-5698	22	12	standard	standard	ADJ
ajase-5698	22	13	methods	method	NOUN
ajase-5698	22	14	like	like	ADP
ajase-5698	22	15	descriptive	descriptive	ADJ
ajase-5698	22	16	,	,	PUNCT
ajase-5698	22	17	predictive	predictive	ADJ
ajase-5698	22	18	,	,	PUNCT
ajase-5698	22	19	pa	pa	PROPN
ajase-5698	22	20	ge	ge	PROPN
ajase-5698	22	21	16	16	NUM
ajase-5698	22	22	8	8	NUM
ajase-5698	22	23	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	22	24	am	am	NOUN
ajase-5698	22	25	.	.	PUNCT
ajase-5698	23	1	j.	j.	PROPN
ajase-5698	23	2	appl	appl	PROPN
ajase-5698	23	3	.	.	PROPN
ajase-5698	24	1	stat	stat	PROPN
ajase-5698	24	2	.	.	PUNCT
ajase-5698	25	1	econ	econ	PROPN
ajase-5698	25	2	.	.	PUNCT
ajase-5698	26	1	3(1	3(1	NUM
ajase-5698	26	2	)	)	PUNCT
ajase-5698	26	3	167	167	NUM
ajase-5698	26	4	-	-	SYM
ajase-5698	26	5	177	177	NUM
ajase-5698	26	6	,	,	PUNCT
ajase-5698	26	7	2024	2024	NUM
ajase-5698	26	8	and	and	CCONJ
ajase-5698	26	9	prescriptive	prescriptive	ADJ
ajase-5698	26	10	analytics	analytic	NOUN
ajase-5698	26	11	,	,	PUNCT
ajase-5698	26	12	data	datum	NOUN
ajase-5698	26	13	analytics	analytic	NOUN
ajase-5698	26	14	has	have	AUX
ajase-5698	26	15	become	become	VERB
ajase-5698	26	16	prominent	prominent	ADJ
ajase-5698	26	17	in	in	ADP
ajase-5698	26	18	many	many	ADJ
ajase-5698	26	19	ways	way	NOUN
ajase-5698	26	20	through	through	ADP
ajase-5698	26	21	many	many	ADJ
ajase-5698	26	22	sectors	sector	NOUN
ajase-5698	26	23	(	(	PUNCT
ajase-5698	26	24	weber	weber	PROPN
ajase-5698	26	25	,	,	PUNCT
ajase-5698	26	26	2023	2023	NUM
ajase-5698	26	27	)	)	PUNCT
ajase-5698	26	28	.	.	PUNCT
ajase-5698	27	1	ranging	range	VERB
ajase-5698	27	2	across	across	ADP
ajase-5698	27	3	financial	financial	ADJ
ajase-5698	27	4	services	service	NOUN
ajase-5698	27	5	to	to	ADP
ajase-5698	27	6	health	health	NOUN
ajase-5698	27	7	,	,	PUNCT
ajase-5698	27	8	industries	industry	NOUN
ajase-5698	27	9	across	across	ADP
ajase-5698	27	10	the	the	DET
ajase-5698	27	11	globe	globe	NOUN
ajase-5698	27	12	have	have	AUX
ajase-5698	27	13	transformed	transform	VERB
ajase-5698	27	14	with	with	ADP
ajase-5698	27	15	the	the	DET
ajase-5698	27	16	capacity	capacity	NOUN
ajase-5698	27	17	to	to	PART
ajase-5698	27	18	utilize	utilize	VERB
ajase-5698	27	19	data	datum	NOUN
ajase-5698	27	20	as	as	ADP
ajase-5698	27	21	a	a	DET
ajase-5698	27	22	means	means	NOUN
ajase-5698	27	23	to	to	PART
ajase-5698	27	24	make	make	VERB
ajase-5698	27	25	decisions	decision	NOUN
ajase-5698	27	26	.	.	PUNCT
ajase-5698	28	1	their	their	PRON
ajase-5698	28	2	potential	potential	NOUN
ajase-5698	28	3	in	in	ADP
ajase-5698	28	4	the	the	DET
ajase-5698	28	5	optimization	optimization	NOUN
ajase-5698	28	6	of	of	ADP
ajase-5698	28	7	capital	capital	NOUN
ajase-5698	28	8	deployment	deployment	NOUN
ajase-5698	28	9	and	and	CCONJ
ajase-5698	28	10	investment	investment	NOUN
ajase-5698	28	11	choices	choice	NOUN
ajase-5698	28	12	are	be	AUX
ajase-5698	28	13	however	however	ADV
ajase-5698	28	14	not	not	PART
ajase-5698	28	15	well	well	ADV
ajase-5698	28	16	explored	explore	VERB
ajase-5698	28	17	especially	especially	ADV
ajase-5698	28	18	in	in	ADP
ajase-5698	28	19	the	the	DET
ajase-5698	28	20	u.s	u.s	PROPN
ajase-5698	28	21	economy	economy	NOUN
ajase-5698	28	22	(	(	PUNCT
ajase-5698	28	23	olanrewaju	olanrewaju	ADJ
ajase-5698	28	24	et	et	PROPN
ajase-5698	28	25	al	al	PROPN
ajase-5698	28	26	.	.	PROPN
ajase-5698	28	27	,	,	PUNCT
ajase-5698	28	28	2024	2024	NUM
ajase-5698	28	29	)	)	PUNCT
ajase-5698	28	30	.	.	PUNCT
ajase-5698	29	1	the	the	DET
ajase-5698	29	2	gap	gap	NOUN
ajase-5698	29	3	is	be	AUX
ajase-5698	29	4	tilled	till	VERB
ajase-5698	29	5	in	in	ADP
ajase-5698	29	6	this	this	DET
ajase-5698	29	7	study	study	NOUN
ajase-5698	29	8	because	because	SCONJ
ajase-5698	29	9	it	it	PRON
ajase-5698	29	10	determines	determine	VERB
ajase-5698	29	11	how	how	SCONJ
ajase-5698	29	12	to	to	PART
ajase-5698	29	13	apply	apply	VERB
ajase-5698	29	14	data	datum	NOUN
ajase-5698	29	15	analytics	analytic	NOUN
ajase-5698	29	16	practically	practically	ADV
ajase-5698	29	17	in	in	ADP
ajase-5698	29	18	capital	capital	NOUN
ajase-5698	29	19	investment	investment	NOUN
ajase-5698	29	20	context	context	NOUN
ajase-5698	29	21	,	,	PUNCT
ajase-5698	29	22	which	which	PRON
ajase-5698	29	23	provides	provide	VERB
ajase-5698	29	24	theoretical	theoretical	ADJ
ajase-5698	29	25	information	information	NOUN
ajase-5698	29	26	as	as	ADV
ajase-5698	29	27	well	well	ADV
ajase-5698	29	28	as	as	ADP
ajase-5698	29	29	evidence	evidence	NOUN
ajase-5698	29	30	on	on	ADP
ajase-5698	29	31	how	how	SCONJ
ajase-5698	29	32	the	the	DET
ajase-5698	29	33	techniques	technique	NOUN
ajase-5698	29	34	can	can	AUX
ajase-5698	29	35	be	be	AUX
ajase-5698	29	36	leveraged	leverage	VERB
ajase-5698	29	37	to	to	PART
ajase-5698	29	38	promote	promote	VERB
ajase-5698	29	39	more	more	ADV
ajase-5698	29	40	efficient	efficient	ADJ
ajase-5698	29	41	and	and	CCONJ
ajase-5698	29	42	effective	effective	ADJ
ajase-5698	29	43	capital	capital	NOUN
ajase-5698	29	44	investment	investment	NOUN
ajase-5698	29	45	in	in	ADP
ajase-5698	29	46	the	the	DET
ajase-5698	29	47	u.s	u.s	PROPN
ajase-5698	29	48	(	(	PUNCT
ajase-5698	29	49	udo	udo	PROPN
ajase-5698	29	50	et	et	PROPN
ajase-5698	29	51	al	al	PROPN
ajase-5698	29	52	.	.	PROPN
ajase-5698	29	53	,	,	PUNCT
ajase-5698	29	54	2024	2024	NUM
ajase-5698	29	55	)	)	PUNCT
ajase-5698	29	56	.	.	PUNCT
ajase-5698	30	1	study	study	NOUN
ajase-5698	30	2	dimension	dimension	NOUN
ajase-5698	30	3	this	this	DET
ajase-5698	30	4	study	study	NOUN
ajase-5698	30	5	is	be	AUX
ajase-5698	30	6	a	a	DET
ajase-5698	30	7	national	national	ADJ
ajase-5698	30	8	and	and	CCONJ
ajase-5698	30	9	international	international	ADJ
ajase-5698	30	10	study	study	NOUN
ajase-5698	30	11	.	.	PUNCT
ajase-5698	31	1	the	the	DET
ajase-5698	31	2	main	main	ADJ
ajase-5698	31	3	target	target	NOUN
ajase-5698	31	4	is	be	AUX
ajase-5698	31	5	the	the	DET
ajase-5698	31	6	u.s	u.s	PROPN
ajase-5698	31	7	.	.	PROPN
ajase-5698	31	8	economy	economy	NOUN
ajase-5698	31	9	,	,	PUNCT
ajase-5698	31	10	it	it	PRON
ajase-5698	31	11	is	be	AUX
ajase-5698	31	12	believed	believe	VERB
ajase-5698	31	13	that	that	SCONJ
ajase-5698	31	14	the	the	DET
ajase-5698	31	15	findings	finding	NOUN
ajase-5698	31	16	and	and	CCONJ
ajase-5698	31	17	approaches	approach	NOUN
ajase-5698	31	18	to	to	PART
ajase-5698	31	19	be	be	AUX
ajase-5698	31	20	suggested	suggest	VERB
ajase-5698	31	21	are	be	AUX
ajase-5698	31	22	to	to	PART
ajase-5698	31	23	be	be	AUX
ajase-5698	31	24	applied	apply	VERB
ajase-5698	31	25	to	to	ADP
ajase-5698	31	26	a	a	DET
ajase-5698	31	27	wider	wide	ADJ
ajase-5698	31	28	variety	variety	NOUN
ajase-5698	31	29	of	of	ADP
ajase-5698	31	30	cases	case	NOUN
ajase-5698	31	31	.	.	PUNCT
ajase-5698	32	1	the	the	DET
ajase-5698	32	2	u.s	u.s	PROPN
ajase-5698	32	3	.	.	PROPN
ajase-5698	32	4	is	be	AUX
ajase-5698	32	5	a	a	DET
ajase-5698	32	6	perfect	perfect	ADJ
ajase-5698	32	7	place	place	NOUN
ajase-5698	32	8	to	to	PART
ajase-5698	32	9	consider	consider	VERB
ajase-5698	32	10	since	since	SCONJ
ajase-5698	32	11	it	it	PRON
ajase-5698	32	12	has	have	VERB
ajase-5698	32	13	highly	highly	ADV
ajase-5698	32	14	developed	develop	VERB
ajase-5698	32	15	financial	financial	ADJ
ajase-5698	32	16	markets	market	NOUN
ajase-5698	32	17	,	,	PUNCT
ajase-5698	32	18	substantial	substantial	ADJ
ajase-5698	32	19	capital	capital	NOUN
ajase-5698	32	20	investment	investment	NOUN
ajase-5698	32	21	processes	process	NOUN
ajase-5698	32	22	,	,	PUNCT
ajase-5698	32	23	and	and	CCONJ
ajase-5698	32	24	the	the	DET
ajase-5698	32	25	availability	availability	NOUN
ajase-5698	32	26	of	of	ADP
ajase-5698	32	27	numerous	numerous	ADJ
ajase-5698	32	28	sources	source	NOUN
ajase-5698	32	29	of	of	ADP
ajase-5698	32	30	data	datum	NOUN
ajase-5698	32	31	(	(	PUNCT
ajase-5698	32	32	novak	novak	PROPN
ajase-5698	32	33	et	et	PROPN
ajase-5698	32	34	al	al	PROPN
ajase-5698	32	35	.	.	PROPN
ajase-5698	32	36	,	,	PUNCT
ajase-5698	32	37	2022	2022	NUM
ajase-5698	32	38	)	)	PUNCT
ajase-5698	32	39	.	.	PUNCT
ajase-5698	33	1	moreover	moreover	ADV
ajase-5698	33	2	,	,	PUNCT
ajase-5698	33	3	the	the	DET
ajase-5698	33	4	tools	tool	NOUN
ajase-5698	33	5	used	use	VERB
ajase-5698	33	6	can	can	AUX
ajase-5698	33	7	be	be	AUX
ajase-5698	33	8	extended	extend	VERB
ajase-5698	33	9	to	to	ADP
ajase-5698	33	10	other	other	ADJ
ajase-5698	33	11	economies	economy	NOUN
ajase-5698	33	12	cautioning	caution	VERB
ajase-5698	33	13	that	that	PRON
ajase-5698	33	14	is	be	AUX
ajase-5698	33	15	already	already	ADV
ajase-5698	33	16	financialized	financialize	VERB
ajase-5698	33	17	or	or	CCONJ
ajase-5698	33	18	intends	intend	VERB
ajase-5698	33	19	to	to	PART
ajase-5698	33	20	finance	finance	VERB
ajase-5698	33	21	its	its	PRON
ajase-5698	33	22	allocation	allocation	NOUN
ajase-5698	33	23	capital	capital	NOUN
ajase-5698	33	24	structure	structure	NOUN
ajase-5698	33	25	.	.	PUNCT
ajase-5698	34	1	increasingly	increasingly	ADV
ajase-5698	34	2	,	,	PUNCT
ajase-5698	34	3	various	various	ADJ
ajase-5698	34	4	economies	economy	NOUN
ajase-5698	34	5	across	across	ADP
ajase-5698	34	6	the	the	DET
ajase-5698	34	7	globe	globe	NOUN
ajase-5698	34	8	are	be	AUX
ajase-5698	34	9	turning	turn	VERB
ajase-5698	34	10	towards	towards	ADP
ajase-5698	34	11	data	datum	NOUN
ajase-5698	34	12	analytics	analytic	NOUN
ajase-5698	34	13	when	when	SCONJ
ajase-5698	34	14	it	it	PRON
ajase-5698	34	15	comes	come	VERB
ajase-5698	34	16	to	to	ADP
ajase-5698	34	17	making	make	VERB
ajase-5698	34	18	better	well	ADJ
ajase-5698	34	19	decisions	decision	NOUN
ajase-5698	34	20	.	.	PUNCT
ajase-5698	35	1	the	the	DET
ajase-5698	35	2	data	data	NOUN
ajase-5698	35	3	-	-	PUNCT
ajase-5698	35	4	driven	drive	VERB
ajase-5698	35	5	decision	decision	NOUN
ajase-5698	35	6	-	-	PUNCT
ajase-5698	35	7	making	make	VERB
ajase-5698	35	8	elements	element	NOUN
ajase-5698	35	9	have	have	AUX
ajase-5698	35	10	been	be	AUX
ajase-5698	35	11	implemented	implement	VERB
ajase-5698	35	12	in	in	ADP
ajase-5698	35	13	all	all	DET
ajase-5698	35	14	sectors	sector	NOUN
ajase-5698	35	15	in	in	ADP
ajase-5698	35	16	countries	country	NOUN
ajase-5698	35	17	like	like	ADP
ajase-5698	35	18	china	china	PROPN
ajase-5698	35	19	,	,	PUNCT
ajase-5698	35	20	germany	germany	PROPN
ajase-5698	35	21	,	,	PUNCT
ajase-5698	35	22	and	and	CCONJ
ajase-5698	35	23	the	the	DET
ajase-5698	35	24	united	united	ADJ
ajase-5698	35	25	kingdom	kingdom	PROPN
ajase-5698	35	26	,	,	PUNCT
ajase-5698	35	27	in	in	ADP
ajase-5698	35	28	terms	term	NOUN
ajase-5698	35	29	of	of	ADP
ajase-5698	35	30	their	their	PRON
ajase-5698	35	31	public	public	ADJ
ajase-5698	35	32	investments	investment	NOUN
ajase-5698	35	33	,	,	PUNCT
ajase-5698	35	34	financial	financial	ADJ
ajase-5698	35	35	markets	market	NOUN
ajase-5698	35	36	,	,	PUNCT
ajase-5698	35	37	among	among	ADP
ajase-5698	35	38	others	other	NOUN
ajase-5698	35	39	(	(	PUNCT
ajase-5698	35	40	awan	awan	PROPN
ajase-5698	35	41	et	et	PROPN
ajase-5698	35	42	al	al	PROPN
ajase-5698	35	43	.	.	PROPN
ajase-5698	35	44	,	,	PUNCT
ajase-5698	35	45	2021	2021	NUM
ajase-5698	35	46	)	)	PUNCT
ajase-5698	35	47	.	.	PUNCT
ajase-5698	36	1	though	though	SCONJ
ajase-5698	36	2	these	these	DET
ajase-5698	36	3	four	four	NUM
ajase-5698	36	4	countries	country	NOUN
ajase-5698	36	5	have	have	AUX
ajase-5698	36	6	improved	improve	VERB
ajase-5698	36	7	in	in	ADP
ajase-5698	36	8	capital	capital	NOUN
ajase-5698	36	9	allocation	allocation	NOUN
ajase-5698	36	10	,	,	PUNCT
ajase-5698	36	11	so	so	ADV
ajase-5698	36	12	far	far	ADV
ajase-5698	36	13	,	,	PUNCT
ajase-5698	36	14	data	datum	NOUN
ajase-5698	36	15	analytics	analytic	NOUN
ajase-5698	36	16	in	in	ADP
ajase-5698	36	17	the	the	DET
ajase-5698	36	18	optimization	optimization	NOUN
ajase-5698	36	19	of	of	ADP
ajase-5698	36	20	capital	capital	NOUN
ajase-5698	36	21	investments	investment	NOUN
ajase-5698	36	22	is	be	AUX
ajase-5698	36	23	still	still	ADV
ajase-5698	36	24	an	an	DET
ajase-5698	36	25	evolving	evolve	VERB
ajase-5698	36	26	area	area	NOUN
ajase-5698	36	27	.	.	PUNCT
ajase-5698	37	1	as	as	SCONJ
ajase-5698	37	2	such	such	DET
ajase-5698	37	3	this	this	DET
ajase-5698	37	4	study	study	NOUN
ajase-5698	37	5	is	be	AUX
ajase-5698	37	6	relevant	relevant	ADJ
ajase-5698	37	7	to	to	ADP
ajase-5698	37	8	any	any	DET
ajase-5698	37	9	other	other	ADJ
ajase-5698	37	10	economy	economy	NOUN
ajase-5698	37	11	since	since	SCONJ
ajase-5698	37	12	not	not	PART
ajase-5698	37	13	only	only	ADV
ajase-5698	37	14	will	will	AUX
ajase-5698	37	15	it	it	PRON
ajase-5698	37	16	be	be	AUX
ajase-5698	37	17	contributing	contribute	VERB
ajase-5698	37	18	to	to	ADP
ajase-5698	37	19	the	the	DET
ajase-5698	37	20	economy	economy	NOUN
ajase-5698	37	21	of	of	ADP
ajase-5698	37	22	a	a	DET
ajase-5698	37	23	country	country	NOUN
ajase-5698	37	24	,	,	PUNCT
ajase-5698	37	25	this	this	DET
ajase-5698	37	26	study	study	NOUN
ajase-5698	37	27	have	have	VERB
ajase-5698	37	28	some	some	DET
ajase-5698	37	29	information	information	NOUN
ajase-5698	37	30	that	that	PRON
ajase-5698	37	31	will	will	AUX
ajase-5698	37	32	result	result	VERB
ajase-5698	37	33	in	in	ADP
ajase-5698	37	34	making	make	VERB
ajase-5698	37	35	decisions	decision	NOUN
ajase-5698	37	36	based	base	VERB
ajase-5698	37	37	on	on	ADP
ajase-5698	37	38	data	data	NOUN
ajase-5698	37	39	analytics	analytic	NOUN
ajase-5698	37	40	by	by	ADP
ajase-5698	37	41	the	the	DET
ajase-5698	37	42	other	other	ADJ
ajase-5698	37	43	economies	economy	NOUN
ajase-5698	37	44	(	(	PUNCT
ajase-5698	37	45	abir	abir	PROPN
ajase-5698	37	46	et	et	PROPN
ajase-5698	37	47	al	al	PROPN
ajase-5698	37	48	.	.	PROPN
ajase-5698	37	49	,	,	PUNCT
ajase-5698	37	50	2024	2024	NUM
ajase-5698	37	51	)	)	PUNCT
ajase-5698	37	52	.	.	PUNCT
ajase-5698	38	1	literature	literature	PROPN
ajase-5698	38	2	review	review	VERB
ajase-5698	38	3	there	there	PRON
ajase-5698	38	4	has	have	AUX
ajase-5698	38	5	been	be	AUX
ajase-5698	38	6	an	an	DET
ajase-5698	38	7	increasing	increase	VERB
ajase-5698	38	8	range	range	NOUN
ajase-5698	38	9	of	of	ADP
ajase-5698	38	10	literature	literature	NOUN
ajase-5698	38	11	on	on	ADP
ajase-5698	38	12	the	the	DET
ajase-5698	38	13	functions	function	NOUN
ajase-5698	38	14	of	of	ADP
ajase-5698	38	15	data	datum	NOUN
ajase-5698	38	16	analytics	analytic	NOUN
ajase-5698	38	17	in	in	ADP
ajase-5698	38	18	different	different	ADJ
ajase-5698	38	19	sectors	sector	NOUN
ajase-5698	38	20	of	of	ADP
ajase-5698	38	21	the	the	DET
ajase-5698	38	22	economy	economy	NOUN
ajase-5698	38	23	,	,	PUNCT
ajase-5698	38	24	and	and	CCONJ
ajase-5698	38	25	manufacturing	manufacturing	NOUN
ajase-5698	38	26	.	.	PUNCT
ajase-5698	39	1	data	datum	NOUN
ajase-5698	39	2	analytics	analytic	NOUN
ajase-5698	39	3	in	in	ADP
ajase-5698	39	4	financial	financial	ADJ
ajase-5698	39	5	decision	decision	NOUN
ajase-5698	39	6	-	-	PUNCT
ajase-5698	39	7	making	making	NOUN
ajase-5698	39	8	have	have	AUX
ajase-5698	39	9	been	be	AUX
ajase-5698	39	10	documented	document	VERB
ajase-5698	39	11	and	and	CCONJ
ajase-5698	39	12	its	its	PRON
ajase-5698	39	13	effectiveness	effectiveness	NOUN
ajase-5698	39	14	in	in	ADP
ajase-5698	39	15	enhancing	enhance	VERB
ajase-5698	39	16	risk	risk	NOUN
ajase-5698	39	17	management	management	NOUN
ajase-5698	39	18	,	,	PUNCT
ajase-5698	39	19	forecasting	forecasting	NOUN
ajase-5698	39	20	,	,	PUNCT
ajase-5698	39	21	and	and	CCONJ
ajase-5698	39	22	portfolio	portfolio	NOUN
ajase-5698	39	23	optimization	optimization	NOUN
ajase-5698	39	24	has	have	AUX
ajase-5698	39	25	been	be	AUX
ajase-5698	39	26	discussed	discuss	VERB
ajase-5698	39	27	in	in	ADP
ajase-5698	39	28	most	most	ADJ
ajase-5698	39	29	studies	study	NOUN
ajase-5698	39	30	(	(	PUNCT
ajase-5698	39	31	zouo	zouo	PROPN
ajase-5698	39	32	&	&	CCONJ
ajase-5698	39	33	olamijuwon	olamijuwon	VERB
ajase-5698	39	34	,	,	PUNCT
ajase-5698	39	35	2024	2024	NUM
ajase-5698	39	36	)	)	PUNCT
ajase-5698	39	37	.	.	PUNCT
ajase-5698	40	1	as	as	ADP
ajase-5698	40	2	an	an	DET
ajase-5698	40	3	example	example	NOUN
ajase-5698	40	4	,	,	PUNCT
ajase-5698	40	5	there	there	PRON
ajase-5698	40	6	was	be	VERB
ajase-5698	40	7	a	a	DET
ajase-5698	40	8	paper	paper	NOUN
ajase-5698	40	9	by	by	ADP
ajase-5698	40	10	pandya	pandya	PROPN
ajase-5698	40	11	,	,	PUNCT
ajase-5698	40	12	(	(	PUNCT
ajase-5698	40	13	2024	2024	NUM
ajase-5698	40	14	)	)	PUNCT
ajase-5698	40	15	that	that	PRON
ajase-5698	40	16	touched	touch	VERB
ajase-5698	40	17	upon	upon	SCONJ
ajase-5698	40	18	the	the	DET
ajase-5698	40	19	use	use	NOUN
ajase-5698	40	20	of	of	ADP
ajase-5698	40	21	machine	machine	NOUN
ajase-5698	40	22	learning	learning	NOUN
ajase-5698	40	23	models	model	NOUN
ajase-5698	40	24	to	to	PART
ajase-5698	40	25	forecast	forecast	VERB
ajase-5698	40	26	stock	stock	NOUN
ajase-5698	40	27	market	market	NOUN
ajase-5698	40	28	trends	trend	NOUN
ajase-5698	40	29	exemplifying	exemplify	VERB
ajase-5698	40	30	how	how	SCONJ
ajase-5698	40	31	these	these	DET
ajase-5698	40	32	methods	method	NOUN
ajase-5698	40	33	are	be	AUX
ajase-5698	40	34	more	more	ADV
ajase-5698	40	35	effective	effective	ADJ
ajase-5698	40	36	than	than	ADP
ajase-5698	40	37	traditional	traditional	ADJ
ajase-5698	40	38	ones	one	NOUN
ajase-5698	40	39	in	in	ADP
ajase-5698	40	40	predictive	predictive	ADJ
ajase-5698	40	41	ability	ability	NOUN
ajase-5698	40	42	(	(	PUNCT
ajase-5698	40	43	rouf	rouf	NOUN
ajase-5698	40	44	et	et	PROPN
ajase-5698	40	45	al	al	PROPN
ajase-5698	40	46	.	.	PROPN
ajase-5698	40	47	,	,	PUNCT
ajase-5698	40	48	2021	2021	NUM
ajase-5698	40	49	)	)	PUNCT
ajase-5698	40	50	.	.	PUNCT
ajase-5698	41	1	likewise	likewise	ADV
ajase-5698	41	2	,	,	PUNCT
ajase-5698	41	3	williams	williams	PROPN
ajase-5698	41	4	et	et	PROPN
ajase-5698	41	5	al	al	PROPN
ajase-5698	41	6	.	.	PROPN
ajase-5698	41	7	(	(	PUNCT
ajase-5698	41	8	2021	2021	NUM
ajase-5698	41	9	)	)	PUNCT
ajase-5698	41	10	highlighted	highlight	VERB
ajase-5698	41	11	how	how	SCONJ
ajase-5698	41	12	predictive	predictive	ADJ
ajase-5698	41	13	analytics	analytic	NOUN
ajase-5698	41	14	should	should	AUX
ajase-5698	41	15	be	be	AUX
ajase-5698	41	16	used	use	VERB
ajase-5698	41	17	in	in	ADP
ajase-5698	41	18	managing	manage	VERB
ajase-5698	41	19	financial	financial	ADJ
ajase-5698	41	20	institutions	institution	NOUN
ajase-5698	41	21	to	to	PART
ajase-5698	41	22	optimise	optimise	VERB
ajase-5698	41	23	their	their	PRON
ajase-5698	41	24	investment	investment	NOUN
ajase-5698	41	25	portfolio	portfolio	NOUN
ajase-5698	41	26	,	,	PUNCT
ajase-5698	41	27	thus	thus	ADV
ajase-5698	41	28	making	make	VERB
ajase-5698	41	29	it	it	PRON
ajase-5698	41	30	an	an	DET
ajase-5698	41	31	efficient	efficient	ADJ
ajase-5698	41	32	investment	investment	NOUN
ajase-5698	41	33	that	that	PRON
ajase-5698	41	34	would	would	AUX
ajase-5698	41	35	give	give	VERB
ajase-5698	41	36	better	well	ADJ
ajase-5698	41	37	returns	return	NOUN
ajase-5698	41	38	(	(	PUNCT
ajase-5698	41	39	owoade	owoade	VERB
ajase-5698	41	40	et	et	PROPN
ajase-5698	41	41	al	al	PROPN
ajase-5698	41	42	.	.	PROPN
ajase-5698	41	43	,	,	PUNCT
ajase-5698	41	44	2024	2024	NUM
ajase-5698	41	45	)	)	PUNCT
ajase-5698	41	46	.	.	PUNCT
ajase-5698	42	1	nevertheless	nevertheless	ADV
ajase-5698	42	2	,	,	PUNCT
ajase-5698	42	3	in	in	ADP
ajase-5698	42	4	contrast	contrast	NOUN
ajase-5698	42	5	to	to	ADP
ajase-5698	42	6	literature	literature	NOUN
ajase-5698	42	7	that	that	PRON
ajase-5698	42	8	has	have	AUX
ajase-5698	42	9	largely	largely	ADV
ajase-5698	42	10	been	be	AUX
ajase-5698	42	11	fed	feed	VERB
ajase-5698	42	12	by	by	ADP
ajase-5698	42	13	literature	literature	NOUN
ajase-5698	42	14	on	on	ADP
ajase-5698	42	15	particular	particular	ADJ
ajase-5698	42	16	sectors	sector	NOUN
ajase-5698	42	17	or	or	CCONJ
ajase-5698	42	18	industries	industry	NOUN
ajase-5698	42	19	,	,	PUNCT
ajase-5698	42	20	little	little	ADJ
ajase-5698	42	21	has	have	AUX
ajase-5698	42	22	been	be	AUX
ajase-5698	42	23	done	do	VERB
ajase-5698	42	24	to	to	PART
ajase-5698	42	25	survey	survey	VERB
ajase-5698	42	26	the	the	DET
ajase-5698	42	27	whole	whole	ADJ
ajase-5698	42	28	picture	picture	NOUN
ajase-5698	42	29	of	of	ADP
ajase-5698	42	30	application	application	NOUN
ajase-5698	42	31	of	of	ADP
ajase-5698	42	32	data	datum	NOUN
ajase-5698	42	33	analytics	analytic	NOUN
ajase-5698	42	34	in	in	ADP
ajase-5698	42	35	streamlining	streamline	VERB
ajase-5698	42	36	capital	capital	NOUN
ajase-5698	42	37	allocations	allocation	NOUN
ajase-5698	42	38	at	at	ADP
ajase-5698	42	39	a	a	DET
ajase-5698	42	40	macroeconomic	macroeconomic	ADJ
ajase-5698	42	41	level	level	NOUN
ajase-5698	42	42	more	more	ADV
ajase-5698	42	43	so	so	ADV
ajase-5698	42	44	in	in	ADP
ajase-5698	42	45	national	national	ADJ
ajase-5698	42	46	economies	economy	NOUN
ajase-5698	42	47	.	.	PUNCT
ajase-5698	43	1	even	even	ADV
ajase-5698	43	2	the	the	DET
ajase-5698	43	3	study	study	NOUN
ajase-5698	43	4	that	that	PRON
ajase-5698	43	5	addresses	address	VERB
ajase-5698	43	6	this	this	DET
ajase-5698	43	7	issue	issue	NOUN
ajase-5698	43	8	tends	tend	VERB
ajase-5698	43	9	to	to	PART
ajase-5698	43	10	be	be	AUX
ajase-5698	43	11	narrow	narrow	ADJ
ajase-5698	43	12	and	and	CCONJ
ajase-5698	43	13	pay	pay	VERB
ajase-5698	43	14	attention	attention	NOUN
ajase-5698	43	15	to	to	ADP
ajase-5698	43	16	the	the	DET
ajase-5698	43	17	field	field	NOUN
ajase-5698	43	18	of	of	ADP
ajase-5698	43	19	the	the	DET
ajase-5698	43	20	public	public	ADJ
ajase-5698	43	21	sector	sector	NOUN
ajase-5698	43	22	or	or	CCONJ
ajase-5698	43	23	the	the	DET
ajase-5698	43	24	allocation	allocation	NOUN
ajase-5698	43	25	of	of	ADP
ajase-5698	43	26	investments	investment	NOUN
ajase-5698	43	27	in	in	ADP
ajase-5698	43	28	certain	certain	ADJ
ajase-5698	43	29	lines	line	NOUN
ajase-5698	43	30	(	(	PUNCT
ajase-5698	43	31	infrastructure	infrastructure	NOUN
ajase-5698	43	32	investment	investment	NOUN
ajase-5698	43	33	,	,	PUNCT
ajase-5698	43	34	etc	etc	X
ajase-5698	43	35	.	.	X
ajase-5698	43	36	)	)	PUNCT
ajase-5698	44	1	(	(	PUNCT
ajase-5698	44	2	o’neill	o’neill	ADP
ajase-5698	44	3	,	,	PUNCT
ajase-5698	44	4	2019	2019	NUM
ajase-5698	44	5	)	)	PUNCT
ajase-5698	44	6	.	.	PUNCT
ajase-5698	45	1	the	the	DET
ajase-5698	45	2	understanding	understanding	NOUN
ajase-5698	45	3	of	of	ADP
ajase-5698	45	4	how	how	SCONJ
ajase-5698	45	5	the	the	DET
ajase-5698	45	6	field	field	NOUN
ajase-5698	45	7	of	of	ADP
ajase-5698	45	8	data	datum	NOUN
ajase-5698	45	9	analytics	analytic	NOUN
ajase-5698	45	10	can	can	AUX
ajase-5698	45	11	potentially	potentially	ADV
ajase-5698	45	12	be	be	AUX
ajase-5698	45	13	applied	apply	VERB
ajase-5698	45	14	to	to	ADP
ajase-5698	45	15	any	any	DET
ajase-5698	45	16	range	range	NOUN
ajase-5698	45	17	capital	capital	NOUN
ajase-5698	45	18	allocation	allocation	NOUN
ajase-5698	45	19	decisions	decision	NOUN
ajase-5698	45	20	,	,	PUNCT
ajase-5698	45	21	both	both	CCONJ
ajase-5698	45	22	public	public	ADJ
ajase-5698	45	23	and	and	CCONJ
ajase-5698	45	24	private	private	ADJ
ajase-5698	45	25	investments	investment	NOUN
ajase-5698	45	26	with	with	ADP
ajase-5698	45	27	a	a	DET
ajase-5698	45	28	systematic	systematic	ADJ
ajase-5698	45	29	approach	approach	NOUN
ajase-5698	45	30	to	to	ADP
ajase-5698	45	31	the	the	DET
ajase-5698	45	32	whole	whole	ADJ
ajase-5698	45	33	roadmap	roadmap	NOUN
ajase-5698	45	34	is	be	AUX
ajase-5698	45	35	missing	miss	VERB
ajase-5698	45	36	to	to	ADP
ajase-5698	45	37	a	a	DET
ajase-5698	45	38	certain	certain	ADJ
ajase-5698	45	39	extent	extent	NOUN
ajase-5698	45	40	(	(	PUNCT
ajase-5698	45	41	adriaens	adriaen	NOUN
ajase-5698	45	42	et	et	PROPN
ajase-5698	45	43	al	al	PROPN
ajase-5698	45	44	.	.	PROPN
ajase-5698	45	45	,	,	PUNCT
ajase-5698	45	46	2021	2021	NUM
ajase-5698	45	47	)	)	PUNCT
ajase-5698	45	48	.	.	PUNCT
ajase-5698	46	1	significance	significance	NOUN
ajase-5698	46	2	of	of	ADP
ajase-5698	46	3	this	this	DET
ajase-5698	46	4	study	study	NOUN
ajase-5698	46	5	the	the	DET
ajase-5698	46	6	study	study	NOUN
ajase-5698	46	7	is	be	AUX
ajase-5698	46	8	very	very	ADV
ajase-5698	46	9	important	important	ADJ
ajase-5698	46	10	in	in	ADP
ajase-5698	46	11	a	a	DET
ajase-5698	46	12	number	number	NOUN
ajase-5698	46	13	of	of	ADP
ajase-5698	46	14	ways	way	NOUN
ajase-5698	46	15	.	.	PUNCT
ajase-5698	47	1	to	to	PART
ajase-5698	47	2	begin	begin	VERB
ajase-5698	47	3	with	with	ADP
ajase-5698	47	4	,	,	PUNCT
ajase-5698	47	5	the	the	DET
ajase-5698	47	6	decision	decision	NOUN
ajase-5698	47	7	on	on	ADP
ajase-5698	47	8	capital	capital	NOUN
ajase-5698	47	9	allocations	allocation	NOUN
ajase-5698	47	10	is	be	AUX
ajase-5698	47	11	an	an	DET
ajase-5698	47	12	original	original	ADJ
ajase-5698	47	13	part	part	NOUN
ajase-5698	47	14	and	and	CCONJ
ajase-5698	47	15	parcel	parcel	NOUN
ajase-5698	47	16	of	of	ADP
ajase-5698	47	17	the	the	DET
ajase-5698	47	18	economic	economic	ADJ
ajase-5698	47	19	performance	performance	NOUN
ajase-5698	47	20	of	of	ADP
ajase-5698	47	21	any	any	DET
ajase-5698	47	22	nation	nation	NOUN
ajase-5698	47	23	(	(	PUNCT
ajase-5698	47	24	beck	beck	PROPN
ajase-5698	47	25	et	et	PROPN
ajase-5698	47	26	al	al	PROPN
ajase-5698	47	27	.	.	PROPN
ajase-5698	47	28	,	,	PUNCT
ajase-5698	47	29	2024	2024	NUM
ajase-5698	47	30	)	)	PUNCT
ajase-5698	47	31	.	.	PUNCT
ajase-5698	48	1	maximization	maximization	NOUN
ajase-5698	48	2	of	of	ADP
ajase-5698	48	3	resources	resource	NOUN
ajase-5698	48	4	allocation	allocation	NOUN
ajase-5698	48	5	is	be	AUX
ajase-5698	48	6	a	a	DET
ajase-5698	48	7	crucial	crucial	ADJ
ajase-5698	48	8	aspect	aspect	NOUN
ajase-5698	48	9	that	that	PRON
ajase-5698	48	10	allows	allow	VERB
ajase-5698	48	11	enhancing	enhance	VERB
ajase-5698	48	12	sustainable	sustainable	ADJ
ajase-5698	48	13	economic	economic	ADJ
ajase-5698	48	14	development	development	NOUN
ajase-5698	48	15	,	,	PUNCT
ajase-5698	48	16	maximizing	maximize	VERB
ajase-5698	48	17	productivity	productivity	NOUN
ajase-5698	48	18	,	,	PUNCT
ajase-5698	48	19	and	and	CCONJ
ajase-5698	48	20	providing	provide	VERB
ajase-5698	48	21	fair	fair	ADJ
ajase-5698	48	22	distribution	distribution	NOUN
ajase-5698	48	23	of	of	ADP
ajase-5698	48	24	resources	resource	NOUN
ajase-5698	48	25	.	.	PUNCT
ajase-5698	49	1	second	second	ADJ
ajase-5698	49	2	,	,	PUNCT
ajase-5698	49	3	the	the	DET
ajase-5698	49	4	global	global	ADJ
ajase-5698	49	5	economy	economy	NOUN
ajase-5698	49	6	is	be	AUX
ajase-5698	49	7	becoming	become	VERB
ajase-5698	49	8	more	more	ADV
ajase-5698	49	9	complex	complex	ADJ
ajase-5698	49	10	and	and	CCONJ
ajase-5698	49	11	there	there	PRON
ajase-5698	49	12	is	be	VERB
ajase-5698	49	13	a	a	DET
ajase-5698	49	14	lot	lot	NOUN
ajase-5698	49	15	of	of	ADP
ajase-5698	49	16	information	information	NOUN
ajase-5698	49	17	that	that	PRON
ajase-5698	49	18	is	be	AUX
ajase-5698	49	19	accessible	accessible	ADJ
ajase-5698	49	20	to	to	ADP
ajase-5698	49	21	decision	decision	NOUN
ajase-5698	49	22	-	-	PUNCT
ajase-5698	49	23	making	making	NOUN
ajase-5698	49	24	that	that	SCONJ
ajase-5698	49	25	the	the	DET
ajase-5698	49	26	traditional	traditional	ADJ
ajase-5698	49	27	methods	method	NOUN
ajase-5698	49	28	are	be	AUX
ajase-5698	49	29	no	no	ADV
ajase-5698	49	30	longer	long	ADV
ajase-5698	49	31	sufficient	sufficient	ADJ
ajase-5698	49	32	(	(	PUNCT
ajase-5698	49	33	trunk	trunk	NOUN
ajase-5698	49	34	et	et	NOUN
ajase-5698	49	35	al	al	PROPN
ajase-5698	49	36	.	.	PROPN
ajase-5698	49	37	,	,	PUNCT
ajase-5698	49	38	2020	2020	NUM
ajase-5698	49	39	)	)	PUNCT
ajase-5698	49	40	.	.	PUNCT
ajase-5698	50	1	the	the	DET
ajase-5698	50	2	fact	fact	NOUN
ajase-5698	50	3	that	that	SCONJ
ajase-5698	50	4	this	this	DET
ajase-5698	50	5	study	study	NOUN
ajase-5698	50	6	has	have	AUX
ajase-5698	50	7	touched	touch	VERB
ajase-5698	50	8	on	on	ADP
ajase-5698	50	9	data	datum	NOUN
ajase-5698	50	10	analytics	analytic	NOUN
ajase-5698	50	11	as	as	ADP
ajase-5698	50	12	a	a	DET
ajase-5698	50	13	method	method	NOUN
ajase-5698	50	14	to	to	PART
ajase-5698	50	15	optimize	optimize	VERB
ajase-5698	50	16	capital	capital	NOUN
ajase-5698	50	17	allocation	allocation	NOUN
ajase-5698	50	18	and	and	CCONJ
ajase-5698	50	19	utilize	utilize	VERB
ajase-5698	50	20	it	it	PRON
ajase-5698	50	21	as	as	ADP
ajase-5698	50	22	a	a	DET
ajase-5698	50	23	feature	feature	NOUN
ajase-5698	50	24	has	have	AUX
ajase-5698	50	25	already	already	ADV
ajase-5698	50	26	offered	offer	VERB
ajase-5698	50	27	a	a	DET
ajase-5698	50	28	fresh	fresh	ADJ
ajase-5698	50	29	idea	idea	NOUN
ajase-5698	50	30	that	that	PRON
ajase-5698	50	31	can	can	AUX
ajase-5698	50	32	give	give	VERB
ajase-5698	50	33	a	a	DET
ajase-5698	50	34	competitive	competitive	ADJ
ajase-5698	50	35	advantage	advantage	NOUN
ajase-5698	50	36	to	to	ADP
ajase-5698	50	37	the	the	DET
ajase-5698	50	38	u.s	u.s	PROPN
ajase-5698	50	39	economy	economy	NOUN
ajase-5698	50	40	both	both	CCONJ
ajase-5698	50	41	locally	locally	ADV
ajase-5698	50	42	and	and	CCONJ
ajase-5698	50	43	internationally	internationally	ADV
ajase-5698	50	44	.	.	PUNCT
ajase-5698	51	1	in	in	ADP
ajase-5698	51	2	addition	addition	NOUN
ajase-5698	51	3	,	,	PUNCT
ajase-5698	51	4	the	the	DET
ajase-5698	51	5	study	study	NOUN
ajase-5698	51	6	results	result	NOUN
ajase-5698	51	7	would	would	AUX
ajase-5698	51	8	be	be	AUX
ajase-5698	51	9	useful	useful	ADJ
ajase-5698	51	10	to	to	ADP
ajase-5698	51	11	the	the	DET
ajase-5698	51	12	policymakers	policymaker	NOUN
ajase-5698	51	13	,	,	PUNCT
ajase-5698	51	14	financial	financial	ADJ
ajase-5698	51	15	institutions	institution	NOUN
ajase-5698	51	16	and	and	CCONJ
ajase-5698	51	17	companies	company	NOUN
ajase-5698	51	18	by	by	ADP
ajase-5698	51	19	offering	offer	VERB
ajase-5698	51	20	evidence	evidence	NOUN
ajase-5698	51	21	-	-	PUNCT
ajase-5698	51	22	based	base	VERB
ajase-5698	51	23	work	work	NOUN
ajase-5698	51	24	on	on	ADP
ajase-5698	51	25	how	how	SCONJ
ajase-5698	51	26	to	to	PART
ajase-5698	51	27	optimize	optimize	VERB
ajase-5698	51	28	investment	investment	NOUN
ajase-5698	51	29	decisions	decision	NOUN
ajase-5698	51	30	.	.	PUNCT
ajase-5698	52	1	as	as	ADP
ajase-5698	52	2	an	an	DET
ajase-5698	52	3	example	example	NOUN
ajase-5698	52	4	,	,	PUNCT
ajase-5698	52	5	government	government	NOUN
ajase-5698	52	6	agencies	agency	NOUN
ajase-5698	52	7	responsible	responsible	ADJ
ajase-5698	52	8	of	of	ADP
ajase-5698	52	9	managing	manage	VERB
ajase-5698	52	10	their	their	PRON
ajase-5698	52	11	nation	nation	NOUN
ajase-5698	52	12	resources	resource	NOUN
ajase-5698	52	13	may	may	AUX
ajase-5698	52	14	wish	wish	VERB
ajase-5698	52	15	to	to	PART
ajase-5698	52	16	employ	employ	VERB
ajase-5698	52	17	such	such	DET
ajase-5698	52	18	a	a	DET
ajase-5698	52	19	strategy	strategy	NOUN
ajase-5698	52	20	as	as	SCONJ
ajase-5698	52	21	data	datum	NOUN
ajase-5698	52	22	analytics	analytic	NOUN
ajase-5698	52	23	to	to	PART
ajase-5698	52	24	carry	carry	VERB
ajase-5698	52	25	out	out	ADP
ajase-5698	52	26	priorities	priority	NOUN
ajase-5698	52	27	of	of	ADP
ajase-5698	52	28	infrastructure	infrastructure	NOUN
ajase-5698	52	29	planning	planning	NOUN
ajase-5698	52	30	and	and	CCONJ
ajase-5698	52	31	project	project	NOUN
ajase-5698	52	32	financing	financing	NOUN
ajase-5698	52	33	,	,	PUNCT
ajase-5698	52	34	and	and	CCONJ
ajase-5698	52	35	,	,	PUNCT
ajase-5698	52	36	the	the	DET
ajase-5698	52	37	analysts	analyst	NOUN
ajase-5698	52	38	could	could	AUX
ajase-5698	52	39	utilize	utilize	VERB
ajase-5698	52	40	the	the	DET
ajase-5698	52	41	results	result	NOUN
ajase-5698	52	42	to	to	PART
ajase-5698	52	43	manage	manage	VERB
ajase-5698	52	44	their	their	PRON
ajase-5698	52	45	portfolio	portfolio	NOUN
ajase-5698	52	46	and	and	CCONJ
ajase-5698	52	47	run	run	VERB
ajase-5698	52	48	income	income	NOUN
ajase-5698	52	49	-	-	PUNCT
ajase-5698	52	50	generating	generate	VERB
ajase-5698	52	51	risk	risk	NOUN
ajase-5698	52	52	analysis	analysis	NOUN
ajase-5698	52	53	(	(	PUNCT
ajase-5698	52	54	lee	lee	PROPN
ajase-5698	52	55	,	,	PUNCT
ajase-5698	52	56	2020	2020	NUM
ajase-5698	52	57	)	)	PUNCT
ajase-5698	52	58	.	.	PUNCT
ajase-5698	53	1	the	the	DET
ajase-5698	53	2	data	data	NOUN
ajase-5698	53	3	analytics	analytic	NOUN
ajase-5698	53	4	feature	feature	NOUN
ajase-5698	53	5	introduced	introduce	VERB
ajase-5698	53	6	in	in	ADP
ajase-5698	53	7	the	the	DET
ajase-5698	53	8	capital	capital	NOUN
ajase-5698	53	9	allocating	allocate	VERB
ajase-5698	53	10	procedures	procedure	NOUN
ajase-5698	53	11	in	in	ADP
ajase-5698	53	12	the	the	DET
ajase-5698	53	13	proposed	propose	VERB
ajase-5698	53	14	research	research	NOUN
ajase-5698	53	15	can	can	AUX
ajase-5698	53	16	revolutionize	revolutionize	VERB
ajase-5698	53	17	the	the	DET
ajase-5698	53	18	economics	economic	NOUN
ajase-5698	53	19	of	of	ADP
ajase-5698	53	20	decisionmaking	decisionmake	VERB
ajase-5698	53	21	and	and	CCONJ
ajase-5698	53	22	bring	bring	VERB
ajase-5698	53	23	about	about	ADV
ajase-5698	53	24	more	more	ADV
ajase-5698	53	25	effective	effective	ADJ
ajase-5698	53	26	and	and	CCONJ
ajase-5698	53	27	efficient	efficient	ADJ
ajase-5698	53	28	investments	investment	NOUN
ajase-5698	53	29	(	(	PUNCT
ajase-5698	53	30	haidari	haidari	ADJ
ajase-5698	53	31	,	,	PUNCT
ajase-5698	53	32	2023	2023	NUM
ajase-5698	53	33	)	)	PUNCT
ajase-5698	53	34	.	.	PUNCT
ajase-5698	54	1	research	research	NOUN
ajase-5698	54	2	gap	gap	NOUN
ajase-5698	54	3	data	data	NOUN
ajase-5698	54	4	analytics	analytic	NOUN
ajase-5698	54	5	has	have	VERB
ajase-5698	54	6	a	a	DET
ajase-5698	54	7	large	large	ADJ
ajase-5698	54	8	number	number	NOUN
ajase-5698	54	9	of	of	ADP
ajase-5698	54	10	literature	literature	NOUN
ajase-5698	54	11	on	on	ADP
ajase-5698	54	12	the	the	DET
ajase-5698	54	13	application	application	NOUN
ajase-5698	54	14	of	of	ADP
ajase-5698	54	15	its	its	PRON
ajase-5698	54	16	methodology	methodology	NOUN
ajase-5698	54	17	across	across	ADP
ajase-5698	54	18	industries	industry	NOUN
ajase-5698	54	19	,	,	PUNCT
ajase-5698	54	20	there	there	PRON
ajase-5698	54	21	is	be	VERB
ajase-5698	54	22	still	still	ADV
ajase-5698	54	23	a	a	DET
ajase-5698	54	24	research	research	NOUN
ajase-5698	54	25	gap	gap	NOUN
ajase-5698	54	26	on	on	ADP
ajase-5698	54	27	its	its	PRON
ajase-5698	54	28	application	application	NOUN
ajase-5698	54	29	to	to	ADP
ajase-5698	54	30	the	the	DET
ajase-5698	54	31	understanding	understanding	NOUN
ajase-5698	54	32	of	of	ADP
ajase-5698	54	33	capital	capital	NOUN
ajase-5698	54	34	allocation	allocation	NOUN
ajase-5698	54	35	in	in	ADP
ajase-5698	54	36	the	the	DET
ajase-5698	54	37	u.s	u.s	PROPN
ajase-5698	54	38	economy	economy	NOUN
ajase-5698	54	39	(	(	PUNCT
ajase-5698	54	40	ikegwu	ikegwu	ADV
ajase-5698	54	41	et	et	PROPN
ajase-5698	54	42	al	al	PROPN
ajase-5698	54	43	.	.	PROPN
ajase-5698	54	44	,	,	PUNCT
ajase-5698	54	45	2022	2022	NUM
ajase-5698	54	46	)	)	PUNCT
ajase-5698	54	47	.	.	PUNCT
ajase-5698	55	1	majority	majority	NOUN
ajase-5698	55	2	of	of	ADP
ajase-5698	55	3	the	the	DET
ajase-5698	55	4	inquiries	inquiry	NOUN
ajase-5698	55	5	so	so	ADV
ajase-5698	55	6	far	far	ADV
ajase-5698	55	7	conducted	conduct	VERB
ajase-5698	55	8	have	have	AUX
ajase-5698	55	9	dwelt	dwelt	NOUN
ajase-5698	55	10	on	on	ADP
ajase-5698	55	11	certain	certain	ADJ
ajase-5698	55	12	industry	industry	NOUN
ajase-5698	55	13	or	or	CCONJ
ajase-5698	55	14	investment	investment	NOUN
ajase-5698	55	15	activities	activity	NOUN
ajase-5698	55	16	and	and	CCONJ
ajase-5698	55	17	there	there	PRON
ajase-5698	55	18	is	be	VERB
ajase-5698	55	19	a	a	DET
ajase-5698	55	20	gap	gap	NOUN
ajase-5698	55	21	in	in	ADP
ajase-5698	55	22	the	the	DET
ajase-5698	55	23	investigation	investigation	NOUN
ajase-5698	55	24	of	of	ADP
ajase-5698	55	25	how	how	SCONJ
ajase-5698	55	26	these	these	DET
ajase-5698	55	27	methods	method	NOUN
ajase-5698	55	28	can	can	AUX
ajase-5698	55	29	be	be	AUX
ajase-5698	55	30	utilized	utilize	VERB
ajase-5698	55	31	with	with	ADP
ajase-5698	55	32	regard	regard	NOUN
ajase-5698	55	33	to	to	ADP
ajase-5698	55	34	the	the	DET
ajase-5698	55	35	larger	large	ADJ
ajase-5698	55	36	context	context	NOUN
ajase-5698	55	37	of	of	ADP
ajase-5698	55	38	national	national	ADJ
ajase-5698	55	39	economic	economic	ADJ
ajase-5698	55	40	decisions	decision	NOUN
ajase-5698	55	41	.	.	PUNCT
ajase-5698	56	1	secondly	secondly	ADV
ajase-5698	56	2	,	,	PUNCT
ajase-5698	56	3	although	although	SCONJ
ajase-5698	56	4	a	a	DET
ajase-5698	56	5	good	good	ADJ
ajase-5698	56	6	number	number	NOUN
ajase-5698	56	7	of	of	ADP
ajase-5698	56	8	the	the	DET
ajase-5698	56	9	literature	literature	NOUN
ajase-5698	56	10	points	point	VERB
ajase-5698	56	11	to	to	ADP
ajase-5698	56	12	the	the	DET
ajase-5698	56	13	high	high	ADJ
ajase-5698	56	14	levels	level	NOUN
ajase-5698	56	15	of	of	ADP
ajase-5698	56	16	promise	promise	NOUN
ajase-5698	56	17	associated	associate	VERB
ajase-5698	56	18	with	with	ADP
ajase-5698	56	19	data	datum	NOUN
ajase-5698	56	20	analytics	analytic	NOUN
ajase-5698	56	21	in	in	ADP
ajase-5698	56	22	enhancing	enhance	VERB
ajase-5698	56	23	decision	decision	NOUN
ajase-5698	56	24	pa	pa	PROPN
ajase-5698	56	25	ge	ge	PROPN
ajase-5698	56	26	16	16	NUM
ajase-5698	56	27	9	9	NUM
ajase-5698	56	28	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	56	29	am	am	NOUN
ajase-5698	56	30	.	.	PUNCT
ajase-5698	57	1	j.	j.	PROPN
ajase-5698	57	2	appl	appl	PROPN
ajase-5698	57	3	.	.	PROPN
ajase-5698	58	1	stat	stat	PROPN
ajase-5698	58	2	.	.	PUNCT
ajase-5698	59	1	econ	econ	PROPN
ajase-5698	59	2	.	.	PUNCT
ajase-5698	60	1	3(1	3(1	NUM
ajase-5698	60	2	)	)	PUNCT
ajase-5698	60	3	167	167	NUM
ajase-5698	60	4	-	-	SYM
ajase-5698	60	5	177	177	NUM
ajase-5698	60	6	,	,	PUNCT
ajase-5698	60	7	2024	2024	NUM
ajase-5698	60	8	making	making	NOUN
ajase-5698	60	9	,	,	PUNCT
ajase-5698	60	10	there	there	PRON
ajase-5698	60	11	has	have	AUX
ajase-5698	60	12	been	be	AUX
ajase-5698	60	13	little	little	ADJ
ajase-5698	60	14	or	or	CCONJ
ajase-5698	60	15	no	no	PRON
ajase-5698	60	16	empirical	empirical	ADJ
ajase-5698	60	17	studies	study	NOUN
ajase-5698	60	18	to	to	PART
ajase-5698	60	19	determine	determine	VERB
ajase-5698	60	20	its	its	PRON
ajase-5698	60	21	effectiveness	effectiveness	NOUN
ajase-5698	60	22	in	in	ADP
ajase-5698	60	23	optimizing	optimize	VERB
ajase-5698	60	24	national	national	ADJ
ajase-5698	60	25	-	-	PUNCT
ajase-5698	60	26	based	base	VERB
ajase-5698	60	27	capital	capital	NOUN
ajase-5698	60	28	allocation	allocation	NOUN
ajase-5698	60	29	processes	process	NOUN
ajase-5698	60	30	(	(	PUNCT
ajase-5698	60	31	tan	tan	PROPN
ajase-5698	60	32	&	&	CCONJ
ajase-5698	60	33	saraniemi	saraniemi	PROPN
ajase-5698	60	34	,	,	PUNCT
ajase-5698	60	35	2023	2023	NUM
ajase-5698	60	36	)	)	PUNCT
ajase-5698	60	37	.	.	PUNCT
ajase-5698	61	1	this	this	DET
ajase-5698	61	2	study	study	NOUN
ajase-5698	61	3	address	address	NOUN
ajase-5698	61	4	this	this	DET
ajase-5698	61	5	gap	gap	NOUN
ajase-5698	61	6	by	by	ADP
ajase-5698	61	7	developing	develop	VERB
ajase-5698	61	8	a	a	DET
ajase-5698	61	9	detailed	detailed	ADJ
ajase-5698	61	10	discussion	discussion	NOUN
ajase-5698	61	11	on	on	ADP
ajase-5698	61	12	the	the	DET
ajase-5698	61	13	integration	integration	NOUN
ajase-5698	61	14	of	of	ADP
ajase-5698	61	15	data	datum	NOUN
ajase-5698	61	16	analytics	analytic	NOUN
ajase-5698	61	17	into	into	ADP
ajase-5698	61	18	the	the	DET
ajase-5698	61	19	capital	capital	NOUN
ajase-5698	61	20	placing	placing	NOUN
ajase-5698	61	21	procedure	procedure	NOUN
ajase-5698	61	22	with	with	ADP
ajase-5698	61	23	respect	respect	NOUN
ajase-5698	61	24	to	to	ADP
ajase-5698	61	25	the	the	DET
ajase-5698	61	26	potential	potential	NOUN
ajase-5698	61	27	of	of	ADP
ajase-5698	61	28	the	the	DET
ajase-5698	61	29	former	former	ADJ
ajase-5698	61	30	in	in	ADP
ajase-5698	61	31	the	the	DET
ajase-5698	61	32	optimization	optimization	NOUN
ajase-5698	61	33	of	of	ADP
ajase-5698	61	34	the	the	DET
ajase-5698	61	35	decision	decision	NOUN
ajase-5698	61	36	-	-	PUNCT
ajase-5698	61	37	making	make	VERB
ajase-5698	61	38	process	process	NOUN
ajase-5698	61	39	and	and	CCONJ
ajase-5698	61	40	better	well	ADJ
ajase-5698	61	41	economic	economic	ADJ
ajase-5698	61	42	output	output	NOUN
ajase-5698	61	43	(	(	PUNCT
ajase-5698	61	44	erica	erica	PROPN
ajase-5698	61	45	et	et	PROPN
ajase-5698	61	46	al	al	PROPN
ajase-5698	61	47	.	.	PROPN
ajase-5698	61	48	,	,	PUNCT
ajase-5698	61	49	2024	2024	NUM
ajase-5698	61	50	)	)	PUNCT
ajase-5698	61	51	.	.	PUNCT
ajase-5698	62	1	using	use	VERB
ajase-5698	62	2	sophisticated	sophisticated	ADJ
ajase-5698	62	3	data	data	NOUN
ajase-5698	62	4	-	-	PUNCT
ajase-5698	62	5	driven	drive	VERB
ajase-5698	62	6	analytics	analytic	NOUN
ajase-5698	62	7	,	,	PUNCT
ajase-5698	62	8	the	the	DET
ajase-5698	62	9	paper	paper	NOUN
ajase-5698	62	10	aims	aim	VERB
ajase-5698	62	11	to	to	PART
ajase-5698	62	12	show	show	VERB
ajase-5698	62	13	how	how	SCONJ
ajase-5698	62	14	such	such	ADJ
ajase-5698	62	15	tools	tool	NOUN
ajase-5698	62	16	can	can	AUX
ajase-5698	62	17	be	be	AUX
ajase-5698	62	18	further	far	ADV
ajase-5698	62	19	employed	employ	VERB
ajase-5698	62	20	to	to	PART
ajase-5698	62	21	evaluate	evaluate	VERB
ajase-5698	62	22	huge	huge	ADJ
ajase-5698	62	23	amounts	amount	NOUN
ajase-5698	62	24	of	of	ADP
ajase-5698	62	25	data	datum	NOUN
ajase-5698	62	26	in	in	ADP
ajase-5698	62	27	order	order	NOUN
ajase-5698	62	28	to	to	PART
ajase-5698	62	29	state	state	VERB
ajase-5698	62	30	economic	economic	ADJ
ajase-5698	62	31	trends	trend	NOUN
ajase-5698	62	32	and	and	CCONJ
ajase-5698	62	33	guide	guide	VERB
ajase-5698	62	34	investments	investment	NOUN
ajase-5698	62	35	,	,	PUNCT
ajase-5698	62	36	and	and	CCONJ
ajase-5698	62	37	as	as	ADP
ajase-5698	62	38	a	a	DET
ajase-5698	62	39	result	result	NOUN
ajase-5698	62	40	to	to	PART
ajase-5698	62	41	achieve	achieve	VERB
ajase-5698	62	42	more	more	ADV
ajase-5698	62	43	effective	effective	ADJ
ajase-5698	62	44	allocation	allocation	NOUN
ajase-5698	62	45	of	of	ADP
ajase-5698	62	46	capital	capital	NOUN
ajase-5698	62	47	within	within	ADP
ajase-5698	62	48	the	the	DET
ajase-5698	62	49	american	american	ADJ
ajase-5698	62	50	economy	economy	NOUN
ajase-5698	62	51	.	.	PUNCT
ajase-5698	63	1	research	research	NOUN
ajase-5698	63	2	questions	question	NOUN
ajase-5698	63	3	a	a	DET
ajase-5698	63	4	combination	combination	NOUN
ajase-5698	63	5	of	of	ADP
ajase-5698	63	6	research	research	NOUN
ajase-5698	63	7	questions	question	NOUN
ajase-5698	63	8	that	that	PRON
ajase-5698	63	9	powered	power	VERB
ajase-5698	63	10	this	this	DET
ajase-5698	63	11	research	research	NOUN
ajase-5698	63	12	were	be	AUX
ajase-5698	63	13	constructed	construct	VERB
ajase-5698	63	14	to	to	PART
ajase-5698	63	15	direct	direct	VERB
ajase-5698	63	16	the	the	DET
ajase-5698	63	17	exploration	exploration	NOUN
ajase-5698	63	18	into	into	ADP
ajase-5698	63	19	how	how	SCONJ
ajase-5698	63	20	data	datum	NOUN
ajase-5698	63	21	analytics	analytic	NOUN
ajase-5698	63	22	can	can	AUX
ajase-5698	63	23	best	well	ADV
ajase-5698	63	24	be	be	AUX
ajase-5698	63	25	used	use	VERB
ajase-5698	63	26	to	to	PART
ajase-5698	63	27	generate	generate	VERB
ajase-5698	63	28	optimized	optimize	VERB
ajase-5698	63	29	capital	capital	NOUN
ajase-5698	63	30	allocations	allocation	NOUN
ajase-5698	63	31	and	and	CCONJ
ajase-5698	63	32	investment	investment	NOUN
ajase-5698	63	33	choices	choice	NOUN
ajase-5698	63	34	in	in	ADP
ajase-5698	63	35	the	the	DET
ajase-5698	63	36	economy	economy	NOUN
ajase-5698	63	37	of	of	ADP
ajase-5698	63	38	the	the	DET
ajase-5698	63	39	united	united	PROPN
ajase-5698	63	40	states	states	PROPN
ajase-5698	63	41	of	of	ADP
ajase-5698	63	42	america	america	PROPN
ajase-5698	63	43	.	.	PUNCT
ajase-5698	64	1	the	the	DET
ajase-5698	64	2	essential	essential	ADJ
ajase-5698	64	3	ones	one	NOUN
ajase-5698	64	4	are	be	AUX
ajase-5698	64	5	:	:	PUNCT
ajase-5698	64	6	1	1	X
ajase-5698	64	7	.	.	X
ajase-5698	65	1	what	what	PRON
ajase-5698	65	2	are	be	AUX
ajase-5698	65	3	the	the	DET
ajase-5698	65	4	ways	way	NOUN
ajase-5698	65	5	of	of	ADP
ajase-5698	65	6	applying	apply	VERB
ajase-5698	65	7	data	data	NOUN
ajase-5698	65	8	analytics	analytic	NOUN
ajase-5698	65	9	tools	tool	NOUN
ajase-5698	65	10	to	to	ADP
ajase-5698	65	11	the	the	DET
ajase-5698	65	12	process	process	NOUN
ajase-5698	65	13	of	of	ADP
ajase-5698	65	14	capital	capital	NOUN
ajase-5698	65	15	allocation	allocation	NOUN
ajase-5698	65	16	in	in	ADP
ajase-5698	65	17	the	the	DET
ajase-5698	65	18	u.s	u.s	PROPN
ajase-5698	65	19	.	.	PROPN
ajase-5698	65	20	economy	economy	NOUN
ajase-5698	65	21	?	?	PUNCT
ajase-5698	66	1	2	2	X
ajase-5698	66	2	.	.	X
ajase-5698	66	3	what	what	PRON
ajase-5698	66	4	can	can	AUX
ajase-5698	66	5	be	be	AUX
ajase-5698	66	6	considered	consider	VERB
ajase-5698	66	7	the	the	DET
ajase-5698	66	8	particular	particular	ADJ
ajase-5698	66	9	value	value	NOUN
ajase-5698	66	10	of	of	ADP
ajase-5698	66	11	using	use	VERB
ajase-5698	66	12	predictive	predictive	ADJ
ajase-5698	66	13	analytics	analytic	NOUN
ajase-5698	66	14	,	,	PUNCT
ajase-5698	66	15	machine	machine	NOUN
ajase-5698	66	16	learning	learning	NOUN
ajase-5698	66	17	,	,	PUNCT
ajase-5698	66	18	and	and	CCONJ
ajase-5698	66	19	big	big	ADJ
ajase-5698	66	20	data	data	NOUN
ajase-5698	66	21	solutions	solution	NOUN
ajase-5698	66	22	in	in	ADP
ajase-5698	66	23	investment	investment	NOUN
ajase-5698	66	24	decision	decision	NOUN
ajase-5698	66	25	-	-	PUNCT
ajase-5698	66	26	making	making	NOUN
ajase-5698	66	27	?	?	PUNCT
ajase-5698	67	1	3	3	X
ajase-5698	67	2	.	.	X
ajase-5698	67	3	what	what	PRON
ajase-5698	67	4	do	do	AUX
ajase-5698	67	5	these	these	DET
ajase-5698	67	6	tools	tool	NOUN
ajase-5698	67	7	do	do	VERB
ajase-5698	67	8	to	to	PART
ajase-5698	67	9	manage	manage	VERB
ajase-5698	67	10	the	the	DET
ajase-5698	67	11	inefficiency	inefficiency	NOUN
ajase-5698	67	12	in	in	ADP
ajase-5698	67	13	existing	exist	VERB
ajase-5698	67	14	capital	capital	NOUN
ajase-5698	67	15	allocation	allocation	NOUN
ajase-5698	67	16	process	process	NOUN
ajase-5698	67	17	?	?	PUNCT
ajase-5698	68	1	4	4	X
ajase-5698	68	2	.	.	X
ajase-5698	68	3	what	what	PRON
ajase-5698	68	4	are	be	AUX
ajase-5698	68	5	the	the	DET
ajase-5698	68	6	limitations	limitation	NOUN
ajase-5698	68	7	and	and	CCONJ
ajase-5698	68	8	challenges	challenge	NOUN
ajase-5698	68	9	of	of	ADP
ajase-5698	68	10	data	datum	NOUN
ajase-5698	68	11	analytics	analytic	NOUN
ajase-5698	68	12	data	datum	NOUN
ajase-5698	68	13	when	when	SCONJ
ajase-5698	68	14	used	use	VERB
ajase-5698	68	15	in	in	ADP
ajase-5698	68	16	capital	capital	NOUN
ajase-5698	68	17	allocation	allocation	NOUN
ajase-5698	68	18	and	and	CCONJ
ajase-5698	68	19	how	how	SCONJ
ajase-5698	68	20	can	can	AUX
ajase-5698	68	21	the	the	DET
ajase-5698	68	22	challenges	challenge	NOUN
ajase-5698	68	23	be	be	AUX
ajase-5698	68	24	addressed	address	VERB
ajase-5698	68	25	?	?	PUNCT
ajase-5698	69	1	the	the	DET
ajase-5698	69	2	following	follow	VERB
ajase-5698	69	3	questions	question	NOUN
ajase-5698	69	4	significantly	significantly	ADV
ajase-5698	69	5	affected	affect	VERB
ajase-5698	69	6	the	the	DET
ajase-5698	69	7	structure	structure	NOUN
ajase-5698	69	8	of	of	ADP
ajase-5698	69	9	the	the	DET
ajase-5698	69	10	research	research	NOUN
ajase-5698	69	11	methodology	methodology	NOUN
ajase-5698	69	12	used	use	VERB
ajase-5698	69	13	in	in	ADP
ajase-5698	69	14	the	the	DET
ajase-5698	69	15	current	current	ADJ
ajase-5698	69	16	study	study	NOUN
ajase-5698	69	17	by	by	ADP
ajase-5698	69	18	dictating	dictate	VERB
ajase-5698	69	19	data	datum	NOUN
ajase-5698	69	20	sources	source	NOUN
ajase-5698	69	21	and	and	CCONJ
ajase-5698	69	22	analysis	analysis	NOUN
ajase-5698	69	23	methods	method	NOUN
ajase-5698	69	24	,	,	PUNCT
ajase-5698	69	25	as	as	ADV
ajase-5698	69	26	well	well	ADV
ajase-5698	69	27	as	as	ADP
ajase-5698	69	28	the	the	DET
ajase-5698	69	29	way	way	NOUN
ajase-5698	69	30	the	the	DET
ajase-5698	69	31	research	research	NOUN
ajase-5698	69	32	will	will	AUX
ajase-5698	69	33	be	be	AUX
ajase-5698	69	34	conducted	conduct	VERB
ajase-5698	69	35	.	.	PUNCT
ajase-5698	70	1	objectives	objective	NOUN
ajase-5698	70	2	this	this	DET
ajase-5698	70	3	study	study	NOUN
ajase-5698	70	4	set	set	VERB
ajase-5698	70	5	the	the	DET
ajase-5698	70	6	following	follow	VERB
ajase-5698	70	7	main	main	ADJ
ajase-5698	70	8	objectives	objective	NOUN
ajase-5698	70	9	considered	consider	VERB
ajase-5698	70	10	the	the	DET
ajase-5698	70	11	existing	exist	VERB
ajase-5698	70	12	capital	capital	NOUN
ajase-5698	70	13	allocation	allocation	NOUN
ajase-5698	70	14	practices	practice	NOUN
ajase-5698	70	15	in	in	ADP
ajase-5698	70	16	the	the	DET
ajase-5698	70	17	u.s	u.s	PROPN
ajase-5698	70	18	.	.	PROPN
ajase-5698	70	19	economy	economy	NOUN
ajase-5698	70	20	and	and	CCONJ
ajase-5698	70	21	made	make	VERB
ajase-5698	70	22	identification	identification	NOUN
ajase-5698	70	23	of	of	ADP
ajase-5698	70	24	strong	strong	ADJ
ajase-5698	70	25	and	and	CCONJ
ajase-5698	70	26	weak	weak	ADJ
ajase-5698	70	27	points	point	NOUN
ajase-5698	70	28	of	of	ADP
ajase-5698	70	29	conventional	conventional	ADJ
ajase-5698	70	30	approaches	approach	NOUN
ajase-5698	70	31	.	.	PUNCT
ajase-5698	71	1	the	the	DET
ajase-5698	71	2	study	study	NOUN
ajase-5698	71	3	methodology	methodology	NOUN
ajase-5698	71	4	was	be	AUX
ajase-5698	71	5	to	to	PART
ajase-5698	71	6	include	include	VERB
ajase-5698	71	7	both	both	DET
ajase-5698	71	8	qualitative	qualitative	ADJ
ajase-5698	71	9	and	and	CCONJ
ajase-5698	71	10	quantitative	quantitative	ADJ
ajase-5698	71	11	approach	approach	NOUN
ajase-5698	71	12	such	such	ADJ
ajase-5698	71	13	as	as	ADP
ajase-5698	71	14	interviews	interview	NOUN
ajase-5698	71	15	with	with	ADP
ajase-5698	71	16	the	the	DET
ajase-5698	71	17	authorities	authority	NOUN
ajase-5698	71	18	in	in	ADP
ajase-5698	71	19	the	the	DET
ajase-5698	71	20	field	field	NOUN
ajase-5698	71	21	and	and	CCONJ
ajase-5698	71	22	analysis	analysis	NOUN
ajase-5698	71	23	of	of	ADP
ajase-5698	71	24	data	datum	NOUN
ajase-5698	71	25	by	by	ADP
ajase-5698	71	26	highly	highly	ADV
ajase-5698	71	27	sophisticated	sophisticated	ADJ
ajase-5698	71	28	statistical	statistical	ADJ
ajase-5698	71	29	methods	method	NOUN
ajase-5698	71	30	.	.	PUNCT
ajase-5698	72	1	tested	test	VERB
ajase-5698	72	2	the	the	DET
ajase-5698	72	3	efficiency	efficiency	NOUN
ajase-5698	72	4	of	of	ADP
ajase-5698	72	5	data	datum	NOUN
ajase-5698	72	6	analytics	analytic	NOUN
ajase-5698	72	7	tools	tool	NOUN
ajase-5698	72	8	to	to	PART
ajase-5698	72	9	streamline	streamline	VERB
ajase-5698	72	10	capitalusing	capitaluse	VERB
ajase-5698	72	11	capital	capital	NOUN
ajase-5698	72	12	allocating	allocating	NOUN
ajase-5698	72	13	criteria	criterion	NOUN
ajase-5698	72	14	.	.	PUNCT
ajase-5698	73	1	to	to	PART
ajase-5698	73	2	reach	reach	VERB
ajase-5698	73	3	this	this	DET
ajase-5698	73	4	objective	objective	NOUN
ajase-5698	73	5	,	,	PUNCT
ajase-5698	73	6	it	it	PRON
ajase-5698	73	7	has	have	AUX
ajase-5698	73	8	applied	apply	VERB
ajase-5698	73	9	the	the	DET
ajase-5698	73	10	principles	principle	NOUN
ajase-5698	73	11	of	of	ADP
ajase-5698	73	12	regression	regression	NOUN
ajase-5698	73	13	analysis	analysis	NOUN
ajase-5698	73	14	and	and	CCONJ
ajase-5698	73	15	machine	machine	NOUN
ajase-5698	73	16	learning	learn	VERB
ajase-5698	73	17	algorithm	algorithm	NOUN
ajase-5698	73	18	to	to	ADP
ajase-5698	73	19	historical	historical	ADJ
ajase-5698	73	20	data	datum	NOUN
ajase-5698	73	21	in	in	ADP
ajase-5698	73	22	terms	term	NOUN
ajase-5698	73	23	of	of	ADP
ajase-5698	73	24	evaluating	evaluate	VERB
ajase-5698	73	25	the	the	DET
ajase-5698	73	26	role	role	NOUN
ajase-5698	73	27	of	of	ADP
ajase-5698	73	28	data	datum	NOUN
ajase-5698	73	29	analytics	analytic	NOUN
ajase-5698	73	30	in	in	ADP
ajase-5698	73	31	investment	investment	NOUN
ajase-5698	73	32	results	result	NOUN
ajase-5698	73	33	.	.	PUNCT
ajase-5698	74	1	coming	come	VERB
ajase-5698	74	2	up	up	ADP
ajase-5698	74	3	with	with	ADP
ajase-5698	74	4	a	a	DET
ajase-5698	74	5	model	model	NOUN
ajase-5698	74	6	of	of	ADP
ajase-5698	74	7	data	datum	NOUN
ajase-5698	74	8	analytics	analytic	NOUN
ajase-5698	74	9	support	support	NOUN
ajase-5698	74	10	to	to	ADP
ajase-5698	74	11	the	the	DET
ajase-5698	74	12	work	work	NOUN
ajase-5698	74	13	of	of	ADP
ajase-5698	74	14	capital	capital	NOUN
ajase-5698	74	15	allocation	allocation	NOUN
ajase-5698	74	16	.	.	PUNCT
ajase-5698	75	1	this	this	PRON
ajase-5698	75	2	was	be	AUX
ajase-5698	75	3	achieved	achieve	VERB
ajase-5698	75	4	through	through	ADP
ajase-5698	75	5	the	the	DET
ajase-5698	75	6	synthesis	synthesis	NOUN
ajase-5698	75	7	of	of	ADP
ajase-5698	75	8	the	the	DET
ajase-5698	75	9	findings	finding	NOUN
ajase-5698	75	10	of	of	ADP
ajase-5698	75	11	the	the	DET
ajase-5698	75	12	foregoing	forego	VERB
ajase-5698	75	13	objectives	objective	NOUN
ajase-5698	75	14	and	and	CCONJ
ajase-5698	75	15	the	the	DET
ajase-5698	75	16	development	development	NOUN
ajase-5698	75	17	of	of	ADP
ajase-5698	75	18	a	a	DET
ajase-5698	75	19	cohesive	cohesive	ADJ
ajase-5698	75	20	plan	plan	NOUN
ajase-5698	75	21	of	of	ADP
ajase-5698	75	22	actionable	actionable	ADJ
ajase-5698	75	23	implementation	implementation	NOUN
ajase-5698	75	24	of	of	ADP
ajase-5698	75	25	data	datum	NOUN
ajase-5698	75	26	analytics	analytic	NOUN
ajase-5698	75	27	as	as	ADP
ajase-5698	75	28	a	a	DET
ajase-5698	75	29	means	means	NOUN
ajase-5698	75	30	of	of	ADP
ajase-5698	75	31	capital	capital	NOUN
ajase-5698	75	32	allocation	allocation	NOUN
ajase-5698	75	33	decision	decision	NOUN
ajase-5698	75	34	.	.	PUNCT
ajase-5698	76	1	materials	material	NOUN
ajase-5698	76	2	and	and	CCONJ
ajase-5698	76	3	methods	method	NOUN
ajase-5698	76	4	research	research	NOUN
ajase-5698	76	5	problem	problem	NOUN
ajase-5698	76	6	and	and	CCONJ
ajase-5698	76	7	objectives	objective	VERB
ajase-5698	76	8	the	the	DET
ajase-5698	76	9	main	main	ADJ
ajase-5698	76	10	research	research	NOUN
ajase-5698	76	11	issue	issue	NOUN
ajase-5698	76	12	that	that	SCONJ
ajase-5698	76	13	the	the	DET
ajase-5698	76	14	study	study	NOUN
ajase-5698	76	15	attempted	attempt	VERB
ajase-5698	76	16	to	to	PART
ajase-5698	76	17	answer	answer	VERB
ajase-5698	76	18	was	be	AUX
ajase-5698	76	19	the	the	DET
ajase-5698	76	20	inefficiency	inefficiency	NOUN
ajase-5698	76	21	of	of	ADP
ajase-5698	76	22	the	the	DET
ajase-5698	76	23	capital	capital	NOUN
ajase-5698	76	24	distribution	distribution	NOUN
ajase-5698	76	25	and	and	CCONJ
ajase-5698	76	26	investing	investing	NOUN
ajase-5698	76	27	practices	practice	NOUN
ajase-5698	76	28	of	of	ADP
ajase-5698	76	29	the	the	DET
ajase-5698	76	30	us	us	PROPN
ajase-5698	76	31	economy	economy	NOUN
ajase-5698	76	32	and	and	CCONJ
ajase-5698	76	33	the	the	DET
ajase-5698	76	34	use	use	NOUN
ajase-5698	76	35	of	of	ADP
ajase-5698	76	36	data	datum	NOUN
ajase-5698	76	37	analytics	analytic	NOUN
ajase-5698	76	38	to	to	PART
ajase-5698	76	39	maximize	maximize	VERB
ajase-5698	76	40	the	the	DET
ajase-5698	76	41	process	process	NOUN
ajase-5698	76	42	.	.	PUNCT
ajase-5698	77	1	the	the	DET
ajase-5698	77	2	purpose	purpose	NOUN
ajase-5698	77	3	of	of	ADP
ajase-5698	77	4	the	the	DET
ajase-5698	77	5	study	study	NOUN
ajase-5698	77	6	was	be	AUX
ajase-5698	77	7	to	to	PART
ajase-5698	77	8	examine	examine	VERB
ajase-5698	77	9	the	the	DET
ajase-5698	77	10	possibility	possibility	NOUN
ajase-5698	77	11	of	of	ADP
ajase-5698	77	12	raising	raise	VERB
ajase-5698	77	13	the	the	DET
ajase-5698	77	14	quality	quality	NOUN
ajase-5698	77	15	of	of	ADP
ajase-5698	77	16	the	the	DET
ajase-5698	77	17	process	process	NOUN
ajase-5698	77	18	of	of	ADP
ajase-5698	77	19	making	make	VERB
ajase-5698	77	20	decisions	decision	NOUN
ajase-5698	77	21	based	base	VERB
ajase-5698	77	22	on	on	ADP
ajase-5698	77	23	data	datum	NOUN
ajase-5698	77	24	and	and	CCONJ
ajase-5698	77	25	resulting	result	VERB
ajase-5698	77	26	in	in	ADP
ajase-5698	77	27	more	more	ADV
ajase-5698	77	28	robust	robust	ADJ
ajase-5698	77	29	economic	economic	ADJ
ajase-5698	77	30	results	result	NOUN
ajase-5698	77	31	.	.	PUNCT
ajase-5698	78	1	this	this	DET
ajase-5698	78	2	study	study	NOUN
ajase-5698	78	3	had	have	VERB
ajase-5698	78	4	the	the	DET
ajase-5698	78	5	following	following	ADJ
ajase-5698	78	6	objectives	objective	NOUN
ajase-5698	78	7	the	the	DET
ajase-5698	78	8	study	study	NOUN
ajase-5698	78	9	examined	examine	VERB
ajase-5698	78	10	what	what	PRON
ajase-5698	78	11	is	be	AUX
ajase-5698	78	12	employed	employ	VERB
ajase-5698	78	13	in	in	ADP
ajase-5698	78	14	the	the	DET
ajase-5698	78	15	capital	capital	NOUN
ajase-5698	78	16	allocation	allocation	NOUN
ajase-5698	78	17	and	and	CCONJ
ajase-5698	78	18	investment	investment	NOUN
ajase-5698	78	19	decision	decision	NOUN
ajase-5698	78	20	in	in	ADP
ajase-5698	78	21	the	the	DET
ajase-5698	78	22	u.s	u.s	PROPN
ajase-5698	78	23	economy	economy	NOUN
ajase-5698	78	24	.	.	PUNCT
ajase-5698	79	1	this	this	PRON
ajase-5698	79	2	was	be	AUX
ajase-5698	79	3	with	with	ADP
ajase-5698	79	4	an	an	DET
ajase-5698	79	5	aim	aim	NOUN
ajase-5698	79	6	of	of	ADP
ajase-5698	79	7	determining	determine	VERB
ajase-5698	79	8	the	the	DET
ajase-5698	79	9	gaps	gap	NOUN
ajase-5698	79	10	and	and	CCONJ
ajase-5698	79	11	inefficiencies	inefficiency	NOUN
ajase-5698	79	12	that	that	PRON
ajase-5698	79	13	were	be	AUX
ajase-5698	79	14	cardinal	cardinal	ADJ
ajase-5698	79	15	in	in	ADP
ajase-5698	79	16	its	its	PRON
ajase-5698	79	17	current	current	ADJ
ajase-5698	79	18	practices	practice	NOUN
ajase-5698	79	19	especially	especially	ADV
ajase-5698	79	20	with	with	ADP
ajase-5698	79	21	regards	regard	NOUN
ajase-5698	79	22	to	to	ADP
ajase-5698	79	23	the	the	DET
ajase-5698	79	24	application	application	NOUN
ajase-5698	79	25	of	of	ADP
ajase-5698	79	26	data	datum	NOUN
ajase-5698	79	27	analytics	analytic	NOUN
ajase-5698	79	28	.	.	PUNCT
ajase-5698	80	1	other	other	ADJ
ajase-5698	80	2	articles	article	NOUN
ajase-5698	80	3	covered	cover	VERB
ajase-5698	80	4	the	the	DET
ajase-5698	80	5	absence	absence	NOUN
ajase-5698	80	6	of	of	ADP
ajase-5698	80	7	systematic	systematic	ADJ
ajase-5698	80	8	strategies	strategy	NOUN
ajase-5698	80	9	based	base	VERB
ajase-5698	80	10	on	on	ADP
ajase-5698	80	11	the	the	DET
ajase-5698	80	12	involvement	involvement	NOUN
ajase-5698	80	13	of	of	ADP
ajase-5698	80	14	large	large	ADJ
ajase-5698	80	15	-	-	PUNCT
ajase-5698	80	16	scale	scale	NOUN
ajase-5698	80	17	data	datum	NOUN
ajase-5698	80	18	in	in	ADP
ajase-5698	80	19	investments	investment	NOUN
ajase-5698	80	20	.	.	PUNCT
ajase-5698	81	1	in	in	ADP
ajase-5698	81	2	order	order	NOUN
ajase-5698	81	3	to	to	PART
ajase-5698	81	4	measure	measure	VERB
ajase-5698	81	5	the	the	DET
ajase-5698	81	6	performance	performance	NOUN
ajase-5698	81	7	of	of	ADP
ajase-5698	81	8	data	datum	NOUN
ajase-5698	81	9	analytics	analytic	NOUN
ajase-5698	81	10	approaches	approach	NOUN
ajase-5698	81	11	to	to	PART
ajase-5698	81	12	optimize	optimize	VERB
ajase-5698	81	13	capital	capital	NOUN
ajase-5698	81	14	allocation	allocation	NOUN
ajase-5698	81	15	decisions	decision	NOUN
ajase-5698	81	16	.	.	PUNCT
ajase-5698	82	1	this	this	DET
ajase-5698	82	2	aim	aim	NOUN
ajase-5698	82	3	was	be	AUX
ajase-5698	82	4	concerned	concern	VERB
ajase-5698	82	5	with	with	ADP
ajase-5698	82	6	evaluating	evaluate	VERB
ajase-5698	82	7	different	different	ADJ
ajase-5698	82	8	instruments	instrument	NOUN
ajase-5698	82	9	of	of	ADP
ajase-5698	82	10	data	datum	NOUN
ajase-5698	82	11	analytics	analytic	NOUN
ajase-5698	82	12	like	like	ADP
ajase-5698	82	13	machine	machine	NOUN
ajase-5698	82	14	learning	learn	VERB
ajase-5698	82	15	algorithms	algorithm	NOUN
ajase-5698	82	16	and	and	CCONJ
ajase-5698	82	17	predictive	predictive	ADJ
ajase-5698	82	18	models	model	NOUN
ajase-5698	82	19	and	and	CCONJ
ajase-5698	82	20	their	their	PRON
ajase-5698	82	21	efficiency	efficiency	NOUN
ajase-5698	82	22	on	on	ADP
ajase-5698	82	23	investment	investment	NOUN
ajase-5698	82	24	performance	performance	NOUN
ajase-5698	82	25	.	.	PUNCT
ajase-5698	83	1	the	the	DET
ajase-5698	83	2	analysis	analysis	NOUN
ajase-5698	83	3	was	be	AUX
ajase-5698	83	4	supposed	suppose	VERB
ajase-5698	83	5	to	to	PART
ajase-5698	83	6	offer	offer	VERB
ajase-5698	83	7	an	an	DET
ajase-5698	83	8	understanding	understanding	NOUN
ajase-5698	83	9	of	of	ADP
ajase-5698	83	10	how	how	SCONJ
ajase-5698	83	11	decisionmaking	decisionmake	VERB
ajase-5698	83	12	based	base	VERB
ajase-5698	83	13	on	on	ADP
ajase-5698	83	14	data	datum	NOUN
ajase-5698	83	15	can	can	AUX
ajase-5698	83	16	improve	improve	VERB
ajase-5698	83	17	the	the	DET
ajase-5698	83	18	performance	performance	NOUN
ajase-5698	83	19	of	of	ADP
ajase-5698	83	20	the	the	DET
ajase-5698	83	21	economy	economy	NOUN
ajase-5698	83	22	.	.	PUNCT
ajase-5698	84	1	in	in	ADP
ajase-5698	84	2	a	a	DET
ajase-5698	84	3	bid	bid	NOUN
ajase-5698	84	4	to	to	PART
ajase-5698	84	5	devise	devise	VERB
ajase-5698	84	6	a	a	DET
ajase-5698	84	7	protocol	protocol	NOUN
ajase-5698	84	8	in	in	ADP
ajase-5698	84	9	the	the	DET
ajase-5698	84	10	incorporation	incorporation	NOUN
ajase-5698	84	11	of	of	ADP
ajase-5698	84	12	data	datum	NOUN
ajase-5698	84	13	analytics	analytic	NOUN
ajase-5698	84	14	in	in	ADP
ajase-5698	84	15	the	the	DET
ajase-5698	84	16	decision	decision	NOUN
ajase-5698	84	17	making	make	VERB
ajase-5698	84	18	process	process	NOUN
ajase-5698	84	19	in	in	ADP
ajase-5698	84	20	order	order	NOUN
ajase-5698	84	21	to	to	PART
ajase-5698	84	22	have	have	AUX
ajase-5698	84	23	better	well	ADJ
ajase-5698	84	24	investment	investment	NOUN
ajase-5698	84	25	returns	return	NOUN
ajase-5698	84	26	.	.	PUNCT
ajase-5698	85	1	this	this	DET
ajase-5698	85	2	framework	framework	NOUN
ajase-5698	85	3	attempted	attempt	VERB
ajase-5698	85	4	to	to	PART
ajase-5698	85	5	fill	fill	VERB
ajase-5698	85	6	the	the	DET
ajase-5698	85	7	gap	gap	NOUN
ajase-5698	85	8	in	in	ADP
ajase-5698	85	9	the	the	DET
ajase-5698	85	10	published	publish	VERB
ajase-5698	85	11	literature	literature	NOUN
ajase-5698	85	12	regarding	regard	VERB
ajase-5698	85	13	the	the	DET
ajase-5698	85	14	use	use	NOUN
ajase-5698	85	15	of	of	ADP
ajase-5698	85	16	such	such	ADJ
ajase-5698	85	17	technologies	technology	NOUN
ajase-5698	85	18	in	in	ADP
ajase-5698	85	19	the	the	DET
ajase-5698	85	20	investments	investment	NOUN
ajase-5698	85	21	of	of	ADP
ajase-5698	85	22	both	both	CCONJ
ajase-5698	85	23	the	the	DET
ajase-5698	85	24	public	public	ADJ
ajase-5698	85	25	and	and	CCONJ
ajase-5698	85	26	private	private	ADJ
ajase-5698	85	27	sectors	sector	NOUN
ajase-5698	85	28	like	like	SCONJ
ajase-5698	85	29	it	it	PRON
ajase-5698	85	30	has	have	AUX
ajase-5698	85	31	been	be	AUX
ajase-5698	85	32	advocated	advocate	VERB
ajase-5698	85	33	.	.	PUNCT
ajase-5698	86	1	research	research	NOUN
ajase-5698	86	2	design	design	NOUN
ajase-5698	86	3	type	type	NOUN
ajase-5698	86	4	of	of	ADP
ajase-5698	86	5	study	study	NOUN
ajase-5698	86	6	:	:	PUNCT
ajase-5698	86	7	the	the	DET
ajase-5698	86	8	correlational	correlational	ADJ
ajase-5698	86	9	study	study	NOUN
ajase-5698	86	10	was	be	AUX
ajase-5698	86	11	used	use	VERB
ajase-5698	86	12	in	in	ADP
ajase-5698	86	13	the	the	DET
ajase-5698	86	14	present	present	ADJ
ajase-5698	86	15	study	study	NOUN
ajase-5698	86	16	,	,	PUNCT
ajase-5698	86	17	since	since	SCONJ
ajase-5698	86	18	only	only	ADJ
ajase-5698	86	19	relations	relation	NOUN
ajase-5698	86	20	were	be	AUX
ajase-5698	86	21	to	to	PART
ajase-5698	86	22	be	be	AUX
ajase-5698	86	23	investigated	investigate	VERB
ajase-5698	86	24	between	between	ADP
ajase-5698	86	25	data	datum	NOUN
ajase-5698	86	26	analytics	analytic	NOUN
ajase-5698	86	27	methods	method	NOUN
ajase-5698	86	28	and	and	CCONJ
ajase-5698	86	29	the	the	DET
ajase-5698	86	30	outcomes	outcome	NOUN
ajase-5698	86	31	of	of	ADP
ajase-5698	86	32	capital	capital	NOUN
ajase-5698	86	33	allocation	allocation	NOUN
ajase-5698	86	34	.	.	PUNCT
ajase-5698	87	1	the	the	DET
ajase-5698	87	2	study	study	NOUN
ajase-5698	87	3	was	be	AUX
ajase-5698	87	4	to	to	PART
ajase-5698	87	5	determine	determine	VERB
ajase-5698	87	6	the	the	DET
ajase-5698	87	7	extent	extent	NOUN
ajase-5698	87	8	and	and	CCONJ
ajase-5698	87	9	the	the	DET
ajase-5698	87	10	kind	kind	NOUN
ajase-5698	87	11	of	of	ADP
ajase-5698	87	12	the	the	DET
ajase-5698	87	13	said	say	VERB
ajase-5698	87	14	associations	association	NOUN
ajase-5698	87	15	without	without	ADP
ajase-5698	87	16	any	any	DET
ajase-5698	87	17	control	control	NOUN
ajase-5698	87	18	over	over	ADP
ajase-5698	87	19	the	the	DET
ajase-5698	87	20	variables	variable	NOUN
ajase-5698	87	21	.	.	PUNCT
ajase-5698	88	1	design	design	NOUN
ajase-5698	88	2	justification	justification	NOUN
ajase-5698	88	3	:	:	PUNCT
ajase-5698	88	4	a	a	DET
ajase-5698	88	5	correlational	correlational	ADJ
ajase-5698	88	6	design	design	NOUN
ajase-5698	88	7	was	be	AUX
ajase-5698	88	8	chosen	choose	VERB
ajase-5698	88	9	where	where	SCONJ
ajase-5698	88	10	it	it	PRON
ajase-5698	88	11	was	be	AUX
ajase-5698	88	12	possible	possible	ADJ
ajase-5698	88	13	to	to	PART
ajase-5698	88	14	study	study	VERB
ajase-5698	88	15	the	the	DET
ajase-5698	88	16	available	available	ADJ
ajase-5698	88	17	information	information	NOUN
ajase-5698	88	18	,	,	PUNCT
ajase-5698	88	19	and	and	CCONJ
ajase-5698	88	20	draw	draw	VERB
ajase-5698	88	21	patterns	pattern	NOUN
ajase-5698	88	22	and	and	CCONJ
ajase-5698	88	23	relationships	relationship	NOUN
ajase-5698	88	24	between	between	ADP
ajase-5698	88	25	variables	variable	NOUN
ajase-5698	88	26	without	without	ADP
ajase-5698	88	27	a	a	DET
ajase-5698	88	28	researcher	researcher	NOUN
ajase-5698	88	29	interfering	interfere	VERB
ajase-5698	88	30	with	with	ADP
ajase-5698	88	31	experiments	experiment	NOUN
ajase-5698	88	32	.	.	PUNCT
ajase-5698	89	1	it	it	PRON
ajase-5698	89	2	was	be	AUX
ajase-5698	89	3	the	the	DET
ajase-5698	89	4	perfect	perfect	ADJ
ajase-5698	89	5	design	design	NOUN
ajase-5698	89	6	to	to	PART
ajase-5698	89	7	answer	answer	VERB
ajase-5698	89	8	these	these	DET
ajase-5698	89	9	questions	question	NOUN
ajase-5698	89	10	since	since	SCONJ
ajase-5698	89	11	the	the	DET
ajase-5698	89	12	research	research	NOUN
ajase-5698	89	13	sought	seek	VERB
ajase-5698	89	14	to	to	PART
ajase-5698	89	15	investigate	investigate	VERB
ajase-5698	89	16	the	the	DET
ajase-5698	89	17	interrelation	interrelation	NOUN
ajase-5698	89	18	between	between	ADP
ajase-5698	89	19	facts	fact	NOUN
ajase-5698	89	20	analytics	analytic	NOUN
ajase-5698	89	21	and	and	CCONJ
ajase-5698	89	22	investment	investment	NOUN
ajase-5698	89	23	decision	decision	NOUN
ajase-5698	89	24	-	-	PUNCT
ajase-5698	89	25	making	make	VERB
ajase-5698	89	26	processes	process	NOUN
ajase-5698	89	27	.	.	PUNCT
ajase-5698	90	1	study	study	NOUN
ajase-5698	90	2	parameters	parameter	NOUN
ajase-5698	90	3	strategy	strategy	NOUN
ajase-5698	90	4	of	of	ADP
ajase-5698	90	5	sampling	sample	VERB
ajase-5698	90	6	population	population	NOUN
ajase-5698	90	7	in	in	ADP
ajase-5698	90	8	this	this	DET
ajase-5698	90	9	research	research	NOUN
ajase-5698	90	10	work	work	NOUN
ajase-5698	90	11	,	,	PUNCT
ajase-5698	90	12	the	the	DET
ajase-5698	90	13	population	population	NOUN
ajase-5698	90	14	was	be	AUX
ajase-5698	90	15	all	all	DET
ajase-5698	90	16	the	the	DET
ajase-5698	90	17	financial	financial	ADJ
ajase-5698	90	18	institutions	institution	NOUN
ajase-5698	90	19	,	,	PUNCT
ajase-5698	90	20	investment	investment	NOUN
ajase-5698	90	21	companies	company	NOUN
ajase-5698	90	22	and	and	CCONJ
ajase-5698	90	23	government	government	NOUN
ajase-5698	90	24	agencies	agency	NOUN
ajase-5698	90	25	that	that	PRON
ajase-5698	90	26	carryout	carryout	VERB
ajase-5698	90	27	capital	capital	NOUN
ajase-5698	90	28	allocation	allocation	NOUN
ajase-5698	90	29	in	in	ADP
ajase-5698	90	30	the	the	DET
ajase-5698	90	31	economy	economy	NOUN
ajase-5698	90	32	of	of	ADP
ajase-5698	90	33	the	the	DET
ajase-5698	90	34	united	united	PROPN
ajase-5698	90	35	states	states	PROPN
ajase-5698	90	36	.	.	PUNCT
ajase-5698	91	1	these	these	DET
ajase-5698	91	2	establishments	establishment	NOUN
ajase-5698	91	3	produced	produce	VERB
ajase-5698	91	4	a	a	DET
ajase-5698	91	5	lot	lot	NOUN
ajase-5698	91	6	of	of	ADP
ajase-5698	91	7	data	datum	NOUN
ajase-5698	91	8	on	on	ADP
ajase-5698	91	9	the	the	DET
ajase-5698	91	10	decision	decision	NOUN
ajase-5698	91	11	making	making	NOUN
ajase-5698	91	12	in	in	ADP
ajase-5698	91	13	investments	investment	NOUN
ajase-5698	91	14	,	,	PUNCT
ajase-5698	91	15	market	market	NOUN
ajase-5698	91	16	trends	trend	NOUN
ajase-5698	91	17	and	and	CCONJ
ajase-5698	91	18	economic	economic	ADJ
ajase-5698	91	19	performance	performance	NOUN
ajase-5698	91	20	which	which	PRON
ajase-5698	91	21	made	make	VERB
ajase-5698	91	22	them	they	PRON
ajase-5698	91	23	a	a	DET
ajase-5698	91	24	suitable	suitable	ADJ
ajase-5698	91	25	organization	organization	NOUN
ajase-5698	91	26	of	of	ADP
ajase-5698	91	27	analysis	analysis	NOUN
ajase-5698	91	28	.	.	PUNCT
ajase-5698	92	1	sampling	sample	VERB
ajase-5698	92	2	method	method	NOUN
ajase-5698	92	3	it	it	PRON
ajase-5698	92	4	was	be	AUX
ajase-5698	92	5	decided	decide	VERB
ajase-5698	92	6	to	to	PART
ajase-5698	92	7	deploy	deploy	VERB
ajase-5698	92	8	the	the	DET
ajase-5698	92	9	stratified	stratified	ADJ
ajase-5698	92	10	random	random	ADJ
ajase-5698	92	11	sampling	sampling	NOUN
ajase-5698	92	12	pa	pa	PROPN
ajase-5698	92	13	ge	ge	PROPN
ajase-5698	92	14	17	17	NUM
ajase-5698	92	15	0	0	NUM
ajase-5698	93	1	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	93	2	am	am	NOUN
ajase-5698	93	3	.	.	PUNCT
ajase-5698	94	1	j.	j.	PROPN
ajase-5698	94	2	appl	appl	PROPN
ajase-5698	94	3	.	.	PROPN
ajase-5698	95	1	stat	stat	PROPN
ajase-5698	95	2	.	.	PUNCT
ajase-5698	96	1	econ	econ	PROPN
ajase-5698	96	2	.	.	PUNCT
ajase-5698	97	1	3(1	3(1	NUM
ajase-5698	97	2	)	)	PUNCT
ajase-5698	97	3	167	167	NUM
ajase-5698	97	4	-	-	SYM
ajase-5698	97	5	177	177	NUM
ajase-5698	97	6	,	,	PUNCT
ajase-5698	97	7	2024	2024	NUM
ajase-5698	97	8	method	method	NOUN
ajase-5698	97	9	thereby	thereby	ADV
ajase-5698	97	10	guaranteeing	guarantee	VERB
ajase-5698	97	11	that	that	SCONJ
ajase-5698	97	12	variations	variation	NOUN
ajase-5698	97	13	in	in	ADP
ajase-5698	97	14	types	type	NOUN
ajase-5698	97	15	of	of	ADP
ajase-5698	97	16	investment	investment	NOUN
ajase-5698	97	17	sectors	sector	NOUN
ajase-5698	97	18	(	(	PUNCT
ajase-5698	97	19	i.e.	i.e.	X
ajase-5698	97	20	public	public	ADJ
ajase-5698	97	21	sector	sector	NOUN
ajase-5698	97	22	,	,	PUNCT
ajase-5698	97	23	private	private	ADJ
ajase-5698	97	24	sector	sector	NOUN
ajase-5698	97	25	,	,	PUNCT
ajase-5698	97	26	large	large	ADJ
ajase-5698	97	27	corporations	corporation	NOUN
ajase-5698	97	28	,	,	PUNCT
ajase-5698	97	29	small	small	ADJ
ajase-5698	97	30	firms	firm	NOUN
ajase-5698	97	31	etc	etc	X
ajase-5698	97	32	.	.	X
ajase-5698	97	33	)	)	PUNCT
ajase-5698	97	34	were	be	AUX
ajase-5698	97	35	represented	represent	VERB
ajase-5698	97	36	appropriately	appropriately	ADV
ajase-5698	97	37	in	in	ADP
ajase-5698	97	38	the	the	DET
ajase-5698	97	39	sample	sample	NOUN
ajase-5698	97	40	.	.	PUNCT
ajase-5698	98	1	this	this	PRON
ajase-5698	98	2	guaranteed	guarantee	VERB
ajase-5698	98	3	that	that	SCONJ
ajase-5698	98	4	the	the	DET
ajase-5698	98	5	sample	sample	NOUN
ajase-5698	98	6	represented	represent	VERB
ajase-5698	98	7	the	the	DET
ajase-5698	98	8	different	different	ADJ
ajase-5698	98	9	variety	variety	NOUN
ajase-5698	98	10	of	of	ADP
ajase-5698	98	11	investmentdecision	investmentdecision	NOUN
ajase-5698	98	12	oriented	orient	VERB
ajase-5698	98	13	individuals	individual	NOUN
ajase-5698	98	14	within	within	ADP
ajase-5698	98	15	the	the	DET
ajase-5698	98	16	u.s	u.s	PROPN
ajase-5698	98	17	economy	economy	NOUN
ajase-5698	98	18	.	.	PUNCT
ajase-5698	99	1	sample	sample	NOUN
ajase-5698	99	2	size	size	NOUN
ajase-5698	99	3	300	300	NUM
ajase-5698	99	4	organizations	organization	NOUN
ajase-5698	99	5	were	be	AUX
ajase-5698	99	6	used	use	VERB
ajase-5698	99	7	to	to	PART
ajase-5698	99	8	carry	carry	VERB
ajase-5698	99	9	out	out	ADP
ajase-5698	99	10	the	the	DET
ajase-5698	99	11	study	study	NOUN
ajase-5698	99	12	.	.	PUNCT
ajase-5698	100	1	the	the	DET
ajase-5698	100	2	selection	selection	NOUN
ajase-5698	100	3	of	of	ADP
ajase-5698	100	4	this	this	DET
ajase-5698	100	5	sample	sample	NOUN
ajase-5698	100	6	size	size	NOUN
ajase-5698	100	7	was	be	AUX
ajase-5698	100	8	guided	guide	VERB
ajase-5698	100	9	by	by	ADP
ajase-5698	100	10	the	the	DET
ajase-5698	100	11	power	power	NOUN
ajase-5698	100	12	of	of	ADP
ajase-5698	100	13	the	the	DET
ajase-5698	100	14	analysis	analysis	NOUN
ajase-5698	100	15	that	that	PRON
ajase-5698	100	16	sought	seek	VERB
ajase-5698	100	17	to	to	PART
ajase-5698	100	18	achieve	achieve	VERB
ajase-5698	100	19	a	a	DET
ajase-5698	100	20	power	power	NOUN
ajase-5698	100	21	of	of	ADP
ajase-5698	100	22	80	80	NUM
ajase-5698	100	23	percent	percent	NOUN
ajase-5698	100	24	in	in	ADP
ajase-5698	100	25	identifying	identify	VERB
ajase-5698	100	26	any	any	DET
ajase-5698	100	27	significant	significant	ADJ
ajase-5698	100	28	relationships	relationship	NOUN
ajase-5698	100	29	between	between	ADP
ajase-5698	100	30	the	the	DET
ajase-5698	100	31	use	use	NOUN
ajase-5698	100	32	of	of	ADP
ajase-5698	100	33	data	datum	NOUN
ajase-5698	100	34	analytics	analytic	NOUN
ajase-5698	100	35	and	and	CCONJ
ajase-5698	100	36	the	the	DET
ajase-5698	100	37	performance	performance	NOUN
ajase-5698	100	38	of	of	ADP
ajase-5698	100	39	investments	investment	NOUN
ajase-5698	100	40	with	with	ADP
ajase-5698	100	41	a	a	DET
ajase-5698	100	42	margin	margin	NOUN
ajase-5698	100	43	of	of	ADP
ajase-5698	100	44	error	error	NOUN
ajase-5698	100	45	or	or	CCONJ
ajase-5698	100	46	5	5	NUM
ajase-5698	100	47	percent	percent	NOUN
ajase-5698	100	48	.	.	PUNCT
ajase-5698	101	1	this	this	DET
ajase-5698	101	2	sample	sample	NOUN
ajase-5698	101	3	was	be	AUX
ajase-5698	101	4	comparable	comparable	ADJ
ajase-5698	101	5	to	to	ADP
ajase-5698	101	6	those	those	PRON
ajase-5698	101	7	involved	involve	VERB
ajase-5698	101	8	in	in	ADP
ajase-5698	101	9	similar	similar	ADJ
ajase-5698	101	10	research	research	NOUN
ajase-5698	101	11	works	work	NOUN
ajase-5698	101	12	of	of	ADP
ajase-5698	101	13	the	the	DET
ajase-5698	101	14	same	same	ADJ
ajase-5698	101	15	discipline	discipline	NOUN
ajase-5698	101	16	(	(	PUNCT
ajase-5698	101	17	brown	brown	PROPN
ajase-5698	101	18	&	&	CCONJ
ajase-5698	101	19	anderson	anderson	PROPN
ajase-5698	101	20	,	,	PUNCT
ajase-5698	101	21	2020	2020	NUM
ajase-5698	101	22	)	)	PUNCT
ajase-5698	101	23	.	.	PUNCT
ajase-5698	102	1	inclusion	inclusion	NOUN
ajase-5698	102	2	/	/	SYM
ajase-5698	102	3	exclusion	exclusion	NOUN
ajase-5698	102	4	criteria	criterion	NOUN
ajase-5698	102	5	the	the	DET
ajase-5698	102	6	inclusion	inclusion	NOUN
ajase-5698	102	7	criteria	criterion	NOUN
ajase-5698	102	8	demanded	demand	VERB
ajase-5698	102	9	that	that	SCONJ
ajase-5698	102	10	the	the	DET
ajase-5698	102	11	organizations	organization	NOUN
ajase-5698	102	12	shall	shall	AUX
ajase-5698	102	13	have	have	AUX
ajase-5698	102	14	been	be	AUX
ajase-5698	102	15	actively	actively	ADV
ajase-5698	102	16	involved	involve	VERB
ajase-5698	102	17	in	in	ADP
ajase-5698	102	18	capital	capital	NOUN
ajase-5698	102	19	allocation	allocation	NOUN
ajase-5698	102	20	or	or	CCONJ
ajase-5698	102	21	investment	investment	NOUN
ajase-5698	102	22	decisions	decision	NOUN
ajase-5698	102	23	over	over	ADP
ajase-5698	102	24	a	a	DET
ajase-5698	102	25	period	period	NOUN
ajase-5698	102	26	of	of	ADP
ajase-5698	102	27	at	at	ADV
ajase-5698	102	28	least	least	ADV
ajase-5698	102	29	three	three	NUM
ajase-5698	102	30	years	year	NOUN
ajase-5698	102	31	and	and	CCONJ
ajase-5698	102	32	they	they	PRON
ajase-5698	102	33	shall	shall	AUX
ajase-5698	102	34	also	also	ADV
ajase-5698	102	35	have	have	VERB
ajase-5698	102	36	the	the	DET
ajase-5698	102	37	necessary	necessary	ADJ
ajase-5698	102	38	financial	financial	ADJ
ajase-5698	102	39	data	datum	NOUN
ajase-5698	102	40	.	.	PUNCT
ajase-5698	103	1	companies	company	NOUN
ajase-5698	103	2	that	that	PRON
ajase-5698	103	3	did	do	AUX
ajase-5698	103	4	not	not	PART
ajase-5698	103	5	have	have	VERB
ajase-5698	103	6	a	a	DET
ajase-5698	103	7	data	data	NOUN
ajase-5698	103	8	analytics	analytic	NOUN
ajase-5698	103	9	infrastructure	infrastructure	NOUN
ajase-5698	103	10	were	be	AUX
ajase-5698	103	11	not	not	PART
ajase-5698	103	12	eligible	eligible	ADJ
ajase-5698	103	13	to	to	ADP
ajase-5698	103	14	the	the	DET
ajase-5698	103	15	study	study	NOUN
ajase-5698	103	16	,	,	PUNCT
ajase-5698	103	17	since	since	SCONJ
ajase-5698	103	18	the	the	DET
ajase-5698	103	19	study	study	NOUN
ajase-5698	103	20	was	be	AUX
ajase-5698	103	21	based	base	VERB
ajase-5698	103	22	on	on	ADP
ajase-5698	103	23	determining	determine	VERB
ajase-5698	103	24	how	how	SCONJ
ajase-5698	103	25	data	datum	NOUN
ajase-5698	103	26	analytics	analytic	NOUN
ajase-5698	103	27	can	can	AUX
ajase-5698	103	28	help	help	VERB
ajase-5698	103	29	in	in	ADP
ajase-5698	103	30	decision	decision	NOUN
ajase-5698	103	31	making	making	NOUN
ajase-5698	103	32	.	.	PUNCT
ajase-5698	104	1	methods	method	NOUN
ajase-5698	104	2	of	of	ADP
ajase-5698	104	3	collecting	collect	VERB
ajase-5698	104	4	data	data	NOUN
ajase-5698	104	5	instruments	instrument	NOUN
ajase-5698	104	6	:	:	PUNCT
ajase-5698	104	7	the	the	DET
ajase-5698	104	8	online	online	ADJ
ajase-5698	104	9	survey	survey	NOUN
ajase-5698	104	10	with	with	ADP
ajase-5698	104	11	a	a	DET
ajase-5698	104	12	mixture	mixture	NOUN
ajase-5698	104	13	of	of	ADP
ajase-5698	104	14	closed	closed	ADJ
ajase-5698	104	15	and	and	CCONJ
ajase-5698	104	16	open	open	ADJ
ajase-5698	104	17	questions	question	NOUN
ajase-5698	104	18	was	be	AUX
ajase-5698	104	19	the	the	DET
ajase-5698	104	20	main	main	ADJ
ajase-5698	104	21	instrument	instrument	NOUN
ajase-5698	104	22	of	of	ADP
ajase-5698	104	23	data	datum	NOUN
ajase-5698	104	24	collection	collection	NOUN
ajase-5698	104	25	.	.	PUNCT
ajase-5698	105	1	the	the	DET
ajase-5698	105	2	survey	survey	NOUN
ajase-5698	105	3	was	be	AUX
ajase-5698	105	4	aimed	aim	VERB
ajase-5698	105	5	at	at	ADP
ajase-5698	105	6	collecting	collect	VERB
ajase-5698	105	7	information	information	NOUN
ajase-5698	105	8	about	about	ADP
ajase-5698	105	9	the	the	DET
ajase-5698	105	10	categories	category	NOUN
ajase-5698	105	11	of	of	ADP
ajase-5698	105	12	used	use	VERB
ajase-5698	105	13	data	data	NOUN
ajase-5698	105	14	analytics	analytic	NOUN
ajase-5698	105	15	tools	tool	NOUN
ajase-5698	105	16	,	,	PUNCT
ajase-5698	105	17	decision	decision	NOUN
ajase-5698	105	18	-	-	PUNCT
ajase-5698	105	19	making	make	VERB
ajase-5698	105	20	processes	process	NOUN
ajase-5698	105	21	,	,	PUNCT
ajase-5698	105	22	and	and	CCONJ
ajase-5698	105	23	the	the	DET
ajase-5698	105	24	estimations	estimation	NOUN
ajase-5698	105	25	of	of	ADP
ajase-5698	105	26	influence	influence	NOUN
ajase-5698	105	27	on	on	ADP
ajase-5698	105	28	the	the	DET
ajase-5698	105	29	outcomes	outcome	NOUN
ajase-5698	105	30	of	of	ADP
ajase-5698	105	31	investments	investment	NOUN
ajase-5698	105	32	.	.	PUNCT
ajase-5698	106	1	financial	financial	ADJ
ajase-5698	106	2	reports	report	NOUN
ajase-5698	106	3	and	and	CCONJ
ajase-5698	106	4	organizational	organizational	ADJ
ajase-5698	106	5	records	record	NOUN
ajase-5698	106	6	were	be	AUX
ajase-5698	106	7	used	use	VERB
ajase-5698	106	8	as	as	ADP
ajase-5698	106	9	secondary	secondary	ADJ
ajase-5698	106	10	data	datum	NOUN
ajase-5698	106	11	in	in	ADP
ajase-5698	106	12	the	the	DET
ajase-5698	106	13	survey	survey	NOUN
ajase-5698	106	14	.	.	PUNCT
ajase-5698	107	1	procedure	procedure	NOUN
ajase-5698	107	2	the	the	DET
ajase-5698	107	3	survey	survey	NOUN
ajase-5698	107	4	was	be	AUX
ajase-5698	107	5	sent	send	VERB
ajase-5698	107	6	to	to	ADP
ajase-5698	107	7	the	the	DET
ajase-5698	107	8	picked	pick	VERB
ajase-5698	107	9	organizations	organization	NOUN
ajase-5698	107	10	and	and	CCONJ
ajase-5698	107	11	reminds	remind	NOUN
ajase-5698	107	12	were	be	AUX
ajase-5698	107	13	read	read	VERB
ajase-5698	107	14	to	to	ADP
ajase-5698	107	15	them	they	PRON
ajase-5698	107	16	to	to	PART
ajase-5698	107	17	increase	increase	VERB
ajase-5698	107	18	the	the	DET
ajase-5698	107	19	attendance	attendance	NOUN
ajase-5698	107	20	.	.	PUNCT
ajase-5698	108	1	the	the	DET
ajase-5698	108	2	responses	response	NOUN
ajase-5698	108	3	were	be	AUX
ajase-5698	108	4	gathered	gather	VERB
ajase-5698	108	5	within	within	ADP
ajase-5698	108	6	three	three	NUM
ajase-5698	108	7	months	month	NOUN
ajase-5698	108	8	which	which	PRON
ajase-5698	108	9	is	be	AUX
ajase-5698	108	10	enough	enough	ADJ
ajase-5698	108	11	time	time	NOUN
ajase-5698	108	12	to	to	PART
ajase-5698	108	13	have	have	VERB
ajase-5698	108	14	a	a	DET
ajase-5698	108	15	good	good	ADJ
ajase-5698	108	16	response	response	NOUN
ajase-5698	108	17	rate	rate	NOUN
ajase-5698	108	18	.	.	PUNCT
ajase-5698	109	1	the	the	DET
ajase-5698	109	2	considerations	consideration	NOUN
ajase-5698	109	3	of	of	ADP
ajase-5698	109	4	ethics	ethic	NOUN
ajase-5698	109	5	were	be	AUX
ajase-5698	109	6	also	also	ADV
ajase-5698	109	7	taken	take	VERB
ajase-5698	109	8	seriously	seriously	ADV
ajase-5698	109	9	and	and	CCONJ
ajase-5698	109	10	none	none	NOUN
ajase-5698	109	11	of	of	ADP
ajase-5698	109	12	the	the	DET
ajase-5698	109	13	activities	activity	NOUN
ajase-5698	109	14	of	of	ADP
ajase-5698	109	15	the	the	DET
ajase-5698	109	16	collection	collection	NOUN
ajase-5698	109	17	of	of	ADP
ajase-5698	109	18	data	datum	NOUN
ajase-5698	109	19	affected	affect	VERB
ajase-5698	109	20	the	the	DET
ajase-5698	109	21	normal	normal	ADJ
ajase-5698	109	22	operations	operation	NOUN
ajase-5698	109	23	of	of	ADP
ajase-5698	109	24	the	the	DET
ajase-5698	109	25	organizations	organization	NOUN
ajase-5698	109	26	.	.	PUNCT
ajase-5698	110	1	pilot	pilot	NOUN
ajase-5698	110	2	testing	testing	NOUN
ajase-5698	110	3	:	:	PUNCT
ajase-5698	110	4	the	the	DET
ajase-5698	110	5	reliability	reliability	NOUN
ajase-5698	110	6	and	and	CCONJ
ajase-5698	110	7	validity	validity	NOUN
ajase-5698	110	8	of	of	ADP
ajase-5698	110	9	the	the	DET
ajase-5698	110	10	survey	survey	NOUN
ajase-5698	110	11	was	be	AUX
ajase-5698	110	12	tested	test	VERB
ajase-5698	110	13	on	on	ADP
ajase-5698	110	14	a	a	DET
ajase-5698	110	15	sample	sample	NOUN
ajase-5698	110	16	of	of	ADP
ajase-5698	110	17	30	30	NUM
ajase-5698	110	18	organizations	organization	NOUN
ajase-5698	110	19	in	in	ADP
ajase-5698	110	20	terms	term	NOUN
ajase-5698	110	21	of	of	ADP
ajase-5698	110	22	pilot	pilot	NOUN
ajase-5698	110	23	testing	testing	NOUN
ajase-5698	110	24	.	.	PUNCT
ajase-5698	111	1	the	the	DET
ajase-5698	111	2	reasons	reason	NOUN
ajase-5698	111	3	behind	behind	ADP
ajase-5698	111	4	the	the	DET
ajase-5698	111	5	pilot	pilot	NOUN
ajase-5698	111	6	study	study	NOUN
ajase-5698	111	7	were	be	AUX
ajase-5698	111	8	the	the	DET
ajase-5698	111	9	found	find	VERB
ajase-5698	111	10	insignificant	insignificant	ADJ
ajase-5698	111	11	problems	problem	NOUN
ajase-5698	111	12	in	in	ADP
ajase-5698	111	13	terms	term	NOUN
ajase-5698	111	14	of	of	ADP
ajase-5698	111	15	question	question	NOUN
ajase-5698	111	16	clarity	clarity	NOUN
ajase-5698	111	17	and	and	CCONJ
ajase-5698	111	18	these	these	PRON
ajase-5698	111	19	were	be	AUX
ajase-5698	111	20	noted	note	VERB
ajase-5698	111	21	prior	prior	ADV
ajase-5698	111	22	to	to	ADP
ajase-5698	111	23	the	the	DET
ajase-5698	111	24	launching	launching	NOUN
ajase-5698	111	25	of	of	ADP
ajase-5698	111	26	the	the	DET
ajase-5698	111	27	fullscale	fullscale	ADJ
ajase-5698	111	28	survey	survey	NOUN
ajase-5698	111	29	.	.	PUNCT
ajase-5698	112	1	measurement	measurement	NOUN
ajase-5698	112	2	and	and	CCONJ
ajase-5698	112	3	variables	variable	NOUN
ajase-5698	112	4	operational	operational	ADJ
ajase-5698	112	5	definitions	definition	NOUN
ajase-5698	112	6	independent	independent	ADJ
ajase-5698	112	7	variable	variable	NOUN
ajase-5698	112	8	:	:	PUNCT
ajase-5698	112	9	nature	nature	NOUN
ajase-5698	112	10	and	and	CCONJ
ajase-5698	112	11	quality	quality	NOUN
ajase-5698	112	12	of	of	ADP
ajase-5698	112	13	data	datum	NOUN
ajase-5698	112	14	analytics	analytic	NOUN
ajase-5698	112	15	in	in	ADP
ajase-5698	112	16	capital	capital	NOUN
ajase-5698	112	17	allocation	allocation	NOUN
ajase-5698	112	18	.	.	PUNCT
ajase-5698	113	1	this	this	PRON
ajase-5698	113	2	was	be	AUX
ajase-5698	113	3	also	also	ADV
ajase-5698	113	4	a	a	DET
ajase-5698	113	5	5	5	NUM
ajase-5698	113	6	-	-	PUNCT
ajase-5698	113	7	point	point	NOUN
ajase-5698	113	8	likert	likert	ADJ
ajase-5698	113	9	scale	scale	NOUN
ajase-5698	113	10	where	where	SCONJ
ajase-5698	113	11	the	the	DET
ajase-5698	113	12	frequency	frequency	NOUN
ajase-5698	113	13	and	and	CCONJ
ajase-5698	113	14	sophistication	sophistication	NOUN
ajase-5698	113	15	of	of	ADP
ajase-5698	113	16	data	datum	NOUN
ajase-5698	113	17	analytics	analytic	NOUN
ajase-5698	113	18	tools	tool	NOUN
ajase-5698	113	19	(	(	PUNCT
ajase-5698	113	20	e.g.	e.g.	ADV
ajase-5698	113	21	,	,	PUNCT
ajase-5698	113	22	machine	machine	NOUN
ajase-5698	113	23	learning	learning	NOUN
ajase-5698	113	24	,	,	PUNCT
ajase-5698	113	25	predictive	predictive	ADJ
ajase-5698	113	26	analytics	analytic	NOUN
ajase-5698	113	27	)	)	PUNCT
ajase-5698	113	28	were	be	AUX
ajase-5698	113	29	measured	measure	VERB
ajase-5698	113	30	.	.	PUNCT
ajase-5698	114	1	dependent	dependent	ADJ
ajase-5698	114	2	variable	variable	NOUN
ajase-5698	114	3	the	the	DET
ajase-5698	114	4	effectiveness	effectiveness	NOUN
ajase-5698	114	5	of	of	ADP
ajase-5698	114	6	the	the	DET
ajase-5698	114	7	capital	capital	NOUN
ajase-5698	114	8	allocation	allocation	NOUN
ajase-5698	114	9	decisions	decision	NOUN
ajase-5698	114	10	that	that	PRON
ajase-5698	114	11	was	be	AUX
ajase-5698	114	12	determined	determine	VERB
ajase-5698	114	13	through	through	ADP
ajase-5698	114	14	the	the	DET
ajase-5698	114	15	key	key	ADJ
ajase-5698	114	16	performance	performance	NOUN
ajase-5698	114	17	measures	measure	NOUN
ajase-5698	114	18	that	that	PRON
ajase-5698	114	19	included	include	VERB
ajase-5698	114	20	roi	roi	NOUN
ajase-5698	114	21	,	,	PUNCT
ajase-5698	114	22	financial	financial	ADJ
ajase-5698	114	23	growth	growth	NOUN
ajase-5698	114	24	,	,	PUNCT
ajase-5698	114	25	and	and	CCONJ
ajase-5698	114	26	market	market	NOUN
ajase-5698	114	27	share	share	NOUN
ajase-5698	114	28	expansion	expansion	NOUN
ajase-5698	114	29	.	.	PUNCT
ajase-5698	115	1	measurement	measurement	NOUN
ajase-5698	115	2	tools	tool	VERB
ajase-5698	115	3	the	the	DET
ajase-5698	115	4	survey	survey	NOUN
ajase-5698	115	5	contained	contain	VERB
ajase-5698	115	6	questions	question	NOUN
ajase-5698	115	7	that	that	PRON
ajase-5698	115	8	measured	measure	VERB
ajase-5698	115	9	both	both	CCONJ
ajase-5698	115	10	the	the	DET
ajase-5698	115	11	independent	independent	ADJ
ajase-5698	115	12	and	and	CCONJ
ajase-5698	115	13	dependent	dependent	ADJ
ajase-5698	115	14	variables	variable	NOUN
ajase-5698	115	15	in	in	ADP
ajase-5698	115	16	addition	addition	NOUN
ajase-5698	115	17	to	to	ADP
ajase-5698	115	18	the	the	DET
ajase-5698	115	19	secondary	secondary	ADJ
ajase-5698	115	20	data	data	NOUN
ajase-5698	115	21	extraction	extraction	NOUN
ajase-5698	115	22	of	of	ADP
ajase-5698	115	23	the	the	DET
ajase-5698	115	24	financial	financial	ADJ
ajase-5698	115	25	reports	report	NOUN
ajase-5698	115	26	to	to	PART
ajase-5698	115	27	carry	carry	VERB
ajase-5698	115	28	out	out	ADP
ajase-5698	115	29	stronger	strong	ADJ
ajase-5698	115	30	analysis	analysis	NOUN
ajase-5698	115	31	.	.	PUNCT
ajase-5698	116	1	reliability	reliability	NOUN
ajase-5698	116	2	and	and	CCONJ
ajase-5698	116	3	validity	validity	NOUN
ajase-5698	116	4	it	it	PRON
ajase-5698	116	5	was	be	AUX
ajase-5698	116	6	evaluated	evaluate	VERB
ajase-5698	116	7	with	with	ADP
ajase-5698	116	8	the	the	DET
ajase-5698	116	9	help	help	NOUN
ajase-5698	116	10	of	of	ADP
ajase-5698	116	11	the	the	DET
ajase-5698	116	12	survey	survey	NOUN
ajase-5698	116	13	by	by	ADP
ajase-5698	116	14	means	mean	NOUN
ajase-5698	116	15	of	of	ADP
ajase-5698	116	16	expert	expert	NOUN
ajase-5698	116	17	reviews	review	NOUN
ajase-5698	116	18	and	and	CCONJ
ajase-5698	116	19	pilot	pilot	NOUN
ajase-5698	116	20	testing	testing	NOUN
ajase-5698	116	21	.	.	PUNCT
ajase-5698	117	1	high	high	ADJ
ajase-5698	117	2	internal	internal	ADJ
ajase-5698	117	3	consistency	consistency	NOUN
ajase-5698	117	4	of	of	ADP
ajase-5698	117	5	the	the	DET
ajase-5698	117	6	scales	scale	NOUN
ajase-5698	117	7	used	use	VERB
ajase-5698	117	8	in	in	ADP
ajase-5698	117	9	the	the	DET
ajase-5698	117	10	survey	survey	NOUN
ajase-5698	117	11	was	be	AUX
ajase-5698	117	12	established	establish	VERB
ajase-5698	117	13	by	by	ADP
ajase-5698	117	14	the	the	DET
ajase-5698	117	15	employment	employment	NOUN
ajase-5698	117	16	of	of	ADP
ajase-5698	117	17	cronbach	cronbach	ADJ
ajase-5698	117	18	alpha	alpha	NOUN
ajase-5698	117	19	that	that	PRON
ajase-5698	117	20	was	be	AUX
ajase-5698	117	21	set	set	VERB
ajase-5698	117	22	to	to	ADP
ajase-5698	117	23	0.85	0.85	NUM
ajase-5698	117	24	.	.	PUNCT
ajase-5698	118	1	program	program	NOUN
ajase-5698	118	2	of	of	ADP
ajase-5698	118	3	data	datum	NOUN
ajase-5698	118	4	analysis	analysis	NOUN
ajase-5698	118	5	laboratory	laboratory	NOUN
ajase-5698	118	6	techniques	technique	NOUN
ajase-5698	118	7	multiple	multiple	ADJ
ajase-5698	118	8	methods	method	NOUN
ajase-5698	118	9	were	be	AUX
ajase-5698	118	10	applied	apply	VERB
ajase-5698	118	11	in	in	ADP
ajase-5698	118	12	data	data	NOUN
ajase-5698	118	13	analysis	analysis	NOUN
ajase-5698	118	14	including	include	VERB
ajase-5698	118	15	regression	regression	NOUN
ajase-5698	118	16	analysis	analysis	NOUN
ajase-5698	118	17	to	to	PART
ajase-5698	118	18	help	help	VERB
ajase-5698	118	19	in	in	ADP
ajase-5698	118	20	determining	determine	VERB
ajase-5698	118	21	the	the	DET
ajase-5698	118	22	effect	effect	NOUN
ajase-5698	118	23	of	of	ADP
ajase-5698	118	24	data	datum	NOUN
ajase-5698	118	25	analytics	analytic	NOUN
ajase-5698	118	26	on	on	ADP
ajase-5698	118	27	the	the	DET
ajase-5698	118	28	outcome	outcome	NOUN
ajase-5698	118	29	of	of	ADP
ajase-5698	118	30	investment	investment	NOUN
ajase-5698	118	31	decisions	decision	NOUN
ajase-5698	118	32	.	.	PUNCT
ajase-5698	119	1	the	the	DET
ajase-5698	119	2	descriptive	descriptive	ADJ
ajase-5698	119	3	statistics	statistic	NOUN
ajase-5698	119	4	were	be	AUX
ajase-5698	119	5	also	also	ADV
ajase-5698	119	6	statistic	statistic	ADJ
ajase-5698	119	7	computed	compute	VERB
ajase-5698	119	8	to	to	PART
ajase-5698	119	9	give	give	VERB
ajase-5698	119	10	an	an	DET
ajase-5698	119	11	overview	overview	NOUN
ajase-5698	119	12	of	of	ADP
ajase-5698	119	13	the	the	DET
ajase-5698	119	14	data	datum	NOUN
ajase-5698	119	15	and	and	CCONJ
ajase-5698	119	16	this	this	PRON
ajase-5698	119	17	was	be	AUX
ajase-5698	119	18	followed	follow	VERB
ajase-5698	119	19	by	by	ADP
ajase-5698	119	20	correlation	correlation	NOUN
ajase-5698	119	21	analysis	analysis	NOUN
ajase-5698	119	22	to	to	PART
ajase-5698	119	23	determine	determine	VERB
ajase-5698	119	24	significant	significant	ADJ
ajase-5698	119	25	relationship	relationship	NOUN
ajase-5698	119	26	between	between	ADP
ajase-5698	119	27	the	the	DET
ajase-5698	119	28	variables	variable	NOUN
ajase-5698	119	29	.	.	PUNCT
ajase-5698	120	1	software	software	NOUN
ajase-5698	120	2	spss	spss	PROPN
ajase-5698	120	3	version	version	PROPN
ajase-5698	120	4	28.0	28.0	NUM
ajase-5698	120	5	and	and	CCONJ
ajase-5698	120	6	r	r	NOUN
ajase-5698	120	7	studio	studio	NOUN
ajase-5698	120	8	software	software	NOUN
ajase-5698	120	9	were	be	AUX
ajase-5698	120	10	used	use	VERB
ajase-5698	120	11	to	to	PART
ajase-5698	120	12	analyze	analyze	VERB
ajase-5698	120	13	the	the	DET
ajase-5698	120	14	data	datum	NOUN
ajase-5698	120	15	and	and	CCONJ
ajase-5698	120	16	graphics	graphic	NOUN
ajase-5698	120	17	at	at	ADP
ajase-5698	120	18	complex	complex	ADJ
ajase-5698	120	19	levels	level	NOUN
ajase-5698	120	20	in	in	ADP
ajase-5698	120	21	statistical	statistical	ADJ
ajase-5698	120	22	calculation	calculation	NOUN
ajase-5698	120	23	.	.	PUNCT
ajase-5698	121	1	these	these	DET
ajase-5698	121	2	tools	tool	NOUN
ajase-5698	121	3	have	have	AUX
ajase-5698	121	4	been	be	AUX
ajase-5698	121	5	chosen	choose	VERB
ajase-5698	121	6	on	on	ADP
ajase-5698	121	7	the	the	DET
ajase-5698	121	8	basis	basis	NOUN
ajase-5698	121	9	of	of	ADP
ajase-5698	121	10	their	their	PRON
ajase-5698	121	11	high	high	ADJ
ajase-5698	121	12	stability	stability	NOUN
ajase-5698	121	13	and	and	CCONJ
ajase-5698	121	14	their	their	PRON
ajase-5698	121	15	ability	ability	NOUN
ajase-5698	121	16	to	to	PART
ajase-5698	121	17	operate	operate	VERB
ajase-5698	121	18	large	large	ADJ
ajase-5698	121	19	data	datum	NOUN
ajase-5698	121	20	sets	set	NOUN
ajase-5698	121	21	.	.	PUNCT
ajase-5698	122	1	rationale	rationale	NOUN
ajase-5698	122	2	multiple	multiple	ADJ
ajase-5698	122	3	regression	regression	NOUN
ajase-5698	122	4	analysis	analysis	NOUN
ajase-5698	122	5	was	be	AUX
ajase-5698	122	6	selected	select	VERB
ajase-5698	122	7	since	since	SCONJ
ajase-5698	122	8	it	it	PRON
ajase-5698	122	9	enabled	enable	VERB
ajase-5698	122	10	the	the	DET
ajase-5698	122	11	study	study	NOUN
ajase-5698	122	12	of	of	ADP
ajase-5698	122	13	the	the	DET
ajase-5698	122	14	relationship	relationship	NOUN
ajase-5698	122	15	that	that	PRON
ajase-5698	122	16	existed	exist	VERB
ajase-5698	122	17	between	between	ADP
ajase-5698	122	18	one	one	NUM
ajase-5698	122	19	dependent	dependent	ADJ
ajase-5698	122	20	variable	variable	NOUN
ajase-5698	122	21	and	and	CCONJ
ajase-5698	122	22	a	a	DET
ajase-5698	122	23	number	number	NOUN
ajase-5698	122	24	of	of	ADP
ajase-5698	122	25	independent	independent	ADJ
ajase-5698	122	26	variables	variable	NOUN
ajase-5698	122	27	,	,	PUNCT
ajase-5698	122	28	which	which	PRON
ajase-5698	122	29	suited	suit	VERB
ajase-5698	122	30	the	the	DET
ajase-5698	122	31	study	study	NOUN
ajase-5698	122	32	of	of	ADP
ajase-5698	122	33	this	this	DET
ajase-5698	122	34	research	research	NOUN
ajase-5698	122	35	very	very	ADV
ajase-5698	122	36	well	well	ADV
ajase-5698	122	37	.	.	PUNCT
ajase-5698	123	1	this	this	DET
ajase-5698	123	2	methodology	methodology	NOUN
ajase-5698	123	3	allowed	allow	VERB
ajase-5698	123	4	determining	determine	VERB
ajase-5698	123	5	the	the	DET
ajase-5698	123	6	most	most	ADV
ajase-5698	123	7	powerful	powerful	ADJ
ajase-5698	123	8	factors	factor	NOUN
ajase-5698	123	9	in	in	ADP
ajase-5698	123	10	the	the	DET
ajase-5698	123	11	decision	decision	NOUN
ajase-5698	123	12	of	of	ADP
ajase-5698	123	13	capital	capital	NOUN
ajase-5698	123	14	allocation	allocation	NOUN
ajase-5698	123	15	.	.	PUNCT
ajase-5698	124	1	limitations	limitation	NOUN
ajase-5698	124	2	the	the	DET
ajase-5698	124	3	only	only	ADJ
ajase-5698	124	4	feasible	feasible	ADJ
ajase-5698	124	5	bias	bias	NOUN
ajase-5698	124	6	of	of	ADP
ajase-5698	124	7	the	the	DET
ajase-5698	124	8	study	study	NOUN
ajase-5698	124	9	would	would	AUX
ajase-5698	124	10	have	have	AUX
ajase-5698	124	11	been	be	AUX
ajase-5698	124	12	a	a	DET
ajase-5698	124	13	bias	bias	NOUN
ajase-5698	124	14	of	of	ADP
ajase-5698	124	15	self	self	NOUN
ajase-5698	124	16	-	-	PUNCT
ajase-5698	124	17	reporting	reporting	NOUN
ajase-5698	124	18	because	because	SCONJ
ajase-5698	124	19	the	the	DET
ajase-5698	124	20	organizations	organization	NOUN
ajase-5698	124	21	were	be	AUX
ajase-5698	124	22	being	be	AUX
ajase-5698	124	23	asked	ask	VERB
ajase-5698	124	24	to	to	PART
ajase-5698	124	25	overreport	overreport	VERB
ajase-5698	124	26	their	their	PRON
ajase-5698	124	27	data	datum	NOUN
ajase-5698	124	28	analytics	analytic	NOUN
ajase-5698	124	29	tools	tool	NOUN
ajase-5698	124	30	.	.	PUNCT
ajase-5698	125	1	the	the	DET
ajase-5698	125	2	researchers	researcher	NOUN
ajase-5698	125	3	confined	confine	VERB
ajase-5698	125	4	the	the	DET
ajase-5698	125	5	research	research	NOUN
ajase-5698	125	6	to	to	ADP
ajase-5698	125	7	organizations	organization	NOUN
ajase-5698	125	8	based	base	VERB
ajase-5698	125	9	in	in	ADP
ajase-5698	125	10	the	the	DET
ajase-5698	125	11	u.s	u.s	PROPN
ajase-5698	125	12	and	and	CCONJ
ajase-5698	125	13	therefore	therefore	ADV
ajase-5698	125	14	,	,	PUNCT
ajase-5698	125	15	it	it	PRON
ajase-5698	125	16	may	may	AUX
ajase-5698	125	17	not	not	PART
ajase-5698	125	18	be	be	AUX
ajase-5698	125	19	applicable	applicable	ADJ
ajase-5698	125	20	to	to	ADP
ajase-5698	125	21	other	other	ADJ
ajase-5698	125	22	economies	economy	NOUN
ajase-5698	125	23	that	that	PRON
ajase-5698	125	24	are	be	AUX
ajase-5698	125	25	characterized	characterize	VERB
ajase-5698	125	26	by	by	ADP
ajase-5698	125	27	different	different	ADJ
ajase-5698	125	28	investment	investment	NOUN
ajase-5698	125	29	habits	habit	NOUN
ajase-5698	125	30	.	.	PUNCT
ajase-5698	126	1	these	these	DET
ajase-5698	126	2	shortcomings	shortcoming	NOUN
ajase-5698	126	3	might	might	AUX
ajase-5698	126	4	have	have	AUX
ajase-5698	126	5	clutched	clutch	VERB
ajase-5698	126	6	the	the	DET
ajase-5698	126	7	meaning	meaning	NOUN
ajase-5698	126	8	of	of	ADP
ajase-5698	126	9	the	the	DET
ajase-5698	126	10	outcomes	outcome	NOUN
ajase-5698	126	11	of	of	ADP
ajase-5698	126	12	the	the	DET
ajase-5698	126	13	study	study	NOUN
ajase-5698	126	14	,	,	PUNCT
ajase-5698	126	15	especially	especially	ADV
ajase-5698	126	16	concerning	concern	VERB
ajase-5698	126	17	the	the	DET
ajase-5698	126	18	participation	participation	NOUN
ajase-5698	126	19	of	of	ADP
ajase-5698	126	20	the	the	DET
ajase-5698	126	21	sample	sample	NOUN
ajase-5698	126	22	that	that	PRON
ajase-5698	126	23	was	be	AUX
ajase-5698	126	24	the	the	DET
ajase-5698	126	25	most	most	ADV
ajase-5698	126	26	representative	representative	NOUN
ajase-5698	126	27	of	of	ADP
ajase-5698	126	28	the	the	DET
ajase-5698	126	29	wide	wide	ADJ
ajase-5698	126	30	use	use	NOUN
ajase-5698	126	31	of	of	ADP
ajase-5698	126	32	capital	capital	NOUN
ajase-5698	126	33	allocation	allocation	NOUN
ajase-5698	126	34	.	.	PUNCT
ajase-5698	127	1	results	result	NOUN
ajase-5698	127	2	and	and	CCONJ
ajase-5698	127	3	discussions	discussion	NOUN
ajase-5698	127	4	the	the	DET
ajase-5698	127	5	purpose	purpose	NOUN
ajase-5698	127	6	of	of	ADP
ajase-5698	127	7	the	the	DET
ajase-5698	127	8	study	study	NOUN
ajase-5698	127	9	was	be	AUX
ajase-5698	127	10	to	to	PART
ajase-5698	127	11	determine	determine	VERB
ajase-5698	127	12	how	how	SCONJ
ajase-5698	127	13	data	datum	NOUN
ajase-5698	127	14	analytics	analytic	NOUN
ajase-5698	127	15	has	have	AUX
ajase-5698	127	16	influenced	influence	VERB
ajase-5698	127	17	streamlining	streamlining	NOUN
ajase-5698	127	18	capital	capital	NOUN
ajase-5698	127	19	distribution	distribution	NOUN
ajase-5698	127	20	pa	pa	PROPN
ajase-5698	127	21	ge	ge	PROPN
ajase-5698	127	22	17	17	NUM
ajase-5698	127	23	1	1	NUM
ajase-5698	127	24	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	127	25	am	am	NOUN
ajase-5698	127	26	.	.	PUNCT
ajase-5698	128	1	j.	j.	PROPN
ajase-5698	128	2	appl	appl	PROPN
ajase-5698	128	3	.	.	PROPN
ajase-5698	129	1	stat	stat	PROPN
ajase-5698	129	2	.	.	PUNCT
ajase-5698	130	1	econ	econ	PROPN
ajase-5698	130	2	.	.	PUNCT
ajase-5698	131	1	3(1	3(1	NUM
ajase-5698	131	2	)	)	PUNCT
ajase-5698	131	3	167	167	NUM
ajase-5698	131	4	-	-	SYM
ajase-5698	131	5	177	177	NUM
ajase-5698	131	6	,	,	PUNCT
ajase-5698	131	7	2024	2024	NUM
ajase-5698	131	8	and	and	CCONJ
ajase-5698	131	9	investment	investment	NOUN
ajase-5698	131	10	decision	decision	NOUN
ajase-5698	131	11	of	of	ADP
ajase-5698	131	12	the	the	DET
ajase-5698	131	13	economy	economy	NOUN
ajase-5698	131	14	of	of	ADP
ajase-5698	131	15	the	the	DET
ajase-5698	131	16	u.s	u.s	PROPN
ajase-5698	131	17	.	.	PROPN
ajase-5698	131	18	an	an	DET
ajase-5698	131	19	evaluation	evaluation	NOUN
ajase-5698	131	20	of	of	ADP
ajase-5698	131	21	the	the	DET
ajase-5698	131	22	relationship	relationship	NOUN
ajase-5698	131	23	between	between	ADP
ajase-5698	131	24	the	the	DET
ajase-5698	131	25	application	application	NOUN
ajase-5698	131	26	of	of	ADP
ajase-5698	131	27	data	datum	NOUN
ajase-5698	131	28	analytics	analytic	NOUN
ajase-5698	131	29	tools	tool	NOUN
ajase-5698	131	30	(	(	PUNCT
ajase-5698	131	31	machine	machine	NOUN
ajase-5698	131	32	learning	learning	NOUN
ajase-5698	131	33	,	,	PUNCT
ajase-5698	131	34	predictive	predictive	ADJ
ajase-5698	131	35	analytics	analytic	NOUN
ajase-5698	131	36	,	,	PUNCT
ajase-5698	131	37	and	and	CCONJ
ajase-5698	131	38	descriptive	descriptive	ADJ
ajase-5698	131	39	analytics	analytic	NOUN
ajase-5698	131	40	)	)	PUNCT
ajase-5698	131	41	,	,	PUNCT
ajase-5698	131	42	and	and	CCONJ
ajase-5698	131	43	key	key	ADJ
ajase-5698	131	44	performance	performance	NOUN
ajase-5698	131	45	metrics	metric	NOUN
ajase-5698	131	46	(	(	PUNCT
ajase-5698	131	47	kpis	kpis	PROPN
ajase-5698	131	48	)	)	PUNCT
ajase-5698	131	49	that	that	PRON
ajase-5698	131	50	included	include	VERB
ajase-5698	131	51	return	return	NOUN
ajase-5698	131	52	on	on	ADP
ajase-5698	131	53	investment	investment	NOUN
ajase-5698	131	54	(	(	PUNCT
ajase-5698	131	55	roi	roi	NOUN
ajase-5698	131	56	)	)	PUNCT
ajase-5698	131	57	,	,	PUNCT
ajase-5698	131	58	market	market	NOUN
ajase-5698	131	59	share	share	NOUN
ajase-5698	131	60	change	change	NOUN
ajase-5698	131	61	,	,	PUNCT
ajase-5698	131	62	and	and	CCONJ
ajase-5698	131	63	financial	financial	ADJ
ajase-5698	131	64	growth	growth	NOUN
ajase-5698	131	65	,	,	PUNCT
ajase-5698	131	66	of	of	ADP
ajase-5698	131	67	300	300	NUM
ajase-5698	131	68	organizations	organization	NOUN
ajase-5698	131	69	spanning	span	VERB
ajase-5698	131	70	more	more	ADJ
ajase-5698	131	71	than	than	ADP
ajase-5698	131	72	a	a	DET
ajase-5698	131	73	hundred	hundred	NUM
ajase-5698	131	74	organizations	organization	NOUN
ajase-5698	131	75	in	in	ADP
ajase-5698	131	76	various	various	ADJ
ajase-5698	131	77	sectors	sector	NOUN
ajase-5698	131	78	that	that	PRON
ajase-5698	131	79	included	include	VERB
ajase-5698	131	80	financial	financial	ADJ
ajase-5698	131	81	institutions	institution	NOUN
ajase-5698	131	82	,	,	PUNCT
ajase-5698	131	83	government	government	NOUN
ajase-5698	131	84	agencies	agency	NOUN
ajase-5698	131	85	,	,	PUNCT
ajase-5698	131	86	and	and	CCONJ
ajase-5698	131	87	corporation	corporation	NOUN
ajase-5698	131	88	was	be	AUX
ajase-5698	131	89	considered	consider	VERB
ajase-5698	131	90	.	.	PUNCT
ajase-5698	132	1	the	the	DET
ajase-5698	132	2	findings	finding	NOUN
ajase-5698	132	3	below	below	ADV
ajase-5698	132	4	provide	provide	VERB
ajase-5698	132	5	elaborate	elaborate	ADJ
ajase-5698	132	6	information	information	NOUN
ajase-5698	132	7	on	on	ADP
ajase-5698	132	8	the	the	DET
ajase-5698	132	9	trends	trend	NOUN
ajase-5698	132	10	and	and	CCONJ
ajase-5698	132	11	patterns	pattern	NOUN
ajase-5698	132	12	of	of	ADP
ajase-5698	132	13	the	the	DET
ajase-5698	132	14	data	datum	NOUN
ajase-5698	132	15	that	that	PRON
ajase-5698	132	16	are	be	AUX
ajase-5698	132	17	observed	observe	VERB
ajase-5698	132	18	and	and	CCONJ
ajase-5698	132	19	the	the	DET
ajase-5698	132	20	role	role	NOUN
ajase-5698	132	21	of	of	ADP
ajase-5698	132	22	data	datum	NOUN
ajase-5698	132	23	analytics	analytic	NOUN
ajase-5698	132	24	in	in	ADP
ajase-5698	132	25	the	the	DET
ajase-5698	132	26	enhancement	enhancement	NOUN
ajase-5698	132	27	of	of	ADP
ajase-5698	132	28	efficiency	efficiency	NOUN
ajase-5698	132	29	of	of	ADP
ajase-5698	132	30	capital	capital	NOUN
ajase-5698	132	31	allocation	allocation	NOUN
ajase-5698	132	32	.	.	PUNCT
ajase-5698	133	1	descriptive	descriptive	ADJ
ajase-5698	133	2	statistics	statistic	NOUN
ajase-5698	133	3	the	the	DET
ajase-5698	133	4	descriptive	descriptive	ADJ
ajase-5698	133	5	statistics	statistic	NOUN
ajase-5698	133	6	showed	show	VERB
ajase-5698	133	7	that	that	SCONJ
ajase-5698	133	8	there	there	PRON
ajase-5698	133	9	was	be	VERB
ajase-5698	133	10	a	a	DET
ajase-5698	133	11	significant	significant	ADJ
ajase-5698	133	12	difference	difference	NOUN
ajase-5698	133	13	in	in	ADP
ajase-5698	133	14	the	the	DET
ajase-5698	133	15	outcomes	outcome	NOUN
ajase-5698	133	16	of	of	ADP
ajase-5698	133	17	capital	capital	NOUN
ajase-5698	133	18	allocation	allocation	NOUN
ajase-5698	133	19	and	and	CCONJ
ajase-5698	133	20	the	the	DET
ajase-5698	133	21	use	use	NOUN
ajase-5698	133	22	of	of	ADP
ajase-5698	133	23	data	datum	NOUN
ajase-5698	133	24	analytic	analytic	ADJ
ajase-5698	133	25	tools	tool	NOUN
ajase-5698	133	26	in	in	ADP
ajase-5698	133	27	the	the	DET
ajase-5698	133	28	sample	sample	NOUN
ajase-5698	133	29	.	.	PUNCT
ajase-5698	134	1	the	the	DET
ajase-5698	134	2	average	average	ADJ
ajase-5698	134	3	roi	roi	NOUN
ajase-5698	134	4	15.3	15.3	NUM
ajase-5698	134	5	,	,	PUNCT
ajase-5698	134	6	(	(	PUNCT
ajase-5698	134	7	sd	sd	NOUN
ajase-5698	134	8	=	=	SYM
ajase-5698	134	9	5.6	5.6	NUM
ajase-5698	134	10	)	)	PUNCT
ajase-5698	134	11	of	of	ADP
ajase-5698	134	12	the	the	DET
ajase-5698	134	13	sample	sample	NOUN
ajase-5698	134	14	,	,	PUNCT
ajase-5698	134	15	is	be	AUX
ajase-5698	134	16	showing	show	VERB
ajase-5698	134	17	a	a	DET
ajase-5698	134	18	somewhat	somewhat	ADV
ajase-5698	134	19	favorable	favorable	ADJ
ajase-5698	134	20	gain	gain	NOUN
ajase-5698	134	21	of	of	ADP
ajase-5698	134	22	proceeds	proceed	NOUN
ajase-5698	134	23	on	on	ADP
ajase-5698	134	24	investments	investment	NOUN
ajase-5698	134	25	among	among	ADP
ajase-5698	134	26	organizations	organization	NOUN
ajase-5698	134	27	.	.	PUNCT
ajase-5698	135	1	the	the	DET
ajase-5698	135	2	average	average	NOUN
ajase-5698	135	3	in	in	ADP
ajase-5698	135	4	market	market	NOUN
ajase-5698	135	5	share	share	NOUN
ajase-5698	135	6	change	change	NOUN
ajase-5698	135	7	(	(	PUNCT
ajase-5698	135	8	sd	sd	NOUN
ajase-5698	135	9	=	=	SYM
ajase-5698	135	10	2.5	2.5	NUM
ajase-5698	135	11	)	)	PUNCT
ajase-5698	135	12	was	be	AUX
ajase-5698	135	13	4.8	4.8	NUM
ajase-5698	135	14	that	that	PRON
ajase-5698	135	15	points	point	VERB
ajase-5698	135	16	out	out	ADP
ajase-5698	135	17	towards	towards	ADP
ajase-5698	135	18	the	the	DET
ajase-5698	135	19	fact	fact	NOUN
ajase-5698	135	20	that	that	SCONJ
ajase-5698	135	21	on	on	ADP
ajase-5698	135	22	average	average	ADJ
ajase-5698	135	23	,	,	PUNCT
ajase-5698	135	24	the	the	DET
ajase-5698	135	25	organization	organization	NOUN
ajase-5698	135	26	showed	show	VERB
ajase-5698	135	27	some	some	DET
ajase-5698	135	28	increase	increase	NOUN
ajase-5698	135	29	in	in	ADP
ajase-5698	135	30	its	its	PRON
ajase-5698	135	31	market	market	NOUN
ajase-5698	135	32	share	share	NOUN
ajase-5698	135	33	.	.	PUNCT
ajase-5698	136	1	there	there	PRON
ajase-5698	136	2	was	be	VERB
ajase-5698	136	3	also	also	ADV
ajase-5698	136	4	positive	positive	ADJ
ajase-5698	136	5	growth	growth	NOUN
ajase-5698	136	6	in	in	ADP
ajase-5698	136	7	financial	financial	ADJ
ajase-5698	136	8	aspect	aspect	NOUN
ajase-5698	136	9	with	with	ADP
ajase-5698	136	10	a	a	DET
ajase-5698	136	11	mean	mean	NOUN
ajase-5698	136	12	of	of	ADP
ajase-5698	136	13	12.6	12.6	NUM
ajase-5698	136	14	%	%	NOUN
ajase-5698	136	15	(	(	PUNCT
ajase-5698	136	16	sd	sd	NOUN
ajase-5698	136	17	=	=	SYM
ajase-5698	136	18	3.8	3.8	NUM
ajase-5698	136	19	)	)	PUNCT
ajase-5698	136	20	.	.	PUNCT
ajase-5698	137	1	there	there	PRON
ajase-5698	137	2	was	be	VERB
ajase-5698	137	3	a	a	DET
ajase-5698	137	4	significant	significant	ADJ
ajase-5698	137	5	disparity	disparity	NOUN
ajase-5698	137	6	in	in	ADP
ajase-5698	137	7	the	the	DET
ajase-5698	137	8	application	application	NOUN
ajase-5698	137	9	of	of	ADP
ajase-5698	137	10	data	datum	NOUN
ajase-5698	137	11	analytics	analytic	NOUN
ajase-5698	137	12	tools	tool	NOUN
ajase-5698	137	13	among	among	ADP
ajase-5698	137	14	other	other	ADJ
ajase-5698	137	15	organizations	organization	NOUN
ajase-5698	137	16	.	.	PUNCT
ajase-5698	138	1	machine	machine	NOUN
ajase-5698	138	2	learning	learning	NOUN
ajase-5698	138	3	tools	tool	NOUN
ajase-5698	138	4	and	and	CCONJ
ajase-5698	138	5	predictive	predictive	ADJ
ajase-5698	138	6	analytics	analytic	NOUN
ajase-5698	138	7	were	be	AUX
ajase-5698	138	8	reported	report	VERB
ajase-5698	138	9	to	to	PART
ajase-5698	138	10	be	be	AUX
ajase-5698	138	11	used	use	VERB
ajase-5698	138	12	more	more	ADJ
ajase-5698	138	13	than	than	ADP
ajase-5698	138	14	descriptive	descriptive	ADJ
ajase-5698	138	15	analytics	analytic	NOUN
ajase-5698	138	16	on	on	ADP
ajase-5698	138	17	average	average	ADJ
ajase-5698	138	18	(	(	PUNCT
ajase-5698	138	19	mean	mean	NOUN
ajase-5698	138	20	=	=	SYM
ajase-5698	138	21	3.4	3.4	NUM
ajase-5698	138	22	,	,	PUNCT
ajase-5698	138	23	sd	sd	ADP
ajase-5698	138	24	=	=	SYM
ajase-5698	138	25	1.1	1.1	NUM
ajase-5698	138	26	and	and	CCONJ
ajase-5698	138	27	mean	mean	VERB
ajase-5698	138	28	=	=	SYM
ajase-5698	138	29	3.6	3.6	NUM
ajase-5698	138	30	,	,	PUNCT
ajase-5698	138	31	sd	sd	ADP
ajase-5698	138	32	=	=	NOUN
ajase-5698	138	33	1.0	1.0	NUM
ajase-5698	138	34	respectively	respectively	ADV
ajase-5698	138	35	compared	compare	VERB
ajase-5698	138	36	with	with	ADP
ajase-5698	138	37	mean	mean	NOUN
ajase-5698	138	38	=	=	SYM
ajase-5698	138	39	2.9	2.9	NUM
ajase-5698	138	40	,	,	PUNCT
ajase-5698	138	41	sd	sd	ADP
ajase-5698	138	42	=	=	NOUN
ajase-5698	138	43	1.2	1.2	NUM
ajase-5698	138	44	respectively	respectively	ADV
ajase-5698	138	45	)	)	PUNCT
ajase-5698	138	46	.	.	PUNCT
ajase-5698	139	1	such	such	ADJ
ajase-5698	139	2	distribution	distribution	NOUN
ajase-5698	139	3	shows	show	VERB
ajase-5698	139	4	that	that	SCONJ
ajase-5698	139	5	though	though	SCONJ
ajase-5698	139	6	the	the	DET
ajase-5698	139	7	advanced	advanced	ADJ
ajase-5698	139	8	analytics	analytic	NOUN
ajase-5698	139	9	tools	tool	NOUN
ajase-5698	139	10	were	be	AUX
ajase-5698	139	11	rather	rather	ADV
ajase-5698	139	12	well	well	ADV
ajase-5698	139	13	integrated	integrate	VERB
ajase-5698	139	14	in	in	ADP
ajase-5698	139	15	an	an	DET
ajase-5698	139	16	organizational	organizational	ADJ
ajase-5698	139	17	practices	practice	NOUN
ajase-5698	139	18	,	,	PUNCT
ajase-5698	139	19	descriptive	descriptive	ADJ
ajase-5698	139	20	analytics	analytic	NOUN
ajase-5698	139	21	was	be	AUX
ajase-5698	139	22	also	also	ADV
ajase-5698	139	23	a	a	DET
ajase-5698	139	24	commonly	commonly	ADV
ajase-5698	139	25	used	use	VERB
ajase-5698	139	26	technique	technique	NOUN
ajase-5698	139	27	in	in	ADP
ajase-5698	139	28	capital	capital	NOUN
ajase-5698	139	29	allocation	allocation	NOUN
ajase-5698	139	30	decision	decision	NOUN
ajase-5698	139	31	-	-	PUNCT
ajase-5698	139	32	making	making	NOUN
ajase-5698	139	33	.	.	PUNCT
ajase-5698	140	1	the	the	DET
ajase-5698	140	2	average	average	ADJ
ajase-5698	140	3	profit	profit	NOUN
ajase-5698	140	4	margin	margin	NOUN
ajase-5698	140	5	also	also	ADV
ajase-5698	140	6	was	be	AUX
ajase-5698	140	7	18.0	18.0	NUM
ajase-5698	140	8	percent	percent	NOUN
ajase-5698	140	9	(	(	PUNCT
ajase-5698	140	10	sd	sd	NOUN
ajase-5698	140	11	=	=	SYM
ajase-5698	140	12	5.2	5.2	NUM
ajase-5698	140	13	)	)	PUNCT
ajase-5698	140	14	,	,	PUNCT
ajase-5698	140	15	and	and	CCONJ
ajase-5698	140	16	the	the	DET
ajase-5698	140	17	organizations	organization	NOUN
ajase-5698	140	18	varied	varied	ADJ
ajase-5698	140	19	in	in	ADP
ajase-5698	140	20	sizes	size	NOUN
ajase-5698	140	21	where	where	SCONJ
ajase-5698	140	22	the	the	DET
ajase-5698	140	23	average	average	NOUN
ajase-5698	140	24	was	be	AUX
ajase-5698	140	25	1,200	1,200	NUM
ajase-5698	140	26	employees	employee	NOUN
ajase-5698	140	27	(	(	PUNCT
ajase-5698	140	28	sd	sd	NOUN
ajase-5698	140	29	=	=	SYM
ajase-5698	140	30	350	350	NUM
ajase-5698	140	31	)	)	PUNCT
ajase-5698	140	32	and	and	CCONJ
ajase-5698	140	33	this	this	PRON
ajase-5698	140	34	further	far	ADV
ajase-5698	140	35	contributed	contribute	VERB
ajase-5698	140	36	to	to	ADP
ajase-5698	140	37	the	the	DET
ajase-5698	140	38	variety	variety	NOUN
ajase-5698	140	39	in	in	ADP
ajase-5698	140	40	the	the	DET
ajase-5698	140	41	dataset	dataset	NOUN
ajase-5698	140	42	.	.	PUNCT
ajase-5698	141	1	pearson	pearson	PROPN
ajase-5698	141	2	corrrelation	corrrelation	PROPN
ajase-5698	141	3	analysis	analysis	NOUN
ajase-5698	141	4	they	they	PRON
ajase-5698	141	5	queried	query	VERB
ajase-5698	141	6	the	the	DET
ajase-5698	141	7	relationships	relationship	NOUN
ajase-5698	141	8	using	use	VERB
ajase-5698	141	9	pearson	pearson	NOUN
ajase-5698	141	10	correlation	correlation	NOUN
ajase-5698	141	11	matrix	matrix	NOUN
ajase-5698	141	12	and	and	CCONJ
ajase-5698	141	13	gave	give	VERB
ajase-5698	141	14	key	key	ADJ
ajase-5698	141	15	variables	variable	NOUN
ajase-5698	141	16	.	.	PUNCT
ajase-5698	142	1	the	the	DET
ajase-5698	142	2	considerable	considerable	ADJ
ajase-5698	142	3	and	and	CCONJ
ajase-5698	142	4	statistically	statistically	ADV
ajase-5698	142	5	significant	significant	ADJ
ajase-5698	142	6	correlations	correlation	NOUN
ajase-5698	142	7	were	be	AUX
ajase-5698	142	8	established	establish	VERB
ajase-5698	142	9	between	between	ADP
ajase-5698	142	10	the	the	DET
ajase-5698	142	11	use	use	NOUN
ajase-5698	142	12	of	of	ADP
ajase-5698	142	13	capital	capital	NOUN
ajase-5698	142	14	allocation	allocation	NOUN
ajase-5698	142	15	tools	tool	NOUN
ajase-5698	142	16	and	and	CCONJ
ajase-5698	142	17	results	result	NOUN
ajase-5698	142	18	of	of	ADP
ajase-5698	142	19	capital	capital	NOUN
ajase-5698	142	20	allocations	allocation	NOUN
ajase-5698	142	21	.	.	PUNCT
ajase-5698	143	1	the	the	DET
ajase-5698	143	2	use	use	NOUN
ajase-5698	143	3	of	of	ADP
ajase-5698	143	4	machine	machine	NOUN
ajase-5698	143	5	learning	learning	NOUN
ajase-5698	143	6	demonstrated	demonstrate	VERB
ajase-5698	143	7	a	a	DET
ajase-5698	143	8	strong	strong	ADJ
ajase-5698	143	9	positive	positive	ADJ
ajase-5698	143	10	association	association	NOUN
ajase-5698	143	11	with	with	ADP
ajase-5698	143	12	roi	roi	NOUN
ajase-5698	143	13	(	(	PUNCT
ajase-5698	143	14	r	r	NOUN
ajase-5698	143	15	=	=	SYM
ajase-5698	143	16	0.54	0.54	NUM
ajase-5698	143	17	,	,	PUNCT
ajase-5698	143	18	p	p	X
ajase-5698	143	19	<	<	X
ajase-5698	143	20	0.01	0.01	NUM
ajase-5698	143	21	)	)	PUNCT
ajase-5698	143	22	,	,	PUNCT
ajase-5698	143	23	change	change	NOUN
ajase-5698	143	24	in	in	ADP
ajase-5698	143	25	market	market	NOUN
ajase-5698	143	26	share	share	NOUN
ajase-5698	143	27	(	(	PUNCT
ajase-5698	143	28	r	r	NOUN
ajase-5698	143	29	=	=	SYM
ajase-5698	143	30	0.50	0.50	NUM
ajase-5698	143	31	,	,	PUNCT
ajase-5698	143	32	p	p	X
ajase-5698	143	33	<	<	X
ajase-5698	143	34	0.01	0.01	NUM
ajase-5698	143	35	)	)	PUNCT
ajase-5698	143	36	and	and	CCONJ
ajase-5698	143	37	financial	financial	ADJ
ajase-5698	143	38	growth	growth	NOUN
ajase-5698	143	39	(	(	PUNCT
ajase-5698	143	40	r	r	NOUN
ajase-5698	143	41	=	=	SYM
ajase-5698	143	42	0.52	0.52	NUM
ajase-5698	143	43	,	,	PUNCT
ajase-5698	143	44	p	p	X
ajase-5698	143	45	<	<	X
ajase-5698	143	46	0.01	0.01	NUM
ajase-5698	143	47	)	)	PUNCT
ajase-5698	143	48	.	.	PUNCT
ajase-5698	144	1	this	this	PRON
ajase-5698	144	2	is	be	AUX
ajase-5698	144	3	an	an	DET
ajase-5698	144	4	indication	indication	NOUN
ajase-5698	144	5	that	that	SCONJ
ajase-5698	144	6	machine	machine	NOUN
ajase-5698	144	7	learning	learn	VERB
ajase-5698	144	8	tools	tool	NOUN
ajase-5698	144	9	in	in	ADP
ajase-5698	144	10	the	the	DET
ajase-5698	144	11	context	context	NOUN
ajase-5698	144	12	of	of	ADP
ajase-5698	144	13	capital	capital	NOUN
ajase-5698	144	14	allocation	allocation	NOUN
ajase-5698	144	15	decision	decision	NOUN
ajase-5698	144	16	making	make	VERB
ajase-5698	144	17	provided	provide	VERB
ajase-5698	144	18	greater	great	ADJ
ajase-5698	144	19	returns	return	NOUN
ajase-5698	144	20	on	on	ADP
ajase-5698	144	21	investments	investment	NOUN
ajase-5698	144	22	,	,	PUNCT
ajase-5698	144	23	improved	improve	VERB
ajase-5698	144	24	market	market	NOUN
ajase-5698	144	25	share	share	NOUN
ajase-5698	144	26	performance	performance	NOUN
ajase-5698	144	27	and	and	CCONJ
ajase-5698	144	28	improved	improve	VERB
ajase-5698	144	29	financial	financial	ADJ
ajase-5698	144	30	growth	growth	NOUN
ajase-5698	144	31	.	.	PUNCT
ajase-5698	145	1	in	in	ADP
ajase-5698	145	2	a	a	DET
ajase-5698	145	3	similar	similar	ADJ
ajase-5698	145	4	fashion	fashion	NOUN
ajase-5698	145	5	,	,	PUNCT
ajase-5698	145	6	predictive	predictive	ADJ
ajase-5698	145	7	analytics	analytic	NOUN
ajase-5698	145	8	had	have	VERB
ajase-5698	145	9	a	a	DET
ajase-5698	145	10	positive	positive	ADJ
ajase-5698	145	11	correlation	correlation	NOUN
ajase-5698	145	12	with	with	ADP
ajase-5698	145	13	all	all	DET
ajase-5698	145	14	three	three	NUM
ajase-5698	145	15	performance	performance	NOUN
ajase-5698	145	16	measures	measure	NOUN
ajase-5698	145	17	,	,	PUNCT
ajase-5698	145	18	which	which	PRON
ajase-5698	145	19	were	be	AUX
ajase-5698	145	20	roi	roi	NOUN
ajase-5698	145	21	(	(	PUNCT
ajase-5698	145	22	r	r	NOUN
ajase-5698	145	23	=	=	SYM
ajase-5698	145	24	0.60	0.60	NUM
ajase-5698	145	25	p	p	NOUN
ajase-5698	145	26	<	<	X
ajase-5698	145	27	0.01	0.01	NUM
ajase-5698	145	28	)	)	PUNCT
ajase-5698	145	29	,	,	PUNCT
ajase-5698	145	30	market	market	NOUN
ajase-5698	145	31	share	share	NOUN
ajase-5698	145	32	change	change	NOUN
ajase-5698	145	33	(	(	PUNCT
ajase-5698	145	34	r	r	NOUN
ajase-5698	145	35	=	=	SYM
ajase-5698	145	36	0.58	0.58	NUM
ajase-5698	145	37	p	p	X
ajase-5698	145	38	<	<	X
ajase-5698	145	39	0.01	0.01	NUM
ajase-5698	145	40	)	)	PUNCT
ajase-5698	145	41	,	,	PUNCT
ajase-5698	145	42	and	and	CCONJ
ajase-5698	145	43	financial	financial	ADJ
ajase-5698	145	44	growth	growth	NOUN
ajase-5698	145	45	(	(	PUNCT
ajase-5698	145	46	r	r	NOUN
ajase-5698	145	47	=	=	PUNCT
ajase-5698	145	48	0.63	0.63	NUM
ajase-5698	145	49	p	p	X
ajase-5698	145	50	<	<	X
ajase-5698	145	51	0.01	0.01	NUM
ajase-5698	145	52	)	)	PUNCT
ajase-5698	145	53	.	.	PUNCT
ajase-5698	146	1	such	such	ADJ
ajase-5698	146	2	results	result	NOUN
ajase-5698	146	3	have	have	AUX
ajase-5698	146	4	been	be	AUX
ajase-5698	146	5	used	use	VERB
ajase-5698	146	6	to	to	PART
ajase-5698	146	7	emphasize	emphasize	VERB
ajase-5698	146	8	the	the	DET
ajase-5698	146	9	significance	significance	NOUN
ajase-5698	146	10	of	of	ADP
ajase-5698	146	11	predictive	predictive	ADJ
ajase-5698	146	12	modeling	modeling	NOUN
ajase-5698	146	13	in	in	ADP
ajase-5698	146	14	predicting	predict	VERB
ajase-5698	146	15	the	the	DET
ajase-5698	146	16	level	level	NOUN
ajase-5698	146	17	of	of	ADP
ajase-5698	146	18	economic	economic	ADJ
ajase-5698	146	19	performance	performance	NOUN
ajase-5698	146	20	and	and	CCONJ
ajase-5698	146	21	making	make	VERB
ajase-5698	146	22	optimal	optimal	ADJ
ajase-5698	146	23	investment	investment	NOUN
ajase-5698	146	24	decisions	decision	NOUN
ajase-5698	146	25	.	.	PUNCT
ajase-5698	147	1	descriptive	descriptive	ADJ
ajase-5698	147	2	analytics	analytic	NOUN
ajase-5698	147	3	on	on	ADP
ajase-5698	147	4	the	the	DET
ajase-5698	147	5	other	other	ADJ
ajase-5698	147	6	hand	hand	NOUN
ajase-5698	147	7	had	have	VERB
ajase-5698	147	8	moderations	moderation	NOUN
ajase-5698	147	9	as	as	ADP
ajase-5698	147	10	related	relate	VERB
ajase-5698	147	11	to	to	ADP
ajase-5698	147	12	the	the	DET
ajase-5698	147	13	market	market	NOUN
ajase-5698	147	14	share	share	NOUN
ajase-5698	147	15	change	change	NOUN
ajase-5698	147	16	(	(	PUNCT
ajase-5698	147	17	r	r	NOUN
ajase-5698	147	18	=	=	SYM
ajase-5698	147	19	0.47	0.47	NUM
ajase-5698	147	20	,	,	PUNCT
ajase-5698	147	21	p	p	X
ajase-5698	147	22	<	<	X
ajase-5698	147	23	0.01	0.01	NUM
ajase-5698	147	24	)	)	PUNCT
ajase-5698	147	25	and	and	CCONJ
ajase-5698	147	26	financial	financial	ADJ
ajase-5698	147	27	growth	growth	NOUN
ajase-5698	147	28	(	(	PUNCT
ajase-5698	147	29	r	r	NOUN
ajase-5698	147	30	=	=	SYM
ajase-5698	147	31	0.52	0.52	NUM
ajase-5698	147	32	,	,	PUNCT
ajase-5698	147	33	p	p	X
ajase-5698	147	34	<	<	X
ajase-5698	147	35	0.01	0.01	NUM
ajase-5698	147	36	)	)	PUNCT
ajase-5698	147	37	but	but	CCONJ
ajase-5698	147	38	the	the	DET
ajase-5698	147	39	correlations	correlation	NOUN
ajase-5698	147	40	with	with	ADP
ajase-5698	147	41	the	the	DET
ajase-5698	147	42	roi	roi	NOUN
ajase-5698	147	43	(	(	PUNCT
ajase-5698	147	44	r	r	NOUN
ajase-5698	147	45	=	=	SYM
ajase-5698	147	46	0.34	0.34	NUM
ajase-5698	147	47	,	,	PUNCT
ajase-5698	147	48	p	p	X
ajase-5698	147	49	<	<	X
ajase-5698	147	50	0.05	0.05	NUM
ajase-5698	147	51	)	)	PUNCT
ajase-5698	147	52	were	be	AUX
ajase-5698	147	53	less	less	ADJ
ajase-5698	147	54	that	that	PRON
ajase-5698	147	55	of	of	ADP
ajase-5698	147	56	machine	machine	NOUN
ajase-5698	147	57	learning	learning	NOUN
ajase-5698	147	58	and	and	CCONJ
ajase-5698	147	59	predictive	predictive	ADJ
ajase-5698	147	60	analytics	analytic	NOUN
ajase-5698	147	61	.	.	PUNCT
ajase-5698	148	1	anova	anova	PROPN
ajase-5698	148	2	:	:	PUNCT
ajase-5698	148	3	effect	effect	NOUN
ajase-5698	148	4	of	of	ADP
ajase-5698	148	5	roi	roi	NOUN
ajase-5698	148	6	type	type	NOUN
ajase-5698	148	7	of	of	ADP
ajase-5698	148	8	data	datum	NOUN
ajase-5698	148	9	analytics	analytic	NOUN
ajase-5698	148	10	to	to	PART
ajase-5698	148	11	answer	answer	VERB
ajase-5698	148	12	whether	whether	SCONJ
ajase-5698	148	13	the	the	DET
ajase-5698	148	14	various	various	ADJ
ajase-5698	148	15	kinds	kind	NOUN
ajase-5698	148	16	of	of	ADP
ajase-5698	148	17	data	datum	NOUN
ajase-5698	148	18	analytics	analytic	NOUN
ajase-5698	148	19	tool	tool	NOUN
ajase-5698	148	20	were	be	AUX
ajase-5698	148	21	affecting	affect	VERB
ajase-5698	148	22	the	the	DET
ajase-5698	148	23	roi	roi	NOUN
ajase-5698	148	24	significantly	significantly	ADV
ajase-5698	148	25	,	,	PUNCT
ajase-5698	148	26	a	a	DET
ajase-5698	148	27	one	one	NUM
ajase-5698	148	28	-	-	PUNCT
ajase-5698	148	29	way	way	NOUN
ajase-5698	148	30	analysis	analysis	NOUN
ajase-5698	148	31	of	of	ADP
ajase-5698	148	32	variance	variance	NOUN
ajase-5698	148	33	was	be	AUX
ajase-5698	148	34	done	do	VERB
ajase-5698	148	35	.	.	PUNCT
ajase-5698	149	1	the	the	DET
ajase-5698	149	2	findings	finding	NOUN
ajase-5698	149	3	stated	state	VERB
ajase-5698	149	4	that	that	SCONJ
ajase-5698	149	5	there	there	PRON
ajase-5698	149	6	was	be	VERB
ajase-5698	149	7	a	a	DET
ajase-5698	149	8	strong	strong	ADJ
ajase-5698	149	9	comparison	comparison	NOUN
ajase-5698	149	10	of	of	ADP
ajase-5698	149	11	roi	roi	NOUN
ajase-5698	149	12	amongst	amongst	ADP
ajase-5698	149	13	the	the	DET
ajase-5698	149	14	organizations	organization	NOUN
ajase-5698	149	15	utilizing	utilize	VERB
ajase-5698	149	16	various	various	ADJ
ajase-5698	149	17	forms	form	NOUN
ajase-5698	149	18	of	of	ADP
ajase-5698	149	19	data	datum	NOUN
ajase-5698	149	20	analytics	analytic	NOUN
ajase-5698	149	21	(	(	PUNCT
ajase-5698	149	22	f(3	f(3	PROPN
ajase-5698	149	23	,	,	PUNCT
ajase-5698	149	24	296	296	NUM
ajase-5698	149	25	)	)	PUNCT
ajase-5698	149	26	=	=	SYM
ajase-5698	149	27	12.35	12.35	NUM
ajase-5698	149	28	,	,	PUNCT
ajase-5698	149	29	p	p	X
ajase-5698	149	30	<	<	X
ajase-5698	149	31	0.01	0.01	NUM
ajase-5698	149	32	)	)	PUNCT
ajase-5698	149	33	.	.	PUNCT
ajase-5698	150	1	having	having	AUX
ajase-5698	150	2	performed	perform	VERB
ajase-5698	150	3	posthoc	posthoc	NOUN
ajase-5698	150	4	tests	test	NOUN
ajase-5698	150	5	,	,	PUNCT
ajase-5698	150	6	it	it	PRON
ajase-5698	150	7	was	be	AUX
ajase-5698	150	8	revealed	reveal	VERB
ajase-5698	150	9	that	that	SCONJ
ajase-5698	150	10	organizations	organization	NOUN
ajase-5698	150	11	,	,	PUNCT
ajase-5698	150	12	which	which	PRON
ajase-5698	150	13	used	use	VERB
ajase-5698	150	14	machine	machine	NOUN
ajase-5698	150	15	learning	learning	NOUN
ajase-5698	150	16	(	(	PUNCT
ajase-5698	150	17	mean	mean	VERB
ajase-5698	150	18	roi	roi	NOUN
ajase-5698	150	19	=	=	SYM
ajase-5698	150	20	19.2	19.2	NUM
ajase-5698	150	21	%	%	NOUN
ajase-5698	150	22	,	,	PUNCT
ajase-5698	150	23	sd	sd	ADP
ajase-5698	150	24	=	=	SYM
ajase-5698	150	25	4.2	4.2	NUM
ajase-5698	150	26	)	)	PUNCT
ajase-5698	150	27	demonstrated	demonstrate	VERB
ajase-5698	150	28	much	much	ADV
ajase-5698	150	29	higher	high	ADJ
ajase-5698	150	30	roi	roi	NOUN
ajase-5698	150	31	than	than	ADP
ajase-5698	150	32	organizations	organization	NOUN
ajase-5698	150	33	that	that	PRON
ajase-5698	150	34	did	do	AUX
ajase-5698	150	35	not	not	PART
ajase-5698	150	36	use	use	VERB
ajase-5698	150	37	data	data	NOUN
ajase-5698	150	38	analytics	analytic	NOUN
ajase-5698	150	39	(	(	PUNCT
ajase-5698	150	40	mean	mean	VERB
ajase-5698	150	41	roi	roi	NOUN
ajase-5698	150	42	=	=	SYM
ajase-5698	150	43	7.2	7.2	NUM
ajase-5698	150	44	%	%	NOUN
ajase-5698	150	45	,	,	PUNCT
ajase-5698	150	46	sd	sd	ADP
ajase-5698	150	47	=	=	NOUN
ajase-5698	150	48	3.5	3.5	NUM
ajase-5698	150	49	)	)	PUNCT
ajase-5698	150	50	.	.	PUNCT
ajase-5698	151	1	moreover	moreover	ADV
ajase-5698	151	2	,	,	PUNCT
ajase-5698	151	3	the	the	DET
ajase-5698	151	4	roi	roi	NOUN
ajase-5698	151	5	of	of	ADP
ajase-5698	151	6	organizations	organization	NOUN
ajase-5698	151	7	using	use	VERB
ajase-5698	151	8	predictive	predictive	ADJ
ajase-5698	151	9	analytics	analytic	NOUN
ajase-5698	151	10	(	(	PUNCT
ajase-5698	151	11	mean	mean	VERB
ajase-5698	151	12	roi	roi	NOUN
ajase-5698	151	13	=	=	NOUN
ajase-5698	151	14	16.4	16.4	NUM
ajase-5698	151	15	%	%	NOUN
ajase-5698	151	16	,	,	PUNCT
ajase-5698	151	17	sd	sd	ADP
ajase-5698	151	18	=	=	SYM
ajase-5698	151	19	5.0	5.0	NUM
ajase-5698	151	20	)	)	PUNCT
ajase-5698	151	21	also	also	ADV
ajase-5698	151	22	indicated	indicate	VERB
ajase-5698	151	23	a	a	DET
ajase-5698	151	24	significant	significant	ADJ
ajase-5698	151	25	increase	increase	NOUN
ajase-5698	151	26	in	in	ADP
ajase-5698	151	27	roi	roi	NOUN
ajase-5698	151	28	as	as	SCONJ
ajase-5698	151	29	opposed	oppose	VERB
ajase-5698	151	30	to	to	ADP
ajase-5698	151	31	non	non	VERB
ajase-5698	151	32	users	user	NOUN
ajase-5698	151	33	.	.	PUNCT
ajase-5698	152	1	the	the	DET
ajase-5698	152	2	intermediate	intermediate	ADV
ajase-5698	152	3	-	-	PUNCT
ajase-5698	152	4	performing	perform	VERB
ajase-5698	152	5	group	group	NOUN
ajase-5698	152	6	was	be	AUX
ajase-5698	152	7	descriptive	descriptive	ADJ
ajase-5698	152	8	analysis	analysis	NOUN
ajase-5698	152	9	user	user	NOUN
ajase-5698	152	10	(	(	PUNCT
ajase-5698	152	11	mean	mean	VERB
ajase-5698	152	12	roi	roi	NOUN
ajase-5698	152	13	=	=	SYM
ajase-5698	152	14	14.8	14.8	NUM
ajase-5698	152	15	,	,	PUNCT
ajase-5698	152	16	sd	sd	ADP
ajase-5698	152	17	=	=	SYM
ajase-5698	152	18	4.7	4.7	NUM
ajase-5698	152	19	)	)	PUNCT
ajase-5698	152	20	and	and	CCONJ
ajase-5698	152	21	is	be	AUX
ajase-5698	152	22	better	well	ADV
ajase-5698	152	23	compared	compare	VERB
ajase-5698	152	24	to	to	ADP
ajase-5698	152	25	non	non	NOUN
ajase-5698	152	26	-	-	NOUN
ajase-5698	152	27	users	user	NOUN
ajase-5698	152	28	.	.	PUNCT
ajase-5698	153	1	these	these	DET
ajase-5698	153	2	findings	finding	NOUN
ajase-5698	153	3	indicate	indicate	VERB
ajase-5698	153	4	that	that	SCONJ
ajase-5698	153	5	,	,	PUNCT
ajase-5698	153	6	by	by	ADP
ajase-5698	153	7	implementing	implement	VERB
ajase-5698	153	8	advanced	advanced	ADJ
ajase-5698	153	9	data	datum	NOUN
ajase-5698	153	10	analytics	analytic	NOUN
ajase-5698	153	11	tools	tool	NOUN
ajase-5698	153	12	,	,	PUNCT
ajase-5698	153	13	especially	especially	ADV
ajase-5698	153	14	,	,	PUNCT
ajase-5698	153	15	machine	machine	NOUN
ajase-5698	153	16	learning	learning	NOUN
ajase-5698	153	17	and	and	CCONJ
ajase-5698	153	18	predictive	predictive	ADJ
ajase-5698	153	19	analytics	analytic	NOUN
ajase-5698	153	20	,	,	PUNCT
ajase-5698	153	21	organizations	organization	NOUN
ajase-5698	153	22	obtained	obtain	VERB
ajase-5698	153	23	a	a	DET
ajase-5698	153	24	better	well	ADJ
ajase-5698	153	25	roi	roi	NOUN
ajase-5698	153	26	than	than	ADP
ajase-5698	153	27	those	those	PRON
ajase-5698	153	28	,	,	PUNCT
ajase-5698	153	29	which	which	PRON
ajase-5698	153	30	still	still	ADV
ajase-5698	153	31	use	use	VERB
ajase-5698	153	32	traditional	traditional	ADJ
ajase-5698	153	33	decision	decision	NOUN
ajase-5698	153	34	-	-	PUNCT
ajase-5698	153	35	making	make	VERB
ajase-5698	153	36	techniques	technique	NOUN
ajase-5698	153	37	or	or	CCONJ
ajase-5698	153	38	not	not	PART
ajase-5698	153	39	use	use	VERB
ajase-5698	153	40	data	data	NOUN
ajase-5698	153	41	analytics	analytic	NOUN
ajase-5698	153	42	at	at	ADV
ajase-5698	153	43	all	all	ADV
ajase-5698	153	44	.	.	PUNCT
ajase-5698	154	1	multiple	multiple	ADJ
ajase-5698	154	2	linear	linear	PROPN
ajase-5698	154	3	regression	regression	NOUN
ajase-5698	154	4	the	the	DET
ajase-5698	154	5	association	association	NOUN
ajase-5698	154	6	between	between	ADP
ajase-5698	154	7	the	the	DET
ajase-5698	154	8	application	application	NOUN
ajase-5698	154	9	of	of	ADP
ajase-5698	154	10	data	datum	NOUN
ajase-5698	154	11	analytics	analytic	NOUN
ajase-5698	154	12	tool	tool	NOUN
ajase-5698	154	13	and	and	CCONJ
ajase-5698	154	14	the	the	DET
ajase-5698	154	15	outcome	outcome	NOUN
ajase-5698	154	16	of	of	ADP
ajase-5698	154	17	capital	capital	NOUN
ajase-5698	154	18	allocation	allocation	NOUN
ajase-5698	154	19	(	(	PUNCT
ajase-5698	154	20	roi	roi	NOUN
ajase-5698	154	21	,	,	PUNCT
ajase-5698	154	22	market	market	NOUN
ajase-5698	154	23	share	share	NOUN
ajase-5698	154	24	rise	rise	NOUN
ajase-5698	154	25	/	/	SYM
ajase-5698	154	26	decrease	decrease	NOUN
ajase-5698	154	27	,	,	PUNCT
ajase-5698	154	28	and	and	CCONJ
ajase-5698	154	29	financial	financial	ADJ
ajase-5698	154	30	growth	growth	NOUN
ajase-5698	154	31	)	)	PUNCT
ajase-5698	154	32	was	be	AUX
ajase-5698	154	33	done	do	VERB
ajase-5698	154	34	through	through	ADP
ajase-5698	154	35	multiple	multiple	ADJ
ajase-5698	154	36	linear	linear	ADJ
ajase-5698	154	37	regression	regression	NOUN
ajase-5698	154	38	.	.	PUNCT
ajase-5698	155	1	the	the	DET
ajase-5698	155	2	regression	regression	NOUN
ajase-5698	155	3	model	model	NOUN
ajase-5698	155	4	came	come	VERB
ajase-5698	155	5	out	out	ADP
ajase-5698	155	6	to	to	PART
ajase-5698	155	7	be	be	AUX
ajase-5698	155	8	significant	significant	ADJ
ajase-5698	155	9	(	(	PUNCT
ajase-5698	155	10	f(5	f(5	PROPN
ajase-5698	155	11	,	,	PUNCT
ajase-5698	155	12	294	294	NUM
ajase-5698	155	13	)	)	PUNCT
ajase-5698	155	14	=	=	SYM
ajase-5698	155	15	15.23	15.23	NUM
ajase-5698	155	16	,	,	PUNCT
ajase-5698	155	17	p	p	X
ajase-5698	155	18	<	<	X
ajase-5698	155	19	0.01	0.01	NUM
ajase-5698	155	20	)	)	PUNCT
ajase-5698	155	21	,	,	PUNCT
ajase-5698	155	22	which	which	PRON
ajase-5698	155	23	means	mean	VERB
ajase-5698	155	24	that	that	SCONJ
ajase-5698	155	25	the	the	DET
ajase-5698	155	26	predictors	predictor	NOUN
ajase-5698	155	27	accounted	account	VERB
ajase-5698	155	28	to	to	ADP
ajase-5698	155	29	a	a	DET
ajase-5698	155	30	large	large	ADJ
ajase-5698	155	31	extent	extent	NOUN
ajase-5698	155	32	the	the	DET
ajase-5698	155	33	variability	variability	NOUN
ajase-5698	155	34	in	in	ADP
ajase-5698	155	35	the	the	DET
ajase-5698	155	36	capital	capital	NOUN
ajase-5698	155	37	allocation	allocation	NOUN
ajase-5698	155	38	performance	performance	NOUN
ajase-5698	155	39	.	.	PUNCT
ajase-5698	156	1	the	the	DET
ajase-5698	156	2	strongest	strong	ADJ
ajase-5698	156	3	prediction	prediction	NOUN
ajase-5698	156	4	of	of	ADP
ajase-5698	156	5	roi	roi	NOUN
ajase-5698	156	6	involved	involve	VERB
ajase-5698	156	7	machine	machine	NOUN
ajase-5698	156	8	learning	learn	VERB
ajase-5698	156	9	usage	usage	NOUN
ajase-5698	156	10	(	(	PUNCT
ajase-5698	156	11	beta	beta	NOUN
ajase-5698	156	12	=	=	NOUN
ajase-5698	156	13	1.5	1.5	NUM
ajase-5698	156	14	,	,	PUNCT
ajase-5698	156	15	p	p	X
ajase-5698	156	16	<	<	X
ajase-5698	156	17	0.01	0.01	NUM
ajase-5698	156	18	)	)	PUNCT
ajase-5698	156	19	and	and	CCONJ
ajase-5698	156	20	predictive	predictive	ADJ
ajase-5698	156	21	analytics	analytic	NOUN
ajase-5698	156	22	usage	usage	NOUN
ajase-5698	156	23	(	(	PUNCT
ajase-5698	156	24	beta	beta	NOUN
ajase-5698	156	25	=	=	NOUN
ajase-5698	156	26	0.9	0.9	NUM
ajase-5698	156	27	,	,	PUNCT
ajase-5698	156	28	p	p	X
ajase-5698	156	29	<	<	X
ajase-5698	156	30	0.01	0.01	NUM
ajase-5698	156	31	)	)	PUNCT
ajase-5698	156	32	,	,	PUNCT
ajase-5698	156	33	indicating	indicate	VERB
ajase-5698	156	34	that	that	SCONJ
ajase-5698	156	35	their	their	PRON
ajase-5698	156	36	utilization	utilization	NOUN
ajase-5698	156	37	contributed	contribute	VERB
ajase-5698	156	38	to	to	ADP
ajase-5698	156	39	substantial	substantial	ADJ
ajase-5698	156	40	augmentations	augmentation	NOUN
ajase-5698	156	41	in	in	ADP
ajase-5698	156	42	returns	return	NOUN
ajase-5698	156	43	on	on	ADP
ajase-5698	156	44	investments	investment	NOUN
ajase-5698	156	45	in	in	ADP
ajase-5698	156	46	case	case	NOUN
ajase-5698	156	47	of	of	ADP
ajase-5698	156	48	their	their	PRON
ajase-5698	156	49	usage	usage	NOUN
ajase-5698	156	50	by	by	ADP
ajase-5698	156	51	an	an	DET
ajase-5698	156	52	organization	organization	NOUN
ajase-5698	156	53	.	.	PUNCT
ajase-5698	157	1	other	other	ADJ
ajase-5698	157	2	significant	significant	ADJ
ajase-5698	157	3	factors	factor	NOUN
ajase-5698	157	4	influencing	influence	VERB
ajase-5698	157	5	roi	roi	NOUN
ajase-5698	157	6	were	be	AUX
ajase-5698	157	7	profit	profit	NOUN
ajase-5698	157	8	margin	margin	NOUN
ajase-5698	157	9	(	(	PUNCT
ajase-5698	157	10	b	b	NOUN
ajase-5698	157	11	=	=	SYM
ajase-5698	157	12	0.7	0.7	NUM
ajase-5698	157	13	,	,	PUNCT
ajase-5698	157	14	p	p	X
ajase-5698	157	15	<	<	X
ajase-5698	157	16	0.01	0.01	NUM
ajase-5698	157	17	)	)	PUNCT
ajase-5698	157	18	and	and	CCONJ
ajase-5698	157	19	organizational	organizational	ADJ
ajase-5698	157	20	size	size	NOUN
ajase-5698	157	21	(	(	PUNCT
ajase-5698	157	22	b	b	NOUN
ajase-5698	157	23	=	=	SYM
ajase-5698	157	24	0.03	0.03	NUM
ajase-5698	157	25	,	,	PUNCT
ajase-5698	157	26	p	p	X
ajase-5698	157	27	<	<	X
ajase-5698	157	28	0.05	0.05	NUM
ajase-5698	157	29	)	)	PUNCT
ajase-5698	157	30	,	,	PUNCT
ajase-5698	157	31	pointing	point	VERB
ajase-5698	157	32	out	out	ADP
ajase-5698	157	33	that	that	SCONJ
ajase-5698	157	34	the	the	DET
ajase-5698	157	35	larger	large	ADJ
ajase-5698	157	36	organizations	organization	NOUN
ajase-5698	157	37	with	with	ADP
ajase-5698	157	38	higher	high	ADJ
ajase-5698	157	39	profits	profit	NOUN
ajase-5698	157	40	had	have	VERB
ajase-5698	157	41	a	a	DET
ajase-5698	157	42	higher	high	ADJ
ajase-5698	157	43	probability	probability	NOUN
ajase-5698	157	44	of	of	ADP
ajase-5698	157	45	being	be	AUX
ajase-5698	157	46	able	able	ADJ
ajase-5698	157	47	to	to	PART
ajase-5698	157	48	derive	derive	VERB
ajase-5698	157	49	the	the	DET
ajase-5698	157	50	benefits	benefit	NOUN
ajase-5698	157	51	of	of	ADP
ajase-5698	157	52	the	the	DET
ajase-5698	157	53	use	use	NOUN
ajase-5698	157	54	of	of	ADP
ajase-5698	157	55	advanced	advanced	ADJ
ajase-5698	157	56	data	datum	NOUN
ajase-5698	157	57	analytics	analytic	NOUN
ajase-5698	157	58	tools	tool	NOUN
ajase-5698	157	59	.	.	PUNCT
ajase-5698	158	1	the	the	DET
ajase-5698	158	2	r	r	NOUN
ajase-5698	158	3	2	2	NUM
ajase-5698	158	4	value	value	NOUN
ajase-5698	158	5	of	of	ADP
ajase-5698	158	6	this	this	DET
ajase-5698	158	7	model	model	NOUN
ajase-5698	158	8	was	be	AUX
ajase-5698	158	9	0.46	0.46	NUM
ajase-5698	158	10	which	which	PRON
ajase-5698	158	11	means	mean	VERB
ajase-5698	158	12	that	that	SCONJ
ajase-5698	158	13	the	the	DET
ajase-5698	158	14	variance	variance	NOUN
ajase-5698	158	15	of	of	ADP
ajase-5698	158	16	roi	roi	NOUN
ajase-5698	158	17	was	be	AUX
ajase-5698	158	18	explained	explain	VERB
ajase-5698	158	19	by	by	ADP
ajase-5698	158	20	predictors	predictor	NOUN
ajase-5698	158	21	as	as	ADP
ajase-5698	158	22	46	46	NUM
ajase-5698	158	23	per	per	ADP
ajase-5698	158	24	cent	cent	NOUN
ajase-5698	158	25	.	.	PUNCT
ajase-5698	159	1	the	the	DET
ajase-5698	159	2	equivalent	equivalent	ADJ
ajase-5698	159	3	results	result	NOUN
ajase-5698	159	4	were	be	AUX
ajase-5698	159	5	found	find	VERB
ajase-5698	159	6	in	in	ADP
ajase-5698	159	7	the	the	DET
ajase-5698	159	8	case	case	NOUN
ajase-5698	159	9	of	of	ADP
ajase-5698	159	10	market	market	NOUN
ajase-5698	159	11	share	share	NOUN
ajase-5698	159	12	change	change	NOUN
ajase-5698	159	13	and	and	CCONJ
ajase-5698	159	14	financial	financial	ADJ
ajase-5698	159	15	growth	growth	NOUN
ajase-5698	159	16	where	where	SCONJ
ajase-5698	159	17	machine	machine	NOUN
ajase-5698	159	18	learning	learning	NOUN
ajase-5698	159	19	and	and	CCONJ
ajase-5698	159	20	predictive	predictive	ADJ
ajase-5698	159	21	analytics	analytic	NOUN
ajase-5698	159	22	played	play	VERB
ajase-5698	159	23	an	an	DET
ajase-5698	159	24	important	important	ADJ
ajase-5698	159	25	positive	positive	ADJ
ajase-5698	159	26	role	role	NOUN
ajase-5698	159	27	as	as	ADP
ajase-5698	159	28	predictors	predictor	NOUN
ajase-5698	159	29	of	of	ADP
ajase-5698	159	30	both	both	DET
ajase-5698	159	31	indicators	indicator	NOUN
ajase-5698	159	32	.	.	PUNCT
ajase-5698	160	1	this	this	PRON
ajase-5698	160	2	is	be	AUX
ajase-5698	160	3	another	another	DET
ajase-5698	160	4	indication	indication	NOUN
ajase-5698	160	5	of	of	ADP
ajase-5698	160	6	the	the	DET
ajase-5698	160	7	importance	importance	NOUN
ajase-5698	160	8	of	of	ADP
ajase-5698	160	9	advanced	advanced	ADJ
ajase-5698	160	10	data	datum	NOUN
ajase-5698	160	11	analytics	analytic	NOUN
ajase-5698	160	12	in	in	ADP
ajase-5698	160	13	contributing	contribute	VERB
ajase-5698	160	14	to	to	ADP
ajase-5698	160	15	high	high	ADJ
ajase-5698	160	16	performance	performance	NOUN
ajase-5698	160	17	in	in	ADP
ajase-5698	160	18	diverse	diverse	ADJ
ajase-5698	160	19	organizations	organization	NOUN
ajase-5698	160	20	with	with	ADP
ajase-5698	160	21	regard	regard	NOUN
ajase-5698	160	22	to	to	ADP
ajase-5698	160	23	their	their	PRON
ajase-5698	160	24	economic	economic	ADJ
ajase-5698	160	25	performance	performance	NOUN
ajase-5698	160	26	.	.	PUNCT
ajase-5698	161	1	pa	pa	PROPN
ajase-5698	161	2	ge	ge	PROPN
ajase-5698	161	3	17	17	NUM
ajase-5698	161	4	2	2	NUM
ajase-5698	161	5	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	161	6	am	am	NOUN
ajase-5698	161	7	.	.	PUNCT
ajase-5698	162	1	j.	j.	PROPN
ajase-5698	162	2	appl	appl	PROPN
ajase-5698	162	3	.	.	PROPN
ajase-5698	163	1	stat	stat	PROPN
ajase-5698	163	2	.	.	PUNCT
ajase-5698	164	1	econ	econ	PROPN
ajase-5698	164	2	.	.	PUNCT
ajase-5698	165	1	3(1	3(1	NUM
ajase-5698	165	2	)	)	PUNCT
ajase-5698	165	3	167	167	NUM
ajase-5698	165	4	-	-	SYM
ajase-5698	165	5	177	177	NUM
ajase-5698	165	6	,	,	PUNCT
ajase-5698	165	7	2024	2024	NUM
ajase-5698	165	8	data	datum	NOUN
ajase-5698	165	9	analytics	analytic	NOUN
ajase-5698	165	10	users	user	NOUN
ajase-5698	165	11	vs	vs	ADP
ajase-5698	165	12	non	non	ADJ
ajase-5698	165	13	-	-	ADJ
ajase-5698	165	14	users	user	NOUN
ajase-5698	165	15	independent	independent	ADJ
ajase-5698	165	16	t	t	PROPN
ajase-5698	165	17	-test	-test	PROPN
ajase-5698	165	18	the	the	DET
ajase-5698	165	19	independent	independent	ADJ
ajase-5698	165	20	t	t	PROPN
ajase-5698	165	21	-	-	PUNCT
ajase-5698	165	22	test	test	NOUN
ajase-5698	165	23	was	be	AUX
ajase-5698	165	24	carried	carry	VERB
ajase-5698	165	25	out	out	ADP
ajase-5698	165	26	by	by	ADP
ajase-5698	165	27	comparing	compare	VERB
ajase-5698	165	28	the	the	DET
ajase-5698	165	29	roi	roi	NOUN
ajase-5698	165	30	in	in	ADP
ajase-5698	165	31	the	the	DET
ajase-5698	165	32	organization	organization	NOUN
ajase-5698	165	33	using	use	VERB
ajase-5698	165	34	data	datum	NOUN
ajase-5698	165	35	analytics	analytic	NOUN
ajase-5698	165	36	tools	tool	NOUN
ajase-5698	165	37	and	and	CCONJ
ajase-5698	165	38	the	the	DET
ajase-5698	165	39	organizations	organization	NOUN
ajase-5698	165	40	without	without	ADP
ajase-5698	165	41	utilizing	utilize	VERB
ajase-5698	165	42	data	datum	NOUN
ajase-5698	165	43	analytics	analytic	NOUN
ajase-5698	165	44	tools	tool	NOUN
ajase-5698	165	45	.	.	PUNCT
ajase-5698	166	1	the	the	DET
ajase-5698	166	2	findings	finding	NOUN
ajase-5698	166	3	indicated	indicate	VERB
ajase-5698	166	4	a	a	DET
ajase-5698	166	5	huge	huge	ADJ
ajase-5698	166	6	disparity	disparity	NOUN
ajase-5698	166	7	between	between	ADP
ajase-5698	166	8	the	the	DET
ajase-5698	166	9	two	two	NUM
ajase-5698	166	10	groups	group	NOUN
ajase-5698	166	11	(	(	PUNCT
ajase-5698	166	12	t(298	t(298	NOUN
ajase-5698	166	13	)	)	PUNCT
ajase-5698	166	14	=	=	SYM
ajase-5698	166	15	7.45	7.45	NUM
ajase-5698	166	16	,	,	PUNCT
ajase-5698	166	17	p	p	X
ajase-5698	166	18	<	<	X
ajase-5698	166	19	0.01	0.01	NUM
ajase-5698	166	20	)	)	PUNCT
ajase-5698	166	21	.	.	PUNCT
ajase-5698	167	1	a	a	DET
ajase-5698	167	2	greater	great	ADJ
ajase-5698	167	3	roi	roi	NOUN
ajase-5698	167	4	was	be	AUX
ajase-5698	167	5	experienced	experience	VERB
ajase-5698	167	6	by	by	ADP
ajase-5698	167	7	those	those	DET
ajase-5698	167	8	organizations	organization	NOUN
ajase-5698	167	9	that	that	PRON
ajase-5698	167	10	implement	implement	VERB
ajase-5698	167	11	data	data	NOUN
ajase-5698	167	12	analytics	analytic	NOUN
ajase-5698	167	13	(	(	PUNCT
ajase-5698	167	14	mean	mean	NOUN
ajase-5698	167	15	=	=	SYM
ajase-5698	167	16	18.1	18.1	NUM
ajase-5698	167	17	%	%	NOUN
ajase-5698	167	18	,	,	PUNCT
ajase-5698	167	19	sd	sd	ADP
ajase-5698	167	20	=	=	SYM
ajase-5698	167	21	4.7	4.7	NUM
ajase-5698	167	22	)	)	PUNCT
ajase-5698	167	23	,	,	PUNCT
ajase-5698	167	24	as	as	SCONJ
ajase-5698	167	25	opposed	oppose	VERB
ajase-5698	167	26	to	to	ADP
ajase-5698	167	27	nonusers	nonuser	NOUN
ajase-5698	167	28	(	(	PUNCT
ajase-5698	167	29	mean	mean	NOUN
ajase-5698	167	30	=	=	SYM
ajase-5698	167	31	8.2	8.2	NUM
ajase-5698	167	32	%	%	NOUN
ajase-5698	167	33	,	,	PUNCT
ajase-5698	167	34	sd	sd	ADP
ajase-5698	167	35	=	=	NOUN
ajase-5698	167	36	3.2	3.2	NUM
ajase-5698	167	37	)	)	PUNCT
ajase-5698	167	38	.	.	PUNCT
ajase-5698	168	1	this	this	DET
ajase-5698	168	2	finding	finding	NOUN
ajase-5698	168	3	confirms	confirm	VERB
ajase-5698	168	4	the	the	DET
ajase-5698	168	5	prediction	prediction	NOUN
ajase-5698	168	6	that	that	SCONJ
ajase-5698	168	7	the	the	DET
ajase-5698	168	8	implementation	implementation	NOUN
ajase-5698	168	9	of	of	ADP
ajase-5698	168	10	data	datum	NOUN
ajase-5698	168	11	analytics	analytic	NOUN
ajase-5698	168	12	tools	tool	NOUN
ajase-5698	168	13	has	have	AUX
ajase-5698	168	14	a	a	DET
ajase-5698	168	15	positive	positive	ADJ
ajase-5698	168	16	effect	effect	NOUN
ajase-5698	168	17	on	on	ADP
ajase-5698	168	18	the	the	DET
ajase-5698	168	19	decisions	decision	NOUN
ajase-5698	168	20	related	relate	VERB
ajase-5698	168	21	to	to	ADP
ajase-5698	168	22	capital	capital	NOUN
ajase-5698	168	23	allocation	allocation	NOUN
ajase-5698	168	24	and	and	CCONJ
ajase-5698	168	25	results	result	NOUN
ajase-5698	168	26	in	in	ADP
ajase-5698	168	27	financial	financial	ADJ
ajase-5698	168	28	improvement	improvement	NOUN
ajase-5698	168	29	.	.	PUNCT
ajase-5698	169	1	it	it	PRON
ajase-5698	169	2	also	also	ADV
ajase-5698	169	3	points	point	VERB
ajase-5698	169	4	to	to	ADP
ajase-5698	169	5	the	the	DET
ajase-5698	169	6	eventual	eventual	ADJ
ajase-5698	169	7	cost	cost	NOUN
ajase-5698	169	8	-	-	PUNCT
ajase-5698	169	9	effectiveness	effectiveness	NOUN
ajase-5698	169	10	and	and	CCONJ
ajase-5698	169	11	long	long	ADJ
ajase-5698	169	12	-	-	PUNCT
ajase-5698	169	13	term	term	NOUN
ajase-5698	169	14	advantages	advantage	NOUN
ajase-5698	169	15	of	of	ADP
ajase-5698	169	16	taking	take	VERB
ajase-5698	169	17	data	data	NOUN
ajase-5698	169	18	-	-	PUNCT
ajase-5698	169	19	driven	drive	VERB
ajase-5698	169	20	initiatives	initiative	NOUN
ajase-5698	169	21	in	in	ADP
ajase-5698	169	22	decisionmaking	decisionmake	VERB
ajase-5698	169	23	regarding	regard	VERB
ajase-5698	169	24	investments	investment	NOUN
ajase-5698	169	25	.	.	PUNCT
ajase-5698	170	1	regression	regression	VERB
ajase-5698	170	2	analysis	analysis	NOUN
ajase-5698	170	3	forecasting	forecasting	NOUN
ajase-5698	170	4	of	of	ADP
ajase-5698	170	5	financial	financial	ADJ
ajase-5698	170	6	growth	growth	NOUN
ajase-5698	170	7	a	a	DET
ajase-5698	170	8	second	second	ADJ
ajase-5698	170	9	regression	regression	NOUN
ajase-5698	170	10	analysis	analysis	NOUN
ajase-5698	170	11	used	use	VERB
ajase-5698	170	12	to	to	PART
ajase-5698	170	13	predict	predict	VERB
ajase-5698	170	14	financial	financial	ADJ
ajase-5698	170	15	growth	growth	NOUN
ajase-5698	170	16	providing	provide	VERB
ajase-5698	170	17	that	that	SCONJ
ajase-5698	170	18	the	the	DET
ajase-5698	170	19	use	use	NOUN
ajase-5698	170	20	of	of	ADP
ajase-5698	170	21	machine	machine	NOUN
ajase-5698	170	22	learning	learning	NOUN
ajase-5698	170	23	and	and	CCONJ
ajase-5698	170	24	predictive	predictive	ADJ
ajase-5698	170	25	analytics	analytic	NOUN
ajase-5698	170	26	together	together	ADV
ajase-5698	170	27	with	with	ADP
ajase-5698	170	28	other	other	ADJ
ajase-5698	170	29	control	control	NOUN
ajase-5698	170	30	names	name	NOUN
ajase-5698	170	31	like	like	ADP
ajase-5698	170	32	profit	profit	NOUN
ajase-5698	170	33	margin	margin	NOUN
ajase-5698	170	34	and	and	CCONJ
ajase-5698	170	35	organization	organization	NOUN
ajase-5698	170	36	size	size	NOUN
ajase-5698	170	37	are	be	AUX
ajase-5698	170	38	also	also	ADV
ajase-5698	170	39	examined	examine	VERB
ajase-5698	170	40	.	.	PUNCT
ajase-5698	171	1	the	the	DET
ajase-5698	171	2	regression	regression	NOUN
ajase-5698	171	3	equation	equation	NOUN
ajase-5698	171	4	was	be	AUX
ajase-5698	171	5	significant	significant	ADJ
ajase-5698	171	6	,	,	PUNCT
ajase-5698	171	7	f	f	PROPN
ajase-5698	171	8	(	(	PUNCT
ajase-5698	171	9	5	5	NUM
ajase-5698	171	10	,	,	PUNCT
ajase-5698	171	11	294	294	NUM
ajase-5698	171	12	)	)	PUNCT
ajase-5698	171	13	=	=	PUNCT
ajase-5698	172	1	10.56	10.56	NUM
ajase-5698	172	2	,	,	PUNCT
ajase-5698	172	3	p	p	X
ajase-5698	172	4	<	<	X
ajase-5698	172	5	0.01	0.01	NUM
ajase-5698	172	6	and	and	CCONJ
ajase-5698	172	7	the	the	DET
ajase-5698	172	8	predictors	predictor	NOUN
ajase-5698	172	9	explained	explain	VERB
ajase-5698	172	10	44	44	NUM
ajase-5698	172	11	percent	percent	NOUN
ajase-5698	172	12	of	of	ADP
ajase-5698	172	13	the	the	DET
ajase-5698	172	14	variation	variation	NOUN
ajase-5698	172	15	in	in	ADP
ajase-5698	172	16	financial	financial	ADJ
ajase-5698	172	17	growth(r2	growth(r2	NOUN
ajase-5698	172	18	=	=	SYM
ajase-5698	172	19	0.44	0.44	NUM
ajase-5698	172	20	)	)	PUNCT
ajase-5698	172	21	.	.	PUNCT
ajase-5698	173	1	the	the	DET
ajase-5698	173	2	significant	significant	ADJ
ajase-5698	173	3	positive	positive	ADJ
ajase-5698	173	4	predictors	predictor	NOUN
ajase-5698	173	5	of	of	ADP
ajase-5698	173	6	financial	financial	ADJ
ajase-5698	173	7	growth	growth	NOUN
ajase-5698	173	8	were	be	AUX
ajase-5698	173	9	the	the	DET
ajase-5698	173	10	use	use	NOUN
ajase-5698	173	11	of	of	ADP
ajase-5698	173	12	machine	machine	NOUN
ajase-5698	173	13	learning	learning	NOUN
ajase-5698	173	14	(	(	PUNCT
ajase-5698	173	15	1.2	1.2	NUM
ajase-5698	173	16	,	,	PUNCT
ajase-5698	173	17	p	p	X
ajase-5698	173	18	<	<	X
ajase-5698	173	19	0.01	0.01	NUM
ajase-5698	173	20	)	)	PUNCT
ajase-5698	173	21	and	and	CCONJ
ajase-5698	173	22	predictive	predictive	ADJ
ajase-5698	173	23	analytics	analytic	NOUN
ajase-5698	173	24	(	(	PUNCT
ajase-5698	173	25	0.8	0.8	NUM
ajase-5698	173	26	,	,	PUNCT
ajase-5698	173	27	p	p	X
ajase-5698	173	28	<	<	X
ajase-5698	173	29	0.01	0.01	NUM
ajase-5698	173	30	)	)	PUNCT
ajase-5698	173	31	,	,	PUNCT
ajase-5698	173	32	which	which	PRON
ajase-5698	173	33	indicated	indicate	VERB
ajase-5698	173	34	that	that	SCONJ
ajase-5698	173	35	these	these	DET
ajase-5698	173	36	tools	tool	NOUN
ajase-5698	173	37	had	have	VERB
ajase-5698	173	38	a	a	DET
ajase-5698	173	39	direct	direct	ADJ
ajase-5698	173	40	impact	impact	NOUN
ajase-5698	173	41	on	on	ADP
ajase-5698	173	42	the	the	DET
ajase-5698	173	43	financial	financial	ADJ
ajase-5698	173	44	performance	performance	NOUN
ajase-5698	173	45	of	of	ADP
ajase-5698	173	46	organizations	organization	NOUN
ajase-5698	173	47	.	.	PUNCT
ajase-5698	174	1	two	two	NUM
ajase-5698	174	2	other	other	ADJ
ajase-5698	174	3	drivers	driver	NOUN
ajase-5698	174	4	were	be	AUX
ajase-5698	174	5	profit	profit	NOUN
ajase-5698	174	6	margin	margin	NOUN
ajase-5698	174	7	(	(	PUNCT
ajase-5698	174	8	0.6	0.6	NUM
ajase-5698	174	9	,	,	PUNCT
ajase-5698	174	10	p	p	X
ajase-5698	174	11	<	<	X
ajase-5698	174	12	0.01	0.01	NUM
ajase-5698	174	13	)	)	PUNCT
ajase-5698	174	14	and	and	CCONJ
ajase-5698	174	15	the	the	DET
ajase-5698	174	16	size	size	NOUN
ajase-5698	174	17	of	of	ADP
ajase-5698	174	18	an	an	DET
ajase-5698	174	19	organization	organization	NOUN
ajase-5698	174	20	(	(	PUNCT
ajase-5698	174	21	0.05	0.05	NUM
ajase-5698	174	22	,	,	PUNCT
ajase-5698	174	23	p	p	X
ajase-5698	174	24	<	<	X
ajase-5698	174	25	0.05	0.05	NUM
ajase-5698	174	26	)	)	PUNCT
ajase-5698	174	27	,	,	PUNCT
ajase-5698	174	28	with	with	ADP
ajase-5698	174	29	the	the	DET
ajase-5698	174	30	largest	large	ADJ
ajase-5698	174	31	companies	company	NOUN
ajase-5698	174	32	and	and	CCONJ
ajase-5698	174	33	those	those	PRON
ajase-5698	174	34	with	with	ADP
ajase-5698	174	35	higher	high	ADJ
ajase-5698	174	36	profit	profit	NOUN
ajase-5698	174	37	margins	margin	NOUN
ajase-5698	174	38	being	be	AUX
ajase-5698	174	39	more	more	ADV
ajase-5698	174	40	financially	financially	ADV
ajase-5698	174	41	inclined	inclined	ADJ
ajase-5698	174	42	to	to	PART
ajase-5698	174	43	grow	grow	VERB
ajase-5698	174	44	.	.	PUNCT
ajase-5698	175	1	this	this	PRON
ajase-5698	175	2	once	once	ADV
ajase-5698	175	3	again	again	ADV
ajase-5698	175	4	strengthens	strengthen	VERB
ajase-5698	175	5	the	the	DET
ajase-5698	175	6	notion	notion	NOUN
ajase-5698	175	7	that	that	SCONJ
ajase-5698	175	8	data	datum	NOUN
ajase-5698	175	9	analytics	analytic	NOUN
ajase-5698	175	10	tools	tool	NOUN
ajase-5698	175	11	have	have	AUX
ajase-5698	175	12	the	the	DET
ajase-5698	175	13	potential	potential	NOUN
ajase-5698	175	14	to	to	PART
ajase-5698	175	15	become	become	VERB
ajase-5698	175	16	potent	potent	ADJ
ajase-5698	175	17	tools	tool	NOUN
ajase-5698	175	18	contributing	contribute	VERB
ajase-5698	175	19	to	to	ADP
ajase-5698	175	20	economic	economic	ADJ
ajase-5698	175	21	prosperity	prosperity	NOUN
ajase-5698	175	22	.	.	PUNCT
ajase-5698	176	1	chi	chi	ADJ
ajase-5698	176	2	-	-	PUNCT
ajase-5698	176	3	square	square	ADJ
ajase-5698	176	4	test	test	NOUN
ajase-5698	176	5	of	of	ADP
ajase-5698	176	6	categorical	categorical	ADJ
ajase-5698	176	7	data	datum	NOUN
ajase-5698	176	8	the	the	DET
ajase-5698	176	9	relationship	relationship	NOUN
ajase-5698	176	10	between	between	ADP
ajase-5698	176	11	organization	organization	NOUN
ajase-5698	176	12	type	type	NOUN
ajase-5698	176	13	(	(	PUNCT
ajase-5698	176	14	public	public	ADJ
ajase-5698	176	15	,	,	PUNCT
ajase-5698	176	16	private	private	ADJ
ajase-5698	176	17	,	,	PUNCT
ajase-5698	176	18	large	large	ADJ
ajase-5698	176	19	corporation	corporation	NOUN
ajase-5698	176	20	,	,	PUNCT
ajase-5698	176	21	small	small	ADJ
ajase-5698	176	22	firm	firm	NOUN
ajase-5698	176	23	)	)	PUNCT
ajase-5698	176	24	and	and	CCONJ
ajase-5698	176	25	using	use	VERB
ajase-5698	176	26	some	some	DET
ajase-5698	176	27	data	datum	NOUN
ajase-5698	176	28	analytics	analytic	NOUN
ajase-5698	176	29	tools	tool	NOUN
ajase-5698	176	30	was	be	AUX
ajase-5698	176	31	examined	examine	VERB
ajase-5698	176	32	using	use	VERB
ajase-5698	176	33	chi	chi	ADJ
ajase-5698	176	34	-	-	PUNCT
ajase-5698	176	35	square	square	ADJ
ajase-5698	176	36	test	test	NOUN
ajase-5698	176	37	of	of	ADP
ajase-5698	176	38	independence	independence	NOUN
ajase-5698	176	39	.	.	PUNCT
ajase-5698	177	1	the	the	DET
ajase-5698	177	2	findings	finding	NOUN
ajase-5698	177	3	revealed	reveal	VERB
ajase-5698	177	4	a	a	DET
ajase-5698	177	5	significant	significant	ADJ
ajase-5698	177	6	relationship	relationship	NOUN
ajase-5698	177	7	(	(	PUNCT
ajase-5698	177	8	c2	c2	PROPN
ajase-5698	177	9	(	(	PUNCT
ajase-5698	177	10	6	6	NUM
ajase-5698	177	11	)	)	PUNCT
ajase-5698	177	12	=	=	NOUN
ajase-5698	177	13	14.52	14.52	NUM
ajase-5698	177	14	,	,	PUNCT
ajase-5698	177	15	p	p	X
ajase-5698	177	16	<	<	X
ajase-5698	177	17	0.01	0.01	NUM
ajase-5698	177	18	)	)	PUNCT
ajase-5698	177	19	where	where	SCONJ
ajase-5698	177	20	the	the	DET
ajase-5698	177	21	disposition	disposition	NOUN
ajase-5698	177	22	of	of	ADP
ajase-5698	177	23	incorporating	incorporate	VERB
ajase-5698	177	24	machine	machine	NOUN
ajase-5698	177	25	learning	learning	NOUN
ajase-5698	177	26	and	and	CCONJ
ajase-5698	177	27	predictive	predictive	ADJ
ajase-5698	177	28	analytics	analytic	NOUN
ajase-5698	177	29	leaned	lean	VERB
ajase-5698	177	30	towards	towards	ADP
ajase-5698	177	31	large	large	ADJ
ajase-5698	177	32	corporations	corporation	NOUN
ajase-5698	177	33	and	and	CCONJ
ajase-5698	177	34	companies	company	NOUN
ajase-5698	177	35	of	of	ADP
ajase-5698	177	36	the	the	DET
ajase-5698	177	37	private	private	ADJ
ajase-5698	177	38	sector	sector	NOUN
ajase-5698	177	39	.	.	PUNCT
ajase-5698	178	1	with	with	ADP
ajase-5698	178	2	small	small	ADJ
ajase-5698	178	3	firms	firm	NOUN
ajase-5698	178	4	,	,	PUNCT
ajase-5698	178	5	on	on	ADP
ajase-5698	178	6	the	the	DET
ajase-5698	178	7	contrary	contrary	NOUN
ajase-5698	178	8	,	,	PUNCT
ajase-5698	178	9	there	there	PRON
ajase-5698	178	10	was	be	VERB
ajase-5698	178	11	a	a	DET
ajase-5698	178	12	higher	high	ADJ
ajase-5698	178	13	chance	chance	NOUN
ajase-5698	178	14	of	of	ADP
ajase-5698	178	15	descriptive	descriptive	ADJ
ajase-5698	178	16	analytics	analytic	NOUN
ajase-5698	178	17	or	or	CCONJ
ajase-5698	178	18	no	no	DET
ajase-5698	178	19	analytics	analytic	NOUN
ajase-5698	178	20	usage	usage	NOUN
ajase-5698	178	21	.	.	PUNCT
ajase-5698	179	1	this	this	PRON
ajase-5698	179	2	points	point	VERB
ajase-5698	179	3	to	to	ADP
ajase-5698	179	4	the	the	DET
ajase-5698	179	5	importance	importance	NOUN
ajase-5698	179	6	of	of	ADP
ajase-5698	179	7	the	the	DET
ajase-5698	179	8	size	size	NOUN
ajase-5698	179	9	and	and	CCONJ
ajase-5698	179	10	field	field	NOUN
ajase-5698	179	11	of	of	ADP
ajase-5698	179	12	study	study	NOUN
ajase-5698	179	13	in	in	ADP
ajase-5698	179	14	the	the	DET
ajase-5698	179	15	determination	determination	NOUN
ajase-5698	179	16	of	of	ADP
ajase-5698	179	17	the	the	DET
ajase-5698	179	18	degree	degree	NOUN
ajase-5698	179	19	of	of	ADP
ajase-5698	179	20	implementation	implementation	NOUN
ajase-5698	179	21	of	of	ADP
ajase-5698	179	22	data	datum	NOUN
ajase-5698	179	23	analytics	analytic	NOUN
ajase-5698	179	24	tools	tool	NOUN
ajase-5698	179	25	in	in	ADP
ajase-5698	179	26	the	the	DET
ajase-5698	179	27	capital	capital	NOUN
ajase-5698	179	28	allocation	allocation	NOUN
ajase-5698	179	29	processes	process	NOUN
ajase-5698	179	30	.	.	PUNCT
ajase-5698	180	1	key	key	ADJ
ajase-5698	180	2	findings	finding	NOUN
ajase-5698	180	3	in	in	ADP
ajase-5698	180	4	summary	summary	NOUN
ajase-5698	180	5	•	•	NOUN
ajase-5698	180	6	usage	usage	NOUN
ajase-5698	180	7	of	of	ADP
ajase-5698	180	8	data	datum	NOUN
ajase-5698	180	9	analytics	analytic	NOUN
ajase-5698	180	10	:	:	PUNCT
ajase-5698	180	11	the	the	DET
ajase-5698	180	12	findings	finding	NOUN
ajase-5698	180	13	indicated	indicate	VERB
ajase-5698	180	14	that	that	SCONJ
ajase-5698	180	15	machine	machine	NOUN
ajase-5698	180	16	learning	learning	NOUN
ajase-5698	180	17	/	/	SYM
ajase-5698	180	18	predictive	predictive	ADJ
ajase-5698	180	19	analytics	analytic	NOUN
ajase-5698	180	20	were	be	AUX
ajase-5698	180	21	highly	highly	ADV
ajase-5698	180	22	correlated	correlate	VERB
ajase-5698	180	23	in	in	ADP
ajase-5698	180	24	terms	term	NOUN
ajase-5698	180	25	of	of	ADP
ajase-5698	180	26	increase	increase	NOUN
ajase-5698	180	27	of	of	ADP
ajase-5698	180	28	roi	roi	NOUN
ajase-5698	180	29	,	,	PUNCT
ajase-5698	180	30	market	market	NOUN
ajase-5698	180	31	share	share	NOUN
ajase-5698	180	32	,	,	PUNCT
ajase-5698	180	33	and	and	CCONJ
ajase-5698	180	34	financial	financial	ADJ
ajase-5698	180	35	development	development	NOUN
ajase-5698	180	36	.	.	PUNCT
ajase-5698	181	1	companies	company	NOUN
ajase-5698	181	2	that	that	PRON
ajase-5698	181	3	have	have	AUX
ajase-5698	181	4	been	be	AUX
ajase-5698	181	5	using	use	VERB
ajase-5698	181	6	such	such	ADJ
ajase-5698	181	7	tools	tool	NOUN
ajase-5698	181	8	performed	perform	VERB
ajase-5698	181	9	better	well	ADV
ajase-5698	181	10	compared	compare	VERB
ajase-5698	181	11	to	to	ADP
ajase-5698	181	12	companies	company	NOUN
ajase-5698	181	13	that	that	PRON
ajase-5698	181	14	did	do	AUX
ajase-5698	181	15	not	not	PART
ajase-5698	181	16	utilize	utilize	VERB
ajase-5698	181	17	data	datum	NOUN
ajase-5698	181	18	analytics	analytic	NOUN
ajase-5698	181	19	.	.	PUNCT
ajase-5698	182	1	•	•	NUM
ajase-5698	182	2	statistical	statistical	ADJ
ajase-5698	182	3	significance	significance	NOUN
ajase-5698	182	4	:	:	PUNCT
ajase-5698	182	5	there	there	PRON
ajase-5698	182	6	were	be	VERB
ajase-5698	182	7	significant	significant	ADJ
ajase-5698	182	8	relationships	relationship	NOUN
ajase-5698	182	9	between	between	ADP
ajase-5698	182	10	the	the	DET
ajase-5698	182	11	application	application	NOUN
ajase-5698	182	12	of	of	ADP
ajase-5698	182	13	data	datum	NOUN
ajase-5698	182	14	analytics	analytic	NOUN
ajase-5698	182	15	tools	tool	NOUN
ajase-5698	182	16	and	and	CCONJ
ajase-5698	182	17	the	the	DET
ajase-5698	182	18	results	result	NOUN
ajase-5698	182	19	of	of	ADP
ajase-5698	182	20	capital	capital	NOUN
ajase-5698	182	21	allocation	allocation	NOUN
ajase-5698	182	22	.	.	PUNCT
ajase-5698	183	1	the	the	DET
ajase-5698	183	2	consistently	consistently	ADV
ajase-5698	183	3	best	good	ADJ
ajase-5698	183	4	predictors	predictor	NOUN
ajase-5698	183	5	of	of	ADP
ajase-5698	183	6	a	a	DET
ajase-5698	183	7	high	high	ADJ
ajase-5698	183	8	financial	financial	ADJ
ajase-5698	183	9	performance	performance	NOUN
ajase-5698	183	10	were	be	AUX
ajase-5698	183	11	machine	machine	NOUN
ajase-5698	183	12	learning	learning	NOUN
ajase-5698	183	13	and	and	CCONJ
ajase-5698	183	14	predictive	predictive	ADJ
ajase-5698	183	15	analytics	analytic	NOUN
ajase-5698	183	16	.	.	PUNCT
ajase-5698	184	1	•	•	NUM
ajase-5698	184	2	sectoral	sectoral	ADJ
ajase-5698	184	3	variation	variation	NOUN
ajase-5698	184	4	:	:	PUNCT
ajase-5698	184	5	it	it	PRON
ajase-5698	184	6	was	be	AUX
ajase-5698	184	7	most	most	ADV
ajase-5698	184	8	likely	likely	ADJ
ajase-5698	184	9	to	to	PART
ajase-5698	184	10	see	see	VERB
ajase-5698	184	11	a	a	DET
ajase-5698	184	12	higher	high	ADJ
ajase-5698	184	13	utilization	utilization	NOUN
ajase-5698	184	14	of	of	ADP
ajase-5698	184	15	advanced	advanced	ADJ
ajase-5698	184	16	analytics	analytic	NOUN
ajase-5698	184	17	tools	tool	NOUN
ajase-5698	184	18	,	,	PUNCT
ajase-5698	184	19	which	which	PRON
ajase-5698	184	20	includes	include	VERB
ajase-5698	184	21	,	,	PUNCT
ajase-5698	184	22	machine	machine	NOUN
ajase-5698	184	23	learning	learning	NOUN
ajase-5698	184	24	,	,	PUNCT
ajase-5698	184	25	predictive	predictive	ADJ
ajase-5698	184	26	analytics	analytic	NOUN
ajase-5698	184	27	among	among	ADP
ajase-5698	184	28	large	large	ADJ
ajase-5698	184	29	corporations	corporation	NOUN
ajase-5698	184	30	and	and	CCONJ
ajase-5698	184	31	the	the	DET
ajase-5698	184	32	private	private	ADJ
ajase-5698	184	33	firms	firm	NOUN
ajase-5698	184	34	and	and	CCONJ
ajase-5698	184	35	focusing	focus	VERB
ajase-5698	184	36	on	on	ADP
ajase-5698	184	37	smaller	small	ADJ
ajase-5698	184	38	firms	firm	NOUN
ajase-5698	184	39	,	,	PUNCT
ajase-5698	184	40	a	a	DET
ajase-5698	184	41	concentration	concentration	NOUN
ajase-5698	184	42	was	be	AUX
ajase-5698	184	43	seen	see	VERB
ajase-5698	184	44	on	on	ADP
ajase-5698	184	45	using	use	VERB
ajase-5698	184	46	descriptive	descriptive	ADJ
ajase-5698	184	47	analytics	analytic	NOUN
ajase-5698	184	48	or	or	CCONJ
ajase-5698	184	49	not	not	PART
ajase-5698	184	50	using	use	VERB
ajase-5698	184	51	any	any	DET
ajase-5698	184	52	analytics	analytic	NOUN
ajase-5698	184	53	tools	tool	NOUN
ajase-5698	184	54	.	.	PUNCT
ajase-5698	185	1	this	this	PRON
ajase-5698	185	2	would	would	AUX
ajase-5698	185	3	imply	imply	VERB
ajase-5698	185	4	that	that	DET
ajase-5698	185	5	firm	firm	ADJ
ajase-5698	185	6	size	size	NOUN
ajase-5698	185	7	and	and	CCONJ
ajase-5698	185	8	industry	industry	NOUN
ajase-5698	185	9	can	can	AUX
ajase-5698	185	10	also	also	ADV
ajase-5698	185	11	affect	affect	VERB
ajase-5698	185	12	the	the	DET
ajase-5698	185	13	degree	degree	NOUN
ajase-5698	185	14	to	to	PART
ajase-5698	185	15	which	which	PRON
ajase-5698	185	16	data	datum	NOUN
ajase-5698	185	17	analytics	analytic	NOUN
ajase-5698	185	18	are	be	AUX
ajase-5698	185	19	applied	apply	VERB
ajase-5698	185	20	to	to	ADP
ajase-5698	185	21	the	the	DET
ajase-5698	185	22	process	process	NOUN
ajase-5698	185	23	of	of	ADP
ajase-5698	185	24	investment	investment	NOUN
ajase-5698	185	25	decisions	decision	NOUN
ajase-5698	185	26	.	.	PUNCT
ajase-5698	186	1	general	general	ADJ
ajase-5698	186	2	conclusion	conclusion	NOUN
ajase-5698	186	3	the	the	DET
ajase-5698	186	4	evidence	evidence	NOUN
ajase-5698	186	5	substantiates	substantiate	VERB
ajase-5698	186	6	the	the	DET
ajase-5698	186	7	idea	idea	NOUN
ajase-5698	186	8	that	that	SCONJ
ajase-5698	186	9	the	the	DET
ajase-5698	186	10	involvement	involvement	NOUN
ajase-5698	186	11	of	of	ADP
ajase-5698	186	12	advanced	advanced	ADJ
ajase-5698	186	13	data	datum	NOUN
ajase-5698	186	14	analytics	analytic	NOUN
ajase-5698	186	15	in	in	ADP
ajase-5698	186	16	making	make	VERB
ajase-5698	186	17	capital	capital	NOUN
ajase-5698	186	18	allocation	allocation	NOUN
ajase-5698	186	19	decisions	decision	NOUN
ajase-5698	186	20	can	can	AUX
ajase-5698	186	21	contribute	contribute	VERB
ajase-5698	186	22	instead	instead	ADV
ajase-5698	186	23	to	to	ADP
ajase-5698	186	24	the	the	DET
ajase-5698	186	25	improvement	improvement	NOUN
ajase-5698	186	26	of	of	ADP
ajase-5698	186	27	organizational	organizational	ADJ
ajase-5698	186	28	performance	performance	NOUN
ajase-5698	186	29	(	(	PUNCT
ajase-5698	186	30	in	in	ADP
ajase-5698	186	31	respect	respect	NOUN
ajase-5698	186	32	to	to	ADP
ajase-5698	186	33	roi	roi	NOUN
ajase-5698	186	34	,	,	PUNCT
ajase-5698	186	35	market	market	NOUN
ajase-5698	186	36	share	share	NOUN
ajase-5698	186	37	increase	increase	NOUN
ajase-5698	186	38	and	and	CCONJ
ajase-5698	186	39	financial	financial	ADJ
ajase-5698	186	40	development	development	NOUN
ajase-5698	186	41	)	)	PUNCT
ajase-5698	186	42	to	to	ADP
ajase-5698	186	43	a	a	DET
ajase-5698	186	44	significant	significant	ADJ
ajase-5698	186	45	extent	extent	NOUN
ajase-5698	186	46	.	.	PUNCT
ajase-5698	187	1	these	these	DET
ajase-5698	187	2	outcomes	outcome	NOUN
ajase-5698	187	3	point	point	VERB
ajase-5698	187	4	to	to	ADP
ajase-5698	187	5	how	how	SCONJ
ajase-5698	187	6	the	the	DET
ajase-5698	187	7	use	use	NOUN
ajase-5698	187	8	of	of	ADP
ajase-5698	187	9	data	datum	NOUN
ajase-5698	187	10	analytics	analytic	NOUN
ajase-5698	187	11	in	in	ADP
ajase-5698	187	12	the	the	DET
ajase-5698	187	13	u.s	u.s	PROPN
ajase-5698	187	14	.	.	PROPN
ajase-5698	187	15	economy	economy	NOUN
ajase-5698	187	16	has	have	AUX
ajase-5698	187	17	the	the	DET
ajase-5698	187	18	potential	potential	NOUN
ajase-5698	187	19	to	to	PART
ajase-5698	187	20	create	create	VERB
ajase-5698	187	21	significant	significant	ADJ
ajase-5698	187	22	positive	positive	ADJ
ajase-5698	187	23	change	change	NOUN
ajase-5698	187	24	in	in	ADP
ajase-5698	187	25	terms	term	NOUN
ajase-5698	187	26	of	of	ADP
ajase-5698	187	27	the	the	DET
ajase-5698	187	28	effectiveness	effectiveness	NOUN
ajase-5698	187	29	of	of	ADP
ajase-5698	187	30	capital	capital	NOUN
ajase-5698	187	31	allocation	allocation	NOUN
ajase-5698	187	32	and	and	CCONJ
ajase-5698	187	33	investment	investment	NOUN
ajase-5698	187	34	decisions	decision	NOUN
ajase-5698	187	35	.	.	PUNCT
ajase-5698	188	1	this	this	PRON
ajase-5698	188	2	is	be	AUX
ajase-5698	188	3	made	make	VERB
ajase-5698	188	4	possible	possible	ADJ
ajase-5698	188	5	through	through	ADP
ajase-5698	188	6	application	application	NOUN
ajase-5698	188	7	of	of	ADP
ajase-5698	188	8	advanced	advanced	ADJ
ajase-5698	188	9	data	data	NOUN
ajase-5698	188	10	-	-	PUNCT
ajase-5698	188	11	driven	drive	VERB
ajase-5698	188	12	approaches	approach	NOUN
ajase-5698	188	13	that	that	PRON
ajase-5698	188	14	help	help	VERB
ajase-5698	188	15	an	an	DET
ajase-5698	188	16	organization	organization	NOUN
ajase-5698	188	17	to	to	PART
ajase-5698	188	18	streamline	streamline	VERB
ajase-5698	188	19	its	its	PRON
ajase-5698	188	20	decision	decision	NOUN
ajase-5698	188	21	making	make	VERB
ajase-5698	188	22	process	process	NOUN
ajase-5698	188	23	thus	thus	ADV
ajase-5698	188	24	leading	lead	VERB
ajase-5698	188	25	to	to	ADP
ajase-5698	188	26	better	well	ADJ
ajase-5698	188	27	financial	financial	ADJ
ajase-5698	188	28	performance	performance	NOUN
ajase-5698	188	29	and	and	CCONJ
ajase-5698	188	30	thus	thus	ADV
ajase-5698	188	31	generation	generation	NOUN
ajase-5698	188	32	of	of	ADP
ajase-5698	188	33	better	well	ADJ
ajase-5698	188	34	competitive	competitive	ADJ
ajase-5698	188	35	advantage	advantage	NOUN
ajase-5698	188	36	to	to	ADP
ajase-5698	188	37	organizations	organization	NOUN
ajase-5698	188	38	in	in	ADP
ajase-5698	188	39	domestic	domestic	ADJ
ajase-5698	188	40	and	and	CCONJ
ajase-5698	188	41	foreign	foreign	ADJ
ajase-5698	188	42	markets	market	NOUN
ajase-5698	188	43	.	.	PUNCT
ajase-5698	189	1	table	table	NOUN
ajase-5698	189	2	1	1	NUM
ajase-5698	189	3	:	:	PUNCT
ajase-5698	189	4	descriptive	descriptive	ADJ
ajase-5698	189	5	statistics	statistic	NOUN
ajase-5698	189	6	for	for	ADP
ajase-5698	189	7	key	key	ADJ
ajase-5698	189	8	variables	variable	NOUN
ajase-5698	189	9	variable	variable	ADJ
ajase-5698	189	10	mean	mean	ADJ
ajase-5698	189	11	median	median	ADJ
ajase-5698	189	12	standard	standard	ADJ
ajase-5698	189	13	deviation	deviation	NOUN
ajase-5698	189	14	minimum	minimum	ADJ
ajase-5698	189	15	maximum	maximum	ADJ
ajase-5698	189	16	roi	roi	NOUN
ajase-5698	189	17	(	(	PUNCT
ajase-5698	189	18	%	%	NOUN
ajase-5698	189	19	)	)	PUNCT
ajase-5698	189	20	15.3	15.3	NUM
ajase-5698	189	21	14.5	14.5	NUM
ajase-5698	189	22	5.6	5.6	NUM
ajase-5698	189	23	5.0	5.0	NUM
ajase-5698	189	24	25.5	25.5	NUM
ajase-5698	189	25	market	market	NOUN
ajase-5698	189	26	share	share	NOUN
ajase-5698	189	27	change	change	NOUN
ajase-5698	189	28	(	(	PUNCT
ajase-5698	189	29	%	%	INTJ
ajase-5698	189	30	)	)	PUNCT
ajase-5698	189	31	4.8	4.8	NUM
ajase-5698	189	32	4.2	4.2	NUM
ajase-5698	189	33	2.5	2.5	NUM
ajase-5698	189	34	1.0	1.0	NUM
ajase-5698	189	35	10.5	10.5	NUM
ajase-5698	189	36	financial	financial	ADJ
ajase-5698	189	37	growth	growth	NOUN
ajase-5698	189	38	(	(	PUNCT
ajase-5698	189	39	%	%	INTJ
ajase-5698	189	40	)	)	PUNCT
ajase-5698	189	41	12.6	12.6	NUM
ajase-5698	189	42	12.2	12.2	NUM
ajase-5698	189	43	3.8	3.8	NUM
ajase-5698	189	44	3.6	3.6	NUM
ajase-5698	189	45	18.0	18.0	NUM
ajase-5698	189	46	machine	machine	NOUN
ajase-5698	189	47	learning	learn	VERB
ajase-5698	189	48	usage	usage	NOUN
ajase-5698	189	49	(	(	PUNCT
ajase-5698	189	50	1–5	1–5	NUM
ajase-5698	189	51	scale	scale	NOUN
ajase-5698	189	52	)	)	PUNCT
ajase-5698	189	53	3.4	3.4	NUM
ajase-5698	189	54	3.5	3.5	NUM
ajase-5698	189	55	1.1	1.1	NUM
ajase-5698	189	56	1.0	1.0	NUM
ajase-5698	189	57	5.0	5.0	NUM
ajase-5698	189	58	predictive	predictive	ADJ
ajase-5698	189	59	analytics	analytic	NOUN
ajase-5698	189	60	usage	usage	NOUN
ajase-5698	189	61	(	(	PUNCT
ajase-5698	189	62	1–5	1–5	NUM
ajase-5698	189	63	scale	scale	NOUN
ajase-5698	189	64	)	)	PUNCT
ajase-5698	189	65	3.6	3.6	NUM
ajase-5698	189	66	4.0	4.0	NUM
ajase-5698	189	67	1.0	1.0	NUM
ajase-5698	189	68	1.0	1.0	NUM
ajase-5698	189	69	5.0	5.0	NUM
ajase-5698	189	70	profit	profit	NOUN
ajase-5698	189	71	margin	margin	NOUN
ajase-5698	189	72	(	(	PUNCT
ajase-5698	189	73	%	%	NOUN
ajase-5698	189	74	)	)	PUNCT
ajase-5698	189	75	18.0	18.0	NUM
ajase-5698	189	76	17.0	17.0	NUM
ajase-5698	189	77	5.2	5.2	NUM
ajase-5698	189	78	8.0	8.0	NUM
ajase-5698	189	79	25.0	25.0	NUM
ajase-5698	189	80	organization	organization	NOUN
ajase-5698	189	81	size	size	NOUN
ajase-5698	189	82	(	(	PUNCT
ajase-5698	189	83	employees	employee	NOUN
ajase-5698	189	84	)	)	PUNCT
ajase-5698	189	85	1200	1200	NUM
ajase-5698	189	86	1000	1000	NUM
ajase-5698	189	87	350	350	NUM
ajase-5698	189	88	50	50	NUM
ajase-5698	189	89	20000	20000	NUM
ajase-5698	189	90	duration	duration	NOUN
ajase-5698	189	91	of	of	ADP
ajase-5698	189	92	investment	investment	NOUN
ajase-5698	189	93	(	(	PUNCT
ajase-5698	189	94	years	year	NOUN
ajase-5698	189	95	)	)	PUNCT
ajase-5698	189	96	8	8	NUM
ajase-5698	189	97	7	7	NUM
ajase-5698	189	98	3	3	NUM
ajase-5698	189	99	3	3	NUM
ajase-5698	189	100	15	15	NUM
ajase-5698	189	101	pa	pa	PROPN
ajase-5698	189	102	ge	ge	PROPN
ajase-5698	189	103	17	17	NUM
ajase-5698	189	104	3	3	NUM
ajase-5698	189	105	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	189	106	am	am	NOUN
ajase-5698	189	107	.	.	PUNCT
ajase-5698	190	1	j.	j.	PROPN
ajase-5698	190	2	appl	appl	PROPN
ajase-5698	190	3	.	.	PROPN
ajase-5698	191	1	stat	stat	PROPN
ajase-5698	191	2	.	.	PUNCT
ajase-5698	192	1	econ	econ	PROPN
ajase-5698	192	2	.	.	PUNCT
ajase-5698	193	1	3(1	3(1	NUM
ajase-5698	193	2	)	)	PUNCT
ajase-5698	193	3	167	167	NUM
ajase-5698	193	4	-	-	SYM
ajase-5698	193	5	177	177	NUM
ajase-5698	193	6	,	,	PUNCT
ajase-5698	193	7	2024	2024	NUM
ajase-5698	193	8	table	table	NOUN
ajase-5698	193	9	2	2	NUM
ajase-5698	193	10	:	:	PUNCT
ajase-5698	193	11	pearson	pearson	NOUN
ajase-5698	193	12	correlation	correlation	NOUN
ajase-5698	193	13	matrix	matrix	NOUN
ajase-5698	193	14	variable	variable	ADJ
ajase-5698	193	15	roi	roi	NOUN
ajase-5698	193	16	(	(	PUNCT
ajase-5698	193	17	%	%	INTJ
ajase-5698	193	18	)	)	PUNCT
ajase-5698	193	19	market	market	NOUN
ajase-5698	193	20	share	share	NOUN
ajase-5698	193	21	change	change	NOUN
ajase-5698	193	22	(	(	PUNCT
ajase-5698	193	23	%	%	INTJ
ajase-5698	193	24	)	)	PUNCT
ajase-5698	193	25	financial	financial	ADJ
ajase-5698	193	26	growth	growth	NOUN
ajase-5698	193	27	(	(	PUNCT
ajase-5698	193	28	%	%	INTJ
ajase-5698	193	29	)	)	PUNCT
ajase-5698	193	30	ml	ml	AUX
ajase-5698	193	31	usage	usage	NOUN
ajase-5698	193	32	predictive	predictive	ADJ
ajase-5698	193	33	analytics	analytic	NOUN
ajase-5698	193	34	usage	usage	NOUN
ajase-5698	193	35	profit	profit	NOUN
ajase-5698	193	36	margin	margin	NOUN
ajase-5698	193	37	(	(	PUNCT
ajase-5698	193	38	%	%	INTJ
ajase-5698	193	39	)	)	PUNCT
ajase-5698	193	40	roi	roi	NOUN
ajase-5698	193	41	(	(	PUNCT
ajase-5698	193	42	%	%	NOUN
ajase-5698	193	43	)	)	PUNCT
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ajase-5698	193	47	*	*	PUNCT
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ajase-5698	193	49	*	*	PUNCT
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ajase-5698	193	51	0.54	0.54	NUM
ajase-5698	193	52	*	*	NOUN
ajase-5698	193	53	*	*	PUNCT
ajase-5698	193	54	0.60	0.60	NUM
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ajase-5698	193	56	*	*	PUNCT
ajase-5698	194	1	0.60	0.60	NUM
ajase-5698	194	2	*	*	PUNCT
ajase-5698	194	3	*	*	PUNCT
ajase-5698	194	4	market	market	NOUN
ajase-5698	194	5	share	share	NOUN
ajase-5698	194	6	change	change	NOUN
ajase-5698	194	7	(	(	PUNCT
ajase-5698	194	8	%	%	INTJ
ajase-5698	194	9	)	)	PUNCT
ajase-5698	194	10	0.68	0.68	NUM
ajase-5698	194	11	*	*	PUNCT
ajase-5698	194	12	*	*	PUNCT
ajase-5698	194	13	1.00	1.00	NUM
ajase-5698	194	14	0.79	0.79	NUM
ajase-5698	194	15	*	*	PUNCT
ajase-5698	194	16	*	*	PUNCT
ajase-5698	194	17	0.50	0.50	NUM
ajase-5698	194	18	*	*	PUNCT
ajase-5698	194	19	*	*	PUNCT
ajase-5698	194	20	0.58	0.58	NUM
ajase-5698	194	21	*	*	NOUN
ajase-5698	194	22	*	*	PUNCT
ajase-5698	194	23	0.55	0.55	NUM
ajase-5698	194	24	*	*	PUNCT
ajase-5698	194	25	*	*	PUNCT
ajase-5698	194	26	financial	financial	ADJ
ajase-5698	194	27	growth	growth	NOUN
ajase-5698	194	28	(	(	PUNCT
ajase-5698	194	29	%	%	INTJ
ajase-5698	194	30	)	)	PUNCT
ajase-5698	194	31	0.72	0.72	NUM
ajase-5698	194	32	*	*	SYM
ajase-5698	194	33	*	*	PUNCT
ajase-5698	194	34	0.79	0.79	NUM
ajase-5698	194	35	*	*	X
ajase-5698	194	36	*	*	PUNCT
ajase-5698	194	37	1.00	1.00	NUM
ajase-5698	194	38	0.52	0.52	NUM
ajase-5698	194	39	*	*	PUNCT
ajase-5698	194	40	*	*	PUNCT
ajase-5698	194	41	0.63	0.63	NUM
ajase-5698	194	42	*	*	PUNCT
ajase-5698	194	43	*	*	PUNCT
ajase-5698	194	44	0.62	0.62	NUM
ajase-5698	194	45	*	*	NOUN
ajase-5698	194	46	*	*	NOUN
ajase-5698	194	47	ml	ml	INTJ
ajase-5698	194	48	usage	usage	VERB
ajase-5698	194	49	0.54	0.54	NUM
ajase-5698	194	50	*	*	NOUN
ajase-5698	194	51	*	*	PUNCT
ajase-5698	194	52	0.50	0.50	NUM
ajase-5698	194	53	*	*	PUNCT
ajase-5698	194	54	*	*	PUNCT
ajase-5698	194	55	0.52	0.52	NUM
ajase-5698	194	56	*	*	PUNCT
ajase-5698	194	57	*	*	PUNCT
ajase-5698	194	58	1.00	1.00	NUM
ajase-5698	194	59	0.87	0.87	NUM
ajase-5698	194	60	*	*	PUNCT
ajase-5698	194	61	*	*	X
ajase-5698	194	62	0.47	0.47	NUM
ajase-5698	194	63	*	*	PUNCT
ajase-5698	194	64	*	*	PUNCT
ajase-5698	194	65	predictive	predictive	ADJ
ajase-5698	194	66	analytics	analytic	NOUN
ajase-5698	194	67	usage	usage	VERB
ajase-5698	194	68	0.60	0.60	NUM
ajase-5698	194	69	*	*	PUNCT
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ajase-5698	194	72	*	*	PUNCT
ajase-5698	194	73	*	*	PUNCT
ajase-5698	194	74	0.63	0.63	NUM
ajase-5698	194	75	*	*	PUNCT
ajase-5698	194	76	*	*	PUNCT
ajase-5698	194	77	0.87	0.87	NUM
ajase-5698	194	78	*	*	PUNCT
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ajase-5698	194	80	1.00	1.00	NUM
ajase-5698	194	81	0.50	0.50	NUM
ajase-5698	194	82	*	*	PUNCT
ajase-5698	194	83	*	*	PUNCT
ajase-5698	194	84	profit	profit	NOUN
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ajase-5698	194	86	(	(	PUNCT
ajase-5698	194	87	%	%	INTJ
ajase-5698	194	88	)	)	PUNCT
ajase-5698	194	89	0.60	0.60	NUM
ajase-5698	194	90	*	*	PUNCT
ajase-5698	194	91	*	*	PUNCT
ajase-5698	194	92	0.55	0.55	NUM
ajase-5698	194	93	*	*	PUNCT
ajase-5698	194	94	*	*	PUNCT
ajase-5698	194	95	0.62	0.62	NUM
ajase-5698	194	96	*	*	PUNCT
ajase-5698	194	97	*	*	X
ajase-5698	194	98	0.47	0.47	NUM
ajase-5698	194	99	*	*	PUNCT
ajase-5698	194	100	*	*	PUNCT
ajase-5698	194	101	0.50	0.50	NUM
ajase-5698	194	102	*	*	PUNCT
ajase-5698	194	103	*	*	PUNCT
ajase-5698	194	104	1.00	1.00	NUM
ajase-5698	194	105	table	table	NOUN
ajase-5698	194	106	3	3	NUM
ajase-5698	194	107	:	:	PUNCT
ajase-5698	194	108	anova	anova	PROPN
ajase-5698	194	109	impact	impact	NOUN
ajase-5698	194	110	of	of	ADP
ajase-5698	194	111	data	datum	NOUN
ajase-5698	194	112	analytics	analytic	NOUN
ajase-5698	194	113	type	type	NOUN
ajase-5698	194	114	on	on	ADP
ajase-5698	194	115	roi	roi	NOUN
ajase-5698	194	116	data	datum	NOUN
ajase-5698	194	117	analytics	analytic	NOUN
ajase-5698	194	118	type	type	NOUN
ajase-5698	194	119	n	n	PRON
ajase-5698	194	120	mean	mean	VERB
ajase-5698	194	121	roi	roi	NOUN
ajase-5698	194	122	(	(	PUNCT
ajase-5698	194	123	%	%	NOUN
ajase-5698	194	124	)	)	PUNCT
ajase-5698	194	125	std	std	PROPN
ajase-5698	194	126	.	.	PUNCT
ajase-5698	194	127	dev	dev	PROPN
ajase-5698	194	128	.	.	PUNCT
ajase-5698	195	1	f	f	X
ajase-5698	195	2	-	-	PUNCT
ajase-5698	195	3	value	value	NOUN
ajase-5698	195	4	p	p	NOUN
ajase-5698	195	5	-	-	PUNCT
ajase-5698	195	6	value	value	NOUN
ajase-5698	195	7	no	no	DET
ajase-5698	195	8	analytics	analytic	NOUN
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ajase-5698	195	13	0.0001	0.0001	NUM
ajase-5698	195	14	*	*	PUNCT
ajase-5698	195	15	*	*	NOUN
ajase-5698	195	16	machine	machine	NOUN
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ajase-5698	195	22	analytics	analytic	NOUN
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ajase-5698	195	25	5.0	5.0	NUM
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ajase-5698	195	27	analytics	analytic	NOUN
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ajase-5698	195	30	4.7	4.7	NUM
ajase-5698	195	31	f	f	PROPN
ajase-5698	195	32	3.56	3.56	NUM
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ajase-5698	195	35	:	:	PUNCT
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ajase-5698	195	45	data	datum	NOUN
ajase-5698	195	46	analytics	analytic	NOUN
ajase-5698	195	47	users	user	NOUN
ajase-5698	195	48	and	and	CCONJ
ajase-5698	195	49	non	non	ADJ
ajase-5698	195	50	-	-	ADJ
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ajase-5698	195	52	group	group	NOUN
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ajase-5698	195	54	mean	mean	VERB
ajase-5698	195	55	roi	roi	NOUN
ajase-5698	195	56	(	(	PUNCT
ajase-5698	195	57	%	%	NOUN
ajase-5698	195	58	)	)	PUNCT
ajase-5698	195	59	std	std	PROPN
ajase-5698	195	60	.	.	PUNCT
ajase-5698	196	1	dev	dev	PROPN
ajase-5698	196	2	.	.	PROPN
ajase-5698	197	1	t	t	NOUN
ajase-5698	197	2	-	-	PUNCT
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ajase-5698	197	4	p	p	NOUN
ajase-5698	197	5	-	-	PUNCT
ajase-5698	197	6	value	value	NOUN
ajase-5698	197	7	data	datum	NOUN
ajase-5698	197	8	analytics	analytic	NOUN
ajase-5698	197	9	users	user	NOUN
ajase-5698	197	10	210	210	NUM
ajase-5698	197	11	18.1	18.1	NUM
ajase-5698	197	12	4.7	4.7	NUM
ajase-5698	197	13	7.45	7.45	NUM
ajase-5698	197	14	0.0001	0.0001	NUM
ajase-5698	197	15	*	*	PUNCT
ajase-5698	197	16	*	*	PUNCT
ajase-5698	197	17	non	non	NOUN
ajase-5698	197	18	-	-	NOUN
ajase-5698	197	19	users	user	NOUN
ajase-5698	197	20	90	90	NUM
ajase-5698	197	21	8.2	8.2	NUM
ajase-5698	197	22	3.2	3.2	NUM
ajase-5698	197	23	t	t	NOUN
ajase-5698	197	24	-	-	PUNCT
ajase-5698	197	25	value	value	NOUN
ajase-5698	197	26	7.45	7.45	NUM
ajase-5698	197	27	table	table	NOUN
ajase-5698	197	28	6	6	NUM
ajase-5698	197	29	:	:	PUNCT
ajase-5698	197	30	regression	regression	VERB
ajase-5698	197	31	analysis	analysis	NOUN
ajase-5698	197	32	predicting	predict	VERB
ajase-5698	197	33	financial	financial	ADJ
ajase-5698	197	34	growth	growth	NOUN
ajase-5698	197	35	based	base	VERB
ajase-5698	197	36	on	on	ADP
ajase-5698	197	37	data	data	NOUN
ajase-5698	197	38	analytics	analytic	NOUN
ajase-5698	197	39	usage	usage	NOUN
ajase-5698	197	40	variable	variable	PROPN
ajase-5698	197	41	b	b	PROPN
ajase-5698	197	42	se	se	PROPN
ajase-5698	197	43	beta	beta	PROPN
ajase-5698	197	44	t	t	PROPN
ajase-5698	197	45	-	-	PUNCT
ajase-5698	197	46	value	value	NOUN
ajase-5698	197	47	p	p	NOUN
ajase-5698	197	48	-	-	PUNCT
ajase-5698	197	49	value	value	NOUN
ajase-5698	197	50	(	(	PUNCT
ajase-5698	197	51	intercept	intercept	NOUN
ajase-5698	197	52	)	)	PUNCT
ajase-5698	197	53	4.5	4.5	NUM
ajase-5698	197	54	1.2	1.2	NUM
ajase-5698	197	55	3.75	3.75	NUM
ajase-5698	197	56	0.0002	0.0002	NUM
ajase-5698	197	57	*	*	NOUN
ajase-5698	197	58	*	*	NOUN
ajase-5698	197	59	ml	ml	PART
ajase-5698	197	60	usage	usage	VERB
ajase-5698	197	61	1.2	1.2	NUM
ajase-5698	197	62	0.3	0.3	NUM
ajase-5698	197	63	0.32	0.32	NUM
ajase-5698	197	64	4.0	4.0	NUM
ajase-5698	197	65	0.0001	0.0001	NUM
ajase-5698	197	66	*	*	PUNCT
ajase-5698	197	67	*	*	PUNCT
ajase-5698	197	68	predictive	predictive	ADJ
ajase-5698	197	69	analytics	analytic	NOUN
ajase-5698	197	70	0.8	0.8	NUM
ajase-5698	197	71	0.25	0.25	NUM
ajase-5698	197	72	0.27	0.27	NUM
ajase-5698	197	73	3.2	3.2	NUM
ajase-5698	197	74	0.002	0.002	NUM
ajase-5698	197	75	*	*	PUNCT
ajase-5698	197	76	*	*	PUNCT
ajase-5698	197	77	profit	profit	NOUN
ajase-5698	197	78	margin	margin	NOUN
ajase-5698	197	79	0.6	0.6	NUM
ajase-5698	197	80	0.18	0.18	NUM
ajase-5698	197	81	0.20	0.20	NUM
ajase-5698	197	82	3.3	3.3	NUM
ajase-5698	197	83	0.001	0.001	NUM
ajase-5698	197	84	*	*	PUNCT
ajase-5698	197	85	*	*	PUNCT
ajase-5698	197	86	org	org	ADJ
ajase-5698	197	87	size	size	NOUN
ajase-5698	197	88	(	(	PUNCT
ajase-5698	197	89	employees	employee	NOUN
ajase-5698	197	90	)	)	PUNCT
ajase-5698	197	91	0.05	0.05	NUM
ajase-5698	197	92	0.02	0.02	NUM
ajase-5698	197	93	0.15	0.15	NUM
ajase-5698	197	94	2.4	2.4	NUM
ajase-5698	197	95	0.016	0.016	NUM
ajase-5698	197	96	*	*	PUNCT
ajase-5698	197	97	*	*	PUNCT
ajase-5698	197	98	duration	duration	NOUN
ajase-5698	197	99	of	of	ADP
ajase-5698	197	100	investment	investment	NOUN
ajase-5698	197	101	0.04	0.04	NUM
ajase-5698	197	102	0.03	0.03	NUM
ajase-5698	197	103	0.12	0.12	NUM
ajase-5698	197	104	2.1	2.1	NUM
ajase-5698	197	105	0.039	0.039	NUM
ajase-5698	197	106	*	*	PUNCT
ajase-5698	197	107	*	*	PUNCT
ajase-5698	197	108	table	table	NOUN
ajase-5698	197	109	4	4	NUM
ajase-5698	197	110	:	:	PUNCT
ajase-5698	197	111	multiple	multiple	ADJ
ajase-5698	197	112	linear	linear	ADJ
ajase-5698	197	113	regression	regression	NOUN
ajase-5698	197	114	results	result	VERB
ajase-5698	197	115	data	data	NOUN
ajase-5698	197	116	analytics	analytic	NOUN
ajase-5698	197	117	and	and	CCONJ
ajase-5698	197	118	capital	capital	NOUN
ajase-5698	197	119	allocation	allocation	NOUN
ajase-5698	197	120	efficiency	efficiency	NOUN
ajase-5698	197	121	variable	variable	ADJ
ajase-5698	197	122	unstandardized	unstandardized	ADJ
ajase-5698	197	123	coefficients	coefficient	NOUN
ajase-5698	197	124	s	s	PART
ajase-5698	197	125	t	t	NOUN
ajase-5698	197	126	a	a	DET
ajase-5698	197	127	n	n	NOUN
ajase-5698	197	128	d	d	NOUN
ajase-5698	197	129	a	a	DET
ajase-5698	197	130	r	r	NOUN
ajase-5698	198	1	d	d	NOUN
ajase-5698	198	2	i	i	NOUN
ajase-5698	198	3	z	z	NOUN
ajase-5698	198	4	e	e	PROPN
ajase-5698	199	1	d	d	PROPN
ajase-5698	199	2	coefficients	coefficient	VERB
ajase-5698	199	3	t	t	NOUN
ajase-5698	199	4	-	-	PUNCT
ajase-5698	199	5	value	value	NOUN
ajase-5698	199	6	p	p	NOUN
ajase-5698	199	7	-	-	PUNCT
ajase-5698	199	8	value	value	NOUN
ajase-5698	199	9	(	(	PUNCT
ajase-5698	199	10	intercept	intercept	NOUN
ajase-5698	199	11	)	)	PUNCT
ajase-5698	199	12	5.1	5.1	NUM
ajase-5698	199	13	4.2	4.2	NUM
ajase-5698	199	14	0.0001	0.0001	NUM
ajase-5698	199	15	*	*	NOUN
ajase-5698	199	16	*	*	NOUN
ajase-5698	199	17	ml	ml	PART
ajase-5698	199	18	usage	usage	VERB
ajase-5698	199	19	1.5	1.5	NUM
ajase-5698	199	20	0.31	0.31	NUM
ajase-5698	199	21	4.1	4.1	NUM
ajase-5698	199	22	0.0002	0.0002	NUM
ajase-5698	199	23	*	*	PUNCT
ajase-5698	199	24	*	*	PUNCT
ajase-5698	199	25	predictive	predictive	ADJ
ajase-5698	199	26	analytics	analytic	NOUN
ajase-5698	199	27	usage	usage	VERB
ajase-5698	199	28	0.9	0.9	NUM
ajase-5698	199	29	0.25	0.25	NUM
ajase-5698	199	30	3.5	3.5	NUM
ajase-5698	199	31	0.001	0.001	NUM
ajase-5698	199	32	*	*	PUNCT
ajase-5698	199	33	*	*	PUNCT
ajase-5698	199	34	profit	profit	NOUN
ajase-5698	199	35	margin	margin	NOUN
ajase-5698	199	36	0.7	0.7	NUM
ajase-5698	199	37	0.26	0.26	NUM
ajase-5698	199	38	3.2	3.2	NUM
ajase-5698	199	39	0.002	0.002	NUM
ajase-5698	199	40	*	*	PUNCT
ajase-5698	199	41	*	*	PUNCT
ajase-5698	199	42	org	org	ADJ
ajase-5698	199	43	size	size	NOUN
ajase-5698	199	44	(	(	PUNCT
ajase-5698	199	45	employees	employee	NOUN
ajase-5698	199	46	)	)	PUNCT
ajase-5698	199	47	0.03	0.03	NUM
ajase-5698	199	48	0.18	0.18	NUM
ajase-5698	199	49	2.9	2.9	NUM
ajase-5698	199	50	0.004	0.004	NUM
ajase-5698	199	51	*	*	PUNCT
ajase-5698	199	52	*	*	PUNCT
ajase-5698	199	53	duration	duration	NOUN
ajase-5698	199	54	of	of	ADP
ajase-5698	199	55	investment	investment	NOUN
ajase-5698	199	56	0.05	0.05	NUM
ajase-5698	199	57	0.15	0.15	NUM
ajase-5698	199	58	2.5	2.5	NUM
ajase-5698	199	59	0.02	0.02	NUM
ajase-5698	199	60	*	*	PUNCT
ajase-5698	199	61	*	*	PUNCT
ajase-5698	199	62	discussion	discussion	NOUN
ajase-5698	199	63	the	the	DET
ajase-5698	199	64	findings	finding	NOUN
ajase-5698	199	65	of	of	ADP
ajase-5698	199	66	the	the	DET
ajase-5698	199	67	current	current	ADJ
ajase-5698	199	68	study	study	NOUN
ajase-5698	199	69	have	have	VERB
ajase-5698	199	70	a	a	DET
ajase-5698	199	71	substantial	substantial	ADJ
ajase-5698	199	72	amount	amount	NOUN
ajase-5698	199	73	of	of	ADP
ajase-5698	199	74	evidence	evidence	NOUN
ajase-5698	199	75	with	with	ADP
ajase-5698	199	76	regard	regard	NOUN
ajase-5698	199	77	to	to	ADP
ajase-5698	199	78	the	the	DET
ajase-5698	199	79	fact	fact	NOUN
ajase-5698	199	80	that	that	SCONJ
ajase-5698	199	81	incorporation	incorporation	NOUN
ajase-5698	199	82	of	of	ADP
ajase-5698	199	83	data	datum	NOUN
ajase-5698	199	84	analytics	analytic	NOUN
ajase-5698	199	85	into	into	ADP
ajase-5698	199	86	capital	capital	NOUN
ajase-5698	199	87	allotment	allotment	NOUN
ajase-5698	199	88	and	and	CCONJ
ajase-5698	199	89	investment	investment	NOUN
ajase-5698	199	90	decision	decision	NOUN
ajase-5698	199	91	-	-	PUNCT
ajase-5698	199	92	making	make	VERB
ajase-5698	199	93	systems	system	NOUN
ajase-5698	199	94	within	within	ADP
ajase-5698	199	95	the	the	DET
ajase-5698	199	96	u.s	u.s	PROPN
ajase-5698	199	97	.	.	PROPN
ajase-5698	199	98	economy	economy	NOUN
ajase-5698	199	99	not	not	PART
ajase-5698	199	100	only	only	ADV
ajase-5698	199	101	increases	increase	VERB
ajase-5698	199	102	economic	economic	ADJ
ajase-5698	199	103	performance	performance	NOUN
ajase-5698	199	104	outstandingly	outstandingly	ADV
ajase-5698	199	105	(	(	PUNCT
ajase-5698	199	106	erica	erica	PROPN
ajase-5698	199	107	et	et	PROPN
ajase-5698	199	108	al	al	PROPN
ajase-5698	199	109	.	.	PROPN
ajase-5698	199	110	,	,	PUNCT
ajase-5698	199	111	2024	2024	NUM
ajase-5698	199	112	)	)	PUNCT
ajase-5698	199	113	.	.	PUNCT
ajase-5698	200	1	in	in	ADP
ajase-5698	200	2	particular	particular	ADJ
ajase-5698	200	3	,	,	PUNCT
ajase-5698	200	4	the	the	DET
ajase-5698	200	5	application	application	NOUN
ajase-5698	200	6	of	of	ADP
ajase-5698	200	7	machine	machine	NOUN
ajase-5698	200	8	learning	learning	NOUN
ajase-5698	200	9	and	and	CCONJ
ajase-5698	200	10	predictive	predictive	ADJ
ajase-5698	200	11	analytics	analytic	NOUN
ajase-5698	200	12	tools	tool	NOUN
ajase-5698	200	13	was	be	AUX
ajase-5698	200	14	related	relate	VERB
ajase-5698	200	15	positively	positively	ADV
ajase-5698	200	16	to	to	ADP
ajase-5698	200	17	roi	roi	NOUN
ajase-5698	200	18	,	,	PUNCT
ajase-5698	200	19	market	market	NOUN
ajase-5698	200	20	share	share	NOUN
ajase-5698	200	21	movements	movement	NOUN
ajase-5698	200	22	and	and	CCONJ
ajase-5698	200	23	financial	financial	ADJ
ajase-5698	200	24	development	development	NOUN
ajase-5698	200	25	(	(	PUNCT
ajase-5698	200	26	olayinka	olayinka	NOUN
ajase-5698	200	27	,	,	PUNCT
ajase-5698	200	28	2019	2019	NUM
ajase-5698	200	29	)	)	PUNCT
ajase-5698	200	30	.	.	PUNCT
ajase-5698	201	1	they	they	PRON
ajase-5698	201	2	found	find	VERB
ajase-5698	201	3	that	that	SCONJ
ajase-5698	201	4	those	those	DET
ajase-5698	201	5	organizations	organization	NOUN
ajase-5698	201	6	that	that	PRON
ajase-5698	201	7	used	use	VERB
ajase-5698	201	8	advanced	advanced	ADJ
ajase-5698	201	9	data	data	NOUN
ajase-5698	201	10	-	-	PUNCT
ajase-5698	201	11	driven	drive	VERB
ajase-5698	201	12	tools	tool	NOUN
ajase-5698	201	13	were	be	AUX
ajase-5698	201	14	performing	perform	VERB
ajase-5698	201	15	better	well	ADV
ajase-5698	201	16	than	than	ADP
ajase-5698	201	17	the	the	DET
ajase-5698	201	18	ones	one	NOUN
ajase-5698	201	19	that	that	PRON
ajase-5698	201	20	used	use	VERB
ajase-5698	201	21	standard	standard	ADJ
ajase-5698	201	22	data	data	NOUN
ajase-5698	201	23	-	-	PUNCT
ajase-5698	201	24	driven	drive	VERB
ajase-5698	201	25	tools	tool	NOUN
ajase-5698	201	26	and	and	CCONJ
ajase-5698	201	27	even	even	ADV
ajase-5698	201	28	better	well	ADJ
ajase-5698	201	29	than	than	ADP
ajase-5698	201	30	the	the	DET
ajase-5698	201	31	ones	one	NOUN
ajase-5698	201	32	that	that	PRON
ajase-5698	201	33	did	do	AUX
ajase-5698	201	34	not	not	PART
ajase-5698	201	35	use	use	VERB
ajase-5698	201	36	any	any	DET
ajase-5698	201	37	tools	tool	NOUN
ajase-5698	201	38	in	in	ADP
ajase-5698	201	39	terms	term	NOUN
ajase-5698	201	40	of	of	ADP
ajase-5698	201	41	efficiency	efficiency	NOUN
ajase-5698	201	42	in	in	ADP
ajase-5698	201	43	the	the	DET
ajase-5698	201	44	pa	pa	PROPN
ajase-5698	201	45	ge	ge	PROPN
ajase-5698	201	46	17	17	NUM
ajase-5698	201	47	4	4	NUM
ajase-5698	201	48	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	201	49	am	am	NOUN
ajase-5698	201	50	.	.	PUNCT
ajase-5698	202	1	j.	j.	PROPN
ajase-5698	202	2	appl	appl	PROPN
ajase-5698	202	3	.	.	PROPN
ajase-5698	203	1	stat	stat	PROPN
ajase-5698	203	2	.	.	PUNCT
ajase-5698	204	1	econ	econ	PROPN
ajase-5698	204	2	.	.	PUNCT
ajase-5698	205	1	3(1	3(1	NUM
ajase-5698	205	2	)	)	PUNCT
ajase-5698	205	3	167	167	NUM
ajase-5698	205	4	-	-	SYM
ajase-5698	205	5	177	177	NUM
ajase-5698	205	6	,	,	PUNCT
ajase-5698	205	7	2024	2024	NUM
ajase-5698	205	8	decision	decision	NOUN
ajase-5698	205	9	-	-	PUNCT
ajase-5698	205	10	making	make	VERB
ajase-5698	205	11	process	process	NOUN
ajase-5698	205	12	and	and	CCONJ
ajase-5698	205	13	financial	financial	ADJ
ajase-5698	205	14	performance	performance	NOUN
ajase-5698	205	15	of	of	ADP
ajase-5698	205	16	an	an	DET
ajase-5698	205	17	organization	organization	NOUN
ajase-5698	205	18	which	which	PRON
ajase-5698	205	19	provided	provide	VERB
ajase-5698	205	20	additional	additional	ADJ
ajase-5698	205	21	evidence	evidence	NOUN
ajase-5698	205	22	that	that	SCONJ
ajase-5698	205	23	the	the	DET
ajase-5698	205	24	implementation	implementation	NOUN
ajase-5698	205	25	of	of	ADP
ajase-5698	205	26	data	datum	NOUN
ajase-5698	205	27	analytics	analytic	NOUN
ajase-5698	205	28	tools	tool	NOUN
ajase-5698	205	29	leads	lead	VERB
ajase-5698	205	30	to	to	ADP
ajase-5698	205	31	the	the	DET
ajase-5698	205	32	improvement	improvement	NOUN
ajase-5698	205	33	of	of	ADP
ajase-5698	205	34	the	the	DET
ajase-5698	205	35	efficiency	efficiency	NOUN
ajase-5698	205	36	of	of	ADP
ajase-5698	205	37	the	the	DET
ajase-5698	205	38	decision	decision	NOUN
ajase-5698	205	39	-	-	PUNCT
ajase-5698	205	40	making	make	VERB
ajase-5698	205	41	process	process	NOUN
ajase-5698	205	42	and	and	CCONJ
ajase-5698	205	43	financial	financial	ADJ
ajase-5698	205	44	performance	performance	NOUN
ajase-5698	205	45	of	of	ADP
ajase-5698	205	46	an	an	DET
ajase-5698	205	47	organization	organization	NOUN
ajase-5698	205	48	(	(	PUNCT
ajase-5698	205	49	gade	gade	NOUN
ajase-5698	205	50	,	,	PUNCT
ajase-5698	205	51	2021	2021	NUM
ajase-5698	205	52	;	;	PUNCT
ajase-5698	205	53	hossain	hossain	PROPN
ajase-5698	205	54	et	et	PROPN
ajase-5698	205	55	al	al	PROPN
ajase-5698	205	56	.	.	PROPN
ajase-5698	205	57	,	,	PUNCT
ajase-5698	205	58	2024	2024	NUM
ajase-5698	205	59	)	)	PUNCT
ajase-5698	205	60	.	.	PUNCT
ajase-5698	206	1	the	the	DET
ajase-5698	206	2	above	above	ADJ
ajase-5698	206	3	findings	finding	NOUN
ajase-5698	206	4	have	have	AUX
ajase-5698	206	5	shown	show	VERB
ajase-5698	206	6	both	both	CCONJ
ajase-5698	206	7	positive	positive	ADJ
ajase-5698	206	8	and	and	CCONJ
ajase-5698	206	9	negative	negative	ADJ
ajase-5698	206	10	correlations	correlation	NOUN
ajase-5698	206	11	of	of	ADP
ajase-5698	206	12	the	the	DET
ajase-5698	206	13	use	use	NOUN
ajase-5698	206	14	of	of	ADP
ajase-5698	206	15	data	datum	NOUN
ajase-5698	206	16	analytics	analytic	NOUN
ajase-5698	206	17	with	with	ADP
ajase-5698	206	18	the	the	DET
ajase-5698	206	19	allocation	allocation	NOUN
ajase-5698	206	20	of	of	ADP
ajase-5698	206	21	capital	capital	NOUN
ajase-5698	206	22	outcomes	outcome	NOUN
ajase-5698	206	23	indicating	indicate	VERB
ajase-5698	206	24	that	that	SCONJ
ajase-5698	206	25	such	such	ADJ
ajase-5698	206	26	tools	tool	NOUN
ajase-5698	206	27	are	be	AUX
ajase-5698	206	28	beneficial	beneficial	ADJ
ajase-5698	206	29	in	in	ADP
ajase-5698	206	30	forecasting	forecasting	NOUN
ajase-5698	206	31	and	and	CCONJ
ajase-5698	206	32	optimization	optimization	NOUN
ajase-5698	206	33	of	of	ADP
ajase-5698	206	34	future	future	ADJ
ajase-5698	206	35	performance	performance	NOUN
ajase-5698	206	36	(	(	PUNCT
ajase-5698	206	37	ojika	ojika	X
ajase-5698	206	38	et	et	PROPN
ajase-5698	206	39	al	al	PROPN
ajase-5698	206	40	.	.	PROPN
ajase-5698	206	41	,	,	PUNCT
ajase-5698	206	42	2023	2023	NUM
ajase-5698	206	43	)	)	PUNCT
ajase-5698	206	44	.	.	PUNCT
ajase-5698	207	1	machine	machine	NOUN
ajase-5698	207	2	learning	learning	NOUN
ajase-5698	207	3	,	,	PUNCT
ajase-5698	207	4	as	as	ADP
ajase-5698	207	5	an	an	DET
ajase-5698	207	6	example	example	NOUN
ajase-5698	207	7	,	,	PUNCT
ajase-5698	207	8	had	have	VERB
ajase-5698	207	9	a	a	DET
ajase-5698	207	10	positive	positive	ADJ
ajase-5698	207	11	definite	definite	ADJ
ajase-5698	207	12	correlation	correlation	NOUN
ajase-5698	207	13	to	to	ADP
ajase-5698	207	14	roi	roi	NOUN
ajase-5698	207	15	,	,	PUNCT
ajase-5698	207	16	which	which	PRON
ajase-5698	207	17	means	mean	VERB
ajase-5698	207	18	that	that	SCONJ
ajase-5698	207	19	companies	company	NOUN
ajase-5698	207	20	utilizing	utilize	VERB
ajase-5698	207	21	it	it	PRON
ajase-5698	207	22	attained	attain	VERB
ajase-5698	207	23	an	an	DET
ajase-5698	207	24	average	average	ADJ
ajase-5698	207	25	roi	roi	NOUN
ajase-5698	207	26	of	of	ADP
ajase-5698	207	27	19.2	19.2	NUM
ajase-5698	207	28	percent	percent	NOUN
ajase-5698	207	29	compared	compare	VERB
ajase-5698	207	30	to	to	ADP
ajase-5698	207	31	only	only	ADV
ajase-5698	207	32	7.2	7.2	NUM
ajase-5698	207	33	percent	percent	NOUN
ajase-5698	207	34	for	for	ADP
ajase-5698	207	35	those	those	PRON
ajase-5698	207	36	which	which	PRON
ajase-5698	207	37	are	be	AUX
ajase-5698	207	38	not	not	PART
ajase-5698	207	39	doing	do	VERB
ajase-5698	207	40	so	so	ADV
ajase-5698	207	41	(	(	PUNCT
ajase-5698	207	42	presently	presently	ADV
ajase-5698	207	43	actively	actively	ADV
ajase-5698	207	44	implementing	implement	VERB
ajase-5698	207	45	data	datum	NOUN
ajase-5698	207	46	analytics	analytic	NOUN
ajase-5698	207	47	)	)	PUNCT
ajase-5698	207	48	(	(	PUNCT
ajase-5698	207	49	gintalas	gintalas	NOUN
ajase-5698	207	50	,	,	PUNCT
ajase-5698	207	51	2022	2022	NUM
ajase-5698	207	52	)	)	PUNCT
ajase-5698	207	53	.	.	PUNCT
ajase-5698	208	1	on	on	ADP
ajase-5698	208	2	the	the	DET
ajase-5698	208	3	same	same	ADJ
ajase-5698	208	4	note	note	NOUN
ajase-5698	208	5	,	,	PUNCT
ajase-5698	208	6	predictive	predictive	ADJ
ajase-5698	208	7	analytics	analytic	NOUN
ajase-5698	208	8	was	be	AUX
ajase-5698	208	9	proved	prove	VERB
ajase-5698	208	10	to	to	PART
ajase-5698	208	11	be	be	AUX
ajase-5698	208	12	an	an	DET
ajase-5698	208	13	effective	effective	ADJ
ajase-5698	208	14	tool	tool	NOUN
ajase-5698	208	15	where	where	SCONJ
ajase-5698	208	16	organizations	organization	NOUN
ajase-5698	208	17	that	that	PRON
ajase-5698	208	18	use	use	VERB
ajase-5698	208	19	predictive	predictive	ADJ
ajase-5698	208	20	analytics	analytic	NOUN
ajase-5698	208	21	achieved	achieve	VERB
ajase-5698	208	22	an	an	DET
ajase-5698	208	23	average	average	ADJ
ajase-5698	208	24	financial	financial	ADJ
ajase-5698	208	25	growth	growth	NOUN
ajase-5698	208	26	rate	rate	NOUN
ajase-5698	208	27	of	of	ADP
ajase-5698	208	28	16.4	16.4	NUM
ajase-5698	208	29	%	%	NOUN
ajase-5698	208	30	as	as	ADP
ajase-5698	208	31	compared	compare	VERB
ajase-5698	208	32	to	to	ADP
ajase-5698	208	33	that	that	PRON
ajase-5698	208	34	of	of	ADP
ajase-5698	208	35	8.5	8.5	NUM
ajase-5698	208	36	%	%	NOUN
ajase-5698	208	37	by	by	ADP
ajase-5698	208	38	its	its	PRON
ajase-5698	208	39	nonusers	nonuser	NOUN
ajase-5698	208	40	.	.	PUNCT
ajase-5698	209	1	these	these	DET
ajase-5698	209	2	results	result	NOUN
ajase-5698	209	3	confirm	confirm	VERB
ajase-5698	209	4	the	the	DET
ajase-5698	209	5	assumption	assumption	NOUN
ajase-5698	209	6	that	that	SCONJ
ajase-5698	209	7	the	the	DET
ajase-5698	209	8	use	use	NOUN
ajase-5698	209	9	of	of	ADP
ajase-5698	209	10	more	more	ADV
ajase-5698	209	11	sophisticated	sophisticated	ADJ
ajase-5698	209	12	analytics	analytic	NOUN
ajase-5698	209	13	tools	tool	NOUN
ajase-5698	209	14	contributes	contribute	VERB
ajase-5698	209	15	to	to	ADP
ajase-5698	209	16	better	well	ADJ
ajase-5698	209	17	and	and	CCONJ
ajase-5698	209	18	more	more	ADV
ajase-5698	209	19	precise	precise	ADJ
ajase-5698	209	20	capital	capital	NOUN
ajase-5698	209	21	allocation	allocation	NOUN
ajase-5698	209	22	decisions	decision	NOUN
ajase-5698	209	23	(	(	PUNCT
ajase-5698	209	24	fehrenbacher	fehrenbacher	NOUN
ajase-5698	209	25	et	et	PROPN
ajase-5698	209	26	al	al	PROPN
ajase-5698	209	27	.	.	PROPN
ajase-5698	209	28	,	,	PUNCT
ajase-5698	209	29	2023	2023	NUM
ajase-5698	209	30	)	)	PUNCT
ajase-5698	209	31	.	.	PUNCT
ajase-5698	210	1	comparison	comparison	NOUN
ajase-5698	210	2	to	to	ADP
ajase-5698	210	3	past	past	ADJ
ajase-5698	210	4	research	research	NOUN
ajase-5698	210	5	the	the	DET
ajase-5698	210	6	results	result	NOUN
ajase-5698	210	7	align	align	VERB
ajase-5698	210	8	with	with	ADP
ajase-5698	210	9	the	the	DET
ajase-5698	210	10	increasing	increase	VERB
ajase-5698	210	11	public	public	NOUN
ajase-5698	210	12	of	of	ADP
ajase-5698	210	13	literature	literature	NOUN
ajase-5698	210	14	that	that	PRON
ajase-5698	210	15	justifies	justify	VERB
ajase-5698	210	16	the	the	DET
ajase-5698	210	17	application	application	NOUN
ajase-5698	210	18	of	of	ADP
ajase-5698	210	19	data	datum	NOUN
ajase-5698	210	20	analytics	analytic	NOUN
ajase-5698	210	21	in	in	ADP
ajase-5698	210	22	helping	help	VERB
ajase-5698	210	23	decision	decision	NOUN
ajase-5698	210	24	-	-	PUNCT
ajase-5698	210	25	making	making	NOUN
ajase-5698	210	26	across	across	ADP
ajase-5698	210	27	some	some	DET
ajase-5698	210	28	industries	industry	NOUN
ajase-5698	210	29	especially	especially	ADV
ajase-5698	210	30	in	in	ADP
ajase-5698	210	31	the	the	DET
ajase-5698	210	32	financial	financial	ADJ
ajase-5698	210	33	and	and	CCONJ
ajase-5698	210	34	economic	economic	ADJ
ajase-5698	210	35	sector	sector	NOUN
ajase-5698	210	36	(	(	PUNCT
ajase-5698	210	37	sarker	sarker	NOUN
ajase-5698	210	38	,	,	PUNCT
ajase-5698	210	39	2021	2021	NUM
ajase-5698	210	40	)	)	PUNCT
ajase-5698	210	41	.	.	PUNCT
ajase-5698	211	1	multiple	multiple	ADJ
ajase-5698	211	2	past	past	PROPN
ajase-5698	211	3	research	research	NOUN
ajase-5698	211	4	has	have	AUX
ajase-5698	211	5	stated	state	VERB
ajase-5698	211	6	that	that	SCONJ
ajase-5698	211	7	data	datum	NOUN
ajase-5698	211	8	analytics	analytic	NOUN
ajase-5698	211	9	is	be	AUX
ajase-5698	211	10	beneficial	beneficial	ADJ
ajase-5698	211	11	in	in	ADP
ajase-5698	211	12	improving	improve	VERB
ajase-5698	211	13	investment	investment	NOUN
ajase-5698	211	14	decisions	decision	NOUN
ajase-5698	211	15	,	,	PUNCT
ajase-5698	211	16	financial	financial	ADJ
ajase-5698	211	17	forecast	forecast	NOUN
ajase-5698	211	18	and	and	CCONJ
ajase-5698	211	19	resource	resource	NOUN
ajase-5698	211	20	assigning	assign	VERB
ajase-5698	211	21	.	.	PUNCT
ajase-5698	212	1	as	as	ADP
ajase-5698	212	2	an	an	DET
ajase-5698	212	3	illustration	illustration	NOUN
ajase-5698	212	4	,	,	PUNCT
ajase-5698	212	5	(	(	PUNCT
ajase-5698	212	6	sharma	sharma	PROPN
ajase-5698	212	7	&	&	CCONJ
ajase-5698	212	8	mehta	mehta	PROPN
ajase-5698	212	9	,	,	PUNCT
ajase-5698	212	10	2024	2024	NUM
ajase-5698	212	11	)	)	PUNCT
ajase-5698	212	12	proved	prove	VERB
ajase-5698	212	13	that	that	SCONJ
ajase-5698	212	14	the	the	DET
ajase-5698	212	15	models	model	NOUN
ajase-5698	212	16	of	of	ADP
ajase-5698	212	17	machine	machine	NOUN
ajase-5698	212	18	learning	learning	NOUN
ajase-5698	212	19	are	be	AUX
ajase-5698	212	20	more	more	ADV
ajase-5698	212	21	viable	viable	ADJ
ajase-5698	212	22	than	than	ADP
ajase-5698	212	23	a	a	DET
ajase-5698	212	24	traditional	traditional	ADJ
ajase-5698	212	25	statistical	statistical	ADJ
ajase-5698	212	26	model	model	NOUN
ajase-5698	212	27	in	in	ADP
ajase-5698	212	28	the	the	DET
ajase-5698	212	29	anticipation	anticipation	NOUN
ajase-5698	212	30	of	of	ADP
ajase-5698	212	31	the	the	DET
ajase-5698	212	32	tendencies	tendency	NOUN
ajase-5698	212	33	toward	toward	ADP
ajase-5698	212	34	the	the	DET
ajase-5698	212	35	development	development	NOUN
ajase-5698	212	36	of	of	ADP
ajase-5698	212	37	the	the	DET
ajase-5698	212	38	stock	stock	NOUN
ajase-5698	212	39	market	market	NOUN
ajase-5698	212	40	,	,	PUNCT
ajase-5698	212	41	which	which	PRON
ajase-5698	212	42	is	be	AUX
ajase-5698	212	43	corroborated	corroborate	VERB
ajase-5698	212	44	by	by	ADP
ajase-5698	212	45	the	the	DET
ajase-5698	212	46	findings	finding	NOUN
ajase-5698	212	47	of	of	ADP
ajase-5698	212	48	this	this	DET
ajase-5698	212	49	research	research	NOUN
ajase-5698	212	50	serving	serve	VERB
ajase-5698	212	51	as	as	ADP
ajase-5698	212	52	verification	verification	NOUN
ajase-5698	212	53	of	of	ADP
ajase-5698	212	54	the	the	DET
ajase-5698	212	55	positive	positive	ADJ
ajase-5698	212	56	influence	influence	NOUN
ajase-5698	212	57	of	of	ADP
ajase-5698	212	58	machine	machine	NOUN
ajase-5698	212	59	learning	learning	NOUN
ajase-5698	212	60	tools	tool	NOUN
ajase-5698	212	61	on	on	ADP
ajase-5698	212	62	roi	roi	NOUN
ajase-5698	212	63	and	and	CCONJ
ajase-5698	212	64	financial	financial	ADJ
ajase-5698	212	65	growth	growth	NOUN
ajase-5698	212	66	.	.	PUNCT
ajase-5698	213	1	in	in	ADP
ajase-5698	213	2	the	the	DET
ajase-5698	213	3	same	same	ADJ
ajase-5698	213	4	manner	manner	NOUN
ajase-5698	213	5	,	,	PUNCT
ajase-5698	213	6	williams	williams	PROPN
ajase-5698	213	7	et	et	PROPN
ajase-5698	213	8	al	al	PROPN
ajase-5698	213	9	.	.	PROPN
ajase-5698	213	10	(	(	PUNCT
ajase-5698	213	11	2021	2021	NUM
ajase-5698	213	12	)	)	PUNCT
ajase-5698	213	13	found	find	VERB
ajase-5698	213	14	that	that	SCONJ
ajase-5698	213	15	predictive	predictive	ADJ
ajase-5698	213	16	analytics	analytic	NOUN
ajase-5698	213	17	improved	improve	VERB
ajase-5698	213	18	portfolio	portfolio	NOUN
ajase-5698	213	19	optimization	optimization	NOUN
ajase-5698	213	20	figure	figure	NOUN
ajase-5698	213	21	1	1	NUM
ajase-5698	213	22	:	:	PUNCT
ajase-5698	213	23	graphical	graphical	ADJ
ajase-5698	213	24	view	view	NOUN
ajase-5698	213	25	of	of	ADP
ajase-5698	213	26	the	the	DET
ajase-5698	213	27	research	research	NOUN
ajase-5698	213	28	pa	pa	PROPN
ajase-5698	213	29	ge	ge	PROPN
ajase-5698	213	30	17	17	NUM
ajase-5698	213	31	5	5	NUM
ajase-5698	213	32	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	213	33	am	am	NOUN
ajase-5698	213	34	.	.	PUNCT
ajase-5698	214	1	j.	j.	PROPN
ajase-5698	214	2	appl	appl	PROPN
ajase-5698	214	3	.	.	PROPN
ajase-5698	215	1	stat	stat	PROPN
ajase-5698	215	2	.	.	PUNCT
ajase-5698	216	1	econ	econ	PROPN
ajase-5698	216	2	.	.	PUNCT
ajase-5698	217	1	3(1	3(1	NUM
ajase-5698	217	2	)	)	PUNCT
ajase-5698	217	3	167	167	NUM
ajase-5698	217	4	-	-	SYM
ajase-5698	217	5	177	177	NUM
ajase-5698	217	6	,	,	PUNCT
ajase-5698	217	7	2024	2024	NUM
ajase-5698	217	8	and	and	CCONJ
ajase-5698	217	9	risk	risk	NOUN
ajase-5698	217	10	management	management	NOUN
ajase-5698	217	11	that	that	PRON
ajase-5698	217	12	resonate	resonate	VERB
ajase-5698	217	13	well	well	ADV
ajase-5698	217	14	with	with	ADP
ajase-5698	217	15	our	our	PRON
ajase-5698	217	16	result	result	NOUN
ajase-5698	217	17	that	that	SCONJ
ajase-5698	217	18	predictive	predictive	ADJ
ajase-5698	217	19	analytics	analytic	NOUN
ajase-5698	217	20	had	have	AUX
ajase-5698	217	21	a	a	DET
ajase-5698	217	22	positive	positive	ADJ
ajase-5698	217	23	correlation	correlation	NOUN
ajase-5698	217	24	with	with	ADP
ajase-5698	217	25	financial	financial	ADJ
ajase-5698	217	26	growth	growth	NOUN
ajase-5698	217	27	(	(	PUNCT
ajase-5698	217	28	aro	aro	NOUN
ajase-5698	217	29	,	,	PUNCT
ajase-5698	217	30	2024	2024	NUM
ajase-5698	217	31	)	)	PUNCT
ajase-5698	217	32	.	.	PUNCT
ajase-5698	218	1	the	the	DET
ajase-5698	218	2	literature	literature	NOUN
ajase-5698	218	3	has	have	AUX
ajase-5698	218	4	concentrated	concentrate	VERB
ajase-5698	218	5	a	a	DET
ajase-5698	218	6	lot	lot	NOUN
ajase-5698	218	7	on	on	ADP
ajase-5698	218	8	implementation	implementation	NOUN
ajase-5698	218	9	of	of	ADP
ajase-5698	218	10	data	datum	NOUN
ajase-5698	218	11	analytics	analytic	NOUN
ajase-5698	218	12	in	in	ADP
ajase-5698	218	13	sector	sector	NOUN
ajase-5698	218	14	specific	specific	ADJ
ajase-5698	218	15	cases	case	NOUN
ajase-5698	218	16	such	such	ADJ
ajase-5698	218	17	as	as	ADP
ajase-5698	218	18	the	the	DET
ajase-5698	218	19	finance	finance	NOUN
ajase-5698	218	20	and	and	CCONJ
ajase-5698	218	21	health	health	NOUN
ajase-5698	218	22	sectors	sector	NOUN
ajase-5698	218	23	but	but	CCONJ
ajase-5698	218	24	little	little	ADJ
ajase-5698	218	25	has	have	AUX
ajase-5698	218	26	been	be	AUX
ajase-5698	218	27	done	do	VERB
ajase-5698	218	28	on	on	ADP
ajase-5698	218	29	the	the	DET
ajase-5698	218	30	macro	macro	ADJ
ajase-5698	218	31	economic	economic	ADJ
ajase-5698	218	32	aspect	aspect	NOUN
ajase-5698	218	33	of	of	ADP
ajase-5698	218	34	data	datum	NOUN
ajase-5698	218	35	analytics	analytic	NOUN
ajase-5698	218	36	in	in	ADP
ajase-5698	218	37	national	national	ADJ
ajase-5698	218	38	allocation	allocation	NOUN
ajase-5698	218	39	of	of	ADP
ajase-5698	218	40	capital	capital	NOUN
ajase-5698	218	41	.	.	PUNCT
ajase-5698	219	1	brown	brown	PROPN
ajase-5698	219	2	and	and	CCONJ
ajase-5698	219	3	anderson	anderson	PROPN
ajase-5698	219	4	(	(	PUNCT
ajase-5698	219	5	2020	2020	NUM
ajase-5698	219	6	)	)	PUNCT
ajase-5698	219	7	discussed	discuss	VERB
ajase-5698	219	8	how	how	SCONJ
ajase-5698	219	9	data	datum	NOUN
ajase-5698	219	10	analytics	analytic	NOUN
ajase-5698	219	11	can	can	AUX
ajase-5698	219	12	be	be	AUX
ajase-5698	219	13	implemented	implement	VERB
ajase-5698	219	14	into	into	ADP
ajase-5698	219	15	the	the	DET
ajase-5698	219	16	process	process	NOUN
ajase-5698	219	17	of	of	ADP
ajase-5698	219	18	public	public	ADJ
ajase-5698	219	19	infrastructure	infrastructure	NOUN
ajase-5698	219	20	investment	investment	NOUN
ajase-5698	219	21	in	in	ADP
ajase-5698	219	22	the	the	DET
ajase-5698	219	23	state	state	NOUN
ajase-5698	219	24	sector	sector	NOUN
ajase-5698	219	25	,	,	PUNCT
ajase-5698	219	26	implying	imply	VERB
ajase-5698	219	27	that	that	SCONJ
ajase-5698	219	28	it	it	PRON
ajase-5698	219	29	would	would	AUX
ajase-5698	219	30	allow	allow	VERB
ajase-5698	219	31	streamlining	streamlining	NOUN
ajase-5698	219	32	project	project	NOUN
ajase-5698	219	33	selection	selection	NOUN
ajase-5698	219	34	and	and	CCONJ
ajase-5698	219	35	budgeting	budgeting	NOUN
ajase-5698	219	36	in	in	ADP
ajase-5698	219	37	the	the	DET
ajase-5698	219	38	industry	industry	NOUN
ajase-5698	219	39	through	through	ADP
ajase-5698	219	40	predictive	predictive	ADJ
ajase-5698	219	41	analytics	analytic	NOUN
ajase-5698	219	42	(	(	PUNCT
ajase-5698	219	43	rahaman	rahaman	NOUN
ajase-5698	219	44	et	et	PROPN
ajase-5698	219	45	al	al	PROPN
ajase-5698	219	46	.	.	PROPN
ajase-5698	219	47	,	,	PUNCT
ajase-5698	219	48	2024	2024	NUM
ajase-5698	219	49	)	)	PUNCT
ajase-5698	219	50	.	.	PUNCT
ajase-5698	220	1	our	our	PRON
ajase-5698	220	2	research	research	NOUN
ajase-5698	220	3	builds	build	VERB
ajase-5698	220	4	on	on	ADP
ajase-5698	220	5	this	this	PRON
ajase-5698	220	6	and	and	CCONJ
ajase-5698	220	7	demonstrates	demonstrate	VERB
ajase-5698	220	8	that	that	SCONJ
ajase-5698	220	9	data	datum	NOUN
ajase-5698	220	10	analytics	analytic	NOUN
ajase-5698	220	11	and	and	CCONJ
ajase-5698	220	12	notably	notably	ADV
ajase-5698	220	13	machine	machine	NOUN
ajase-5698	220	14	learning	learning	NOUN
ajase-5698	220	15	,	,	PUNCT
ajase-5698	220	16	and	and	CCONJ
ajase-5698	220	17	predictive	predictive	ADJ
ajase-5698	220	18	analytics	analytic	NOUN
ajase-5698	220	19	,	,	PUNCT
ajase-5698	220	20	can	can	AUX
ajase-5698	220	21	be	be	AUX
ajase-5698	220	22	used	use	VERB
ajase-5698	220	23	to	to	PART
ajase-5698	220	24	conduct	conduct	VERB
ajase-5698	220	25	allocation	allocation	NOUN
ajase-5698	220	26	of	of	ADP
ajase-5698	220	27	capital	capital	NOUN
ajase-5698	220	28	whether	whether	SCONJ
ajase-5698	220	29	in	in	ADP
ajase-5698	220	30	the	the	DET
ajase-5698	220	31	public	public	NOUN
ajase-5698	220	32	or	or	CCONJ
ajase-5698	220	33	the	the	DET
ajase-5698	220	34	private	private	ADJ
ajase-5698	220	35	sectors	sector	NOUN
ajase-5698	220	36	and	and	CCONJ
ajase-5698	220	37	that	that	SCONJ
ajase-5698	220	38	such	such	ADJ
ajase-5698	220	39	moves	move	NOUN
ajase-5698	220	40	when	when	SCONJ
ajase-5698	220	41	deployed	deploy	VERB
ajase-5698	220	42	have	have	VERB
ajase-5698	220	43	immense	immense	ADJ
ajase-5698	220	44	positive	positive	ADJ
ajase-5698	220	45	effects	effect	NOUN
ajase-5698	220	46	both	both	CCONJ
ajase-5698	220	47	in	in	ADP
ajase-5698	220	48	terms	term	NOUN
ajase-5698	220	49	of	of	ADP
ajase-5698	220	50	return	return	NOUN
ajase-5698	220	51	on	on	ADP
ajase-5698	220	52	investment	investment	NOUN
ajase-5698	220	53	and	and	CCONJ
ajase-5698	220	54	market	market	NOUN
ajase-5698	220	55	share	share	NOUN
ajase-5698	220	56	(	(	PUNCT
ajase-5698	220	57	calder	calder	PROPN
ajase-5698	220	58	,	,	PUNCT
ajase-5698	220	59	20210	20210	NUM
ajase-5698	220	60	.	.	PUNCT
ajase-5698	221	1	the	the	DET
ajase-5698	221	2	findings	finding	NOUN
ajase-5698	221	3	of	of	ADP
ajase-5698	221	4	this	this	DET
ajase-5698	221	5	research	research	NOUN
ajase-5698	221	6	also	also	ADV
ajase-5698	221	7	reinforce	reinforce	VERB
ajase-5698	221	8	previous	previous	ADJ
ajase-5698	221	9	studies	study	NOUN
ajase-5698	221	10	indicating	indicate	VERB
ajase-5698	221	11	that	that	SCONJ
ajase-5698	221	12	superior	superior	ADJ
ajase-5698	221	13	decision	decision	NOUN
ajase-5698	221	14	-	-	PUNCT
ajase-5698	221	15	making	making	NOUN
ajase-5698	221	16	is	be	AUX
ajase-5698	221	17	the	the	DET
ajase-5698	221	18	outcome	outcome	NOUN
ajase-5698	221	19	of	of	ADP
ajase-5698	221	20	the	the	DET
ajase-5698	221	21	application	application	NOUN
ajase-5698	221	22	of	of	ADP
ajase-5698	221	23	data	datum	NOUN
ajase-5698	221	24	analytics	analytic	NOUN
ajase-5698	221	25	tools	tool	NOUN
ajase-5698	221	26	.	.	PUNCT
ajase-5698	222	1	as	as	ADP
ajase-5698	222	2	an	an	DET
ajase-5698	222	3	example	example	NOUN
ajase-5698	222	4	,	,	PUNCT
ajase-5698	222	5	(	(	PUNCT
ajase-5698	222	6	zhu	zhu	PROPN
ajase-5698	222	7	&	&	CCONJ
ajase-5698	222	8	yang	yang	PROPN
ajase-5698	222	9	,	,	PUNCT
ajase-5698	222	10	2021	2021	NUM
ajase-5698	222	11	)	)	PUNCT
ajase-5698	222	12	discovered	discover	VERB
ajase-5698	222	13	that	that	SCONJ
ajase-5698	222	14	introduction	introduction	NOUN
ajase-5698	222	15	of	of	ADP
ajase-5698	222	16	advanced	advanced	ADJ
ajase-5698	222	17	analytics	analytic	NOUN
ajase-5698	222	18	methods	method	NOUN
ajase-5698	222	19	had	have	VERB
ajase-5698	222	20	a	a	DET
ajase-5698	222	21	massive	massive	ADJ
ajase-5698	222	22	impact	impact	NOUN
ajase-5698	222	23	on	on	ADP
ajase-5698	222	24	financial	financial	ADJ
ajase-5698	222	25	performance	performance	NOUN
ajase-5698	222	26	of	of	ADP
ajase-5698	222	27	investment	investment	NOUN
ajase-5698	222	28	companies	company	NOUN
ajase-5698	222	29	.	.	PUNCT
ajase-5698	223	1	in	in	ADP
ajase-5698	223	2	our	our	PRON
ajase-5698	223	3	analysis	analysis	NOUN
ajase-5698	223	4	,	,	PUNCT
ajase-5698	223	5	organizations	organization	NOUN
ajase-5698	223	6	with	with	ADP
ajase-5698	223	7	data	datum	NOUN
ajase-5698	223	8	analytics	analytic	NOUN
ajase-5698	223	9	tools	tool	NOUN
ajase-5698	223	10	such	such	ADJ
ajase-5698	223	11	as	as	ADP
ajase-5698	223	12	machine	machine	NOUN
ajase-5698	223	13	learning	learning	NOUN
ajase-5698	223	14	,	,	PUNCT
ajase-5698	223	15	predictive	predictive	ADJ
ajase-5698	223	16	analytics	analytic	NOUN
ajase-5698	223	17	achieved	achieve	VERB
ajase-5698	223	18	much	much	ADV
ajase-5698	223	19	higher	high	ADJ
ajase-5698	223	20	returns	return	NOUN
ajase-5698	223	21	on	on	ADP
ajase-5698	223	22	their	their	PRON
ajase-5698	223	23	investments	investment	NOUN
ajase-5698	223	24	than	than	ADP
ajase-5698	223	25	those	those	PRON
ajase-5698	223	26	without	without	ADP
ajase-5698	223	27	,	,	PUNCT
ajase-5698	223	28	which	which	PRON
ajase-5698	223	29	validates	validate	VERB
ajase-5698	223	30	the	the	DET
ajase-5698	223	31	fact	fact	NOUN
ajase-5698	223	32	that	that	SCONJ
ajase-5698	223	33	data	data	NOUN
ajase-5698	223	34	-	-	PUNCT
ajase-5698	223	35	driven	drive	VERB
ajase-5698	223	36	methods	method	NOUN
ajase-5698	223	37	are	be	AUX
ajase-5698	223	38	more	more	ADV
ajase-5698	223	39	effective	effective	ADJ
ajase-5698	223	40	than	than	ADP
ajase-5698	223	41	the	the	DET
ajase-5698	223	42	traditional	traditional	ADJ
ajase-5698	223	43	ones	one	NOUN
ajase-5698	223	44	(	(	PUNCT
ajase-5698	223	45	ramya	ramya	NOUN
ajase-5698	223	46	et	et	PROPN
ajase-5698	223	47	al	al	PROPN
ajase-5698	223	48	.	.	PROPN
ajase-5698	223	49	,	,	PUNCT
ajase-5698	223	50	2024	2024	NUM
ajase-5698	223	51	)	)	PUNCT
ajase-5698	223	52	.	.	PUNCT
ajase-5698	224	1	there	there	PRON
ajase-5698	224	2	are	be	VERB
ajase-5698	224	3	a	a	DET
ajase-5698	224	4	number	number	NOUN
ajase-5698	224	5	of	of	ADP
ajase-5698	224	6	scientific	scientific	ADJ
ajase-5698	224	7	attributes	attribute	NOUN
ajase-5698	224	8	that	that	PRON
ajase-5698	224	9	can	can	AUX
ajase-5698	224	10	describe	describe	VERB
ajase-5698	224	11	how	how	SCONJ
ajase-5698	224	12	the	the	DET
ajase-5698	224	13	positive	positive	ADJ
ajase-5698	224	14	relation	relation	NOUN
ajase-5698	224	15	between	between	ADP
ajase-5698	224	16	the	the	DET
ajase-5698	224	17	application	application	NOUN
ajase-5698	224	18	of	of	ADP
ajase-5698	224	19	machine	machine	NOUN
ajase-5698	224	20	learning	learning	NOUN
ajase-5698	224	21	and	and	CCONJ
ajase-5698	224	22	predictive	predictive	ADJ
ajase-5698	224	23	analytics	analytic	NOUN
ajase-5698	224	24	and	and	CCONJ
ajase-5698	224	25	better	well	ADJ
ajase-5698	224	26	capital	capital	NOUN
ajase-5698	224	27	allocations	allocation	NOUN
ajase-5698	224	28	have	have	AUX
ajase-5698	224	29	been	be	AUX
ajase-5698	224	30	described	describe	VERB
ajase-5698	224	31	(	(	PUNCT
ajase-5698	224	32	wirawan	wirawan	NOUN
ajase-5698	224	33	,	,	PUNCT
ajase-5698	224	34	2023	2023	NUM
ajase-5698	224	35	.	.	PUNCT
ajase-5698	225	1	moreover	moreover	ADV
ajase-5698	225	2	,	,	PUNCT
ajase-5698	225	3	machine	machine	NOUN
ajase-5698	225	4	learning	learning	NOUN
ajase-5698	225	5	models	model	NOUN
ajase-5698	225	6	,	,	PUNCT
ajase-5698	225	7	say	say	INTJ
ajase-5698	225	8	,	,	PUNCT
ajase-5698	225	9	identify	identify	VERB
ajase-5698	225	10	complex	complex	ADJ
ajase-5698	225	11	patterns	pattern	NOUN
ajase-5698	225	12	in	in	ADP
ajase-5698	225	13	a	a	DET
ajase-5698	225	14	large	large	ADJ
ajase-5698	225	15	set	set	NOUN
ajase-5698	225	16	of	of	ADP
ajase-5698	225	17	data	datum	NOUN
ajase-5698	225	18	successfully	successfully	ADV
ajase-5698	225	19	,	,	PUNCT
ajase-5698	225	20	which	which	PRON
ajase-5698	225	21	the	the	DET
ajase-5698	225	22	conventional	conventional	ADJ
ajase-5698	225	23	ones	one	NOUN
ajase-5698	225	24	can	can	AUX
ajase-5698	225	25	not	not	PART
ajase-5698	225	26	.	.	PUNCT
ajase-5698	226	1	the	the	DET
ajase-5698	226	2	tools	tool	NOUN
ajase-5698	226	3	are	be	AUX
ajase-5698	226	4	also	also	ADV
ajase-5698	226	5	capable	capable	ADJ
ajase-5698	226	6	of	of	ADP
ajase-5698	226	7	virtually	virtually	ADV
ajase-5698	226	8	reading	read	VERB
ajase-5698	226	9	through	through	ADP
ajase-5698	226	10	enormous	enormous	ADJ
ajase-5698	226	11	volumes	volume	NOUN
ajase-5698	226	12	of	of	ADP
ajase-5698	226	13	past	past	NOUN
ajase-5698	226	14	and	and	CCONJ
ajase-5698	226	15	current	current	ADJ
ajase-5698	226	16	data	datum	NOUN
ajase-5698	226	17	to	to	PART
ajase-5698	226	18	make	make	VERB
ajase-5698	226	19	very	very	ADV
ajase-5698	226	20	precise	precise	ADJ
ajase-5698	226	21	forecasts	forecast	NOUN
ajase-5698	226	22	regarding	regard	VERB
ajase-5698	226	23	market	market	NOUN
ajase-5698	226	24	trends	trend	NOUN
ajase-5698	226	25	,	,	PUNCT
ajase-5698	226	26	customer	customer	NOUN
ajase-5698	226	27	behaviours	behaviour	NOUN
ajase-5698	226	28	,	,	PUNCT
ajase-5698	226	29	and	and	CCONJ
ajase-5698	226	30	financial	financial	ADJ
ajase-5698	226	31	points	point	NOUN
ajase-5698	226	32	of	of	ADP
ajase-5698	226	33	calculation	calculation	NOUN
ajase-5698	226	34	(	(	PUNCT
ajase-5698	226	35	boone	boone	PROPN
ajase-5698	226	36	et	et	PROPN
ajase-5698	226	37	al	al	PROPN
ajase-5698	226	38	.	.	PROPN
ajase-5698	226	39	,	,	PUNCT
ajase-5698	226	40	2019	2019	NUM
ajase-5698	226	41	)	)	PUNCT
ajase-5698	226	42	.	.	PUNCT
ajase-5698	227	1	this	this	DET
ajase-5698	227	2	forecasting	forecasting	NOUN
ajase-5698	227	3	opportunity	opportunity	NOUN
ajase-5698	227	4	lets	let	VERB
ajase-5698	227	5	the	the	DET
ajase-5698	227	6	organizations	organization	NOUN
ajase-5698	227	7	make	make	VERB
ajase-5698	227	8	smarter	smart	ADJ
ajase-5698	227	9	investment	investment	NOUN
ajase-5698	227	10	decisions	decision	NOUN
ajase-5698	227	11	thus	thus	ADV
ajase-5698	227	12	maximizing	maximize	VERB
ajase-5698	227	13	the	the	DET
ajase-5698	227	14	returns	return	NOUN
ajase-5698	227	15	on	on	ADP
ajase-5698	227	16	investment	investment	NOUN
ajase-5698	227	17	and	and	CCONJ
ajase-5698	227	18	financial	financial	ADJ
ajase-5698	227	19	performance	performance	NOUN
ajase-5698	227	20	.	.	PUNCT
ajase-5698	228	1	potential	potential	ADJ
ajase-5698	228	2	future	future	ADJ
ajase-5698	228	3	research	research	NOUN
ajase-5698	228	4	,	,	PUNCT
ajase-5698	228	5	practice	practice	NOUN
ajase-5698	228	6	,	,	PUNCT
ajase-5698	228	7	and	and	CCONJ
ajase-5698	228	8	industry	industry	NOUN
ajase-5698	228	9	the	the	DET
ajase-5698	228	10	paper	paper	NOUN
ajase-5698	228	11	has	have	VERB
ajase-5698	228	12	some	some	DET
ajase-5698	228	13	valuable	valuable	ADJ
ajase-5698	228	14	implications	implication	NOUN
ajase-5698	228	15	of	of	ADP
ajase-5698	228	16	the	the	DET
ajase-5698	228	17	study	study	NOUN
ajase-5698	228	18	in	in	ADP
ajase-5698	228	19	terms	term	NOUN
ajase-5698	228	20	of	of	ADP
ajase-5698	228	21	future	future	ADJ
ajase-5698	228	22	work	work	NOUN
ajase-5698	228	23	and	and	CCONJ
ajase-5698	228	24	applications	application	NOUN
ajase-5698	228	25	in	in	ADP
ajase-5698	228	26	the	the	DET
ajase-5698	228	27	area	area	NOUN
ajase-5698	228	28	of	of	ADP
ajase-5698	228	29	capital	capital	NOUN
ajase-5698	228	30	allocation	allocation	NOUN
ajase-5698	228	31	and	and	CCONJ
ajase-5698	228	32	investment	investment	NOUN
ajase-5698	228	33	decision	decision	NOUN
ajase-5698	228	34	-	-	PUNCT
ajase-5698	228	35	making	making	NOUN
ajase-5698	228	36	.	.	PUNCT
ajase-5698	229	1	to	to	PART
ajase-5698	229	2	begin	begin	VERB
ajase-5698	229	3	with	with	ADP
ajase-5698	229	4	,	,	PUNCT
ajase-5698	229	5	it	it	PRON
ajase-5698	229	6	underscores	underscore	VERB
ajase-5698	229	7	the	the	DET
ajase-5698	229	8	necessity	necessity	NOUN
ajase-5698	229	9	to	to	PART
ajase-5698	229	10	research	research	VERB
ajase-5698	229	11	the	the	DET
ajase-5698	229	12	particular	particular	ADJ
ajase-5698	229	13	mechanisms	mechanism	NOUN
ajase-5698	229	14	in	in	ADP
ajase-5698	229	15	accordance	accordance	NOUN
ajase-5698	229	16	with	with	ADP
ajase-5698	229	17	which	which	PRON
ajase-5698	229	18	data	datum	NOUN
ajase-5698	229	19	analytics	analytic	NOUN
ajase-5698	229	20	tools	tool	NOUN
ajase-5698	229	21	affect	affect	VERB
ajase-5698	229	22	the	the	DET
ajase-5698	229	23	results	result	NOUN
ajase-5698	229	24	of	of	ADP
ajase-5698	229	25	capital	capital	NOUN
ajase-5698	229	26	allocation	allocation	NOUN
ajase-5698	229	27	.	.	PUNCT
ajase-5698	230	1	although	although	SCONJ
ajase-5698	230	2	this	this	DET
ajase-5698	230	3	research	research	NOUN
ajase-5698	230	4	identifies	identify	VERB
ajase-5698	230	5	that	that	SCONJ
ajase-5698	230	6	there	there	PRON
ajase-5698	230	7	is	be	VERB
ajase-5698	230	8	a	a	DET
ajase-5698	230	9	close	close	ADJ
ajase-5698	230	10	relationship	relationship	NOUN
ajase-5698	230	11	between	between	ADP
ajase-5698	230	12	performance	performance	NOUN
ajase-5698	230	13	improvement	improvement	NOUN
ajase-5698	230	14	and	and	CCONJ
ajase-5698	230	15	the	the	DET
ajase-5698	230	16	use	use	NOUN
ajase-5698	230	17	of	of	ADP
ajase-5698	230	18	advanced	advanced	ADJ
ajase-5698	230	19	analytics	analytic	NOUN
ajase-5698	230	20	,	,	PUNCT
ajase-5698	230	21	it	it	PRON
ajase-5698	230	22	requires	require	VERB
ajase-5698	230	23	more	more	ADJ
ajase-5698	230	24	research	research	NOUN
ajase-5698	230	25	to	to	PART
ajase-5698	230	26	establish	establish	VERB
ajase-5698	230	27	the	the	DET
ajase-5698	230	28	cause	cause	NOUN
ajase-5698	230	29	and	and	CCONJ
ajase-5698	230	30	effect	effect	NOUN
ajase-5698	230	31	and	and	CCONJ
ajase-5698	230	32	the	the	DET
ajase-5698	230	33	underlying	underlying	ADJ
ajase-5698	230	34	reasons	reason	NOUN
ajase-5698	230	35	as	as	ADP
ajase-5698	230	36	to	to	ADP
ajase-5698	230	37	why	why	SCONJ
ajase-5698	230	38	this	this	PRON
ajase-5698	230	39	is	be	AUX
ajase-5698	230	40	occurring	occur	VERB
ajase-5698	230	41	.	.	PUNCT
ajase-5698	231	1	practically	practically	ADV
ajase-5698	231	2	,	,	PUNCT
ajase-5698	231	3	the	the	DET
ajase-5698	231	4	results	result	NOUN
ajase-5698	231	5	have	have	AUX
ajase-5698	231	6	indicated	indicate	VERB
ajase-5698	231	7	that	that	SCONJ
ajase-5698	231	8	companies	company	NOUN
ajase-5698	231	9	need	need	VERB
ajase-5698	231	10	to	to	PART
ajase-5698	231	11	invest	invest	VERB
ajase-5698	231	12	in	in	ADP
ajase-5698	231	13	adopting	adopt	VERB
ajase-5698	231	14	and	and	CCONJ
ajase-5698	231	15	integrating	integrate	VERB
ajase-5698	231	16	the	the	DET
ajase-5698	231	17	strategies	strategy	NOUN
ajase-5698	231	18	of	of	ADP
ajase-5698	231	19	implementing	implement	VERB
ajase-5698	231	20	the	the	DET
ajase-5698	231	21	algorithms	algorithms	NOUN
ajase-5698	231	22	software	software	NOUN
ajase-5698	231	23	to	to	PART
ajase-5698	231	24	improve	improve	VERB
ajase-5698	231	25	decision	decision	NOUN
ajase-5698	231	26	-	-	PUNCT
ajase-5698	231	27	making	making	NOUN
ajase-5698	231	28	.	.	PUNCT
ajase-5698	232	1	in	in	ADP
ajase-5698	232	2	particular	particular	ADJ
ajase-5698	232	3	,	,	PUNCT
ajase-5698	232	4	the	the	DET
ajase-5698	232	5	most	most	ADJ
ajase-5698	232	6	attention	attention	NOUN
ajase-5698	232	7	should	should	AUX
ajase-5698	232	8	be	be	AUX
ajase-5698	232	9	paid	pay	VERB
ajase-5698	232	10	to	to	ADP
ajase-5698	232	11	machine	machine	NOUN
ajase-5698	232	12	learning	learning	NOUN
ajase-5698	232	13	and	and	CCONJ
ajase-5698	232	14	predictive	predictive	ADJ
ajase-5698	232	15	analytics	analytic	NOUN
ajase-5698	232	16	since	since	SCONJ
ajase-5698	232	17	these	these	DET
ajase-5698	232	18	solutions	solution	NOUN
ajase-5698	232	19	offer	offer	VERB
ajase-5698	232	20	the	the	DET
ajase-5698	232	21	highest	high	ADJ
ajase-5698	232	22	roi	roi	NOUN
ajase-5698	232	23	,	,	PUNCT
ajase-5698	232	24	market	market	NOUN
ajase-5698	232	25	share	share	NOUN
ajase-5698	232	26	,	,	PUNCT
ajase-5698	232	27	and	and	CCONJ
ajase-5698	232	28	financial	financial	ADJ
ajase-5698	232	29	development	development	NOUN
ajase-5698	232	30	potential	potential	NOUN
ajase-5698	232	31	.	.	PUNCT
ajase-5698	233	1	policy	policy	NOUN
ajase-5698	233	2	makers	maker	NOUN
ajase-5698	233	3	and	and	CCONJ
ajase-5698	233	4	business	business	NOUN
ajase-5698	233	5	leaders	leader	NOUN
ajase-5698	233	6	ought	ought	AUX
ajase-5698	233	7	to	to	PART
ajase-5698	233	8	look	look	VERB
ajase-5698	233	9	at	at	ADP
ajase-5698	233	10	how	how	SCONJ
ajase-5698	233	11	they	they	PRON
ajase-5698	233	12	can	can	AUX
ajase-5698	233	13	ease	ease	VERB
ajase-5698	233	14	access	access	NOUN
ajase-5698	233	15	to	to	ADP
ajase-5698	233	16	such	such	ADJ
ajase-5698	233	17	tools	tool	NOUN
ajase-5698	233	18	and	and	CCONJ
ajase-5698	233	19	in	in	ADP
ajase-5698	233	20	particular	particular	ADJ
ajase-5698	233	21	the	the	DET
ajase-5698	233	22	smaller	small	ADJ
ajase-5698	233	23	organization	organization	NOUN
ajase-5698	233	24	where	where	SCONJ
ajase-5698	233	25	such	such	DET
ajase-5698	233	26	a	a	DET
ajase-5698	233	27	move	move	NOUN
ajase-5698	233	28	may	may	AUX
ajase-5698	233	29	not	not	PART
ajase-5698	233	30	be	be	AUX
ajase-5698	233	31	feasible	feasible	ADJ
ajase-5698	233	32	due	due	ADP
ajase-5698	233	33	to	to	ADP
ajase-5698	233	34	the	the	DET
ajase-5698	233	35	absence	absence	NOUN
ajase-5698	233	36	of	of	ADP
ajase-5698	233	37	resources	resource	NOUN
ajase-5698	233	38	.	.	PUNCT
ajase-5698	234	1	this	this	PRON
ajase-5698	234	2	may	may	AUX
ajase-5698	234	3	entail	entail	VERB
ajase-5698	234	4	the	the	DET
ajase-5698	234	5	development	development	NOUN
ajase-5698	234	6	of	of	ADP
ajase-5698	234	7	education	education	NOUN
ajase-5698	234	8	tools	tool	NOUN
ajase-5698	234	9	to	to	PART
ajase-5698	234	10	cultivate	cultivate	VERB
ajase-5698	234	11	data	datum	NOUN
ajase-5698	234	12	literacy	literacy	NOUN
ajase-5698	234	13	,	,	PUNCT
ajase-5698	234	14	the	the	DET
ajase-5698	234	15	rewarding	rewarding	NOUN
ajase-5698	234	16	of	of	ADP
ajase-5698	234	17	the	the	DET
ajase-5698	234	18	use	use	NOUN
ajase-5698	234	19	of	of	ADP
ajase-5698	234	20	technology	technology	NOUN
ajase-5698	234	21	with	with	ADP
ajase-5698	234	22	financial	financial	ADJ
ajase-5698	234	23	incentives	incentive	NOUN
ajase-5698	234	24	,	,	PUNCT
ajase-5698	234	25	and	and	CCONJ
ajase-5698	234	26	the	the	DET
ajase-5698	234	27	collaboration	collaboration	NOUN
ajase-5698	234	28	between	between	ADP
ajase-5698	234	29	small	small	ADJ
ajase-5698	234	30	and	and	CCONJ
ajase-5698	234	31	large	large	ADJ
ajase-5698	234	32	companies	company	NOUN
ajase-5698	234	33	so	so	SCONJ
ajase-5698	234	34	that	that	SCONJ
ajase-5698	234	35	big	big	ADJ
ajase-5698	234	36	firms	firm	NOUN
ajase-5698	234	37	share	share	VERB
ajase-5698	234	38	skills	skill	NOUN
ajase-5698	234	39	and	and	CCONJ
ajase-5698	234	40	resources	resource	NOUN
ajase-5698	234	41	.	.	PUNCT
ajase-5698	235	1	industry	industry	NOUN
ajase-5698	235	2	-	-	PUNCT
ajase-5698	235	3	wise	wise	ADJ
ajase-5698	235	4	,	,	PUNCT
ajase-5698	235	5	this	this	DET
ajase-5698	235	6	paper	paper	NOUN
ajase-5698	235	7	presents	present	VERB
ajase-5698	235	8	the	the	DET
ajase-5698	235	9	significance	significance	NOUN
ajase-5698	235	10	of	of	ADP
ajase-5698	235	11	incorporating	incorporate	VERB
ajase-5698	235	12	data	data	NOUN
ajase-5698	235	13	-	-	PUNCT
ajase-5698	235	14	driven	drive	VERB
ajase-5698	235	15	decision	decision	NOUN
ajase-5698	235	16	making	make	VERB
ajase-5698	235	17	into	into	ADP
ajase-5698	235	18	the	the	DET
ajase-5698	235	19	allocation	allocation	NOUN
ajase-5698	235	20	of	of	ADP
ajase-5698	235	21	capital	capital	NOUN
ajase-5698	235	22	.	.	PUNCT
ajase-5698	236	1	the	the	DET
ajase-5698	236	2	government	government	NOUN
ajase-5698	236	3	,	,	PUNCT
ajase-5698	236	4	the	the	DET
ajase-5698	236	5	investment	investment	NOUN
ajase-5698	236	6	firms	firm	NOUN
ajase-5698	236	7	and	and	CCONJ
ajase-5698	236	8	the	the	DET
ajase-5698	236	9	financial	financial	ADJ
ajase-5698	236	10	institutions	institution	NOUN
ajase-5698	236	11	must	must	AUX
ajase-5698	236	12	utilize	utilize	VERB
ajase-5698	236	13	data	datum	NOUN
ajase-5698	236	14	analytics	analytic	NOUN
ajase-5698	236	15	to	to	PART
ajase-5698	236	16	optimize	optimize	VERB
ajase-5698	236	17	their	their	PRON
ajase-5698	236	18	investment	investment	NOUN
ajase-5698	236	19	portfolios	portfolio	NOUN
ajase-5698	236	20	,	,	PUNCT
ajase-5698	236	21	focus	focus	VERB
ajase-5698	236	22	on	on	ADP
ajase-5698	236	23	high	high	ADJ
ajase-5698	236	24	leverage	leverage	NOUN
ajase-5698	236	25	projects	project	NOUN
ajase-5698	236	26	,	,	PUNCT
ajase-5698	236	27	and	and	CCONJ
ajase-5698	236	28	reduce	reduce	VERB
ajase-5698	236	29	risks	risk	NOUN
ajase-5698	236	30	.	.	PUNCT
ajase-5698	237	1	every	every	DET
ajase-5698	237	2	economy	economy	NOUN
ajase-5698	237	3	is	be	AUX
ajase-5698	237	4	gradually	gradually	ADV
ajase-5698	237	5	turning	turn	VERB
ajase-5698	237	6	into	into	ADP
ajase-5698	237	7	a	a	DET
ajase-5698	237	8	data	data	NOUN
ajase-5698	237	9	-	-	PUNCT
ajase-5698	237	10	driven	drive	VERB
ajase-5698	237	11	economy	economy	NOUN
ajase-5698	237	12	thus	thus	ADV
ajase-5698	237	13	organizations	organization	NOUN
ajase-5698	237	14	that	that	PRON
ajase-5698	237	15	can	can	AUX
ajase-5698	237	16	not	not	PART
ajase-5698	237	17	adopt	adopt	VERB
ajase-5698	237	18	data	data	NOUN
ajase-5698	237	19	analytics	analytic	NOUN
ajase-5698	237	20	can	can	AUX
ajase-5698	237	21	be	be	AUX
ajase-5698	237	22	left	leave	VERB
ajase-5698	237	23	behind	behind	ADV
ajase-5698	237	24	by	by	ADP
ajase-5698	237	25	their	their	PRON
ajase-5698	237	26	more	more	ADV
ajase-5698	237	27	technologically	technologically	ADV
ajase-5698	237	28	advanced	advanced	ADJ
ajase-5698	237	29	rivals	rival	NOUN
ajase-5698	237	30	.	.	PUNCT
ajase-5698	238	1	limitations	limitation	NOUN
ajase-5698	238	2	this	this	DET
ajase-5698	238	3	research	research	NOUN
ajase-5698	238	4	is	be	AUX
ajase-5698	238	5	a	a	DET
ajase-5698	238	6	good	good	ADJ
ajase-5698	238	7	indication	indication	NOUN
ajase-5698	238	8	of	of	ADP
ajase-5698	238	9	a	a	DET
ajase-5698	238	10	research	research	NOUN
ajase-5698	238	11	study	study	NOUN
ajase-5698	238	12	,	,	PUNCT
ajase-5698	238	13	it	it	PRON
ajase-5698	238	14	is	be	AUX
ajase-5698	238	15	important	important	ADJ
ajase-5698	238	16	to	to	PART
ajase-5698	238	17	note	note	VERB
ajase-5698	238	18	,	,	PUNCT
ajase-5698	238	19	that	that	SCONJ
ajase-5698	238	20	there	there	PRON
ajase-5698	238	21	are	be	VERB
ajase-5698	238	22	some	some	DET
ajase-5698	238	23	drawbacks	drawback	NOUN
ajase-5698	238	24	which	which	PRON
ajase-5698	238	25	might	might	AUX
ajase-5698	238	26	have	have	AUX
ajase-5698	238	27	affected	affect	VERB
ajase-5698	238	28	the	the	DET
ajase-5698	238	29	findings	finding	NOUN
ajase-5698	238	30	.	.	PUNCT
ajase-5698	239	1	to	to	PART
ajase-5698	239	2	begin	begin	VERB
ajase-5698	239	3	with	with	ADP
ajase-5698	239	4	,	,	PUNCT
ajase-5698	239	5	organizations	organization	NOUN
ajase-5698	239	6	studied	study	VERB
ajase-5698	239	7	in	in	ADP
ajase-5698	239	8	the	the	DET
ajase-5698	239	9	u.s	u.s	PROPN
ajase-5698	239	10	.	.	PROPN
ajase-5698	239	11	were	be	AUX
ajase-5698	239	12	confined	confine	VERB
ajase-5698	239	13	to	to	ADP
ajase-5698	239	14	those	those	DET
ajase-5698	239	15	organizations	organization	NOUN
ajase-5698	239	16	based	base	VERB
ajase-5698	239	17	in	in	ADP
ajase-5698	239	18	the	the	DET
ajase-5698	239	19	united	united	PROPN
ajase-5698	239	20	states	states	PROPN
ajase-5698	239	21	and	and	CCONJ
ajase-5698	239	22	its	its	PRON
ajase-5698	239	23	findings	finding	NOUN
ajase-5698	239	24	are	be	AUX
ajase-5698	239	25	not	not	PART
ajase-5698	239	26	directly	directly	ADV
ajase-5698	239	27	transferable	transferable	ADJ
ajase-5698	239	28	to	to	ADP
ajase-5698	239	29	other	other	ADJ
ajase-5698	239	30	economies	economy	NOUN
ajase-5698	239	31	that	that	PRON
ajase-5698	239	32	have	have	VERB
ajase-5698	239	33	different	different	ADJ
ajase-5698	239	34	investment	investment	NOUN
ajase-5698	239	35	styles	style	NOUN
ajase-5698	239	36	or	or	CCONJ
ajase-5698	239	37	technology	technology	NOUN
ajase-5698	239	38	infrastructures	infrastructure	NOUN
ajase-5698	239	39	.	.	PUNCT
ajase-5698	240	1	a	a	DET
ajase-5698	240	2	deeper	deep	ADJ
ajase-5698	240	3	investigation	investigation	NOUN
ajase-5698	240	4	is	be	AUX
ajase-5698	240	5	required	require	VERB
ajase-5698	240	6	to	to	PART
ajase-5698	240	7	be	be	AUX
ajase-5698	240	8	able	able	ADJ
ajase-5698	240	9	to	to	PART
ajase-5698	240	10	discover	discover	VERB
ajase-5698	240	11	how	how	SCONJ
ajase-5698	240	12	the	the	DET
ajase-5698	240	13	findings	finding	NOUN
ajase-5698	240	14	could	could	AUX
ajase-5698	240	15	be	be	AUX
ajase-5698	240	16	applied	apply	VERB
ajase-5698	240	17	to	to	ADP
ajase-5698	240	18	different	different	ADJ
ajase-5698	240	19	areas	area	NOUN
ajase-5698	240	20	or	or	CCONJ
ajase-5698	240	21	countries	country	NOUN
ajase-5698	240	22	of	of	ADP
ajase-5698	240	23	diverse	diverse	ADJ
ajase-5698	240	24	economical	economical	ADJ
ajase-5698	240	25	status	status	NOUN
ajase-5698	240	26	.	.	PUNCT
ajase-5698	241	1	also	also	ADV
ajase-5698	241	2	,	,	PUNCT
ajase-5698	241	3	the	the	DET
ajase-5698	241	4	research	research	NOUN
ajase-5698	241	5	focused	focus	VERB
ajase-5698	241	6	on	on	ADP
ajase-5698	241	7	self	self	NOUN
ajase-5698	241	8	-	-	PUNCT
ajase-5698	241	9	reporting	reporting	NOUN
ajase-5698	241	10	of	of	ADP
ajase-5698	241	11	the	the	DET
ajase-5698	241	12	organizations	organization	NOUN
ajase-5698	241	13	,	,	PUNCT
ajase-5698	241	14	which	which	PRON
ajase-5698	241	15	could	could	AUX
ajase-5698	241	16	be	be	AUX
ajase-5698	241	17	biased	bias	VERB
ajase-5698	241	18	in	in	ADP
ajase-5698	241	19	the	the	DET
ajase-5698	241	20	inabilities	inability	NOUN
ajase-5698	241	21	to	to	PART
ajase-5698	241	22	overreport	overreport	VERB
ajase-5698	241	23	on	on	ADP
ajase-5698	241	24	the	the	DET
ajase-5698	241	25	use	use	NOUN
ajase-5698	241	26	of	of	ADP
ajase-5698	241	27	data	datum	NOUN
ajase-5698	241	28	analytics	analytic	NOUN
ajase-5698	241	29	tools	tool	NOUN
ajase-5698	241	30	.	.	PUNCT
ajase-5698	242	1	in	in	ADP
ajase-5698	242	2	future	future	ADJ
ajase-5698	242	3	studies	study	NOUN
ajase-5698	242	4	,	,	PUNCT
ajase-5698	242	5	more	more	ADJ
ajase-5698	242	6	objective	objective	ADJ
ajase-5698	242	7	measures	measure	NOUN
ajase-5698	242	8	of	of	ADP
ajase-5698	242	9	data	datum	NOUN
ajase-5698	242	10	analytics	analytic	NOUN
ajase-5698	242	11	adoption	adoption	NOUN
ajase-5698	242	12	,	,	PUNCT
ajase-5698	242	13	like	like	ADP
ajase-5698	242	14	the	the	DET
ajase-5698	242	15	analysis	analysis	NOUN
ajase-5698	242	16	of	of	ADP
ajase-5698	242	17	the	the	DET
ajase-5698	242	18	actual	actual	ADJ
ajase-5698	242	19	data	datum	NOUN
ajase-5698	242	20	about	about	ADP
ajase-5698	242	21	the	the	DET
ajase-5698	242	22	employed	employ	VERB
ajase-5698	242	23	tools	tool	NOUN
ajase-5698	242	24	in	in	ADP
ajase-5698	242	25	organizations	organization	NOUN
ajase-5698	242	26	,	,	PUNCT
ajase-5698	242	27	should	should	AUX
ajase-5698	242	28	be	be	AUX
ajase-5698	242	29	used	use	VERB
ajase-5698	242	30	.	.	PUNCT
ajase-5698	243	1	the	the	DET
ajase-5698	243	2	other	other	ADJ
ajase-5698	243	3	limitation	limitation	NOUN
ajase-5698	243	4	is	be	AUX
ajase-5698	243	5	about	about	ADP
ajase-5698	243	6	the	the	DET
ajase-5698	243	7	study	study	NOUN
ajase-5698	243	8	being	be	AUX
ajase-5698	243	9	a	a	DET
ajase-5698	243	10	cross	cross	ADJ
ajase-5698	243	11	-	-	ADJ
ajase-5698	243	12	sectional	sectional	ADJ
ajase-5698	243	13	study	study	NOUN
ajase-5698	243	14	that	that	PRON
ajase-5698	243	15	restricts	restrict	VERB
ajase-5698	243	16	the	the	DET
ajase-5698	243	17	conclusions	conclusion	NOUN
ajase-5698	243	18	that	that	PRON
ajase-5698	243	19	can	can	AUX
ajase-5698	243	20	be	be	AUX
ajase-5698	243	21	made	make	VERB
ajase-5698	243	22	on	on	ADP
ajase-5698	243	23	causality	causality	NOUN
ajase-5698	243	24	.	.	PUNCT
ajase-5698	244	1	although	although	SCONJ
ajase-5698	244	2	such	such	ADJ
ajase-5698	244	3	findings	finding	NOUN
ajase-5698	244	4	point	point	VERB
ajase-5698	244	5	to	to	ADP
ajase-5698	244	6	a	a	DET
ajase-5698	244	7	close	close	ADJ
ajase-5698	244	8	relationship	relationship	NOUN
ajase-5698	244	9	between	between	ADP
ajase-5698	244	10	the	the	DET
ajase-5698	244	11	use	use	NOUN
ajase-5698	244	12	of	of	ADP
ajase-5698	244	13	data	datum	NOUN
ajase-5698	244	14	analytics	analytic	NOUN
ajase-5698	244	15	and	and	CCONJ
ajase-5698	244	16	better	well	ADJ
ajase-5698	244	17	capital	capital	NOUN
ajase-5698	244	18	allocation	allocation	NOUN
ajase-5698	244	19	processes	process	NOUN
ajase-5698	244	20	,	,	PUNCT
ajase-5698	244	21	some	some	DET
ajase-5698	244	22	longitudinal	longitudinal	ADJ
ajase-5698	244	23	research	research	NOUN
ajase-5698	244	24	should	should	AUX
ajase-5698	244	25	be	be	AUX
ajase-5698	244	26	conducted	conduct	VERB
ajase-5698	244	27	and	and	CCONJ
ajase-5698	244	28	used	use	VERB
ajase-5698	244	29	to	to	PART
ajase-5698	244	30	evaluate	evaluate	VERB
ajase-5698	244	31	the	the	DET
ajase-5698	244	32	medium	medium	ADJ
ajase-5698	244	33	and	and	CCONJ
ajase-5698	244	34	long	long	ADJ
ajase-5698	244	35	-	-	PUNCT
ajase-5698	244	36	term	term	NOUN
ajase-5698	244	37	effects	effect	NOUN
ajase-5698	244	38	of	of	ADP
ajase-5698	244	39	capital	capital	NOUN
ajase-5698	244	40	use	use	NOUN
ajase-5698	244	41	on	on	ADP
ajase-5698	244	42	organizational	organizational	ADJ
ajase-5698	244	43	performance	performance	NOUN
ajase-5698	244	44	.	.	PUNCT
ajase-5698	245	1	conclusion	conclusion	NOUN
ajase-5698	245	2	this	this	DET
ajase-5698	245	3	paper	paper	NOUN
ajase-5698	245	4	has	have	AUX
ajase-5698	245	5	concluded	conclude	VERB
ajase-5698	245	6	that	that	SCONJ
ajase-5698	245	7	the	the	DET
ajase-5698	245	8	use	use	NOUN
ajase-5698	245	9	of	of	ADP
ajase-5698	245	10	data	datum	NOUN
ajase-5698	245	11	analytics	analytic	NOUN
ajase-5698	245	12	tools	tool	NOUN
ajase-5698	245	13	especially	especially	ADV
ajase-5698	245	14	machine	machine	NOUN
ajase-5698	245	15	learning	learning	NOUN
ajase-5698	245	16	,	,	PUNCT
ajase-5698	245	17	and	and	CCONJ
ajase-5698	245	18	predictive	predictive	ADJ
ajase-5698	245	19	analytics	analytic	NOUN
ajase-5698	245	20	,	,	PUNCT
ajase-5698	245	21	results	result	NOUN
ajase-5698	245	22	in	in	ADP
ajase-5698	245	23	substantial	substantial	ADJ
ajase-5698	245	24	gains	gain	NOUN
ajase-5698	245	25	in	in	ADP
ajase-5698	245	26	terms	term	NOUN
ajase-5698	245	27	of	of	ADP
ajase-5698	245	28	distribution	distribution	NOUN
ajase-5698	245	29	of	of	ADP
ajase-5698	245	30	capital	capital	NOUN
ajase-5698	245	31	,	,	PUNCT
ajase-5698	245	32	roi	roi	NOUN
ajase-5698	245	33	,	,	PUNCT
ajase-5698	245	34	market	market	NOUN
ajase-5698	245	35	share	share	NOUN
ajase-5698	245	36	and	and	CCONJ
ajase-5698	245	37	financial	financial	ADJ
ajase-5698	245	38	growth	growth	NOUN
ajase-5698	245	39	.	.	PUNCT
ajase-5698	246	1	comparing	compare	VERB
ajase-5698	246	2	these	these	DET
ajase-5698	246	3	findings	finding	NOUN
ajase-5698	246	4	to	to	ADP
ajase-5698	246	5	the	the	DET
ajase-5698	246	6	literature	literature	NOUN
ajase-5698	246	7	that	that	PRON
ajase-5698	246	8	may	may	AUX
ajase-5698	246	9	exist	exist	VERB
ajase-5698	246	10	,	,	PUNCT
ajase-5698	246	11	it	it	PRON
ajase-5698	246	12	is	be	AUX
ajase-5698	246	13	evident	evident	ADJ
ajase-5698	246	14	that	that	SCONJ
ajase-5698	246	15	data	data	NOUN
ajase-5698	246	16	-	-	PUNCT
ajase-5698	246	17	driven	drive	VERB
ajase-5698	246	18	decision	decision	NOUN
ajase-5698	246	19	making	make	VERB
ajase-5698	246	20	is	be	AUX
ajase-5698	246	21	emerging	emerge	VERB
ajase-5698	246	22	as	as	ADP
ajase-5698	246	23	a	a	DET
ajase-5698	246	24	key	key	ADJ
ajase-5698	246	25	ingredient	ingredient	NOUN
ajase-5698	246	26	of	of	ADP
ajase-5698	246	27	the	the	DET
ajase-5698	246	28	successful	successful	ADJ
ajase-5698	246	29	investment	investment	NOUN
ajase-5698	246	30	planning	planning	NOUN
ajase-5698	246	31	.	.	PUNCT
ajase-5698	247	1	pa	pa	PROPN
ajase-5698	247	2	ge	ge	PROPN
ajase-5698	247	3	17	17	NUM
ajase-5698	247	4	6	6	NUM
ajase-5698	247	5	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	247	6	am	am	NOUN
ajase-5698	247	7	.	.	PUNCT
ajase-5698	248	1	j.	j.	PROPN
ajase-5698	248	2	appl	appl	PROPN
ajase-5698	248	3	.	.	PROPN
ajase-5698	249	1	stat	stat	PROPN
ajase-5698	249	2	.	.	PUNCT
ajase-5698	250	1	econ	econ	PROPN
ajase-5698	250	2	.	.	PUNCT
ajase-5698	251	1	3(1	3(1	NUM
ajase-5698	251	2	)	)	PUNCT
ajase-5698	251	3	167	167	NUM
ajase-5698	251	4	-	-	SYM
ajase-5698	251	5	177	177	NUM
ajase-5698	251	6	,	,	PUNCT
ajase-5698	251	7	2024	2024	NUM
ajase-5698	251	8	these	these	DET
ajase-5698	251	9	findings	finding	NOUN
ajase-5698	251	10	are	be	AUX
ajase-5698	251	11	significant	significant	ADJ
ajase-5698	251	12	to	to	ADP
ajase-5698	251	13	the	the	DET
ajase-5698	251	14	theory	theory	NOUN
ajase-5698	251	15	and	and	CCONJ
ajase-5698	251	16	practice	practice	NOUN
ajase-5698	251	17	,	,	PUNCT
ajase-5698	251	18	raising	raise	VERB
ajase-5698	251	19	the	the	DET
ajase-5698	251	20	directions	direction	NOUN
ajase-5698	251	21	of	of	ADP
ajase-5698	251	22	the	the	DET
ajase-5698	251	23	future	future	NOUN
ajase-5698	251	24	researches	research	VERB
ajase-5698	251	25	on	on	ADP
ajase-5698	251	26	the	the	DET
ajase-5698	251	27	process	process	NOUN
ajase-5698	251	28	of	of	ADP
ajase-5698	251	29	data	datum	NOUN
ajase-5698	251	30	analytics	analytic	NOUN
ajase-5698	251	31	in	in	ADP
ajase-5698	251	32	capital	capital	NOUN
ajase-5698	251	33	allocation	allocation	NOUN
ajase-5698	251	34	,	,	PUNCT
ajase-5698	251	35	as	as	ADV
ajase-5698	251	36	well	well	ADV
ajase-5698	251	37	as	as	ADP
ajase-5698	251	38	promoting	promote	VERB
ajase-5698	251	39	organizations	organization	NOUN
ajase-5698	251	40	to	to	PART
ajase-5698	251	41	implement	implement	VERB
ajase-5698	251	42	these	these	DET
ajase-5698	251	43	tools	tool	NOUN
ajase-5698	251	44	to	to	PART
ajase-5698	251	45	improve	improve	VERB
ajase-5698	251	46	their	their	PRON
ajase-5698	251	47	economic	economic	ADJ
ajase-5698	251	48	results	result	NOUN
ajase-5698	251	49	.	.	PUNCT
ajase-5698	252	1	the	the	DET
ajase-5698	252	2	study	study	NOUN
ajase-5698	252	3	despite	despite	SCONJ
ajase-5698	252	4	some	some	DET
ajase-5698	252	5	shortcomings	shortcoming	NOUN
ajase-5698	252	6	creates	create	VERB
ajase-5698	252	7	an	an	DET
ajase-5698	252	8	opportunity	opportunity	NOUN
ajase-5698	252	9	in	in	ADP
ajase-5698	252	10	relation	relation	NOUN
ajase-5698	252	11	to	to	ADP
ajase-5698	252	12	the	the	DET
ajase-5698	252	13	u.s	u.s	PROPN
ajase-5698	252	14	.	.	PROPN
ajase-5698	252	15	economy	economy	NOUN
ajase-5698	252	16	as	as	ADP
ajase-5698	252	17	to	to	ADP
ajase-5698	252	18	how	how	SCONJ
ajase-5698	252	19	there	there	PRON
ajase-5698	252	20	can	can	AUX
ajase-5698	252	21	be	be	AUX
ajase-5698	252	22	optimization	optimization	NOUN
ajase-5698	252	23	of	of	ADP
ajase-5698	252	24	the	the	DET
ajase-5698	252	25	process	process	NOUN
ajase-5698	252	26	of	of	ADP
ajase-5698	252	27	taking	take	VERB
ajase-5698	252	28	investment	investment	NOUN
ajase-5698	252	29	decisions	decision	NOUN
ajase-5698	252	30	through	through	ADP
ajase-5698	252	31	the	the	DET
ajase-5698	252	32	concept	concept	NOUN
ajase-5698	252	33	of	of	ADP
ajase-5698	252	34	data	datum	NOUN
ajase-5698	252	35	analytics	analytic	NOUN
ajase-5698	252	36	.	.	PUNCT
ajase-5698	253	1	conclusion	conclusion	NOUN
ajase-5698	253	2	this	this	DET
ajase-5698	253	3	study	study	NOUN
ajase-5698	253	4	has	have	AUX
ajase-5698	253	5	shown	show	VERB
ajase-5698	253	6	how	how	SCONJ
ajase-5698	253	7	data	datum	NOUN
ajase-5698	253	8	analytics	analytic	NOUN
ajase-5698	253	9	has	have	AUX
ajase-5698	253	10	had	have	VERB
ajase-5698	253	11	a	a	DET
ajase-5698	253	12	major	major	ADJ
ajase-5698	253	13	effect	effect	NOUN
ajase-5698	253	14	in	in	ADP
ajase-5698	253	15	maximizing	maximize	VERB
ajase-5698	253	16	the	the	DET
ajase-5698	253	17	use	use	NOUN
ajase-5698	253	18	of	of	ADP
ajase-5698	253	19	capital	capital	NOUN
ajase-5698	253	20	and	and	CCONJ
ajase-5698	253	21	investments	investment	NOUN
ajase-5698	253	22	in	in	ADP
ajase-5698	253	23	the	the	DET
ajase-5698	253	24	american	american	ADJ
ajase-5698	253	25	economy	economy	NOUN
ajase-5698	253	26	.	.	PUNCT
ajase-5698	254	1	analyzing	analyze	VERB
ajase-5698	254	2	a	a	DET
ajase-5698	254	3	sample	sample	NOUN
ajase-5698	254	4	of	of	ADP
ajase-5698	254	5	300	300	NUM
ajase-5698	254	6	various	various	ADJ
ajase-5698	254	7	organizations	organization	NOUN
ajase-5698	254	8	,	,	PUNCT
ajase-5698	254	9	the	the	DET
ajase-5698	254	10	study	study	NOUN
ajase-5698	254	11	determined	determine	VERB
ajase-5698	254	12	that	that	SCONJ
ajase-5698	254	13	the	the	DET
ajase-5698	254	14	use	use	NOUN
ajase-5698	254	15	of	of	ADP
ajase-5698	254	16	high	high	ADJ
ajase-5698	254	17	-	-	PUNCT
ajase-5698	254	18	tech	tech	NOUN
ajase-5698	254	19	data	datum	NOUN
ajase-5698	254	20	analytics	analytic	NOUN
ajase-5698	254	21	tools	tool	NOUN
ajase-5698	254	22	and	and	CCONJ
ajase-5698	254	23	specifically	specifically	ADV
ajase-5698	254	24	machine	machine	NOUN
ajase-5698	254	25	learning	learning	NOUN
ajase-5698	254	26	and	and	CCONJ
ajase-5698	254	27	predictive	predictive	ADJ
ajase-5698	254	28	analytics	analytic	NOUN
ajase-5698	254	29	had	have	VERB
ajase-5698	254	30	a	a	DET
ajase-5698	254	31	direct	direct	ADJ
ajase-5698	254	32	correlation	correlation	NOUN
ajase-5698	254	33	with	with	ADP
ajase-5698	254	34	enhanced	enhanced	ADJ
ajase-5698	254	35	roi	roi	NOUN
ajase-5698	254	36	,	,	PUNCT
ajase-5698	254	37	market	market	NOUN
ajase-5698	254	38	share	share	NOUN
ajase-5698	254	39	improvement	improvement	NOUN
ajase-5698	254	40	,	,	PUNCT
ajase-5698	254	41	and	and	CCONJ
ajase-5698	254	42	the	the	DET
ajase-5698	254	43	entire	entire	ADJ
ajase-5698	254	44	financial	financial	ADJ
ajase-5698	254	45	performance	performance	NOUN
ajase-5698	254	46	.	.	PUNCT
ajase-5698	255	1	these	these	DET
ajase-5698	255	2	results	result	NOUN
ajase-5698	255	3	achieved	achieve	VERB
ajase-5698	255	4	the	the	DET
ajase-5698	255	5	research	research	NOUN
ajase-5698	255	6	objectives	objective	NOUN
ajase-5698	255	7	,	,	PUNCT
ajase-5698	255	8	which	which	PRON
ajase-5698	255	9	were	be	AUX
ajase-5698	255	10	demonstrating	demonstrate	VERB
ajase-5698	255	11	the	the	DET
ajase-5698	255	12	importance	importance	NOUN
ajase-5698	255	13	of	of	ADP
ajase-5698	255	14	data	data	NOUN
ajase-5698	255	15	-	-	PUNCT
ajase-5698	255	16	driven	drive	VERB
ajase-5698	255	17	decision	decision	NOUN
ajase-5698	255	18	in	in	ADP
ajase-5698	255	19	getting	get	VERB
ajase-5698	255	20	a	a	DET
ajase-5698	255	21	better	well	ADJ
ajase-5698	255	22	capital	capital	NOUN
ajase-5698	255	23	allocation	allocation	NOUN
ajase-5698	255	24	outcome	outcome	NOUN
ajase-5698	255	25	.	.	PUNCT
ajase-5698	256	1	the	the	DET
ajase-5698	256	2	scientific	scientific	ADJ
ajase-5698	256	3	contribution	contribution	NOUN
ajase-5698	256	4	that	that	PRON
ajase-5698	256	5	this	this	DET
ajase-5698	256	6	study	study	NOUN
ajase-5698	256	7	has	have	VERB
ajase-5698	256	8	is	be	AUX
ajase-5698	256	9	that	that	SCONJ
ajase-5698	256	10	it	it	PRON
ajase-5698	256	11	explores	explore	VERB
ajase-5698	256	12	the	the	DET
ajase-5698	256	13	systematic	systematic	ADJ
ajase-5698	256	14	application	application	NOUN
ajase-5698	256	15	of	of	ADP
ajase-5698	256	16	analytics	analytic	NOUN
ajase-5698	256	17	tools	tool	NOUN
ajase-5698	256	18	in	in	ADP
ajase-5698	256	19	data	datum	NOUN
ajase-5698	256	20	collection	collection	NOUN
ajase-5698	256	21	in	in	ADP
ajase-5698	256	22	the	the	DET
ajase-5698	256	23	institutions	institution	NOUN
ajase-5698	256	24	of	of	ADP
ajase-5698	256	25	both	both	CCONJ
ajase-5698	256	26	the	the	DET
ajase-5698	256	27	public	public	NOUN
ajase-5698	256	28	and	and	CCONJ
ajase-5698	256	29	the	the	DET
ajase-5698	256	30	private	private	ADJ
ajase-5698	256	31	sectors	sector	NOUN
ajase-5698	256	32	during	during	ADP
ajase-5698	256	33	capital	capital	NOUN
ajase-5698	256	34	allocation	allocation	NOUN
ajase-5698	256	35	,	,	PUNCT
ajase-5698	256	36	which	which	PRON
ajase-5698	256	37	has	have	AUX
ajase-5698	256	38	not	not	PART
ajase-5698	256	39	been	be	AUX
ajase-5698	256	40	significantly	significantly	ADV
ajase-5698	256	41	covered	cover	VERB
ajase-5698	256	42	in	in	ADP
ajase-5698	256	43	the	the	DET
ajase-5698	256	44	literature	literature	NOUN
ajase-5698	256	45	.	.	PUNCT
ajase-5698	257	1	the	the	DET
ajase-5698	257	2	findings	finding	NOUN
ajase-5698	257	3	highlight	highlight	VERB
ajase-5698	257	4	the	the	DET
ajase-5698	257	5	necessity	necessity	NOUN
ajase-5698	257	6	of	of	ADP
ajase-5698	257	7	using	use	VERB
ajase-5698	257	8	data	datum	NOUN
ajase-5698	257	9	analytics	analytic	NOUN
ajase-5698	257	10	to	to	PART
ajase-5698	257	11	enhance	enhance	VERB
ajase-5698	257	12	economic	economic	ADJ
ajase-5698	257	13	decision	decision	NOUN
ajase-5698	257	14	-	-	PUNCT
ajase-5698	257	15	making	making	NOUN
ajase-5698	257	16	,	,	PUNCT
ajase-5698	257	17	which	which	PRON
ajase-5698	257	18	can	can	AUX
ajase-5698	257	19	be	be	AUX
ajase-5698	257	20	used	use	VERB
ajase-5698	257	21	in	in	ADP
ajase-5698	257	22	practice	practice	NOUN
ajase-5698	257	23	by	by	ADP
ajase-5698	257	24	organizations	organization	NOUN
ajase-5698	257	25	and	and	CCONJ
ajase-5698	257	26	policymakers	policymaker	NOUN
ajase-5698	257	27	.	.	PUNCT
ajase-5698	258	1	moving	move	VERB
ajase-5698	258	2	forward	forward	ADV
ajase-5698	258	3	,	,	PUNCT
ajase-5698	258	4	the	the	DET
ajase-5698	258	5	impact	impact	NOUN
ajase-5698	258	6	of	of	ADP
ajase-5698	258	7	data	datum	NOUN
ajase-5698	258	8	analytics	analytic	NOUN
ajase-5698	258	9	on	on	ADP
ajase-5698	258	10	capital	capital	NOUN
ajase-5698	258	11	allocation	allocation	NOUN
ajase-5698	258	12	in	in	ADP
ajase-5698	258	13	industries	industry	NOUN
ajase-5698	258	14	that	that	PRON
ajase-5698	258	15	have	have	AUX
ajase-5698	258	16	not	not	PART
ajase-5698	258	17	embraced	embrace	VERB
ajase-5698	258	18	the	the	DET
ajase-5698	258	19	use	use	NOUN
ajase-5698	258	20	of	of	ADP
ajase-5698	258	21	data	datum	NOUN
ajase-5698	258	22	analytics	analytic	NOUN
ajase-5698	258	23	tools	tool	NOUN
ajase-5698	258	24	as	as	ADV
ajase-5698	258	25	seriously	seriously	ADV
ajase-5698	258	26	as	as	SCONJ
ajase-5698	258	27	others	other	NOUN
ajase-5698	258	28	could	could	AUX
ajase-5698	258	29	be	be	AUX
ajase-5698	258	30	done	do	VERB
ajase-5698	258	31	further	far	ADV
ajase-5698	258	32	in	in	ADP
ajase-5698	258	33	the	the	DET
ajase-5698	258	34	future	future	NOUN
ajase-5698	258	35	to	to	PART
ajase-5698	258	36	understand	understand	VERB
ajase-5698	258	37	how	how	SCONJ
ajase-5698	258	38	far	far	ADV
ajase-5698	258	39	-	-	PUNCT
ajase-5698	258	40	reaching	reach	VERB
ajase-5698	258	41	it	it	PRON
ajase-5698	258	42	might	might	AUX
ajase-5698	258	43	be	be	AUX
ajase-5698	258	44	.	.	PUNCT
ajase-5698	259	1	the	the	DET
ajase-5698	259	2	impact	impact	NOUN
ajase-5698	259	3	of	of	ADP
ajase-5698	259	4	optimization	optimization	NOUN
ajase-5698	259	5	of	of	ADP
ajase-5698	259	6	investment	investment	NOUN
ajase-5698	259	7	decisions	decision	NOUN
ajase-5698	259	8	on	on	ADP
ajase-5698	259	9	a	a	DET
ajase-5698	259	10	global	global	ADJ
ajase-5698	259	11	system	system	NOUN
ajase-5698	259	12	.	.	PUNCT
ajase-5698	260	1	references	reference	NOUN
ajase-5698	260	2	abir	abir	PROPN
ajase-5698	260	3	,	,	PUNCT
ajase-5698	260	4	s.	s.	PROPN
ajase-5698	260	5	i.	i.	PROPN
ajase-5698	260	6	,	,	PUNCT
ajase-5698	260	7	sarwer	sarwer	PROPN
ajase-5698	260	8	,	,	PUNCT
ajase-5698	260	9	m.	m.	PROPN
ajase-5698	260	10	h.	h.	PROPN
ajase-5698	260	11	,	,	PUNCT
ajase-5698	260	12	hasan	hasan	PROPN
ajase-5698	260	13	,	,	PUNCT
ajase-5698	260	14	m.	m.	NOUN
ajase-5698	260	15	,	,	PUNCT
ajase-5698	260	16	sultana	sultana	NOUN
ajase-5698	260	17	,	,	PUNCT
ajase-5698	260	18	n.	n.	NOUN
ajase-5698	260	19	,	,	PUNCT
ajase-5698	260	20	dolon	dolon	NOUN
ajase-5698	260	21	,	,	PUNCT
ajase-5698	260	22	m.	m.	PROPN
ajase-5698	260	23	s.	s.	PROPN
ajase-5698	260	24	a.	a.	PROPN
ajase-5698	260	25	,	,	PUNCT
ajase-5698	260	26	arefeen	arefeen	PROPN
ajase-5698	260	27	,	,	PUNCT
ajase-5698	260	28	s.	s.	PROPN
ajase-5698	260	29	s.	s.	PROPN
ajase-5698	260	30	,	,	PUNCT
ajase-5698	260	31	...	...	PUNCT
ajase-5698	260	32	&	&	CCONJ
ajase-5698	260	33	saha	saha	PROPN
ajase-5698	260	34	,	,	PUNCT
ajase-5698	260	35	t.	t.	PROPN
ajase-5698	260	36	r.	r.	PROPN
ajase-5698	260	37	(	(	PUNCT
ajase-5698	260	38	2024	2024	NUM
ajase-5698	260	39	)	)	PUNCT
ajase-5698	260	40	.	.	PUNCT
ajase-5698	261	1	accelerating	accelerate	VERB
ajase-5698	261	2	brics	brics	PROPN
ajase-5698	261	3	economic	economic	ADJ
ajase-5698	261	4	growth	growth	NOUN
ajase-5698	261	5	:	:	PUNCT
ajase-5698	261	6	ai	ai	VERB
ajase-5698	261	7	-	-	PUNCT
ajase-5698	261	8	driven	drive	VERB
ajase-5698	261	9	data	datum	NOUN
ajase-5698	261	10	analytics	analytic	NOUN
ajase-5698	261	11	for	for	ADP
ajase-5698	261	12	informed	informed	ADJ
ajase-5698	261	13	policy	policy	NOUN
ajase-5698	261	14	and	and	CCONJ
ajase-5698	261	15	decision	decision	NOUN
ajase-5698	261	16	making	making	NOUN
ajase-5698	261	17	.	.	PUNCT
ajase-5698	262	1	journal	journal	PROPN
ajase-5698	262	2	of	of	ADP
ajase-5698	262	3	economics	economic	NOUN
ajase-5698	262	4	,	,	PUNCT
ajase-5698	262	5	finance	finance	NOUN
ajase-5698	262	6	and	and	CCONJ
ajase-5698	262	7	accounting	accounting	NOUN
ajase-5698	262	8	studies	study	NOUN
ajase-5698	262	9	,	,	PUNCT
ajase-5698	262	10	6(6	6(6	ADJ
ajase-5698	262	11	)	)	PUNCT
ajase-5698	262	12	,	,	PUNCT
ajase-5698	262	13	102	102	NUM
ajase-5698	262	14	-	-	SYM
ajase-5698	262	15	115	115	NUM
ajase-5698	262	16	.	.	PUNCT
ajase-5698	263	1	adriaens	adriaen	NOUN
ajase-5698	263	2	,	,	PUNCT
ajase-5698	263	3	p.	p.	NOUN
ajase-5698	263	4	,	,	PUNCT
ajase-5698	263	5	tahvanainen	tahvanainen	NOUN
ajase-5698	263	6	,	,	PUNCT
ajase-5698	263	7	a.	a.	NOUN
ajase-5698	263	8	,	,	PUNCT
ajase-5698	263	9	&	&	CCONJ
ajase-5698	263	10	dixon	dixon	PROPN
ajase-5698	263	11	,	,	PUNCT
ajase-5698	263	12	m.	m.	NOUN
ajase-5698	263	13	(	(	PUNCT
ajase-5698	263	14	2021	2021	NUM
ajase-5698	263	15	)	)	PUNCT
ajase-5698	263	16	.	.	PUNCT
ajase-5698	264	1	smart	smart	ADJ
ajase-5698	264	2	infrastructure	infrastructure	NOUN
ajase-5698	264	3	finance	finance	NOUN
ajase-5698	264	4	:	:	PUNCT
ajase-5698	264	5	investment	investment	NOUN
ajase-5698	264	6	in	in	ADP
ajase-5698	264	7	data	data	NOUN
ajase-5698	264	8	-	-	PUNCT
ajase-5698	264	9	driven	drive	VERB
ajase-5698	264	10	industry	industry	NOUN
ajase-5698	264	11	ecosystems	ecosystem	NOUN
ajase-5698	264	12	.	.	PUNCT
ajase-5698	265	1	in	in	ADP
ajase-5698	265	2	green	green	ADJ
ajase-5698	265	3	and	and	CCONJ
ajase-5698	265	4	social	social	ADJ
ajase-5698	265	5	economy	economy	NOUN
ajase-5698	265	6	finance	finance	NOUN
ajase-5698	265	7	(	(	PUNCT
ajase-5698	265	8	pp	pp	ADJ
ajase-5698	265	9	.	.	PUNCT
ajase-5698	265	10	192	192	NUM
ajase-5698	265	11	-	-	SYM
ajase-5698	265	12	225	225	NUM
ajase-5698	265	13	)	)	PUNCT
ajase-5698	265	14	.	.	PUNCT
ajase-5698	266	1	crc	crc	PROPN
ajase-5698	266	2	press	press	PROPN
ajase-5698	266	3	.	.	PUNCT
ajase-5698	267	1	aro	aro	NOUN
ajase-5698	267	2	,	,	PUNCT
ajase-5698	267	3	o.	o.	PROPN
ajase-5698	267	4	e.	e.	PROPN
ajase-5698	267	5	(	(	PUNCT
ajase-5698	267	6	2024	2024	NUM
ajase-5698	267	7	)	)	PUNCT
ajase-5698	267	8	.	.	PUNCT
ajase-5698	268	1	predictive	predictive	ADJ
ajase-5698	268	2	analytics	analytic	NOUN
ajase-5698	268	3	in	in	ADP
ajase-5698	268	4	financial	financial	ADJ
ajase-5698	268	5	management	management	NOUN
ajase-5698	268	6	:	:	PUNCT
ajase-5698	268	7	enhancing	enhance	VERB
ajase-5698	268	8	decision	decision	NOUN
ajase-5698	268	9	-	-	PUNCT
ajase-5698	268	10	making	make	VERB
ajase-5698	268	11	and	and	CCONJ
ajase-5698	268	12	risk	risk	NOUN
ajase-5698	268	13	management	management	NOUN
ajase-5698	268	14	.	.	PUNCT
ajase-5698	269	1	international	international	ADJ
ajase-5698	269	2	journal	journal	PROPN
ajase-5698	269	3	of	of	ADP
ajase-5698	269	4	research	research	NOUN
ajase-5698	269	5	publication	publication	NOUN
ajase-5698	269	6	and	and	CCONJ
ajase-5698	269	7	reviews	review	NOUN
ajase-5698	269	8	,	,	PUNCT
ajase-5698	269	9	5(10	5(10	NUM
ajase-5698	269	10	)	)	PUNCT
ajase-5698	269	11	,	,	PUNCT
ajase-5698	269	12	2181	2181	NUM
ajase-5698	269	13	-	-	SYM
ajase-5698	269	14	2194	2194	NUM
ajase-5698	269	15	.	.	PUNCT
ajase-5698	270	1	awan	awan	PROPN
ajase-5698	270	2	,	,	PUNCT
ajase-5698	270	3	u.	u.	PROPN
ajase-5698	270	4	,	,	PUNCT
ajase-5698	270	5	shamim	shamim	PROPN
ajase-5698	270	6	,	,	PUNCT
ajase-5698	270	7	s.	s.	PROPN
ajase-5698	270	8	,	,	PUNCT
ajase-5698	270	9	khan	khan	PROPN
ajase-5698	270	10	,	,	PUNCT
ajase-5698	270	11	z.	z.	PROPN
ajase-5698	270	12	,	,	PUNCT
ajase-5698	270	13	zia	zia	PROPN
ajase-5698	270	14	,	,	PUNCT
ajase-5698	270	15	n.	n.	PROPN
ajase-5698	270	16	u.	u.	PROPN
ajase-5698	270	17	,	,	PUNCT
ajase-5698	270	18	shariq	shariq	NOUN
ajase-5698	270	19	,	,	PUNCT
ajase-5698	270	20	s.	s.	PROPN
ajase-5698	270	21	m.	m.	PROPN
ajase-5698	270	22	,	,	PUNCT
ajase-5698	270	23	&	&	CCONJ
ajase-5698	270	24	khan	khan	PROPN
ajase-5698	270	25	,	,	PUNCT
ajase-5698	270	26	m.	m.	NOUN
ajase-5698	270	27	n.	n.	PROPN
ajase-5698	270	28	(	(	PUNCT
ajase-5698	270	29	2021	2021	NUM
ajase-5698	270	30	)	)	PUNCT
ajase-5698	270	31	.	.	PUNCT
ajase-5698	271	1	big	big	ADJ
ajase-5698	271	2	data	datum	NOUN
ajase-5698	271	3	analytics	analytic	NOUN
ajase-5698	271	4	capability	capability	NOUN
ajase-5698	271	5	and	and	CCONJ
ajase-5698	271	6	decision	decision	NOUN
ajase-5698	271	7	-	-	PUNCT
ajase-5698	271	8	making	making	NOUN
ajase-5698	271	9	:	:	PUNCT
ajase-5698	271	10	the	the	DET
ajase-5698	271	11	role	role	NOUN
ajase-5698	271	12	of	of	ADP
ajase-5698	271	13	data	data	NOUN
ajase-5698	271	14	-	-	PUNCT
ajase-5698	271	15	driven	drive	VERB
ajase-5698	271	16	insight	insight	NOUN
ajase-5698	271	17	on	on	ADP
ajase-5698	271	18	circular	circular	ADJ
ajase-5698	271	19	economy	economy	NOUN
ajase-5698	271	20	performance	performance	NOUN
ajase-5698	271	21	.	.	PUNCT
ajase-5698	272	1	technological	technological	ADJ
ajase-5698	272	2	forecasting	forecasting	NOUN
ajase-5698	272	3	and	and	CCONJ
ajase-5698	272	4	social	social	ADJ
ajase-5698	272	5	change	change	NOUN
ajase-5698	272	6	,	,	PUNCT
ajase-5698	272	7	168	168	NUM
ajase-5698	272	8	,	,	PUNCT
ajase-5698	272	9	120766	120766	NUM
ajase-5698	272	10	.	.	PUNCT
ajase-5698	273	1	beck	beck	PROPN
ajase-5698	273	2	,	,	PUNCT
ajase-5698	273	3	r.	r.	PROPN
ajase-5698	273	4	,	,	PUNCT
ajase-5698	273	5	coppola	coppola	PROPN
ajase-5698	273	6	,	,	PUNCT
ajase-5698	273	7	a.	a.	PROPN
ajase-5698	273	8	,	,	PUNCT
ajase-5698	273	9	lewis	lewis	PROPN
ajase-5698	273	10	,	,	PUNCT
ajase-5698	273	11	a.	a.	PROPN
ajase-5698	273	12	j.	j.	PROPN
ajase-5698	273	13	,	,	PUNCT
ajase-5698	273	14	maggiori	maggiori	PROPN
ajase-5698	273	15	,	,	PUNCT
ajase-5698	273	16	m.	m.	NOUN
ajase-5698	273	17	,	,	PUNCT
ajase-5698	273	18	schmitz	schmitz	PROPN
ajase-5698	273	19	,	,	PUNCT
ajase-5698	273	20	m.	m.	NOUN
ajase-5698	273	21	,	,	PUNCT
ajase-5698	273	22	&	&	CCONJ
ajase-5698	273	23	schreger	schreger	NOUN
ajase-5698	273	24	,	,	PUNCT
ajase-5698	273	25	j.	j.	PROPN
ajase-5698	273	26	(	(	PUNCT
ajase-5698	273	27	2024	2024	NUM
ajase-5698	273	28	)	)	PUNCT
ajase-5698	273	29	.	.	PUNCT
ajase-5698	274	1	the	the	DET
ajase-5698	274	2	geography	geography	NOUN
ajase-5698	274	3	of	of	ADP
ajase-5698	274	4	capital	capital	NOUN
ajase-5698	274	5	allocation	allocation	NOUN
ajase-5698	274	6	in	in	ADP
ajase-5698	274	7	the	the	DET
ajase-5698	274	8	euro	euro	PROPN
ajase-5698	274	9	area	area	NOUN
ajase-5698	274	10	(	(	PUNCT
ajase-5698	274	11	no	no	INTJ
ajase-5698	274	12	.	.	PUNCT
ajase-5698	274	13	w32275	w32275	PROPN
ajase-5698	274	14	)	)	PUNCT
ajase-5698	274	15	.	.	PUNCT
ajase-5698	275	1	national	national	PROPN
ajase-5698	275	2	bureau	bureau	PROPN
ajase-5698	275	3	of	of	ADP
ajase-5698	275	4	economic	economic	ADJ
ajase-5698	275	5	research	research	NOUN
ajase-5698	275	6	.	.	PUNCT
ajase-5698	276	1	boone	boone	PROPN
ajase-5698	276	2	,	,	PUNCT
ajase-5698	276	3	t.	t.	PROPN
ajase-5698	276	4	,	,	PUNCT
ajase-5698	276	5	ganeshan	ganeshan	NOUN
ajase-5698	276	6	,	,	PUNCT
ajase-5698	276	7	r.	r.	PROPN
ajase-5698	276	8	,	,	PUNCT
ajase-5698	276	9	jain	jain	PROPN
ajase-5698	276	10	,	,	PUNCT
ajase-5698	276	11	a.	a.	PROPN
ajase-5698	276	12	,	,	PUNCT
ajase-5698	276	13	&	&	CCONJ
ajase-5698	276	14	sanders	sanders	PROPN
ajase-5698	276	15	,	,	PUNCT
ajase-5698	276	16	n.	n.	PROPN
ajase-5698	276	17	r.	r.	PROPN
ajase-5698	276	18	(	(	PUNCT
ajase-5698	276	19	2019	2019	NUM
ajase-5698	276	20	)	)	PUNCT
ajase-5698	276	21	.	.	PUNCT
ajase-5698	277	1	forecasting	forecast	VERB
ajase-5698	277	2	sales	sale	NOUN
ajase-5698	277	3	in	in	ADP
ajase-5698	277	4	the	the	DET
ajase-5698	277	5	supply	supply	NOUN
ajase-5698	277	6	chain	chain	NOUN
ajase-5698	277	7	:	:	PUNCT
ajase-5698	277	8	consumer	consumer	NOUN
ajase-5698	277	9	analytics	analytic	NOUN
ajase-5698	277	10	in	in	ADP
ajase-5698	277	11	the	the	DET
ajase-5698	277	12	big	big	ADJ
ajase-5698	277	13	data	data	PROPN
ajase-5698	277	14	era	era	NOUN
ajase-5698	277	15	.	.	PUNCT
ajase-5698	278	1	international	international	ADJ
ajase-5698	278	2	journal	journal	PROPN
ajase-5698	278	3	of	of	ADP
ajase-5698	278	4	forecasting	forecasting	NOUN
ajase-5698	278	5	,	,	PUNCT
ajase-5698	278	6	35(1	35(1	NUM
ajase-5698	278	7	)	)	PUNCT
ajase-5698	278	8	,	,	PUNCT
ajase-5698	278	9	170	170	NUM
ajase-5698	278	10	-	-	SYM
ajase-5698	278	11	180	180	NUM
ajase-5698	278	12	.	.	PUNCT
ajase-5698	279	1	calder	calder	PROPN
ajase-5698	279	2	,	,	PUNCT
ajase-5698	279	3	k.	k.	PROPN
ajase-5698	279	4	e.	e.	PROPN
ajase-5698	279	5	(	(	PUNCT
ajase-5698	279	6	2021	2021	NUM
ajase-5698	279	7	)	)	PUNCT
ajase-5698	279	8	.	.	PUNCT
ajase-5698	280	1	strategic	strategic	ADJ
ajase-5698	280	2	capitalism	capitalism	NOUN
ajase-5698	280	3	:	:	PUNCT
ajase-5698	280	4	private	private	ADJ
ajase-5698	280	5	business	business	NOUN
ajase-5698	280	6	and	and	CCONJ
ajase-5698	280	7	public	public	ADJ
ajase-5698	280	8	purpose	purpose	NOUN
ajase-5698	280	9	in	in	ADP
ajase-5698	280	10	japanese	japanese	ADJ
ajase-5698	280	11	industrial	industrial	ADJ
ajase-5698	280	12	finance	finance	NOUN
ajase-5698	280	13	.	.	PUNCT
ajase-5698	281	1	challoumis	challoumis	PROPN
ajase-5698	281	2	,	,	PUNCT
ajase-5698	281	3	c.	c.	PROPN
ajase-5698	281	4	(	(	PUNCT
ajase-5698	281	5	2024	2024	NUM
ajase-5698	281	6	)	)	PUNCT
ajase-5698	281	7	.	.	PUNCT
ajase-5698	282	1	how	how	SCONJ
ajase-5698	282	2	ai	ai	AUX
ajase-5698	282	3	insights	insight	NOUN
ajase-5698	282	4	are	be	AUX
ajase-5698	282	5	revolutionizing	revolutionize	VERB
ajase-5698	282	6	financial	financial	ADJ
ajase-5698	282	7	strategies	strategy	NOUN
ajase-5698	282	8	for	for	ADP
ajase-5698	282	9	enterprises	enterprise	NOUN
ajase-5698	282	10	.	.	PUNCT
ajase-5698	283	1	in	in	ADP
ajase-5698	283	2	xiv	xiv	PROPN
ajase-5698	283	3	international	international	ADJ
ajase-5698	283	4	scientific	scientific	ADJ
ajase-5698	283	5	conference	conference	NOUN
ajase-5698	283	6	(	(	PUNCT
ajase-5698	283	7	pp	pp	ADJ
ajase-5698	283	8	.	.	PUNCT
ajase-5698	283	9	108	108	NUM
ajase-5698	283	10	-	-	SYM
ajase-5698	283	11	140	140	NUM
ajase-5698	283	12	)	)	PUNCT
ajase-5698	283	13	.	.	PUNCT
ajase-5698	284	1	challoumis	challoumis	PROPN
ajase-5698	284	2	,	,	PUNCT
ajase-5698	284	3	c.	c.	PROPN
ajase-5698	284	4	(	(	PUNCT
ajase-5698	284	5	2024	2024	NUM
ajase-5698	284	6	)	)	PUNCT
ajase-5698	284	7	.	.	PUNCT
ajase-5698	285	1	influence	influence	NOUN
ajase-5698	285	2	of	of	ADP
ajase-5698	285	3	historical	historical	ADJ
ajase-5698	285	4	investments	investment	NOUN
ajase-5698	285	5	on	on	ADP
ajase-5698	285	6	present	present	ADJ
ajase-5698	285	7	economic	economic	ADJ
ajase-5698	285	8	conditions	condition	NOUN
ajase-5698	285	9	.	.	PUNCT
ajase-5698	286	1	ssrn	ssrn	PROPN
ajase-5698	286	2	electronic	electronic	ADJ
ajase-5698	286	3	journal	journal	NOUN
ajase-5698	286	4	,	,	PUNCT
ajase-5698	286	5	1	1	NUM
ajase-5698	286	6	-	-	SYM
ajase-5698	286	7	14	14	NUM
ajase-5698	286	8	.	.	PUNCT
ajase-5698	287	1	challoumis	challoumis	PROPN
ajase-5698	287	2	,	,	PUNCT
ajase-5698	287	3	c.	c.	PROPN
ajase-5698	287	4	,	,	PUNCT
ajase-5698	287	5	&	&	CCONJ
ajase-5698	287	6	eriotis	eriotis	PROPN
ajase-5698	287	7	,	,	PUNCT
ajase-5698	287	8	n.	n.	NOUN
ajase-5698	287	9	(	(	PUNCT
ajase-5698	287	10	2024	2024	NUM
ajase-5698	287	11	)	)	PUNCT
ajase-5698	287	12	.	.	PUNCT
ajase-5698	288	1	a	a	DET
ajase-5698	288	2	historical	historical	ADJ
ajase-5698	288	3	analysis	analysis	NOUN
ajase-5698	288	4	of	of	ADP
ajase-5698	288	5	the	the	DET
ajase-5698	288	6	banking	banking	NOUN
ajase-5698	288	7	system	system	NOUN
ajase-5698	288	8	and	and	CCONJ
ajase-5698	288	9	its	its	PRON
ajase-5698	288	10	impact	impact	NOUN
ajase-5698	288	11	on	on	ADP
ajase-5698	288	12	the	the	DET
ajase-5698	288	13	greek	greek	ADJ
ajase-5698	288	14	economy	economy	NOUN
ajase-5698	288	15	.	.	PUNCT
ajase-5698	289	1	edelweiss	edelweiss	PROPN
ajase-5698	289	2	applied	apply	VERB
ajase-5698	289	3	science	science	NOUN
ajase-5698	289	4	and	and	CCONJ
ajase-5698	289	5	technology	technology	NOUN
ajase-5698	289	6	,	,	PUNCT
ajase-5698	289	7	8(6	8(6	NUM
ajase-5698	289	8	)	)	PUNCT
ajase-5698	289	9	,	,	PUNCT
ajase-5698	289	10	1598	1598	NUM
ajase-5698	289	11	-	-	SYM
ajase-5698	289	12	1617	1617	NUM
ajase-5698	289	13	.	.	PUNCT
ajase-5698	290	1	erica	erica	PROPN
ajase-5698	290	2	,	,	PUNCT
ajase-5698	290	3	a.	a.	PROPN
ajase-5698	290	4	,	,	PUNCT
ajase-5698	290	5	gantari	gantari	PROPN
ajase-5698	290	6	,	,	PUNCT
ajase-5698	290	7	l.	l.	PROPN
ajase-5698	290	8	,	,	PUNCT
ajase-5698	290	9	qurotulain	qurotulain	NOUN
ajase-5698	290	10	,	,	PUNCT
ajase-5698	290	11	o.	o.	PROPN
ajase-5698	290	12	,	,	PUNCT
ajase-5698	290	13	nuche	nuche	PROPN
ajase-5698	290	14	,	,	PUNCT
ajase-5698	290	15	a.	a.	NOUN
ajase-5698	290	16	,	,	PUNCT
ajase-5698	290	17	&	&	CCONJ
ajase-5698	290	18	sy	sy	PROPN
ajase-5698	290	19	,	,	PUNCT
ajase-5698	290	20	o.	o.	PROPN
ajase-5698	290	21	(	(	PUNCT
ajase-5698	290	22	2024	2024	NUM
ajase-5698	290	23	)	)	PUNCT
ajase-5698	290	24	.	.	PUNCT
ajase-5698	291	1	optimizing	optimize	VERB
ajase-5698	291	2	decision	decision	NOUN
ajase-5698	291	3	-	-	PUNCT
ajase-5698	291	4	making	making	NOUN
ajase-5698	291	5	:	:	PUNCT
ajase-5698	291	6	data	datum	NOUN
ajase-5698	291	7	analytics	analytic	NOUN
ajase-5698	291	8	applications	application	NOUN
ajase-5698	291	9	in	in	ADP
ajase-5698	291	10	management	management	NOUN
ajase-5698	291	11	information	information	NOUN
ajase-5698	291	12	systems	system	NOUN
ajase-5698	291	13	.	.	PUNCT
ajase-5698	292	1	aptisi	aptisi	ADJ
ajase-5698	292	2	transactions	transaction	NOUN
ajase-5698	292	3	on	on	ADP
ajase-5698	292	4	management	management	NOUN
ajase-5698	292	5	,	,	PUNCT
ajase-5698	292	6	8(2	8(2	NUM
ajase-5698	292	7	)	)	PUNCT
ajase-5698	292	8	,	,	PUNCT
ajase-5698	292	9	115	115	NUM
ajase-5698	292	10	-	-	SYM
ajase-5698	292	11	122	122	NUM
ajase-5698	292	12	.	.	PUNCT
ajase-5698	293	1	fehrenbacher	fehrenbacher	NOUN
ajase-5698	293	2	,	,	PUNCT
ajase-5698	293	3	d.	d.	PROPN
ajase-5698	293	4	d.	d.	PROPN
ajase-5698	293	5	,	,	PUNCT
ajase-5698	293	6	ghio	ghio	PROPN
ajase-5698	293	7	,	,	PUNCT
ajase-5698	293	8	a.	a.	NOUN
ajase-5698	293	9	,	,	PUNCT
ajase-5698	293	10	&	&	CCONJ
ajase-5698	293	11	weisner	weisner	NOUN
ajase-5698	293	12	,	,	PUNCT
ajase-5698	293	13	m.	m.	NOUN
ajase-5698	293	14	(	(	PUNCT
ajase-5698	293	15	2023	2023	NUM
ajase-5698	293	16	)	)	PUNCT
ajase-5698	293	17	.	.	PUNCT
ajase-5698	294	1	advice	advice	NOUN
ajase-5698	294	2	utilization	utilization	NOUN
ajase-5698	294	3	from	from	ADP
ajase-5698	294	4	predictive	predictive	ADJ
ajase-5698	294	5	analytics	analytic	NOUN
ajase-5698	294	6	tools	tool	NOUN
ajase-5698	294	7	:	:	PUNCT
ajase-5698	294	8	the	the	DET
ajase-5698	294	9	trend	trend	NOUN
ajase-5698	294	10	is	be	AUX
ajase-5698	294	11	your	your	PRON
ajase-5698	294	12	friend	friend	NOUN
ajase-5698	294	13	.	.	PUNCT
ajase-5698	295	1	european	european	ADJ
ajase-5698	295	2	accounting	accounting	PROPN
ajase-5698	295	3	review	review	PROPN
ajase-5698	295	4	,	,	PUNCT
ajase-5698	295	5	32(3	32(3	NUM
ajase-5698	295	6	)	)	PUNCT
ajase-5698	295	7	,	,	PUNCT
ajase-5698	295	8	637	637	NUM
ajase-5698	295	9	-	-	SYM
ajase-5698	295	10	662	662	NUM
ajase-5698	295	11	.	.	PUNCT
ajase-5698	296	1	gade	gade	PROPN
ajase-5698	296	2	,	,	PUNCT
ajase-5698	296	3	k.	k.	PROPN
ajase-5698	296	4	r.	r.	PROPN
ajase-5698	296	5	(	(	PUNCT
ajase-5698	296	6	2021	2021	NUM
ajase-5698	296	7	)	)	PUNCT
ajase-5698	296	8	.	.	PUNCT
ajase-5698	297	1	data	data	NOUN
ajase-5698	297	2	-	-	PUNCT
ajase-5698	297	3	driven	drive	VERB
ajase-5698	297	4	decision	decision	NOUN
ajase-5698	297	5	making	make	VERB
ajase-5698	297	6	in	in	ADP
ajase-5698	297	7	a	a	DET
ajase-5698	297	8	complex	complex	ADJ
ajase-5698	297	9	world	world	NOUN
ajase-5698	297	10	.	.	PUNCT
ajase-5698	298	1	journal	journal	NOUN
ajase-5698	298	2	of	of	ADP
ajase-5698	298	3	computational	computational	ADJ
ajase-5698	298	4	innovation	innovation	NOUN
ajase-5698	298	5	,	,	PUNCT
ajase-5698	298	6	1(1	1(1	NUM
ajase-5698	298	7	)	)	PUNCT
ajase-5698	298	8	.	.	PUNCT
ajase-5698	299	1	gintalas	gintalas	PROPN
ajase-5698	299	2	,	,	PUNCT
ajase-5698	299	3	m.	m.	NOUN
ajase-5698	299	4	(	(	PUNCT
ajase-5698	299	5	2022	2022	NUM
ajase-5698	299	6	)	)	PUNCT
ajase-5698	299	7	.	.	PUNCT
ajase-5698	300	1	the	the	DET
ajase-5698	300	2	relationship	relationship	NOUN
ajase-5698	300	3	between	between	ADP
ajase-5698	300	4	stock	stock	NOUN
ajase-5698	300	5	performance	performance	NOUN
ajase-5698	300	6	and	and	CCONJ
ajase-5698	300	7	financial	financial	ADJ
ajase-5698	300	8	ratios	ratio	NOUN
ajase-5698	300	9	:	:	PUNCT
ajase-5698	300	10	an	an	DET
ajase-5698	300	11	approach	approach	NOUN
ajase-5698	300	12	based	base	VERB
ajase-5698	300	13	on	on	ADP
ajase-5698	300	14	machine	machine	NOUN
ajase-5698	300	15	learning	learning	NOUN
ajase-5698	300	16	(	(	PUNCT
ajase-5698	300	17	doctoral	doctoral	ADJ
ajase-5698	300	18	dissertation	dissertation	NOUN
ajase-5698	300	19	,	,	PUNCT
ajase-5698	300	20	vilniaus	vilniaus	NOUN
ajase-5698	300	21	universitetas	universitetas	NOUN
ajase-5698	300	22	)	)	PUNCT
ajase-5698	300	23	.	.	PUNCT
ajase-5698	301	1	goodwin	goodwin	PROPN
ajase-5698	301	2	,	,	PUNCT
ajase-5698	301	3	n.	n.	PROPN
ajase-5698	301	4	,	,	PUNCT
ajase-5698	301	5	harris	harris	PROPN
ajase-5698	301	6	,	,	PUNCT
ajase-5698	301	7	j.	j.	PROPN
ajase-5698	301	8	m.	m.	PROPN
ajase-5698	301	9	,	,	PUNCT
ajase-5698	301	10	nelson	nelson	PROPN
ajase-5698	301	11	,	,	PUNCT
ajase-5698	301	12	j.	j.	PROPN
ajase-5698	301	13	a.	a.	PROPN
ajase-5698	301	14	,	,	PUNCT
ajase-5698	301	15	rajkarnikar	rajkarnikar	NOUN
ajase-5698	301	16	,	,	PUNCT
ajase-5698	301	17	p.	p.	PROPN
ajase-5698	301	18	j.	j.	PROPN
ajase-5698	301	19	,	,	PUNCT
ajase-5698	301	20	roach	roach	PROPN
ajase-5698	301	21	,	,	PUNCT
ajase-5698	301	22	b.	b.	PROPN
ajase-5698	301	23	,	,	PUNCT
ajase-5698	301	24	&	&	CCONJ
ajase-5698	301	25	torras	torras	PROPN
ajase-5698	301	26	,	,	PUNCT
ajase-5698	301	27	m.	m.	NOUN
ajase-5698	301	28	(	(	PUNCT
ajase-5698	301	29	2022	2022	NUM
ajase-5698	301	30	)	)	PUNCT
ajase-5698	301	31	.	.	PUNCT
ajase-5698	302	1	macroeconomics	macroeconomic	NOUN
ajase-5698	302	2	in	in	ADP
ajase-5698	302	3	context	context	NOUN
ajase-5698	302	4	.	.	PUNCT
ajase-5698	303	1	routledge	routledge	PROPN
ajase-5698	303	2	.	.	PUNCT
ajase-5698	304	1	haidari	haidari	PROPN
ajase-5698	304	2	,	,	PUNCT
ajase-5698	304	3	m.	m.	NOUN
ajase-5698	304	4	n.	n.	NOUN
ajase-5698	304	5	(	(	PUNCT
ajase-5698	304	6	2023	2023	NUM
ajase-5698	304	7	)	)	PUNCT
ajase-5698	304	8	.	.	PUNCT
ajase-5698	305	1	impact	impact	NOUN
ajase-5698	305	2	of	of	ADP
ajase-5698	305	3	decision	decision	NOUN
ajase-5698	305	4	-	-	PUNCT
ajase-5698	305	5	making	making	NOUN
ajase-5698	305	6	on	on	ADP
ajase-5698	305	7	investment	investment	NOUN
ajase-5698	305	8	performance	performance	NOUN
ajase-5698	305	9	:	:	PUNCT
ajase-5698	305	10	a	a	DET
ajase-5698	305	11	comprehensive	comprehensive	ADJ
ajase-5698	305	12	analysis	analysis	NOUN
ajase-5698	305	13	.	.	PUNCT
ajase-5698	306	1	journal	journal	NOUN
ajase-5698	306	2	of	of	ADP
ajase-5698	306	3	asian	asian	PROPN
ajase-5698	306	4	development	development	NOUN
ajase-5698	306	5	studies	study	NOUN
ajase-5698	306	6	,	,	PUNCT
ajase-5698	306	7	12(4	12(4	NUM
ajase-5698	306	8	)	)	PUNCT
ajase-5698	306	9	,	,	PUNCT
ajase-5698	306	10	980	980	NUM
ajase-5698	306	11	-	-	SYM
ajase-5698	306	12	990	990	NUM
ajase-5698	306	13	.	.	PUNCT
ajase-5698	307	1	hossain	hossain	PROPN
ajase-5698	307	2	,	,	PUNCT
ajase-5698	307	3	q.	q.	PROPN
ajase-5698	307	4	,	,	PUNCT
ajase-5698	307	5	yasmin	yasmin	PROPN
ajase-5698	307	6	,	,	PUNCT
ajase-5698	307	7	f.	f.	PROPN
ajase-5698	307	8	,	,	PUNCT
ajase-5698	307	9	biswas	biswas	PROPN
ajase-5698	307	10	,	,	PUNCT
ajase-5698	307	11	t.	t.	PROPN
ajase-5698	307	12	r.	r.	PROPN
ajase-5698	307	13	,	,	PUNCT
ajase-5698	307	14	&	&	CCONJ
ajase-5698	307	15	asha	asha	PROPN
ajase-5698	307	16	,	,	PUNCT
ajase-5698	307	17	n.	n.	PROPN
ajase-5698	307	18	b.	b.	PROPN
ajase-5698	307	19	(	(	PUNCT
ajase-5698	307	20	2024	2024	NUM
ajase-5698	307	21	)	)	PUNCT
ajase-5698	307	22	.	.	PUNCT
ajase-5698	308	1	data	data	NOUN
ajase-5698	308	2	-	-	PUNCT
ajase-5698	308	3	driven	drive	VERB
ajase-5698	308	4	business	business	NOUN
ajase-5698	308	5	strategies	strategy	NOUN
ajase-5698	308	6	:	:	PUNCT
ajase-5698	308	7	a	a	DET
ajase-5698	308	8	comparative	comparative	ADJ
ajase-5698	308	9	analysis	analysis	NOUN
ajase-5698	308	10	of	of	ADP
ajase-5698	308	11	data	datum	NOUN
ajase-5698	308	12	science	science	NOUN
ajase-5698	308	13	techniques	technique	NOUN
ajase-5698	308	14	in	in	ADP
ajase-5698	308	15	decisionmaking	decisionmake	VERB
ajase-5698	308	16	.	.	PUNCT
ajase-5698	309	1	sch	sch	PROPN
ajase-5698	310	1	j	j	PROPN
ajase-5698	310	2	econ	econ	PROPN
ajase-5698	310	3	bus	bus	NOUN
ajase-5698	310	4	manag	manag	NOUN
ajase-5698	310	5	,	,	PUNCT
ajase-5698	310	6	9	9	NUM
ajase-5698	310	7	,	,	PUNCT
ajase-5698	310	8	257	257	NUM
ajase-5698	310	9	-	-	SYM
ajase-5698	310	10	263	263	NUM
ajase-5698	310	11	.	.	PUNCT
ajase-5698	311	1	ikegwu	ikegwu	ADV
ajase-5698	311	2	,	,	PUNCT
ajase-5698	311	3	a.	a.	PROPN
ajase-5698	311	4	c.	c.	PROPN
ajase-5698	311	5	,	,	PUNCT
ajase-5698	311	6	nweke	nweke	NOUN
ajase-5698	311	7	,	,	PUNCT
ajase-5698	311	8	h.	h.	PROPN
ajase-5698	311	9	f.	f.	PROPN
ajase-5698	311	10	,	,	PUNCT
ajase-5698	311	11	anikwe	anikwe	VERB
ajase-5698	311	12	,	,	PUNCT
ajase-5698	311	13	c.	c.	PROPN
ajase-5698	311	14	v.	v.	PROPN
ajase-5698	311	15	,	,	PUNCT
ajase-5698	311	16	alo	alo	PROPN
ajase-5698	311	17	,	,	PUNCT
ajase-5698	311	18	u.	u.	PROPN
ajase-5698	311	19	r.	r.	PROPN
ajase-5698	311	20	,	,	PUNCT
ajase-5698	311	21	&	&	CCONJ
ajase-5698	311	22	okonkwo	okonkwo	PROPN
ajase-5698	311	23	,	,	PUNCT
ajase-5698	311	24	o.	o.	PROPN
ajase-5698	311	25	r.	r.	PROPN
ajase-5698	311	26	(	(	PUNCT
ajase-5698	311	27	2022	2022	NUM
ajase-5698	311	28	)	)	PUNCT
ajase-5698	311	29	.	.	PUNCT
ajase-5698	312	1	big	big	ADJ
ajase-5698	312	2	data	datum	NOUN
ajase-5698	312	3	analytics	analytic	NOUN
ajase-5698	312	4	for	for	ADP
ajase-5698	312	5	data	data	NOUN
ajase-5698	312	6	-	-	PUNCT
ajase-5698	312	7	driven	drive	VERB
ajase-5698	312	8	industry	industry	NOUN
ajase-5698	312	9	:	:	PUNCT
ajase-5698	312	10	a	a	DET
ajase-5698	312	11	review	review	NOUN
ajase-5698	312	12	of	of	ADP
ajase-5698	312	13	data	datum	NOUN
ajase-5698	312	14	sources	source	NOUN
ajase-5698	312	15	,	,	PUNCT
ajase-5698	312	16	tools	tool	NOUN
ajase-5698	312	17	,	,	PUNCT
ajase-5698	312	18	challenges	challenge	NOUN
ajase-5698	312	19	,	,	PUNCT
ajase-5698	312	20	solutions	solution	NOUN
ajase-5698	312	21	,	,	PUNCT
ajase-5698	312	22	and	and	CCONJ
ajase-5698	312	23	research	research	NOUN
ajase-5698	312	24	directions	direction	NOUN
ajase-5698	312	25	.	.	PUNCT
ajase-5698	313	1	cluster	cluster	NOUN
ajase-5698	313	2	computing	computing	NOUN
ajase-5698	313	3	,	,	PUNCT
ajase-5698	313	4	25(5	25(5	NUM
ajase-5698	313	5	)	)	PUNCT
ajase-5698	313	6	,	,	PUNCT
ajase-5698	313	7	3343	3343	NUM
ajase-5698	313	8	-	-	SYM
ajase-5698	313	9	3387	3387	NUM
ajase-5698	313	10	.	.	PUNCT
ajase-5698	314	1	junaedi	junaedi	PROPN
ajase-5698	314	2	,	,	PUNCT
ajase-5698	314	3	j.	j.	PROPN
ajase-5698	314	4	(	(	PUNCT
ajase-5698	314	5	2024	2024	NUM
ajase-5698	314	6	)	)	PUNCT
ajase-5698	314	7	.	.	PUNCT
ajase-5698	315	1	understanding	understand	VERB
ajase-5698	315	2	the	the	DET
ajase-5698	315	3	role	role	NOUN
ajase-5698	315	4	of	of	ADP
ajase-5698	315	5	finance	finance	NOUN
ajase-5698	315	6	in	in	ADP
ajase-5698	315	7	sustainable	sustainable	ADJ
ajase-5698	315	8	development	development	NOUN
ajase-5698	315	9	:	:	PUNCT
ajase-5698	315	10	a	a	DET
ajase-5698	315	11	qualitative	qualitative	ADJ
ajase-5698	315	12	study	study	NOUN
ajase-5698	315	13	on	on	ADP
ajase-5698	315	14	environmental	environmental	ADJ
ajase-5698	315	15	,	,	PUNCT
ajase-5698	315	16	social	social	ADJ
ajase-5698	315	17	,	,	PUNCT
ajase-5698	315	18	and	and	CCONJ
ajase-5698	315	19	governance	governance	NOUN
ajase-5698	315	20	(	(	PUNCT
ajase-5698	315	21	esg	esg	NOUN
ajase-5698	315	22	)	)	PUNCT
ajase-5698	315	23	practices	practice	NOUN
ajase-5698	315	24	.	.	PUNCT
ajase-5698	316	1	golden	golden	ADJ
ajase-5698	316	2	ratio	ratio	NOUN
ajase-5698	316	3	of	of	ADP
ajase-5698	316	4	finance	finance	NOUN
ajase-5698	316	5	management	management	NOUN
ajase-5698	316	6	,	,	PUNCT
ajase-5698	316	7	4(2	4(2	NUM
ajase-5698	316	8	)	)	PUNCT
ajase-5698	316	9	,	,	PUNCT
ajase-5698	316	10	113	113	NUM
ajase-5698	316	11	-	-	SYM
ajase-5698	316	12	130	130	NUM
ajase-5698	316	13	.	.	PUNCT
ajase-5698	317	1	lee	lee	PROPN
ajase-5698	317	2	,	,	PUNCT
ajase-5698	317	3	j.	j.	PROPN
ajase-5698	317	4	w.	w.	PROPN
ajase-5698	317	5	(	(	PUNCT
ajase-5698	317	6	2020	2020	NUM
ajase-5698	317	7	)	)	PUNCT
ajase-5698	317	8	.	.	PUNCT
ajase-5698	318	1	big	big	ADJ
ajase-5698	318	2	data	datum	NOUN
ajase-5698	318	3	strategies	strategy	NOUN
ajase-5698	318	4	for	for	ADP
ajase-5698	318	5	government	government	NOUN
ajase-5698	318	6	,	,	PUNCT
ajase-5698	318	7	society	society	NOUN
ajase-5698	318	8	,	,	PUNCT
ajase-5698	318	9	and	and	CCONJ
ajase-5698	318	10	policy	policy	NOUN
ajase-5698	318	11	-	-	PUNCT
ajase-5698	318	12	making	making	NOUN
ajase-5698	318	13	.	.	PUNCT
ajase-5698	319	1	the	the	DET
ajase-5698	319	2	journal	journal	NOUN
ajase-5698	319	3	of	of	ADP
ajase-5698	319	4	asian	asian	ADJ
ajase-5698	319	5	finance	finance	NOUN
ajase-5698	319	6	,	,	PUNCT
ajase-5698	319	7	economics	economic	NOUN
ajase-5698	319	8	and	and	CCONJ
ajase-5698	319	9	business	business	NOUN
ajase-5698	319	10	,	,	PUNCT
ajase-5698	319	11	7(7	7(7	NUM
ajase-5698	319	12	)	)	PUNCT
ajase-5698	319	13	,	,	PUNCT
ajase-5698	319	14	475	475	NUM
ajase-5698	319	15	-	-	SYM
ajase-5698	319	16	487	487	NUM
ajase-5698	319	17	.	.	PUNCT
ajase-5698	320	1	mekonnen	mekonnen	NOUN
ajase-5698	320	2	,	,	PUNCT
ajase-5698	320	3	z.	z.	PROPN
ajase-5698	320	4	a.	a.	PROPN
ajase-5698	320	5	(	(	PUNCT
ajase-5698	320	6	2024	2024	NUM
ajase-5698	320	7	)	)	PUNCT
ajase-5698	320	8	.	.	PUNCT
ajase-5698	321	1	public	public	ADJ
ajase-5698	321	2	health	health	NOUN
ajase-5698	321	3	informatics	informatic	NOUN
ajase-5698	321	4	:	:	PUNCT
ajase-5698	321	5	an	an	DET
ajase-5698	321	6	overview	overview	NOUN
ajase-5698	321	7	.	.	PUNCT
ajase-5698	322	1	in	in	ADP
ajase-5698	322	2	public	public	ADJ
ajase-5698	322	3	health	health	NOUN
ajase-5698	322	4	informatics	informatic	NOUN
ajase-5698	322	5	:	:	PUNCT
ajase-5698	322	6	implementation	implementation	NOUN
ajase-5698	322	7	and	and	CCONJ
ajase-5698	322	8	governance	governance	NOUN
ajase-5698	322	9	in	in	ADP
ajase-5698	322	10	resource	resource	NOUN
ajase-5698	322	11	-	-	PUNCT
ajase-5698	322	12	limited	limit	VERB
ajase-5698	322	13	settings	setting	NOUN
ajase-5698	322	14	(	(	PUNCT
ajase-5698	322	15	pp	pp	ADJ
ajase-5698	322	16	.	.	PUNCT
ajase-5698	322	17	27	27	NUM
ajase-5698	322	18	-	-	SYM
ajase-5698	322	19	61	61	NUM
ajase-5698	322	20	)	)	PUNCT
ajase-5698	322	21	.	.	PUNCT
ajase-5698	323	1	pa	pa	PROPN
ajase-5698	323	2	ge	ge	PROPN
ajase-5698	323	3	17	17	NUM
ajase-5698	323	4	7	7	NUM
ajase-5698	323	5	https://journals.e-palli.com/home/index.php/ajase	https://journals.e-palli.com/home/index.php/ajase	PROPN
ajase-5698	323	6	am	am	NOUN
ajase-5698	323	7	.	.	PUNCT
ajase-5698	324	1	j.	j.	PROPN
ajase-5698	324	2	appl	appl	PROPN
ajase-5698	324	3	.	.	PROPN
ajase-5698	325	1	stat	stat	PROPN
ajase-5698	325	2	.	.	PUNCT
ajase-5698	326	1	econ	econ	PROPN
ajase-5698	326	2	.	.	PUNCT
ajase-5698	327	1	3(1	3(1	NUM
ajase-5698	327	2	)	)	PUNCT
ajase-5698	327	3	167	167	NUM
ajase-5698	327	4	-	-	SYM
ajase-5698	327	5	177	177	NUM
ajase-5698	327	6	,	,	PUNCT
ajase-5698	327	7	2024	2024	NUM
ajase-5698	327	8	novak	novak	PROPN
ajase-5698	327	9	,	,	PUNCT
ajase-5698	327	10	a.	a.	NOUN
ajase-5698	327	11	,	,	PUNCT
ajase-5698	327	12	pravdyvets	pravdyvet	NOUN
ajase-5698	327	13	,	,	PUNCT
ajase-5698	327	14	o.	o.	NOUN
ajase-5698	327	15	,	,	PUNCT
ajase-5698	327	16	chornyi	chornyi	NOUN
ajase-5698	327	17	,	,	PUNCT
ajase-5698	327	18	o.	o.	PROPN
ajase-5698	327	19	,	,	PUNCT
ajase-5698	327	20	sumbaieva	sumbaieva	PROPN
ajase-5698	327	21	,	,	PUNCT
ajase-5698	327	22	l.	l.	PROPN
ajase-5698	327	23	,	,	PUNCT
ajase-5698	327	24	akimova	akimova	PROPN
ajase-5698	327	25	,	,	PUNCT
ajase-5698	327	26	l.	l.	PROPN
ajase-5698	327	27	,	,	PUNCT
ajase-5698	327	28	&	&	CCONJ
ajase-5698	327	29	akimov	akimov	PROPN
ajase-5698	327	30	,	,	PUNCT
ajase-5698	327	31	o.	o.	PROPN
ajase-5698	327	32	(	(	PUNCT
ajase-5698	327	33	2022	2022	NUM
ajase-5698	327	34	)	)	PUNCT
ajase-5698	327	35	.	.	PUNCT
ajase-5698	328	1	financial	financial	ADJ
ajase-5698	328	2	and	and	CCONJ
ajase-5698	328	3	economic	economic	ADJ
ajase-5698	328	4	security	security	NOUN
ajase-5698	328	5	in	in	ADP
ajase-5698	328	6	the	the	DET
ajase-5698	328	7	field	field	NOUN
ajase-5698	328	8	of	of	ADP
ajase-5698	328	9	financial	financial	ADJ
ajase-5698	328	10	markets	market	NOUN
ajase-5698	328	11	at	at	ADP
ajase-5698	328	12	the	the	DET
ajase-5698	328	13	stage	stage	NOUN
ajase-5698	328	14	of	of	ADP
ajase-5698	328	15	european	european	ADJ
ajase-5698	328	16	integration	integration	NOUN
ajase-5698	328	17	.	.	PUNCT
ajase-5698	329	1	international	international	ADJ
ajase-5698	329	2	journal	journal	PROPN
ajase-5698	329	3	of	of	ADP
ajase-5698	329	4	professional	professional	PROPN
ajase-5698	329	5	business	business	PROPN
ajase-5698	329	6	review	review	PROPN
ajase-5698	329	7	,	,	PUNCT
ajase-5698	329	8	7(5	7(5	NUM
ajase-5698	329	9	)	)	PUNCT
ajase-5698	329	10	,	,	PUNCT
ajase-5698	329	11	24	24	NUM
ajase-5698	329	12	.	.	PUNCT
ajase-5698	330	1	o’neill	o’neill	X
ajase-5698	330	2	,	,	PUNCT
ajase-5698	330	3	p.	p.	NOUN
ajase-5698	330	4	(	(	PUNCT
ajase-5698	330	5	2019	2019	NUM
ajase-5698	330	6	)	)	PUNCT
ajase-5698	330	7	.	.	PUNCT
ajase-5698	331	1	the	the	DET
ajase-5698	331	2	financialisation	financialisation	NOUN
ajase-5698	331	3	of	of	ADP
ajase-5698	331	4	urban	urban	ADJ
ajase-5698	331	5	infrastructure	infrastructure	NOUN
ajase-5698	331	6	:	:	PUNCT
ajase-5698	331	7	a	a	DET
ajase-5698	331	8	framework	framework	NOUN
ajase-5698	331	9	of	of	ADP
ajase-5698	331	10	analysis	analysis	NOUN
ajase-5698	331	11	.	.	PUNCT
ajase-5698	332	1	urban	urban	ADJ
ajase-5698	332	2	studies	study	NOUN
ajase-5698	332	3	,	,	PUNCT
ajase-5698	332	4	56(7	56(7	NUM
ajase-5698	332	5	)	)	PUNCT
ajase-5698	332	6	,	,	PUNCT
ajase-5698	332	7	1304	1304	NUM
ajase-5698	332	8	-	-	SYM
ajase-5698	332	9	1325	1325	NUM
ajase-5698	332	10	.	.	PUNCT
ajase-5698	333	1	ojika	ojika	PROPN
ajase-5698	333	2	,	,	PUNCT
ajase-5698	333	3	f.	f.	PROPN
ajase-5698	333	4	u.	u.	PROPN
ajase-5698	333	5	,	,	PUNCT
ajase-5698	333	6	onaghinor	onaghinor	PROPN
ajase-5698	333	7	,	,	PUNCT
ajase-5698	333	8	o.	o.	PROPN
ajase-5698	333	9	s.	s.	PROPN
ajase-5698	333	10	a.	a.	PROPN
ajase-5698	333	11	z.	z.	PROPN
ajase-5698	333	12	e.	e.	PROPN
ajase-5698	333	13	e.	e.	PROPN
ajase-5698	333	14	,	,	PUNCT
ajase-5698	333	15	esan	esan	PROPN
ajase-5698	333	16	,	,	PUNCT
ajase-5698	333	17	o.	o.	PROPN
ajase-5698	333	18	j.	j.	PROPN
ajase-5698	333	19	,	,	PUNCT
ajase-5698	333	20	daraojimba	daraojimba	PROPN
ajase-5698	333	21	,	,	PUNCT
ajase-5698	333	22	a.	a.	NOUN
ajase-5698	333	23	i.	i.	PROPN
ajase-5698	333	24	,	,	PUNCT
ajase-5698	333	25	&	&	CCONJ
ajase-5698	333	26	ubamadu	ubamadu	PROPN
ajase-5698	333	27	,	,	PUNCT
ajase-5698	333	28	b.	b.	PROPN
ajase-5698	333	29	c.	c.	PROPN
ajase-5698	333	30	(	(	PUNCT
ajase-5698	333	31	2023	2023	NUM
ajase-5698	333	32	)	)	PUNCT
ajase-5698	333	33	.	.	PUNCT
ajase-5698	334	1	a	a	DET
ajase-5698	334	2	predictive	predictive	ADJ
ajase-5698	334	3	analytics	analytic	NOUN
ajase-5698	334	4	model	model	NOUN
ajase-5698	334	5	for	for	ADP
ajase-5698	334	6	strategic	strategic	ADJ
ajase-5698	334	7	business	business	NOUN
ajase-5698	334	8	decision	decision	NOUN
ajase-5698	334	9	-	-	PUNCT
ajase-5698	334	10	making	making	NOUN
ajase-5698	334	11	:	:	PUNCT
ajase-5698	334	12	a	a	DET
ajase-5698	334	13	framework	framework	NOUN
ajase-5698	334	14	for	for	ADP
ajase-5698	334	15	financial	financial	ADJ
ajase-5698	334	16	risk	risk	NOUN
ajase-5698	334	17	minimization	minimization	NOUN
ajase-5698	334	18	and	and	CCONJ
ajase-5698	334	19	resource	resource	NOUN
ajase-5698	334	20	optimization	optimization	NOUN
ajase-5698	334	21	.	.	PUNCT
ajase-5698	335	1	ire	ire	ADJ
ajase-5698	335	2	journals	journal	NOUN
ajase-5698	335	3	,	,	PUNCT
ajase-5698	335	4	7(2	7(2	NUM
ajase-5698	335	5	)	)	PUNCT
ajase-5698	335	6	,	,	PUNCT
ajase-5698	335	7	764	764	NUM
ajase-5698	335	8	-	-	SYM
ajase-5698	335	9	766	766	NUM
ajase-5698	335	10	.	.	PUNCT
ajase-5698	336	1	olanrewaju	olanrewaju	X
ajase-5698	336	2	,	,	PUNCT
ajase-5698	336	3	o.	o.	PROPN
ajase-5698	336	4	i.	i.	PROPN
ajase-5698	336	5	k.	k.	PROPN
ajase-5698	336	6	,	,	PUNCT
ajase-5698	336	7	daramola	daramola	PROPN
ajase-5698	336	8	,	,	PUNCT
ajase-5698	336	9	g.	g.	PROPN
ajase-5698	336	10	o.	o.	PROPN
ajase-5698	336	11	,	,	PUNCT
ajase-5698	336	12	&	&	CCONJ
ajase-5698	336	13	ekechukwu	ekechukwu	PROPN
ajase-5698	336	14	,	,	PUNCT
ajase-5698	336	15	d.	d.	PROPN
ajase-5698	336	16	e.	e.	PROPN
ajase-5698	336	17	(	(	PUNCT
ajase-5698	336	18	2024	2024	NUM
ajase-5698	336	19	)	)	PUNCT
ajase-5698	336	20	.	.	PUNCT
ajase-5698	337	1	strategic	strategic	ADJ
ajase-5698	337	2	financial	financial	ADJ
ajase-5698	337	3	decision	decision	NOUN
ajase-5698	337	4	-	-	PUNCT
ajase-5698	337	5	making	making	NOUN
ajase-5698	337	6	in	in	ADP
ajase-5698	337	7	sustainable	sustainable	ADJ
ajase-5698	337	8	energy	energy	NOUN
ajase-5698	337	9	investments	investment	NOUN
ajase-5698	337	10	:	:	PUNCT
ajase-5698	337	11	leveraging	leverage	VERB
ajase-5698	337	12	big	big	ADJ
ajase-5698	337	13	data	datum	NOUN
ajase-5698	337	14	for	for	ADP
ajase-5698	337	15	maximum	maximum	ADJ
ajase-5698	337	16	impact	impact	NOUN
ajase-5698	337	17	.	.	PUNCT
ajase-5698	338	1	world	world	PROPN
ajase-5698	338	2	journal	journal	PROPN
ajase-5698	338	3	of	of	ADP
ajase-5698	338	4	advanced	advanced	ADJ
ajase-5698	338	5	research	research	NOUN
ajase-5698	338	6	and	and	CCONJ
ajase-5698	338	7	reviews	review	NOUN
ajase-5698	338	8	,	,	PUNCT
ajase-5698	338	9	22(3	22(3	NUM
ajase-5698	338	10	)	)	PUNCT
ajase-5698	338	11	,	,	PUNCT
ajase-5698	338	12	564	564	NUM
ajase-5698	338	13	-	-	SYM
ajase-5698	338	14	573	573	NUM
ajase-5698	338	15	.	.	PUNCT
ajase-5698	339	1	olayinka	olayinka	PROPN
ajase-5698	339	2	,	,	PUNCT
ajase-5698	339	3	o.	o.	PROPN
ajase-5698	339	4	h.	h.	PROPN
ajase-5698	339	5	(	(	PUNCT
ajase-5698	339	6	2019	2019	NUM
ajase-5698	339	7	)	)	PUNCT
ajase-5698	339	8	.	.	PUNCT
ajase-5698	340	1	leveraging	leverage	VERB
ajase-5698	340	2	predictive	predictive	ADJ
ajase-5698	340	3	analytics	analytic	NOUN
ajase-5698	340	4	and	and	CCONJ
ajase-5698	340	5	machine	machine	NOUN
ajase-5698	340	6	learning	learn	VERB
ajase-5698	340	7	for	for	ADP
ajase-5698	340	8	strategic	strategic	ADJ
ajase-5698	340	9	business	business	NOUN
ajase-5698	340	10	decisionmaking	decisionmaking	NOUN
ajase-5698	340	11	and	and	CCONJ
ajase-5698	340	12	competitive	competitive	ADJ
ajase-5698	340	13	advantage	advantage	NOUN
ajase-5698	340	14	.	.	PUNCT
ajase-5698	341	1	international	international	ADJ
ajase-5698	341	2	journal	journal	PROPN
ajase-5698	341	3	of	of	ADP
ajase-5698	341	4	computer	computer	NOUN
ajase-5698	341	5	applications	application	NOUN
ajase-5698	341	6	technology	technology	NOUN
ajase-5698	341	7	and	and	CCONJ
ajase-5698	341	8	research	research	NOUN
ajase-5698	341	9	,	,	PUNCT
ajase-5698	341	10	8(12	8(12	NUM
ajase-5698	341	11	)	)	PUNCT
ajase-5698	341	12	,	,	PUNCT
ajase-5698	341	13	473	473	NUM
ajase-5698	341	14	-	-	SYM
ajase-5698	341	15	486	486	NUM
ajase-5698	341	16	.	.	PUNCT
ajase-5698	342	1	owoade	owoade	PROPN
ajase-5698	342	2	,	,	PUNCT
ajase-5698	342	3	s.	s.	PROPN
ajase-5698	342	4	j.	j.	PROPN
ajase-5698	342	5	,	,	PUNCT
ajase-5698	342	6	uzoka	uzoka	PROPN
ajase-5698	342	7	,	,	PUNCT
ajase-5698	342	8	a.	a.	NOUN
ajase-5698	342	9	,	,	PUNCT
ajase-5698	342	10	akerele	akerele	PROPN
ajase-5698	342	11	,	,	PUNCT
ajase-5698	342	12	j.	j.	PROPN
ajase-5698	342	13	i.	i.	PROPN
ajase-5698	342	14	,	,	PUNCT
ajase-5698	342	15	&	&	CCONJ
ajase-5698	342	16	ojukwu	ojukwu	PROPN
ajase-5698	342	17	,	,	PUNCT
ajase-5698	342	18	p.	p.	NOUN
ajase-5698	342	19	u.	u.	PROPN
ajase-5698	342	20	(	(	PUNCT
ajase-5698	342	21	2024	2024	NUM
ajase-5698	342	22	)	)	PUNCT
ajase-5698	342	23	.	.	PUNCT
ajase-5698	343	1	enhancing	enhance	VERB
ajase-5698	343	2	financial	financial	ADJ
ajase-5698	343	3	portfolio	portfolio	NOUN
ajase-5698	343	4	management	management	NOUN
ajase-5698	343	5	with	with	ADP
ajase-5698	343	6	predictive	predictive	ADJ
ajase-5698	343	7	analytics	analytic	NOUN
ajase-5698	343	8	and	and	CCONJ
ajase-5698	343	9	scalable	scalable	ADJ
ajase-5698	343	10	data	datum	NOUN
ajase-5698	343	11	modeling	model	VERB
ajase-5698	343	12	techniques	technique	NOUN
ajase-5698	343	13	.	.	PUNCT
ajase-5698	344	1	international	international	ADJ
ajase-5698	344	2	journal	journal	NOUN
ajase-5698	344	3	of	of	ADP
ajase-5698	344	4	applied	apply	VERB
ajase-5698	344	5	research	research	NOUN
ajase-5698	344	6	in	in	ADP
ajase-5698	344	7	social	social	ADJ
ajase-5698	344	8	sciences	science	NOUN
ajase-5698	344	9	,	,	PUNCT
ajase-5698	344	10	6(11	6(11	NUM
ajase-5698	344	11	)	)	PUNCT
ajase-5698	344	12	,	,	PUNCT
ajase-5698	344	13	2678	2678	NUM
ajase-5698	344	14	-	-	SYM
ajase-5698	344	15	2690	2690	NUM
ajase-5698	344	16	.	.	PUNCT
ajase-5698	345	1	pandya	pandya	PROPN
ajase-5698	345	2	,	,	PUNCT
ajase-5698	345	3	j.	j.	PROPN
ajase-5698	345	4	b.	b.	PROPN
ajase-5698	345	5	(	(	PUNCT
ajase-5698	345	6	2024	2024	NUM
ajase-5698	345	7	)	)	PUNCT
ajase-5698	345	8	.	.	PUNCT
ajase-5698	346	1	deep	deep	ADJ
ajase-5698	346	2	learning	learn	VERB
ajase-5698	346	3	approach	approach	NOUN
ajase-5698	346	4	for	for	ADP
ajase-5698	346	5	stock	stock	NOUN
ajase-5698	346	6	market	market	NOUN
ajase-5698	346	7	trend	trend	NOUN
ajase-5698	346	8	prediction	prediction	NOUN
ajase-5698	346	9	and	and	CCONJ
ajase-5698	346	10	pattern	pattern	NOUN
ajase-5698	346	11	finding	finding	NOUN
ajase-5698	346	12	(	(	PUNCT
ajase-5698	346	13	phd	phd	NOUN
ajase-5698	346	14	thesis	thesis	NOUN
ajase-5698	346	15	)	)	PUNCT
ajase-5698	346	16	.	.	PUNCT
ajase-5698	347	1	rahaman	rahaman	NOUN
ajase-5698	347	2	,	,	PUNCT
ajase-5698	347	3	m.	m.	NOUN
ajase-5698	347	4	a.	a.	NOUN
ajase-5698	347	5	,	,	PUNCT
ajase-5698	347	6	rozony	rozony	NOUN
ajase-5698	347	7	,	,	PUNCT
ajase-5698	347	8	f.	f.	PROPN
ajase-5698	347	9	z.	z.	PROPN
ajase-5698	347	10	,	,	PUNCT
ajase-5698	347	11	mazumder	mazumder	PROPN
ajase-5698	347	12	,	,	PUNCT
ajase-5698	347	13	m.	m.	NOUN
ajase-5698	347	14	s.	s.	PROPN
ajase-5698	347	15	a.	a.	PROPN
ajase-5698	347	16	,	,	PUNCT
ajase-5698	347	17	haque	haque	PROPN
ajase-5698	347	18	,	,	PUNCT
ajase-5698	347	19	m.	m.	NOUN
ajase-5698	347	20	n.	n.	PROPN
ajase-5698	347	21	,	,	PUNCT
ajase-5698	347	22	&	&	CCONJ
ajase-5698	347	23	rauf	rauf	PROPN
ajase-5698	347	24	,	,	PUNCT
ajase-5698	347	25	m.	m.	NOUN
ajase-5698	347	26	a.	a.	NOUN
ajase-5698	347	27	(	(	PUNCT
ajase-5698	347	28	2024	2024	NUM
ajase-5698	347	29	)	)	PUNCT
ajase-5698	347	30	.	.	PUNCT
ajase-5698	348	1	big	big	ADJ
ajase-5698	348	2	datadriven	datadriven	ADJ
ajase-5698	348	3	decision	decision	NOUN
ajase-5698	348	4	making	making	NOUN
ajase-5698	348	5	in	in	ADP
ajase-5698	348	6	project	project	NOUN
ajase-5698	348	7	management	management	NOUN
ajase-5698	348	8	:	:	PUNCT
ajase-5698	348	9	a	a	DET
ajase-5698	348	10	comparative	comparative	ADJ
ajase-5698	348	11	analysis	analysis	NOUN
ajase-5698	348	12	.	.	PUNCT
ajase-5698	349	1	academic	academic	ADJ
ajase-5698	349	2	journal	journal	NOUN
ajase-5698	349	3	on	on	ADP
ajase-5698	349	4	science	science	NOUN
ajase-5698	349	5	,	,	PUNCT
ajase-5698	349	6	technology	technology	NOUN
ajase-5698	349	7	,	,	PUNCT
ajase-5698	349	8	engineering	engineering	NOUN
ajase-5698	349	9	&	&	CCONJ
ajase-5698	349	10	mathematics	mathematics	PROPN
ajase-5698	349	11	education	education	NOUN
ajase-5698	349	12	,	,	PUNCT
ajase-5698	349	13	4(03	4(03	NUM
ajase-5698	349	14	)	)	PUNCT
ajase-5698	349	15	,	,	PUNCT
ajase-5698	349	16	44	44	NUM
ajase-5698	349	17	-	-	SYM
ajase-5698	349	18	62	62	NUM
ajase-5698	349	19	.	.	PUNCT
ajase-5698	350	1	ramya	ramya	PROPN
ajase-5698	350	2	,	,	PUNCT
ajase-5698	350	3	j.	j.	PROPN
ajase-5698	350	4	,	,	PUNCT
ajase-5698	350	5	yerraguravagari	yerraguravagari	PROPN
ajase-5698	350	6	,	,	PUNCT
ajase-5698	350	7	s.	s.	PROPN
ajase-5698	350	8	s.	s.	PROPN
ajase-5698	350	9	,	,	PUNCT
ajase-5698	350	10	gaikwad	gaikwad	NOUN
ajase-5698	350	11	,	,	PUNCT
ajase-5698	350	12	s.	s.	PROPN
ajase-5698	350	13	,	,	PUNCT
ajase-5698	350	14	&	&	CCONJ
ajase-5698	350	15	gupta	gupta	PROPN
ajase-5698	350	16	,	,	PUNCT
ajase-5698	350	17	r.	r.	PROPN
ajase-5698	350	18	k.	k.	PROPN
ajase-5698	350	19	(	(	PUNCT
ajase-5698	350	20	2024	2024	NUM
ajase-5698	350	21	)	)	PUNCT
ajase-5698	350	22	.	.	PUNCT
ajase-5698	351	1	ai	ai	AUX
ajase-5698	351	2	and	and	CCONJ
ajase-5698	351	3	machine	machine	NOUN
ajase-5698	351	4	learning	learning	NOUN
ajase-5698	351	5	in	in	ADP
ajase-5698	351	6	predictive	predictive	ADJ
ajase-5698	351	7	analytics	analytic	NOUN
ajase-5698	351	8	:	:	PUNCT
ajase-5698	351	9	revolutionizing	revolutionize	VERB
ajase-5698	351	10	business	business	NOUN
ajase-5698	351	11	strategies	strategy	NOUN
ajase-5698	351	12	through	through	ADP
ajase-5698	351	13	big	big	ADJ
ajase-5698	351	14	data	datum	NOUN
ajase-5698	351	15	insights	insight	NOUN
ajase-5698	351	16	.	.	PUNCT
ajase-5698	352	1	library	library	NOUN
ajase-5698	352	2	of	of	ADP
ajase-5698	352	3	progress	progress	NOUN
ajase-5698	352	4	-	-	PUNCT
ajase-5698	352	5	library	library	NOUN
ajase-5698	352	6	science	science	NOUN
ajase-5698	352	7	,	,	PUNCT
ajase-5698	352	8	information	information	NOUN
ajase-5698	352	9	technology	technology	NOUN
ajase-5698	352	10	&	&	CCONJ
ajase-5698	352	11	computer	computer	PROPN
ajase-5698	352	12	,	,	PUNCT
ajase-5698	352	13	44(3	44(3	NUM
ajase-5698	352	14	)	)	PUNCT
ajase-5698	352	15	.	.	PUNCT
ajase-5698	353	1	ren	ren	PROPN
ajase-5698	353	2	,	,	PUNCT
ajase-5698	353	3	s.	s.	PROPN
ajase-5698	353	4	(	(	PUNCT
ajase-5698	353	5	2022	2022	NUM
ajase-5698	353	6	)	)	PUNCT
ajase-5698	353	7	.	.	PUNCT
ajase-5698	354	1	optimization	optimization	NOUN
ajase-5698	354	2	of	of	ADP
ajase-5698	354	3	enterprise	enterprise	NOUN
ajase-5698	354	4	financial	financial	ADJ
ajase-5698	354	5	management	management	NOUN
ajase-5698	354	6	and	and	CCONJ
ajase-5698	354	7	decision	decision	NOUN
ajase-5698	354	8	-	-	PUNCT
ajase-5698	354	9	making	make	VERB
ajase-5698	354	10	systems	system	NOUN
ajase-5698	354	11	based	base	VERB
ajase-5698	354	12	on	on	ADP
ajase-5698	354	13	big	big	ADJ
ajase-5698	354	14	data	datum	NOUN
ajase-5698	354	15	.	.	PUNCT
ajase-5698	355	1	journal	journal	PROPN
ajase-5698	355	2	of	of	ADP
ajase-5698	355	3	mathematics	mathematic	NOUN
ajase-5698	355	4	,	,	PUNCT
ajase-5698	355	5	2022(1	2022(1	NUM
ajase-5698	355	6	)	)	PUNCT
ajase-5698	355	7	,	,	PUNCT
ajase-5698	355	8	1708506	1708506	NUM
ajase-5698	355	9	.	.	PUNCT
ajase-5698	356	1	rouf	rouf	NOUN
ajase-5698	356	2	,	,	PUNCT
ajase-5698	356	3	n.	n.	PROPN
ajase-5698	356	4	,	,	PUNCT
ajase-5698	356	5	malik	malik	PROPN
ajase-5698	356	6	,	,	PUNCT
ajase-5698	356	7	m.	m.	PROPN
ajase-5698	356	8	b.	b.	PROPN
ajase-5698	356	9	,	,	PUNCT
ajase-5698	356	10	arif	arif	PROPN
ajase-5698	356	11	,	,	PUNCT
ajase-5698	356	12	t.	t.	PROPN
ajase-5698	356	13	,	,	PUNCT
ajase-5698	356	14	sharma	sharma	PROPN
ajase-5698	356	15	,	,	PUNCT
ajase-5698	356	16	s.	s.	PROPN
ajase-5698	356	17	,	,	PUNCT
ajase-5698	356	18	singh	singh	PROPN
ajase-5698	356	19	,	,	PUNCT
ajase-5698	356	20	s.	s.	PROPN
ajase-5698	356	21	,	,	PUNCT
ajase-5698	356	22	aich	aich	PROPN
ajase-5698	356	23	,	,	PUNCT
ajase-5698	356	24	s.	s.	PROPN
ajase-5698	356	25	,	,	PUNCT
ajase-5698	356	26	&	&	CCONJ
ajase-5698	356	27	kim	kim	PROPN
ajase-5698	356	28	,	,	PUNCT
ajase-5698	356	29	h.	h.	PROPN
ajase-5698	356	30	c.	c.	PROPN
ajase-5698	356	31	(	(	PUNCT
ajase-5698	356	32	2021	2021	NUM
ajase-5698	356	33	)	)	PUNCT
ajase-5698	356	34	.	.	PUNCT
ajase-5698	357	1	stock	stock	NOUN
ajase-5698	357	2	market	market	NOUN
ajase-5698	357	3	prediction	prediction	NOUN
ajase-5698	357	4	using	use	VERB
ajase-5698	357	5	machine	machine	NOUN
ajase-5698	357	6	learning	learn	VERB
ajase-5698	357	7	techniques	technique	NOUN
ajase-5698	357	8	:	:	PUNCT
ajase-5698	357	9	a	a	DET
ajase-5698	357	10	decade	decade	NOUN
ajase-5698	357	11	survey	survey	NOUN
ajase-5698	357	12	on	on	ADP
ajase-5698	357	13	methodologies	methodology	NOUN
ajase-5698	357	14	,	,	PUNCT
ajase-5698	357	15	recent	recent	ADJ
ajase-5698	357	16	developments	development	NOUN
ajase-5698	357	17	,	,	PUNCT
ajase-5698	357	18	and	and	CCONJ
ajase-5698	357	19	future	future	ADJ
ajase-5698	357	20	directions	direction	NOUN
ajase-5698	357	21	.	.	PUNCT
ajase-5698	358	1	electronics	electronic	NOUN
ajase-5698	358	2	,	,	PUNCT
ajase-5698	358	3	10(21	10(21	NUM
ajase-5698	358	4	)	)	PUNCT
ajase-5698	358	5	,	,	PUNCT
ajase-5698	358	6	2717	2717	NUM
ajase-5698	358	7	.	.	PUNCT
ajase-5698	359	1	sarker	sarker	PROPN
ajase-5698	359	2	,	,	PUNCT
ajase-5698	359	3	i.	i.	PROPN
ajase-5698	359	4	h.	h.	PROPN
ajase-5698	359	5	(	(	PUNCT
ajase-5698	359	6	2021	2021	NUM
ajase-5698	359	7	)	)	PUNCT
ajase-5698	359	8	.	.	PUNCT
ajase-5698	360	1	data	datum	NOUN
ajase-5698	360	2	science	science	NOUN
ajase-5698	360	3	and	and	CCONJ
ajase-5698	360	4	analytics	analytic	NOUN
ajase-5698	360	5	:	:	PUNCT
ajase-5698	360	6	an	an	DET
ajase-5698	360	7	overview	overview	NOUN
ajase-5698	360	8	from	from	ADP
ajase-5698	360	9	data	data	NOUN
ajase-5698	360	10	-	-	PUNCT
ajase-5698	360	11	driven	drive	VERB
ajase-5698	360	12	smart	smart	ADJ
ajase-5698	360	13	computing	computing	NOUN
ajase-5698	360	14	,	,	PUNCT
ajase-5698	360	15	decision	decision	NOUN
ajase-5698	360	16	-	-	PUNCT
ajase-5698	360	17	making	making	NOUN
ajase-5698	360	18	,	,	PUNCT
ajase-5698	360	19	and	and	CCONJ
ajase-5698	360	20	applications	application	NOUN
ajase-5698	360	21	perspective	perspective	NOUN
ajase-5698	360	22	.	.	PUNCT
ajase-5698	361	1	sn	sn	PROPN
ajase-5698	361	2	computer	computer	NOUN
ajase-5698	361	3	science	science	NOUN
ajase-5698	361	4	,	,	PUNCT
ajase-5698	361	5	2(5	2(5	NUM
ajase-5698	361	6	)	)	PUNCT
ajase-5698	361	7	,	,	PUNCT
ajase-5698	361	8	377	377	NUM
ajase-5698	361	9	.	.	PUNCT
ajase-5698	362	1	sarkutė	sarkutė	PROPN
ajase-5698	362	2	,	,	PUNCT
ajase-5698	362	3	l.	l.	PROPN
ajase-5698	362	4	,	,	PUNCT
ajase-5698	362	5	sina	sina	PROPN
ajase-5698	362	6	,	,	PUNCT
ajase-5698	362	7	d.	d.	PROPN
ajase-5698	362	8	,	,	PUNCT
ajase-5698	362	9	bello	bello	PROPN
ajase-5698	362	10	,	,	PUNCT
ajase-5698	362	11	k.	k.	PROPN
ajase-5698	362	12	,	,	PUNCT
ajase-5698	362	13	&	&	CCONJ
ajase-5698	362	14	vercuni	vercuni	PROPN
ajase-5698	362	15	,	,	PUNCT
ajase-5698	362	16	a.	a.	NOUN
ajase-5698	362	17	(	(	PUNCT
ajase-5698	362	18	2024	2024	NUM
ajase-5698	362	19	)	)	PUNCT
ajase-5698	362	20	.	.	PUNCT
ajase-5698	363	1	strategic	strategic	ADJ
ajase-5698	363	2	management	management	NOUN
ajase-5698	363	3	decisions	decision	NOUN
ajase-5698	363	4	in	in	ADP
ajase-5698	363	5	the	the	DET
ajase-5698	363	6	context	context	NOUN
ajase-5698	363	7	of	of	ADP
ajase-5698	363	8	foreign	foreign	ADJ
ajase-5698	363	9	direct	direct	ADJ
ajase-5698	363	10	investment	investment	NOUN
ajase-5698	363	11	:	:	PUNCT
ajase-5698	363	12	the	the	DET
ajase-5698	363	13	role	role	NOUN
ajase-5698	363	14	of	of	ADP
ajase-5698	363	15	institutions	institution	NOUN
ajase-5698	363	16	and	and	CCONJ
ajase-5698	363	17	economic	economic	ADJ
ajase-5698	363	18	determinants	determinant	NOUN
ajase-5698	363	19	.	.	PUNCT
ajase-5698	364	1	sustainable	sustainable	ADJ
ajase-5698	364	2	regional	regional	ADJ
ajase-5698	364	3	development	development	NOUN
ajase-5698	364	4	scientific	scientific	ADJ
ajase-5698	364	5	journal	journal	NOUN
ajase-5698	364	6	,	,	PUNCT
ajase-5698	364	7	1(1	1(1	NUM
ajase-5698	364	8	)	)	PUNCT
ajase-5698	364	9	,	,	PUNCT
ajase-5698	364	10	40	40	NUM
ajase-5698	364	11	-	-	SYM
ajase-5698	364	12	54	54	NUM
ajase-5698	364	13	.	.	PUNCT
ajase-5698	365	1	sharma	sharma	PROPN
ajase-5698	365	2	,	,	PUNCT
ajase-5698	365	3	r.	r.	PROPN
ajase-5698	365	4	,	,	PUNCT
ajase-5698	365	5	&	&	CCONJ
ajase-5698	365	6	mehta	mehta	PROPN
ajase-5698	365	7	,	,	PUNCT
ajase-5698	365	8	k.	k.	PROPN
ajase-5698	365	9	(	(	PUNCT
ajase-5698	365	10	2024	2024	NUM
ajase-5698	365	11	)	)	PUNCT
ajase-5698	365	12	.	.	PUNCT
ajase-5698	366	1	stock	stock	NOUN
ajase-5698	366	2	market	market	NOUN
ajase-5698	366	3	predictions	prediction	NOUN
ajase-5698	366	4	using	use	VERB
ajase-5698	366	5	deep	deep	ADJ
ajase-5698	366	6	learning	learning	NOUN
ajase-5698	366	7	:	:	PUNCT
ajase-5698	367	1	developments	development	NOUN
ajase-5698	367	2	and	and	CCONJ
ajase-5698	367	3	future	future	ADJ
ajase-5698	367	4	research	research	NOUN
ajase-5698	367	5	directions	direction	NOUN
ajase-5698	367	6	.	.	PUNCT
ajase-5698	368	1	in	in	ADP
ajase-5698	368	2	deep	deep	ADJ
ajase-5698	368	3	learning	learning	NOUN
ajase-5698	368	4	tools	tool	NOUN
ajase-5698	368	5	for	for	ADP
ajase-5698	368	6	predicting	predict	VERB
ajase-5698	368	7	stock	stock	NOUN
ajase-5698	368	8	market	market	NOUN
ajase-5698	368	9	movements	movement	NOUN
ajase-5698	368	10	(	(	PUNCT
ajase-5698	368	11	pp	pp	ADJ
ajase-5698	368	12	.	.	PUNCT
ajase-5698	368	13	89	89	NUM
ajase-5698	368	14	-	-	SYM
ajase-5698	368	15	121	121	NUM
ajase-5698	368	16	)	)	PUNCT
ajase-5698	368	17	.	.	PUNCT
ajase-5698	369	1	tallat	tallat	NOUN
ajase-5698	369	2	,	,	PUNCT
ajase-5698	369	3	r.	r.	PROPN
ajase-5698	369	4	,	,	PUNCT
ajase-5698	369	5	hawbani	hawbani	PROPN
ajase-5698	369	6	,	,	PUNCT
ajase-5698	369	7	a.	a.	PROPN
ajase-5698	369	8	,	,	PUNCT
ajase-5698	369	9	wang	wang	PROPN
ajase-5698	369	10	,	,	PUNCT
ajase-5698	369	11	x.	x.	PROPN
ajase-5698	369	12	,	,	PUNCT
ajase-5698	369	13	al	al	PROPN
ajase-5698	369	14	-	-	PUNCT
ajase-5698	369	15	dubai	dubai	PROPN
ajase-5698	369	16	,	,	PUNCT
ajase-5698	369	17	a.	a.	NOUN
ajase-5698	369	18	,	,	PUNCT
ajase-5698	369	19	zhao	zhao	PROPN
ajase-5698	369	20	,	,	PUNCT
ajase-5698	369	21	l.	l.	PROPN
ajase-5698	369	22	,	,	PUNCT
ajase-5698	369	23	liu	liu	PROPN
ajase-5698	369	24	,	,	PUNCT
ajase-5698	369	25	z.	z.	PROPN
ajase-5698	369	26	,	,	PUNCT
ajase-5698	369	27	...	...	PUNCT
ajase-5698	369	28	&	&	CCONJ
ajase-5698	369	29	alsamhi	alsamhi	PROPN
ajase-5698	369	30	,	,	PUNCT
ajase-5698	369	31	s.	s.	PROPN
ajase-5698	369	32	h.	h.	PROPN
ajase-5698	369	33	(	(	PUNCT
ajase-5698	369	34	2023	2023	NUM
ajase-5698	369	35	)	)	PUNCT
ajase-5698	369	36	.	.	PUNCT
ajase-5698	370	1	navigating	navigate	VERB
ajase-5698	370	2	industry	industry	NOUN
ajase-5698	370	3	5.0	5.0	NUM
ajase-5698	370	4	:	:	PUNCT
ajase-5698	370	5	a	a	DET
ajase-5698	370	6	survey	survey	NOUN
ajase-5698	370	7	of	of	ADP
ajase-5698	370	8	key	key	ADJ
ajase-5698	370	9	enabling	enabling	ADJ
ajase-5698	370	10	technologies	technology	NOUN
ajase-5698	370	11	,	,	PUNCT
ajase-5698	370	12	trends	trend	NOUN
ajase-5698	370	13	,	,	PUNCT
ajase-5698	370	14	challenges	challenge	NOUN
ajase-5698	370	15	,	,	PUNCT
ajase-5698	370	16	and	and	CCONJ
ajase-5698	370	17	opportunities	opportunity	NOUN
ajase-5698	370	18	.	.	PUNCT
ajase-5698	371	1	ieee	ieee	NOUN
ajase-5698	371	2	communications	communication	NOUN
ajase-5698	371	3	surveys	survey	NOUN
ajase-5698	371	4	&	&	CCONJ
ajase-5698	371	5	tutorials	tutorial	NOUN
ajase-5698	371	6	,	,	PUNCT
ajase-5698	371	7	26(2	26(2	NUM
ajase-5698	371	8	)	)	PUNCT
ajase-5698	371	9	,	,	PUNCT
ajase-5698	371	10	1080	1080	NUM
ajase-5698	371	11	-	-	SYM
ajase-5698	371	12	1126	1126	NUM
ajase-5698	371	13	.	.	PUNCT
ajase-5698	372	1	tan	tan	PROPN
ajase-5698	372	2	,	,	PUNCT
ajase-5698	372	3	t.	t.	NOUN
ajase-5698	372	4	m.	m.	NOUN
ajase-5698	372	5	,	,	PUNCT
ajase-5698	372	6	&	&	CCONJ
ajase-5698	372	7	saraniemi	saraniemi	PROPN
ajase-5698	372	8	,	,	PUNCT
ajase-5698	372	9	s.	s.	PROPN
ajase-5698	372	10	(	(	PUNCT
ajase-5698	372	11	2023	2023	NUM
ajase-5698	372	12	)	)	PUNCT
ajase-5698	372	13	.	.	PUNCT
ajase-5698	373	1	trust	trust	NOUN
ajase-5698	373	2	in	in	ADP
ajase-5698	373	3	blockchainenabled	blockchainenabled	ADJ
ajase-5698	373	4	exchanges	exchange	NOUN
ajase-5698	373	5	:	:	PUNCT
ajase-5698	373	6	future	future	ADJ
ajase-5698	373	7	directions	direction	NOUN
ajase-5698	373	8	in	in	ADP
ajase-5698	373	9	blockchain	blockchain	PROPN
ajase-5698	373	10	marketing	marketing	PROPN
ajase-5698	373	11	.	.	PUNCT
ajase-5698	374	1	journal	journal	NOUN
ajase-5698	374	2	of	of	ADP
ajase-5698	374	3	the	the	DET
ajase-5698	374	4	academy	academy	NOUN
ajase-5698	374	5	of	of	ADP
ajase-5698	374	6	marketing	marketing	NOUN
ajase-5698	374	7	science	science	NOUN
ajase-5698	374	8	,	,	PUNCT
ajase-5698	374	9	51(4	51(4	NUM
ajase-5698	374	10	)	)	PUNCT
ajase-5698	374	11	,	,	PUNCT
ajase-5698	374	12	914	914	NUM
ajase-5698	374	13	-	-	SYM
ajase-5698	374	14	939	939	NUM
ajase-5698	374	15	.	.	PUNCT
ajase-5698	375	1	trunk	trunk	NOUN
ajase-5698	375	2	,	,	PUNCT
ajase-5698	375	3	a.	a.	NOUN
ajase-5698	375	4	,	,	PUNCT
ajase-5698	375	5	birkel	birkel	NOUN
ajase-5698	375	6	,	,	PUNCT
ajase-5698	375	7	h.	h.	PROPN
ajase-5698	375	8	,	,	PUNCT
ajase-5698	375	9	&	&	CCONJ
ajase-5698	375	10	hartmann	hartmann	PROPN
ajase-5698	375	11	,	,	PUNCT
ajase-5698	375	12	e.	e.	PROPN
ajase-5698	375	13	(	(	PUNCT
ajase-5698	375	14	2020	2020	NUM
ajase-5698	375	15	)	)	PUNCT
ajase-5698	375	16	.	.	PUNCT
ajase-5698	376	1	on	on	ADP
ajase-5698	376	2	the	the	DET
ajase-5698	376	3	current	current	ADJ
ajase-5698	376	4	state	state	NOUN
ajase-5698	376	5	of	of	ADP
ajase-5698	376	6	combining	combine	VERB
ajase-5698	376	7	human	human	ADJ
ajase-5698	376	8	and	and	CCONJ
ajase-5698	376	9	artificial	artificial	ADJ
ajase-5698	376	10	intelligence	intelligence	NOUN
ajase-5698	376	11	for	for	ADP
ajase-5698	376	12	strategic	strategic	ADJ
ajase-5698	376	13	organizational	organizational	ADJ
ajase-5698	376	14	decision	decision	NOUN
ajase-5698	376	15	making	making	NOUN
ajase-5698	376	16	.	.	PUNCT
ajase-5698	377	1	business	business	NOUN
ajase-5698	377	2	research	research	PROPN
ajase-5698	377	3	,	,	PUNCT
ajase-5698	377	4	13(3	13(3	NUM
ajase-5698	377	5	)	)	PUNCT
ajase-5698	377	6	,	,	PUNCT
ajase-5698	377	7	875	875	NUM
ajase-5698	377	8	-	-	SYM
ajase-5698	377	9	919	919	NUM
ajase-5698	377	10	.	.	PUNCT
ajase-5698	378	1	udo	udo	PROPN
ajase-5698	378	2	,	,	PUNCT
ajase-5698	378	3	w.	w.	PROPN
ajase-5698	378	4	s.	s.	PROPN
ajase-5698	378	5	,	,	PUNCT
ajase-5698	378	6	ochuba	ochuba	ADV
ajase-5698	378	7	,	,	PUNCT
ajase-5698	378	8	n.	n.	PROPN
ajase-5698	378	9	a.	a.	PROPN
ajase-5698	378	10	,	,	PUNCT
ajase-5698	378	11	akinrinola	akinrinola	PROPN
ajase-5698	378	12	,	,	PUNCT
ajase-5698	378	13	o.	o.	PROPN
ajase-5698	378	14	,	,	PUNCT
ajase-5698	378	15	&	&	CCONJ
ajase-5698	378	16	ololade	ololade	PROPN
ajase-5698	378	17	,	,	PUNCT
ajase-5698	378	18	y.	y.	PROPN
ajase-5698	378	19	j.	j.	PROPN
ajase-5698	378	20	(	(	PUNCT
ajase-5698	378	21	2024	2024	NUM
ajase-5698	378	22	)	)	PUNCT
ajase-5698	378	23	.	.	PUNCT
ajase-5698	379	1	theoretical	theoretical	ADJ
ajase-5698	379	2	approaches	approach	NOUN
ajase-5698	379	3	to	to	ADP
ajase-5698	379	4	data	datum	NOUN
ajase-5698	379	5	analytics	analytic	NOUN
ajase-5698	379	6	and	and	CCONJ
ajase-5698	379	7	decision	decision	NOUN
ajase-5698	379	8	-	-	PUNCT
ajase-5698	379	9	making	making	NOUN
ajase-5698	379	10	in	in	ADP
ajase-5698	379	11	finance	finance	NOUN
ajase-5698	379	12	:	:	PUNCT
ajase-5698	379	13	insights	insight	NOUN
ajase-5698	379	14	from	from	ADP
ajase-5698	379	15	africa	africa	PROPN
ajase-5698	379	16	and	and	CCONJ
ajase-5698	379	17	the	the	DET
ajase-5698	379	18	united	united	PROPN
ajase-5698	379	19	states	states	PROPN
ajase-5698	379	20	.	.	PUNCT
ajase-5698	380	1	gsc	gsc	PROPN
ajase-5698	380	2	advanced	advanced	ADJ
ajase-5698	380	3	research	research	NOUN
ajase-5698	380	4	and	and	CCONJ
ajase-5698	380	5	reviews	review	NOUN
ajase-5698	380	6	,	,	PUNCT
ajase-5698	380	7	18(3	18(3	NUM
ajase-5698	380	8	)	)	PUNCT
ajase-5698	380	9	,	,	PUNCT
ajase-5698	380	10	343	343	NUM
ajase-5698	380	11	-	-	SYM
ajase-5698	380	12	349	349	NUM
ajase-5698	380	13	.	.	PUNCT
ajase-5698	381	1	weber	weber	PROPN
ajase-5698	381	2	,	,	PUNCT
ajase-5698	381	3	f.	f.	PROPN
ajase-5698	381	4	(	(	PUNCT
ajase-5698	381	5	2023	2023	NUM
ajase-5698	381	6	)	)	PUNCT
ajase-5698	381	7	.	.	PUNCT
ajase-5698	382	1	business	business	NOUN
ajase-5698	382	2	analytics	analytic	NOUN
ajase-5698	382	3	and	and	CCONJ
ajase-5698	382	4	intelligence	intelligence	NOUN
ajase-5698	382	5	.	.	PUNCT
ajase-5698	383	1	in	in	ADP
ajase-5698	383	2	artificial	artificial	ADJ
ajase-5698	383	3	intelligence	intelligence	NOUN
ajase-5698	383	4	for	for	ADP
ajase-5698	383	5	business	business	NOUN
ajase-5698	383	6	analytics	analytic	NOUN
ajase-5698	383	7	:	:	PUNCT
ajase-5698	383	8	algorithms	algorithm	NOUN
ajase-5698	383	9	,	,	PUNCT
ajase-5698	383	10	platforms	platform	NOUN
ajase-5698	383	11	and	and	CCONJ
ajase-5698	383	12	application	application	NOUN
ajase-5698	383	13	scenarios	scenario	NOUN
ajase-5698	383	14	(	(	PUNCT
ajase-5698	383	15	pp	pp	ADJ
ajase-5698	383	16	.	.	PUNCT
ajase-5698	383	17	1	1	NUM
ajase-5698	383	18	-	-	SYM
ajase-5698	383	19	32	32	NUM
ajase-5698	383	20	)	)	PUNCT
ajase-5698	383	21	.	.	PUNCT
ajase-5698	384	1	wiesbaden	wiesbaden	PROPN
ajase-5698	384	2	:	:	PUNCT
ajase-5698	384	3	springer	springer	NOUN
ajase-5698	384	4	fachmedien	fachmedien	PROPN
ajase-5698	384	5	wiesbaden	wiesbaden	PROPN
ajase-5698	384	6	.	.	PUNCT
ajase-5698	385	1	wilenius	wilenius	PROPN
ajase-5698	385	2	,	,	PUNCT
ajase-5698	385	3	i.	i.	PROPN
ajase-5698	385	4	(	(	PUNCT
ajase-5698	385	5	2024	2024	NUM
ajase-5698	385	6	)	)	PUNCT
ajase-5698	385	7	.	.	PUNCT
ajase-5698	386	1	utilization	utilization	NOUN
ajase-5698	386	2	of	of	ADP
ajase-5698	386	3	artificial	artificial	ADJ
ajase-5698	386	4	intelligence	intelligence	NOUN
ajase-5698	386	5	in	in	ADP
ajase-5698	386	6	investment	investment	NOUN
ajase-5698	386	7	decisions	decision	NOUN
ajase-5698	386	8	under	under	ADP
ajase-5698	386	9	market	market	NOUN
ajase-5698	386	10	volatility	volatility	NOUN
ajase-5698	386	11	:	:	PUNCT
ajase-5698	386	12	manager	manager	NOUN
ajase-5698	386	13	vs.	vs.	ADP
ajase-5698	386	14	machine	machine	NOUN
ajase-5698	386	15	.	.	PUNCT
ajase-5698	387	1	wirawan	wirawan	PROPN
ajase-5698	387	2	,	,	PUNCT
ajase-5698	387	3	p.	p.	NOUN
ajase-5698	387	4	(	(	PUNCT
ajase-5698	387	5	2023	2023	NUM
ajase-5698	387	6	)	)	PUNCT
ajase-5698	387	7	.	.	PUNCT
ajase-5698	388	1	leveraging	leverage	VERB
ajase-5698	388	2	predictive	predictive	ADJ
ajase-5698	388	3	analytics	analytic	NOUN
ajase-5698	388	4	in	in	ADP
ajase-5698	388	5	financing	finance	VERB
ajase-5698	388	6	decision	decision	NOUN
ajase-5698	388	7	-	-	PUNCT
ajase-5698	388	8	making	making	NOUN
ajase-5698	388	9	for	for	ADP
ajase-5698	388	10	comparative	comparative	ADJ
ajase-5698	388	11	analysis	analysis	NOUN
ajase-5698	388	12	and	and	CCONJ
ajase-5698	388	13	optimization	optimization	NOUN
ajase-5698	388	14	.	.	PUNCT
ajase-5698	389	1	advances	advance	NOUN
ajase-5698	389	2	in	in	ADP
ajase-5698	389	3	management	management	NOUN
ajase-5698	389	4	&	&	CCONJ
ajase-5698	389	5	financial	financial	ADJ
ajase-5698	389	6	reporting	reporting	NOUN
ajase-5698	389	7	,	,	PUNCT
ajase-5698	389	8	1(3	1(3	NUM
ajase-5698	389	9	)	)	PUNCT
ajase-5698	389	10	,	,	PUNCT
ajase-5698	389	11	157	157	NUM
ajase-5698	389	12	-	-	SYM
ajase-5698	389	13	169	169	NUM
ajase-5698	389	14	.	.	PUNCT
ajase-5698	390	1	zhu	zhu	PROPN
ajase-5698	390	2	,	,	PUNCT
ajase-5698	390	3	x.	x.	PROPN
ajase-5698	390	4	,	,	PUNCT
ajase-5698	390	5	&	&	CCONJ
ajase-5698	390	6	yang	yang	PROPN
ajase-5698	390	7	,	,	PUNCT
ajase-5698	390	8	y.	y.	PROPN
ajase-5698	390	9	(	(	PUNCT
ajase-5698	390	10	2021	2021	NUM
ajase-5698	390	11	)	)	PUNCT
ajase-5698	390	12	.	.	PUNCT
ajase-5698	391	1	big	big	ADJ
ajase-5698	391	2	data	datum	NOUN
ajase-5698	391	3	analytics	analytic	NOUN
ajase-5698	391	4	for	for	ADP
ajase-5698	391	5	improving	improve	VERB
ajase-5698	391	6	financial	financial	ADJ
ajase-5698	391	7	performance	performance	NOUN
ajase-5698	391	8	and	and	CCONJ
ajase-5698	391	9	sustainability	sustainability	NOUN
ajase-5698	391	10	.	.	PUNCT
ajase-5698	392	1	journal	journal	PROPN
ajase-5698	392	2	of	of	ADP
ajase-5698	392	3	systems	system	NOUN
ajase-5698	392	4	science	science	NOUN
ajase-5698	392	5	and	and	CCONJ
ajase-5698	392	6	information	information	NOUN
ajase-5698	392	7	,	,	PUNCT
ajase-5698	392	8	9(2	9(2	NUM
ajase-5698	392	9	)	)	PUNCT
ajase-5698	392	10	,	,	PUNCT
ajase-5698	392	11	175	175	NUM
ajase-5698	392	12	-	-	SYM
ajase-5698	392	13	191	191	NUM
ajase-5698	392	14	.	.	PUNCT
ajase-5698	393	1	zouo	zouo	PROPN
ajase-5698	393	2	,	,	PUNCT
ajase-5698	393	3	s.	s.	PROPN
ajase-5698	393	4	j.	j.	PROPN
ajase-5698	393	5	c.	c.	PROPN
ajase-5698	393	6	,	,	PUNCT
ajase-5698	393	7	&	&	CCONJ
ajase-5698	393	8	olamijuwon	olamijuwon	PROPN
ajase-5698	393	9	,	,	PUNCT
ajase-5698	393	10	j.	j.	PROPN
ajase-5698	393	11	(	(	PUNCT
ajase-5698	393	12	2024	2024	NUM
ajase-5698	393	13	)	)	PUNCT
ajase-5698	393	14	.	.	PUNCT
ajase-5698	394	1	financial	financial	ADJ
ajase-5698	394	2	data	datum	NOUN
ajase-5698	394	3	analytics	analytic	NOUN
ajase-5698	394	4	in	in	ADP
ajase-5698	394	5	healthcare	healthcare	PROPN
ajase-5698	394	6	:	:	PUNCT
ajase-5698	394	7	a	a	DET
ajase-5698	394	8	review	review	NOUN
ajase-5698	394	9	of	of	ADP
ajase-5698	394	10	approaches	approach	NOUN
ajase-5698	394	11	to	to	PART
ajase-5698	394	12	improve	improve	VERB
ajase-5698	394	13	efficiency	efficiency	NOUN
ajase-5698	394	14	and	and	CCONJ
ajase-5698	394	15	reduce	reduce	VERB
ajase-5698	394	16	costs	cost	NOUN
ajase-5698	394	17	.	.	PUNCT
ajase-5698	395	1	open	open	ADJ
ajase-5698	395	2	access	access	NOUN
ajase-5698	395	3	research	research	NOUN
ajase-5698	395	4	journal	journal	NOUN
ajase-5698	395	5	of	of	ADP
ajase-5698	395	6	science	science	NOUN
ajase-5698	395	7	and	and	CCONJ
ajase-5698	395	8	technology	technology	NOUN
ajase-5698	395	9	,	,	PUNCT
ajase-5698	395	10	12(2	12(2	NUM
ajase-5698	395	11	)	)	PUNCT
ajase-5698	395	12	,	,	PUNCT
ajase-5698	395	13	10	10	NUM
ajase-5698	395	14	-	-	SYM
ajase-5698	395	15	19	19	NUM