id	sid	tid	token	lemma	pos
ajfti-2489	1	1	pa	pa	PROPN
ajfti-2489	1	2	ge	ge	PROPN
ajfti-2489	1	3	1	1	NUM
ajfti-2489	1	4	pa	pa	PROPN
ajfti-2489	1	5	ge	ge	PROPN
ajfti-2489	1	6	15	15	NUM
ajfti-2489	1	7	american	american	PROPN
ajfti-2489	1	8	journal	journal	PROPN
ajfti-2489	1	9	of	of	ADP
ajfti-2489	1	10	financial	financial	ADJ
ajfti-2489	1	11	technology	technology	NOUN
ajfti-2489	1	12	and	and	CCONJ
ajfti-2489	1	13	innovation	innovation	NOUN
ajfti-2489	1	14	(	(	PUNCT
ajfti-2489	1	15	ajfti	ajfti	NOUN
ajfti-2489	1	16	)	)	PUNCT
ajfti-2489	1	17	integrating	integrate	VERB
ajfti-2489	1	18	financial	financial	ADJ
ajfti-2489	1	19	and	and	CCONJ
ajfti-2489	1	20	textual	textual	ADJ
ajfti-2489	1	21	indicators	indicator	NOUN
ajfti-2489	1	22	for	for	ADP
ajfti-2489	1	23	enhanced	enhanced	ADJ
ajfti-2489	1	24	financial	financial	ADJ
ajfti-2489	1	25	risk	risk	NOUN
ajfti-2489	1	26	prediction	prediction	NOUN
ajfti-2489	1	27	:	:	PUNCT
ajfti-2489	1	28	a	a	DET
ajfti-2489	1	29	deep	deep	ADJ
ajfti-2489	1	30	learning	learning	NOUN
ajfti-2489	1	31	approach	approach	NOUN
ajfti-2489	1	32	huang	huang	PROPN
ajfti-2489	1	33	hui1	hui1	PROPN
ajfti-2489	1	34	*	*	PROPN
ajfti-2489	1	35	,	,	PUNCT
ajfti-2489	1	36	lim	lim	PROPN
ajfti-2489	1	37	thien	thien	PROPN
ajfti-2489	1	38	sang2	sang2	PROPN
ajfti-2489	1	39	volume	volume	NOUN
ajfti-2489	1	40	2	2	NUM
ajfti-2489	1	41	issue	issue	NOUN
ajfti-2489	1	42	1	1	NUM
ajfti-2489	1	43	,	,	PUNCT
ajfti-2489	1	44	year	year	NOUN
ajfti-2489	1	45	2024	2024	NUM
ajfti-2489	1	46	doi	doi	NOUN
ajfti-2489	1	47	:	:	PUNCT
ajfti-2489	1	48	https://doi.org/10.54536/ajfti.v2i1.2489	https://doi.org/10.54536/ajfti.v2i1.2489	PROPN
ajfti-2489	1	49	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	1	50	article	article	NOUN
ajfti-2489	1	51	information	information	NOUN
ajfti-2489	1	52	abstract	abstract	ADV
ajfti-2489	1	53	received	receive	VERB
ajfti-2489	1	54	:	:	PUNCT
ajfti-2489	1	55	februaer	februaer	NOUN
ajfti-2489	1	56	02	02	NUM
ajfti-2489	1	57	,	,	PUNCT
ajfti-2489	1	58	2024	2024	NUM
ajfti-2489	1	59	accepted	accept	VERB
ajfti-2489	1	60	:	:	PUNCT
ajfti-2489	1	61	march	march	PROPN
ajfti-2489	1	62	10	10	NUM
ajfti-2489	1	63	,	,	PUNCT
ajfti-2489	1	64	2024	2024	NUM
ajfti-2489	1	65	published	publish	VERB
ajfti-2489	1	66	:	:	PUNCT
ajfti-2489	1	67	march	march	PROPN
ajfti-2489	1	68	12	12	NUM
ajfti-2489	1	69	,	,	PUNCT
ajfti-2489	1	70	2024	2024	NUM
ajfti-2489	1	71	the	the	DET
ajfti-2489	1	72	study	study	NOUN
ajfti-2489	1	73	evaluates	evaluate	VERB
ajfti-2489	1	74	the	the	DET
ajfti-2489	1	75	effectiveness	effectiveness	NOUN
ajfti-2489	1	76	of	of	ADP
ajfti-2489	1	77	financial	financial	ADJ
ajfti-2489	1	78	indicators	indicator	NOUN
ajfti-2489	1	79	in	in	ADP
ajfti-2489	1	80	financial	financial	ADJ
ajfti-2489	1	81	risk	risk	NOUN
ajfti-2489	1	82	prediction	prediction	NOUN
ajfti-2489	1	83	and	and	CCONJ
ajfti-2489	1	84	develops	develop	VERB
ajfti-2489	1	85	a	a	DET
ajfti-2489	1	86	framework	framework	NOUN
ajfti-2489	1	87	using	use	VERB
ajfti-2489	1	88	financial	financial	ADJ
ajfti-2489	1	89	and	and	CCONJ
ajfti-2489	1	90	textual	textual	ADJ
ajfti-2489	1	91	data	datum	NOUN
ajfti-2489	1	92	.	.	PUNCT
ajfti-2489	2	1	it	it	PRON
ajfti-2489	2	2	emphasises	emphasise	VERB
ajfti-2489	2	3	the	the	DET
ajfti-2489	2	4	importance	importance	NOUN
ajfti-2489	2	5	of	of	ADP
ajfti-2489	2	6	both	both	DET
ajfti-2489	2	7	data	datum	NOUN
ajfti-2489	2	8	types	type	NOUN
ajfti-2489	2	9	in	in	ADP
ajfti-2489	2	10	risk	risk	NOUN
ajfti-2489	2	11	assessment	assessment	NOUN
ajfti-2489	2	12	and	and	CCONJ
ajfti-2489	2	13	prioritises	prioritise	VERB
ajfti-2489	2	14	liquidity	liquidity	NOUN
ajfti-2489	2	15	and	and	CCONJ
ajfti-2489	2	16	industry	industry	NOUN
ajfti-2489	2	17	specific	specific	ADJ
ajfti-2489	2	18	metrics	metric	NOUN
ajfti-2489	2	19	.	.	PUNCT
ajfti-2489	3	1	the	the	DET
ajfti-2489	3	2	analysis	analysis	NOUN
ajfti-2489	3	3	of	of	ADP
ajfti-2489	3	4	the	the	DET
ajfti-2489	3	5	existing	exist	VERB
ajfti-2489	3	6	literature	literature	NOUN
ajfti-2489	3	7	affirmed	affirm	VERB
ajfti-2489	3	8	the	the	DET
ajfti-2489	3	9	significance	significance	NOUN
ajfti-2489	3	10	of	of	ADP
ajfti-2489	3	11	both	both	DET
ajfti-2489	3	12	data	datum	NOUN
ajfti-2489	3	13	types	type	NOUN
ajfti-2489	3	14	in	in	ADP
ajfti-2489	3	15	risk	risk	NOUN
ajfti-2489	3	16	assessment	assessment	NOUN
ajfti-2489	3	17	.	.	PUNCT
ajfti-2489	4	1	the	the	DET
ajfti-2489	4	2	findings	finding	NOUN
ajfti-2489	4	3	of	of	ADP
ajfti-2489	4	4	the	the	DET
ajfti-2489	4	5	study	study	NOUN
ajfti-2489	4	6	revealed	reveal	VERB
ajfti-2489	4	7	a	a	DET
ajfti-2489	4	8	strong	strong	ADJ
ajfti-2489	4	9	correlation	correlation	NOUN
ajfti-2489	4	10	between	between	ADP
ajfti-2489	4	11	financial	financial	ADJ
ajfti-2489	4	12	and	and	CCONJ
ajfti-2489	4	13	textual	textual	ADJ
ajfti-2489	4	14	indicators	indicator	NOUN
ajfti-2489	4	15	.	.	PUNCT
ajfti-2489	5	1	the	the	DET
ajfti-2489	5	2	selection	selection	NOUN
ajfti-2489	5	3	of	of	ADP
ajfti-2489	5	4	deep	deep	ADJ
ajfti-2489	5	5	learning	learning	NOUN
ajfti-2489	5	6	was	be	AUX
ajfti-2489	5	7	based	base	VERB
ajfti-2489	5	8	on	on	ADP
ajfti-2489	5	9	its	its	PRON
ajfti-2489	5	10	adeptness	adeptness	NOUN
ajfti-2489	5	11	in	in	ADP
ajfti-2489	5	12	handling	handle	VERB
ajfti-2489	5	13	diverse	diverse	ADJ
ajfti-2489	5	14	unstructured	unstructured	ADJ
ajfti-2489	5	15	data	datum	NOUN
ajfti-2489	5	16	,	,	PUNCT
ajfti-2489	5	17	justifying	justify	VERB
ajfti-2489	5	18	its	its	PRON
ajfti-2489	5	19	application	application	NOUN
ajfti-2489	5	20	.	.	PUNCT
ajfti-2489	6	1	this	this	DET
ajfti-2489	6	2	innovative	innovative	ADJ
ajfti-2489	6	3	methodology	methodology	NOUN
ajfti-2489	6	4	enhances	enhance	VERB
ajfti-2489	6	5	financial	financial	ADJ
ajfti-2489	6	6	risk	risk	NOUN
ajfti-2489	6	7	prediction	prediction	NOUN
ajfti-2489	6	8	and	and	CCONJ
ajfti-2489	6	9	supports	support	VERB
ajfti-2489	6	10	strategic	strategic	ADJ
ajfti-2489	6	11	decision-making.keywords	decision-making.keyword	NOUN
ajfti-2489	6	12	financial	financial	ADJ
ajfti-2489	6	13	indicators	indicator	NOUN
ajfti-2489	6	14	,	,	PUNCT
ajfti-2489	6	15	textual	textual	ADJ
ajfti-2489	6	16	indicators	indicator	NOUN
ajfti-2489	6	17	management	management	NOUN
ajfti-2489	6	18	discussion	discussion	NOUN
ajfti-2489	6	19	and	and	CCONJ
ajfti-2489	6	20	analysis	analysis	NOUN
ajfti-2489	6	21	,	,	PUNCT
ajfti-2489	6	22	deep	deep	ADJ
ajfti-2489	6	23	learning	learning	NOUN
ajfti-2489	6	24	,	,	PUNCT
ajfti-2489	6	25	financial	financial	ADJ
ajfti-2489	6	26	risk	risk	NOUN
ajfti-2489	6	27	prediction	prediction	NOUN
ajfti-2489	6	28	introduction	introduction	NOUN
ajfti-2489	6	29	predicting	predict	VERB
ajfti-2489	6	30	financial	financial	ADJ
ajfti-2489	6	31	risk	risk	NOUN
ajfti-2489	6	32	is	be	AUX
ajfti-2489	6	33	a	a	DET
ajfti-2489	6	34	crucial	crucial	ADJ
ajfti-2489	6	35	problem	problem	NOUN
ajfti-2489	6	36	in	in	ADP
ajfti-2489	6	37	finance	finance	NOUN
ajfti-2489	6	38	since	since	SCONJ
ajfti-2489	6	39	it	it	PRON
ajfti-2489	6	40	enables	enable	VERB
ajfti-2489	6	41	companies	company	NOUN
ajfti-2489	6	42	,	,	PUNCT
ajfti-2489	6	43	investors	investor	NOUN
ajfti-2489	6	44	,	,	PUNCT
ajfti-2489	6	45	and	and	CCONJ
ajfti-2489	6	46	governments	government	NOUN
ajfti-2489	6	47	to	to	PART
ajfti-2489	6	48	make	make	VERB
ajfti-2489	6	49	wise	wise	ADJ
ajfti-2489	6	50	choices	choice	NOUN
ajfti-2489	6	51	and	and	CCONJ
ajfti-2489	6	52	avert	avert	ADJ
ajfti-2489	6	53	possible	possible	ADJ
ajfti-2489	6	54	financial	financial	ADJ
ajfti-2489	6	55	disasters	disaster	NOUN
ajfti-2489	6	56	.	.	PUNCT
ajfti-2489	7	1	according	accord	VERB
ajfti-2489	7	2	to	to	ADP
ajfti-2489	7	3	the	the	DET
ajfti-2489	7	4	study	study	NOUN
ajfti-2489	7	5	by	by	ADP
ajfti-2489	7	6	mashrur	mashrur	PROPN
ajfti-2489	7	7	et	et	PROPN
ajfti-2489	7	8	al	al	PROPN
ajfti-2489	7	9	.	.	PROPN
ajfti-2489	8	1	(	(	PUNCT
ajfti-2489	8	2	2022	2022	NUM
ajfti-2489	8	3	)	)	PUNCT
ajfti-2489	8	4	,	,	PUNCT
ajfti-2489	8	5	the	the	DET
ajfti-2489	8	6	process	process	NOUN
ajfti-2489	8	7	of	of	ADP
ajfti-2489	8	8	accurately	accurately	ADV
ajfti-2489	8	9	predicting	predict	VERB
ajfti-2489	8	10	financial	financial	ADJ
ajfti-2489	8	11	risk	risk	NOUN
ajfti-2489	8	12	is	be	AUX
ajfti-2489	8	13	complex	complex	ADJ
ajfti-2489	8	14	.	.	PUNCT
ajfti-2489	9	1	it	it	PRON
ajfti-2489	9	2	depends	depend	VERB
ajfti-2489	9	3	on	on	ADP
ajfti-2489	9	4	a	a	DET
ajfti-2489	9	5	number	number	NOUN
ajfti-2489	9	6	of	of	ADP
ajfti-2489	9	7	variables	variable	NOUN
ajfti-2489	9	8	,	,	PUNCT
ajfti-2489	9	9	including	include	VERB
ajfti-2489	9	10	textual	textual	ADJ
ajfti-2489	9	11	data	datum	NOUN
ajfti-2489	9	12	and	and	CCONJ
ajfti-2489	9	13	conventional	conventional	ADJ
ajfti-2489	9	14	financial	financial	ADJ
ajfti-2489	9	15	indicators	indicator	NOUN
ajfti-2489	9	16	(	(	PUNCT
ajfti-2489	9	17	mashrur	mashrur	PROPN
ajfti-2489	9	18	et	et	PROPN
ajfti-2489	9	19	al	al	PROPN
ajfti-2489	9	20	.	.	PROPN
ajfti-2489	9	21	,	,	PUNCT
ajfti-2489	9	22	2020	2020	NUM
ajfti-2489	9	23	)	)	PUNCT
ajfti-2489	9	24	.	.	PUNCT
ajfti-2489	10	1	al	al	PROPN
ajfti-2489	10	2	-	-	PUNCT
ajfti-2489	10	3	eitan	eitan	PROPN
ajfti-2489	10	4	et	et	PROPN
ajfti-2489	10	5	al	al	PROPN
ajfti-2489	10	6	.	.	PROPN
ajfti-2489	11	1	(	(	PUNCT
ajfti-2489	11	2	2019	2019	NUM
ajfti-2489	11	3	)	)	PUNCT
ajfti-2489	11	4	have	have	AUX
ajfti-2489	11	5	highlighted	highlight	VERB
ajfti-2489	11	6	that	that	SCONJ
ajfti-2489	11	7	financial	financial	ADJ
ajfti-2489	11	8	analysts	analyst	NOUN
ajfti-2489	11	9	have	have	AUX
ajfti-2489	11	10	traditionally	traditionally	ADV
ajfti-2489	11	11	based	base	VERB
ajfti-2489	11	12	their	their	PRON
ajfti-2489	11	13	assessments	assessment	NOUN
ajfti-2489	11	14	of	of	ADP
ajfti-2489	11	15	a	a	DET
ajfti-2489	11	16	company	company	NOUN
ajfti-2489	11	17	’s	’s	PART
ajfti-2489	11	18	financial	financial	ADJ
ajfti-2489	11	19	health	health	NOUN
ajfti-2489	11	20	and	and	CCONJ
ajfti-2489	11	21	risk	risk	NOUN
ajfti-2489	11	22	on	on	ADP
ajfti-2489	11	23	traditional	traditional	ADJ
ajfti-2489	11	24	financial	financial	ADJ
ajfti-2489	11	25	indicators	indicator	NOUN
ajfti-2489	11	26	,	,	PUNCT
ajfti-2489	11	27	including	include	VERB
ajfti-2489	11	28	liquidity	liquidity	NOUN
ajfti-2489	11	29	ratios	ratio	NOUN
ajfti-2489	11	30	,	,	PUNCT
ajfti-2489	11	31	leverage	leverage	NOUN
ajfti-2489	11	32	ratios	ratio	NOUN
ajfti-2489	11	33	,	,	PUNCT
ajfti-2489	11	34	and	and	CCONJ
ajfti-2489	11	35	return	return	VERB
ajfti-2489	11	36	on	on	ADP
ajfti-2489	11	37	assets	asset	NOUN
ajfti-2489	11	38	(	(	PUNCT
ajfti-2489	11	39	roa	roa	NOUN
ajfti-2489	11	40	)	)	PUNCT
ajfti-2489	11	41	.	.	PUNCT
ajfti-2489	12	1	however	however	ADV
ajfti-2489	12	2	,	,	PUNCT
ajfti-2489	12	3	fridson	fridson	PROPN
ajfti-2489	12	4	&	&	CCONJ
ajfti-2489	12	5	alvarez	alvarez	PROPN
ajfti-2489	12	6	,	,	PUNCT
ajfti-2489	12	7	(	(	PUNCT
ajfti-2489	12	8	2022	2022	NUM
ajfti-2489	12	9	)	)	PUNCT
ajfti-2489	12	10	,	,	PUNCT
ajfti-2489	12	11	has	have	AUX
ajfti-2489	12	12	noted	note	VERB
ajfti-2489	12	13	that	that	SCONJ
ajfti-2489	12	14	financial	financial	ADJ
ajfti-2489	12	15	indicators	indicator	NOUN
ajfti-2489	12	16	sometimes	sometimes	ADV
ajfti-2489	12	17	give	give	VERB
ajfti-2489	12	18	inconsistent	inconsistent	ADJ
ajfti-2489	12	19	signals	signal	NOUN
ajfti-2489	12	20	in	in	ADP
ajfti-2489	12	21	real	real	ADJ
ajfti-2489	12	22	-	-	PUNCT
ajfti-2489	12	23	world	world	NOUN
ajfti-2489	12	24	situations	situation	NOUN
ajfti-2489	12	25	,	,	PUNCT
ajfti-2489	12	26	making	make	VERB
ajfti-2489	12	27	risk	risk	NOUN
ajfti-2489	12	28	prediction	prediction	NOUN
ajfti-2489	12	29	a	a	DET
ajfti-2489	12	30	challenging	challenging	ADJ
ajfti-2489	12	31	endeavor	endeavor	NOUN
ajfti-2489	12	32	(	(	PUNCT
ajfti-2489	12	33	al	al	PROPN
ajfti-2489	12	34	-	-	PUNCT
ajfti-2489	12	35	eitan	eitan	PROPN
ajfti-2489	12	36	&	&	CCONJ
ajfti-2489	12	37	banikhalid	banikhalid	PROPN
ajfti-2489	12	38	,	,	PUNCT
ajfti-2489	12	39	2019	2019	NUM
ajfti-2489	12	40	)	)	PUNCT
ajfti-2489	12	41	.	.	PUNCT
ajfti-2489	13	1	another	another	DET
ajfti-2489	13	2	issue	issue	NOUN
ajfti-2489	13	3	highlighted	highlight	VERB
ajfti-2489	13	4	by	by	ADP
ajfti-2489	13	5	arnold	arnold	PROPN
ajfti-2489	13	6	et	et	PROPN
ajfti-2489	13	7	al	al	PROPN
ajfti-2489	13	8	.	.	PROPN
ajfti-2489	13	9	(	(	PUNCT
ajfti-2489	13	10	2022	2022	NUM
ajfti-2489	13	11	)	)	PUNCT
ajfti-2489	13	12	,	,	PUNCT
ajfti-2489	13	13	that	that	PRON
ajfti-2489	13	14	threatens	threaten	VERB
ajfti-2489	13	15	the	the	DET
ajfti-2489	13	16	stability	stability	NOUN
ajfti-2489	13	17	of	of	ADP
ajfti-2489	13	18	prediction	prediction	NOUN
ajfti-2489	13	19	models	model	NOUN
ajfti-2489	13	20	is	be	AUX
ajfti-2489	13	21	the	the	DET
ajfti-2489	13	22	multicollinearity	multicollinearity	NOUN
ajfti-2489	13	23	of	of	ADP
ajfti-2489	13	24	financial	financial	ADJ
ajfti-2489	13	25	indicators	indicator	NOUN
ajfti-2489	13	26	and	and	CCONJ
ajfti-2489	13	27	worries	worry	NOUN
ajfti-2489	13	28	about	about	ADP
ajfti-2489	13	29	missing	miss	VERB
ajfti-2489	13	30	data	datum	NOUN
ajfti-2489	13	31	.	.	PUNCT
ajfti-2489	14	1	indicators	indicator	NOUN
ajfti-2489	14	2	for	for	ADP
ajfti-2489	14	3	cross	cross	ADJ
ajfti-2489	14	4	-	-	ADJ
ajfti-2489	14	5	border	border	ADJ
ajfti-2489	14	6	risk	risk	NOUN
ajfti-2489	14	7	assessment	assessment	NOUN
ajfti-2489	14	8	are	be	AUX
ajfti-2489	14	9	gradually	gradually	ADV
ajfti-2489	14	10	being	be	AUX
ajfti-2489	14	11	standardized	standardize	VERB
ajfti-2489	14	12	through	through	ADP
ajfti-2489	14	13	the	the	DET
ajfti-2489	14	14	adoption	adoption	NOUN
ajfti-2489	14	15	of	of	ADP
ajfti-2489	14	16	international	international	ADJ
ajfti-2489	14	17	accounting	accounting	NOUN
ajfti-2489	14	18	standards	standard	NOUN
ajfti-2489	14	19	like	like	ADP
ajfti-2489	14	20	ifrs	ifrs	NOUN
ajfti-2489	14	21	(	(	PUNCT
ajfti-2489	14	22	arnold	arnold	PROPN
ajfti-2489	14	23	et	et	PROPN
ajfti-2489	14	24	al	al	PROPN
ajfti-2489	14	25	.	.	PROPN
ajfti-2489	14	26	,	,	PUNCT
ajfti-2489	14	27	2022	2022	NUM
ajfti-2489	14	28	;	;	PUNCT
ajfti-2489	14	29	phan	phan	PROPN
ajfti-2489	14	30	et	et	PROPN
ajfti-2489	14	31	al	al	PROPN
ajfti-2489	14	32	.	.	PROPN
ajfti-2489	14	33	,	,	PUNCT
ajfti-2489	14	34	2018	2018	NUM
ajfti-2489	14	35	)	)	PUNCT
ajfti-2489	14	36	.	.	PUNCT
ajfti-2489	15	1	textual	textual	ADJ
ajfti-2489	15	2	information	information	NOUN
ajfti-2489	15	3	,	,	PUNCT
ajfti-2489	15	4	such	such	ADJ
ajfti-2489	15	5	as	as	ADP
ajfti-2489	15	6	sentiment	sentiment	NOUN
ajfti-2489	15	7	analysis	analysis	NOUN
ajfti-2489	15	8	and	and	CCONJ
ajfti-2489	15	9	language	language	NOUN
ajfti-2489	15	10	from	from	ADP
ajfti-2489	15	11	financial	financial	ADJ
ajfti-2489	15	12	news	news	NOUN
ajfti-2489	15	13	articles	article	NOUN
ajfti-2489	15	14	,	,	PUNCT
ajfti-2489	15	15	is	be	AUX
ajfti-2489	15	16	increasingly	increasingly	ADV
ajfti-2489	15	17	important	important	ADJ
ajfti-2489	15	18	for	for	ADP
ajfti-2489	15	19	predicting	predict	VERB
ajfti-2489	15	20	financial	financial	ADJ
ajfti-2489	15	21	risk	risk	NOUN
ajfti-2489	15	22	(	(	PUNCT
ajfti-2489	15	23	bawa	bawa	PROPN
ajfti-2489	15	24	,	,	PUNCT
ajfti-2489	15	25	2023	2023	NUM
ajfti-2489	15	26	)	)	PUNCT
ajfti-2489	15	27	.	.	PUNCT
ajfti-2489	16	1	textual	textual	ADJ
ajfti-2489	16	2	data	datum	NOUN
ajfti-2489	16	3	changes	change	NOUN
ajfti-2489	16	4	in	in	ADP
ajfti-2489	16	5	regulatory	regulatory	ADJ
ajfti-2489	16	6	stance	stance	NOUN
ajfti-2489	16	7	and	and	CCONJ
ajfti-2489	16	8	management	management	NOUN
ajfti-2489	16	9	tenor	tenor	NOUN
ajfti-2489	16	10	might	might	AUX
ajfti-2489	16	11	be	be	AUX
ajfti-2489	16	12	crucial	crucial	ADJ
ajfti-2489	16	13	in	in	ADP
ajfti-2489	16	14	anticipating	anticipate	VERB
ajfti-2489	16	15	financial	financial	ADJ
ajfti-2489	16	16	risk	risk	NOUN
ajfti-2489	16	17	(	(	PUNCT
ajfti-2489	16	18	feyen	feyen	NOUN
ajfti-2489	16	19	,	,	PUNCT
ajfti-2489	16	20	2023	2023	NUM
ajfti-2489	16	21	)	)	PUNCT
ajfti-2489	16	22	.	.	PUNCT
ajfti-2489	17	1	however	however	ADV
ajfti-2489	17	2	,	,	PUNCT
ajfti-2489	17	3	humphreys	humphreys	PROPN
ajfti-2489	17	4	&	&	CCONJ
ajfti-2489	17	5	wang	wang	PROPN
ajfti-2489	17	6	,	,	PUNCT
ajfti-2489	17	7	(	(	PUNCT
ajfti-2489	17	8	2018	2018	NUM
ajfti-2489	17	9	)	)	PUNCT
ajfti-2489	17	10	,	,	PUNCT
ajfti-2489	17	11	has	have	AUX
ajfti-2489	17	12	stressed	stress	VERB
ajfti-2489	17	13	that	that	SCONJ
ajfti-2489	17	14	issues	issue	NOUN
ajfti-2489	17	15	like	like	ADP
ajfti-2489	17	16	bias	bias	NOUN
ajfti-2489	17	17	in	in	ADP
ajfti-2489	17	18	sentiment	sentiment	NOUN
ajfti-2489	17	19	analysis	analysis	NOUN
ajfti-2489	17	20	and	and	CCONJ
ajfti-2489	17	21	mistakes	mistake	NOUN
ajfti-2489	17	22	in	in	ADP
ajfti-2489	17	23	reporting	reporting	NOUN
ajfti-2489	17	24	must	must	AUX
ajfti-2489	17	25	be	be	AUX
ajfti-2489	17	26	resolved	resolve	VERB
ajfti-2489	17	27	.	.	PUNCT
ajfti-2489	18	1	additionally	additionally	ADV
ajfti-2489	18	2	,	,	PUNCT
ajfti-2489	18	3	there	there	PRON
ajfti-2489	18	4	is	be	VERB
ajfti-2489	18	5	still	still	ADV
ajfti-2489	18	6	little	little	ADJ
ajfti-2489	18	7	research	research	NOUN
ajfti-2489	18	8	on	on	ADP
ajfti-2489	18	9	how	how	SCONJ
ajfti-2489	18	10	textual	textual	ADJ
ajfti-2489	18	11	indicators	indicator	NOUN
ajfti-2489	18	12	interact	interact	VERB
ajfti-2489	18	13	with	with	ADP
ajfti-2489	18	14	certain	certain	ADJ
ajfti-2489	18	15	financial	financial	ADJ
ajfti-2489	18	16	metrics	metric	NOUN
ajfti-2489	18	17	like	like	ADP
ajfti-2489	18	18	roa	roa	NOUN
ajfti-2489	18	19	or	or	CCONJ
ajfti-2489	18	20	solvency	solvency	NOUN
ajfti-2489	18	21	ratios	ratio	NOUN
ajfti-2489	18	22	(	(	PUNCT
ajfti-2489	18	23	feyen	feyen	NOUN
ajfti-2489	18	24	et	et	NOUN
ajfti-2489	18	25	al	al	PROPN
ajfti-2489	18	26	.	.	PROPN
ajfti-2489	18	27	,	,	PUNCT
ajfti-2489	18	28	2023	2023	NUM
ajfti-2489	18	29	;	;	PUNCT
ajfti-2489	18	30	humphreys	humphreys	PROPN
ajfti-2489	18	31	&	&	CCONJ
ajfti-2489	18	32	wang	wang	PROPN
ajfti-2489	18	33	,	,	PUNCT
ajfti-2489	18	34	2018	2018	NUM
ajfti-2489	18	35	;	;	PUNCT
ajfti-2489	18	36	karas	karas	PROPN
ajfti-2489	18	37	&	&	CCONJ
ajfti-2489	18	38	režňáková	režňáková	PROPN
ajfti-2489	18	39	,	,	PUNCT
ajfti-2489	18	40	2020	2020	NUM
ajfti-2489	18	41	)	)	PUNCT
ajfti-2489	18	42	.	.	PUNCT
ajfti-2489	19	1	malekloo	malekloo	VERB
ajfti-2489	19	2	et	et	PROPN
ajfti-2489	19	3	al	al	PROPN
ajfti-2489	19	4	.	.	PROPN
ajfti-2489	20	1	(	(	PUNCT
ajfti-2489	20	2	2022	2022	NUM
ajfti-2489	20	3	)	)	PUNCT
ajfti-2489	20	4	,	,	PUNCT
ajfti-2489	20	5	has	have	AUX
ajfti-2489	20	6	stated	state	VERB
ajfti-2489	20	7	that	that	SCONJ
ajfti-2489	20	8	these	these	DET
ajfti-2489	20	9	components	component	NOUN
ajfti-2489	20	10	’	'	PUNCT
ajfti-2489	20	11	intricate	intricate	ADJ
ajfti-2489	20	12	interrelationships	interrelationship	NOUN
ajfti-2489	20	13	call	call	VERB
ajfti-2489	20	14	for	for	ADP
ajfti-2489	20	15	in	in	ADP
ajfti-2489	20	16	-	-	PUNCT
ajfti-2489	20	17	depth	depth	NOUN
ajfti-2489	20	18	examination	examination	NOUN
ajfti-2489	20	19	.	.	PUNCT
ajfti-2489	21	1	the	the	DET
ajfti-2489	21	2	study	study	NOUN
ajfti-2489	21	3	further	further	ADJ
ajfti-2489	21	4	highlights	highlight	NOUN
ajfti-2489	21	5	that	that	SCONJ
ajfti-2489	21	6	with	with	ADP
ajfti-2489	21	7	the	the	DET
ajfti-2489	21	8	introduction	introduction	NOUN
ajfti-2489	21	9	of	of	ADP
ajfti-2489	21	10	big	big	ADJ
ajfti-2489	21	11	data	datum	NOUN
ajfti-2489	21	12	and	and	CCONJ
ajfti-2489	21	13	advancements	advancement	NOUN
ajfti-2489	21	14	in	in	ADP
ajfti-2489	21	15	artificial	artificial	ADJ
ajfti-2489	21	16	intelligence	intelligence	NOUN
ajfti-2489	21	17	,	,	PUNCT
ajfti-2489	21	18	the	the	DET
ajfti-2489	21	19	existing	exist	VERB
ajfti-2489	21	20	financial	financial	ADJ
ajfti-2489	21	21	environment	environment	NOUN
ajfti-2489	21	22	is	be	AUX
ajfti-2489	21	23	changing	change	VERB
ajfti-2489	21	24	quickly	quickly	ADV
ajfti-2489	21	25	(	(	PUNCT
ajfti-2489	21	26	malekloo	malekloo	NOUN
ajfti-2489	21	27	et	et	PROPN
ajfti-2489	21	28	al	al	PROPN
ajfti-2489	21	29	.	.	PROPN
ajfti-2489	21	30	,	,	PUNCT
ajfti-2489	21	31	2022	2022	NUM
ajfti-2489	21	32	)	)	PUNCT
ajfti-2489	21	33	.	.	PUNCT
ajfti-2489	22	1	therefore	therefore	ADV
ajfti-2489	22	2	,	,	PUNCT
ajfti-2489	22	3	it	it	PRON
ajfti-2489	22	4	is	be	AUX
ajfti-2489	22	5	crucial	crucial	ADJ
ajfti-2489	22	6	to	to	PART
ajfti-2489	22	7	investigate	investigate	VERB
ajfti-2489	22	8	cutting	cutting	NOUN
ajfti-2489	22	9	-	-	PUNCT
ajfti-2489	22	10	edge	edge	NOUN
ajfti-2489	22	11	methods	method	NOUN
ajfti-2489	22	12	for	for	ADP
ajfti-2489	22	13	estimating	estimate	VERB
ajfti-2489	22	14	financial	financial	ADJ
ajfti-2489	22	15	risk	risk	NOUN
ajfti-2489	22	16	that	that	PRON
ajfti-2489	22	17	may	may	AUX
ajfti-2489	22	18	make	make	VERB
ajfti-2489	22	19	use	use	NOUN
ajfti-2489	22	20	of	of	ADP
ajfti-2489	22	21	both	both	CCONJ
ajfti-2489	22	22	financial	financial	ADJ
ajfti-2489	22	23	and	and	CCONJ
ajfti-2489	22	24	textual	textual	ADJ
ajfti-2489	22	25	data	datum	NOUN
ajfti-2489	22	26	(	(	PUNCT
ajfti-2489	22	27	xing	xing	PROPN
ajfti-2489	22	28	et	et	PROPN
ajfti-2489	22	29	al	al	PROPN
ajfti-2489	22	30	.	.	PROPN
ajfti-2489	22	31	,	,	PUNCT
ajfti-2489	22	32	2018	2018	NUM
ajfti-2489	22	33	)	)	PUNCT
ajfti-2489	22	34	.	.	PUNCT
ajfti-2489	23	1	according	accord	VERB
ajfti-2489	23	2	to	to	ADP
ajfti-2489	23	3	mai	mai	PROPN
ajfti-2489	23	4	et	et	PROPN
ajfti-2489	23	5	al	al	PROPN
ajfti-2489	23	6	.	.	PROPN
ajfti-2489	24	1	(	(	PUNCT
ajfti-2489	24	2	2019	2019	NUM
ajfti-2489	24	3	)	)	PUNCT
ajfti-2489	24	4	,	,	PUNCT
ajfti-2489	24	5	comparing	compare	VERB
ajfti-2489	24	6	the	the	DET
ajfti-2489	24	7	effects	effect	NOUN
ajfti-2489	24	8	of	of	ADP
ajfti-2489	24	9	both	both	DET
ajfti-2489	24	10	types	type	NOUN
ajfti-2489	24	11	of	of	ADP
ajfti-2489	24	12	indicators	indicator	NOUN
ajfti-2489	24	13	on	on	ADP
ajfti-2489	24	14	predicted	predict	VERB
ajfti-2489	24	15	financial	financial	ADJ
ajfti-2489	24	16	performance	performance	NOUN
ajfti-2489	24	17	,	,	PUNCT
ajfti-2489	24	18	can	can	AUX
ajfti-2489	24	19	close	close	VERB
ajfti-2489	24	20	the	the	DET
ajfti-2489	24	21	gap	gap	NOUN
ajfti-2489	24	22	between	between	ADP
ajfti-2489	24	23	established	establish	VERB
ajfti-2489	24	24	textual	textual	ADJ
ajfti-2489	24	25	data	datum	NOUN
ajfti-2489	24	26	analysis	analysis	NOUN
ajfti-2489	24	27	and	and	CCONJ
ajfti-2489	24	28	traditional	traditional	ADJ
ajfti-2489	24	29	financial	financial	ADJ
ajfti-2489	24	30	analysis	analysis	NOUN
ajfti-2489	24	31	.	.	PUNCT
ajfti-2489	25	1	furthermore	furthermore	ADV
ajfti-2489	25	2	,	,	PUNCT
ajfti-2489	25	3	it	it	PRON
ajfti-2489	25	4	also	also	ADV
ajfti-2489	25	5	stresses	stress	VERB
ajfti-2489	25	6	that	that	SCONJ
ajfti-2489	25	7	the	the	DET
ajfti-2489	25	8	goal	goal	NOUN
ajfti-2489	25	9	is	be	AUX
ajfti-2489	25	10	to	to	PART
ajfti-2489	25	11	construct	construct	VERB
ajfti-2489	25	12	more	more	ADV
ajfti-2489	25	13	reliable	reliable	ADJ
ajfti-2489	25	14	risk	risk	NOUN
ajfti-2489	25	15	prediction	prediction	NOUN
ajfti-2489	25	16	models	model	NOUN
ajfti-2489	25	17	by	by	ADP
ajfti-2489	25	18	using	use	VERB
ajfti-2489	25	19	the	the	DET
ajfti-2489	25	20	synergy	synergy	NOUN
ajfti-2489	25	21	between	between	ADP
ajfti-2489	25	22	these	these	DET
ajfti-2489	25	23	components	component	NOUN
ajfti-2489	25	24	as	as	ADV
ajfti-2489	25	25	well	well	ADV
ajfti-2489	25	26	as	as	ADP
ajfti-2489	25	27	their	their	PRON
ajfti-2489	25	28	separate	separate	ADJ
ajfti-2489	25	29	contributions	contribution	NOUN
ajfti-2489	25	30	(	(	PUNCT
ajfti-2489	25	31	mai	mai	PROPN
ajfti-2489	25	32	et	et	PROPN
ajfti-2489	25	33	al	al	PROPN
ajfti-2489	25	34	.	.	PROPN
ajfti-2489	25	35	,	,	PUNCT
ajfti-2489	25	36	2019	2019	NUM
ajfti-2489	25	37	)	)	PUNCT
ajfti-2489	25	38	.	.	PUNCT
ajfti-2489	26	1	the	the	DET
ajfti-2489	26	2	study	study	NOUN
ajfti-2489	26	3	neale	neale	PROPN
ajfti-2489	26	4	,	,	PUNCT
ajfti-2489	26	5	b.	b.	PROPN
ajfti-2489	26	6	(	(	PUNCT
ajfti-2489	26	7	2021	2021	NUM
ajfti-2489	26	8	)	)	PUNCT
ajfti-2489	26	9	.	.	PUNCT
ajfti-2489	27	1	the	the	DET
ajfti-2489	27	2	craft	craft	NOUN
ajfti-2489	27	3	of	of	ADP
ajfti-2489	27	4	qualitative	qualitative	ADJ
ajfti-2489	27	5	longitudinal	longitudinal	ADJ
ajfti-2489	27	6	research	research	NOUN
ajfti-2489	27	7	:	:	PUNCT
ajfti-2489	27	8	the	the	DET
ajfti-2489	27	9	craft	craft	NOUN
ajfti-2489	27	10	of	of	ADP
ajfti-2489	27	11	researching	research	VERB
ajfti-2489	27	12	lives	live	VERB
ajfti-2489	27	13	through	through	ADP
ajfti-2489	27	14	time	time	NOUN
ajfti-2489	27	15	.	.	PUNCT
ajfti-2489	28	1	neale	neale	PROPN
ajfti-2489	28	2	et	et	PROPN
ajfti-2489	28	3	al	al	PROPN
ajfti-2489	28	4	.	.	PROPN
ajfti-2489	28	5	(	(	PUNCT
ajfti-2489	28	6	2021	2021	NUM
ajfti-2489	28	7	)	)	PUNCT
ajfti-2489	28	8	,	,	PUNCT
ajfti-2489	28	9	has	have	AUX
ajfti-2489	28	10	explored	explore	VERB
ajfti-2489	28	11	the	the	DET
ajfti-2489	28	12	dynamic	dynamic	ADJ
ajfti-2489	28	13	nature	nature	NOUN
ajfti-2489	28	14	of	of	ADP
ajfti-2489	28	15	financial	financial	ADJ
ajfti-2489	28	16	markets	market	NOUN
ajfti-2489	28	17	and	and	CCONJ
ajfti-2489	28	18	the	the	DET
ajfti-2489	28	19	demand	demand	NOUN
ajfti-2489	28	20	for	for	ADP
ajfti-2489	28	21	cutting	cut	VERB
ajfti-2489	28	22	-	-	PUNCT
ajfti-2489	28	23	edge	edge	NOUN
ajfti-2489	28	24	instruments	instrument	NOUN
ajfti-2489	28	25	to	to	PART
ajfti-2489	28	26	negotiate	negotiate	VERB
ajfti-2489	28	27	their	their	PRON
ajfti-2489	28	28	complexities	complexity	NOUN
ajfti-2489	28	29	serve	serve	VERB
ajfti-2489	28	30	as	as	ADP
ajfti-2489	28	31	the	the	DET
ajfti-2489	28	32	driving	drive	VERB
ajfti-2489	28	33	forces	force	NOUN
ajfti-2489	28	34	behind	behind	ADP
ajfti-2489	28	35	this	this	DET
ajfti-2489	28	36	inquiry	inquiry	NOUN
ajfti-2489	28	37	.	.	PUNCT
ajfti-2489	29	1	the	the	DET
ajfti-2489	29	2	study	study	NOUN
ajfti-2489	29	3	has	have	AUX
ajfti-2489	29	4	also	also	ADV
ajfti-2489	29	5	provided	provide	VERB
ajfti-2489	29	6	insights	insight	NOUN
ajfti-2489	29	7	at	at	ADP
ajfti-2489	29	8	how	how	SCONJ
ajfti-2489	29	9	deep	deep	ADJ
ajfti-2489	29	10	learning	learning	NOUN
ajfti-2489	29	11	can	can	AUX
ajfti-2489	29	12	integrate	integrate	VERB
ajfti-2489	29	13	financial	financial	ADJ
ajfti-2489	29	14	and	and	CCONJ
ajfti-2489	29	15	textual	textual	ADJ
ajfti-2489	29	16	indicators	indicator	NOUN
ajfti-2489	29	17	,	,	PUNCT
ajfti-2489	29	18	to	to	PART
ajfti-2489	29	19	provide	provide	VERB
ajfti-2489	29	20	insightful	insightful	ADJ
ajfti-2489	29	21	information	information	NOUN
ajfti-2489	29	22	for	for	ADP
ajfti-2489	29	23	enhanced	enhanced	ADJ
ajfti-2489	29	24	financial	financial	ADJ
ajfti-2489	29	25	risk	risk	NOUN
ajfti-2489	29	26	prediction	prediction	NOUN
ajfti-2489	29	27	techniques	technique	NOUN
ajfti-2489	29	28	(	(	PUNCT
ajfti-2489	29	29	neale	neale	ADJ
ajfti-2489	29	30	,	,	PUNCT
ajfti-2489	29	31	2021	2021	NUM
ajfti-2489	29	32	)	)	PUNCT
ajfti-2489	29	33	.	.	PUNCT
ajfti-2489	30	1	financial	financial	ADJ
ajfti-2489	30	2	risk	risk	NOUN
ajfti-2489	30	3	indicators	indicator	NOUN
ajfti-2489	30	4	the	the	DET
ajfti-2489	30	5	process	process	NOUN
ajfti-2489	30	6	of	of	ADP
ajfti-2489	30	7	predicting	predict	VERB
ajfti-2489	30	8	financial	financial	ADJ
ajfti-2489	30	9	risk	risk	NOUN
ajfti-2489	30	10	is	be	AUX
ajfti-2489	30	11	complex	complex	ADJ
ajfti-2489	30	12	and	and	CCONJ
ajfti-2489	30	13	involves	involve	VERB
ajfti-2489	30	14	a	a	DET
ajfti-2489	30	15	number	number	NOUN
ajfti-2489	30	16	of	of	ADP
ajfti-2489	30	17	different	different	ADJ
ajfti-2489	30	18	indicators	indicator	NOUN
ajfti-2489	30	19	and	and	CCONJ
ajfti-2489	30	20	variables	variable	NOUN
ajfti-2489	30	21	(	(	PUNCT
ajfti-2489	30	22	henrique	henrique	X
ajfti-2489	30	23	et	et	PROPN
ajfti-2489	30	24	al	al	PROPN
ajfti-2489	30	25	.	.	PROPN
ajfti-2489	30	26	,	,	PUNCT
ajfti-2489	30	27	2019	2019	NUM
ajfti-2489	30	28	)	)	PUNCT
ajfti-2489	30	29	.	.	PUNCT
ajfti-2489	31	1	peng	peng	PROPN
ajfti-2489	31	2	&	&	CCONJ
ajfti-2489	31	3	huang	huang	PROPN
ajfti-2489	31	4	(	(	PUNCT
ajfti-2489	31	5	2020	2020	NUM
ajfti-2489	31	6	)	)	PUNCT
ajfti-2489	31	7	state	state	NOUN
ajfti-2489	31	8	the	the	DET
ajfti-2489	31	9	financial	financial	ADJ
ajfti-2489	31	10	risk	risk	NOUN
ajfti-2489	31	11	prediction	prediction	NOUN
ajfti-2489	31	12	procedure	procedure	NOUN
ajfti-2489	31	13	includes	include	VERB
ajfti-2489	31	14	a	a	DET
ajfti-2489	31	15	number	number	NOUN
ajfti-2489	31	16	of	of	ADP
ajfti-2489	31	17	processes	process	NOUN
ajfti-2489	31	18	that	that	PRON
ajfti-2489	31	19	evaluate	evaluate	VERB
ajfti-2489	31	20	the	the	DET
ajfti-2489	31	21	possible	possible	ADJ
ajfti-2489	31	22	risks	risk	NOUN
ajfti-2489	31	23	a	a	DET
ajfti-2489	31	24	firm	firm	NOUN
ajfti-2489	31	25	can	can	AUX
ajfti-2489	31	26	encounter	encounter	VERB
ajfti-2489	31	27	on	on	ADP
ajfti-2489	31	28	its	its	PRON
ajfti-2489	31	29	financial	financial	ADJ
ajfti-2489	31	30	path	path	NOUN
ajfti-2489	31	31	(	(	PUNCT
ajfti-2489	31	32	peng	peng	PROPN
ajfti-2489	31	33	&	&	CCONJ
ajfti-2489	31	34	huang	huang	PROPN
ajfti-2489	31	35	,	,	PUNCT
ajfti-2489	31	36	2020	2020	NUM
ajfti-2489	31	37	)	)	PUNCT
ajfti-2489	31	38	.	.	PUNCT
ajfti-2489	32	1	it	it	PRON
ajfti-2489	32	2	1	1	NUM
ajfti-2489	32	3	chongqing	chongqe	VERB
ajfti-2489	32	4	vocational	vocational	ADJ
ajfti-2489	32	5	college	college	PROPN
ajfti-2489	32	6	of	of	ADP
ajfti-2489	32	7	finance	finance	NOUN
ajfti-2489	32	8	and	and	CCONJ
ajfti-2489	32	9	economics	economic	NOUN
ajfti-2489	32	10	,	,	PUNCT
ajfti-2489	32	11	china	china	PROPN
ajfti-2489	32	12	2	2	NUM
ajfti-2489	32	13	department	department	NOUN
ajfti-2489	32	14	of	of	ADP
ajfti-2489	32	15	finance	finance	NOUN
ajfti-2489	32	16	,	,	PUNCT
ajfti-2489	32	17	university	university	PROPN
ajfti-2489	32	18	of	of	ADP
ajfti-2489	32	19	sabah	sabah	PROPN
ajfti-2489	32	20	,	,	PUNCT
ajfti-2489	32	21	china	china	PROPN
ajfti-2489	32	22	*	*	PUNCT
ajfti-2489	32	23	corresponding	correspond	VERB
ajfti-2489	32	24	author	author	NOUN
ajfti-2489	32	25	’s	’s	PART
ajfti-2489	32	26	e	e	NOUN
ajfti-2489	32	27	-	-	NOUN
ajfti-2489	32	28	mail	mail	NOUN
ajfti-2489	32	29	:	:	PUNCT
ajfti-2489	32	30	huang_hui_@outlook.com	huang_hui_@outlook.com	PROPN
ajfti-2489	32	31	pa	pa	PROPN
ajfti-2489	32	32	ge	ge	PROPN
ajfti-2489	32	33	16	16	NUM
ajfti-2489	32	34	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	32	35	am	be	AUX
ajfti-2489	32	36	.	.	PUNCT
ajfti-2489	33	1	j.	j.	PROPN
ajfti-2489	33	2	financ	financ	PROPN
ajfti-2489	33	3	.	.	PUNCT
ajfti-2489	34	1	technol	technol	PROPN
ajfti-2489	34	2	.	.	PUNCT
ajfti-2489	34	3	innov	innov	PROPN
ajfti-2489	34	4	.	.	PUNCT
ajfti-2489	35	1	2(1	2(1	NUM
ajfti-2489	35	2	)	)	PUNCT
ajfti-2489	36	1	15	15	NUM
ajfti-2489	36	2	-	-	SYM
ajfti-2489	36	3	24	24	NUM
ajfti-2489	36	4	,	,	PUNCT
ajfti-2489	36	5	2024	2024	NUM
ajfti-2489	36	6	is	be	AUX
ajfti-2489	36	7	crucial	crucial	ADJ
ajfti-2489	36	8	to	to	PART
ajfti-2489	36	9	comprehend	comprehend	VERB
ajfti-2489	36	10	how	how	SCONJ
ajfti-2489	36	11	this	this	DET
ajfti-2489	36	12	approach	approach	NOUN
ajfti-2489	36	13	will	will	AUX
ajfti-2489	36	14	affect	affect	VERB
ajfti-2489	36	15	a	a	DET
ajfti-2489	36	16	company	company	NOUN
ajfti-2489	36	17	’s	’s	PART
ajfti-2489	36	18	stability	stability	NOUN
ajfti-2489	36	19	and	and	CCONJ
ajfti-2489	36	20	operations	operation	NOUN
ajfti-2489	36	21	(	(	PUNCT
ajfti-2489	36	22	lee	lee	PROPN
ajfti-2489	36	23	et	et	PROPN
ajfti-2489	36	24	al	al	PROPN
ajfti-2489	36	25	.	.	PROPN
ajfti-2489	36	26	,	,	PUNCT
ajfti-2489	36	27	2022	2022	NUM
ajfti-2489	36	28	)	)	PUNCT
ajfti-2489	36	29	.	.	PUNCT
ajfti-2489	37	1	in	in	ADP
ajfti-2489	37	2	this	this	DET
ajfti-2489	37	3	process	process	NOUN
ajfti-2489	37	4	,	,	PUNCT
ajfti-2489	37	5	&	&	CCONJ
ajfti-2489	37	6	riyanto	riyanto	PROPN
ajfti-2489	37	7	(	(	PUNCT
ajfti-2489	37	8	2020	2020	NUM
ajfti-2489	37	9	)	)	PUNCT
ajfti-2489	37	10	,	,	PUNCT
ajfti-2489	37	11	emphasizes	emphasize	VERB
ajfti-2489	37	12	that	that	SCONJ
ajfti-2489	37	13	liquidity	liquidity	NOUN
ajfti-2489	37	14	ratios	ratio	NOUN
ajfti-2489	37	15	,	,	PUNCT
ajfti-2489	37	16	such	such	ADJ
ajfti-2489	37	17	as	as	ADP
ajfti-2489	37	18	the	the	DET
ajfti-2489	37	19	quick	quick	ADJ
ajfti-2489	37	20	ratio	ratio	NOUN
ajfti-2489	37	21	and	and	CCONJ
ajfti-2489	37	22	current	current	ADJ
ajfti-2489	37	23	ratio	ratio	NOUN
ajfti-2489	37	24	,	,	PUNCT
ajfti-2489	37	25	measure	measure	VERB
ajfti-2489	37	26	a	a	DET
ajfti-2489	37	27	company	company	NOUN
ajfti-2489	37	28	’s	’s	PART
ajfti-2489	37	29	short	short	ADJ
ajfti-2489	37	30	-	-	PUNCT
ajfti-2489	37	31	term	term	NOUN
ajfti-2489	37	32	solvency	solvency	NOUN
ajfti-2489	37	33	while	while	SCONJ
ajfti-2489	37	34	nukala	nukala	PROPN
ajfti-2489	37	35	&	&	CCONJ
ajfti-2489	37	36	prasada	prasada	PROPN
ajfti-2489	37	37	(	(	PUNCT
ajfti-2489	37	38	2021	2021	NUM
ajfti-2489	37	39	)	)	PUNCT
ajfti-2489	37	40	,	,	PUNCT
ajfti-2489	37	41	emphasizes	emphasize	VERB
ajfti-2489	37	42	that	that	SCONJ
ajfti-2489	37	43	leverage	leverage	NOUN
ajfti-2489	37	44	ratios	ratio	NOUN
ajfti-2489	37	45	,	,	PUNCT
ajfti-2489	37	46	such	such	ADJ
ajfti-2489	37	47	as	as	ADP
ajfti-2489	37	48	debt	debt	NOUN
ajfti-2489	37	49	-	-	PUNCT
ajfti-2489	37	50	to	to	ADP
ajfti-2489	37	51	-	-	PUNCT
ajfti-2489	37	52	equity	equity	NOUN
ajfti-2489	37	53	ratios	ratio	NOUN
ajfti-2489	37	54	,	,	PUNCT
ajfti-2489	37	55	evaluate	evaluate	VERB
ajfti-2489	37	56	its	its	PRON
ajfti-2489	37	57	long	long	ADJ
ajfti-2489	37	58	-	-	PUNCT
ajfti-2489	37	59	term	term	NOUN
ajfti-2489	37	60	financial	financial	ADJ
ajfti-2489	37	61	structure	structure	NOUN
ajfti-2489	37	62	and	and	CCONJ
ajfti-2489	37	63	have	have	VERB
ajfti-2489	37	64	significant	significant	ADJ
ajfti-2489	37	65	importance	importance	NOUN
ajfti-2489	37	66	in	in	ADP
ajfti-2489	37	67	the	the	DET
ajfti-2489	37	68	financial	financial	ADJ
ajfti-2489	37	69	risk	risk	NOUN
ajfti-2489	37	70	prediction	prediction	NOUN
ajfti-2489	37	71	process	process	NOUN
ajfti-2489	37	72	.	.	PUNCT
ajfti-2489	38	1	the	the	DET
ajfti-2489	38	2	importance	importance	NOUN
ajfti-2489	38	3	of	of	ADP
ajfti-2489	38	4	striking	strike	VERB
ajfti-2489	38	5	a	a	DET
ajfti-2489	38	6	balance	balance	NOUN
ajfti-2489	38	7	between	between	ADP
ajfti-2489	38	8	these	these	DET
ajfti-2489	38	9	ratios	ratio	NOUN
ajfti-2489	38	10	has	have	AUX
ajfti-2489	38	11	also	also	ADV
ajfti-2489	38	12	been	be	AUX
ajfti-2489	38	13	emphasized	emphasize	VERB
ajfti-2489	38	14	by	by	ADP
ajfti-2489	38	15	dianova	dianova	PROPN
ajfti-2489	38	16	&	&	CCONJ
ajfti-2489	38	17	nahumury	nahumury	PROPN
ajfti-2489	38	18	,	,	PUNCT
ajfti-2489	38	19	(	(	PUNCT
ajfti-2489	38	20	2019	2019	NUM
ajfti-2489	38	21	)	)	PUNCT
ajfti-2489	38	22	,	,	PUNCT
ajfti-2489	38	23	as	as	SCONJ
ajfti-2489	38	24	high	high	ADJ
ajfti-2489	38	25	leverage	leverage	NOUN
ajfti-2489	38	26	can	can	AUX
ajfti-2489	38	27	increase	increase	VERB
ajfti-2489	38	28	the	the	DET
ajfti-2489	38	29	risk	risk	NOUN
ajfti-2489	38	30	of	of	ADP
ajfti-2489	38	31	financial	financial	ADJ
ajfti-2489	38	32	distress	distress	NOUN
ajfti-2489	38	33	and	and	CCONJ
ajfti-2489	38	34	low	low	ADJ
ajfti-2489	38	35	liquidity	liquidity	NOUN
ajfti-2489	38	36	can	can	AUX
ajfti-2489	38	37	make	make	VERB
ajfti-2489	38	38	it	it	PRON
ajfti-2489	38	39	difficult	difficult	ADJ
ajfti-2489	38	40	for	for	SCONJ
ajfti-2489	38	41	a	a	DET
ajfti-2489	38	42	firm	firm	NOUN
ajfti-2489	38	43	to	to	PART
ajfti-2489	38	44	meet	meet	VERB
ajfti-2489	38	45	immediate	immediate	ADJ
ajfti-2489	38	46	obligations	obligation	NOUN
ajfti-2489	38	47	.	.	PUNCT
ajfti-2489	39	1	however	however	ADV
ajfti-2489	39	2	,	,	PUNCT
ajfti-2489	39	3	there	there	PRON
ajfti-2489	39	4	may	may	AUX
ajfti-2489	39	5	also	also	ADV
ajfti-2489	39	6	be	be	AUX
ajfti-2489	39	7	some	some	DET
ajfti-2489	39	8	shortcomings	shortcoming	NOUN
ajfti-2489	39	9	that	that	SCONJ
ajfti-2489	39	10	financial	financial	ADJ
ajfti-2489	39	11	risk	risk	NOUN
ajfti-2489	39	12	experts	expert	NOUN
ajfti-2489	39	13	need	need	VERB
ajfti-2489	39	14	to	to	PART
ajfti-2489	39	15	investigate	investigate	VERB
ajfti-2489	39	16	(	(	PUNCT
ajfti-2489	39	17	dianova	dianova	PROPN
ajfti-2489	39	18	&	&	CCONJ
ajfti-2489	39	19	nahumury	nahumury	PROPN
ajfti-2489	39	20	,	,	PUNCT
ajfti-2489	39	21	2019	2019	NUM
ajfti-2489	39	22	;	;	PUNCT
ajfti-2489	39	23	maisharoh	maisharoh	NOUN
ajfti-2489	39	24	&	&	CCONJ
ajfti-2489	39	25	riyanto	riyanto	PROPN
ajfti-2489	39	26	,	,	PUNCT
ajfti-2489	39	27	2020	2020	NUM
ajfti-2489	39	28	;	;	PUNCT
ajfti-2489	39	29	nukala	nukala	PROPN
ajfti-2489	39	30	&	&	CCONJ
ajfti-2489	39	31	prasada	prasada	PROPN
ajfti-2489	39	32	rao	rao	PROPN
ajfti-2489	39	33	,	,	PUNCT
ajfti-2489	39	34	2021	2021	NUM
ajfti-2489	39	35	)	)	PUNCT
ajfti-2489	39	36	.	.	PUNCT
ajfti-2489	40	1	as	as	ADP
ajfti-2489	40	2	stephany	stephany	PROPN
ajfti-2489	40	3	et	et	PROPN
ajfti-2489	40	4	val	val	PROPN
ajfti-2489	40	5	.	.	PUNCT
ajfti-2489	41	1	(	(	PUNCT
ajfti-2489	41	2	2023	2023	NUM
ajfti-2489	41	3	)	)	PUNCT
ajfti-2489	41	4	noted	note	VERB
ajfti-2489	41	5	,	,	PUNCT
ajfti-2489	41	6	financial	financial	ADJ
ajfti-2489	41	7	indicators	indicator	NOUN
ajfti-2489	41	8	can	can	AUX
ajfti-2489	41	9	give	give	VERB
ajfti-2489	41	10	conflicting	conflicting	ADJ
ajfti-2489	41	11	signals	signal	NOUN
ajfti-2489	41	12	when	when	SCONJ
ajfti-2489	41	13	assessing	assess	VERB
ajfti-2489	41	14	risks	risk	NOUN
ajfti-2489	41	15	,	,	PUNCT
ajfti-2489	41	16	hence	hence	ADV
ajfti-2489	41	17	it	it	PRON
ajfti-2489	41	18	is	be	AUX
ajfti-2489	41	19	important	important	ADJ
ajfti-2489	41	20	to	to	PART
ajfti-2489	41	21	carefully	carefully	ADV
ajfti-2489	41	22	examine	examine	VERB
ajfti-2489	41	23	these	these	DET
ajfti-2489	41	24	signals	signal	NOUN
ajfti-2489	41	25	when	when	SCONJ
ajfti-2489	41	26	predicting	predict	VERB
ajfti-2489	41	27	financial	financial	ADJ
ajfti-2489	41	28	risk	risk	NOUN
ajfti-2489	41	29	(	(	PUNCT
ajfti-2489	41	30	stephany	stephany	PROPN
ajfti-2489	41	31	et	et	PROPN
ajfti-2489	41	32	al	al	PROPN
ajfti-2489	41	33	.	.	PROPN
ajfti-2489	41	34	,	,	PUNCT
ajfti-2489	41	35	2020	2020	NUM
ajfti-2489	41	36	)	)	PUNCT
ajfti-2489	41	37	.	.	PUNCT
ajfti-2489	42	1	such	such	ADJ
ajfti-2489	42	2	as	as	ADP
ajfti-2489	42	3	mohamed	mohame	VERB
ajfti-2489	42	4	,	,	PUNCT
ajfti-2489	42	5	(	(	PUNCT
ajfti-2489	42	6	2022	2022	NUM
ajfti-2489	42	7	)	)	PUNCT
ajfti-2489	42	8	,	,	PUNCT
ajfti-2489	42	9	underlined	underline	VERB
ajfti-2489	42	10	the	the	DET
ajfti-2489	42	11	necessity	necessity	NOUN
ajfti-2489	42	12	for	for	ADP
ajfti-2489	42	13	a	a	DET
ajfti-2489	42	14	nuanced	nuanced	ADJ
ajfti-2489	42	15	interpretation	interpretation	NOUN
ajfti-2489	42	16	and	and	CCONJ
ajfti-2489	42	17	an	an	DET
ajfti-2489	42	18	investigation	investigation	NOUN
ajfti-2489	42	19	of	of	ADP
ajfti-2489	42	20	deeper	deep	ADJ
ajfti-2489	42	21	underlying	underlying	ADJ
ajfti-2489	42	22	concerns	concern	NOUN
ajfti-2489	42	23	if	if	SCONJ
ajfti-2489	42	24	a	a	DET
ajfti-2489	42	25	business	business	NOUN
ajfti-2489	42	26	displays	display	VERB
ajfti-2489	42	27	a	a	DET
ajfti-2489	42	28	high	high	ADJ
ajfti-2489	42	29	return	return	NOUN
ajfti-2489	42	30	on	on	ADP
ajfti-2489	42	31	assets	asset	NOUN
ajfti-2489	42	32	(	(	PUNCT
ajfti-2489	42	33	roa	roa	NOUN
ajfti-2489	42	34	)	)	PUNCT
ajfti-2489	42	35	despite	despite	SCONJ
ajfti-2489	42	36	bearing	bear	VERB
ajfti-2489	42	37	a	a	DET
ajfti-2489	42	38	significant	significant	ADJ
ajfti-2489	42	39	debt	debt	NOUN
ajfti-2489	42	40	load	load	NOUN
ajfti-2489	42	41	(	(	PUNCT
ajfti-2489	42	42	mohamed	mohamed	ADJ
ajfti-2489	42	43	,	,	PUNCT
ajfti-2489	42	44	2022	2022	NUM
ajfti-2489	42	45	)	)	PUNCT
ajfti-2489	42	46	.	.	PUNCT
ajfti-2489	43	1	multicollinearity	multicollinearity	NOUN
ajfti-2489	43	2	among	among	ADP
ajfti-2489	43	3	financial	financial	ADJ
ajfti-2489	43	4	indicators	indicator	NOUN
ajfti-2489	43	5	,	,	PUNCT
ajfti-2489	43	6	which	which	PRON
ajfti-2489	43	7	show	show	VERB
ajfti-2489	43	8	strong	strong	ADJ
ajfti-2489	43	9	correlations	correlation	NOUN
ajfti-2489	43	10	,	,	PUNCT
ajfti-2489	43	11	is	be	AUX
ajfti-2489	43	12	one	one	NUM
ajfti-2489	43	13	such	such	ADJ
ajfti-2489	43	14	significant	significant	ADJ
ajfti-2489	43	15	issue	issue	NOUN
ajfti-2489	43	16	.	.	PUNCT
ajfti-2489	44	1	lasso	lasso	NOUN
ajfti-2489	44	2	regression	regression	NOUN
ajfti-2489	44	3	is	be	AUX
ajfti-2489	44	4	one	one	NUM
ajfti-2489	44	5	of	of	ADP
ajfti-2489	44	6	the	the	DET
ajfti-2489	44	7	statistical	statistical	ADJ
ajfti-2489	44	8	methods	method	NOUN
ajfti-2489	44	9	that	that	PRON
ajfti-2489	44	10	urdes	urde	VERB
ajfti-2489	44	11	et	et	PROPN
ajfti-2489	44	12	al	al	PROPN
ajfti-2489	44	13	.	.	PUNCT
ajfti-2489	45	1	(	(	PUNCT
ajfti-2489	45	2	2022	2022	NUM
ajfti-2489	45	3	)	)	PUNCT
ajfti-2489	45	4	devised	devise	VERB
ajfti-2489	45	5	to	to	PART
ajfti-2489	45	6	deal	deal	VERB
ajfti-2489	45	7	with	with	ADP
ajfti-2489	45	8	multicollinearity	multicollinearity	NOUN
ajfti-2489	45	9	and	and	CCONJ
ajfti-2489	45	10	increase	increase	VERB
ajfti-2489	45	11	the	the	DET
ajfti-2489	45	12	resilience	resilience	NOUN
ajfti-2489	45	13	of	of	ADP
ajfti-2489	45	14	prediction	prediction	NOUN
ajfti-2489	45	15	models	model	NOUN
ajfti-2489	45	16	.	.	PUNCT
ajfti-2489	46	1	these	these	DET
ajfti-2489	46	2	techniques	technique	NOUN
ajfti-2489	46	3	aid	aid	NOUN
ajfti-2489	46	4	in	in	ADP
ajfti-2489	46	5	separating	separate	VERB
ajfti-2489	46	6	the	the	DET
ajfti-2489	46	7	web	web	NOUN
ajfti-2489	46	8	of	of	ADP
ajfti-2489	46	9	connected	connected	ADJ
ajfti-2489	46	10	indications	indication	NOUN
ajfti-2489	46	11	(	(	PUNCT
ajfti-2489	46	12	urdes	urde	NOUN
ajfti-2489	46	13	et	et	PROPN
ajfti-2489	46	14	al	al	PROPN
ajfti-2489	46	15	.	.	PROPN
ajfti-2489	46	16	,	,	PUNCT
ajfti-2489	46	17	2022	2022	NUM
ajfti-2489	46	18	)	)	PUNCT
ajfti-2489	46	19	.	.	PUNCT
ajfti-2489	47	1	however	however	ADV
ajfti-2489	47	2	,	,	PUNCT
ajfti-2489	47	3	regularity	regularity	NOUN
ajfti-2489	47	4	in	in	ADP
ajfti-2489	47	5	the	the	DET
ajfti-2489	47	6	data	data	NOUN
ajfti-2489	47	7	is	be	AUX
ajfti-2489	47	8	necessary	necessary	ADJ
ajfti-2489	47	9	for	for	ADP
ajfti-2489	47	10	the	the	DET
ajfti-2489	47	11	implementation	implementation	NOUN
ajfti-2489	47	12	of	of	ADP
ajfti-2489	47	13	such	such	ADJ
ajfti-2489	47	14	procedures	procedure	NOUN
ajfti-2489	47	15	,	,	PUNCT
ajfti-2489	47	16	which	which	PRON
ajfti-2489	47	17	is	be	AUX
ajfti-2489	47	18	frequently	frequently	ADV
ajfti-2489	47	19	disrupted	disrupt	VERB
ajfti-2489	47	20	by	by	ADP
ajfti-2489	47	21	missing	miss	VERB
ajfti-2489	47	22	values	value	NOUN
ajfti-2489	47	23	.	.	PUNCT
ajfti-2489	48	1	winsemius	winsemius	PROPN
ajfti-2489	48	2	et	et	PROPN
ajfti-2489	48	3	al	al	PROPN
ajfti-2489	48	4	.	.	PROPN
ajfti-2489	49	1	(	(	PUNCT
ajfti-2489	49	2	2018	2018	NUM
ajfti-2489	49	3	)	)	PUNCT
ajfti-2489	49	4	,	,	PUNCT
ajfti-2489	49	5	illustrates	illustrate	VERB
ajfti-2489	49	6	how	how	SCONJ
ajfti-2489	49	7	assessing	assess	VERB
ajfti-2489	49	8	financial	financial	ADJ
ajfti-2489	49	9	risk	risk	NOUN
ajfti-2489	49	10	may	may	AUX
ajfti-2489	49	11	be	be	AUX
ajfti-2489	49	12	hampered	hamper	VERB
ajfti-2489	49	13	by	by	ADP
ajfti-2489	49	14	missing	miss	VERB
ajfti-2489	49	15	or	or	CCONJ
ajfti-2489	49	16	inadequate	inadequate	ADJ
ajfti-2489	49	17	data	datum	NOUN
ajfti-2489	49	18	.	.	PUNCT
ajfti-2489	50	1	data	datum	NOUN
ajfti-2489	50	2	imputation	imputation	NOUN
ajfti-2489	50	3	and	and	CCONJ
ajfti-2489	50	4	amputation	amputation	NOUN
ajfti-2489	50	5	are	be	AUX
ajfti-2489	50	6	two	two	NUM
ajfti-2489	50	7	techniques	technique	NOUN
ajfti-2489	50	8	that	that	PRON
ajfti-2489	50	9	washburn	washburn	VERB
ajfti-2489	50	10	et	et	PROPN
ajfti-2489	50	11	al	al	PROPN
ajfti-2489	50	12	.	.	PROPN
ajfti-2489	51	1	(	(	PUNCT
ajfti-2489	51	2	2018	2018	NUM
ajfti-2489	51	3	)	)	PUNCT
ajfti-2489	51	4	cover	cover	NOUN
ajfti-2489	51	5	in	in	ADP
ajfti-2489	51	6	their	their	PRON
ajfti-2489	51	7	discussion	discussion	NOUN
ajfti-2489	51	8	of	of	ADP
ajfti-2489	51	9	viable	viable	ADJ
ajfti-2489	51	10	approaches	approach	NOUN
ajfti-2489	51	11	to	to	ADP
ajfti-2489	51	12	this	this	DET
ajfti-2489	51	13	problem	problem	NOUN
ajfti-2489	51	14	.	.	PUNCT
ajfti-2489	52	1	these	these	DET
ajfti-2489	52	2	techniques	technique	NOUN
ajfti-2489	52	3	simplify	simplify	VERB
ajfti-2489	52	4	dataset	dataset	ADJ
ajfti-2489	52	5	reconstruction	reconstruction	NOUN
ajfti-2489	52	6	and	and	CCONJ
ajfti-2489	52	7	enable	enable	VERB
ajfti-2489	52	8	more	more	ADJ
ajfti-2489	52	9	thorough	thorough	ADJ
ajfti-2489	52	10	risk	risk	NOUN
ajfti-2489	52	11	assessments	assessment	NOUN
ajfti-2489	52	12	(	(	PUNCT
ajfti-2489	52	13	washburne	washburne	VERB
ajfti-2489	52	14	et	et	PROPN
ajfti-2489	52	15	al	al	PROPN
ajfti-2489	52	16	.	.	PROPN
ajfti-2489	52	17	,	,	PUNCT
ajfti-2489	52	18	2018	2018	NUM
ajfti-2489	52	19	;	;	PUNCT
ajfti-2489	52	20	winsemius	winsemius	PROPN
ajfti-2489	52	21	et	et	PROPN
ajfti-2489	52	22	al	al	PROPN
ajfti-2489	52	23	.	.	PROPN
ajfti-2489	52	24	,	,	PUNCT
ajfti-2489	52	25	2018	2018	NUM
ajfti-2489	52	26	)	)	PUNCT
ajfti-2489	52	27	.	.	PUNCT
ajfti-2489	53	1	the	the	DET
ajfti-2489	53	2	selection	selection	NOUN
ajfti-2489	53	3	of	of	ADP
ajfti-2489	53	4	accounting	accounting	NOUN
ajfti-2489	53	5	standards	standard	NOUN
ajfti-2489	53	6	is	be	AUX
ajfti-2489	53	7	yet	yet	ADV
ajfti-2489	53	8	another	another	DET
ajfti-2489	53	9	important	important	ADJ
ajfti-2489	53	10	issue	issue	NOUN
ajfti-2489	53	11	that	that	PRON
ajfti-2489	53	12	needs	need	VERB
ajfti-2489	53	13	to	to	PART
ajfti-2489	53	14	be	be	AUX
ajfti-2489	53	15	carefully	carefully	ADV
ajfti-2489	53	16	taken	take	VERB
ajfti-2489	53	17	into	into	ADP
ajfti-2489	53	18	account	account	NOUN
ajfti-2489	53	19	(	(	PUNCT
ajfti-2489	53	20	weygandt	weygandt	PROPN
ajfti-2489	53	21	et	et	PROPN
ajfti-2489	53	22	al	al	PROPN
ajfti-2489	53	23	.	.	PROPN
ajfti-2489	53	24	,	,	PUNCT
ajfti-2489	53	25	2018	2018	NUM
ajfti-2489	53	26	)	)	PUNCT
ajfti-2489	53	27	.	.	PUNCT
ajfti-2489	54	1	the	the	DET
ajfti-2489	54	2	decision	decision	NOUN
ajfti-2489	54	3	between	between	ADP
ajfti-2489	54	4	international	international	ADJ
ajfti-2489	54	5	accounting	accounting	NOUN
ajfti-2489	54	6	standards	standard	NOUN
ajfti-2489	54	7	like	like	ADP
ajfti-2489	54	8	ifrs	ifrs	NOUN
ajfti-2489	54	9	and	and	CCONJ
ajfti-2489	54	10	nationspecific	nationspecific	ADJ
ajfti-2489	54	11	elements	element	NOUN
ajfti-2489	54	12	has	have	VERB
ajfti-2489	54	13	relevance	relevance	NOUN
ajfti-2489	54	14	in	in	ADP
ajfti-2489	54	15	the	the	DET
ajfti-2489	54	16	globalized	globalize	VERB
ajfti-2489	54	17	financial	financial	ADJ
ajfti-2489	54	18	landscape	landscape	NOUN
ajfti-2489	54	19	for	for	ADP
ajfti-2489	54	20	standardizing	standardize	VERB
ajfti-2489	54	21	indicators	indicator	NOUN
ajfti-2489	54	22	in	in	ADP
ajfti-2489	54	23	cross	cross	ADJ
ajfti-2489	54	24	-	-	ADJ
ajfti-2489	54	25	border	border	ADJ
ajfti-2489	54	26	risk	risk	NOUN
ajfti-2489	54	27	assessment	assessment	NOUN
ajfti-2489	54	28	.	.	PUNCT
ajfti-2489	55	1	swanepoel	swanepoel	PROPN
ajfti-2489	55	2	(	(	PUNCT
ajfti-2489	55	3	2018	2018	NUM
ajfti-2489	55	4	)	)	PUNCT
ajfti-2489	55	5	,	,	PUNCT
ajfti-2489	55	6	has	have	AUX
ajfti-2489	55	7	looked	look	VERB
ajfti-2489	55	8	at	at	ADP
ajfti-2489	55	9	how	how	SCONJ
ajfti-2489	55	10	these	these	DET
ajfti-2489	55	11	decisions	decision	NOUN
ajfti-2489	55	12	may	may	AUX
ajfti-2489	55	13	affect	affect	VERB
ajfti-2489	55	14	how	how	SCONJ
ajfti-2489	55	15	reliable	reliable	ADJ
ajfti-2489	55	16	and	and	CCONJ
ajfti-2489	55	17	comparable	comparable	ADJ
ajfti-2489	55	18	risk	risk	NOUN
ajfti-2489	55	19	assessments	assessment	NOUN
ajfti-2489	55	20	are	be	AUX
ajfti-2489	55	21	in	in	ADP
ajfti-2489	55	22	different	different	ADJ
ajfti-2489	55	23	international	international	ADJ
ajfti-2489	55	24	contexts	contexts	NOUN
ajfti-2489	55	25	.	.	PUNCT
ajfti-2489	56	1	zio	zio	X
ajfti-2489	56	2	(	(	PUNCT
ajfti-2489	56	3	2018	2018	NUM
ajfti-2489	56	4	)	)	PUNCT
ajfti-2489	56	5	,	,	PUNCT
ajfti-2489	56	6	has	have	AUX
ajfti-2489	56	7	stated	state	VERB
ajfti-2489	56	8	that	that	SCONJ
ajfti-2489	56	9	construction	construction	NOUN
ajfti-2489	56	10	of	of	ADP
ajfti-2489	56	11	reliable	reliable	ADJ
ajfti-2489	56	12	risk	risk	NOUN
ajfti-2489	56	13	models	model	NOUN
ajfti-2489	56	14	requires	require	VERB
ajfti-2489	56	15	a	a	DET
ajfti-2489	56	16	thorough	thorough	ADJ
ajfti-2489	56	17	understanding	understanding	NOUN
ajfti-2489	56	18	of	of	ADP
ajfti-2489	56	19	various	various	ADJ
ajfti-2489	56	20	financial	financial	ADJ
ajfti-2489	56	21	risk	risk	NOUN
ajfti-2489	56	22	prediction	prediction	NOUN
ajfti-2489	56	23	components	component	NOUN
ajfti-2489	56	24	and	and	CCONJ
ajfti-2489	56	25	how	how	SCONJ
ajfti-2489	56	26	they	they	PRON
ajfti-2489	56	27	interact	interact	VERB
ajfti-2489	56	28	.	.	PUNCT
ajfti-2489	57	1	the	the	DET
ajfti-2489	57	2	study	study	NOUN
ajfti-2489	57	3	has	have	AUX
ajfti-2489	57	4	further	far	ADV
ajfti-2489	57	5	explored	explore	VERB
ajfti-2489	57	6	the	the	DET
ajfti-2489	57	7	collective	collective	ADJ
ajfti-2489	57	8	knowledge	knowledge	NOUN
ajfti-2489	57	9	of	of	ADP
ajfti-2489	57	10	the	the	DET
ajfti-2489	57	11	field	field	NOUN
ajfti-2489	57	12	and	and	CCONJ
ajfti-2489	57	13	increase	increase	VERB
ajfti-2489	57	14	our	our	PRON
ajfti-2489	57	15	understanding	understanding	NOUN
ajfti-2489	57	16	of	of	ADP
ajfti-2489	57	17	financial	financial	ADJ
ajfti-2489	57	18	risk	risk	NOUN
ajfti-2489	57	19	prediction	prediction	NOUN
ajfti-2489	57	20	by	by	ADP
ajfti-2489	57	21	combining	combine	VERB
ajfti-2489	57	22	ideas	idea	NOUN
ajfti-2489	57	23	from	from	ADP
ajfti-2489	57	24	various	various	ADJ
ajfti-2489	57	25	academic	academic	ADJ
ajfti-2489	57	26	studies	study	NOUN
ajfti-2489	57	27	(	(	PUNCT
ajfti-2489	57	28	chen	chen	PROPN
ajfti-2489	57	29	et	et	PROPN
ajfti-2489	57	30	al	al	PROPN
ajfti-2489	57	31	.	.	PROPN
ajfti-2489	57	32	,	,	PUNCT
ajfti-2489	57	33	2021	2021	NUM
ajfti-2489	57	34	;	;	PUNCT
ajfti-2489	57	35	swanepoel	swanepoel	PROPN
ajfti-2489	57	36	,	,	PUNCT
ajfti-2489	57	37	2018	2018	NUM
ajfti-2489	57	38	)	)	PUNCT
ajfti-2489	57	39	.	.	PUNCT
ajfti-2489	58	1	implication	implication	NOUN
ajfti-2489	58	2	of	of	ADP
ajfti-2489	58	3	textual	textual	ADJ
ajfti-2489	58	4	indicators	indicator	NOUN
ajfti-2489	58	5	in	in	ADP
ajfti-2489	58	6	financial	financial	ADJ
ajfti-2489	58	7	risk	risk	NOUN
ajfti-2489	58	8	prediction	prediction	NOUN
ajfti-2489	58	9	textual	textual	ADJ
ajfti-2489	58	10	indicators	indicator	NOUN
ajfti-2489	58	11	,	,	PUNCT
ajfti-2489	58	12	such	such	ADJ
ajfti-2489	58	13	as	as	ADP
ajfti-2489	58	14	managerial	managerial	ADJ
ajfti-2489	58	15	tone	tone	NOUN
ajfti-2489	58	16	and	and	CCONJ
ajfti-2489	58	17	tone	tone	NOUN
ajfti-2489	58	18	indexes	index	NOUN
ajfti-2489	58	19	,	,	PUNCT
ajfti-2489	58	20	are	be	AUX
ajfti-2489	58	21	becoming	become	VERB
ajfti-2489	58	22	more	more	ADV
ajfti-2489	58	23	and	and	CCONJ
ajfti-2489	58	24	more	more	ADV
ajfti-2489	58	25	important	important	ADJ
ajfti-2489	58	26	parts	part	NOUN
ajfti-2489	58	27	of	of	ADP
ajfti-2489	58	28	the	the	DET
ajfti-2489	58	29	process	process	NOUN
ajfti-2489	58	30	of	of	ADP
ajfti-2489	58	31	predicting	predict	VERB
ajfti-2489	58	32	financial	financial	ADJ
ajfti-2489	58	33	risk	risk	NOUN
ajfti-2489	58	34	(	(	PUNCT
ajfti-2489	58	35	zhang	zhang	X
ajfti-2489	58	36	et	et	PROPN
ajfti-2489	58	37	al	al	PROPN
ajfti-2489	58	38	.	.	PROPN
ajfti-2489	58	39	,	,	PUNCT
ajfti-2489	58	40	2022	2022	NUM
ajfti-2489	58	41	)	)	PUNCT
ajfti-2489	58	42	.	.	PUNCT
ajfti-2489	59	1	they	they	PRON
ajfti-2489	59	2	have	have	AUX
ajfti-2489	59	3	been	be	AUX
ajfti-2489	59	4	cited	cite	VERB
ajfti-2489	59	5	as	as	ADP
ajfti-2489	59	6	playing	play	VERB
ajfti-2489	59	7	crucial	crucial	ADJ
ajfti-2489	59	8	roles	role	NOUN
ajfti-2489	59	9	in	in	ADP
ajfti-2489	59	10	improving	improve	VERB
ajfti-2489	59	11	risk	risk	NOUN
ajfti-2489	59	12	assessment	assessment	NOUN
ajfti-2489	59	13	by	by	ADP
ajfti-2489	59	14	several	several	ADJ
ajfti-2489	59	15	academics	academic	NOUN
ajfti-2489	59	16	.	.	PUNCT
ajfti-2489	60	1	according	accord	VERB
ajfti-2489	60	2	to	to	ADP
ajfti-2489	60	3	.	.	PUNCT
ajfti-2489	61	1	iqbal	iqbal	PROPN
ajfti-2489	61	2	&	&	CCONJ
ajfti-2489	61	3	riaz	riaz	PROPN
ajfti-2489	61	4	(	(	PUNCT
ajfti-2489	61	5	2021	2021	NUM
ajfti-2489	61	6	)	)	PUNCT
ajfti-2489	62	1	,	,	PUNCT
ajfti-2489	62	2	the	the	DET
ajfti-2489	62	3	management	management	NOUN
ajfti-2489	62	4	’s	’s	PART
ajfti-2489	62	5	tone	tone	NOUN
ajfti-2489	62	6	of	of	ADP
ajfti-2489	62	7	a	a	DET
ajfti-2489	62	8	company	company	NOUN
ajfti-2489	62	9	’s	’s	PART
ajfti-2489	62	10	communications	communication	NOUN
ajfti-2489	62	11	,	,	PUNCT
ajfti-2489	62	12	including	include	VERB
ajfti-2489	62	13	annual	annual	ADJ
ajfti-2489	62	14	reports	report	NOUN
ajfti-2489	62	15	or	or	CCONJ
ajfti-2489	62	16	press	press	NOUN
ajfti-2489	62	17	releases	release	NOUN
ajfti-2489	62	18	,	,	PUNCT
ajfti-2489	62	19	might	might	AUX
ajfti-2489	62	20	offer	offer	VERB
ajfti-2489	62	21	insightful	insightful	ADJ
ajfti-2489	62	22	information	information	NOUN
ajfti-2489	62	23	(	(	PUNCT
ajfti-2489	62	24	iqbal	iqbal	PROPN
ajfti-2489	62	25	&	&	CCONJ
ajfti-2489	62	26	riaz	riaz	PROPN
ajfti-2489	62	27	,	,	PUNCT
ajfti-2489	62	28	2021	2021	NUM
ajfti-2489	62	29	)	)	PUNCT
ajfti-2489	62	30	.	.	PUNCT
ajfti-2489	63	1	investor	investor	NOUN
ajfti-2489	63	2	confidence	confidence	NOUN
ajfti-2489	63	3	and	and	CCONJ
ajfti-2489	63	4	subsequent	subsequent	ADJ
ajfti-2489	63	5	financial	financial	ADJ
ajfti-2489	63	6	performance	performance	NOUN
ajfti-2489	63	7	can	can	AUX
ajfti-2489	63	8	be	be	AUX
ajfti-2489	63	9	impacted	impact	VERB
ajfti-2489	63	10	by	by	ADP
ajfti-2489	63	11	positive	positive	ADJ
ajfti-2489	63	12	or	or	CCONJ
ajfti-2489	63	13	negative	negative	ADJ
ajfti-2489	63	14	management	management	NOUN
ajfti-2489	63	15	attitude	attitude	NOUN
ajfti-2489	63	16	(	(	PUNCT
ajfti-2489	63	17	platonova	platonova	X
ajfti-2489	63	18	et	et	PROPN
ajfti-2489	63	19	al	al	PROPN
ajfti-2489	63	20	.	.	PROPN
ajfti-2489	63	21	,	,	PUNCT
ajfti-2489	63	22	2018	2018	NUM
ajfti-2489	63	23	)	)	PUNCT
ajfti-2489	63	24	.	.	PUNCT
ajfti-2489	64	1	additionally	additionally	ADV
ajfti-2489	64	2	,	,	PUNCT
ajfti-2489	64	3	biases	bias	NOUN
ajfti-2489	64	4	in	in	ADP
ajfti-2489	64	5	textual	textual	ADJ
ajfti-2489	64	6	data	datum	NOUN
ajfti-2489	64	7	may	may	AUX
ajfti-2489	64	8	be	be	AUX
ajfti-2489	64	9	inherent	inherent	ADJ
ajfti-2489	64	10	and	and	CCONJ
ajfti-2489	64	11	result	result	VERB
ajfti-2489	64	12	from	from	ADP
ajfti-2489	64	13	biased	biased	ADJ
ajfti-2489	64	14	reporting	reporting	NOUN
ajfti-2489	64	15	or	or	CCONJ
ajfti-2489	64	16	inaccurate	inaccurate	ADJ
ajfti-2489	64	17	sentiment	sentiment	NOUN
ajfti-2489	64	18	analysis	analysis	NOUN
ajfti-2489	64	19	.	.	PUNCT
ajfti-2489	65	1	it	it	PRON
ajfti-2489	65	2	is	be	AUX
ajfti-2489	65	3	important	important	ADJ
ajfti-2489	65	4	to	to	PART
ajfti-2489	65	5	note	note	VERB
ajfti-2489	65	6	that	that	SCONJ
ajfti-2489	65	7	financial	financial	ADJ
ajfti-2489	65	8	experts	expert	NOUN
ajfti-2489	65	9	are	be	AUX
ajfti-2489	65	10	aware	aware	ADJ
ajfti-2489	65	11	that	that	SCONJ
ajfti-2489	65	12	manual	manual	ADJ
ajfti-2489	65	13	evaluation	evaluation	NOUN
ajfti-2489	65	14	of	of	ADP
ajfti-2489	65	15	textual	textual	ADJ
ajfti-2489	65	16	data	datum	NOUN
ajfti-2489	65	17	might	might	AUX
ajfti-2489	65	18	be	be	AUX
ajfti-2489	65	19	more	more	ADV
ajfti-2489	65	20	effective	effective	ADJ
ajfti-2489	65	21	at	at	ADP
ajfti-2489	65	22	eliminating	eliminate	VERB
ajfti-2489	65	23	these	these	DET
ajfti-2489	65	24	biases	bias	NOUN
ajfti-2489	65	25	(	(	PUNCT
ajfti-2489	65	26	metaxa	metaxa	ADV
ajfti-2489	65	27	et	et	PROPN
ajfti-2489	65	28	al	al	PROPN
ajfti-2489	65	29	.	.	PROPN
ajfti-2489	65	30	,	,	PUNCT
ajfti-2489	65	31	2021	2021	NUM
ajfti-2489	65	32	)	)	PUNCT
ajfti-2489	65	33	.	.	PUNCT
ajfti-2489	66	1	this	this	DET
ajfti-2489	66	2	practical	practical	ADJ
ajfti-2489	66	3	method	method	NOUN
ajfti-2489	66	4	enables	enable	VERB
ajfti-2489	66	5	a	a	DET
ajfti-2489	66	6	more	more	ADV
ajfti-2489	66	7	precise	precise	ADJ
ajfti-2489	66	8	analysis	analysis	NOUN
ajfti-2489	66	9	of	of	ADP
ajfti-2489	66	10	subtle	subtle	ADJ
ajfti-2489	66	11	textual	textual	ADJ
ajfti-2489	66	12	clues	clue	NOUN
ajfti-2489	66	13	.	.	PUNCT
ajfti-2489	67	1	textual	textual	ADJ
ajfti-2489	67	2	indicators	indicator	NOUN
ajfti-2489	67	3	also	also	ADV
ajfti-2489	67	4	interact	interact	VERB
ajfti-2489	67	5	with	with	ADP
ajfti-2489	67	6	financial	financial	ADJ
ajfti-2489	67	7	measurements	measurement	NOUN
ajfti-2489	67	8	like	like	ADP
ajfti-2489	67	9	return	return	NOUN
ajfti-2489	67	10	on	on	ADP
ajfti-2489	67	11	assets	asset	NOUN
ajfti-2489	67	12	(	(	PUNCT
ajfti-2489	67	13	roa	roa	NOUN
ajfti-2489	67	14	)	)	PUNCT
ajfti-2489	67	15	and	and	CCONJ
ajfti-2489	67	16	return	return	VERB
ajfti-2489	67	17	on	on	ADP
ajfti-2489	67	18	equity	equity	NOUN
ajfti-2489	67	19	(	(	PUNCT
ajfti-2489	67	20	roe	roe	PROPN
ajfti-2489	67	21	)	)	PUNCT
ajfti-2489	67	22	,	,	PUNCT
ajfti-2489	67	23	therefore	therefore	ADV
ajfti-2489	67	24	they	they	PRON
ajfti-2489	67	25	do	do	AUX
ajfti-2489	67	26	not	not	PART
ajfti-2489	67	27	exist	exist	VERB
ajfti-2489	67	28	in	in	ADP
ajfti-2489	67	29	a	a	DET
ajfti-2489	67	30	vacuum	vacuum	NOUN
ajfti-2489	67	31	(	(	PUNCT
ajfti-2489	67	32	alduais	alduais	PROPN
ajfti-2489	67	33	,	,	PUNCT
ajfti-2489	67	34	2022	2022	NUM
ajfti-2489	67	35	)	)	PUNCT
ajfti-2489	67	36	.	.	PUNCT
ajfti-2489	68	1	these	these	DET
ajfti-2489	68	2	interactions	interaction	NOUN
ajfti-2489	68	3	,	,	PUNCT
ajfti-2489	68	4	as	as	SCONJ
ajfti-2489	68	5	explained	explain	VERB
ajfti-2489	68	6	by	by	ADP
ajfti-2489	68	7	zio	zio	X
ajfti-2489	68	8	(	(	PUNCT
ajfti-2489	68	9	2018	2018	NUM
ajfti-2489	68	10	)	)	PUNCT
ajfti-2489	68	11	,	,	PUNCT
ajfti-2489	68	12	influence	influence	VERB
ajfti-2489	68	13	the	the	DET
ajfti-2489	68	14	results	result	NOUN
ajfti-2489	68	15	of	of	ADP
ajfti-2489	68	16	risk	risk	NOUN
ajfti-2489	68	17	assessments	assessment	NOUN
ajfti-2489	68	18	and	and	CCONJ
ajfti-2489	68	19	give	give	VERB
ajfti-2489	68	20	a	a	DET
ajfti-2489	68	21	comprehensive	comprehensive	ADJ
ajfti-2489	68	22	picture	picture	NOUN
ajfti-2489	68	23	of	of	ADP
ajfti-2489	68	24	a	a	DET
ajfti-2489	68	25	company	company	NOUN
ajfti-2489	68	26	’s	’s	PART
ajfti-2489	68	27	financial	financial	ADJ
ajfti-2489	68	28	health	health	NOUN
ajfti-2489	68	29	.	.	PUNCT
ajfti-2489	69	1	the	the	DET
ajfti-2489	69	2	study	study	NOUN
ajfti-2489	69	3	highlights	highlight	NOUN
ajfti-2489	69	4	that	that	PRON
ajfti-2489	69	5	professionals	professional	NOUN
ajfti-2489	69	6	may	may	AUX
ajfti-2489	69	7	collect	collect	VERB
ajfti-2489	69	8	nuanced	nuanced	ADJ
ajfti-2489	69	9	information	information	NOUN
ajfti-2489	69	10	,	,	PUNCT
ajfti-2489	69	11	improve	improve	VERB
ajfti-2489	69	12	decision	decision	NOUN
ajfti-2489	69	13	-	-	PUNCT
ajfti-2489	69	14	making	making	NOUN
ajfti-2489	69	15	,	,	PUNCT
ajfti-2489	69	16	and	and	CCONJ
ajfti-2489	69	17	lessen	lessen	VERB
ajfti-2489	69	18	data	datum	NOUN
ajfti-2489	69	19	biases	bias	NOUN
ajfti-2489	69	20	by	by	ADP
ajfti-2489	69	21	including	include	VERB
ajfti-2489	69	22	textual	textual	ADJ
ajfti-2489	69	23	indicators	indicator	NOUN
ajfti-2489	69	24	into	into	ADP
ajfti-2489	69	25	the	the	DET
ajfti-2489	69	26	financial	financial	ADJ
ajfti-2489	69	27	risk	risk	NOUN
ajfti-2489	69	28	prediction	prediction	NOUN
ajfti-2489	69	29	process	process	NOUN
ajfti-2489	69	30	(	(	PUNCT
ajfti-2489	69	31	zio	zio	PROPN
ajfti-2489	69	32	,	,	PUNCT
ajfti-2489	69	33	2018	2018	NUM
ajfti-2489	69	34	)	)	PUNCT
ajfti-2489	69	35	.	.	PUNCT
ajfti-2489	70	1	this	this	DET
ajfti-2489	70	2	integration	integration	NOUN
ajfti-2489	70	3	acknowledges	acknowledge	VERB
ajfti-2489	70	4	the	the	DET
ajfti-2489	70	5	importance	importance	NOUN
ajfti-2489	70	6	of	of	ADP
ajfti-2489	70	7	textual	textual	ADJ
ajfti-2489	70	8	data	datum	NOUN
ajfti-2489	70	9	in	in	ADP
ajfti-2489	70	10	the	the	DET
ajfti-2489	70	11	modern	modern	ADJ
ajfti-2489	70	12	financial	financial	ADJ
ajfti-2489	70	13	sector	sector	NOUN
ajfti-2489	70	14	while	while	SCONJ
ajfti-2489	70	15	reflecting	reflect	VERB
ajfti-2489	70	16	the	the	DET
ajfti-2489	70	17	changing	change	VERB
ajfti-2489	70	18	environment	environment	NOUN
ajfti-2489	70	19	of	of	ADP
ajfti-2489	70	20	risk	risk	NOUN
ajfti-2489	70	21	assessment	assessment	NOUN
ajfti-2489	70	22	.	.	PUNCT
ajfti-2489	71	1	literature	literature	NOUN
ajfti-2489	71	2	review	review	VERB
ajfti-2489	71	3	financial	financial	ADJ
ajfti-2489	71	4	risk	risk	NOUN
ajfti-2489	71	5	prediction	prediction	NOUN
ajfti-2489	71	6	is	be	AUX
ajfti-2489	71	7	a	a	DET
ajfti-2489	71	8	crucial	crucial	ADJ
ajfti-2489	71	9	field	field	NOUN
ajfti-2489	71	10	of	of	ADP
ajfti-2489	71	11	research	research	NOUN
ajfti-2489	71	12	in	in	ADP
ajfti-2489	71	13	finance	finance	NOUN
ajfti-2489	71	14	and	and	CCONJ
ajfti-2489	71	15	economics	economic	NOUN
ajfti-2489	71	16	,	,	PUNCT
ajfti-2489	71	17	having	have	VERB
ajfti-2489	71	18	important	important	ADJ
ajfti-2489	71	19	consequences	consequence	NOUN
ajfti-2489	71	20	for	for	ADP
ajfti-2489	71	21	organizations	organization	NOUN
ajfti-2489	71	22	,	,	PUNCT
ajfti-2489	71	23	investors	investor	NOUN
ajfti-2489	71	24	,	,	PUNCT
ajfti-2489	71	25	and	and	CCONJ
ajfti-2489	71	26	decision	decision	NOUN
ajfti-2489	71	27	-	-	PUNCT
ajfti-2489	71	28	makers	maker	NOUN
ajfti-2489	71	29	(	(	PUNCT
ajfti-2489	71	30	win	win	VERB
ajfti-2489	71	31	et	et	PROPN
ajfti-2489	71	32	al	al	PROPN
ajfti-2489	71	33	.	.	PROPN
ajfti-2489	71	34	2018	2018	NUM
ajfti-2489	71	35	)	)	PUNCT
ajfti-2489	71	36	.	.	PUNCT
ajfti-2489	72	1	arnold	arnold	PROPN
ajfti-2489	72	2	et	et	PROPN
ajfti-2489	72	3	al	al	PROPN
ajfti-2489	72	4	.	.	PROPN
ajfti-2489	73	1	(	(	PUNCT
ajfti-2489	73	2	2018	2018	NUM
ajfti-2489	73	3	)	)	PUNCT
ajfti-2489	73	4	,	,	PUNCT
ajfti-2489	73	5	explains	explain	VERB
ajfti-2489	73	6	that	that	SCONJ
ajfti-2489	73	7	financial	financial	ADJ
ajfti-2489	73	8	risk	risk	NOUN
ajfti-2489	73	9	forecasting	forecasting	NOUN
ajfti-2489	73	10	heavily	heavily	ADV
ajfti-2489	73	11	relies	rely	VERB
ajfti-2489	73	12	on	on	ADP
ajfti-2489	73	13	historical	historical	ADJ
ajfti-2489	73	14	financial	financial	ADJ
ajfti-2489	73	15	data	datum	NOUN
ajfti-2489	73	16	.	.	PUNCT
ajfti-2489	74	1	risk	risk	NOUN
ajfti-2489	74	2	assessment	assessment	NOUN
ajfti-2489	74	3	is	be	AUX
ajfti-2489	74	4	based	base	VERB
ajfti-2489	74	5	on	on	ADP
ajfti-2489	74	6	historical	historical	ADJ
ajfti-2489	74	7	financial	financial	ADJ
ajfti-2489	74	8	performance	performance	NOUN
ajfti-2489	74	9	,	,	PUNCT
ajfti-2489	74	10	which	which	PRON
ajfti-2489	74	11	includes	include	VERB
ajfti-2489	74	12	income	income	NOUN
ajfti-2489	74	13	statements	statement	NOUN
ajfti-2489	74	14	,	,	PUNCT
ajfti-2489	74	15	balance	balance	NOUN
ajfti-2489	74	16	sheets	sheet	NOUN
ajfti-2489	74	17	,	,	PUNCT
ajfti-2489	74	18	and	and	CCONJ
ajfti-2489	74	19	cash	cash	NOUN
ajfti-2489	74	20	flow	flow	NOUN
ajfti-2489	74	21	statements	statement	NOUN
ajfti-2489	74	22	(	(	PUNCT
ajfti-2489	74	23	goh	goh	PROPN
ajfti-2489	74	24	et	et	PROPN
ajfti-2489	74	25	al	al	PROPN
ajfti-2489	74	26	.	.	PROPN
ajfti-2489	74	27	2022	2022	NUM
ajfti-2489	74	28	)	)	PUNCT
ajfti-2489	74	29	.	.	PUNCT
ajfti-2489	75	1	to	to	PART
ajfti-2489	75	2	analyze	analyze	VERB
ajfti-2489	75	3	historical	historical	ADJ
ajfti-2489	75	4	data	datum	NOUN
ajfti-2489	75	5	and	and	CCONJ
ajfti-2489	75	6	spot	spot	NOUN
ajfti-2489	75	7	patterns	pattern	NOUN
ajfti-2489	75	8	,	,	PUNCT
ajfti-2489	75	9	time	time	NOUN
ajfti-2489	75	10	series	series	NOUN
ajfti-2489	75	11	analysis	analysis	NOUN
ajfti-2489	75	12	and	and	CCONJ
ajfti-2489	75	13	statistical	statistical	ADJ
ajfti-2489	75	14	models	model	NOUN
ajfti-2489	75	15	like	like	ADP
ajfti-2489	75	16	autoregressive	autoregressive	ADJ
ajfti-2489	75	17	integrated	integrated	ADJ
ajfti-2489	75	18	moving	move	VERB
ajfti-2489	75	19	average	average	ADJ
ajfti-2489	75	20	(	(	PUNCT
ajfti-2489	75	21	arima	arima	NOUN
ajfti-2489	75	22	)	)	PUNCT
ajfti-2489	75	23	and	and	CCONJ
ajfti-2489	75	24	garch	garch	NOUN
ajfti-2489	75	25	have	have	AUX
ajfti-2489	75	26	been	be	AUX
ajfti-2489	75	27	used	use	VERB
ajfti-2489	75	28	(	(	PUNCT
ajfti-2489	75	29	alghamdi	alghamdi	NOUN
ajfti-2489	75	30	et	et	PROPN
ajfti-2489	75	31	al	al	PROPN
ajfti-2489	75	32	.	.	PROPN
ajfti-2489	75	33	2019	2019	NUM
ajfti-2489	75	34	)	)	PUNCT
ajfti-2489	75	35	.	.	PUNCT
ajfti-2489	76	1	financial	financial	ADJ
ajfti-2489	76	2	risk	risk	NOUN
ajfti-2489	76	3	is	be	AUX
ajfti-2489	76	4	significantly	significantly	ADV
ajfti-2489	76	5	influenced	influence	VERB
ajfti-2489	76	6	by	by	ADP
ajfti-2489	76	7	market	market	NOUN
ajfti-2489	76	8	volatility	volatility	NOUN
ajfti-2489	76	9	and	and	CCONJ
ajfti-2489	76	10	macroeconomic	macroeconomic	ADJ
ajfti-2489	76	11	variables	variable	NOUN
ajfti-2489	76	12	(	(	PUNCT
ajfti-2489	76	13	fang	fang	X
ajfti-2489	76	14	et	et	PROPN
ajfti-2489	76	15	al	al	PROPN
ajfti-2489	76	16	.	.	PROPN
ajfti-2489	76	17	2018	2018	NUM
ajfti-2489	76	18	)	)	PUNCT
ajfti-2489	76	19	.	.	PUNCT
ajfti-2489	77	1	gu	gu	NOUN
ajfti-2489	77	2	et	et	PROPN
ajfti-2489	77	3	al	al	PROPN
ajfti-2489	77	4	.	.	PROPN
ajfti-2489	77	5	(	(	PUNCT
ajfti-2489	77	6	2020	2020	NUM
ajfti-2489	77	7	)	)	PUNCT
ajfti-2489	77	8	,	,	PUNCT
ajfti-2489	77	9	credit	credit	NOUN
ajfti-2489	77	10	risk	risk	NOUN
ajfti-2489	77	11	and	and	CCONJ
ajfti-2489	77	12	asset	asset	NOUN
ajfti-2489	77	13	values	value	NOUN
ajfti-2489	77	14	are	be	AUX
ajfti-2489	77	15	influenced	influence	VERB
ajfti-2489	77	16	by	by	ADP
ajfti-2489	77	17	changes	change	NOUN
ajfti-2489	77	18	in	in	ADP
ajfti-2489	77	19	the	the	DET
ajfti-2489	77	20	stock	stock	NOUN
ajfti-2489	77	21	market	market	NOUN
ajfti-2489	77	22	,	,	PUNCT
ajfti-2489	77	23	changes	change	NOUN
ajfti-2489	77	24	in	in	ADP
ajfti-2489	77	25	interest	interest	NOUN
ajfti-2489	77	26	rates	rate	NOUN
ajfti-2489	77	27	,	,	PUNCT
ajfti-2489	77	28	and	and	CCONJ
ajfti-2489	77	29	macroeconomic	macroeconomic	ADJ
ajfti-2489	77	30	indicators	indicator	NOUN
ajfti-2489	77	31	like	like	ADP
ajfti-2489	77	32	the	the	DET
ajfti-2489	77	33	gdp	gdp	NOUN
ajfti-2489	77	34	growth	growth	NOUN
ajfti-2489	77	35	rate	rate	NOUN
ajfti-2489	77	36	.	.	PUNCT
ajfti-2489	78	1	according	accord	VERB
ajfti-2489	78	2	morad	morad	PROPN
ajfti-2489	78	3	et	et	PROPN
ajfti-2489	78	4	al	al	PROPN
ajfti-2489	78	5	.	.	PROPN
ajfti-2489	79	1	(	(	PUNCT
ajfti-2489	79	2	2019	2019	NUM
ajfti-2489	79	3	)	)	PUNCT
ajfti-2489	79	4	a	a	DET
ajfti-2489	79	5	crucial	crucial	ADJ
ajfti-2489	79	6	component	component	NOUN
ajfti-2489	79	7	of	of	ADP
ajfti-2489	79	8	financial	financial	ADJ
ajfti-2489	79	9	risk	risk	NOUN
ajfti-2489	79	10	assessment	assessment	NOUN
ajfti-2489	79	11	is	be	AUX
ajfti-2489	79	12	credit	credit	NOUN
ajfti-2489	79	13	risk	risk	NOUN
ajfti-2489	79	14	prediction	prediction	NOUN
ajfti-2489	79	15	.	.	PUNCT
ajfti-2489	80	1	in	in	ADP
ajfti-2489	80	2	assessing	assess	VERB
ajfti-2489	80	3	loan	loan	NOUN
ajfti-2489	80	4	defaults	default	NOUN
ajfti-2489	80	5	,	,	PUNCT
ajfti-2489	80	6	variables	variable	NOUN
ajfti-2489	80	7	including	include	VERB
ajfti-2489	80	8	credit	credit	NOUN
ajfti-2489	80	9	ratings	rating	NOUN
ajfti-2489	80	10	,	,	PUNCT
ajfti-2489	80	11	debt	debt	NOUN
ajfti-2489	80	12	ratios	ratio	NOUN
ajfti-2489	80	13	,	,	PUNCT
ajfti-2489	80	14	and	and	CCONJ
ajfti-2489	80	15	default	default	NOUN
ajfti-2489	80	16	probability	probability	NOUN
ajfti-2489	80	17	are	be	AUX
ajfti-2489	80	18	crucial	crucial	ADJ
ajfti-2489	80	19	.	.	PUNCT
ajfti-2489	81	1	support	support	NOUN
ajfti-2489	81	2	vector	vector	NOUN
ajfti-2489	81	3	machines	machine	NOUN
ajfti-2489	81	4	and	and	CCONJ
ajfti-2489	81	5	neural	neural	ADJ
ajfti-2489	81	6	networks	network	NOUN
ajfti-2489	81	7	are	be	AUX
ajfti-2489	81	8	two	two	NUM
ajfti-2489	81	9	examples	example	NOUN
ajfti-2489	81	10	of	of	ADP
ajfti-2489	81	11	machine	machine	NOUN
ajfti-2489	81	12	learning	learn	VERB
ajfti-2489	81	13	techniques	technique	NOUN
ajfti-2489	81	14	that	that	PRON
ajfti-2489	81	15	are	be	AUX
ajfti-2489	81	16	increasingly	increasingly	ADV
ajfti-2489	81	17	being	be	AUX
ajfti-2489	81	18	used	use	VERB
ajfti-2489	81	19	in	in	ADP
ajfti-2489	81	20	credit	credit	NOUN
ajfti-2489	81	21	risk	risk	NOUN
ajfti-2489	81	22	analysis	analysis	NOUN
ajfti-2489	81	23	(	(	PUNCT
ajfti-2489	81	24	teles	tele	NOUN
ajfti-2489	81	25	et	et	NOUN
ajfti-2489	81	26	pa	pa	PROPN
ajfti-2489	81	27	ge	ge	PROPN
ajfti-2489	81	28	17	17	NUM
ajfti-2489	81	29	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	81	30	am	be	AUX
ajfti-2489	81	31	.	.	PUNCT
ajfti-2489	82	1	j.	j.	PROPN
ajfti-2489	82	2	financ	financ	PROPN
ajfti-2489	82	3	.	.	PUNCT
ajfti-2489	83	1	technol	technol	PROPN
ajfti-2489	83	2	.	.	PUNCT
ajfti-2489	83	3	innov	innov	PROPN
ajfti-2489	83	4	.	.	PUNCT
ajfti-2489	84	1	2(1	2(1	NUM
ajfti-2489	84	2	)	)	PUNCT
ajfti-2489	84	3	15	15	NUM
ajfti-2489	84	4	-	-	SYM
ajfti-2489	84	5	24	24	NUM
ajfti-2489	84	6	,	,	PUNCT
ajfti-2489	84	7	2024	2024	NUM
ajfti-2489	84	8	al	al	PROPN
ajfti-2489	84	9	.	.	PROPN
ajfti-2489	84	10	2021	2021	NUM
ajfti-2489	84	11	)	)	PUNCT
ajfti-2489	84	12	.	.	PUNCT
ajfti-2489	85	1	chang	chang	PROPN
ajfti-2489	85	2	&	&	CCONJ
ajfti-2489	85	3	wang	wang	PROPN
ajfti-2489	85	4	(	(	PUNCT
ajfti-2489	85	5	2018	2018	NUM
ajfti-2489	85	6	)	)	PUNCT
ajfti-2489	85	7	,	,	PUNCT
ajfti-2489	85	8	highlights	highlight	NOUN
ajfti-2489	85	9	that	that	PRON
ajfti-2489	85	10	he	he	PRON
ajfti-2489	85	11	use	use	VERB
ajfti-2489	85	12	of	of	ADP
ajfti-2489	85	13	sentiment	sentiment	NOUN
ajfti-2489	85	14	analysis	analysis	NOUN
ajfti-2489	85	15	and	and	CCONJ
ajfti-2489	85	16	news	news	NOUN
ajfti-2489	85	17	sentiment	sentiment	NOUN
ajfti-2489	85	18	data	datum	NOUN
ajfti-2489	85	19	as	as	ADP
ajfti-2489	85	20	fresh	fresh	ADJ
ajfti-2489	85	21	indicators	indicator	NOUN
ajfti-2489	85	22	of	of	ADP
ajfti-2489	85	23	financial	financial	ADJ
ajfti-2489	85	24	risk	risk	NOUN
ajfti-2489	85	25	has	have	AUX
ajfti-2489	85	26	also	also	ADV
ajfti-2489	85	27	grown	grow	VERB
ajfti-2489	85	28	in	in	ADP
ajfti-2489	85	29	popularity	popularity	NOUN
ajfti-2489	85	30	.	.	PUNCT
ajfti-2489	86	1	news	news	NOUN
ajfti-2489	86	2	and	and	CCONJ
ajfti-2489	86	3	social	social	ADJ
ajfti-2489	86	4	media	medium	NOUN
ajfti-2489	86	5	attitude	attitude	NOUN
ajfti-2489	86	6	can	can	AUX
ajfti-2489	86	7	influence	influence	VERB
ajfti-2489	86	8	the	the	DET
ajfti-2489	86	9	state	state	NOUN
ajfti-2489	86	10	of	of	ADP
ajfti-2489	86	11	the	the	DET
ajfti-2489	86	12	market	market	NOUN
ajfti-2489	86	13	and	and	CCONJ
ajfti-2489	86	14	the	the	DET
ajfti-2489	86	15	value	value	NOUN
ajfti-2489	86	16	of	of	ADP
ajfti-2489	86	17	assets	asset	NOUN
ajfti-2489	86	18	(	(	PUNCT
ajfti-2489	86	19	masuda	masuda	PROPN
ajfti-2489	86	20	et	et	PROPN
ajfti-2489	86	21	al	al	PROPN
ajfti-2489	86	22	.	.	PROPN
ajfti-2489	86	23	2022	2022	NUM
ajfti-2489	86	24	)	)	PUNCT
ajfti-2489	86	25	.	.	PUNCT
ajfti-2489	87	1	in	in	ADP
ajfti-2489	87	2	essence	essence	NOUN
ajfti-2489	87	3	,	,	PUNCT
ajfti-2489	87	4	components	component	NOUN
ajfti-2489	87	5	that	that	PRON
ajfti-2489	87	6	can	can	AUX
ajfti-2489	87	7	anticipate	anticipate	VERB
ajfti-2489	87	8	financial	financial	ADJ
ajfti-2489	87	9	risk	risk	NOUN
ajfti-2489	87	10	include	include	VERB
ajfti-2489	87	11	sentiment	sentiment	NOUN
ajfti-2489	87	12	analysis	analysis	NOUN
ajfti-2489	87	13	,	,	PUNCT
ajfti-2489	87	14	credit	credit	NOUN
ajfti-2489	87	15	risk	risk	NOUN
ajfti-2489	87	16	indicators	indicator	NOUN
ajfti-2489	87	17	,	,	PUNCT
ajfti-2489	87	18	market	market	NOUN
ajfti-2489	87	19	and	and	CCONJ
ajfti-2489	87	20	macroeconomic	macroeconomic	ADJ
ajfti-2489	87	21	conditions	condition	NOUN
ajfti-2489	87	22	,	,	PUNCT
ajfti-2489	87	23	and	and	CCONJ
ajfti-2489	87	24	historical	historical	ADJ
ajfti-2489	87	25	financial	financial	ADJ
ajfti-2489	87	26	data	datum	NOUN
ajfti-2489	87	27	.	.	PUNCT
ajfti-2489	88	1	by	by	ADP
ajfti-2489	88	2	combining	combine	VERB
ajfti-2489	88	3	these	these	DET
ajfti-2489	88	4	elements	element	NOUN
ajfti-2489	88	5	with	with	ADP
ajfti-2489	88	6	cutting	cut	VERB
ajfti-2489	88	7	-	-	PUNCT
ajfti-2489	88	8	edge	edge	NOUN
ajfti-2489	88	9	analytical	analytical	ADJ
ajfti-2489	88	10	methods	method	NOUN
ajfti-2489	88	11	,	,	PUNCT
ajfti-2489	88	12	risk	risk	NOUN
ajfti-2489	88	13	assessments	assessment	NOUN
ajfti-2489	88	14	can	can	AUX
ajfti-2489	88	15	be	be	AUX
ajfti-2489	88	16	improved	improve	VERB
ajfti-2489	88	17	,	,	PUNCT
ajfti-2489	88	18	assisting	assist	VERB
ajfti-2489	88	19	decision	decision	NOUN
ajfti-2489	88	20	-	-	PUNCT
ajfti-2489	88	21	makers	maker	NOUN
ajfti-2489	88	22	(	(	PUNCT
ajfti-2489	88	23	terzi	terzi	NOUN
ajfti-2489	88	24	et	et	PROPN
ajfti-2489	88	25	al	al	PROPN
ajfti-2489	88	26	.	.	PROPN
ajfti-2489	88	27	2019	2019	NUM
ajfti-2489	88	28	)	)	PUNCT
ajfti-2489	88	29	.	.	PUNCT
ajfti-2489	89	1	integrating	integrate	VERB
ajfti-2489	89	2	financial	financial	ADJ
ajfti-2489	89	3	and	and	CCONJ
ajfti-2489	89	4	textual	textual	ADJ
ajfti-2489	89	5	indicators	indicator	NOUN
ajfti-2489	89	6	for	for	ADP
ajfti-2489	89	7	financial	financial	ADJ
ajfti-2489	89	8	risk	risk	NOUN
ajfti-2489	89	9	prediction	prediction	NOUN
ajfti-2489	89	10	the	the	DET
ajfti-2489	89	11	effects	effect	NOUN
ajfti-2489	89	12	of	of	ADP
ajfti-2489	89	13	combining	combine	VERB
ajfti-2489	89	14	financial	financial	ADJ
ajfti-2489	89	15	and	and	CCONJ
ajfti-2489	89	16	textual	textual	ADJ
ajfti-2489	89	17	data	datum	NOUN
ajfti-2489	89	18	in	in	ADP
ajfti-2489	89	19	financial	financial	ADJ
ajfti-2489	89	20	risk	risk	NOUN
ajfti-2489	89	21	prediction	prediction	NOUN
ajfti-2489	89	22	are	be	AUX
ajfti-2489	89	23	extensive	extensive	ADJ
ajfti-2489	89	24	.	.	PUNCT
ajfti-2489	90	1	for	for	ADP
ajfti-2489	90	2	a	a	DET
ajfti-2489	90	3	thorough	thorough	ADJ
ajfti-2489	90	4	risk	risk	NOUN
ajfti-2489	90	5	assessment	assessment	NOUN
ajfti-2489	90	6	,	,	PUNCT
ajfti-2489	90	7	certain	certain	ADJ
ajfti-2489	90	8	businesses	business	NOUN
ajfti-2489	90	9	need	need	VERB
ajfti-2489	90	10	specialised	specialised	ADJ
ajfti-2489	90	11	financial	financial	ADJ
ajfti-2489	90	12	criteria	criterion	NOUN
ajfti-2489	90	13	(	(	PUNCT
ajfti-2489	90	14	nyman	nyman	NOUN
ajfti-2489	90	15	et	et	PROPN
ajfti-2489	90	16	al	al	PROPN
ajfti-2489	90	17	.	.	PROPN
ajfti-2489	90	18	2021	2021	NUM
ajfti-2489	90	19	)	)	PUNCT
ajfti-2489	90	20	.	.	PUNCT
ajfti-2489	91	1	risk	risk	NOUN
ajfti-2489	91	2	prediction	prediction	NOUN
ajfti-2489	91	3	is	be	AUX
ajfti-2489	91	4	greatly	greatly	ADV
ajfti-2489	91	5	influenced	influence	VERB
ajfti-2489	91	6	by	by	ADP
ajfti-2489	91	7	historical	historical	ADJ
ajfti-2489	91	8	financial	financial	ADJ
ajfti-2489	91	9	performance	performance	NOUN
ajfti-2489	91	10	,	,	PUNCT
ajfti-2489	91	11	including	include	VERB
ajfti-2489	91	12	debt	debt	NOUN
ajfti-2489	91	13	ratios	ratio	NOUN
ajfti-2489	91	14	and	and	CCONJ
ajfti-2489	91	15	earnings	earning	NOUN
ajfti-2489	91	16	stability	stability	NOUN
ajfti-2489	91	17	(	(	PUNCT
ajfti-2489	91	18	sathyamoorthi	sathyamoorthi	ADJ
ajfti-2489	91	19	,	,	PUNCT
ajfti-2489	91	20	2022	2022	NUM
ajfti-2489	91	21	)	)	PUNCT
ajfti-2489	91	22	.	.	PUNCT
ajfti-2489	92	1	when	when	SCONJ
ajfti-2489	92	2	projecting	project	VERB
ajfti-2489	92	3	financial	financial	ADJ
ajfti-2489	92	4	risk	risk	NOUN
ajfti-2489	92	5	,	,	PUNCT
ajfti-2489	92	6	objective	objective	ADJ
ajfti-2489	92	7	financial	financial	ADJ
ajfti-2489	92	8	health	health	NOUN
ajfti-2489	92	9	metrics	metric	NOUN
ajfti-2489	92	10	like	like	ADP
ajfti-2489	92	11	liquidity	liquidity	NOUN
ajfti-2489	92	12	and	and	CCONJ
ajfti-2489	92	13	solvency	solvency	NOUN
ajfti-2489	92	14	ratios	ratio	NOUN
ajfti-2489	92	15	frequently	frequently	ADV
ajfti-2489	92	16	outperform	outperform	VERB
ajfti-2489	92	17	market	market	NOUN
ajfti-2489	92	18	sentiment	sentiment	NOUN
ajfti-2489	92	19	,	,	PUNCT
ajfti-2489	92	20	especially	especially	ADV
ajfti-2489	92	21	during	during	ADP
ajfti-2489	92	22	economic	economic	ADJ
ajfti-2489	92	23	downturns	downturn	NOUN
ajfti-2489	92	24	(	(	PUNCT
ajfti-2489	92	25	nazareth	nazareth	PROPN
ajfti-2489	92	26	&	&	CCONJ
ajfti-2489	92	27	reddy	reddy	PROPN
ajfti-2489	92	28	,	,	PUNCT
ajfti-2489	92	29	2023	2023	NUM
ajfti-2489	92	30	)	)	PUNCT
ajfti-2489	92	31	.	.	PUNCT
ajfti-2489	93	1	when	when	SCONJ
ajfti-2489	93	2	assessing	assess	VERB
ajfti-2489	93	3	financial	financial	ADJ
ajfti-2489	93	4	stability	stability	NOUN
ajfti-2489	93	5	,	,	PUNCT
ajfti-2489	93	6	short	short	ADJ
ajfti-2489	93	7	-	-	PUNCT
ajfti-2489	93	8	term	term	NOUN
ajfti-2489	93	9	financial	financial	ADJ
ajfti-2489	93	10	measures	measure	NOUN
ajfti-2489	93	11	like	like	ADP
ajfti-2489	93	12	liquidity	liquidity	NOUN
ajfti-2489	93	13	ratios	ratio	NOUN
ajfti-2489	93	14	take	take	VERB
ajfti-2489	93	15	center	center	ADJ
ajfti-2489	93	16	stage	stage	NOUN
ajfti-2489	93	17	(	(	PUNCT
ajfti-2489	93	18	zorn	zorn	PROPN
ajfti-2489	93	19	et	et	PROPN
ajfti-2489	93	20	al	al	PROPN
ajfti-2489	93	21	.	.	PROPN
ajfti-2489	93	22	2018	2018	NUM
ajfti-2489	93	23	)	)	PUNCT
ajfti-2489	93	24	.	.	PUNCT
ajfti-2489	94	1	sector	sector	NOUN
ajfti-2489	94	2	-	-	PUNCT
ajfti-2489	94	3	wide	wide	ADJ
ajfti-2489	94	4	statistics	statistic	NOUN
ajfti-2489	94	5	,	,	PUNCT
ajfti-2489	94	6	however	however	ADV
ajfti-2489	94	7	,	,	PUNCT
ajfti-2489	94	8	may	may	AUX
ajfti-2489	94	9	outperform	outperform	VERB
ajfti-2489	94	10	firm	firm	ADJ
ajfti-2489	94	11	-	-	PUNCT
ajfti-2489	94	12	specific	specific	ADJ
ajfti-2489	94	13	indicators	indicator	NOUN
ajfti-2489	94	14	in	in	ADP
ajfti-2489	94	15	high	high	ADJ
ajfti-2489	94	16	-	-	PUNCT
ajfti-2489	94	17	risk	risk	NOUN
ajfti-2489	94	18	circumstances	circumstance	NOUN
ajfti-2489	94	19	(	(	PUNCT
ajfti-2489	94	20	flachenecker	flachenecker	NOUN
ajfti-2489	94	21	l	l	PROPN
ajfti-2489	94	22	et	et	PROPN
ajfti-2489	94	23	al	al	PROPN
ajfti-2489	94	24	.	.	PROPN
ajfti-2489	94	25	,	,	PUNCT
ajfti-2489	94	26	2020	2020	NUM
ajfti-2489	94	27	)	)	PUNCT
ajfti-2489	94	28	.	.	PUNCT
ajfti-2489	95	1	the	the	DET
ajfti-2489	95	2	accuracy	accuracy	NOUN
ajfti-2489	95	3	and	and	CCONJ
ajfti-2489	95	4	reliability	reliability	NOUN
ajfti-2489	95	5	of	of	ADP
ajfti-2489	95	6	risk	risk	NOUN
ajfti-2489	95	7	prediction	prediction	NOUN
ajfti-2489	95	8	are	be	AUX
ajfti-2489	95	9	improved	improve	VERB
ajfti-2489	95	10	by	by	ADP
ajfti-2489	95	11	text	text	NOUN
ajfti-2489	95	12	indicators	indicator	NOUN
ajfti-2489	95	13	,	,	PUNCT
ajfti-2489	95	14	such	such	ADJ
ajfti-2489	95	15	as	as	ADP
ajfti-2489	95	16	sentiment	sentiment	NOUN
ajfti-2489	95	17	analysis	analysis	NOUN
ajfti-2489	95	18	and	and	CCONJ
ajfti-2489	95	19	tone	tone	NOUN
ajfti-2489	95	20	indices	index	NOUN
ajfti-2489	95	21	(	(	PUNCT
ajfti-2489	95	22	zhang	zhang	X
ajfti-2489	95	23	et	et	PROPN
ajfti-2489	95	24	al	al	PROPN
ajfti-2489	95	25	.	.	PROPN
ajfti-2489	95	26	,	,	PUNCT
ajfti-2489	95	27	2022	2022	NUM
ajfti-2489	95	28	)	)	PUNCT
ajfti-2489	95	29	.	.	PUNCT
ajfti-2489	96	1	according	accord	VERB
ajfti-2489	96	2	to	to	ADP
ajfti-2489	96	3	mushtaq	mushtaq	PROPN
ajfti-2489	96	4	et	et	PROPN
ajfti-2489	96	5	al	al	PROPN
ajfti-2489	96	6	.	.	PROPN
ajfti-2489	97	1	(	(	PUNCT
ajfti-2489	97	2	2022	2022	NUM
ajfti-2489	97	3	)	)	PUNCT
ajfti-2489	97	4	,	,	PUNCT
ajfti-2489	97	5	risk	risk	NOUN
ajfti-2489	97	6	evaluations	evaluation	NOUN
ajfti-2489	97	7	are	be	AUX
ajfti-2489	97	8	influenced	influence	VERB
ajfti-2489	97	9	by	by	ADP
ajfti-2489	97	10	how	how	SCONJ
ajfti-2489	97	11	management	management	NOUN
ajfti-2489	97	12	tone	tone	NOUN
ajfti-2489	97	13	and	and	CCONJ
ajfti-2489	97	14	language	language	NOUN
ajfti-2489	97	15	sentiment	sentiment	NOUN
ajfti-2489	97	16	interact	interact	VERB
ajfti-2489	97	17	with	with	ADP
ajfti-2489	97	18	financial	financial	ADJ
ajfti-2489	97	19	measures	measure	NOUN
ajfti-2489	97	20	like	like	ADP
ajfti-2489	97	21	roa	roa	NOUN
ajfti-2489	97	22	and	and	CCONJ
ajfti-2489	97	23	roe	roe	PROPN
ajfti-2489	97	24	.	.	PUNCT
ajfti-2489	98	1	the	the	DET
ajfti-2489	98	2	study	study	NOUN
ajfti-2489	98	3	further	further	ADJ
ajfti-2489	98	4	highlights	highlight	NOUN
ajfti-2489	98	5	that	that	SCONJ
ajfti-2489	98	6	the	the	DET
ajfti-2489	98	7	efficiency	efficiency	NOUN
ajfti-2489	98	8	of	of	ADP
ajfti-2489	98	9	textual	textual	ADJ
ajfti-2489	98	10	indicators	indicator	NOUN
ajfti-2489	98	11	is	be	AUX
ajfti-2489	98	12	impacted	impact	VERB
ajfti-2489	98	13	by	by	ADP
ajfti-2489	98	14	legislative	legislative	ADJ
ajfti-2489	98	15	changes	change	NOUN
ajfti-2489	98	16	and	and	CCONJ
ajfti-2489	98	17	current	current	ADJ
ajfti-2489	98	18	affairs	affair	NOUN
ajfti-2489	98	19	.	.	PUNCT
ajfti-2489	99	1	furthermore	furthermore	ADV
ajfti-2489	99	2	,	,	PUNCT
ajfti-2489	99	3	manual	manual	ADJ
ajfti-2489	99	4	data	datum	NOUN
ajfti-2489	99	5	review	review	NOUN
ajfti-2489	99	6	can	can	AUX
ajfti-2489	99	7	be	be	AUX
ajfti-2489	99	8	used	use	VERB
ajfti-2489	99	9	to	to	PART
ajfti-2489	99	10	address	address	VERB
ajfti-2489	99	11	possible	possible	ADJ
ajfti-2489	99	12	biases	bias	NOUN
ajfti-2489	99	13	in	in	ADP
ajfti-2489	99	14	textual	textual	ADJ
ajfti-2489	99	15	data	datum	NOUN
ajfti-2489	99	16	,	,	PUNCT
ajfti-2489	99	17	such	such	ADJ
ajfti-2489	99	18	as	as	ADP
ajfti-2489	99	19	sentiment	sentiment	NOUN
ajfti-2489	99	20	analysis	analysis	NOUN
ajfti-2489	99	21	errors	error	NOUN
ajfti-2489	99	22	and	and	CCONJ
ajfti-2489	99	23	reporting	report	VERB
ajfti-2489	99	24	biases	bias	NOUN
ajfti-2489	99	25	(	(	PUNCT
ajfti-2489	99	26	díaz	díaz	PROPN
ajfti-2489	99	27	et	et	PROPN
ajfti-2489	99	28	al	al	PROPN
ajfti-2489	99	29	.	.	PROPN
ajfti-2489	99	30	2018	2018	NUM
ajfti-2489	99	31	)	)	PUNCT
ajfti-2489	99	32	.	.	PUNCT
ajfti-2489	100	1	with	with	ADP
ajfti-2489	100	2	consequences	consequence	NOUN
ajfti-2489	100	3	that	that	PRON
ajfti-2489	100	4	vary	vary	VERB
ajfti-2489	100	5	among	among	ADP
ajfti-2489	100	6	industries	industry	NOUN
ajfti-2489	100	7	,	,	PUNCT
ajfti-2489	100	8	historical	historical	ADJ
ajfti-2489	100	9	settings	setting	NOUN
ajfti-2489	100	10	,	,	PUNCT
ajfti-2489	100	11	and	and	CCONJ
ajfti-2489	100	12	market	market	NOUN
ajfti-2489	100	13	dynamics	dynamic	NOUN
ajfti-2489	100	14	,	,	PUNCT
ajfti-2489	100	15	the	the	DET
ajfti-2489	100	16	combination	combination	NOUN
ajfti-2489	100	17	of	of	ADP
ajfti-2489	100	18	financial	financial	ADJ
ajfti-2489	100	19	and	and	CCONJ
ajfti-2489	100	20	textual	textual	ADJ
ajfti-2489	100	21	indicators	indicator	NOUN
ajfti-2489	100	22	enhances	enhance	VERB
ajfti-2489	100	23	the	the	DET
ajfti-2489	100	24	forecast	forecast	NOUN
ajfti-2489	100	25	of	of	ADP
ajfti-2489	100	26	financial	financial	ADJ
ajfti-2489	100	27	risk	risk	NOUN
ajfti-2489	100	28	(	(	PUNCT
ajfti-2489	100	29	cavalcante	cavalcante	NOUN
ajfti-2489	100	30	et	et	PROPN
ajfti-2489	100	31	al	al	PROPN
ajfti-2489	100	32	.	.	PROPN
ajfti-2489	100	33	2016	2016	NUM
ajfti-2489	100	34	)	)	PUNCT
ajfti-2489	100	35	.	.	PUNCT
ajfti-2489	101	1	additionally	additionally	ADV
ajfti-2489	101	2	,	,	PUNCT
ajfti-2489	101	3	there	there	PRON
ajfti-2489	101	4	is	be	VERB
ajfti-2489	101	5	a	a	DET
ajfti-2489	101	6	huge	huge	ADJ
ajfti-2489	101	7	area	area	NOUN
ajfti-2489	101	8	of	of	ADP
ajfti-2489	101	9	study	study	NOUN
ajfti-2489	101	10	that	that	PRON
ajfti-2489	101	11	will	will	AUX
ajfti-2489	101	12	improve	improve	VERB
ajfti-2489	101	13	this	this	DET
ajfti-2489	101	14	integration	integration	NOUN
ajfti-2489	101	15	,	,	PUNCT
ajfti-2489	101	16	increasing	increase	VERB
ajfti-2489	101	17	the	the	DET
ajfti-2489	101	18	accuracy	accuracy	NOUN
ajfti-2489	101	19	of	of	ADP
ajfti-2489	101	20	risk	risk	NOUN
ajfti-2489	101	21	assessment	assessment	NOUN
ajfti-2489	101	22	models	model	NOUN
ajfti-2489	101	23	.	.	PUNCT
ajfti-2489	102	1	analyzing	analyze	VERB
ajfti-2489	102	2	financial	financial	ADJ
ajfti-2489	102	3	and	and	CCONJ
ajfti-2489	102	4	textual	textual	ADJ
ajfti-2489	102	5	indicators	indicator	NOUN
ajfti-2489	102	6	relationship	relationship	VERB
ajfti-2489	102	7	through	through	ADP
ajfti-2489	102	8	deep	deep	ADJ
ajfti-2489	102	9	learning	learning	NOUN
ajfti-2489	102	10	approach	approach	NOUN
ajfti-2489	102	11	understanding	understand	VERB
ajfti-2489	102	12	financial	financial	ADJ
ajfti-2489	102	13	risk	risk	NOUN
ajfti-2489	102	14	has	have	AUX
ajfti-2489	102	15	been	be	AUX
ajfti-2489	102	16	transformed	transform	VERB
ajfti-2489	102	17	by	by	ADP
ajfti-2489	102	18	the	the	DET
ajfti-2489	102	19	convergence	convergence	NOUN
ajfti-2489	102	20	of	of	ADP
ajfti-2489	102	21	deep	deep	ADJ
ajfti-2489	102	22	learning	learning	NOUN
ajfti-2489	102	23	,	,	PUNCT
ajfti-2489	102	24	big	big	ADJ
ajfti-2489	102	25	data	datum	NOUN
ajfti-2489	102	26	,	,	PUNCT
ajfti-2489	102	27	and	and	CCONJ
ajfti-2489	102	28	analysis	analysis	NOUN
ajfti-2489	102	29	of	of	ADP
ajfti-2489	102	30	financial	financial	ADJ
ajfti-2489	102	31	and	and	CCONJ
ajfti-2489	102	32	textual	textual	ADJ
ajfti-2489	102	33	indicators	indicator	NOUN
ajfti-2489	102	34	(	(	PUNCT
ajfti-2489	102	35	fi	fi	NOUN
ajfti-2489	102	36	and	and	CCONJ
ajfti-2489	102	37	ti	ti	NOUN
ajfti-2489	102	38	)	)	PUNCT
ajfti-2489	102	39	(	(	PUNCT
ajfti-2489	102	40	kim	kim	PROPN
ajfti-2489	102	41	et	et	PROPN
ajfti-2489	102	42	al	al	PROPN
ajfti-2489	102	43	.	.	PROPN
ajfti-2489	102	44	2022	2022	NUM
ajfti-2489	102	45	)	)	PUNCT
ajfti-2489	102	46	.	.	PUNCT
ajfti-2489	103	1	the	the	DET
ajfti-2489	103	2	prediction	prediction	NOUN
ajfti-2489	103	3	of	of	ADP
ajfti-2489	103	4	risk	risk	NOUN
ajfti-2489	103	5	has	have	AUX
ajfti-2489	103	6	now	now	ADV
ajfti-2489	103	7	expanded	expand	VERB
ajfti-2489	103	8	in	in	ADP
ajfti-2489	103	9	new	new	ADJ
ajfti-2489	103	10	directions	direction	NOUN
ajfti-2489	103	11	with	with	ADP
ajfti-2489	103	12	the	the	DET
ajfti-2489	103	13	introduction	introduction	NOUN
ajfti-2489	103	14	of	of	ADP
ajfti-2489	103	15	deep	deep	ADJ
ajfti-2489	103	16	leaning	lean	VERB
ajfti-2489	103	17	methods	method	NOUN
ajfti-2489	103	18	including	include	VERB
ajfti-2489	103	19	python	python	NOUN
ajfti-2489	103	20	and	and	CCONJ
ajfti-2489	103	21	big	big	ADJ
ajfti-2489	103	22	data	datum	NOUN
ajfti-2489	103	23	technologies	technology	NOUN
ajfti-2489	103	24	(	(	PUNCT
ajfti-2489	103	25	abkenar	abkenar	PROPN
ajfti-2489	103	26	et	et	PROPN
ajfti-2489	103	27	al	al	PROPN
ajfti-2489	103	28	.	.	PROPN
ajfti-2489	103	29	2021	2021	NUM
ajfti-2489	103	30	)	)	PUNCT
ajfti-2489	103	31	.	.	PUNCT
ajfti-2489	104	1	according	accord	VERB
ajfti-2489	104	2	to	to	ADP
ajfti-2489	104	3	zhou	zhou	PROPN
ajfti-2489	104	4	et	et	PROPN
ajfti-2489	104	5	al	al	PROPN
ajfti-2489	104	6	.	.	PROPN
ajfti-2489	104	7	(	(	PUNCT
ajfti-2489	104	8	2021	2021	NUM
ajfti-2489	104	9	)	)	PUNCT
ajfti-2489	104	10	,	,	PUNCT
ajfti-2489	104	11	python	python	PROPN
ajfti-2489	104	12	’s	’s	PART
ajfti-2489	104	13	machine	machine	NOUN
ajfti-2489	104	14	learning	learning	NOUN
ajfti-2489	104	15	packages	package	NOUN
ajfti-2489	104	16	make	make	VERB
ajfti-2489	104	17	it	it	PRON
ajfti-2489	104	18	easier	easy	ADJ
ajfti-2489	104	19	to	to	PART
ajfti-2489	104	20	build	build	VERB
ajfti-2489	104	21	deep	deep	ADJ
ajfti-2489	104	22	learning	learning	NOUN
ajfti-2489	104	23	models	model	NOUN
ajfti-2489	104	24	for	for	ADP
ajfti-2489	104	25	integrating	integrate	VERB
ajfti-2489	104	26	fi	fi	NOUN
ajfti-2489	104	27	and	and	CCONJ
ajfti-2489	104	28	ti	ti	NOUN
ajfti-2489	104	29	.	.	NOUN
ajfti-2489	104	30	massive	massive	ADJ
ajfti-2489	104	31	datasets	dataset	NOUN
ajfti-2489	104	32	,	,	PUNCT
ajfti-2489	104	33	such	such	ADJ
ajfti-2489	104	34	as	as	ADP
ajfti-2489	104	35	real	real	ADJ
ajfti-2489	104	36	-	-	PUNCT
ajfti-2489	104	37	time	time	NOUN
ajfti-2489	104	38	financial	financial	ADJ
ajfti-2489	104	39	reports	report	NOUN
ajfti-2489	104	40	and	and	CCONJ
ajfti-2489	104	41	textual	textual	ADJ
ajfti-2489	104	42	data	datum	NOUN
ajfti-2489	104	43	from	from	ADP
ajfti-2489	104	44	news	news	NOUN
ajfti-2489	104	45	and	and	CCONJ
ajfti-2489	104	46	social	social	ADJ
ajfti-2489	104	47	media	medium	NOUN
ajfti-2489	104	48	sources	source	NOUN
ajfti-2489	104	49	,	,	PUNCT
ajfti-2489	104	50	may	may	AUX
ajfti-2489	104	51	be	be	AUX
ajfti-2489	104	52	collected	collect	VERB
ajfti-2489	104	53	and	and	CCONJ
ajfti-2489	104	54	stored	store	VERB
ajfti-2489	104	55	using	use	VERB
ajfti-2489	104	56	big	big	ADJ
ajfti-2489	104	57	data	datum	NOUN
ajfti-2489	104	58	systems	system	NOUN
ajfti-2489	104	59	(	(	PUNCT
ajfti-2489	104	60	hariri	hariri	PROPN
ajfti-2489	104	61	et	et	PROPN
ajfti-2489	104	62	al	al	PROPN
ajfti-2489	104	63	.	.	PROPN
ajfti-2489	104	64	2019	2019	NUM
ajfti-2489	104	65	)	)	PUNCT
ajfti-2489	104	66	.	.	PUNCT
ajfti-2489	105	1	recurrent	recurrent	ADJ
ajfti-2489	105	2	neural	neural	ADJ
ajfti-2489	105	3	networks	network	NOUN
ajfti-2489	105	4	(	(	PUNCT
ajfti-2489	105	5	rnns	rnns	PROPN
ajfti-2489	105	6	)	)	PUNCT
ajfti-2489	105	7	and	and	CCONJ
ajfti-2489	105	8	transformers	transformer	NOUN
ajfti-2489	105	9	are	be	AUX
ajfti-2489	105	10	examples	example	NOUN
ajfti-2489	105	11	of	of	ADP
ajfti-2489	105	12	deep	deep	ADJ
ajfti-2489	105	13	learning	learning	NOUN
ajfti-2489	105	14	approaches	approach	NOUN
ajfti-2489	105	15	that	that	PRON
ajfti-2489	105	16	improve	improve	VERB
ajfti-2489	105	17	fi	fi	ADJ
ajfti-2489	105	18	-	-	NOUN
ajfti-2489	105	19	ti	ti	ADJ
ajfti-2489	105	20	synergy	synergy	NOUN
ajfti-2489	105	21	by	by	ADP
ajfti-2489	105	22	automatically	automatically	ADV
ajfti-2489	105	23	discovering	discover	VERB
ajfti-2489	105	24	complex	complex	ADJ
ajfti-2489	105	25	correlations	correlation	NOUN
ajfti-2489	105	26	(	(	PUNCT
ajfti-2489	105	27	lienhard	lienhard	PROPN
ajfti-2489	105	28	et	et	PROPN
ajfti-2489	105	29	al	al	PROPN
ajfti-2489	105	30	.	.	PROPN
ajfti-2489	105	31	2022	2022	NUM
ajfti-2489	105	32	)	)	PUNCT
ajfti-2489	105	33	.	.	PUNCT
ajfti-2489	106	1	for	for	ADP
ajfti-2489	106	2	the	the	DET
ajfti-2489	106	3	purpose	purpose	NOUN
ajfti-2489	106	4	of	of	ADP
ajfti-2489	106	5	capturing	capture	VERB
ajfti-2489	106	6	complex	complex	ADJ
ajfti-2489	106	7	market	market	NOUN
ajfti-2489	106	8	emotions	emotion	NOUN
ajfti-2489	106	9	and	and	CCONJ
ajfti-2489	106	10	financial	financial	ADJ
ajfti-2489	106	11	health	health	NOUN
ajfti-2489	106	12	indicators	indicator	NOUN
ajfti-2489	106	13	,	,	PUNCT
ajfti-2489	106	14	taleb	taleb	PROPN
ajfti-2489	106	15	et	et	NOUN
ajfti-2489	106	16	al	al	PROPN
ajfti-2489	106	17	.	.	PROPN
ajfti-2489	107	1	(	(	PUNCT
ajfti-2489	107	2	(	(	PUNCT
ajfti-2489	107	3	2018	2018	NUM
ajfti-2489	107	4	)	)	PUNCT
ajfti-2489	107	5	.	.	PUNCT
ajfti-2489	108	1	highlights	highlight	NOUN
ajfti-2489	108	2	that	that	SCONJ
ajfti-2489	108	3	a	a	DET
ajfti-2489	108	4	process	process	NOUN
ajfti-2489	108	5	both	both	CCONJ
ajfti-2489	108	6	unstructured	unstructured	ADJ
ajfti-2489	108	7	textual	textual	ADJ
ajfti-2489	108	8	data	datum	NOUN
ajfti-2489	108	9	and	and	CCONJ
ajfti-2489	108	10	structured	structured	ADJ
ajfti-2489	108	11	financial	financial	ADJ
ajfti-2489	108	12	data	datum	NOUN
ajfti-2489	108	13	is	be	AUX
ajfti-2489	108	14	required	require	VERB
ajfti-2489	108	15	.	.	PUNCT
ajfti-2489	109	1	the	the	DET
ajfti-2489	109	2	above	above	ADJ
ajfti-2489	109	3	approach	approach	NOUN
ajfti-2489	109	4	takes	take	VERB
ajfti-2489	109	5	into	into	ADP
ajfti-2489	109	6	account	account	NOUN
ajfti-2489	109	7	the	the	DET
ajfti-2489	109	8	dynamic	dynamic	ADJ
ajfti-2489	109	9	relationships	relationship	NOUN
ajfti-2489	109	10	between	between	ADP
ajfti-2489	109	11	fi	fi	NOUN
ajfti-2489	109	12	and	and	CCONJ
ajfti-2489	109	13	ti	ti	NOUN
ajfti-2489	109	14	to	to	PART
ajfti-2489	109	15	assist	assist	VERB
ajfti-2489	109	16	fast	fast	ADJ
ajfti-2489	109	17	risk	risk	NOUN
ajfti-2489	109	18	assessment	assessment	NOUN
ajfti-2489	109	19	.	.	PUNCT
ajfti-2489	110	1	integration	integration	NOUN
ajfti-2489	110	2	of	of	ADP
ajfti-2489	110	3	these	these	DET
ajfti-2489	110	4	technologies	technology	NOUN
ajfti-2489	110	5	offers	offer	VERB
ajfti-2489	110	6	more	more	ADV
ajfti-2489	110	7	precise	precise	ADJ
ajfti-2489	110	8	and	and	CCONJ
ajfti-2489	110	9	responsive	responsive	ADJ
ajfti-2489	110	10	financial	financial	ADJ
ajfti-2489	110	11	risk	risk	NOUN
ajfti-2489	110	12	models	model	NOUN
ajfti-2489	110	13	as	as	SCONJ
ajfti-2489	110	14	python	python	NOUN
ajfti-2489	110	15	and	and	CCONJ
ajfti-2489	110	16	big	big	ADJ
ajfti-2489	110	17	data	datum	NOUN
ajfti-2489	110	18	continue	continue	VERB
ajfti-2489	110	19	to	to	PART
ajfti-2489	110	20	develop	develop	VERB
ajfti-2489	110	21	(	(	PUNCT
ajfti-2489	110	22	fu	fu	NOUN
ajfti-2489	110	23	et	et	PROPN
ajfti-2489	110	24	al	al	PROPN
ajfti-2489	110	25	.	.	PROPN
ajfti-2489	110	26	2021	2021	NUM
ajfti-2489	110	27	)	)	PUNCT
ajfti-2489	110	28	.	.	PUNCT
ajfti-2489	111	1	literature	literature	NOUN
ajfti-2489	111	2	gap	gap	NOUN
ajfti-2489	111	3	and	and	CCONJ
ajfti-2489	111	4	hypothesis	hypothesis	NOUN
ajfti-2489	111	5	development	development	NOUN
ajfti-2489	111	6	the	the	DET
ajfti-2489	111	7	observed	observed	ADJ
ajfti-2489	111	8	gap	gap	NOUN
ajfti-2489	111	9	in	in	ADP
ajfti-2489	111	10	the	the	DET
ajfti-2489	111	11	literature	literature	NOUN
ajfti-2489	111	12	and	and	CCONJ
ajfti-2489	111	13	the	the	DET
ajfti-2489	111	14	theoretical	theoretical	ADJ
ajfti-2489	111	15	groundwork	groundwork	NOUN
ajfti-2489	111	16	extracted	extract	VERB
ajfti-2489	111	17	to	to	ADP
ajfti-2489	111	18	the	the	DET
ajfti-2489	111	19	literary	literary	ADJ
ajfti-2489	111	20	analysis	analysis	NOUN
ajfti-2489	111	21	serve	serve	VERB
ajfti-2489	111	22	as	as	ADP
ajfti-2489	111	23	a	a	DET
ajfti-2489	111	24	strong	strong	ADJ
ajfti-2489	111	25	foundation	foundation	NOUN
ajfti-2489	111	26	for	for	ADP
ajfti-2489	111	27	the	the	DET
ajfti-2489	111	28	hypotheses	hypothesis	NOUN
ajfti-2489	111	29	developed	develop	VERB
ajfti-2489	111	30	in	in	ADP
ajfti-2489	111	31	this	this	DET
ajfti-2489	111	32	study	study	NOUN
ajfti-2489	111	33	.	.	PUNCT
ajfti-2489	112	1	the	the	DET
ajfti-2489	112	2	analysis	analysis	NOUN
ajfti-2489	112	3	of	of	ADP
ajfti-2489	112	4	the	the	DET
ajfti-2489	112	5	literature	literature	NOUN
ajfti-2489	112	6	found	find	VERB
ajfti-2489	112	7	a	a	DET
ajfti-2489	112	8	paucity	paucity	NOUN
ajfti-2489	112	9	of	of	ADP
ajfti-2489	112	10	thorough	thorough	ADJ
ajfti-2489	112	11	studies	study	NOUN
ajfti-2489	112	12	integrating	integrate	VERB
ajfti-2489	112	13	both	both	CCONJ
ajfti-2489	112	14	financial	financial	ADJ
ajfti-2489	112	15	and	and	CCONJ
ajfti-2489	112	16	textual	textual	ADJ
ajfti-2489	112	17	indicators	indicator	NOUN
ajfti-2489	112	18	for	for	ADP
ajfti-2489	112	19	improved	improved	ADJ
ajfti-2489	112	20	financial	financial	ADJ
ajfti-2489	112	21	risk	risk	NOUN
ajfti-2489	112	22	prediction	prediction	NOUN
ajfti-2489	112	23	using	use	VERB
ajfti-2489	112	24	deep	deep	ADJ
ajfti-2489	112	25	learning	learning	NOUN
ajfti-2489	112	26	techniques	technique	NOUN
ajfti-2489	112	27	.	.	PUNCT
ajfti-2489	113	1	the	the	DET
ajfti-2489	113	2	work	work	NOUN
ajfti-2489	113	3	uses	use	VERB
ajfti-2489	113	4	well	well	ADV
ajfti-2489	113	5	-	-	PUNCT
ajfti-2489	113	6	established	establish	VERB
ajfti-2489	113	7	financial	financial	ADJ
ajfti-2489	113	8	risk	risk	NOUN
ajfti-2489	113	9	prediction	prediction	NOUN
ajfti-2489	113	10	theories	theory	NOUN
ajfti-2489	113	11	and	and	CCONJ
ajfti-2489	113	12	models	model	NOUN
ajfti-2489	113	13	to	to	PART
ajfti-2489	113	14	close	close	VERB
ajfti-2489	113	15	this	this	DET
ajfti-2489	113	16	gap	gap	NOUN
ajfti-2489	113	17	while	while	SCONJ
ajfti-2489	113	18	also	also	ADV
ajfti-2489	113	19	recognizing	recognize	VERB
ajfti-2489	113	20	the	the	DET
ajfti-2489	113	21	growing	grow	VERB
ajfti-2489	113	22	importance	importance	NOUN
ajfti-2489	113	23	of	of	ADP
ajfti-2489	113	24	textual	textual	ADJ
ajfti-2489	113	25	indicators	indicator	NOUN
ajfti-2489	113	26	.	.	PUNCT
ajfti-2489	114	1	the	the	DET
ajfti-2489	114	2	foundation	foundation	NOUN
ajfti-2489	114	3	for	for	ADP
ajfti-2489	114	4	the	the	DET
ajfti-2489	114	5	assumptions	assumption	NOUN
ajfti-2489	114	6	comes	come	VERB
ajfti-2489	114	7	from	from	ADP
ajfti-2489	114	8	theoretical	theoretical	ADJ
ajfti-2489	114	9	frameworks	framework	NOUN
ajfti-2489	114	10	including	include	VERB
ajfti-2489	114	11	altman	altman	PROPN
ajfti-2489	114	12	’s	’s	PART
ajfti-2489	114	13	z	z	PROPN
ajfti-2489	114	14	-	-	PUNCT
ajfti-2489	114	15	score	score	NOUN
ajfti-2489	114	16	model	model	NOUN
ajfti-2489	114	17	,	,	PUNCT
ajfti-2489	114	18	beaver	beaver	PROPN
ajfti-2489	114	19	’s	’s	PART
ajfti-2489	114	20	financial	financial	ADJ
ajfti-2489	114	21	ratios	ratio	NOUN
ajfti-2489	114	22	,	,	PUNCT
ajfti-2489	114	23	and	and	CCONJ
ajfti-2489	114	24	contemporary	contemporary	ADJ
ajfti-2489	114	25	deep	deep	ADJ
ajfti-2489	114	26	learning	learning	NOUN
ajfti-2489	114	27	methods	method	NOUN
ajfti-2489	114	28	.	.	PUNCT
ajfti-2489	115	1	to	to	PART
ajfti-2489	115	2	fill	fill	VERB
ajfti-2489	115	3	the	the	DET
ajfti-2489	115	4	current	current	ADJ
ajfti-2489	115	5	research	research	NOUN
ajfti-2489	115	6	gap	gap	NOUN
ajfti-2489	115	7	,	,	PUNCT
ajfti-2489	115	8	these	these	DET
ajfti-2489	115	9	hypotheses	hypothesis	NOUN
ajfti-2489	115	10	reflect	reflect	VERB
ajfti-2489	115	11	an	an	DET
ajfti-2489	115	12	original	original	ADJ
ajfti-2489	115	13	strategy	strategy	NOUN
ajfti-2489	115	14	that	that	PRON
ajfti-2489	115	15	blends	blend	VERB
ajfti-2489	115	16	conventional	conventional	ADJ
ajfti-2489	115	17	financial	financial	ADJ
ajfti-2489	115	18	analysis	analysis	NOUN
ajfti-2489	115	19	by	by	ADP
ajfti-2489	115	20	employing	employ	VERB
ajfti-2489	115	21	the	the	DET
ajfti-2489	115	22	financial	financial	ADJ
ajfti-2489	115	23	and	and	CCONJ
ajfti-2489	115	24	textual	textual	ADJ
ajfti-2489	115	25	indicators	indicator	NOUN
ajfti-2489	115	26	through	through	ADP
ajfti-2489	115	27	state	state	NOUN
ajfti-2489	115	28	-	-	PUNCT
ajfti-2489	115	29	of	of	ADP
ajfti-2489	115	30	-	-	PUNCT
ajfti-2489	115	31	theart	theart	NOUN
ajfti-2489	115	32	deep	deep	ADJ
ajfti-2489	115	33	learning	learning	NOUN
ajfti-2489	115	34	techniques	technique	NOUN
ajfti-2489	115	35	.	.	PUNCT
ajfti-2489	116	1	based	base	VERB
ajfti-2489	116	2	on	on	ADP
ajfti-2489	116	3	these	these	DET
ajfti-2489	116	4	observations	observation	NOUN
ajfti-2489	116	5	the	the	DET
ajfti-2489	116	6	following	follow	VERB
ajfti-2489	116	7	hypothesis	hypothesis	NOUN
ajfti-2489	116	8	are	be	AUX
ajfti-2489	116	9	formed	form	VERB
ajfti-2489	116	10	:	:	PUNCT
ajfti-2489	116	11	hypothesis	hypothesis	NOUN
ajfti-2489	116	12	01	01	NUM
ajfti-2489	116	13	:	:	PUNCT
ajfti-2489	116	14	financial	financial	ADJ
ajfti-2489	116	15	risk	risk	NOUN
ajfti-2489	116	16	prediction	prediction	NOUN
ajfti-2489	116	17	factors	factor	NOUN
ajfti-2489	116	18	like	like	ADP
ajfti-2489	116	19	financial	financial	ADJ
ajfti-2489	116	20	and	and	CCONJ
ajfti-2489	116	21	textual	textual	ADJ
ajfti-2489	116	22	indicators	indicator	NOUN
ajfti-2489	116	23	has	have	VERB
ajfti-2489	116	24	significant	significant	ADJ
ajfti-2489	116	25	positive	positive	ADJ
ajfti-2489	116	26	trends	trend	NOUN
ajfti-2489	116	27	over	over	ADP
ajfti-2489	116	28	the	the	DET
ajfti-2489	116	29	years	year	NOUN
ajfti-2489	116	30	.	.	PUNCT
ajfti-2489	117	1	h2	h2	NOUN
ajfti-2489	117	2	:	:	PUNCT
ajfti-2489	117	3	financial	financial	ADJ
ajfti-2489	117	4	indicators	indicator	NOUN
ajfti-2489	117	5	has	have	VERB
ajfti-2489	117	6	significant	significant	ADJ
ajfti-2489	117	7	positive	positive	ADJ
ajfti-2489	117	8	impact	impact	NOUN
ajfti-2489	117	9	on	on	ADP
ajfti-2489	117	10	financial	financial	ADJ
ajfti-2489	117	11	risk	risk	NOUN
ajfti-2489	117	12	prediction	prediction	NOUN
ajfti-2489	117	13	h3	h3	NOUN
ajfti-2489	117	14	:	:	PUNCT
ajfti-2489	117	15	textual	textual	ADJ
ajfti-2489	117	16	indicators	indicator	NOUN
ajfti-2489	117	17	has	have	VERB
ajfti-2489	117	18	significant	significant	ADJ
ajfti-2489	117	19	positive	positive	ADJ
ajfti-2489	117	20	impact	impact	NOUN
ajfti-2489	117	21	on	on	ADP
ajfti-2489	117	22	financial	financial	ADJ
ajfti-2489	117	23	risk	risk	NOUN
ajfti-2489	117	24	prediction	prediction	NOUN
ajfti-2489	117	25	h4	h4	NOUN
ajfti-2489	117	26	:	:	PUNCT
ajfti-2489	117	27	both	both	CCONJ
ajfti-2489	117	28	financial	financial	ADJ
ajfti-2489	117	29	and	and	CCONJ
ajfti-2489	117	30	textual	textual	ADJ
ajfti-2489	117	31	indicators	indicator	NOUN
ajfti-2489	117	32	has	have	VERB
ajfti-2489	117	33	significant	significant	ADJ
ajfti-2489	117	34	positive	positive	ADJ
ajfti-2489	117	35	correlation	correlation	NOUN
ajfti-2489	117	36	and	and	CCONJ
ajfti-2489	117	37	have	have	VERB
ajfti-2489	117	38	significant	significant	ADJ
ajfti-2489	117	39	positive	positive	ADJ
ajfti-2489	117	40	impact	impact	NOUN
ajfti-2489	117	41	on	on	ADP
ajfti-2489	117	42	financial	financial	ADJ
ajfti-2489	117	43	risk	risk	NOUN
ajfti-2489	117	44	assessment	assessment	NOUN
ajfti-2489	117	45	or	or	CCONJ
ajfti-2489	117	46	organizations	organization	NOUN
ajfti-2489	117	47	.	.	PUNCT
ajfti-2489	118	1	the	the	DET
ajfti-2489	118	2	presented	present	VERB
ajfti-2489	118	3	study	study	NOUN
ajfti-2489	118	4	used	use	VERB
ajfti-2489	118	5	a	a	DET
ajfti-2489	118	6	quantitative	quantitative	ADJ
ajfti-2489	118	7	research	research	NOUN
ajfti-2489	118	8	methodology	methodology	NOUN
ajfti-2489	118	9	to	to	PART
ajfti-2489	118	10	look	look	VERB
ajfti-2489	118	11	at	at	ADP
ajfti-2489	118	12	the	the	DET
ajfti-2489	118	13	elements	element	NOUN
ajfti-2489	118	14	that	that	PRON
ajfti-2489	118	15	financial	financial	ADJ
ajfti-2489	118	16	risk	risk	NOUN
ajfti-2489	118	17	experts	expert	NOUN
ajfti-2489	118	18	find	find	VERB
ajfti-2489	118	19	most	most	ADV
ajfti-2489	118	20	useful	useful	ADJ
ajfti-2489	118	21	in	in	ADP
ajfti-2489	118	22	predicting	predict	VERB
ajfti-2489	118	23	financial	financial	ADJ
ajfti-2489	118	24	risk	risk	NOUN
ajfti-2489	118	25	.	.	PUNCT
ajfti-2489	119	1	the	the	DET
ajfti-2489	119	2	cross	cross	ADJ
ajfti-2489	119	3	-	-	ADJ
ajfti-2489	119	4	sectional	sectional	ADJ
ajfti-2489	119	5	approach	approach	NOUN
ajfti-2489	119	6	was	be	AUX
ajfti-2489	119	7	used	use	VERB
ajfti-2489	119	8	to	to	PART
ajfti-2489	119	9	examine	examine	VERB
ajfti-2489	119	10	and	and	CCONJ
ajfti-2489	119	11	comprehend	comprehend	VERB
ajfti-2489	119	12	interrelationships	interrelationship	NOUN
ajfti-2489	119	13	.	.	PUNCT
ajfti-2489	120	1	the	the	DET
ajfti-2489	120	2	choice	choice	NOUN
ajfti-2489	120	3	of	of	ADP
ajfti-2489	120	4	quantitative	quantitative	ADJ
ajfti-2489	120	5	research	research	NOUN
ajfti-2489	120	6	depends	depend	VERB
ajfti-2489	120	7	on	on	ADP
ajfti-2489	120	8	its	its	PRON
ajfti-2489	120	9	capacity	capacity	NOUN
ajfti-2489	120	10	for	for	ADP
ajfti-2489	120	11	efficient	efficient	ADJ
ajfti-2489	120	12	and	and	CCONJ
ajfti-2489	120	13	objective	objective	ADJ
ajfti-2489	120	14	data	datum	NOUN
ajfti-2489	120	15	collecting	collecting	NOUN
ajfti-2489	120	16	and	and	CCONJ
ajfti-2489	120	17	processing	processing	NOUN
ajfti-2489	120	18	.	.	PUNCT
ajfti-2489	121	1	the	the	DET
ajfti-2489	121	2	positivist	positivist	PROPN
ajfti-2489	121	3	viewpoint	viewpoint	NOUN
ajfti-2489	121	4	places	place	VERB
ajfti-2489	121	5	a	a	DET
ajfti-2489	121	6	strong	strong	ADJ
ajfti-2489	121	7	emphasis	emphasis	NOUN
ajfti-2489	121	8	on	on	ADP
ajfti-2489	121	9	employing	employ	VERB
ajfti-2489	121	10	unbiased	unbiased	ADJ
ajfti-2489	121	11	,	,	PUNCT
ajfti-2489	121	12	verifiable	verifiable	ADJ
ajfti-2489	121	13	data	datum	NOUN
ajfti-2489	121	14	to	to	PART
ajfti-2489	121	15	support	support	VERB
ajfti-2489	121	16	the	the	DET
ajfti-2489	121	17	progression	progression	NOUN
ajfti-2489	121	18	of	of	ADP
ajfti-2489	121	19	the	the	DET
ajfti-2489	121	20	process	process	NOUN
ajfti-2489	121	21	.	.	PUNCT
ajfti-2489	122	1	according	accord	VERB
ajfti-2489	122	2	to	to	ADP
ajfti-2489	122	3	lombardo	lombardo	PROPN
ajfti-2489	122	4	et	et	PROPN
ajfti-2489	122	5	al	al	PROPN
ajfti-2489	122	6	.	.	PROPN
ajfti-2489	123	1	(	(	PUNCT
ajfti-2489	123	2	2019	2019	NUM
ajfti-2489	123	3	)	)	PUNCT
ajfti-2489	123	4	,	,	PUNCT
ajfti-2489	123	5	more	more	ADV
ajfti-2489	123	6	generalizable	generalizable	ADJ
ajfti-2489	123	7	results	result	NOUN
ajfti-2489	123	8	are	be	AUX
ajfti-2489	123	9	associated	associate	VERB
ajfti-2489	123	10	pa	pa	PROPN
ajfti-2489	123	11	ge	ge	PROPN
ajfti-2489	123	12	18	18	NUM
ajfti-2489	123	13	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2489	123	14	am	be	AUX
ajfti-2489	123	15	.	.	PUNCT
ajfti-2489	124	1	j.	j.	PROPN
ajfti-2489	124	2	financ	financ	PROPN
ajfti-2489	124	3	.	.	PUNCT
ajfti-2489	125	1	technol	technol	PROPN
ajfti-2489	125	2	.	.	PUNCT
ajfti-2489	125	3	innov	innov	PROPN
ajfti-2489	125	4	.	.	PUNCT
ajfti-2489	126	1	2(1	2(1	NUM
ajfti-2489	126	2	)	)	PUNCT
ajfti-2489	126	3	15	15	NUM
ajfti-2489	126	4	-	-	SYM
ajfti-2489	126	5	24	24	NUM
ajfti-2489	126	6	,	,	PUNCT
ajfti-2489	126	7	2024	2024	NUM
ajfti-2489	126	8	with	with	ADP
ajfti-2489	126	9	bigger	big	ADJ
ajfti-2489	126	10	sample	sample	NOUN
ajfti-2489	126	11	sizes	size	NOUN
ajfti-2489	126	12	.	.	PUNCT
ajfti-2489	127	1	quantitative	quantitative	ADJ
ajfti-2489	127	2	research	research	NOUN
ajfti-2489	127	3	thrives	thrive	VERB
ajfti-2489	127	4	when	when	SCONJ
ajfti-2489	127	5	using	use	VERB
ajfti-2489	127	6	standardized	standardized	ADJ
ajfti-2489	127	7	and	and	CCONJ
ajfti-2489	127	8	methodical	methodical	ADJ
ajfti-2489	127	9	data	datum	NOUN
ajfti-2489	127	10	gathering	gathering	NOUN
ajfti-2489	127	11	approaches	approach	NOUN
ajfti-2489	127	12	,	,	PUNCT
ajfti-2489	127	13	as	as	SCONJ
ajfti-2489	127	14	creswell	creswell	PROPN
ajfti-2489	127	15	and	and	CCONJ
ajfti-2489	127	16	hirose	hirose	PROPN
ajfti-2489	127	17	(	(	PUNCT
ajfti-2489	127	18	2019	2019	NUM
ajfti-2489	127	19	)	)	PUNCT
ajfti-2489	127	20	explained	explain	VERB
ajfti-2489	127	21	.	.	PUNCT
ajfti-2489	128	1	methodology	methodology	NOUN
ajfti-2489	128	2	research	research	NOUN
ajfti-2489	128	3	design	design	NOUN
ajfti-2489	128	4	the	the	DET
ajfti-2489	128	5	current	current	ADJ
ajfti-2489	128	6	study	study	NOUN
ajfti-2489	128	7	leveraged	leverage	VERB
ajfti-2489	128	8	a	a	DET
ajfti-2489	128	9	deep	deep	ADJ
ajfti-2489	128	10	learning	learning	NOUN
ajfti-2489	128	11	approach	approach	NOUN
ajfti-2489	128	12	implemented	implement	VERB
ajfti-2489	128	13	using	use	VERB
ajfti-2489	128	14	python	python	NOUN
ajfti-2489	128	15	through	through	ADP
ajfti-2489	128	16	jupyter	jupyter	ADJ
ajfti-2489	128	17	notebook	notebook	NOUN
ajfti-2489	128	18	for	for	ADP
ajfti-2489	128	19	the	the	DET
ajfti-2489	128	20	analysis	analysis	NOUN
ajfti-2489	128	21	of	of	ADP
ajfti-2489	128	22	financial	financial	ADJ
ajfti-2489	128	23	and	and	CCONJ
ajfti-2489	128	24	textual	textual	ADJ
ajfti-2489	128	25	data	datum	NOUN
ajfti-2489	128	26	(	(	PUNCT
ajfti-2489	128	27	tatsat	tatsat	NOUN
ajfti-2489	128	28	et	et	PROPN
ajfti-2489	128	29	al	al	PROPN
ajfti-2489	128	30	.	.	PROPN
ajfti-2489	128	31	2020	2020	NUM
ajfti-2489	128	32	)	)	PUNCT
ajfti-2489	128	33	.	.	PUNCT
ajfti-2489	129	1	the	the	DET
ajfti-2489	129	2	data	data	NOUN
ajfti-2489	129	3	collection	collection	NOUN
ajfti-2489	129	4	involved	involve	VERB
ajfti-2489	129	5	the	the	DET
ajfti-2489	129	6	extraction	extraction	NOUN
ajfti-2489	129	7	of	of	ADP
ajfti-2489	129	8	financial	financial	ADJ
ajfti-2489	129	9	indicators	indicator	NOUN
ajfti-2489	129	10	and	and	CCONJ
ajfti-2489	129	11	textual	textual	ADJ
ajfti-2489	129	12	information	information	NOUN
ajfti-2489	129	13	from	from	ADP
ajfti-2489	129	14	diverse	diverse	ADJ
ajfti-2489	129	15	sources	source	NOUN
ajfti-2489	129	16	,	,	PUNCT
ajfti-2489	129	17	including	include	VERB
ajfti-2489	129	18	financial	financial	ADJ
ajfti-2489	129	19	reports	report	NOUN
ajfti-2489	129	20	,	,	PUNCT
ajfti-2489	129	21	news	news	NOUN
ajfti-2489	129	22	articles	article	NOUN
ajfti-2489	129	23	,	,	PUNCT
ajfti-2489	129	24	and	and	CCONJ
ajfti-2489	129	25	publicly	publicly	ADV
ajfti-2489	129	26	available	available	ADJ
ajfti-2489	129	27	data	datum	NOUN
ajfti-2489	129	28	(	(	PUNCT
ajfti-2489	129	29	pejić	pejić	NOUN
ajfti-2489	129	30	et	et	PROPN
ajfti-2489	129	31	al	al	PROPN
ajfti-2489	129	32	.	.	PROPN
ajfti-2489	129	33	2019	2019	NUM
ajfti-2489	129	34	)	)	PUNCT
ajfti-2489	129	35	.	.	PUNCT
ajfti-2489	130	1	the	the	DET
ajfti-2489	130	2	existing	exist	VERB
ajfti-2489	130	3	research	research	NOUN
ajfti-2489	130	4	has	have	AUX
ajfti-2489	130	5	then	then	ADV
ajfti-2489	130	6	helped	help	VERB
ajfti-2489	130	7	in	in	ADP
ajfti-2489	130	8	formulating	formulate	VERB
ajfti-2489	130	9	a	a	DET
ajfti-2489	130	10	structured	structured	ADJ
ajfti-2489	130	11	openended	openende	VERB
ajfti-2489	130	12	survey	survey	NOUN
ajfti-2489	130	13	on	on	ADP
ajfti-2489	130	14	the	the	DET
ajfti-2489	130	15	integration	integration	NOUN
ajfti-2489	130	16	of	of	ADP
ajfti-2489	130	17	different	different	ADJ
ajfti-2489	130	18	financial	financial	ADJ
ajfti-2489	130	19	and	and	CCONJ
ajfti-2489	130	20	textual	textual	ADJ
ajfti-2489	130	21	indicators	indicator	NOUN
ajfti-2489	130	22	in	in	ADP
ajfti-2489	130	23	financial	financial	ADJ
ajfti-2489	130	24	risk	risk	NOUN
ajfti-2489	130	25	passement	passement	PROPN
ajfti-2489	130	26	processed	process	VERB
ajfti-2489	130	27	as	as	SCONJ
ajfti-2489	130	28	highlighted	highlight	VERB
ajfti-2489	130	29	by	by	ADP
ajfti-2489	130	30	azizi	azizi	PROPN
ajfti-2489	130	31	et	et	PROPN
ajfti-2489	130	32	al	al	PROPN
ajfti-2489	130	33	.	.	PROPN
ajfti-2489	131	1	(	(	PUNCT
ajfti-2489	131	2	2021	2021	NUM
ajfti-2489	131	3	)	)	PUNCT
ajfti-2489	131	4	.	.	PUNCT
ajfti-2489	132	1	furthermore	furthermore	ADV
ajfti-2489	132	2	,	,	PUNCT
ajfti-2489	132	3	the	the	DET
ajfti-2489	132	4	survey	survey	NOUN
ajfti-2489	132	5	responses	response	NOUN
ajfti-2489	132	6	were	be	AUX
ajfti-2489	132	7	gathered	gather	VERB
ajfti-2489	132	8	qualified	qualified	ADJ
ajfti-2489	132	9	financial	financial	ADJ
ajfti-2489	132	10	risk	risk	NOUN
ajfti-2489	132	11	experts	expert	NOUN
ajfti-2489	132	12	of	of	ADP
ajfti-2489	132	13	china	china	PROPN
ajfti-2489	132	14	.	.	PUNCT
ajfti-2489	133	1	the	the	DET
ajfti-2489	133	2	official	official	ADJ
ajfti-2489	133	3	qualified	qualified	ADJ
ajfti-2489	133	4	financial	financial	ADJ
ajfti-2489	133	5	reliable	reliable	ADJ
ajfti-2489	133	6	sources	source	NOUN
ajfti-2489	133	7	to	to	PART
ajfti-2489	133	8	collect	collect	VERB
ajfti-2489	133	9	accurate	accurate	ADJ
ajfti-2489	133	10	and	and	CCONJ
ajfti-2489	133	11	effective	effective	ADJ
ajfti-2489	133	12	insights	insight	NOUN
ajfti-2489	133	13	(	(	PUNCT
ajfti-2489	133	14	wu	wu	PROPN
ajfti-2489	133	15	et	et	PROPN
ajfti-2489	133	16	al	al	PROPN
ajfti-2489	133	17	.	.	PROPN
ajfti-2489	133	18	2020	2020	NUM
ajfti-2489	133	19	)	)	PUNCT
ajfti-2489	133	20	.	.	PUNCT
ajfti-2489	134	1	furthermore	furthermore	ADV
ajfti-2489	134	2	,	,	PUNCT
ajfti-2489	134	3	data	datum	NOUN
ajfti-2489	134	4	preprocessing	preprocessing	NOUN
ajfti-2489	134	5	was	be	AUX
ajfti-2489	134	6	a	a	DET
ajfti-2489	134	7	crucial	crucial	ADJ
ajfti-2489	134	8	step	step	NOUN
ajfti-2489	134	9	,	,	PUNCT
ajfti-2489	134	10	encompassing	encompass	VERB
ajfti-2489	134	11	the	the	DET
ajfti-2489	134	12	cleansing	cleansing	NOUN
ajfti-2489	134	13	and	and	CCONJ
ajfti-2489	134	14	standardization	standardization	NOUN
ajfti-2489	134	15	of	of	ADP
ajfti-2489	134	16	financial	financial	ADJ
ajfti-2489	134	17	data	datum	NOUN
ajfti-2489	134	18	and	and	CCONJ
ajfti-2489	134	19	natural	natural	ADJ
ajfti-2489	134	20	language	language	NOUN
ajfti-2489	134	21	processing	processing	NOUN
ajfti-2489	134	22	(	(	PUNCT
ajfti-2489	134	23	nlp	nlp	NOUN
ajfti-2489	134	24	)	)	PUNCT
ajfti-2489	134	25	techniques	technique	NOUN
ajfti-2489	134	26	applied	apply	VERB
ajfti-2489	134	27	to	to	ADP
ajfti-2489	134	28	textual	textual	ADJ
ajfti-2489	134	29	data	datum	NOUN
ajfti-2489	134	30	(	(	PUNCT
ajfti-2489	134	31	aldunate	aldunate	NOUN
ajfti-2489	134	32	et	et	PROPN
ajfti-2489	134	33	al	al	PROPN
ajfti-2489	134	34	.	.	PROPN
ajfti-2489	134	35	2022	2022	NUM
ajfti-2489	134	36	)	)	PUNCT
ajfti-2489	134	37	.	.	PUNCT
ajfti-2489	135	1	based	base	VERB
ajfti-2489	135	2	on	on	ADP
ajfti-2489	135	3	this	this	PRON
ajfti-2489	135	4	the	the	DET
ajfti-2489	135	5	nlp	nlp	NOUN
ajfti-2489	135	6	facilitated	facilitate	VERB
ajfti-2489	135	7	the	the	DET
ajfti-2489	135	8	extraction	extraction	NOUN
ajfti-2489	135	9	of	of	ADP
ajfti-2489	135	10	meaningful	meaningful	ADJ
ajfti-2489	135	11	textual	textual	ADJ
ajfti-2489	135	12	indicators	indicator	NOUN
ajfti-2489	135	13	,	,	PUNCT
ajfti-2489	135	14	ensuring	ensure	VERB
ajfti-2489	135	15	the	the	DET
ajfti-2489	135	16	integration	integration	NOUN
ajfti-2489	135	17	of	of	ADP
ajfti-2489	135	18	unstructured	unstructured	ADJ
ajfti-2489	135	19	textual	textual	ADJ
ajfti-2489	135	20	information	information	NOUN
ajfti-2489	135	21	with	with	ADP
ajfti-2489	135	22	structured	structured	ADJ
ajfti-2489	135	23	financial	financial	ADJ
ajfti-2489	135	24	data	datum	NOUN
ajfti-2489	135	25	.	.	PUNCT
ajfti-2489	136	1	analysis	analysis	NOUN
ajfti-2489	136	2	and	and	CCONJ
ajfti-2489	136	3	modeling	modeling	NOUN
ajfti-2489	136	4	to	to	PART
ajfti-2489	136	5	examine	examine	VERB
ajfti-2489	136	6	the	the	DET
ajfti-2489	136	7	association	association	NOUN
ajfti-2489	136	8	between	between	ADP
ajfti-2489	136	9	study	study	NOUN
ajfti-2489	136	10	sections	section	NOUN
ajfti-2489	136	11	and	and	CCONJ
ajfti-2489	136	12	the	the	DET
ajfti-2489	136	13	mean	mean	ADJ
ajfti-2489	136	14	scores	score	NOUN
ajfti-2489	136	15	given	give	VERB
ajfti-2489	136	16	to	to	ADP
ajfti-2489	136	17	particular	particular	ADJ
ajfti-2489	136	18	factors	factor	NOUN
ajfti-2489	136	19	,	,	PUNCT
ajfti-2489	136	20	this	this	DET
ajfti-2489	136	21	study	study	NOUN
ajfti-2489	136	22	used	use	VERB
ajfti-2489	136	23	linear	linear	PROPN
ajfti-2489	136	24	regression	regression	NOUN
ajfti-2489	136	25	analysis	analysis	NOUN
ajfti-2489	136	26	.	.	PUNCT
ajfti-2489	137	1	three	three	NUM
ajfti-2489	137	2	crucial	crucial	ADJ
ajfti-2489	137	3	columns	column	NOUN
ajfti-2489	137	4	made	make	VERB
ajfti-2489	137	5	up	up	ADP
ajfti-2489	137	6	the	the	DET
ajfti-2489	137	7	dataset	dataset	NOUN
ajfti-2489	137	8	:	:	PUNCT
ajfti-2489	137	9	“	"	PUNCT
ajfti-2489	137	10	section	section	NOUN
ajfti-2489	137	11	,	,	PUNCT
ajfti-2489	137	12	”	"	PUNCT
ajfti-2489	137	13	“	"	PUNCT
ajfti-2489	137	14	variable	variable	ADJ
ajfti-2489	137	15	,	,	PUNCT
ajfti-2489	137	16	”	"	PUNCT
ajfti-2489	137	17	and	and	CCONJ
ajfti-2489	137	18	“	"	PUNCT
ajfti-2489	137	19	mean	mean	VERB
ajfti-2489	137	20	.	.	PUNCT
ajfti-2489	137	21	”	"	PUNCT
ajfti-2489	138	1	‘	'	PUNCT
ajfti-2489	138	2	section	section	NOUN
ajfti-2489	138	3	’	'	PUNCT
ajfti-2489	138	4	stood	stand	VERB
ajfti-2489	138	5	for	for	ADP
ajfti-2489	138	6	several	several	ADJ
ajfti-2489	138	7	sections	section	NOUN
ajfti-2489	138	8	,	,	PUNCT
ajfti-2489	138	9	‘	'	PUNCT
ajfti-2489	138	10	variable	variable	NOUN
ajfti-2489	138	11	’	'	PUNCT
ajfti-2489	138	12	stood	stand	VERB
ajfti-2489	138	13	for	for	ADP
ajfti-2489	138	14	research	research	NOUN
ajfti-2489	138	15	variables	variable	NOUN
ajfti-2489	138	16	,	,	PUNCT
ajfti-2489	138	17	and	and	CCONJ
ajfti-2489	138	18	‘	'	PUNCT
ajfti-2489	138	19	mean	mean	ADJ
ajfti-2489	138	20	’	'	PUNCT
ajfti-2489	138	21	included	include	VERB
ajfti-2489	138	22	the	the	DET
ajfti-2489	138	23	mean	mean	ADJ
ajfti-2489	138	24	scores	score	NOUN
ajfti-2489	138	25	for	for	ADP
ajfti-2489	138	26	each	each	DET
ajfti-2489	138	27	variable	variable	NOUN
ajfti-2489	138	28	inside	inside	ADP
ajfti-2489	138	29	each	each	DET
ajfti-2489	138	30	section	section	NOUN
ajfti-2489	138	31	.	.	PUNCT
ajfti-2489	139	1	preparation	preparation	NOUN
ajfti-2489	139	2	of	of	ADP
ajfti-2489	139	3	data	datum	NOUN
ajfti-2489	139	4	the	the	DET
ajfti-2489	139	5	dataset	dataset	NOUN
ajfti-2489	139	6	was	be	AUX
ajfti-2489	139	7	put	put	VERB
ajfti-2489	139	8	into	into	ADP
ajfti-2489	139	9	a	a	DET
ajfti-2489	139	10	panda	panda	NOUN
ajfti-2489	139	11	dataframe	dataframe	NOUN
ajfti-2489	139	12	called	call	VERB
ajfti-2489	139	13	“	"	PUNCT
ajfti-2489	139	14	df_means	df_means	PROPN
ajfti-2489	139	15	,	,	PUNCT
ajfti-2489	139	16	”	"	PUNCT
ajfti-2489	139	17	and	and	CCONJ
ajfti-2489	139	18	the	the	DET
ajfti-2489	139	19	“	"	PUNCT
ajfti-2489	139	20	section	section	NOUN
ajfti-2489	139	21	”	"	PUNCT
ajfti-2489	139	22	variable	variable	ADJ
ajfti-2489	139	23	underwent	underwent	NOUN
ajfti-2489	139	24	label	label	NOUN
ajfti-2489	139	25	encoding	encoding	NOUN
ajfti-2489	139	26	to	to	PART
ajfti-2489	139	27	convert	convert	VERB
ajfti-2489	139	28	its	its	PRON
ajfti-2489	139	29	values	value	NOUN
ajfti-2489	139	30	into	into	ADP
ajfti-2489	139	31	numbers	number	NOUN
ajfti-2489	139	32	appropriate	appropriate	ADJ
ajfti-2489	139	33	for	for	ADP
ajfti-2489	139	34	regression	regression	NOUN
ajfti-2489	139	35	analysis	analysis	NOUN
ajfti-2489	139	36	.	.	PUNCT
ajfti-2489	140	1	model	model	NOUN
ajfti-2489	140	2	for	for	ADP
ajfti-2489	140	3	linear	linear	PROPN
ajfti-2489	140	4	regression	regression	NOUN
ajfti-2489	140	5	for	for	ADP
ajfti-2489	140	6	the	the	DET
ajfti-2489	140	7	linear	linear	ADJ
ajfti-2489	140	8	regression	regression	NOUN
ajfti-2489	140	9	analysis	analysis	NOUN
ajfti-2489	140	10	,	,	PUNCT
ajfti-2489	140	11	scikit	scikit	NOUN
ajfti-2489	140	12	-	-	PUNCT
ajfti-2489	140	13	learn	learn	VERB
ajfti-2489	140	14	’s	’s	PART
ajfti-2489	140	15	‘	'	PUNCT
ajfti-2489	140	16	linearregression	linearregression	NOUN
ajfti-2489	140	17	’	'	PUNCT
ajfti-2489	140	18	class	class	NOUN
ajfti-2489	140	19	was	be	AUX
ajfti-2489	140	20	used	use	VERB
ajfti-2489	140	21	.	.	PUNCT
ajfti-2489	141	1	section_encoded	section_encode	VERB
ajfti-2489	141	2	served	serve	VERB
ajfti-2489	141	3	as	as	ADP
ajfti-2489	141	4	the	the	DET
ajfti-2489	141	5	independent	independent	ADJ
ajfti-2489	141	6	variable	variable	NOUN
ajfti-2489	141	7	,	,	PUNCT
ajfti-2489	141	8	reflecting	reflect	VERB
ajfti-2489	141	9	encoded	encode	VERB
ajfti-2489	141	10	section	section	NOUN
ajfti-2489	141	11	values	value	NOUN
ajfti-2489	141	12	,	,	PUNCT
ajfti-2489	141	13	while	while	SCONJ
ajfti-2489	141	14	‘	'	PUNCT
ajfti-2489	141	15	mean	mean	ADJ
ajfti-2489	141	16	’	'	PUNCT
ajfti-2489	141	17	served	serve	VERB
ajfti-2489	141	18	as	as	ADP
ajfti-2489	141	19	the	the	DET
ajfti-2489	141	20	dependent	dependent	ADJ
ajfti-2489	141	21	variable	variable	NOUN
ajfti-2489	141	22	,	,	PUNCT
ajfti-2489	141	23	including	include	VERB
ajfti-2489	141	24	mean	mean	NOUN
ajfti-2489	141	25	scores	score	NOUN
ajfti-2489	141	26	related	relate	VERB
ajfti-2489	141	27	to	to	ADP
ajfti-2489	141	28	each	each	DET
ajfti-2489	141	29	variable	variable	ADJ
ajfti-2489	141	30	(	(	PUNCT
ajfti-2489	141	31	galioulline	galioulline	NOUN
ajfti-2489	141	32	,	,	PUNCT
ajfti-2489	141	33	et	et	PROPN
ajfti-2489	141	34	al	al	PROPN
ajfti-2489	141	35	.	.	PROPN
ajfti-2489	141	36	2023	2023	NUM
ajfti-2489	141	37	)	)	PUNCT
ajfti-2489	141	38	.	.	PUNCT
ajfti-2489	142	1	model	model	NOUN
ajfti-2489	142	2	fitting	fit	VERB
ajfti-2489	142	3	using	use	VERB
ajfti-2489	142	4	the	the	DET
ajfti-2489	142	5	‘	'	PUNCT
ajfti-2489	142	6	fit	fit	ADJ
ajfti-2489	142	7	’	'	PUNCT
ajfti-2489	142	8	procedure	procedure	NOUN
ajfti-2489	142	9	,	,	PUNCT
ajfti-2489	142	10	the	the	DET
ajfti-2489	142	11	linear	linear	ADJ
ajfti-2489	142	12	regression	regression	NOUN
ajfti-2489	142	13	model	model	NOUN
ajfti-2489	142	14	was	be	AUX
ajfti-2489	142	15	adjusted	adjust	VERB
ajfti-2489	142	16	to	to	ADP
ajfti-2489	142	17	the	the	DET
ajfti-2489	142	18	data	datum	NOUN
ajfti-2489	142	19	.	.	PUNCT
ajfti-2489	143	1	the	the	DET
ajfti-2489	143	2	goal	goal	NOUN
ajfti-2489	143	3	of	of	ADP
ajfti-2489	143	4	this	this	DET
ajfti-2489	143	5	fitting	fitting	ADJ
ajfti-2489	143	6	procedure	procedure	NOUN
ajfti-2489	143	7	was	be	AUX
ajfti-2489	143	8	to	to	PART
ajfti-2489	143	9	find	find	VERB
ajfti-2489	143	10	the	the	DET
ajfti-2489	143	11	regression	regression	NOUN
ajfti-2489	143	12	line	line	NOUN
ajfti-2489	143	13	that	that	PRON
ajfti-2489	143	14	suited	suit	VERB
ajfti-2489	143	15	the	the	DET
ajfti-2489	143	16	data	datum	NOUN
ajfti-2489	143	17	the	the	DET
ajfti-2489	143	18	best	good	ADJ
ajfti-2489	143	19	and	and	CCONJ
ajfti-2489	143	20	minimized	minimize	VERB
ajfti-2489	143	21	the	the	DET
ajfti-2489	143	22	gap	gap	NOUN
ajfti-2489	143	23	between	between	ADP
ajfti-2489	143	24	anticipated	anticipate	VERB
ajfti-2489	143	25	values	value	NOUN
ajfti-2489	143	26	and	and	CCONJ
ajfti-2489	143	27	actual	actual	ADJ
ajfti-2489	143	28	mean	mean	ADJ
ajfti-2489	143	29	scores	score	NOUN
ajfti-2489	143	30	.	.	PUNCT
ajfti-2489	144	1	results	result	NOUN
ajfti-2489	144	2	and	and	CCONJ
ajfti-2489	144	3	discussions	discussion	NOUN
ajfti-2489	144	4	results	result	NOUN
ajfti-2489	144	5	of	of	ADP
ajfti-2489	144	6	regression	regression	NOUN
ajfti-2489	144	7	the	the	DET
ajfti-2489	144	8	following	follow	VERB
ajfti-2489	144	9	important	important	ADJ
ajfti-2489	144	10	factors	factor	NOUN
ajfti-2489	144	11	were	be	AUX
ajfti-2489	144	12	shown	show	VERB
ajfti-2489	144	13	to	to	PART
ajfti-2489	144	14	assess	assess	VERB
ajfti-2489	144	15	model	model	NOUN
ajfti-2489	144	16	performance	performance	NOUN
ajfti-2489	144	17	:	:	PUNCT
ajfti-2489	144	18	intercept	intercept	NOUN
ajfti-2489	144	19	depicting	depict	VERB
ajfti-2489	144	20	the	the	DET
ajfti-2489	144	21	y	y	NOUN
ajfti-2489	144	22	-	-	PUNCT
ajfti-2489	144	23	intercept	intercept	NOUN
ajfti-2489	144	24	of	of	ADP
ajfti-2489	144	25	the	the	DET
ajfti-2489	144	26	regression	regression	NOUN
ajfti-2489	144	27	line	line	NOUN
ajfti-2489	144	28	.	.	PUNCT
ajfti-2489	145	1	coefficient	coefficient	NOUN
ajfti-2489	145	2	(	(	PUNCT
ajfti-2489	145	3	slope	slope	NOUN
ajfti-2489	145	4	)	)	PUNCT
ajfti-2489	145	5	identifies	identify	VERB
ajfti-2489	145	6	the	the	DET
ajfti-2489	145	7	slope	slope	NOUN
ajfti-2489	145	8	of	of	ADP
ajfti-2489	145	9	the	the	DET
ajfti-2489	145	10	regression	regression	NOUN
ajfti-2489	145	11	line	line	NOUN
ajfti-2489	145	12	,	,	PUNCT
ajfti-2489	145	13	indicating	indicate	VERB
ajfti-2489	145	14	how	how	SCONJ
ajfti-2489	145	15	the	the	DET
ajfti-2489	145	16	mean	mean	ADJ
ajfti-2489	145	17	scores	score	NOUN
ajfti-2489	145	18	vary	vary	VERB
ajfti-2489	145	19	when	when	SCONJ
ajfti-2489	145	20	the	the	DET
ajfti-2489	145	21	units	unit	NOUN
ajfti-2489	145	22	in	in	ADP
ajfti-2489	145	23	the	the	DET
ajfti-2489	145	24	encoded	encode	VERB
ajfti-2489	145	25	section	section	NOUN
ajfti-2489	145	26	change	change	NOUN
ajfti-2489	145	27	.	.	PUNCT
ajfti-2489	146	1	r	r	X
ajfti-2489	146	2	-	-	PUNCT
ajfti-2489	146	3	squared	square	VERB
ajfti-2489	146	4	a	a	DET
ajfti-2489	146	5	measure	measure	NOUN
ajfti-2489	146	6	of	of	ADP
ajfti-2489	146	7	the	the	DET
ajfti-2489	146	8	coefficient	coefficient	NOUN
ajfti-2489	146	9	of	of	ADP
ajfti-2489	146	10	determination	determination	NOUN
ajfti-2489	146	11	that	that	PRON
ajfti-2489	146	12	expresses	express	VERB
ajfti-2489	146	13	the	the	DET
ajfti-2489	146	14	amount	amount	NOUN
ajfti-2489	146	15	of	of	ADP
ajfti-2489	146	16	variance	variance	NOUN
ajfti-2489	146	17	in	in	ADP
ajfti-2489	146	18	mean	mean	NOUN
ajfti-2489	146	19	scores	score	NOUN
ajfti-2489	146	20	that	that	SCONJ
ajfti-2489	146	21	the	the	DET
ajfti-2489	146	22	model	model	NOUN
ajfti-2489	146	23	is	be	AUX
ajfti-2489	146	24	able	able	ADJ
ajfti-2489	146	25	to	to	PART
ajfti-2489	146	26	account	account	VERB
ajfti-2489	146	27	for	for	ADP
ajfti-2489	146	28	.	.	PUNCT
ajfti-2489	147	1	data	datum	NOUN
ajfti-2489	147	2	visualization	visualization	NOUN
ajfti-2489	147	3	the	the	DET
ajfti-2489	147	4	findings	finding	NOUN
ajfti-2489	147	5	were	be	AUX
ajfti-2489	147	6	shown	show	VERB
ajfti-2489	147	7	as	as	ADP
ajfti-2489	147	8	a	a	DET
ajfti-2489	147	9	scatter	scatter	NOUN
ajfti-2489	147	10	plot	plot	NOUN
ajfti-2489	147	11	,	,	PUNCT
ajfti-2489	147	12	with	with	ADP
ajfti-2489	147	13	blue	blue	ADJ
ajfti-2489	147	14	data	datum	NOUN
ajfti-2489	147	15	points	point	NOUN
ajfti-2489	147	16	representing	represent	VERB
ajfti-2489	147	17	the	the	DET
ajfti-2489	147	18	actual	actual	ADJ
ajfti-2489	147	19	mean	mean	ADJ
ajfti-2489	147	20	scores	score	NOUN
ajfti-2489	147	21	,	,	PUNCT
ajfti-2489	147	22	supported	support	VERB
ajfti-2489	147	23	by	by	ADP
ajfti-2489	147	24	mcdermaid	mcdermaid	PROPN
ajfti-2489	147	25	et	et	PROPN
ajfti-2489	147	26	al	al	PROPN
ajfti-2489	147	27	.	.	PROPN
ajfti-2489	147	28	(	(	PUNCT
ajfti-2489	147	29	2019	2019	NUM
ajfti-2489	147	30	)	)	PUNCT
ajfti-2489	147	31	.	.	PUNCT
ajfti-2489	148	1	the	the	DET
ajfti-2489	148	2	regression	regression	NOUN
ajfti-2489	148	3	line	line	NOUN
ajfti-2489	148	4	was	be	AUX
ajfti-2489	148	5	shown	show	VERB
ajfti-2489	148	6	by	by	ADP
ajfti-2489	148	7	a	a	DET
ajfti-2489	148	8	red	red	ADJ
ajfti-2489	148	9	line	line	NOUN
ajfti-2489	148	10	to	to	PART
ajfti-2489	148	11	show	show	VERB
ajfti-2489	148	12	how	how	SCONJ
ajfti-2489	148	13	well	well	ADV
ajfti-2489	148	14	it	it	PRON
ajfti-2489	148	15	suited	suit	VERB
ajfti-2489	148	16	the	the	DET
ajfti-2489	148	17	data	datum	NOUN
ajfti-2489	148	18	.	.	PUNCT
ajfti-2489	149	1	in	in	ADP
ajfti-2489	149	2	order	order	NOUN
ajfti-2489	149	3	to	to	PART
ajfti-2489	149	4	accomplish	accomplish	VERB
ajfti-2489	149	5	the	the	DET
ajfti-2489	149	6	goals	goal	NOUN
ajfti-2489	149	7	of	of	ADP
ajfti-2489	149	8	the	the	DET
ajfti-2489	149	9	study	study	NOUN
ajfti-2489	149	10	,	,	PUNCT
ajfti-2489	149	11	this	this	DET
ajfti-2489	149	12	linear	linear	ADJ
ajfti-2489	149	13	regression	regression	NOUN
ajfti-2489	149	14	analysis	analysis	NOUN
ajfti-2489	149	15	provided	provide	VERB
ajfti-2489	149	16	insights	insight	NOUN
ajfti-2489	149	17	into	into	ADP
ajfti-2489	149	18	the	the	DET
ajfti-2489	149	19	link	link	NOUN
ajfti-2489	149	20	between	between	ADP
ajfti-2489	149	21	study	study	NOUN
ajfti-2489	149	22	sections	section	NOUN
ajfti-2489	149	23	and	and	CCONJ
ajfti-2489	149	24	mean	mean	VERB
ajfti-2489	149	25	scores	score	NOUN
ajfti-2489	149	26	for	for	ADP
ajfti-2489	149	27	particular	particular	ADJ
ajfti-2489	149	28	variables	variable	NOUN
ajfti-2489	149	29	(	(	PUNCT
ajfti-2489	149	30	grotzinger	grotzinger	PROPN
ajfti-2489	149	31	et	et	PROPN
ajfti-2489	149	32	al	al	PROPN
ajfti-2489	149	33	.	.	PROPN
ajfti-2489	149	34	2019	2019	NUM
ajfti-2489	149	35	)	)	PUNCT
ajfti-2489	149	36	.	.	PUNCT
ajfti-2489	150	1	analysis	analysis	NOUN
ajfti-2489	150	2	and	and	CCONJ
ajfti-2489	150	3	conclusions	conclusion	NOUN
ajfti-2489	150	4	the	the	DET
ajfti-2489	150	5	results	result	NOUN
ajfti-2489	150	6	of	of	ADP
ajfti-2489	150	7	the	the	DET
ajfti-2489	150	8	deep	deep	ADJ
ajfti-2489	150	9	learning	learning	NOUN
ajfti-2489	150	10	models	model	NOUN
ajfti-2489	150	11	were	be	AUX
ajfti-2489	150	12	analyzed	analyze	VERB
ajfti-2489	150	13	in	in	ADP
ajfti-2489	150	14	the	the	DET
ajfti-2489	150	15	study	study	NOUN
ajfti-2489	150	16	to	to	PART
ajfti-2489	150	17	acquire	acquire	VERB
ajfti-2489	150	18	understanding	understanding	NOUN
ajfti-2489	150	19	of	of	ADP
ajfti-2489	150	20	how	how	SCONJ
ajfti-2489	150	21	the	the	DET
ajfti-2489	150	22	combination	combination	NOUN
ajfti-2489	150	23	of	of	ADP
ajfti-2489	150	24	textual	textual	ADJ
ajfti-2489	150	25	and	and	CCONJ
ajfti-2489	150	26	financial	financial	ADJ
ajfti-2489	150	27	variables	variable	NOUN
ajfti-2489	150	28	improves	improve	VERB
ajfti-2489	150	29	financial	financial	ADJ
ajfti-2489	150	30	risk	risk	NOUN
ajfti-2489	150	31	prediction	prediction	NOUN
ajfti-2489	150	32	.	.	PUNCT
ajfti-2489	151	1	to	to	PART
ajfti-2489	151	2	improve	improve	VERB
ajfti-2489	151	3	understanding	understanding	NOUN
ajfti-2489	151	4	and	and	CCONJ
ajfti-2489	151	5	encourage	encourage	VERB
ajfti-2489	151	6	practical	practical	ADJ
ajfti-2489	151	7	decision	decision	NOUN
ajfti-2489	151	8	-	-	PUNCT
ajfti-2489	151	9	making	making	NOUN
ajfti-2489	151	10	,	,	PUNCT
ajfti-2489	151	11	qualitative	qualitative	ADJ
ajfti-2489	151	12	analysis	analysis	NOUN
ajfti-2489	151	13	and	and	CCONJ
ajfti-2489	151	14	visualization	visualization	NOUN
ajfti-2489	151	15	methods	method	NOUN
ajfti-2489	151	16	were	be	AUX
ajfti-2489	151	17	used	use	VERB
ajfti-2489	151	18	(	(	PUNCT
ajfti-2489	151	19	martins	martin	NOUN
ajfti-2489	151	20	,	,	PUNCT
ajfti-2489	151	21	et	et	PROPN
ajfti-2489	151	22	al	al	PROPN
ajfti-2489	151	23	.	.	PROPN
ajfti-2489	151	24	2022	2022	NUM
ajfti-2489	151	25	)	)	PUNCT
ajfti-2489	151	26	.	.	PUNCT
ajfti-2489	152	1	this	this	DET
ajfti-2489	152	2	method	method	NOUN
ajfti-2489	152	3	is	be	AUX
ajfti-2489	152	4	an	an	DET
ajfti-2489	152	5	innovative	innovative	ADJ
ajfti-2489	152	6	approach	approach	NOUN
ajfti-2489	152	7	for	for	ADP
ajfti-2489	152	8	predicting	predict	VERB
ajfti-2489	152	9	financial	financial	ADJ
ajfti-2489	152	10	risk	risk	NOUN
ajfti-2489	152	11	since	since	SCONJ
ajfti-2489	152	12	,	,	PUNCT
ajfti-2489	152	13	as	as	SCONJ
ajfti-2489	152	14	kang	kang	PROPN
ajfti-2489	152	15	et	et	PROPN
ajfti-2489	152	16	al	al	PROPN
ajfti-2489	152	17	.	.	PUNCT
ajfti-2489	152	18	highlights	highlight	NOUN
ajfti-2489	152	19	that	that	PRON
ajfti-2489	152	20	it	it	PRON
ajfti-2489	152	21	combines	combine	VERB
ajfti-2489	152	22	deep	deep	ADJ
ajfti-2489	152	23	learning	learning	NOUN
ajfti-2489	152	24	and	and	CCONJ
ajfti-2489	152	25	nlp	nlp	NOUN
ajfti-2489	152	26	to	to	PART
ajfti-2489	152	27	glean	glean	VERB
ajfti-2489	152	28	insightful	insightful	ADJ
ajfti-2489	152	29	information	information	NOUN
ajfti-2489	152	30	from	from	ADP
ajfti-2489	152	31	both	both	CCONJ
ajfti-2489	152	32	organized	organized	ADJ
ajfti-2489	152	33	and	and	CCONJ
ajfti-2489	152	34	unstructured	unstructured	ADJ
ajfti-2489	152	35	data	datum	NOUN
ajfti-2489	152	36	sources	source	NOUN
ajfti-2489	152	37	.	.	PUNCT
ajfti-2489	153	1	the	the	DET
ajfti-2489	153	2	results	result	NOUN
ajfti-2489	153	3	of	of	ADP
ajfti-2489	153	4	this	this	DET
ajfti-2489	153	5	ground	ground	NOUN
ajfti-2489	153	6	-	-	PUNCT
ajfti-2489	153	7	breaking	break	VERB
ajfti-2489	153	8	study	study	NOUN
ajfti-2489	153	9	will	will	AUX
ajfti-2489	153	10	be	be	AUX
ajfti-2489	153	11	presented	present	VERB
ajfti-2489	153	12	and	and	CCONJ
ajfti-2489	153	13	discussed	discuss	VERB
ajfti-2489	153	14	in	in	ADP
ajfti-2489	153	15	the	the	DET
ajfti-2489	153	16	following	follow	VERB
ajfti-2489	153	17	parts	part	NOUN
ajfti-2489	153	18	,	,	PUNCT
ajfti-2489	153	19	with	with	ADP
ajfti-2489	153	20	an	an	DET
ajfti-2489	153	21	emphasis	emphasis	NOUN
ajfti-2489	153	22	on	on	ADP
ajfti-2489	153	23	their	their	PRON
ajfti-2489	153	24	consequences	consequence	NOUN
ajfti-2489	153	25	and	and	CCONJ
ajfti-2489	153	26	potential	potential	ADJ
ajfti-2489	153	27	applications	application	NOUN
ajfti-2489	153	28	in	in	ADP
ajfti-2489	153	29	the	the	DET
ajfti-2489	153	30	field	field	NOUN
ajfti-2489	153	31	of	of	ADP
ajfti-2489	153	32	financial	financial	ADJ
ajfti-2489	153	33	risk	risk	NOUN
ajfti-2489	153	34	assessment	assessment	NOUN
ajfti-2489	153	35	(	(	PUNCT
ajfti-2489	153	36	babich	babich	X
ajfti-2489	153	37	et	et	PROPN
ajfti-2489	153	38	al	al	PROPN
ajfti-2489	153	39	.	.	PROPN
ajfti-2489	153	40	2018	2018	NUM
ajfti-2489	153	41	)	)	PUNCT
ajfti-2489	153	42	.	.	PUNCT
ajfti-2489	154	1	participants	participant	NOUN
ajfti-2489	154	2	information	information	VERB
ajfti-2489	154	3	the	the	DET
ajfti-2489	154	4	frequency	frequency	NOUN
ajfti-2489	154	5	analysis	analysis	NOUN
ajfti-2489	154	6	demonstrated	demonstrate	VERB
ajfti-2489	154	7	in	in	ADP
ajfti-2489	154	8	fig	fig	NOUN
ajfti-2489	154	9	.	.	PUNCT
ajfti-2489	155	1	1	1	NUM
ajfti-2489	155	2	shows	show	VERB
ajfti-2489	155	3	that	that	SCONJ
ajfti-2489	155	4	majority	majority	NOUN
ajfti-2489	155	5	of	of	ADP
ajfti-2489	155	6	truth	truth	NOUN
ajfti-2489	155	7	financial	financial	ADJ
ajfti-2489	155	8	risk	risk	NOUN
ajfti-2489	155	9	experts	expert	NOUN
ajfti-2489	155	10	participated	participate	VERB
ajfti-2489	155	11	in	in	ADP
ajfti-2489	155	12	the	the	DET
ajfti-2489	155	13	study	study	NOUN
ajfti-2489	155	14	are	be	AUX
ajfti-2489	155	15	familiar	familiar	ADJ
ajfti-2489	155	16	with	with	ADP
ajfti-2489	155	17	financial	financial	ADJ
ajfti-2489	155	18	risk	risk	NOUN
ajfti-2489	155	19	prediction	prediction	NOUN
ajfti-2489	155	20	through	through	ADP
ajfti-2489	155	21	deep	deep	ADJ
ajfti-2489	155	22	learning	learning	NOUN
ajfti-2489	155	23	approaches	approach	NOUN
ajfti-2489	155	24	,	,	PUNCT
ajfti-2489	155	25	whereas	whereas	SCONJ
ajfti-2489	155	26	an	an	DET
ajfti-2489	155	27	equal	equal	ADJ
ajfti-2489	155	28	amount	amount	NOUN
ajfti-2489	155	29	of	of	ADP
ajfti-2489	155	30	participants	participant	NOUN
ajfti-2489	155	31	has	have	AUX
ajfti-2489	155	32	opted	opt	VERB
ajfti-2489	155	33	for	for	ADP
ajfti-2489	155	34	less	less	ADJ
ajfti-2489	155	35	familiarity	familiarity	NOUN
ajfti-2489	155	36	to	to	AUX
ajfti-2489	155	37	slightly	slightly	ADV
ajfti-2489	155	38	familiar	familiar	ADJ
ajfti-2489	155	39	in	in	ADP
ajfti-2489	155	40	the	the	DET
ajfti-2489	155	41	study	study	NOUN
ajfti-2489	155	42	.	.	PUNCT
ajfti-2489	156	1	the	the	DET
ajfti-2489	156	2	fig	fig	NOUN
ajfti-2489	156	3	2	2	NUM
ajfti-2489	156	4	illustrates	illustrate	VERB
ajfti-2489	156	5	that	that	SCONJ
ajfti-2489	156	6	majority	majority	NOUN
ajfti-2489	156	7	of	of	ADP
ajfti-2489	156	8	the	the	DET
ajfti-2489	156	9	participants	participant	NOUN
ajfti-2489	156	10	had	have	VERB
ajfti-2489	156	11	2	2	NUM
ajfti-2489	156	12	-	-	SYM
ajfti-2489	156	13	4	4	NUM
ajfti-2489	156	14	years	year	NOUN
ajfti-2489	156	15	of	of	ADP
ajfti-2489	156	16	experience	experience	NOUN
ajfti-2489	156	17	whereas	whereas	SCONJ
ajfti-2489	156	18	considerable	considerable	ADJ
ajfti-2489	156	19	number	number	NOUN
ajfti-2489	156	20	of	of	ADP
ajfti-2489	156	21	participants	participant	NOUN
ajfti-2489	156	22	have	have	VERB
ajfti-2489	156	23	4	4	NUM
ajfti-2489	156	24	-	-	SYM
ajfti-2489	156	25	5	5	NUM
ajfti-2489	156	26	years	year	NOUN
ajfti-2489	156	27	of	of	ADP
ajfti-2489	156	28	experience	experience	NOUN
ajfti-2489	156	29	,	,	PUNCT
ajfti-2489	156	30	but	but	CCONJ
ajfti-2489	156	31	also	also	ADV
ajfti-2489	156	32	a	a	DET
ajfti-2489	156	33	good	good	ADJ
ajfti-2489	156	34	amount	amount	NOUN
ajfti-2489	156	35	of	of	ADP
ajfti-2489	156	36	participants	participant	NOUN
ajfti-2489	156	37	were	be	AUX
ajfti-2489	156	38	observed	observe	VERB
ajfti-2489	156	39	to	to	PART
ajfti-2489	156	40	does	do	AUX
ajfti-2489	156	41	not	not	PART
ajfti-2489	156	42	have	have	VERB
ajfti-2489	156	43	much	much	ADJ
ajfti-2489	156	44	familiarity	familiarity	NOUN
ajfti-2489	156	45	with	with	ADP
ajfti-2489	156	46	financial	financial	ADJ
ajfti-2489	156	47	risk	risk	NOUN
ajfti-2489	156	48	prediction	prediction	NOUN
ajfti-2489	156	49	integrating	integrate	VERB
ajfti-2489	156	50	the	the	DET
ajfti-2489	156	51	textual	textual	ADJ
ajfti-2489	156	52	and	and	CCONJ
ajfti-2489	156	53	financial	financial	ADJ
ajfti-2489	156	54	indicators	indicator	NOUN
ajfti-2489	156	55	.	.	PUNCT
ajfti-2489	157	1	pa	pa	PROPN
ajfti-2489	157	2	ge	ge	PROPN
ajfti-2489	157	3	19	19	NUM
ajfti-2489	157	4	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	157	5	am	be	AUX
ajfti-2489	157	6	.	.	PUNCT
ajfti-2489	158	1	j.	j.	PROPN
ajfti-2489	158	2	financ	financ	PROPN
ajfti-2489	158	3	.	.	PUNCT
ajfti-2489	159	1	technol	technol	PROPN
ajfti-2489	159	2	.	.	PUNCT
ajfti-2489	159	3	innov	innov	PROPN
ajfti-2489	159	4	.	.	PUNCT
ajfti-2489	160	1	2(1	2(1	NUM
ajfti-2489	160	2	)	)	PUNCT
ajfti-2489	160	3	15	15	NUM
ajfti-2489	160	4	-	-	SYM
ajfti-2489	160	5	24	24	NUM
ajfti-2489	160	6	,	,	PUNCT
ajfti-2489	160	7	2024	2024	NUM
ajfti-2489	160	8	section	section	NOUN
ajfti-2489	160	9	02	02	NUM
ajfti-2489	160	10	:	:	PUNCT
ajfti-2489	160	11	financial	financial	ADJ
ajfti-2489	160	12	risk	risk	NOUN
ajfti-2489	160	13	predictors	predictor	NOUN
ajfti-2489	160	14	the	the	DET
ajfti-2489	160	15	mean	mean	ADJ
ajfti-2489	160	16	values	value	NOUN
ajfti-2489	160	17	derived	derive	VERB
ajfti-2489	160	18	from	from	ADP
ajfti-2489	160	19	financial	financial	ADJ
ajfti-2489	160	20	risk	risk	NOUN
ajfti-2489	160	21	experts	expert	NOUN
ajfti-2489	160	22	’	'	PUNCT
ajfti-2489	160	23	responses	response	NOUN
ajfti-2489	160	24	,	,	PUNCT
ajfti-2489	160	25	collected	collect	VERB
ajfti-2489	160	26	on	on	ADP
ajfti-2489	160	27	a	a	DET
ajfti-2489	160	28	5	5	NUM
ajfti-2489	160	29	-	-	PUNCT
ajfti-2489	160	30	point	point	NOUN
ajfti-2489	160	31	likert	likert	ADJ
ajfti-2489	160	32	scale	scale	NOUN
ajfti-2489	160	33	,	,	PUNCT
ajfti-2489	160	34	provide	provide	VERB
ajfti-2489	160	35	insights	insight	NOUN
ajfti-2489	160	36	into	into	ADP
ajfti-2489	160	37	their	their	PRON
ajfti-2489	160	38	views	view	NOUN
ajfti-2489	160	39	on	on	ADP
ajfti-2489	160	40	identified	identify	VERB
ajfti-2489	160	41	financial	financial	ADJ
ajfti-2489	160	42	risk	risk	NOUN
ajfti-2489	160	43	prediction	prediction	NOUN
ajfti-2489	160	44	factors	factor	NOUN
ajfti-2489	160	45	:	:	PUNCT
ajfti-2489	160	46	figure	figure	VERB
ajfti-2489	160	47	1	1	NUM
ajfti-2489	160	48	:	:	PUNCT
ajfti-2489	160	49	participants	participant	NOUN
ajfti-2489	160	50	familiarity	familiarity	NOUN
ajfti-2489	160	51	with	with	ADP
ajfti-2489	160	52	financial	financial	ADJ
ajfti-2489	160	53	risk	risk	NOUN
ajfti-2489	160	54	prediction	prediction	NOUN
ajfti-2489	160	55	figure	figure	NOUN
ajfti-2489	160	56	2	2	NUM
ajfti-2489	160	57	:	:	PUNCT
ajfti-2489	160	58	experience	experience	NOUN
ajfti-2489	160	59	of	of	ADP
ajfti-2489	160	60	participants	participant	NOUN
ajfti-2489	160	61	figure	figure	VERB
ajfti-2489	160	62	3	3	NUM
ajfti-2489	160	63	:	:	PUNCT
ajfti-2489	160	64	financial	financial	ADJ
ajfti-2489	160	65	risk	risk	NOUN
ajfti-2489	160	66	predictors	predictor	NOUN
ajfti-2489	160	67	preferences	preference	NOUN
ajfti-2489	160	68	of	of	ADP
ajfti-2489	160	69	liquidity	liquidity	NOUN
ajfti-2489	160	70	the	the	DET
ajfti-2489	160	71	observed	observed	ADJ
ajfti-2489	160	72	mean	mean	NOUN
ajfti-2489	160	73	on	on	ADP
ajfti-2489	160	74	the	the	DET
ajfti-2489	160	75	preferences	preference	NOUN
ajfti-2489	160	76	of	of	ADP
ajfti-2489	160	77	liquidity	liquidity	NOUN
ajfti-2489	160	78	ratios	ratio	NOUN
ajfti-2489	160	79	over	over	ADP
ajfti-2489	160	80	leverage	leverage	NOUN
ajfti-2489	160	81	ratios	ratio	NOUN
ajfti-2489	160	82	as	as	ADP
ajfti-2489	160	83	a	a	DET
ajfti-2489	160	84	financial	financial	ADJ
ajfti-2489	160	85	risk	risk	NOUN
ajfti-2489	160	86	predictor	predictor	NOUN
ajfti-2489	160	87	is	be	AUX
ajfti-2489	160	88	1.996	1.996	NUM
ajfti-2489	160	89	.	.	PUNCT
ajfti-2489	161	1	it	it	PRON
ajfti-2489	161	2	reflects	reflect	VERB
ajfti-2489	161	3	that	that	SCONJ
ajfti-2489	161	4	experts	expert	NOUN
ajfti-2489	161	5	generally	generally	ADV
ajfti-2489	161	6	agree	agree	VERB
ajfti-2489	161	7	that	that	SCONJ
ajfti-2489	161	8	liquidity	liquidity	NOUN
ajfti-2489	161	9	plays	play	VERB
ajfti-2489	161	10	a	a	DET
ajfti-2489	161	11	crucial	crucial	ADJ
ajfti-2489	161	12	role	role	NOUN
ajfti-2489	161	13	in	in	ADP
ajfti-2489	161	14	financial	financial	ADJ
ajfti-2489	161	15	risk	risk	NOUN
ajfti-2489	161	16	prediction	prediction	NOUN
ajfti-2489	161	17	as	as	ADP
ajfti-2489	161	18	compared	compare	VERB
ajfti-2489	161	19	to	to	ADP
ajfti-2489	161	20	leverage	leverage	NOUN
ajfti-2489	161	21	ratios	ratio	NOUN
ajfti-2489	161	22	.	.	PUNCT
ajfti-2489	162	1	financial	financial	ADJ
ajfti-2489	162	2	indicators	indicator	NOUN
ajfti-2489	162	3	and	and	CCONJ
ajfti-2489	162	4	conflict	conflict	NOUN
ajfti-2489	162	5	signals	signal	NOUN
ajfti-2489	162	6	the	the	DET
ajfti-2489	162	7	observed	observed	ADJ
ajfti-2489	162	8	mean	mean	NOUN
ajfti-2489	162	9	for	for	ADP
ajfti-2489	162	10	the	the	DET
ajfti-2489	162	11	creation	creation	NOUN
ajfti-2489	162	12	of	of	ADP
ajfti-2489	162	13	conflicting	conflicting	ADJ
ajfti-2489	162	14	signals	signal	NOUN
ajfti-2489	162	15	such	such	ADJ
ajfti-2489	162	16	as	as	ADP
ajfti-2489	162	17	high	high	ADJ
ajfti-2489	162	18	roa	roa	NOUN
ajfti-2489	162	19	but	but	CCONJ
ajfti-2489	162	20	high	high	ADJ
ajfti-2489	162	21	debt	debt	NOUN
ajfti-2489	162	22	was	be	AUX
ajfti-2489	162	23	2.029	2.029	NUM
ajfti-2489	162	24	.	.	PUNCT
ajfti-2489	163	1	this	this	PRON
ajfti-2489	163	2	illustrates	illustrate	VERB
ajfti-2489	163	3	that	that	SCONJ
ajfti-2489	163	4	experts	expert	NOUN
ajfti-2489	163	5	tend	tend	VERB
ajfti-2489	163	6	to	to	PART
ajfti-2489	163	7	agree	agree	VERB
ajfti-2489	163	8	that	that	SCONJ
ajfti-2489	163	9	managing	manage	VERB
ajfti-2489	163	10	financial	financial	ADJ
ajfti-2489	163	11	risk	risk	NOUN
ajfti-2489	163	12	effectively	effectively	ADV
ajfti-2489	163	13	involves	involve	VERB
ajfti-2489	163	14	dealing	deal	VERB
ajfti-2489	163	15	with	with	ADP
ajfti-2489	163	16	conflicting	conflicting	ADJ
ajfti-2489	163	17	signals	signal	NOUN
ajfti-2489	163	18	from	from	ADP
ajfti-2489	163	19	financial	financial	ADJ
ajfti-2489	163	20	indicators	indicator	NOUN
ajfti-2489	163	21	.	.	PUNCT
ajfti-2489	164	1	multicollinear	multicollinear	ADJ
ajfti-2489	164	2	issues	issue	NOUN
ajfti-2489	164	3	the	the	DET
ajfti-2489	164	4	observed	observed	ADJ
ajfti-2489	164	5	mean	mean	NOUN
ajfti-2489	164	6	for	for	ADP
ajfti-2489	164	7	on	on	ADP
ajfti-2489	164	8	the	the	DET
ajfti-2489	164	9	multicollinear	multicollinear	ADJ
ajfti-2489	164	10	issues	issue	NOUN
ajfti-2489	164	11	in	in	ADP
ajfti-2489	164	12	the	the	DET
ajfti-2489	164	13	financial	financial	ADJ
ajfti-2489	164	14	risk	risk	NOUN
ajfti-2489	164	15	prediction	prediction	NOUN
ajfti-2489	164	16	can	can	AUX
ajfti-2489	164	17	be	be	AUX
ajfti-2489	164	18	resolved	resolve	VERB
ajfti-2489	164	19	by	by	ADP
ajfti-2489	164	20	stepwise	stepwise	NOUN
ajfti-2489	164	21	regresses	regress	VERB
ajfti-2489	164	22	ion	ion	NOUN
ajfti-2489	164	23	and	and	CCONJ
ajfti-2489	164	24	leads	lead	VERB
ajfti-2489	164	25	model	model	NOUN
ajfti-2489	164	26	instability	instability	NOUN
ajfti-2489	164	27	as	as	SCONJ
ajfti-2489	164	28	compared	compare	VERB
ajfti-2489	164	29	to	to	ADP
ajfti-2489	164	30	lasso	lasso	NOUN
ajfti-2489	164	31	regression	regression	NOUN
ajfti-2489	164	32	mean	mean	VERB
ajfti-2489	164	33	is	be	AUX
ajfti-2489	164	34	1.933	1.933	NUM
ajfti-2489	164	35	.	.	PUNCT
ajfti-2489	165	1	this	this	PRON
ajfti-2489	165	2	shows	show	VERB
ajfti-2489	165	3	that	that	SCONJ
ajfti-2489	165	4	there	there	PRON
ajfti-2489	165	5	is	be	VERB
ajfti-2489	165	6	an	an	DET
ajfti-2489	165	7	agreement	agreement	NOUN
ajfti-2489	165	8	that	that	PRON
ajfti-2489	165	9	multicollinearity	multicollinearity	NOUN
ajfti-2489	165	10	among	among	ADP
ajfti-2489	165	11	financial	financial	ADJ
ajfti-2489	165	12	indicators	indicator	NOUN
ajfti-2489	165	13	can	can	AUX
ajfti-2489	165	14	lead	lead	VERB
ajfti-2489	165	15	to	to	ADP
ajfti-2489	165	16	model	model	NOUN
ajfti-2489	165	17	instability	instability	NOUN
ajfti-2489	165	18	.	.	PUNCT
ajfti-2489	166	1	missing	miss	VERB
ajfti-2489	166	2	data	datum	NOUN
ajfti-2489	166	3	the	the	DET
ajfti-2489	166	4	observed	observed	ADJ
ajfti-2489	166	5	mean	mean	NOUN
ajfti-2489	166	6	on	on	ADP
ajfti-2489	166	7	the	the	DET
ajfti-2489	166	8	employment	employment	NOUN
ajfti-2489	166	9	on	on	ADP
ajfti-2489	166	10	amputation	amputation	NOUN
ajfti-2489	166	11	techniques	technique	NOUN
ajfti-2489	166	12	to	to	PART
ajfti-2489	166	13	resolve	resolve	VERB
ajfti-2489	166	14	missing	miss	VERB
ajfti-2489	166	15	values	value	NOUN
ajfti-2489	166	16	is	be	AUX
ajfti-2489	166	17	:	:	PUNCT
ajfti-2489	166	18	1.750	1.750	NUM
ajfti-2489	166	19	.	.	PUNCT
ajfti-2489	167	1	it	it	PRON
ajfti-2489	167	2	reflects	reflect	VERB
ajfti-2489	167	3	that	that	SCONJ
ajfti-2489	167	4	experts	expert	NOUN
ajfti-2489	167	5	agree	agree	VERB
ajfti-2489	167	6	that	that	SCONJ
ajfti-2489	167	7	missing	miss	VERB
ajfti-2489	167	8	data	data	NOUN
ajfti-2489	167	9	problems	problem	NOUN
ajfti-2489	167	10	can	can	AUX
ajfti-2489	167	11	be	be	AUX
ajfti-2489	167	12	resolved	resolve	VERB
ajfti-2489	167	13	using	use	VERB
ajfti-2489	167	14	amputation	amputation	NOUN
ajfti-2489	167	15	techniques	technique	NOUN
ajfti-2489	167	16	.	.	PUNCT
ajfti-2489	168	1	standardizing	standardize	VERB
ajfti-2489	168	2	indicators	indicator	NOUN
ajfti-2489	168	3	the	the	DET
ajfti-2489	168	4	mean	mean	NOUN
ajfti-2489	168	5	of	of	ADP
ajfti-2489	168	6	the	the	DET
ajfti-2489	168	7	collected	collect	VERB
ajfti-2489	168	8	responses	response	NOUN
ajfti-2489	168	9	on	on	ADP
ajfti-2489	168	10	the	the	DET
ajfti-2489	168	11	preference	preference	NOUN
ajfti-2489	168	12	of	of	ADP
ajfti-2489	168	13	ifrs	ifrs	PROPN
ajfti-2489	168	14	while	while	SCONJ
ajfti-2489	168	15	dealing	deal	VERB
ajfti-2489	168	16	with	with	ADP
ajfti-2489	168	17	financial	financial	ADJ
ajfti-2489	168	18	indicators	indicator	NOUN
ajfti-2489	168	19	in	in	ADP
ajfti-2489	168	20	international	international	ADJ
ajfti-2489	168	21	contexts	context	NOUN
ajfti-2489	168	22	as	as	ADP
ajfti-2489	168	23	compared	compare	VERB
ajfti-2489	168	24	to	to	ADP
ajfti-2489	168	25	country	country	NOUN
ajfti-2489	168	26	-	-	PUNCT
ajfti-2489	168	27	specific	specific	ADJ
ajfti-2489	168	28	factors	factor	NOUN
ajfti-2489	168	29	for	for	ADP
ajfti-2489	168	30	standardizing	standardize	VERB
ajfti-2489	168	31	indicators	indicator	NOUN
ajfti-2489	168	32	for	for	ADP
ajfti-2489	168	33	cross	cross	ADJ
ajfti-2489	168	34	-	-	ADJ
ajfti-2489	168	35	border	border	ADJ
ajfti-2489	168	36	risk	risk	NOUN
ajfti-2489	168	37	assessment	assessment	NOUN
ajfti-2489	168	38	was	be	AUX
ajfti-2489	168	39	observed	observe	VERB
ajfti-2489	168	40	in	in	ADP
ajfti-2489	168	41	the	the	DET
ajfti-2489	168	42	analysis	analysis	NOUN
ajfti-2489	168	43	is	be	AUX
ajfti-2489	168	44	1.667	1.667	NUM
ajfti-2489	168	45	.	.	PUNCT
ajfti-2489	169	1	this	this	PRON
ajfti-2489	169	2	illustrates	illustrate	VERB
ajfti-2489	169	3	that	that	SCONJ
ajfti-2489	169	4	the	the	DET
ajfti-2489	169	5	lowest	low	ADJ
ajfti-2489	169	6	mean	mean	ADJ
ajfti-2489	169	7	value	value	NOUN
ajfti-2489	169	8	indicates	indicate	VERB
ajfti-2489	169	9	strong	strong	ADJ
ajfti-2489	169	10	agreement	agreement	NOUN
ajfti-2489	169	11	that	that	PRON
ajfti-2489	169	12	international	international	ADJ
ajfti-2489	169	13	accounting	accounting	NOUN
ajfti-2489	169	14	standards	standard	NOUN
ajfti-2489	169	15	are	be	AUX
ajfti-2489	169	16	more	more	ADV
ajfti-2489	169	17	efficient	efficient	ADJ
ajfti-2489	169	18	for	for	ADP
ajfti-2489	169	19	standardizing	standardize	VERB
ajfti-2489	169	20	indicators	indicator	NOUN
ajfti-2489	169	21	in	in	ADP
ajfti-2489	169	22	cross	cross	ADJ
ajfti-2489	169	23	-	-	ADJ
ajfti-2489	169	24	border	border	ADJ
ajfti-2489	169	25	risk	risk	NOUN
ajfti-2489	169	26	assessment	assessment	NOUN
ajfti-2489	169	27	.	.	PUNCT
ajfti-2489	170	1	section	section	NOUN
ajfti-2489	170	2	03	03	NUM
ajfti-2489	170	3	:	:	PUNCT
ajfti-2489	170	4	integrating	integrate	VERB
ajfti-2489	170	5	financial	financial	ADJ
ajfti-2489	170	6	indicators	indicator	NOUN
ajfti-2489	170	7	in	in	ADP
ajfti-2489	170	8	the	the	DET
ajfti-2489	170	9	financial	financial	ADJ
ajfti-2489	170	10	risk	risk	NOUN
ajfti-2489	170	11	prediction	prediction	NOUN
ajfti-2489	170	12	figure	figure	NOUN
ajfti-2489	170	13	4	4	NUM
ajfti-2489	170	14	:	:	PUNCT
ajfti-2489	170	15	financial	financial	ADJ
ajfti-2489	170	16	indicators	indicator	NOUN
ajfti-2489	170	17	and	and	CCONJ
ajfti-2489	170	18	their	their	PRON
ajfti-2489	170	19	implication	implication	NOUN
ajfti-2489	170	20	pa	pa	PROPN
ajfti-2489	170	21	ge	ge	PROPN
ajfti-2489	170	22	20	20	NUM
ajfti-2489	170	23	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2489	170	24	am	be	AUX
ajfti-2489	170	25	.	.	PUNCT
ajfti-2489	171	1	j.	j.	PROPN
ajfti-2489	171	2	financ	financ	PROPN
ajfti-2489	171	3	.	.	PUNCT
ajfti-2489	172	1	technol	technol	PROPN
ajfti-2489	172	2	.	.	PUNCT
ajfti-2489	172	3	innov	innov	PROPN
ajfti-2489	172	4	.	.	PUNCT
ajfti-2489	173	1	2(1	2(1	NUM
ajfti-2489	173	2	)	)	PUNCT
ajfti-2489	173	3	15	15	NUM
ajfti-2489	173	4	-	-	SYM
ajfti-2489	173	5	24	24	NUM
ajfti-2489	173	6	,	,	PUNCT
ajfti-2489	173	7	2024	2024	NUM
ajfti-2489	173	8	critical	critical	ADJ
ajfti-2489	173	9	for	for	ADP
ajfti-2489	173	10	specific	specific	ADJ
ajfti-2489	173	11	industries	industry	NOUN
ajfti-2489	173	12	the	the	DET
ajfti-2489	173	13	observed	observed	ADJ
ajfti-2489	173	14	mean	mean	NOUN
ajfti-2489	173	15	on	on	ADP
ajfti-2489	173	16	the	the	DET
ajfti-2489	173	17	preference	preference	NOUN
ajfti-2489	173	18	of	of	ADP
ajfti-2489	173	19	financial	financial	ADJ
ajfti-2489	173	20	indicators	indicator	NOUN
ajfti-2489	173	21	over	over	ADP
ajfti-2489	173	22	textual	textual	ADJ
ajfti-2489	173	23	indicators	indicator	NOUN
ajfti-2489	173	24	is	be	AUX
ajfti-2489	173	25	1.65	1.65	NUM
ajfti-2489	173	26	.	.	PUNCT
ajfti-2489	174	1	experts	expert	NOUN
ajfti-2489	174	2	generally	generally	ADV
ajfti-2489	174	3	agree	agree	VERB
ajfti-2489	174	4	that	that	SCONJ
ajfti-2489	174	5	certain	certain	ADJ
ajfti-2489	174	6	financial	financial	ADJ
ajfti-2489	174	7	indicators	indicator	NOUN
ajfti-2489	174	8	hold	hold	VERB
ajfti-2489	174	9	industry	industry	NOUN
ajfti-2489	174	10	-	-	PUNCT
ajfti-2489	174	11	specific	specific	ADJ
ajfti-2489	174	12	significance	significance	NOUN
ajfti-2489	174	13	in	in	ADP
ajfti-2489	174	14	financial	financial	ADJ
ajfti-2489	174	15	risk	risk	NOUN
ajfti-2489	174	16	assessment	assessment	NOUN
ajfti-2489	174	17	.	.	PUNCT
ajfti-2489	175	1	this	this	PRON
ajfti-2489	175	2	underscores	underscore	VERB
ajfti-2489	175	3	the	the	DET
ajfti-2489	175	4	recognition	recognition	NOUN
ajfti-2489	175	5	of	of	ADP
ajfti-2489	175	6	tailored	tailor	VERB
ajfti-2489	175	7	risk	risk	NOUN
ajfti-2489	175	8	evaluation	evaluation	NOUN
ajfti-2489	175	9	approaches	approach	NOUN
ajfti-2489	175	10	.	.	PUNCT
ajfti-2489	176	1	historical	historical	ADJ
ajfti-2489	176	2	performance	performance	NOUN
ajfti-2489	176	3	the	the	DET
ajfti-2489	176	4	observed	observed	ADJ
ajfti-2489	176	5	mean	mean	NOUN
ajfti-2489	176	6	on	on	ADP
ajfti-2489	176	7	the	the	DET
ajfti-2489	176	8	influence	influence	NOUN
ajfti-2489	176	9	of	of	ADP
ajfti-2489	176	10	historical	historical	ADJ
ajfti-2489	176	11	performance	performance	NOUN
ajfti-2489	176	12	in	in	ADP
ajfti-2489	176	13	te	te	ADP
ajfti-2489	176	14	financial	financial	ADJ
ajfti-2489	176	15	risk	risk	NOUN
ajfti-2489	176	16	prediction	prediction	NOUN
ajfti-2489	176	17	process	process	NOUN
ajfti-2489	176	18	is	be	AUX
ajfti-2489	176	19	1.48	1.48	NUM
ajfti-2489	176	20	)	)	PUNCT
ajfti-2489	176	21	.	.	PUNCT
ajfti-2489	177	1	the	the	DET
ajfti-2489	177	2	mean	mean	NOUN
ajfti-2489	177	3	indicates	indicate	VERB
ajfti-2489	177	4	a	a	DET
ajfti-2489	177	5	strong	strong	ADJ
ajfti-2489	177	6	agreement	agreement	NOUN
ajfti-2489	177	7	that	that	PRON
ajfti-2489	177	8	historical	historical	ADJ
ajfti-2489	177	9	financial	financial	ADJ
ajfti-2489	177	10	indicator	indicator	NOUN
ajfti-2489	177	11	performance	performance	NOUN
ajfti-2489	177	12	influences	influence	VERB
ajfti-2489	177	13	financial	financial	ADJ
ajfti-2489	177	14	risk	risk	NOUN
ajfti-2489	177	15	predictions	prediction	NOUN
ajfti-2489	177	16	.	.	PUNCT
ajfti-2489	178	1	this	this	PRON
ajfti-2489	178	2	reflects	reflect	VERB
ajfti-2489	178	3	the	the	DET
ajfti-2489	178	4	experts	expert	NOUN
ajfti-2489	178	5	’	’	PART
ajfti-2489	178	6	belief	belief	NOUN
ajfti-2489	178	7	in	in	ADP
ajfti-2489	178	8	the	the	DET
ajfti-2489	178	9	predictive	predictive	ADJ
ajfti-2489	178	10	power	power	NOUN
ajfti-2489	178	11	of	of	ADP
ajfti-2489	178	12	past	past	ADJ
ajfti-2489	178	13	financial	financial	ADJ
ajfti-2489	178	14	data	datum	NOUN
ajfti-2489	178	15	.	.	PUNCT
ajfti-2489	179	1	financial	financial	ADJ
ajfti-2489	179	2	health	health	NOUN
ajfti-2489	179	3	and	and	CCONJ
ajfti-2489	179	4	risk	risk	NOUN
ajfti-2489	179	5	indicators	indicator	NOUN
ajfti-2489	179	6	the	the	DET
ajfti-2489	179	7	observed	observed	ADJ
ajfti-2489	179	8	mean	mean	NOUN
ajfti-2489	179	9	on	on	ADP
ajfti-2489	179	10	the	the	DET
ajfti-2489	179	11	preference	preference	NOUN
ajfti-2489	179	12	of	of	ADP
ajfti-2489	179	13	financial	financial	ADJ
ajfti-2489	179	14	health	health	NOUN
ajfti-2489	179	15	indicates	indicate	VERB
ajfti-2489	179	16	for	for	ADP
ajfti-2489	179	17	the	the	DET
ajfti-2489	179	18	risk	risk	NOUN
ajfti-2489	179	19	assessment	assessment	NOUN
ajfti-2489	179	20	over	over	ADP
ajfti-2489	179	21	market	market	NOUN
ajfti-2489	179	22	and	and	CCONJ
ajfti-2489	179	23	investors	investor	NOUN
ajfti-2489	179	24	perception	perception	NOUN
ajfti-2489	179	25	indicators	indicator	NOUN
ajfti-2489	179	26	is	be	AUX
ajfti-2489	179	27	1.45	1.45	NUM
ajfti-2489	179	28	.	.	PUNCT
ajfti-2489	180	1	this	this	PRON
ajfti-2489	180	2	reflects	reflect	VERB
ajfti-2489	180	3	that	that	SCONJ
ajfti-2489	180	4	financial	financial	ADJ
ajfti-2489	180	5	risk	risk	NOUN
ajfti-2489	180	6	experts	expert	NOUN
ajfti-2489	180	7	strongly	strongly	ADV
ajfti-2489	180	8	agree	agree	VERB
ajfti-2489	180	9	that	that	SCONJ
ajfti-2489	180	10	financial	financial	ADJ
ajfti-2489	180	11	health	health	NOUN
ajfti-2489	180	12	and	and	CCONJ
ajfti-2489	180	13	risk	risk	NOUN
ajfti-2489	180	14	indicators	indicator	NOUN
ajfti-2489	180	15	outweigh	outweigh	VERB
ajfti-2489	180	16	market	market	NOUN
ajfti-2489	180	17	and	and	CCONJ
ajfti-2489	180	18	investor	investor	NOUN
ajfti-2489	180	19	perception	perception	NOUN
ajfti-2489	180	20	indicators	indicator	NOUN
ajfti-2489	180	21	in	in	ADP
ajfti-2489	180	22	financial	financial	ADJ
ajfti-2489	180	23	risk	risk	NOUN
ajfti-2489	180	24	predictions	prediction	NOUN
ajfti-2489	180	25	.	.	PUNCT
ajfti-2489	181	1	this	this	DET
ajfti-2489	181	2	highlights	highlight	VERB
ajfti-2489	181	3	the	the	DET
ajfti-2489	181	4	priority	priority	NOUN
ajfti-2489	181	5	placed	place	VERB
ajfti-2489	181	6	on	on	ADP
ajfti-2489	181	7	fundamental	fundamental	ADJ
ajfti-2489	181	8	financial	financial	ADJ
ajfti-2489	181	9	metrics	metric	NOUN
ajfti-2489	181	10	.	.	PUNCT
ajfti-2489	182	1	short	short	ADJ
ajfti-2489	182	2	-	-	PUNCT
ajfti-2489	182	3	term	term	NOUN
ajfti-2489	182	4	financial	financial	ADJ
ajfti-2489	182	5	indicators	indicator	NOUN
ajfti-2489	182	6	the	the	DET
ajfti-2489	182	7	observed	observed	ADJ
ajfti-2489	182	8	mean	mean	NOUN
ajfti-2489	182	9	on	on	ADP
ajfti-2489	182	10	the	the	DET
ajfti-2489	182	11	preference	preference	NOUN
ajfti-2489	182	12	of	of	ADP
ajfti-2489	182	13	short	short	ADJ
ajfti-2489	182	14	-	-	PUNCT
ajfti-2489	182	15	term	term	NOUN
ajfti-2489	182	16	financial	financial	ADJ
ajfti-2489	182	17	indicators	indicator	NOUN
ajfti-2489	182	18	over	over	ADP
ajfti-2489	182	19	long	long	ADJ
ajfti-2489	182	20	term	term	NOUN
ajfti-2489	182	21	indicators	indicator	NOUN
ajfti-2489	182	22	is	be	AUX
ajfti-2489	182	23	1.43	1.43	NUM
ajfti-2489	182	24	.	.	PUNCT
ajfti-2489	183	1	the	the	DET
ajfti-2489	183	2	mean	mean	NOUN
ajfti-2489	183	3	suggests	suggest	VERB
ajfti-2489	183	4	a	a	DET
ajfti-2489	183	5	consensus	consensus	NOUN
ajfti-2489	183	6	that	that	SCONJ
ajfti-2489	183	7	short	short	ADJ
ajfti-2489	183	8	-	-	PUNCT
ajfti-2489	183	9	term	term	NOUN
ajfti-2489	183	10	financial	financial	ADJ
ajfti-2489	183	11	indicators	indicator	NOUN
ajfti-2489	183	12	,	,	PUNCT
ajfti-2489	183	13	like	like	ADP
ajfti-2489	183	14	liquidity	liquidity	NOUN
ajfti-2489	183	15	ratios	ratio	NOUN
ajfti-2489	183	16	,	,	PUNCT
ajfti-2489	183	17	hold	hold	VERB
ajfti-2489	183	18	higher	high	ADJ
ajfti-2489	183	19	importance	importance	NOUN
ajfti-2489	183	20	when	when	SCONJ
ajfti-2489	183	21	assessing	assess	VERB
ajfti-2489	183	22	financial	financial	ADJ
ajfti-2489	183	23	stability	stability	NOUN
ajfti-2489	183	24	compared	compare	VERB
ajfti-2489	183	25	to	to	ADP
ajfti-2489	183	26	long	long	ADJ
ajfti-2489	183	27	-	-	PUNCT
ajfti-2489	183	28	term	term	NOUN
ajfti-2489	183	29	indicators	indicator	NOUN
ajfti-2489	183	30	.	.	PUNCT
ajfti-2489	184	1	historical	historical	ADJ
ajfti-2489	184	2	sector	sector	NOUN
ajfti-2489	184	3	the	the	DET
ajfti-2489	184	4	observed	observed	ADJ
ajfti-2489	184	5	mean	mean	NOUN
ajfti-2489	184	6	on	on	ADP
ajfti-2489	184	7	the	the	DET
ajfti-2489	184	8	preference	preference	NOUN
ajfti-2489	184	9	of	of	ADP
ajfti-2489	184	10	historical	historical	ADJ
ajfti-2489	184	11	sector	sector	NOUN
ajfti-2489	184	12	wide	wide	ADV
ajfti-2489	184	13	is	be	AUX
ajfti-2489	184	14	preferred	prefer	VERB
ajfti-2489	184	15	over	over	ADP
ajfti-2489	184	16	firm	firm	ADJ
ajfti-2489	184	17	specific	specific	ADJ
ajfti-2489	184	18	data	datum	NOUN
ajfti-2489	184	19	in	in	ADP
ajfti-2489	184	20	highrisk	highrisk	NOUN
ajfti-2489	184	21	scenario	scenario	NOUN
ajfti-2489	184	22	is	be	AUX
ajfti-2489	184	23	1.67	1.67	NUM
ajfti-2489	184	24	.	.	PUNCT
ajfti-2489	185	1	it	it	PRON
ajfti-2489	185	2	illustrated	illustrate	VERB
ajfti-2489	185	3	that	that	SCONJ
ajfti-2489	185	4	there	there	PRON
ajfti-2489	185	5	is	be	VERB
ajfti-2489	185	6	strong	strong	ADJ
ajfti-2489	185	7	agreement	agreement	NOUN
ajfti-2489	185	8	that	that	PRON
ajfti-2489	185	9	,	,	PUNCT
ajfti-2489	185	10	in	in	ADP
ajfti-2489	185	11	cases	case	NOUN
ajfti-2489	185	12	of	of	ADP
ajfti-2489	185	13	high	high	ADJ
ajfti-2489	185	14	-	-	PUNCT
ajfti-2489	185	15	risk	risk	NOUN
ajfti-2489	185	16	indications	indication	NOUN
ajfti-2489	185	17	,	,	PUNCT
ajfti-2489	185	18	historical	historical	ADJ
ajfti-2489	185	19	sector	sector	NOUN
ajfti-2489	185	20	-	-	PUNCT
ajfti-2489	185	21	wide	wide	ADJ
ajfti-2489	185	22	data	datum	NOUN
ajfti-2489	185	23	is	be	AUX
ajfti-2489	185	24	preferred	prefer	VERB
ajfti-2489	185	25	over	over	ADP
ajfti-2489	185	26	firm	firm	ADJ
ajfti-2489	185	27	-	-	PUNCT
ajfti-2489	185	28	specific	specific	ADJ
ajfti-2489	185	29	data	datum	NOUN
ajfti-2489	185	30	.	.	PUNCT
ajfti-2489	186	1	this	this	PRON
ajfti-2489	186	2	emphasizes	emphasize	VERB
ajfti-2489	186	3	the	the	DET
ajfti-2489	186	4	importance	importance	NOUN
ajfti-2489	186	5	of	of	ADP
ajfti-2489	186	6	broader	broad	ADJ
ajfti-2489	186	7	industry	industry	NOUN
ajfti-2489	186	8	context	context	NOUN
ajfti-2489	186	9	in	in	ADP
ajfti-2489	186	10	risk	risk	NOUN
ajfti-2489	186	11	assessment	assessment	NOUN
ajfti-2489	186	12	.	.	PUNCT
ajfti-2489	187	1	in	in	ADP
ajfti-2489	187	2	the	the	DET
ajfti-2489	187	3	context	context	NOUN
ajfti-2489	187	4	of	of	ADP
ajfti-2489	187	5	the	the	DET
ajfti-2489	187	6	study	study	NOUN
ajfti-2489	187	7	,	,	PUNCT
ajfti-2489	187	8	these	these	DET
ajfti-2489	187	9	means	mean	VERB
ajfti-2489	187	10	signify	signify	VERB
ajfti-2489	187	11	a	a	DET
ajfti-2489	187	12	shared	share	VERB
ajfti-2489	187	13	belief	belief	NOUN
ajfti-2489	187	14	among	among	ADP
ajfti-2489	187	15	experts	expert	NOUN
ajfti-2489	187	16	regarding	regard	VERB
ajfti-2489	187	17	the	the	DET
ajfti-2489	187	18	significance	significance	NOUN
ajfti-2489	187	19	of	of	ADP
ajfti-2489	187	20	industry	industry	NOUN
ajfti-2489	187	21	-	-	PUNCT
ajfti-2489	187	22	specific	specific	ADJ
ajfti-2489	187	23	considerations	consideration	NOUN
ajfti-2489	187	24	,	,	PUNCT
ajfti-2489	187	25	historical	historical	ADJ
ajfti-2489	187	26	data	datum	NOUN
ajfti-2489	187	27	,	,	PUNCT
ajfti-2489	187	28	and	and	CCONJ
ajfti-2489	187	29	fundamental	fundamental	ADJ
ajfti-2489	187	30	financial	financial	ADJ
ajfti-2489	187	31	health	health	NOUN
ajfti-2489	187	32	metrics	metric	NOUN
ajfti-2489	187	33	in	in	ADP
ajfti-2489	187	34	the	the	DET
ajfti-2489	187	35	financial	financial	ADJ
ajfti-2489	187	36	risk	risk	NOUN
ajfti-2489	187	37	prediction	prediction	NOUN
ajfti-2489	187	38	process	process	NOUN
ajfti-2489	187	39	.	.	PUNCT
ajfti-2489	188	1	it	it	PRON
ajfti-2489	188	2	underscores	underscore	VERB
ajfti-2489	188	3	the	the	DET
ajfti-2489	188	4	value	value	NOUN
ajfti-2489	188	5	of	of	ADP
ajfti-2489	188	6	these	these	DET
ajfti-2489	188	7	factors	factor	NOUN
ajfti-2489	188	8	in	in	ADP
ajfti-2489	188	9	developing	develop	VERB
ajfti-2489	188	10	comprehensive	comprehensive	ADJ
ajfti-2489	188	11	risk	risk	NOUN
ajfti-2489	188	12	assessment	assessment	NOUN
ajfti-2489	188	13	models	model	NOUN
ajfti-2489	188	14	.	.	PUNCT
ajfti-2489	189	1	section	section	NOUN
ajfti-2489	189	2	4	4	NUM
ajfti-2489	189	3	:	:	PUNCT
ajfti-2489	189	4	implication	implication	NOUN
ajfti-2489	189	5	of	of	ADP
ajfti-2489	189	6	textual	textual	ADJ
ajfti-2489	189	7	indicators	indicator	NOUN
ajfti-2489	189	8	in	in	ADP
ajfti-2489	189	9	financial	financial	ADJ
ajfti-2489	189	10	risk	risk	NOUN
ajfti-2489	189	11	prediction	prediction	NOUN
ajfti-2489	189	12	the	the	DET
ajfti-2489	189	13	mean	mean	ADJ
ajfti-2489	189	14	values	value	NOUN
ajfti-2489	189	15	for	for	ADP
ajfti-2489	189	16	textual	textual	ADJ
ajfti-2489	189	17	indicators	indicator	NOUN
ajfti-2489	189	18	and	and	CCONJ
ajfti-2489	189	19	their	their	PRON
ajfti-2489	189	20	implication	implication	NOUN
ajfti-2489	189	21	variables	variable	NOUN
ajfti-2489	189	22	,	,	PUNCT
ajfti-2489	189	23	gathered	gather	VERB
ajfti-2489	189	24	on	on	ADP
ajfti-2489	189	25	a	a	DET
ajfti-2489	189	26	5	5	NUM
ajfti-2489	189	27	-	-	PUNCT
ajfti-2489	189	28	point	point	NOUN
ajfti-2489	189	29	likert	likert	ADJ
ajfti-2489	189	30	scale	scale	NOUN
ajfti-2489	189	31	,	,	PUNCT
ajfti-2489	189	32	provide	provide	VERB
ajfti-2489	189	33	valuable	valuable	ADJ
ajfti-2489	189	34	insights	insight	NOUN
ajfti-2489	189	35	:	:	PUNCT
ajfti-2489	189	36	textual	textual	ADJ
ajfti-2489	189	37	indicators	indicator	NOUN
ajfti-2489	189	38	reliability	reliability	VERB
ajfti-2489	189	39	the	the	DET
ajfti-2489	189	40	observed	observed	ADJ
ajfti-2489	189	41	mean	mean	NOUN
ajfti-2489	189	42	of	of	ADP
ajfti-2489	189	43	the	the	DET
ajfti-2489	189	44	reliability	reliability	NOUN
ajfti-2489	189	45	of	of	ADP
ajfti-2489	189	46	textual	textual	ADJ
ajfti-2489	189	47	indicators	indicator	NOUN
ajfti-2489	189	48	in	in	ADP
ajfti-2489	189	49	the	the	DET
ajfti-2489	189	50	financial	financial	ADJ
ajfti-2489	189	51	risk	risk	NOUN
ajfti-2489	189	52	prediction	prediction	NOUN
ajfti-2489	189	53	process	process	NOUN
ajfti-2489	189	54	is	be	AUX
ajfti-2489	189	55	1.95	1.95	NUM
ajfti-2489	189	56	.	.	PUNCT
ajfti-2489	190	1	this	this	PRON
ajfti-2489	190	2	reflects	reflect	VERB
ajfti-2489	190	3	that	that	SCONJ
ajfti-2489	190	4	experts	expert	NOUN
ajfti-2489	190	5	tend	tend	VERB
ajfti-2489	190	6	to	to	PART
ajfti-2489	190	7	agree	agree	VERB
ajfti-2489	190	8	that	that	SCONJ
ajfti-2489	190	9	textual	textual	ADJ
ajfti-2489	190	10	indicators	indicator	NOUN
ajfti-2489	190	11	,	,	PUNCT
ajfti-2489	190	12	such	such	ADJ
ajfti-2489	190	13	as	as	ADP
ajfti-2489	190	14	sentiment	sentiment	NOUN
ajfti-2489	190	15	analysis	analysis	NOUN
ajfti-2489	190	16	,	,	PUNCT
ajfti-2489	190	17	are	be	AUX
ajfti-2489	190	18	accurate	accurate	ADJ
ajfti-2489	190	19	and	and	CCONJ
ajfti-2489	190	20	reliable	reliable	ADJ
ajfti-2489	190	21	for	for	ADP
ajfti-2489	190	22	financial	financial	ADJ
ajfti-2489	190	23	risk	risk	NOUN
ajfti-2489	190	24	prediction	prediction	NOUN
ajfti-2489	190	25	.	.	PUNCT
ajfti-2489	191	1	this	this	PRON
ajfti-2489	191	2	suggests	suggest	VERB
ajfti-2489	191	3	their	their	PRON
ajfti-2489	191	4	confidence	confidence	NOUN
ajfti-2489	191	5	in	in	ADP
ajfti-2489	191	6	the	the	DET
ajfti-2489	191	7	utility	utility	NOUN
ajfti-2489	191	8	of	of	ADP
ajfti-2489	191	9	textual	textual	ADJ
ajfti-2489	191	10	data	datum	NOUN
ajfti-2489	191	11	in	in	ADP
ajfti-2489	191	12	risk	risk	NOUN
ajfti-2489	191	13	assessment	assessment	NOUN
ajfti-2489	191	14	.	.	PUNCT
ajfti-2489	192	1	management	management	NOUN
ajfti-2489	192	2	tone	tone	NOUN
ajfti-2489	192	3	and	and	CCONJ
ajfti-2489	192	4	tone	tone	NOUN
ajfti-2489	192	5	indexes	index	NOUN
ajfti-2489	192	6	the	the	DET
ajfti-2489	192	7	observed	observed	ADJ
ajfti-2489	192	8	mean	mean	NOUN
ajfti-2489	192	9	on	on	ADP
ajfti-2489	192	10	the	the	DET
ajfti-2489	192	11	importance	importance	NOUN
ajfti-2489	192	12	of	of	ADP
ajfti-2489	192	13	.	.	PUNCT
ajfti-2489	193	1	textual	textual	ADJ
ajfti-2489	193	2	indicators	indicator	NOUN
ajfti-2489	193	3	,	,	PUNCT
ajfti-2489	193	4	such	such	ADJ
ajfti-2489	193	5	as	as	ADP
ajfti-2489	193	6	management	management	NOUN
ajfti-2489	193	7	tone	tone	NOUN
ajfti-2489	193	8	and	and	CCONJ
ajfti-2489	193	9	tone	tone	NOUN
ajfti-2489	193	10	indexes	index	NOUN
ajfti-2489	193	11	in	in	ADP
ajfti-2489	193	12	financial	financial	ADJ
ajfti-2489	193	13	risk	risk	NOUN
ajfti-2489	193	14	prediction	prediction	NOUN
ajfti-2489	193	15	is	be	AUX
ajfti-2489	193	16	1.6	1.6	NUM
ajfti-2489	193	17	.	.	PUNCT
ajfti-2489	194	1	the	the	DET
ajfti-2489	194	2	mean	mean	NOUN
ajfti-2489	194	3	indicates	indicate	VERB
ajfti-2489	194	4	agreement	agreement	NOUN
ajfti-2489	194	5	that	that	SCONJ
ajfti-2489	194	6	management	management	NOUN
ajfti-2489	194	7	tone	tone	NOUN
ajfti-2489	194	8	and	and	CCONJ
ajfti-2489	194	9	tone	tone	NOUN
ajfti-2489	194	10	indexes	index	NOUN
ajfti-2489	194	11	play	play	VERB
ajfti-2489	194	12	a	a	DET
ajfti-2489	194	13	significant	significant	ADJ
ajfti-2489	194	14	role	role	NOUN
ajfti-2489	194	15	in	in	ADP
ajfti-2489	194	16	financial	financial	ADJ
ajfti-2489	194	17	risk	risk	NOUN
ajfti-2489	194	18	prediction	prediction	NOUN
ajfti-2489	194	19	,	,	PUNCT
ajfti-2489	194	20	underlining	underline	VERB
ajfti-2489	194	21	the	the	DET
ajfti-2489	194	22	relevance	relevance	NOUN
ajfti-2489	194	23	of	of	ADP
ajfti-2489	194	24	management	management	NOUN
ajfti-2489	194	25	communication	communication	NOUN
ajfti-2489	194	26	in	in	ADP
ajfti-2489	194	27	risk	risk	NOUN
ajfti-2489	194	28	assessment	assessment	NOUN
ajfti-2489	194	29	.	.	PUNCT
ajfti-2489	195	1	regulatory	regulatory	ADJ
ajfti-2489	195	2	changes	change	NOUN
ajfti-2489	195	3	or	or	CCONJ
ajfti-2489	195	4	news	news	NOUN
ajfti-2489	195	5	events	event	NOUN
ajfti-2489	195	6	the	the	DET
ajfti-2489	195	7	observe	observe	NOUN
ajfti-2489	195	8	mean	mean	NOUN
ajfti-2489	195	9	on	on	ADP
ajfti-2489	195	10	the	the	DET
ajfti-2489	195	11	employment	employment	NOUN
ajfti-2489	195	12	of	of	ADP
ajfti-2489	195	13	manual	manual	ADJ
ajfti-2489	195	14	review	review	NOUN
ajfti-2489	195	15	of	of	ADP
ajfti-2489	195	16	textual	textual	ADJ
ajfti-2489	195	17	data	datum	NOUN
ajfti-2489	195	18	more	more	ADV
ajfti-2489	195	19	efficiently	efficiently	ADV
ajfti-2489	195	20	in	in	ADP
ajfti-2489	195	21	the	the	DET
ajfti-2489	195	22	financial	financial	ADJ
ajfti-2489	195	23	risk	risk	NOUN
ajfti-2489	195	24	assessment	assessment	NOUN
ajfti-2489	195	25	is	be	AUX
ajfti-2489	195	26	1.59	1.59	NUM
ajfti-2489	195	27	.	.	PUNCT
ajfti-2489	196	1	this	this	PRON
ajfti-2489	196	2	illustrates	illustrate	VERB
ajfti-2489	196	3	that	that	SCONJ
ajfti-2489	196	4	experts	expert	NOUN
ajfti-2489	196	5	generally	generally	ADV
ajfti-2489	196	6	agree	agree	VERB
ajfti-2489	196	7	that	that	SCONJ
ajfti-2489	196	8	regulatory	regulatory	ADJ
ajfti-2489	196	9	changes	change	NOUN
ajfti-2489	196	10	and	and	CCONJ
ajfti-2489	196	11	news	news	NOUN
ajfti-2489	196	12	events	event	NOUN
ajfti-2489	196	13	influence	influence	VERB
ajfti-2489	196	14	the	the	DET
ajfti-2489	196	15	use	use	NOUN
ajfti-2489	196	16	of	of	ADP
ajfti-2489	196	17	textual	textual	ADJ
ajfti-2489	196	18	indicators	indicator	NOUN
ajfti-2489	196	19	in	in	ADP
ajfti-2489	196	20	financial	financial	ADJ
ajfti-2489	196	21	risk	risk	NOUN
ajfti-2489	196	22	prediction	prediction	NOUN
ajfti-2489	196	23	.	.	PUNCT
ajfti-2489	197	1	this	this	DET
ajfti-2489	197	2	highlights	highlight	VERB
ajfti-2489	197	3	the	the	DET
ajfti-2489	197	4	timeliness	timeliness	NOUN
ajfti-2489	197	5	of	of	ADP
ajfti-2489	197	6	textual	textual	ADJ
ajfti-2489	197	7	data	datum	NOUN
ajfti-2489	197	8	.	.	PUNCT
ajfti-2489	198	1	potential	potential	ADJ
ajfti-2489	198	2	biases	bias	NOUN
ajfti-2489	198	3	the	the	DET
ajfti-2489	198	4	observe	observe	VERB
ajfti-2489	198	5	mean	mean	VERB
ajfti-2489	198	6	on	on	ADP
ajfti-2489	198	7	interaction	interaction	NOUN
ajfti-2489	198	8	of	of	ADP
ajfti-2489	198	9	with	with	ADP
ajfti-2489	198	10	specific	specific	ADJ
ajfti-2489	198	11	financial	financial	ADJ
ajfti-2489	198	12	indicators	indicator	NOUN
ajfti-2489	198	13	(	(	PUNCT
ajfti-2489	198	14	e.g.	e.g.	ADV
ajfti-2489	198	15	,	,	PUNCT
ajfti-2489	198	16	roa	roa	PROPN
ajfti-2489	198	17	,	,	PUNCT
ajfti-2489	198	18	roe	roe	NOUN
ajfti-2489	198	19	)	)	PUNCT
ajfti-2489	198	20	in	in	ADP
ajfti-2489	198	21	shaping	shape	VERB
ajfti-2489	198	22	risk	risk	NOUN
ajfti-2489	198	23	assessment	assessment	NOUN
ajfti-2489	198	24	outcomes	outcome	NOUN
ajfti-2489	198	25	is	be	AUX
ajfti-2489	198	26	1.95	1.95	NUM
ajfti-2489	198	27	.	.	PUNCT
ajfti-2489	199	1	this	this	PRON
ajfti-2489	199	2	reflects	reflect	VERB
ajfti-2489	199	3	that	that	SCONJ
ajfti-2489	199	4	there	there	PRON
ajfti-2489	199	5	is	be	VERB
ajfti-2489	199	6	a	a	DET
ajfti-2489	199	7	consensus	consensus	NOUN
ajfti-2489	199	8	that	that	SCONJ
ajfti-2489	199	9	potential	potential	ADJ
ajfti-2489	199	10	biases	bias	NOUN
ajfti-2489	199	11	in	in	ADP
ajfti-2489	199	12	textual	textual	ADJ
ajfti-2489	199	13	data	datum	NOUN
ajfti-2489	199	14	,	,	PUNCT
ajfti-2489	199	15	like	like	ADP
ajfti-2489	199	16	sentiment	sentiment	NOUN
ajfti-2489	199	17	analysis	analysis	NOUN
ajfti-2489	199	18	inaccuracies	inaccuracy	NOUN
ajfti-2489	199	19	or	or	CCONJ
ajfti-2489	199	20	reporting	reporting	NOUN
ajfti-2489	199	21	biases	bias	NOUN
ajfti-2489	199	22	,	,	PUNCT
ajfti-2489	199	23	can	can	AUX
ajfti-2489	199	24	be	be	AUX
ajfti-2489	199	25	more	more	ADV
ajfti-2489	199	26	efficiently	efficiently	ADV
ajfti-2489	199	27	resolved	resolve	VERB
ajfti-2489	199	28	through	through	ADP
ajfti-2489	199	29	manual	manual	ADJ
ajfti-2489	199	30	review	review	NOUN
ajfti-2489	199	31	.	.	PUNCT
ajfti-2489	200	1	this	this	PRON
ajfti-2489	200	2	reflects	reflect	VERB
ajfti-2489	200	3	a	a	DET
ajfti-2489	200	4	practical	practical	ADJ
ajfti-2489	200	5	approach	approach	NOUN
ajfti-2489	200	6	to	to	ADP
ajfti-2489	200	7	mitigating	mitigate	VERB
ajfti-2489	200	8	biases	bias	NOUN
ajfti-2489	200	9	.	.	PUNCT
ajfti-2489	201	1	language	language	NOUN
ajfti-2489	201	2	sentiment	sentiment	NOUN
ajfti-2489	201	3	the	the	DET
ajfti-2489	201	4	observed	observed	ADJ
ajfti-2489	201	5	mean	mean	NOUN
ajfti-2489	201	6	on	on	ADP
ajfti-2489	201	7	the	the	DET
ajfti-2489	201	8	language	language	NOUN
ajfti-2489	201	9	sentiment	sentiment	NOUN
ajfti-2489	201	10	analysis	analysis	NOUN
ajfti-2489	201	11	in	in	ADP
ajfti-2489	201	12	the	the	DET
ajfti-2489	201	13	financial	financial	ADJ
ajfti-2489	201	14	risk	risk	NOUN
ajfti-2489	201	15	prediction	prediction	NOUN
ajfti-2489	201	16	is	be	AUX
ajfti-2489	201	17	2.05	2.05	NUM
ajfti-2489	201	18	):	):	PUNCT
ajfti-2489	201	19	the	the	DET
ajfti-2489	201	20	highest	high	ADJ
ajfti-2489	201	21	mean	mean	NOUN
ajfti-2489	201	22	suggests	suggest	VERB
ajfti-2489	201	23	that	that	SCONJ
ajfti-2489	201	24	textual	textual	ADJ
ajfti-2489	201	25	indicators	indicator	NOUN
ajfti-2489	201	26	,	,	PUNCT
ajfti-2489	201	27	like	like	ADP
ajfti-2489	201	28	management	management	NOUN
ajfti-2489	201	29	tone	tone	NOUN
ajfti-2489	201	30	and	and	CCONJ
ajfti-2489	201	31	language	language	NOUN
ajfti-2489	201	32	sentiment	sentiment	NOUN
ajfti-2489	201	33	,	,	PUNCT
ajfti-2489	201	34	interact	interact	VERB
ajfti-2489	201	35	significantly	significantly	ADV
ajfti-2489	201	36	with	with	ADP
ajfti-2489	201	37	specific	specific	ADJ
ajfti-2489	201	38	financial	financial	ADJ
ajfti-2489	201	39	indicators	indicator	NOUN
ajfti-2489	201	40	,	,	PUNCT
ajfti-2489	201	41	impacting	impact	VERB
ajfti-2489	201	42	risk	risk	NOUN
ajfti-2489	201	43	assessment	assessment	NOUN
ajfti-2489	201	44	outcomes	outcome	NOUN
ajfti-2489	201	45	.	.	PUNCT
ajfti-2489	202	1	in	in	ADP
ajfti-2489	202	2	the	the	DET
ajfti-2489	202	3	study	study	NOUN
ajfti-2489	202	4	context	context	NOUN
ajfti-2489	202	5	,	,	PUNCT
ajfti-2489	202	6	these	these	PRON
ajfti-2489	202	7	means	mean	VERB
ajfti-2489	202	8	underscore	underscore	VERB
ajfti-2489	202	9	the	the	DET
ajfti-2489	202	10	experts	expert	NOUN
ajfti-2489	202	11	’	'	PUNCT
ajfti-2489	202	12	acknowledgment	acknowledgment	NOUN
ajfti-2489	202	13	of	of	ADP
ajfti-2489	202	14	the	the	DET
ajfti-2489	202	15	reliability	reliability	NOUN
ajfti-2489	202	16	of	of	ADP
ajfti-2489	202	17	textual	textual	ADJ
ajfti-2489	202	18	indicators	indicator	NOUN
ajfti-2489	202	19	,	,	PUNCT
ajfti-2489	202	20	the	the	DET
ajfti-2489	202	21	influence	influence	NOUN
ajfti-2489	202	22	of	of	ADP
ajfti-2489	202	23	management	management	NOUN
ajfti-2489	202	24	tone	tone	NOUN
ajfti-2489	202	25	and	and	CCONJ
ajfti-2489	202	26	external	external	ADJ
ajfti-2489	202	27	events	event	NOUN
ajfti-2489	202	28	,	,	PUNCT
ajfti-2489	202	29	and	and	CCONJ
ajfti-2489	202	30	the	the	DET
ajfti-2489	202	31	importance	importance	NOUN
ajfti-2489	202	32	of	of	ADP
ajfti-2489	202	33	addressing	address	VERB
ajfti-2489	202	34	potential	potential	ADJ
ajfti-2489	202	35	biases	bias	NOUN
ajfti-2489	202	36	.	.	PUNCT
ajfti-2489	203	1	they	they	PRON
ajfti-2489	203	2	emphasize	emphasize	VERB
ajfti-2489	203	3	the	the	DET
ajfti-2489	203	4	intricate	intricate	ADJ
ajfti-2489	203	5	relationship	relationship	NOUN
ajfti-2489	203	6	between	between	ADP
ajfti-2489	203	7	textual	textual	ADJ
ajfti-2489	203	8	and	and	CCONJ
ajfti-2489	203	9	financial	financial	ADJ
ajfti-2489	203	10	data	datum	NOUN
ajfti-2489	203	11	in	in	ADP
ajfti-2489	203	12	enhancing	enhance	VERB
ajfti-2489	203	13	financial	financial	ADJ
ajfti-2489	203	14	risk	risk	NOUN
ajfti-2489	203	15	prediction	prediction	NOUN
ajfti-2489	203	16	models	model	NOUN
ajfti-2489	203	17	.	.	PUNCT
ajfti-2489	204	1	section	section	NOUN
ajfti-2489	204	2	5	5	NUM
ajfti-2489	204	3	:	:	PUNCT
ajfti-2489	204	4	relationship	relationship	NOUN
ajfti-2489	204	5	between	between	ADP
ajfti-2489	204	6	financial	financial	ADJ
ajfti-2489	204	7	predictors	predictor	NOUN
ajfti-2489	204	8	and	and	CCONJ
ajfti-2489	204	9	indicators	indicator	NOUN
ajfti-2489	204	10	(	(	PUNCT
ajfti-2489	204	11	regression	regression	VERB
ajfti-2489	204	12	analysis	analysis	NOUN
ajfti-2489	204	13	)	)	PUNCT
ajfti-2489	204	14	figure	figure	NOUN
ajfti-2489	204	15	5	5	NUM
ajfti-2489	204	16	:	:	PUNCT
ajfti-2489	204	17	regression	regression	NOUN
ajfti-2489	204	18	between	between	ADP
ajfti-2489	204	19	financial	financial	ADJ
ajfti-2489	204	20	predictors	predictor	NOUN
ajfti-2489	204	21	and	and	CCONJ
ajfti-2489	204	22	indicators	indicator	NOUN
ajfti-2489	204	23	pa	pa	PROPN
ajfti-2489	204	24	ge	ge	PROPN
ajfti-2489	204	25	21	21	NUM
ajfti-2489	204	26	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	204	27	am	be	AUX
ajfti-2489	204	28	.	.	PUNCT
ajfti-2489	205	1	j.	j.	PROPN
ajfti-2489	205	2	financ	financ	PROPN
ajfti-2489	205	3	.	.	PUNCT
ajfti-2489	206	1	technol	technol	PROPN
ajfti-2489	206	2	.	.	PUNCT
ajfti-2489	206	3	innov	innov	PROPN
ajfti-2489	206	4	.	.	PUNCT
ajfti-2489	207	1	2(1	2(1	NUM
ajfti-2489	207	2	)	)	PUNCT
ajfti-2489	207	3	15	15	NUM
ajfti-2489	207	4	-	-	SYM
ajfti-2489	207	5	24	24	NUM
ajfti-2489	207	6	,	,	PUNCT
ajfti-2489	207	7	2024	2024	NUM
ajfti-2489	207	8	the	the	DET
ajfti-2489	207	9	linear	linear	ADJ
ajfti-2489	207	10	regression	regression	NOUN
ajfti-2489	207	11	analysis	analysis	NOUN
ajfti-2489	207	12	between	between	ADP
ajfti-2489	207	13	financial	financial	ADJ
ajfti-2489	207	14	prediction	prediction	NOUN
ajfti-2489	207	15	factors	factor	NOUN
ajfti-2489	207	16	and	and	CCONJ
ajfti-2489	207	17	financial	financial	ADJ
ajfti-2489	207	18	indicators	indicator	NOUN
ajfti-2489	207	19	presented	present	VERB
ajfti-2489	207	20	in	in	ADP
ajfti-2489	207	21	section	section	NOUN
ajfti-2489	207	22	2	2	NUM
ajfti-2489	207	23	&	&	CCONJ
ajfti-2489	207	24	3	3	NUM
ajfti-2489	207	25	by	by	ADP
ajfti-2489	207	26	using	use	VERB
ajfti-2489	207	27	their	their	PRON
ajfti-2489	207	28	mean	mean	ADJ
ajfti-2489	207	29	values	value	NOUN
ajfti-2489	207	30	yields	yield	VERB
ajfti-2489	207	31	the	the	DET
ajfti-2489	207	32	following	follow	VERB
ajfti-2489	207	33	insights	insight	NOUN
ajfti-2489	207	34	:	:	PUNCT
ajfti-2489	207	35	intercept	intercept	NOUN
ajfti-2489	207	36	(	(	PUNCT
ajfti-2489	207	37	intercept	intercept	NOUN
ajfti-2489	207	38	)	)	PUNCT
ajfti-2489	207	39	when	when	SCONJ
ajfti-2489	207	40	the	the	DET
ajfti-2489	207	41	prediction	prediction	NOUN
ajfti-2489	207	42	factors	factor	NOUN
ajfti-2489	207	43	reach	reach	VERB
ajfti-2489	207	44	zero	zero	NUM
ajfti-2489	207	45	,	,	PUNCT
ajfti-2489	207	46	this	this	PRON
ajfti-2489	207	47	represents	represent	VERB
ajfti-2489	207	48	the	the	DET
ajfti-2489	207	49	estimated	estimate	VERB
ajfti-2489	207	50	mean	mean	ADJ
ajfti-2489	207	51	value	value	NOUN
ajfti-2489	207	52	of	of	ADP
ajfti-2489	207	53	financial	financial	ADJ
ajfti-2489	207	54	indicators	indicator	NOUN
ajfti-2489	207	55	,	,	PUNCT
ajfti-2489	207	56	which	which	PRON
ajfti-2489	207	57	is	be	AUX
ajfti-2489	207	58	(	(	PUNCT
ajfti-2489	207	59	1.949	1.949	NUM
ajfti-2489	207	60	)	)	PUNCT
ajfti-2489	207	61	.	.	PUNCT
ajfti-2489	208	1	within	within	ADP
ajfti-2489	208	2	this	this	DET
ajfti-2489	208	3	context	context	NOUN
ajfti-2489	208	4	,	,	PUNCT
ajfti-2489	208	5	the	the	DET
ajfti-2489	208	6	figure	figure	NOUN
ajfti-2489	208	7	is	be	AUX
ajfti-2489	208	8	approximately	approximately	ADV
ajfti-2489	208	9	1.949	1.949	NUM
ajfti-2489	208	10	.	.	PUNCT
ajfti-2489	209	1	coefficient	coefficient	NOUN
ajfti-2489	209	2	(	(	PUNCT
ajfti-2489	209	3	slope	slope	NOUN
ajfti-2489	209	4	,	,	PUNCT
ajfti-2489	209	5	coefficient	coefficient	NOUN
ajfti-2489	209	6	)	)	PUNCT
ajfti-2489	209	7	when	when	SCONJ
ajfti-2489	209	8	financial	financial	ADJ
ajfti-2489	209	9	prediction	prediction	NOUN
ajfti-2489	209	10	factors	factor	NOUN
ajfti-2489	209	11	vary	vary	VERB
ajfti-2489	209	12	by	by	ADP
ajfti-2489	209	13	one	one	NUM
ajfti-2489	209	14	unit	unit	NOUN
ajfti-2489	209	15	,	,	PUNCT
ajfti-2489	209	16	this	this	PRON
ajfti-2489	209	17	indicates	indicate	VERB
ajfti-2489	209	18	a	a	DET
ajfti-2489	209	19	significant	significant	ADJ
ajfti-2489	209	20	impact	impact	NOUN
ajfti-2489	209	21	on	on	ADP
ajfti-2489	209	22	financial	financial	ADJ
ajfti-2489	209	23	indicators	indicator	NOUN
ajfti-2489	209	24	(	(	PUNCT
ajfti-2489	209	25	-0.489	-0.489	PROPN
ajfti-2489	209	26	)	)	PUNCT
ajfti-2489	209	27	.	.	PUNCT
ajfti-2489	210	1	financial	financial	ADJ
ajfti-2489	210	2	indicators	indicator	NOUN
ajfti-2489	210	3	decrease	decrease	VERB
ajfti-2489	210	4	by	by	ADP
ajfti-2489	210	5	around	around	ADP
ajfti-2489	210	6	0.489	0.489	NUM
ajfti-2489	210	7	units	unit	NOUN
ajfti-2489	210	8	for	for	ADP
ajfti-2489	210	9	every	every	DET
ajfti-2489	210	10	one	one	NUM
ajfti-2489	210	11	-	-	PUNCT
ajfti-2489	210	12	unit	unit	NOUN
ajfti-2489	210	13	boost	boost	NOUN
ajfti-2489	210	14	in	in	ADP
ajfti-2489	210	15	financial	financial	ADJ
ajfti-2489	210	16	prediction	prediction	NOUN
ajfti-2489	210	17	factors	factor	NOUN
ajfti-2489	210	18	.	.	PUNCT
ajfti-2489	211	1	r	r	X
ajfti-2489	211	2	-	-	PUNCT
ajfti-2489	211	3	squared	square	VERB
ajfti-2489	211	4	(	(	PUNCT
ajfti-2489	211	5	r	r	NOUN
ajfti-2489	211	6	-	-	PUNCT
ajfti-2489	211	7	squared	square	VERB
ajfti-2489	211	8	)	)	PUNCT
ajfti-2489	211	9	as	as	SCONJ
ajfti-2489	211	10	indicated	indicate	VERB
ajfti-2489	211	11	by	by	ADP
ajfti-2489	211	12	(	(	PUNCT
ajfti-2489	211	13	0.704	0.704	NUM
ajfti-2489	211	14	)	)	PUNCT
ajfti-2489	211	15	,	,	PUNCT
ajfti-2489	211	16	the	the	DET
ajfti-2489	211	17	specific	specific	ADJ
ajfti-2489	211	18	proportion	proportion	NOUN
ajfti-2489	211	19	of	of	ADP
ajfti-2489	211	20	variance	variance	NOUN
ajfti-2489	211	21	in	in	ADP
ajfti-2489	211	22	financial	financial	ADJ
ajfti-2489	211	23	indicators	indicator	NOUN
ajfti-2489	211	24	that	that	PRON
ajfti-2489	211	25	can	can	AUX
ajfti-2489	211	26	be	be	AUX
ajfti-2489	211	27	attributed	attribute	VERB
ajfti-2489	211	28	to	to	ADP
ajfti-2489	211	29	the	the	DET
ajfti-2489	211	30	predicting	predict	VERB
ajfti-2489	211	31	factors	factor	NOUN
ajfti-2489	211	32	is	be	AUX
ajfti-2489	211	33	quite	quite	ADV
ajfti-2489	211	34	substantial	substantial	ADJ
ajfti-2489	211	35	.	.	PUNCT
ajfti-2489	212	1	around	around	ADV
ajfti-2489	212	2	70.4	70.4	NUM
ajfti-2489	212	3	%	%	NOUN
ajfti-2489	212	4	,	,	PUNCT
ajfti-2489	212	5	or	or	CCONJ
ajfti-2489	212	6	approximately	approximately	ADV
ajfti-2489	212	7	0.704	0.704	NUM
ajfti-2489	212	8	,	,	PUNCT
ajfti-2489	212	9	of	of	ADP
ajfti-2489	212	10	financial	financial	ADJ
ajfti-2489	212	11	variability	variability	NOUN
ajfti-2489	212	12	can	can	AUX
ajfti-2489	212	13	be	be	AUX
ajfti-2489	212	14	attributed	attribute	VERB
ajfti-2489	212	15	to	to	ADP
ajfti-2489	212	16	the	the	DET
ajfti-2489	212	17	factors	factor	NOUN
ajfti-2489	212	18	examined	examine	VERB
ajfti-2489	212	19	in	in	ADP
ajfti-2489	212	20	the	the	DET
ajfti-2489	212	21	analysis	analysis	NOUN
ajfti-2489	212	22	.	.	PUNCT
ajfti-2489	213	1	the	the	DET
ajfti-2489	213	2	results	result	NOUN
ajfti-2489	213	3	of	of	ADP
ajfti-2489	213	4	the	the	DET
ajfti-2489	213	5	regression	regression	NOUN
ajfti-2489	213	6	analysis	analysis	NOUN
ajfti-2489	213	7	indicate	indicate	VERB
ajfti-2489	213	8	a	a	DET
ajfti-2489	213	9	notable	notable	ADJ
ajfti-2489	213	10	connection	connection	NOUN
ajfti-2489	213	11	between	between	ADP
ajfti-2489	213	12	financial	financial	ADJ
ajfti-2489	213	13	prediction	prediction	NOUN
ajfti-2489	213	14	factors	factor	NOUN
ajfti-2489	213	15	and	and	CCONJ
ajfti-2489	213	16	financial	financial	ADJ
ajfti-2489	213	17	indicators	indicator	NOUN
ajfti-2489	213	18	.	.	PUNCT
ajfti-2489	214	1	increased	increase	VERB
ajfti-2489	214	2	financial	financial	ADJ
ajfti-2489	214	3	prediction	prediction	NOUN
ajfti-2489	214	4	factors	factor	NOUN
ajfti-2489	214	5	lead	lead	VERB
ajfti-2489	214	6	to	to	ADP
ajfti-2489	214	7	a	a	DET
ajfti-2489	214	8	drop	drop	NOUN
ajfti-2489	214	9	in	in	ADP
ajfti-2489	214	10	financial	financial	ADJ
ajfti-2489	214	11	indicators	indicator	NOUN
ajfti-2489	214	12	,	,	PUNCT
ajfti-2489	214	13	pointing	point	VERB
ajfti-2489	214	14	towards	towards	ADP
ajfti-2489	214	15	an	an	DET
ajfti-2489	214	16	inverse	inverse	NOUN
ajfti-2489	214	17	connection	connection	NOUN
ajfti-2489	214	18	.	.	PUNCT
ajfti-2489	215	1	a	a	DET
ajfti-2489	215	2	sizeable	sizeable	ADJ
ajfti-2489	215	3	portion	portion	NOUN
ajfti-2489	215	4	of	of	ADP
ajfti-2489	215	5	the	the	DET
ajfti-2489	215	6	variation	variation	NOUN
ajfti-2489	215	7	in	in	ADP
ajfti-2489	215	8	financial	financial	ADJ
ajfti-2489	215	9	indicators	indicator	NOUN
ajfti-2489	215	10	is	be	AUX
ajfti-2489	215	11	accounted	account	VERB
ajfti-2489	215	12	for	for	ADP
ajfti-2489	215	13	by	by	ADP
ajfti-2489	215	14	the	the	DET
ajfti-2489	215	15	financial	financial	ADJ
ajfti-2489	215	16	prediction	prediction	NOUN
ajfti-2489	215	17	factors	factor	NOUN
ajfti-2489	215	18	,	,	PUNCT
ajfti-2489	215	19	as	as	SCONJ
ajfti-2489	215	20	evidenced	evidence	VERB
ajfti-2489	215	21	by	by	ADP
ajfti-2489	215	22	the	the	DET
ajfti-2489	215	23	impressive	impressive	ADJ
ajfti-2489	215	24	r	r	NOUN
ajfti-2489	215	25	-	-	PUNCT
ajfti-2489	215	26	squared	square	VERB
ajfti-2489	215	27	value	value	NOUN
ajfti-2489	215	28	,	,	PUNCT
ajfti-2489	215	29	signaling	signal	VERB
ajfti-2489	215	30	their	their	PRON
ajfti-2489	215	31	criticalness	criticalness	NOUN
ajfti-2489	215	32	.	.	PUNCT
ajfti-2489	216	1	section	section	NOUN
ajfti-2489	216	2	6	6	NUM
ajfti-2489	216	3	:	:	PUNCT
ajfti-2489	216	4	relationship	relationship	NOUN
ajfti-2489	216	5	between	between	ADP
ajfti-2489	216	6	financial	financial	ADJ
ajfti-2489	216	7	predictors	predictor	NOUN
ajfti-2489	216	8	and	and	CCONJ
ajfti-2489	216	9	textualindicators	textualindicator	NOUN
ajfti-2489	216	10	(	(	PUNCT
ajfti-2489	216	11	regression	regression	VERB
ajfti-2489	216	12	analysis	analysis	NOUN
ajfti-2489	216	13	)	)	PUNCT
ajfti-2489	216	14	in	in	ADP
ajfti-2489	216	15	the	the	DET
ajfti-2489	216	16	linear	linear	ADJ
ajfti-2489	216	17	regression	regression	NOUN
ajfti-2489	216	18	analysis	analysis	NOUN
ajfti-2489	216	19	between	between	ADP
ajfti-2489	216	20	financial	financial	ADJ
ajfti-2489	216	21	prediction	prediction	NOUN
ajfti-2489	216	22	factors	factor	NOUN
ajfti-2489	216	23	and	and	CCONJ
ajfti-2489	216	24	textual	textual	ADJ
ajfti-2489	216	25	indicators	indicator	NOUN
ajfti-2489	216	26	presented	present	VERB
ajfti-2489	216	27	in	in	ADP
ajfti-2489	216	28	section	section	NOUN
ajfti-2489	216	29	2	2	NUM
ajfti-2489	216	30	&	&	CCONJ
ajfti-2489	216	31	4	4	NUM
ajfti-2489	216	32	by	by	ADP
ajfti-2489	216	33	computing	compute	VERB
ajfti-2489	216	34	their	their	PRON
ajfti-2489	216	35	means	mean	NOUN
ajfti-2489	216	36	has	have	AUX
ajfti-2489	216	37	led	lead	VERB
ajfti-2489	216	38	to	to	ADP
ajfti-2489	216	39	the	the	DET
ajfti-2489	216	40	following	follow	VERB
ajfti-2489	216	41	results	result	NOUN
ajfti-2489	216	42	:	:	PUNCT
ajfti-2489	216	43	intercept	intercept	VERB
ajfti-2489	216	44	about	about	ADV
ajfti-2489	216	45	1.949	1.949	NUM
ajfti-2489	216	46	is	be	AUX
ajfti-2489	216	47	the	the	DET
ajfti-2489	216	48	estimated	estimate	VERB
ajfti-2489	216	49	mean	mean	ADJ
ajfti-2489	216	50	value	value	NOUN
ajfti-2489	216	51	when	when	SCONJ
ajfti-2489	216	52	predictor	predictor	NOUN
ajfti-2489	216	53	factors	factor	NOUN
ajfti-2489	216	54	are	be	AUX
ajfti-2489	216	55	zero	zero	NUM
ajfti-2489	216	56	.	.	PUNCT
ajfti-2489	217	1	coefficient	coefficient	NOUN
ajfti-2489	217	2	(	(	PUNCT
ajfti-2489	217	3	slope	slope	NOUN
ajfti-2489	217	4	)	)	PUNCT
ajfti-2489	217	5	with	with	ADP
ajfti-2489	217	6	each	each	DET
ajfti-2489	217	7	one	one	NUM
ajfti-2489	217	8	-	-	PUNCT
ajfti-2489	217	9	unit	unit	NOUN
ajfti-2489	217	10	increase	increase	NOUN
ajfti-2489	217	11	,	,	PUNCT
ajfti-2489	217	12	there	there	PRON
ajfti-2489	217	13	is	be	VERB
ajfti-2489	217	14	a	a	DET
ajfti-2489	217	15	corresponding	corresponding	ADJ
ajfti-2489	217	16	decrease	decrease	NOUN
ajfti-2489	217	17	of	of	ADP
ajfti-2489	217	18	approximately	approximately	ADV
ajfti-2489	217	19	0.086	0.086	NUM
ajfti-2489	217	20	units	unit	NOUN
ajfti-2489	217	21	in	in	ADP
ajfti-2489	217	22	textual	textual	ADJ
ajfti-2489	217	23	indicators	indicator	NOUN
ajfti-2489	217	24	due	due	ADP
ajfti-2489	217	25	to	to	ADP
ajfti-2489	217	26	the	the	DET
ajfti-2489	217	27	influence	influence	NOUN
ajfti-2489	217	28	of	of	ADP
ajfti-2489	217	29	prediction	prediction	NOUN
ajfti-2489	217	30	factors	factor	NOUN
ajfti-2489	217	31	.	.	PUNCT
ajfti-2489	218	1	r	r	X
ajfti-2489	218	2	-	-	PUNCT
ajfti-2489	218	3	squared	square	VERB
ajfti-2489	218	4	the	the	DET
ajfti-2489	218	5	predictive	predictive	ADJ
ajfti-2489	218	6	power	power	NOUN
ajfti-2489	218	7	of	of	ADP
ajfti-2489	218	8	textual	textual	ADJ
ajfti-2489	218	9	indicators	indicator	NOUN
ajfti-2489	218	10	can	can	AUX
ajfti-2489	218	11	be	be	AUX
ajfti-2489	218	12	attributed	attribute	VERB
ajfti-2489	218	13	to	to	ADP
ajfti-2489	218	14	approximately	approximately	ADV
ajfti-2489	218	15	3.4	3.4	NUM
ajfti-2489	218	16	%	%	NOUN
ajfti-2489	218	17	of	of	ADP
ajfti-2489	218	18	their	their	PRON
ajfti-2489	218	19	variability	variability	NOUN
ajfti-2489	218	20	.	.	PUNCT
ajfti-2489	219	1	a	a	DET
ajfti-2489	219	2	weak	weak	ADJ
ajfti-2489	219	3	bond	bond	NOUN
ajfti-2489	219	4	exists	exist	VERB
ajfti-2489	219	5	between	between	ADP
ajfti-2489	219	6	textual	textual	ADJ
ajfti-2489	219	7	indicators	indicator	NOUN
ajfti-2489	219	8	and	and	CCONJ
ajfti-2489	219	9	financial	financial	ADJ
ajfti-2489	219	10	prediction	prediction	NOUN
ajfti-2489	219	11	factors	factor	NOUN
ajfti-2489	219	12	,	,	PUNCT
ajfti-2489	219	13	the	the	DET
ajfti-2489	219	14	analysis	analysis	NOUN
ajfti-2489	219	15	reveals	reveal	VERB
ajfti-2489	219	16	.	.	PUNCT
ajfti-2489	220	1	a	a	DET
ajfti-2489	220	2	negative	negative	ADJ
ajfti-2489	220	3	coefficient	coefficient	NOUN
ajfti-2489	220	4	suggests	suggest	VERB
ajfti-2489	220	5	that	that	SCONJ
ajfti-2489	220	6	slight	slight	ADJ
ajfti-2489	220	7	decreases	decrease	NOUN
ajfti-2489	220	8	occur	occur	VERB
ajfti-2489	220	9	when	when	SCONJ
ajfti-2489	220	10	textual	textual	ADJ
ajfti-2489	220	11	indicators	indicator	NOUN
ajfti-2489	220	12	are	be	AUX
ajfti-2489	220	13	influenced	influence	VERB
ajfti-2489	220	14	by	by	ADP
ajfti-2489	220	15	increased	increase	VERB
ajfti-2489	220	16	prediction	prediction	NOUN
ajfti-2489	220	17	factors	factor	NOUN
ajfti-2489	220	18	.	.	PUNCT
ajfti-2489	221	1	a	a	DET
ajfti-2489	221	2	minor	minor	ADJ
ajfti-2489	221	3	contribution	contribution	NOUN
ajfti-2489	221	4	to	to	ADP
ajfti-2489	221	5	textual	textual	ADJ
ajfti-2489	221	6	indicators	indicator	NOUN
ajfti-2489	221	7	is	be	AUX
ajfti-2489	221	8	made	make	VERB
ajfti-2489	221	9	by	by	ADP
ajfti-2489	221	10	these	these	DET
ajfti-2489	221	11	factors	factor	NOUN
ajfti-2489	221	12	,	,	PUNCT
ajfti-2489	221	13	indicating	indicate	VERB
ajfti-2489	221	14	limited	limited	ADJ
ajfti-2489	221	15	effect	effect	NOUN
ajfti-2489	221	16	on	on	ADP
ajfti-2489	221	17	financial	financial	ADJ
ajfti-2489	221	18	risk	risk	NOUN
ajfti-2489	221	19	prediction	prediction	NOUN
ajfti-2489	221	20	.	.	PUNCT
ajfti-2489	222	1	section	section	NOUN
ajfti-2489	222	2	7	7	NUM
ajfti-2489	222	3	:	:	PUNCT
ajfti-2489	222	4	pearson	pearson	NOUN
ajfti-2489	222	5	correlation	correlation	NOUN
ajfti-2489	222	6	matrix	matrix	NOUN
ajfti-2489	222	7	figure	figure	NOUN
ajfti-2489	222	8	6	6	NUM
ajfti-2489	222	9	:	:	PUNCT
ajfti-2489	222	10	relationship	relationship	NOUN
ajfti-2489	222	11	between	between	ADP
ajfti-2489	222	12	financial	financial	ADJ
ajfti-2489	222	13	predictors	predictor	NOUN
ajfti-2489	222	14	and	and	CCONJ
ajfti-2489	222	15	textualindicators	textualindicator	NOUN
ajfti-2489	222	16	figure	figure	VERB
ajfti-2489	222	17	7	7	NUM
ajfti-2489	222	18	:	:	PUNCT
ajfti-2489	222	19	pearson	pearson	NOUN
ajfti-2489	222	20	correlation	correlation	NOUN
ajfti-2489	222	21	matrix	matrix	NOUN
ajfti-2489	222	22	a	a	DET
ajfti-2489	222	23	complete	complete	ADJ
ajfti-2489	222	24	positive	positive	ADJ
ajfti-2489	222	25	linear	linear	NOUN
ajfti-2489	222	26	link	link	NOUN
ajfti-2489	222	27	between	between	ADP
ajfti-2489	222	28	both	both	DET
ajfti-2489	222	29	variables	variable	NOUN
ajfti-2489	222	30	is	be	AUX
ajfti-2489	222	31	shown	show	VERB
ajfti-2489	222	32	by	by	ADP
ajfti-2489	222	33	the	the	DET
ajfti-2489	222	34	positive	positive	ADJ
ajfti-2489	222	35	correlation	correlation	NOUN
ajfti-2489	222	36	coefficient	coefficient	NOUN
ajfti-2489	222	37	of	of	ADP
ajfti-2489	222	38	1	1	NUM
ajfti-2489	222	39	in	in	ADP
ajfti-2489	222	40	all	all	DET
ajfti-2489	222	41	four	four	NUM
ajfti-2489	222	42	quartiles	quartile	NOUN
ajfti-2489	222	43	of	of	ADP
ajfti-2489	222	44	the	the	DET
ajfti-2489	222	45	correlation	correlation	NOUN
ajfti-2489	222	46	matrix	matrix	NOUN
ajfti-2489	222	47	between	between	ADP
ajfti-2489	222	48	textual	textual	ADJ
ajfti-2489	222	49	indicators	indicator	NOUN
ajfti-2489	222	50	and	and	CCONJ
ajfti-2489	222	51	financial	financial	ADJ
ajfti-2489	222	52	indicators	indicator	NOUN
ajfti-2489	222	53	.	.	PUNCT
ajfti-2489	223	1	this	this	PRON
ajfti-2489	223	2	suggests	suggest	VERB
ajfti-2489	223	3	a	a	DET
ajfti-2489	223	4	significant	significant	ADJ
ajfti-2489	223	5	positive	positive	ADJ
ajfti-2489	223	6	correlation	correlation	NOUN
ajfti-2489	223	7	between	between	ADP
ajfti-2489	223	8	textual	textual	ADJ
ajfti-2489	223	9	and	and	CCONJ
ajfti-2489	223	10	financial	financial	ADJ
ajfti-2489	223	11	characteristics	characteristic	NOUN
ajfti-2489	223	12	in	in	ADP
ajfti-2489	223	13	the	the	DET
ajfti-2489	223	14	context	context	NOUN
ajfti-2489	223	15	of	of	ADP
ajfti-2489	223	16	predicting	predict	VERB
ajfti-2489	223	17	financial	financial	ADJ
ajfti-2489	223	18	risk	risk	NOUN
ajfti-2489	223	19	,	,	PUNCT
ajfti-2489	223	20	such	such	ADJ
ajfti-2489	223	21	that	that	SCONJ
ajfti-2489	223	22	when	when	SCONJ
ajfti-2489	223	23	one	one	NUM
ajfti-2489	223	24	set	set	NOUN
ajfti-2489	223	25	of	of	ADP
ajfti-2489	223	26	indicators	indicator	NOUN
ajfti-2489	223	27	rises	rise	VERB
ajfti-2489	223	28	,	,	PUNCT
ajfti-2489	223	29	the	the	DET
ajfti-2489	223	30	other	other	ADJ
ajfti-2489	223	31	set	set	NOUN
ajfti-2489	223	32	rises	rise	VERB
ajfti-2489	223	33	in	in	ADP
ajfti-2489	223	34	lockstep	lockstep	NOUN
ajfti-2489	223	35	.	.	PUNCT
ajfti-2489	224	1	discussion	discussion	NOUN
ajfti-2489	224	2	using	use	VERB
ajfti-2489	224	3	a	a	DET
ajfti-2489	224	4	deep	deep	ADJ
ajfti-2489	224	5	learning	learning	NOUN
ajfti-2489	224	6	approach	approach	NOUN
ajfti-2489	224	7	,	,	PUNCT
ajfti-2489	224	8	the	the	DET
ajfti-2489	224	9	study	study	NOUN
ajfti-2489	224	10	sought	seek	VERB
ajfti-2489	224	11	to	to	PART
ajfti-2489	224	12	examine	examine	VERB
ajfti-2489	224	13	the	the	DET
ajfti-2489	224	14	fusion	fusion	NOUN
ajfti-2489	224	15	of	of	ADP
ajfti-2489	224	16	financial	financial	ADJ
ajfti-2489	224	17	and	and	CCONJ
ajfti-2489	224	18	textual	textual	ADJ
ajfti-2489	224	19	indicators	indicator	NOUN
ajfti-2489	224	20	in	in	ADP
ajfti-2489	224	21	financial	financial	ADJ
ajfti-2489	224	22	risk	risk	NOUN
ajfti-2489	224	23	forecasting	forecasting	NOUN
ajfti-2489	224	24	.	.	PUNCT
ajfti-2489	225	1	through	through	ADP
ajfti-2489	225	2	analysis	analysis	NOUN
ajfti-2489	225	3	,	,	PUNCT
ajfti-2489	225	4	we	we	PRON
ajfti-2489	225	5	gained	gain	VERB
ajfti-2489	225	6	insight	insight	NOUN
ajfti-2489	225	7	into	into	ADP
ajfti-2489	225	8	how	how	SCONJ
ajfti-2489	225	9	various	various	ADJ
ajfti-2489	225	10	factors	factor	NOUN
ajfti-2489	225	11	relate	relate	VERB
ajfti-2489	225	12	to	to	ADP
ajfti-2489	225	13	one	one	NUM
ajfti-2489	225	14	another	another	DET
ajfti-2489	225	15	and	and	CCONJ
ajfti-2489	225	16	their	their	PRON
ajfti-2489	225	17	potential	potential	ADJ
ajfti-2489	225	18	influence	influence	NOUN
ajfti-2489	225	19	on	on	ADP
ajfti-2489	225	20	risk	risk	NOUN
ajfti-2489	225	21	assessment	assessment	NOUN
ajfti-2489	225	22	.	.	PUNCT
ajfti-2489	226	1	constructing	construct	VERB
ajfti-2489	226	2	the	the	DET
ajfti-2489	226	3	foundation	foundation	NOUN
ajfti-2489	226	4	on	on	ADP
ajfti-2489	226	5	west	west	PROPN
ajfti-2489	226	6	et	et	PROPN
ajfti-2489	226	7	al	al	PROPN
ajfti-2489	226	8	.	.	PROPN
ajfti-2489	227	1	(	(	PUNCT
ajfti-2489	227	2	2022	2022	NUM
ajfti-2489	227	3	)	)	PUNCT
ajfti-2489	227	4	work	work	NOUN
ajfti-2489	227	5	,	,	PUNCT
ajfti-2489	227	6	analyzing	analyze	VERB
ajfti-2489	227	7	the	the	DET
ajfti-2489	227	8	dataset	dataset	NOUN
ajfti-2489	227	9	consisting	consisting	NOUN
ajfti-2489	227	10	of	of	ADP
ajfti-2489	227	11	“	"	PUNCT
ajfti-2489	227	12	section	section	NOUN
ajfti-2489	227	13	,	,	PUNCT
ajfti-2489	227	14	”	"	PUNCT
ajfti-2489	227	15	“	"	PUNCT
ajfti-2489	227	16	variable	variable	ADJ
ajfti-2489	227	17	,	,	PUNCT
ajfti-2489	227	18	”	"	PUNCT
ajfti-2489	227	19	and	and	CCONJ
ajfti-2489	227	20	“	"	PUNCT
ajfti-2489	227	21	mean	mean	VERB
ajfti-2489	227	22	,	,	PUNCT
ajfti-2489	227	23	”	"	PUNCT
ajfti-2489	227	24	pa	pa	PROPN
ajfti-2489	227	25	ge	ge	PROPN
ajfti-2489	227	26	22	22	NUM
ajfti-2489	227	27	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	227	28	am	be	AUX
ajfti-2489	227	29	.	.	PUNCT
ajfti-2489	228	1	j.	j.	PROPN
ajfti-2489	228	2	financ	financ	PROPN
ajfti-2489	228	3	.	.	PUNCT
ajfti-2489	229	1	technol	technol	PROPN
ajfti-2489	229	2	.	.	PUNCT
ajfti-2489	229	3	innov	innov	PROPN
ajfti-2489	229	4	.	.	PUNCT
ajfti-2489	230	1	2(1	2(1	NUM
ajfti-2489	230	2	)	)	PUNCT
ajfti-2489	230	3	15	15	NUM
ajfti-2489	230	4	-	-	SYM
ajfti-2489	230	5	24	24	NUM
ajfti-2489	230	6	,	,	PUNCT
ajfti-2489	230	7	2024	2024	NUM
ajfti-2489	230	8	allowed	allow	VERB
ajfti-2489	230	9	us	we	PRON
ajfti-2489	230	10	to	to	PART
ajfti-2489	230	11	investigate	investigate	VERB
ajfti-2489	230	12	the	the	DET
ajfti-2489	230	13	association	association	NOUN
ajfti-2489	230	14	between	between	ADP
ajfti-2489	230	15	study	study	NOUN
ajfti-2489	230	16	sections	section	NOUN
ajfti-2489	230	17	and	and	CCONJ
ajfti-2489	230	18	mean	mean	VERB
ajfti-2489	230	19	scores	score	NOUN
ajfti-2489	230	20	through	through	ADP
ajfti-2489	230	21	linear	linear	ADJ
ajfti-2489	230	22	regression	regression	NOUN
ajfti-2489	230	23	.	.	PUNCT
ajfti-2489	231	1	by	by	ADP
ajfti-2489	231	2	leveraging	leverage	VERB
ajfti-2489	231	3	scikit	scikit	NOUN
ajfti-2489	231	4	-	-	PUNCT
ajfti-2489	231	5	learn	learn	VERB
ajfti-2489	231	6	’s	’s	PART
ajfti-2489	231	7	‘	'	PUNCT
ajfti-2489	231	8	linearregression	linearregression	NOUN
ajfti-2489	231	9	’	'	PUNCT
ajfti-2489	231	10	class	class	NOUN
ajfti-2489	231	11	,	,	PUNCT
ajfti-2489	231	12	‘	'	PUNCT
ajfti-2489	231	13	section	section	NOUN
ajfti-2489	231	14	_	_	NOUN
ajfti-2489	231	15	encoded	encode	VERB
ajfti-2489	231	16	’	'	PUNCT
ajfti-2489	231	17	represented	represent	VERB
ajfti-2489	231	18	the	the	DET
ajfti-2489	231	19	independent	independent	ADJ
ajfti-2489	231	20	variable	variable	NOUN
ajfti-2489	231	21	,	,	PUNCT
ajfti-2489	231	22	while	while	SCONJ
ajfti-2489	231	23	‘	'	PUNCT
ajfti-2489	231	24	mean	mean	ADJ
ajfti-2489	231	25	’	'	PUNCT
ajfti-2489	231	26	played	play	VERB
ajfti-2489	231	27	the	the	DET
ajfti-2489	231	28	role	role	NOUN
ajfti-2489	231	29	of	of	ADP
ajfti-2489	231	30	the	the	DET
ajfti-2489	231	31	dependent	dependent	ADJ
ajfti-2489	231	32	variable	variable	NOUN
ajfti-2489	231	33	.	.	PUNCT
ajfti-2489	232	1	the	the	DET
ajfti-2489	232	2	study	study	NOUN
ajfti-2489	232	3	findings	finding	NOUN
ajfti-2489	232	4	suggest	suggest	VERB
ajfti-2489	232	5	that	that	SCONJ
ajfti-2489	232	6	liquidity	liquidity	NOUN
ajfti-2489	232	7	is	be	AUX
ajfti-2489	232	8	expected	expect	VERB
ajfti-2489	232	9	to	to	PART
ajfti-2489	232	10	play	play	VERB
ajfti-2489	232	11	a	a	DET
ajfti-2489	232	12	critical	critical	ADJ
ajfti-2489	232	13	role	role	NOUN
ajfti-2489	232	14	in	in	ADP
ajfti-2489	232	15	predicting	predict	VERB
ajfti-2489	232	16	financial	financial	ADJ
ajfti-2489	232	17	risk	risk	NOUN
ajfti-2489	232	18	,	,	PUNCT
ajfti-2489	232	19	as	as	SCONJ
ajfti-2489	232	20	highlighted	highlight	VERB
ajfti-2489	232	21	by	by	ADP
ajfti-2489	232	22	nguyen	nguyen	PROPN
ajfti-2489	232	23	et	et	PROPN
ajfti-2489	232	24	al	al	PROPN
ajfti-2489	232	25	.	.	PROPN
ajfti-2489	233	1	(	(	PUNCT
ajfti-2489	233	2	2022	2022	NUM
ajfti-2489	233	3	)	)	PUNCT
ajfti-2489	233	4	,	,	PUNCT
ajfti-2489	233	5	that	that	SCONJ
ajfti-2489	233	6	it	it	PRON
ajfti-2489	233	7	outranks	outrank	VERB
ajfti-2489	233	8	leverage	leverage	NOUN
ajfti-2489	233	9	ratios	ratio	NOUN
ajfti-2489	233	10	’	'	PUNCT
ajfti-2489	233	11	importance	importance	NOUN
ajfti-2489	233	12	.	.	PUNCT
ajfti-2489	234	1	additionally	additionally	ADV
ajfti-2489	234	2	,	,	PUNCT
ajfti-2489	234	3	the	the	DET
ajfti-2489	234	4	study	study	NOUN
ajfti-2489	234	5	also	also	ADV
ajfti-2489	234	6	contended	contend	VERB
ajfti-2489	234	7	that	that	SCONJ
ajfti-2489	234	8	it	it	PRON
ajfti-2489	234	9	is	be	AUX
ajfti-2489	234	10	vital	vital	ADJ
ajfti-2489	234	11	to	to	PART
ajfti-2489	234	12	handle	handle	VERB
ajfti-2489	234	13	conflicting	conflicting	ADJ
ajfti-2489	234	14	signals	signal	NOUN
ajfti-2489	234	15	from	from	ADP
ajfti-2489	234	16	financial	financial	ADJ
ajfti-2489	234	17	in	in	ADP
ajfti-2489	234	18	dictators	dictator	NOUN
ajfti-2489	234	19	when	when	SCONJ
ajfti-2489	234	20	managing	manage	VERB
ajfti-2489	234	21	financial	financial	ADJ
ajfti-2489	234	22	risk	risk	NOUN
ajfti-2489	234	23	.	.	PUNCT
ajfti-2489	235	1	supporting	support	VERB
ajfti-2489	235	2	findings	finding	NOUN
ajfti-2489	235	3	of	of	ADP
ajfti-2489	235	4	the	the	DET
ajfti-2489	235	5	current	current	ADJ
ajfti-2489	235	6	study	study	NOUN
ajfti-2489	235	7	have	have	AUX
ajfti-2489	235	8	also	also	ADV
ajfti-2489	235	9	illustrated	illustrate	VERB
ajfti-2489	235	10	that	that	SCONJ
ajfti-2489	235	11	there	there	PRON
ajfti-2489	235	12	is	be	VERB
ajfti-2489	235	13	consensus	consensus	NOUN
ajfti-2489	235	14	among	among	ADP
ajfti-2489	235	15	experts	expert	NOUN
ajfti-2489	235	16	that	that	PRON
ajfti-2489	235	17	collinearity	collinearity	NOUN
ajfti-2489	235	18	issues	issue	NOUN
ajfti-2489	235	19	can	can	AUX
ajfti-2489	235	20	compromise	compromise	VERB
ajfti-2489	235	21	financial	financial	ADJ
ajfti-2489	235	22	model	model	NOUN
ajfti-2489	235	23	accuracy	accuracy	NOUN
ajfti-2489	235	24	which	which	PRON
ajfti-2489	235	25	can	can	AUX
ajfti-2489	235	26	also	also	ADV
ajfti-2489	235	27	be	be	AUX
ajfti-2489	235	28	seen	see	VERB
ajfti-2489	235	29	in	in	ADP
ajfti-2489	235	30	wang	wang	PROPN
ajfti-2489	235	31	et	et	PROPN
ajfti-2489	235	32	al	al	PROPN
ajfti-2489	235	33	.	.	PROPN
ajfti-2489	236	1	(	(	PUNCT
ajfti-2489	236	2	2020	2020	NUM
ajfti-2489	236	3	)	)	PUNCT
ajfti-2489	236	4	work	work	NOUN
ajfti-2489	236	5	.	.	PUNCT
ajfti-2489	237	1	the	the	DET
ajfti-2489	237	2	findings	finding	NOUN
ajfti-2489	237	3	have	have	AUX
ajfti-2489	237	4	also	also	ADV
ajfti-2489	237	5	illustrated	illustrate	VERB
ajfti-2489	237	6	that	that	PRON
ajfti-2489	237	7	to	to	PART
ajfti-2489	237	8	solve	solve	VERB
ajfti-2489	237	9	missing	miss	VERB
ajfti-2489	237	10	data	datum	NOUN
ajfti-2489	237	11	challenges	challenge	NOUN
ajfti-2489	237	12	,	,	PUNCT
ajfti-2489	237	13	consensus	consensus	NOUN
ajfti-2489	237	14	is	be	AUX
ajfti-2489	237	15	required	require	VERB
ajfti-2489	237	16	among	among	ADP
ajfti-2489	237	17	specialists	specialist	NOUN
ajfti-2489	237	18	regarding	regard	VERB
ajfti-2489	237	19	the	the	DET
ajfti-2489	237	20	use	use	NOUN
ajfti-2489	237	21	of	of	ADP
ajfti-2489	237	22	amputation	amputation	NOUN
ajfti-2489	237	23	strategies	strategy	NOUN
ajfti-2489	237	24	(	(	PUNCT
ajfti-2489	237	25	kolossvary	kolossvary	NOUN
ajfti-2489	237	26	et	et	PROPN
ajfti-2489	237	27	al	al	PROPN
ajfti-2489	237	28	.	.	PROPN
ajfti-2489	237	29	2019	2019	NUM
ajfti-2489	237	30	)	)	PUNCT
ajfti-2489	237	31	.	.	PUNCT
ajfti-2489	238	1	lastly	lastly	ADV
ajfti-2489	238	2	,	,	PUNCT
ajfti-2489	238	3	the	the	DET
ajfti-2489	238	4	ifrs	ifrs	NOUN
ajfti-2489	238	5	has	have	AUX
ajfti-2489	238	6	been	be	AUX
ajfti-2489	238	7	observed	observe	VERB
ajfti-2489	238	8	to	to	PART
ajfti-2489	238	9	travels	travel	VERB
ajfti-2489	238	10	across	across	ADP
ajfti-2489	238	11	borders	border	NOUN
ajfti-2489	238	12	without	without	ADP
ajfti-2489	238	13	receiving	receive	VERB
ajfti-2489	238	14	preferred	preferred	ADJ
ajfti-2489	238	15	risk	risk	NOUN
ajfti-2489	238	16	assessment	assessment	NOUN
ajfti-2489	238	17	indicator	indicator	NOUN
ajfti-2489	238	18	standard	standard	PROPN
ajfti-2489	238	19	treatment	treatment	NOUN
ajfti-2489	238	20	.	.	PUNCT
ajfti-2489	239	1	highlighting	highlighting	NOUN
ajfti-2489	239	2	...	...	PUNCT
ajfti-2489	239	3	risk	risk	NOUN
ajfti-2489	239	4	assessment	assessment	NOUN
ajfti-2489	239	5	’s	’s	PART
ajfti-2489	239	6	key	key	ADJ
ajfti-2489	239	7	elements	element	NOUN
ajfti-2489	239	8	has	have	AUX
ajfti-2489	239	9	been	be	AUX
ajfti-2489	239	10	emphasized	emphasize	VERB
ajfti-2489	239	11	(	(	PUNCT
ajfti-2489	239	12	subramanian	subramanian	PROPN
ajfti-2489	239	13	et	et	PROPN
ajfti-2489	239	14	al	al	PROPN
ajfti-2489	239	15	.	.	PROPN
ajfti-2489	239	16	2022	2022	NUM
ajfti-2489	239	17	)	)	PUNCT
ajfti-2489	239	18	.	.	PUNCT
ajfti-2489	240	1	in	in	ADP
ajfti-2489	240	2	risk	risk	NOUN
ajfti-2489	240	3	assessment	assessment	NOUN
ajfti-2489	240	4	,	,	PUNCT
ajfti-2489	240	5	specific	specific	ADJ
ajfti-2489	240	6	financial	financial	ADJ
ajfti-2489	240	7	indicators	indicator	NOUN
ajfti-2489	240	8	have	have	VERB
ajfti-2489	240	9	industry	industry	NOUN
ajfti-2489	240	10	-	-	PUNCT
ajfti-2489	240	11	related	relate	VERB
ajfti-2489	240	12	importance	importance	NOUN
ajfti-2489	240	13	.	.	PUNCT
ajfti-2489	241	1	the	the	DET
ajfti-2489	241	2	performance	performance	NOUN
ajfti-2489	241	3	of	of	ADP
ajfti-2489	241	4	historical	historical	ADJ
ajfti-2489	241	5	financial	financial	ADJ
ajfti-2489	241	6	indicators	indicator	NOUN
ajfti-2489	241	7	heavily	heavily	ADV
ajfti-2489	241	8	influences	influence	VERB
ajfti-2489	241	9	financial	financial	ADJ
ajfti-2489	241	10	risk	risk	NOUN
ajfti-2489	241	11	projections	projection	NOUN
ajfti-2489	241	12	.	.	PUNCT
ajfti-2489	242	1	financial	financial	ADJ
ajfti-2489	242	2	stability	stability	NOUN
ajfti-2489	242	3	assessments	assessment	NOUN
ajfti-2489	242	4	prioritize	prioritize	VERB
ajfti-2489	242	5	short	short	ADJ
ajfti-2489	242	6	-	-	PUNCT
ajfti-2489	242	7	term	term	NOUN
ajfti-2489	242	8	liquidity	liquidity	NOUN
ajfti-2489	242	9	ratios	ratio	NOUN
ajfti-2489	242	10	which	which	PRON
ajfti-2489	242	11	are	be	AUX
ajfti-2489	242	12	ahead	ahead	ADV
ajfti-2489	242	13	of	of	ADP
ajfti-2489	242	14	market	market	NOUN
ajfti-2489	242	15	and	and	CCONJ
ajfti-2489	242	16	investor	investor	NOUN
ajfti-2489	242	17	perception	perception	NOUN
ajfti-2489	242	18	indicators	indicator	NOUN
ajfti-2489	242	19	.	.	PUNCT
ajfti-2489	243	1	for	for	ADP
ajfti-2489	243	2	high	high	ADJ
ajfti-2489	243	3	-	-	PUNCT
ajfti-2489	243	4	risk	risk	NOUN
ajfti-2489	243	5	situations	situation	NOUN
ajfti-2489	243	6	,	,	PUNCT
ajfti-2489	243	7	historical	historical	ADJ
ajfti-2489	243	8	sector	sector	NOUN
ajfti-2489	243	9	-	-	PUNCT
ajfti-2489	243	10	wide	wide	ADJ
ajfti-2489	243	11	data	datum	NOUN
ajfti-2489	243	12	takes	take	VERB
ajfti-2489	243	13	precedence	precedence	NOUN
ajfti-2489	243	14	over	over	ADP
ajfti-2489	243	15	firm	firm	ADJ
ajfti-2489	243	16	-	-	PUNCT
ajfti-2489	243	17	specific	specific	ADJ
ajfti-2489	243	18	data	datum	NOUN
ajfti-2489	243	19	.	.	PUNCT
ajfti-2489	244	1	historical	historical	ADJ
ajfti-2489	244	2	data	data	PROPN
ajfti-2489	244	3	,	,	PUNCT
ajfti-2489	244	4	industry	industry	NOUN
ajfti-2489	244	5	-	-	PUNCT
ajfti-2489	244	6	specific	specific	ADJ
ajfti-2489	244	7	considerations	consideration	NOUN
ajfti-2489	244	8	,	,	PUNCT
ajfti-2489	244	9	and	and	CCONJ
ajfti-2489	244	10	financial	financial	ADJ
ajfti-2489	244	11	health	health	NOUN
ajfti-2489	244	12	metrics	metric	NOUN
ajfti-2489	244	13	are	be	AUX
ajfti-2489	244	14	crucial	crucial	ADJ
ajfti-2489	244	15	for	for	ADP
ajfti-2489	244	16	accurate	accurate	ADJ
ajfti-2489	244	17	risk	risk	NOUN
ajfti-2489	244	18	assessment	assessment	NOUN
ajfti-2489	244	19	.	.	PUNCT
ajfti-2489	245	1	experts	expert	NOUN
ajfti-2489	245	2	concur	concur	VERB
ajfti-2489	245	3	that	that	SCONJ
ajfti-2489	245	4	textual	textual	ADJ
ajfti-2489	245	5	indicator	indicator	NOUN
ajfti-2489	245	6	,	,	PUNCT
ajfti-2489	245	7	such	such	ADJ
ajfti-2489	245	8	as	as	ADP
ajfti-2489	245	9	sentiment	sentiment	NOUN
ajfti-2489	245	10	analysis	analysis	NOUN
ajfti-2489	245	11	,	,	PUNCT
ajfti-2489	245	12	are	be	AUX
ajfti-2489	245	13	useful	useful	ADJ
ajfti-2489	245	14	for	for	ADP
ajfti-2489	245	15	predicting	predict	VERB
ajfti-2489	245	16	financial	financial	ADJ
ajfti-2489	245	17	risk	risk	NOUN
ajfti-2489	245	18	.	.	PUNCT
ajfti-2489	246	1	financial	financial	ADJ
ajfti-2489	246	2	risk	risk	NOUN
ajfti-2489	246	3	prediction	prediction	NOUN
ajfti-2489	246	4	relies	rely	VERB
ajfti-2489	246	5	heavily	heavily	ADV
ajfti-2489	246	6	on	on	ADP
ajfti-2489	246	7	textual	textual	ADJ
ajfti-2489	246	8	indicators	indicator	NOUN
ajfti-2489	246	9	such	such	ADJ
ajfti-2489	246	10	as	as	ADP
ajfti-2489	246	11	tone	tone	NOUN
ajfti-2489	246	12	indexes	index	NOUN
ajfti-2489	246	13	and	and	CCONJ
ajfti-2489	246	14	management	management	NOUN
ajfti-2489	246	15	tone	tone	NOUN
ajfti-2489	246	16	.	.	PUNCT
ajfti-2489	247	1	risk	risk	NOUN
ajfti-2489	247	2	assessment	assessment	NOUN
ajfti-2489	247	3	outcomes	outcome	NOUN
ajfti-2489	247	4	are	be	AUX
ajfti-2489	247	5	influenced	influence	VERB
ajfti-2489	247	6	by	by	ADP
ajfti-2489	247	7	both	both	PRON
ajfti-2489	247	8	financial	financial	ADJ
ajfti-2489	247	9	indicators	indicator	NOUN
ajfti-2489	247	10	and	and	CCONJ
ajfti-2489	247	11	textual	textual	ADJ
ajfti-2489	247	12	indicators	indicator	NOUN
ajfti-2489	247	13	,	,	PUNCT
ajfti-2489	247	14	with	with	ADP
ajfti-2489	247	15	their	their	PRON
ajfti-2489	247	16	interaction	interaction	NOUN
ajfti-2489	247	17	being	be	AUX
ajfti-2489	247	18	essential	essential	ADJ
ajfti-2489	247	19	.	.	PUNCT
ajfti-2489	248	1	by	by	ADP
ajfti-2489	248	2	shedding	shed	VERB
ajfti-2489	248	3	light	light	NOUN
ajfti-2489	248	4	on	on	ADP
ajfti-2489	248	5	the	the	DET
ajfti-2489	248	6	reliability	reliability	NOUN
ajfti-2489	248	7	of	of	ADP
ajfti-2489	248	8	textual	textual	ADJ
ajfti-2489	248	9	indicators	indicator	NOUN
ajfti-2489	248	10	,	,	PUNCT
ajfti-2489	248	11	these	these	DET
ajfti-2489	248	12	discoveries	discovery	NOUN
ajfti-2489	248	13	underscore	underscore	VERB
ajfti-2489	248	14	the	the	DET
ajfti-2489	248	15	significance	significance	NOUN
ajfti-2489	248	16	of	of	ADP
ajfti-2489	248	17	management	management	NOUN
ajfti-2489	248	18	communication	communication	NOUN
ajfti-2489	248	19	and	and	CCONJ
ajfti-2489	248	20	the	the	DET
ajfti-2489	248	21	need	need	NOUN
ajfti-2489	248	22	to	to	PART
ajfti-2489	248	23	uncover	uncover	VERB
ajfti-2489	248	24	biases	bias	NOUN
ajfti-2489	248	25	within	within	ADP
ajfti-2489	248	26	textual	textual	ADJ
ajfti-2489	248	27	databases	database	NOUN
ajfti-2489	248	28	.	.	PUNCT
ajfti-2489	249	1	financial	financial	ADJ
ajfti-2489	249	2	prediction	prediction	NOUN
ajfti-2489	249	3	factors	factor	NOUN
ajfti-2489	249	4	and	and	CCONJ
ajfti-2489	249	5	financial	financial	ADJ
ajfti-2489	249	6	indicators	indicator	NOUN
ajfti-2489	249	7	exhibit	exhibit	VERB
ajfti-2489	249	8	a	a	DET
ajfti-2489	249	9	significant	significant	ADJ
ajfti-2489	249	10	relationship	relationship	NOUN
ajfti-2489	249	11	,	,	PUNCT
ajfti-2489	249	12	as	as	SCONJ
ajfti-2489	249	13	shown	show	VERB
ajfti-2489	249	14	in	in	ADP
ajfti-2489	249	15	a	a	DET
ajfti-2489	249	16	linear	linear	ADJ
ajfti-2489	249	17	regression	regression	NOUN
ajfti-2489	249	18	analysis	analysis	NOUN
ajfti-2489	249	19	.	.	PUNCT
ajfti-2489	250	1	financial	financial	ADJ
ajfti-2489	250	2	prediction	prediction	NOUN
ajfti-2489	250	3	factors	factor	NOUN
ajfti-2489	250	4	impact	impact	VERB
ajfti-2489	250	5	the	the	DET
ajfti-2489	250	6	decrease	decrease	NOUN
ajfti-2489	250	7	in	in	ADP
ajfti-2489	250	8	financial	financial	ADJ
ajfti-2489	250	9	indicators	indicator	NOUN
ajfti-2489	250	10	.	.	PUNCT
ajfti-2489	251	1	in	in	ADP
ajfti-2489	251	2	order	order	NOUN
ajfti-2489	251	3	to	to	PART
ajfti-2489	251	4	make	make	VERB
ajfti-2489	251	5	informed	informed	ADJ
ajfti-2489	251	6	decisions	decision	NOUN
ajfti-2489	251	7	regarding	regard	VERB
ajfti-2489	251	8	investments	investment	NOUN
ajfti-2489	251	9	,	,	PUNCT
ajfti-2489	251	10	a	a	DET
ajfti-2489	251	11	clear	clear	ADJ
ajfti-2489	251	12	understanding	understanding	NOUN
ajfti-2489	251	13	of	of	ADP
ajfti-2489	251	14	the	the	DET
ajfti-2489	251	15	market	market	NOUN
ajfti-2489	251	16	is	be	AUX
ajfti-2489	251	17	crucial	crucial	ADJ
ajfti-2489	251	18	.	.	PUNCT
ajfti-2489	252	1	when	when	SCONJ
ajfti-2489	252	2	comparing	compare	VERB
ajfti-2489	252	3	textual	textual	ADJ
ajfti-2489	252	4	indicators	indicator	NOUN
ajfti-2489	252	5	and	and	CCONJ
ajfti-2489	252	6	financial	financial	ADJ
ajfti-2489	252	7	prediction	prediction	NOUN
ajfti-2489	252	8	factors	factor	NOUN
ajfti-2489	252	9	,	,	PUNCT
ajfti-2489	252	10	a	a	DET
ajfti-2489	252	11	fragile	fragile	ADJ
ajfti-2489	252	12	connection	connection	NOUN
ajfti-2489	252	13	emerges	emerge	VERB
ajfti-2489	252	14	(	(	PUNCT
ajfti-2489	252	15	tang	tang	NOUN
ajfti-2489	252	16	et	et	PROPN
ajfti-2489	252	17	al	al	PROPN
ajfti-2489	252	18	.	.	PROPN
ajfti-2489	252	19	2020	2020	NUM
ajfti-2489	252	20	)	)	PUNCT
ajfti-2489	252	21	.	.	PUNCT
ajfti-2489	253	1	minor	minor	ADJ
ajfti-2489	253	2	variation	variation	NOUN
ajfti-2489	253	3	in	in	ADP
ajfti-2489	253	4	textual	textual	ADJ
ajfti-2489	253	5	indicators	indicator	NOUN
ajfti-2489	253	6	occurs	occur	VERB
ajfti-2489	253	7	alongside	alongside	ADP
ajfti-2489	253	8	enhanced	enhance	VERB
ajfti-2489	253	9	prediction	prediction	NOUN
ajfti-2489	253	10	factors	factor	NOUN
ajfti-2489	253	11	,	,	PUNCT
ajfti-2489	253	12	denoting	denote	VERB
ajfti-2489	253	13	restricted	restricted	ADJ
ajfti-2489	253	14	contribution	contribution	NOUN
ajfti-2489	253	15	to	to	ADP
ajfti-2489	253	16	financial	financial	ADJ
ajfti-2489	253	17	risk	risk	NOUN
ajfti-2489	253	18	prediction	prediction	NOUN
ajfti-2489	253	19	(	(	PUNCT
ajfti-2489	253	20	liang	liang	PROPN
ajfti-2489	253	21	et	et	PROPN
ajfti-2489	253	22	al	al	PROPN
ajfti-2489	253	23	.	.	PROPN
ajfti-2489	253	24	2020	2020	NUM
ajfti-2489	253	25	)	)	PUNCT
ajfti-2489	253	26	.	.	PUNCT
ajfti-2489	254	1	the	the	DET
ajfti-2489	254	2	presence	presence	NOUN
ajfti-2489	254	3	of	of	ADP
ajfti-2489	254	4	correlation	correlation	NOUN
ajfti-2489	254	5	coefficients	coefficient	NOUN
ajfti-2489	254	6	of	of	ADP
ajfti-2489	254	7	1	1	NUM
ajfti-2489	254	8	in	in	ADP
ajfti-2489	254	9	every	every	DET
ajfti-2489	254	10	quartile	quartile	NOUN
ajfti-2489	254	11	of	of	ADP
ajfti-2489	254	12	the	the	DET
ajfti-2489	254	13	matrices	matrix	NOUN
ajfti-2489	254	14	in	in	ADP
ajfti-2489	254	15	the	the	DET
ajfti-2489	254	16	analysis	analysis	NOUN
ajfti-2489	254	17	implies	imply	VERB
ajfti-2489	254	18	a	a	DET
ajfti-2489	254	19	robust	robust	ADJ
ajfti-2489	254	20	connection	connection	NOUN
ajfti-2489	254	21	between	between	ADP
ajfti-2489	254	22	textual	textual	ADJ
ajfti-2489	254	23	and	and	CCONJ
ajfti-2489	254	24	financial	financial	ADJ
ajfti-2489	254	25	measures	measure	NOUN
ajfti-2489	254	26	.	.	PUNCT
ajfti-2489	255	1	bellay	bellay	NOUN
ajfti-2489	255	2	et	et	PROPN
ajfti-2489	255	3	al	al	PROPN
ajfti-2489	255	4	.	.	PROPN
ajfti-2489	256	1	(	(	PUNCT
ajfti-2489	256	2	2021	2021	NUM
ajfti-2489	256	3	)	)	PUNCT
ajfti-2489	256	4	,	,	PUNCT
ajfti-2489	256	5	stresses	stress	VERB
ajfti-2489	256	6	that	that	SCONJ
ajfti-2489	256	7	this	this	DET
ajfti-2489	256	8	insight	insight	NOUN
ajfti-2489	256	9	illuminates	illuminate	VERB
ajfti-2489	256	10	the	the	DET
ajfti-2489	256	11	synchronization	synchronization	NOUN
ajfti-2489	256	12	of	of	ADP
ajfti-2489	256	13	financial	financial	ADJ
ajfti-2489	256	14	and	and	CCONJ
ajfti-2489	256	15	textual	textual	ADJ
ajfti-2489	256	16	indicators	indicator	NOUN
ajfti-2489	256	17	in	in	ADP
ajfti-2489	256	18	predicting	predict	VERB
ajfti-2489	256	19	financial	financial	ADJ
ajfti-2489	256	20	risk	risk	NOUN
ajfti-2489	256	21	.	.	PUNCT
ajfti-2489	257	1	risk	risk	NOUN
ajfti-2489	257	2	assessment	assessment	NOUN
ajfti-2489	257	3	requires	require	VERB
ajfti-2489	257	4	careful	careful	ADJ
ajfti-2489	257	5	consideration	consideration	NOUN
ajfti-2489	257	6	of	of	ADP
ajfti-2489	257	7	liquidity	liquidity	NOUN
ajfti-2489	257	8	,	,	PUNCT
ajfti-2489	257	9	conflict	conflict	NOUN
ajfti-2489	257	10	resolution	resolution	NOUN
ajfti-2489	257	11	,	,	PUNCT
ajfti-2489	257	12	historical	historical	ADJ
ajfti-2489	257	13	data	datum	NOUN
ajfti-2489	257	14	,	,	PUNCT
ajfti-2489	257	15	and	and	CCONJ
ajfti-2489	257	16	fundamental	fundamental	ADJ
ajfti-2489	257	17	financial	financial	ADJ
ajfti-2489	257	18	metrics	metric	NOUN
ajfti-2489	257	19	(	(	PUNCT
ajfti-2489	257	20	waswa	waswa	PROPN
ajfti-2489	257	21	,	,	PUNCT
ajfti-2489	257	22	et	et	PROPN
ajfti-2489	257	23	al	al	PROPN
ajfti-2489	257	24	.	.	PROPN
ajfti-2489	257	25	2018	2018	NUM
ajfti-2489	257	26	)	)	PUNCT
ajfti-2489	257	27	.	.	PUNCT
ajfti-2489	258	1	furthermore	furthermore	ADV
ajfti-2489	258	2	,	,	PUNCT
ajfti-2489	258	3	the	the	DET
ajfti-2489	258	4	findings	finding	NOUN
ajfti-2489	258	5	also	also	ADV
ajfti-2489	258	6	stress	stress	VERB
ajfti-2489	258	7	the	the	DET
ajfti-2489	258	8	need	need	NOUN
ajfti-2489	258	9	to	to	PART
ajfti-2489	258	10	address	address	VERB
ajfti-2489	258	11	biases	bias	NOUN
ajfti-2489	258	12	,	,	PUNCT
ajfti-2489	258	13	as	as	ADV
ajfti-2489	258	14	well	well	ADV
ajfti-2489	258	15	as	as	ADP
ajfti-2489	258	16	the	the	DET
ajfti-2489	258	17	reliability	reliability	NOUN
ajfti-2489	258	18	of	of	ADP
ajfti-2489	258	19	textual	textual	ADJ
ajfti-2489	258	20	indicators	indicator	NOUN
ajfti-2489	258	21	.	.	PUNCT
ajfti-2489	259	1	correlation	correlation	NOUN
ajfti-2489	259	2	between	between	ADP
ajfti-2489	259	3	textual	textual	ADJ
ajfti-2489	259	4	and	and	CCONJ
ajfti-2489	259	5	financial	financial	ADJ
ajfti-2489	259	6	markers	marker	NOUN
ajfti-2489	259	7	illustrates	illustrate	VERB
ajfti-2489	259	8	their	their	PRON
ajfti-2489	259	9	dependence	dependence	NOUN
ajfti-2489	259	10	in	in	ADP
ajfti-2489	259	11	evaluating	evaluate	VERB
ajfti-2489	259	12	risk	risk	NOUN
ajfti-2489	259	13	.	.	PUNCT
ajfti-2489	260	1	expanding	expand	VERB
ajfti-2489	260	2	this	this	PRON
ajfti-2489	260	3	the	the	DET
ajfti-2489	260	4	study	study	NOUN
ajfti-2489	260	5	by	by	ADP
ajfti-2489	260	6	lin	lin	PROPN
ajfti-2489	260	7	et	et	PROPN
ajfti-2489	260	8	al	al	PROPN
ajfti-2489	260	9	.	.	PROPN
ajfti-2489	261	1	(	(	PUNCT
ajfti-2489	261	2	2018	2018	NUM
ajfti-2489	261	3	)	)	PUNCT
ajfti-2489	261	4	highlights	highlight	NOUN
ajfti-2489	261	5	that	that	SCONJ
ajfti-2489	261	6	by	by	ADP
ajfti-2489	261	7	advancing	advance	VERB
ajfti-2489	261	8	deep	deep	ADJ
ajfti-2489	261	9	learning	learning	NOUN
ajfti-2489	261	10	techniques	technique	NOUN
ajfti-2489	261	11	,	,	PUNCT
ajfti-2489	261	12	future	future	ADJ
ajfti-2489	261	13	research	research	NOUN
ajfti-2489	261	14	can	can	AUX
ajfti-2489	261	15	further	far	ADV
ajfti-2489	261	16	unlock	unlock	VERB
ajfti-2489	261	17	the	the	DET
ajfti-2489	261	18	potential	potential	NOUN
ajfti-2489	261	19	of	of	ADP
ajfti-2489	261	20	integrated	integrate	VERB
ajfti-2489	261	21	approaches	approach	NOUN
ajfti-2489	261	22	for	for	ADP
ajfti-2489	261	23	more	more	ADV
ajfti-2489	261	24	accurate	accurate	ADJ
ajfti-2489	261	25	financial	financial	ADJ
ajfti-2489	261	26	risk	risk	NOUN
ajfti-2489	261	27	prediction	prediction	NOUN
ajfti-2489	261	28	.	.	PUNCT
ajfti-2489	262	1	by	by	ADP
ajfti-2489	262	2	improving	improve	VERB
ajfti-2489	262	3	predictive	predictive	ADJ
ajfti-2489	262	4	abilities	ability	NOUN
ajfti-2489	262	5	,	,	PUNCT
ajfti-2489	262	6	this	this	DET
ajfti-2489	262	7	study	study	NOUN
ajfti-2489	262	8	creates	create	VERB
ajfti-2489	262	9	a	a	DET
ajfti-2489	262	10	pathway	pathway	NOUN
ajfti-2489	262	11	towards	towards	ADP
ajfti-2489	262	12	more	more	ADV
ajfti-2489	262	13	educated	educate	VERB
ajfti-2489	262	14	choices	choice	NOUN
ajfti-2489	262	15	in	in	ADP
ajfti-2489	262	16	financial	financial	ADJ
ajfti-2489	262	17	risk	risk	NOUN
ajfti-2489	262	18	analysis	analysis	NOUN
ajfti-2489	262	19	(	(	PUNCT
ajfti-2489	262	20	grover	grover	NOUN
ajfti-2489	262	21	et	et	PROPN
ajfti-2489	262	22	al	al	PROPN
ajfti-2489	262	23	.	.	PROPN
ajfti-2489	262	24	2018	2018	NUM
ajfti-2489	262	25	)	)	PUNCT
ajfti-2489	262	26	.	.	PUNCT
ajfti-2489	263	1	conclusion	conclusion	NOUN
ajfti-2489	263	2	employing	employ	VERB
ajfti-2489	263	3	quantitative	quantitative	ADJ
ajfti-2489	263	4	techniques	technique	NOUN
ajfti-2489	263	5	,	,	PUNCT
ajfti-2489	263	6	this	this	DET
ajfti-2489	263	7	research	research	NOUN
ajfti-2489	263	8	investigates	investigate	VERB
ajfti-2489	263	9	the	the	DET
ajfti-2489	263	10	fusion	fusion	NOUN
ajfti-2489	263	11	of	of	ADP
ajfti-2489	263	12	financial	financial	ADJ
ajfti-2489	263	13	and	and	CCONJ
ajfti-2489	263	14	textual	textual	ADJ
ajfti-2489	263	15	indicators	indicator	NOUN
ajfti-2489	263	16	for	for	ADP
ajfti-2489	263	17	predicting	predict	VERB
ajfti-2489	263	18	financial	financial	ADJ
ajfti-2489	263	19	risk	risk	NOUN
ajfti-2489	263	20	.	.	PUNCT
ajfti-2489	264	1	tackling	tackle	VERB
ajfti-2489	264	2	multicollinearity	multicollinearity	NOUN
ajfti-2489	264	3	problems	problem	NOUN
ajfti-2489	264	4	and	and	CCONJ
ajfti-2489	264	5	handling	handle	VERB
ajfti-2489	264	6	liquidity	liquidity	NOUN
ajfti-2489	264	7	are	be	AUX
ajfti-2489	264	8	significant	significant	ADJ
ajfti-2489	264	9	risk	risk	NOUN
ajfti-2489	264	10	prediction	prediction	NOUN
ajfti-2489	264	11	findings	finding	NOUN
ajfti-2489	264	12	.	.	PUNCT
ajfti-2489	265	1	focusing	focus	VERB
ajfti-2489	265	2	on	on	ADP
ajfti-2489	265	3	industry	industry	NOUN
ajfti-2489	265	4	-	-	PUNCT
ajfti-2489	265	5	specific	specific	ADJ
ajfti-2489	265	6	metrics	metric	NOUN
ajfti-2489	265	7	,	,	PUNCT
ajfti-2489	265	8	experts	expert	NOUN
ajfti-2489	265	9	prioritize	prioritize	VERB
ajfti-2489	265	10	short	short	ADJ
ajfti-2489	265	11	-	-	PUNCT
ajfti-2489	265	12	term	term	NOUN
ajfti-2489	265	13	data	datum	NOUN
ajfti-2489	265	14	when	when	SCONJ
ajfti-2489	265	15	evaluating	evaluate	VERB
ajfti-2489	265	16	highrisk	highrisk	NOUN
ajfti-2489	265	17	sectors	sector	NOUN
ajfti-2489	265	18	,	,	PUNCT
ajfti-2489	265	19	while	while	SCONJ
ajfti-2489	265	20	historical	historical	ADJ
ajfti-2489	265	21	trends	trend	NOUN
ajfti-2489	265	22	hold	hold	VERB
ajfti-2489	265	23	less	less	ADJ
ajfti-2489	265	24	weight	weight	NOUN
ajfti-2489	265	25	.	.	PUNCT
ajfti-2489	266	1	according	accord	VERB
ajfti-2489	266	2	to	to	ADP
ajfti-2489	266	3	textual	textual	ADJ
ajfti-2489	266	4	indicators	indicator	NOUN
ajfti-2489	266	5	,	,	PUNCT
ajfti-2489	266	6	sentiment	sentiment	NOUN
ajfti-2489	266	7	analysis	analysis	NOUN
ajfti-2489	266	8	is	be	AUX
ajfti-2489	266	9	just	just	ADV
ajfti-2489	266	10	one	one	NUM
ajfti-2489	266	11	of	of	ADP
ajfti-2489	266	12	the	the	DET
ajfti-2489	266	13	reliable	reliable	ADJ
ajfti-2489	266	14	predictors	predictor	NOUN
ajfti-2489	266	15	,	,	PUNCT
ajfti-2489	266	16	with	with	ADP
ajfti-2489	266	17	the	the	DET
ajfti-2489	266	18	need	need	NOUN
ajfti-2489	266	19	to	to	PART
ajfti-2489	266	20	address	address	VERB
ajfti-2489	266	21	biases	bias	NOUN
ajfti-2489	266	22	included	include	VERB
ajfti-2489	266	23	.	.	PUNCT
ajfti-2489	267	1	while	while	SCONJ
ajfti-2489	267	2	textual	textual	ADJ
ajfti-2489	267	3	indicators	indicator	NOUN
ajfti-2489	267	4	exhibit	exhibit	VERB
ajfti-2489	267	5	a	a	DET
ajfti-2489	267	6	weaker	weak	ADJ
ajfti-2489	267	7	bond	bond	NOUN
ajfti-2489	267	8	,	,	PUNCT
ajfti-2489	267	9	linear	linear	ADJ
ajfti-2489	267	10	regression	regression	NOUN
ajfti-2489	267	11	reveals	reveal	VERB
ajfti-2489	267	12	a	a	DET
ajfti-2489	267	13	substantial	substantial	ADJ
ajfti-2489	267	14	relationship	relationship	NOUN
ajfti-2489	267	15	between	between	ADP
ajfti-2489	267	16	financial	financial	ADJ
ajfti-2489	267	17	prediction	prediction	NOUN
ajfti-2489	267	18	factors	factor	NOUN
ajfti-2489	267	19	and	and	CCONJ
ajfti-2489	267	20	indicators	indicator	NOUN
ajfti-2489	267	21	.	.	PUNCT
ajfti-2489	268	1	enhanced	enhance	VERB
ajfti-2489	268	2	methodologies	methodology	NOUN
ajfti-2489	268	3	are	be	AUX
ajfti-2489	268	4	achieved	achieve	VERB
ajfti-2489	268	5	through	through	ADP
ajfti-2489	268	6	the	the	DET
ajfti-2489	268	7	correlation	correlation	NOUN
ajfti-2489	268	8	between	between	ADP
ajfti-2489	268	9	their	their	PRON
ajfti-2489	268	10	interdependence	interdependence	NOUN
ajfti-2489	268	11	in	in	ADP
ajfti-2489	268	12	risk	risk	NOUN
ajfti-2489	268	13	prediction	prediction	NOUN
ajfti-2489	268	14	,	,	PUNCT
ajfti-2489	268	15	resulting	result	VERB
ajfti-2489	268	16	in	in	ADP
ajfti-2489	268	17	improved	improved	ADJ
ajfti-2489	268	18	decision	decision	NOUN
ajfti-2489	268	19	-	-	PUNCT
ajfti-2489	268	20	making	making	NOUN
ajfti-2489	268	21	.	.	PUNCT
ajfti-2489	269	1	recommendations	recommendation	NOUN
ajfti-2489	269	2	based	base	VERB
ajfti-2489	269	3	on	on	ADP
ajfti-2489	269	4	the	the	DET
ajfti-2489	269	5	findings	finding	NOUN
ajfti-2489	269	6	of	of	ADP
ajfti-2489	269	7	the	the	DET
ajfti-2489	269	8	current	current	ADJ
ajfti-2489	269	9	study	study	NOUN
ajfti-2489	269	10	that	that	PRON
ajfti-2489	269	11	,	,	PUNCT
ajfti-2489	269	12	financial	financial	ADJ
ajfti-2489	269	13	risk	risk	NOUN
ajfti-2489	269	14	assessment	assessment	NOUN
ajfti-2489	269	15	professionals	professional	NOUN
ajfti-2489	269	16	emphasize	emphasize	VERB
ajfti-2489	269	17	the	the	DET
ajfti-2489	269	18	significance	significance	NOUN
ajfti-2489	269	19	of	of	ADP
ajfti-2489	269	20	liquidity	liquidity	NOUN
ajfti-2489	269	21	indicators	indicator	NOUN
ajfti-2489	269	22	in	in	ADP
ajfti-2489	269	23	risk	risk	NOUN
ajfti-2489	269	24	evaluation	evaluation	NOUN
ajfti-2489	269	25	,	,	PUNCT
ajfti-2489	269	26	address	address	VERB
ajfti-2489	269	27	the	the	DET
ajfti-2489	269	28	management	management	NOUN
ajfti-2489	269	29	of	of	ADP
ajfti-2489	269	30	conflicting	conflicting	ADJ
ajfti-2489	269	31	signals	signal	NOUN
ajfti-2489	269	32	from	from	ADP
ajfti-2489	269	33	financial	financial	ADJ
ajfti-2489	269	34	data	datum	NOUN
ajfti-2489	269	35	,	,	PUNCT
ajfti-2489	269	36	adopt	adopt	VERB
ajfti-2489	269	37	strategies	strategy	NOUN
ajfti-2489	269	38	for	for	ADP
ajfti-2489	269	39	mitigating	mitigate	VERB
ajfti-2489	269	40	multicollinearity	multicollinearity	NOUN
ajfti-2489	269	41	problems	problem	NOUN
ajfti-2489	269	42	,	,	PUNCT
ajfti-2489	269	43	consider	consider	VERB
ajfti-2489	269	44	the	the	DET
ajfti-2489	269	45	use	use	NOUN
ajfti-2489	269	46	of	of	ADP
ajfti-2489	269	47	amputation	amputation	NOUN
ajfti-2489	269	48	techniques	technique	NOUN
ajfti-2489	269	49	for	for	ADP
ajfti-2489	269	50	missing	miss	VERB
ajfti-2489	269	51	data	datum	NOUN
ajfti-2489	269	52	challenges	challenge	NOUN
ajfti-2489	269	53	,	,	PUNCT
ajfti-2489	269	54	and	and	CCONJ
ajfti-2489	269	55	investigate	investigate	VERB
ajfti-2489	269	56	the	the	DET
ajfti-2489	269	57	application	application	NOUN
ajfti-2489	269	58	of	of	ADP
ajfti-2489	269	59	international	international	ADJ
ajfti-2489	269	60	financial	financial	ADJ
ajfti-2489	269	61	reporting	reporting	NOUN
ajfti-2489	269	62	standards	standard	NOUN
ajfti-2489	269	63	(	(	PUNCT
ajfti-2489	269	64	ifrs	ifrs	PROPN
ajfti-2489	269	65	)	)	PUNCT
ajfti-2489	269	66	for	for	ADP
ajfti-2489	269	67	standardizing	standardize	VERB
ajfti-2489	269	68	cross	cross	ADJ
ajfti-2489	269	69	-	-	ADJ
ajfti-2489	269	70	border	border	ADJ
ajfti-2489	269	71	reporting	reporting	NOUN
ajfti-2489	269	72	.	.	PUNCT
ajfti-2489	270	1	the	the	PRON
ajfti-2489	270	2	should	should	AUX
ajfti-2489	270	3	also	also	ADV
ajfti-2489	270	4	employ	employ	VERB
ajfti-2489	270	5	past	past	ADP
ajfti-2489	270	6	sector	sector	NOUN
ajfti-2489	270	7	-	-	PUNCT
ajfti-2489	270	8	wide	wide	ADJ
ajfti-2489	270	9	data	datum	NOUN
ajfti-2489	270	10	for	for	ADP
ajfti-2489	270	11	high	high	ADJ
ajfti-2489	270	12	-	-	PUNCT
ajfti-2489	270	13	risk	risk	NOUN
ajfti-2489	270	14	scenarios	scenario	NOUN
ajfti-2489	270	15	while	while	SCONJ
ajfti-2489	270	16	giving	give	VERB
ajfti-2489	270	17	previous	previous	ADJ
ajfti-2489	270	18	financial	financial	ADJ
ajfti-2489	270	19	performance	performance	NOUN
ajfti-2489	270	20	data	datum	NOUN
ajfti-2489	270	21	and	and	CCONJ
ajfti-2489	270	22	short	short	ADJ
ajfti-2489	270	23	-	-	PUNCT
ajfti-2489	270	24	term	term	NOUN
ajfti-2489	270	25	financial	financial	ADJ
ajfti-2489	270	26	indicators	indicator	NOUN
ajfti-2489	270	27	priority	priority	NOUN
ajfti-2489	270	28	.	.	PUNCT
ajfti-2489	271	1	continue	continue	VERB
ajfti-2489	271	2	to	to	PART
ajfti-2489	271	3	place	place	VERB
ajfti-2489	271	4	your	your	PRON
ajfti-2489	271	5	faith	faith	NOUN
ajfti-2489	271	6	in	in	ADP
ajfti-2489	271	7	textual	textual	ADJ
ajfti-2489	271	8	indications	indication	NOUN
ajfti-2489	271	9	like	like	ADP
ajfti-2489	271	10	sentiment	sentiment	NOUN
ajfti-2489	271	11	analysis	analysis	NOUN
ajfti-2489	271	12	and	and	CCONJ
ajfti-2489	271	13	managerial	managerial	ADJ
ajfti-2489	271	14	tone	tone	NOUN
ajfti-2489	271	15	,	,	PUNCT
ajfti-2489	271	16	but	but	CCONJ
ajfti-2489	271	17	aggressively	aggressively	ADV
ajfti-2489	271	18	address	address	VERB
ajfti-2489	271	19	any	any	DET
ajfti-2489	271	20	biases	bias	NOUN
ajfti-2489	271	21	through	through	ADP
ajfti-2489	271	22	manual	manual	ADJ
ajfti-2489	271	23	inspection	inspection	NOUN
ajfti-2489	271	24	and	and	CCONJ
ajfti-2489	271	25	look	look	VERB
ajfti-2489	271	26	into	into	ADP
ajfti-2489	271	27	deep	deep	ADJ
ajfti-2489	271	28	learning	learning	NOUN
ajfti-2489	271	29	approaches	approach	NOUN
ajfti-2489	271	30	to	to	PART
ajfti-2489	271	31	improve	improve	VERB
ajfti-2489	271	32	the	the	DET
ajfti-2489	271	33	integration	integration	NOUN
ajfti-2489	271	34	of	of	ADP
ajfti-2489	271	35	financial	financial	ADJ
ajfti-2489	271	36	and	and	CCONJ
ajfti-2489	271	37	textual	textual	ADJ
ajfti-2489	271	38	data	datum	NOUN
ajfti-2489	271	39	even	even	ADV
ajfti-2489	271	40	more	more	ADV
ajfti-2489	271	41	.	.	PUNCT
ajfti-2489	272	1	these	these	DET
ajfti-2489	272	2	initiatives	initiative	NOUN
ajfti-2489	272	3	will	will	AUX
ajfti-2489	272	4	support	support	VERB
ajfti-2489	272	5	more	more	ADV
ajfti-2489	272	6	thorough	thorough	ADJ
ajfti-2489	272	7	and	and	CCONJ
ajfti-2489	272	8	accurate	accurate	ADJ
ajfti-2489	272	9	financial	financial	ADJ
ajfti-2489	272	10	risk	risk	NOUN
ajfti-2489	272	11	assessments	assessment	NOUN
ajfti-2489	272	12	,	,	PUNCT
ajfti-2489	272	13	eventually	eventually	ADV
ajfti-2489	272	14	enhancing	enhance	VERB
ajfti-2489	272	15	risk	risk	NOUN
ajfti-2489	272	16	analysis	analysis	NOUN
ajfti-2489	272	17	decision	decision	NOUN
ajfti-2489	272	18	-	-	PUNCT
ajfti-2489	272	19	making	make	VERB
ajfti-2489	272	20	procedures	procedure	NOUN
ajfti-2489	272	21	.	.	PUNCT
ajfti-2489	273	1	novelty	novelty	NOUN
ajfti-2489	273	2	the	the	DET
ajfti-2489	273	3	study	study	NOUN
ajfti-2489	273	4	uses	use	VERB
ajfti-2489	273	5	advanced	advanced	ADJ
ajfti-2489	273	6	deep	deep	ADJ
ajfti-2489	273	7	learning	learning	NOUN
ajfti-2489	273	8	techniques	technique	NOUN
ajfti-2489	273	9	to	to	PART
ajfti-2489	273	10	integrate	integrate	VERB
ajfti-2489	273	11	financial	financial	ADJ
ajfti-2489	273	12	and	and	CCONJ
ajfti-2489	273	13	textual	textual	ADJ
ajfti-2489	273	14	indicators	indicator	NOUN
ajfti-2489	273	15	for	for	ADP
ajfti-2489	273	16	financial	financial	ADJ
ajfti-2489	273	17	risk	risk	NOUN
ajfti-2489	273	18	prediction	prediction	NOUN
ajfti-2489	273	19	.	.	PUNCT
ajfti-2489	274	1	it	it	PRON
ajfti-2489	274	2	uses	use	VERB
ajfti-2489	274	3	recurrent	recurrent	ADJ
ajfti-2489	274	4	neural	neural	ADJ
ajfti-2489	274	5	networks	network	NOUN
ajfti-2489	274	6	and	and	CCONJ
ajfti-2489	274	7	transformers	transformer	NOUN
ajfti-2489	274	8	to	to	PART
ajfti-2489	274	9	analyze	analyze	VERB
ajfti-2489	274	10	the	the	DET
ajfti-2489	274	11	synergy	synergy	NOUN
ajfti-2489	274	12	between	between	ADP
ajfti-2489	274	13	these	these	DET
ajfti-2489	274	14	pa	pa	PROPN
ajfti-2489	274	15	ge	ge	PROPN
ajfti-2489	274	16	23	23	NUM
ajfti-2489	274	17	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	NOUN
ajfti-2489	274	18	am	be	AUX
ajfti-2489	274	19	.	.	PUNCT
ajfti-2489	275	1	j.	j.	PROPN
ajfti-2489	275	2	financ	financ	PROPN
ajfti-2489	275	3	.	.	PUNCT
ajfti-2489	276	1	technol	technol	PROPN
ajfti-2489	276	2	.	.	PUNCT
ajfti-2489	276	3	innov	innov	PROPN
ajfti-2489	276	4	.	.	PUNCT
ajfti-2489	277	1	2(1	2(1	NUM
ajfti-2489	277	2	)	)	PUNCT
ajfti-2489	277	3	15	15	NUM
ajfti-2489	277	4	-	-	SYM
ajfti-2489	277	5	24	24	NUM
ajfti-2489	277	6	,	,	PUNCT
ajfti-2489	277	7	2024	2024	NUM
ajfti-2489	277	8	sources	source	NOUN
ajfti-2489	277	9	,	,	PUNCT
ajfti-2489	277	10	improving	improve	VERB
ajfti-2489	277	11	the	the	DET
ajfti-2489	277	12	precision	precision	NOUN
ajfti-2489	277	13	of	of	ADP
ajfti-2489	277	14	financial	financial	ADJ
ajfti-2489	277	15	risk	risk	NOUN
ajfti-2489	277	16	models	model	NOUN
ajfti-2489	277	17	.	.	PUNCT
ajfti-2489	278	1	the	the	DET
ajfti-2489	278	2	study	study	NOUN
ajfti-2489	278	3	uses	use	VERB
ajfti-2489	278	4	a	a	DET
ajfti-2489	278	5	quantitative	quantitative	ADJ
ajfti-2489	278	6	and	and	CCONJ
ajfti-2489	278	7	qualitative	qualitative	ADJ
ajfti-2489	278	8	approach	approach	NOUN
ajfti-2489	278	9	,	,	PUNCT
ajfti-2489	278	10	incorporating	incorporate	VERB
ajfti-2489	278	11	real	real	ADJ
ajfti-2489	278	12	-	-	PUNCT
ajfti-2489	278	13	world	world	NOUN
ajfti-2489	278	14	insights	insight	NOUN
ajfti-2489	278	15	from	from	ADP
ajfti-2489	278	16	financial	financial	ADJ
ajfti-2489	278	17	risk	risk	NOUN
ajfti-2489	278	18	experts	expert	NOUN
ajfti-2489	278	19	in	in	ADP
ajfti-2489	278	20	china	china	PROPN
ajfti-2489	278	21	.	.	PUNCT
ajfti-2489	279	1	the	the	DET
ajfti-2489	279	2	research	research	NOUN
ajfti-2489	279	3	identifies	identify	VERB
ajfti-2489	279	4	a	a	DET
ajfti-2489	279	5	research	research	NOUN
ajfti-2489	279	6	gap	gap	NOUN
ajfti-2489	279	7	in	in	ADP
ajfti-2489	279	8	the	the	DET
ajfti-2489	279	9	literature	literature	NOUN
ajfti-2489	279	10	and	and	CCONJ
ajfti-2489	279	11	contributes	contribute	VERB
ajfti-2489	279	12	to	to	ADP
ajfti-2489	279	13	the	the	DET
ajfti-2489	279	14	field	field	NOUN
ajfti-2489	279	15	of	of	ADP
ajfti-2489	279	16	financial	financial	ADJ
ajfti-2489	279	17	risk	risk	NOUN
ajfti-2489	279	18	prediction	prediction	NOUN
ajfti-2489	279	19	by	by	ADP
ajfti-2489	279	20	combining	combine	VERB
ajfti-2489	279	21	financial	financial	ADJ
ajfti-2489	279	22	and	and	CCONJ
ajfti-2489	279	23	textual	textual	ADJ
ajfti-2489	279	24	indicators	indicator	NOUN
ajfti-2489	279	25	.	.	PUNCT
ajfti-2489	280	1	contribution	contribution	NOUN
ajfti-2489	280	2	to	to	PART
ajfti-2489	280	3	knowledge	knowledge	VERB
ajfti-2489	280	4	the	the	DET
ajfti-2489	280	5	study	study	NOUN
ajfti-2489	280	6	enhances	enhance	VERB
ajfti-2489	280	7	financial	financial	ADJ
ajfti-2489	280	8	risk	risk	NOUN
ajfti-2489	280	9	prediction	prediction	NOUN
ajfti-2489	280	10	by	by	ADP
ajfti-2489	280	11	integrating	integrate	VERB
ajfti-2489	280	12	financial	financial	ADJ
ajfti-2489	280	13	and	and	CCONJ
ajfti-2489	280	14	textual	textual	ADJ
ajfti-2489	280	15	indicators	indicator	NOUN
ajfti-2489	280	16	and	and	CCONJ
ajfti-2489	280	17	exploring	explore	VERB
ajfti-2489	280	18	deep	deep	ADJ
ajfti-2489	280	19	learning	learning	NOUN
ajfti-2489	280	20	techniques	technique	NOUN
ajfti-2489	280	21	like	like	ADP
ajfti-2489	280	22	recurrent	recurrent	ADJ
ajfti-2489	280	23	neural	neural	ADJ
ajfti-2489	280	24	networks	network	NOUN
ajfti-2489	280	25	and	and	CCONJ
ajfti-2489	280	26	transformers	transformer	NOUN
ajfti-2489	280	27	.	.	PUNCT
ajfti-2489	281	1	it	it	PRON
ajfti-2489	281	2	provides	provide	VERB
ajfti-2489	281	3	insights	insight	NOUN
ajfti-2489	281	4	into	into	ADP
ajfti-2489	281	5	risk	risk	NOUN
ajfti-2489	281	6	assessment	assessment	NOUN
ajfti-2489	281	7	dynamics	dynamic	NOUN
ajfti-2489	281	8	and	and	CCONJ
ajfti-2489	281	9	bridges	bridge	NOUN
ajfti-2489	281	10	the	the	DET
ajfti-2489	281	11	gap	gap	NOUN
ajfti-2489	281	12	between	between	ADP
ajfti-2489	281	13	quantitative	quantitative	ADJ
ajfti-2489	281	14	and	and	CCONJ
ajfti-2489	281	15	qualitative	qualitative	ADJ
ajfti-2489	281	16	research	research	NOUN
ajfti-2489	281	17	.	.	PUNCT
ajfti-2489	282	1	the	the	DET
ajfti-2489	282	2	study	study	NOUN
ajfti-2489	282	3	identifies	identify	VERB
ajfti-2489	282	4	a	a	DET
ajfti-2489	282	5	research	research	NOUN
ajfti-2489	282	6	gap	gap	NOUN
ajfti-2489	282	7	in	in	ADP
ajfti-2489	282	8	existing	exist	VERB
ajfti-2489	282	9	literature	literature	NOUN
ajfti-2489	282	10	and	and	CCONJ
ajfti-2489	282	11	offers	offer	VERB
ajfti-2489	282	12	practical	practical	ADJ
ajfti-2489	282	13	recommendations	recommendation	NOUN
ajfti-2489	282	14	for	for	ADP
ajfti-2489	282	15	financial	financial	ADJ
ajfti-2489	282	16	risk	risk	NOUN
ajfti-2489	282	17	professionals	professional	NOUN
ajfti-2489	282	18	,	,	PUNCT
ajfti-2489	282	19	emphasizing	emphasize	VERB
ajfti-2489	282	20	liquidity	liquidity	NOUN
ajfti-2489	282	21	indicators	indicator	NOUN
ajfti-2489	282	22	and	and	CCONJ
ajfti-2489	282	23	considering	consider	VERB
ajfti-2489	282	24	ifrs	ifrs	PROPN
ajfti-2489	282	25	for	for	ADP
ajfti-2489	282	26	cross	cross	ADJ
ajfti-2489	282	27	-	-	ADJ
ajfti-2489	282	28	border	border	ADJ
ajfti-2489	282	29	reporting	reporting	NOUN
ajfti-2489	282	30	.	.	PUNCT
ajfti-2489	283	1	it	it	PRON
ajfti-2489	283	2	lays	lay	VERB
ajfti-2489	283	3	the	the	DET
ajfti-2489	283	4	groundwork	groundwork	NOUN
ajfti-2489	283	5	for	for	ADP
ajfti-2489	283	6	future	future	ADJ
ajfti-2489	283	7	research	research	NOUN
ajfti-2489	283	8	in	in	ADP
ajfti-2489	283	9	deep	deep	ADJ
ajfti-2489	283	10	learning	learning	NOUN
ajfti-2489	283	11	techniques	technique	NOUN
ajfti-2489	283	12	and	and	CCONJ
ajfti-2489	283	13	financial	financial	ADJ
ajfti-2489	283	14	risk	risk	NOUN
ajfti-2489	283	15	prediction	prediction	NOUN
ajfti-2489	283	16	.	.	PUNCT
ajfti-2489	284	1	research	research	NOUN
ajfti-2489	284	2	gap	gap	NOUN
ajfti-2489	284	3	the	the	DET
ajfti-2489	284	4	study	study	NOUN
ajfti-2489	284	5	identifies	identify	VERB
ajfti-2489	284	6	a	a	DET
ajfti-2489	284	7	gap	gap	NOUN
ajfti-2489	284	8	in	in	ADP
ajfti-2489	284	9	literature	literature	NOUN
ajfti-2489	284	10	regarding	regard	VERB
ajfti-2489	284	11	the	the	DET
ajfti-2489	284	12	integration	integration	NOUN
ajfti-2489	284	13	of	of	ADP
ajfti-2489	284	14	financial	financial	ADJ
ajfti-2489	284	15	and	and	CCONJ
ajfti-2489	284	16	textual	textual	ADJ
ajfti-2489	284	17	indicators	indicator	NOUN
ajfti-2489	284	18	for	for	ADP
ajfti-2489	284	19	improved	improved	ADJ
ajfti-2489	284	20	financial	financial	ADJ
ajfti-2489	284	21	risk	risk	NOUN
ajfti-2489	284	22	prediction	prediction	NOUN
ajfti-2489	284	23	using	use	VERB
ajfti-2489	284	24	deep	deep	ADJ
ajfti-2489	284	25	learning	learning	NOUN
ajfti-2489	284	26	techniques	technique	NOUN
ajfti-2489	284	27	.	.	PUNCT
ajfti-2489	285	1	it	it	PRON
ajfti-2489	285	2	emphasizes	emphasize	VERB
ajfti-2489	285	3	the	the	DET
ajfti-2489	285	4	need	need	NOUN
ajfti-2489	285	5	for	for	ADP
ajfti-2489	285	6	a	a	DET
ajfti-2489	285	7	holistic	holistic	ADJ
ajfti-2489	285	8	approach	approach	NOUN
ajfti-2489	285	9	,	,	PUNCT
ajfti-2489	285	10	focusing	focus	VERB
ajfti-2489	285	11	on	on	ADP
ajfti-2489	285	12	each	each	DET
ajfti-2489	285	13	type	type	NOUN
ajfti-2489	285	14	of	of	ADP
ajfti-2489	285	15	data	datum	NOUN
ajfti-2489	285	16	individually	individually	ADV
ajfti-2489	285	17	.	.	PUNCT
ajfti-2489	286	1	the	the	DET
ajfti-2489	286	2	study	study	NOUN
ajfti-2489	286	3	also	also	ADV
ajfti-2489	286	4	highlights	highlight	VERB
ajfti-2489	286	5	the	the	DET
ajfti-2489	286	6	lack	lack	NOUN
ajfti-2489	286	7	of	of	ADP
ajfti-2489	286	8	deep	deep	ADJ
ajfti-2489	286	9	learning	learning	NOUN
ajfti-2489	286	10	applications	application	NOUN
ajfti-2489	286	11	in	in	ADP
ajfti-2489	286	12	financial	financial	ADJ
ajfti-2489	286	13	risk	risk	NOUN
ajfti-2489	286	14	prediction	prediction	NOUN
ajfti-2489	286	15	and	and	CCONJ
ajfti-2489	286	16	the	the	DET
ajfti-2489	286	17	potential	potential	ADJ
ajfti-2489	286	18	benefits	benefit	NOUN
ajfti-2489	286	19	of	of	ADP
ajfti-2489	286	20	advanced	advanced	ADJ
ajfti-2489	286	21	methods	method	NOUN
ajfti-2489	286	22	.	.	PUNCT
ajfti-2489	287	1	it	it	PRON
ajfti-2489	287	2	also	also	ADV
ajfti-2489	287	3	calls	call	VERB
ajfti-2489	287	4	for	for	ADP
ajfti-2489	287	5	more	more	ADJ
ajfti-2489	287	6	in	in	ADP
ajfti-2489	287	7	-	-	PUNCT
ajfti-2489	287	8	depth	depth	NOUN
ajfti-2489	287	9	investigation	investigation	NOUN
ajfti-2489	287	10	into	into	ADP
ajfti-2489	287	11	the	the	DET
ajfti-2489	287	12	reliability	reliability	NOUN
ajfti-2489	287	13	of	of	ADP
ajfti-2489	287	14	textual	textual	ADJ
ajfti-2489	287	15	indicators	indicator	NOUN
ajfti-2489	287	16	and	and	CCONJ
ajfti-2489	287	17	the	the	DET
ajfti-2489	287	18	integration	integration	NOUN
ajfti-2489	287	19	of	of	ADP
ajfti-2489	287	20	quantitative	quantitative	ADJ
ajfti-2489	287	21	and	and	CCONJ
ajfti-2489	287	22	qualitative	qualitative	ADJ
ajfti-2489	287	23	research	research	NOUN
ajfti-2489	287	24	methodologies	methodology	NOUN
ajfti-2489	287	25	.	.	PUNCT
ajfti-2489	288	1	references	reference	NOUN
ajfti-2489	288	2	al	al	PROPN
ajfti-2489	288	3	-	-	PUNCT
ajfti-2489	288	4	eitan	eitan	PROPN
ajfti-2489	288	5	,	,	PUNCT
ajfti-2489	288	6	g.	g.	PROPN
ajfti-2489	288	7	n.	n.	PROPN
ajfti-2489	288	8	,	,	PUNCT
ajfti-2489	288	9	&	&	CCONJ
ajfti-2489	288	10	bani	bani	PROPN
ajfti-2489	288	11	-	-	PUNCT
ajfti-2489	288	12	khalid	khalid	PROPN
ajfti-2489	288	13	,	,	PUNCT
ajfti-2489	288	14	t.	t.	PROPN
ajfti-2489	288	15	o.	o.	PROPN
ajfti-2489	288	16	(	(	PUNCT
ajfti-2489	288	17	2019	2019	NUM
ajfti-2489	288	18	)	)	PUNCT
ajfti-2489	288	19	.	.	PUNCT
ajfti-2489	289	1	credit	credit	NOUN
ajfti-2489	289	2	risk	risk	NOUN
ajfti-2489	289	3	and	and	CCONJ
ajfti-2489	289	4	financial	financial	ADJ
ajfti-2489	289	5	performance	performance	NOUN
ajfti-2489	289	6	of	of	ADP
ajfti-2489	289	7	the	the	DET
ajfti-2489	289	8	jordanian	jordanian	ADJ
ajfti-2489	289	9	commercial	commercial	ADJ
ajfti-2489	289	10	banks	bank	NOUN
ajfti-2489	289	11	:	:	PUNCT
ajfti-2489	289	12	a	a	DET
ajfti-2489	289	13	panel	panel	NOUN
ajfti-2489	289	14	data	data	VERB
ajfti-2489	289	15	analysis	analysis	NOUN
ajfti-2489	289	16	.	.	PUNCT
ajfti-2489	290	1	academy	academy	NOUN
ajfti-2489	290	2	of	of	ADP
ajfti-2489	290	3	accounting	accounting	PROPN
ajfti-2489	290	4	and	and	CCONJ
ajfti-2489	290	5	financial	financial	ADJ
ajfti-2489	290	6	studies	study	NOUN
ajfti-2489	290	7	journal	journal	NOUN
ajfti-2489	290	8	,	,	PUNCT
ajfti-2489	290	9	23(5	23(5	NUM
ajfti-2489	290	10	)	)	PUNCT
ajfti-2489	290	11	,	,	PUNCT
ajfti-2489	290	12	1	1	NUM
ajfti-2489	290	13	-	-	SYM
ajfti-2489	290	14	13	13	NUM
ajfti-2489	290	15	.	.	PUNCT
ajfti-2489	290	16	alduais	alduais	PROPN
ajfti-2489	290	17	,	,	PUNCT
ajfti-2489	290	18	f.	f.	PROPN
ajfti-2489	290	19	(	(	PUNCT
ajfti-2489	290	20	2022	2022	NUM
ajfti-2489	290	21	)	)	PUNCT
ajfti-2489	290	22	.	.	PUNCT
ajfti-2489	291	1	textual	textual	ADJ
ajfti-2489	291	2	analysis	analysis	NOUN
ajfti-2489	291	3	of	of	ADP
ajfti-2489	291	4	the	the	DET
ajfti-2489	291	5	annual	annual	ADJ
ajfti-2489	291	6	report	report	NOUN
ajfti-2489	291	7	and	and	CCONJ
ajfti-2489	291	8	corporate	corporate	ADJ
ajfti-2489	291	9	performance	performance	NOUN
ajfti-2489	291	10	:	:	PUNCT
ajfti-2489	291	11	evidence	evidence	NOUN
ajfti-2489	291	12	from	from	ADP
ajfti-2489	291	13	china	china	PROPN
ajfti-2489	291	14	.	.	PUNCT
ajfti-2489	292	1	journal	journal	PROPN
ajfti-2489	292	2	of	of	ADP
ajfti-2489	292	3	financial	financial	ADJ
ajfti-2489	292	4	reporting	reporting	NOUN
ajfti-2489	292	5	and	and	CCONJ
ajfti-2489	292	6	accounting	accounting	NOUN
ajfti-2489	292	7	.	.	PUNCT
ajfti-2489	293	1	arnold	arnold	PROPN
ajfti-2489	293	2	,	,	PUNCT
ajfti-2489	293	3	m.	m.	PROPN
ajfti-2489	293	4	n.	n.	PROPN
ajfti-2489	293	5	g.	g.	PROPN
ajfti-2489	293	6	,	,	PUNCT
ajfti-2489	293	7	balakrishnan	balakrishnan	PROPN
ajfti-2489	293	8	,	,	PUNCT
ajfti-2489	293	9	m.	m.	PROPN
ajfti-2489	293	10	r.	r.	PROPN
ajfti-2489	293	11	,	,	PUNCT
ajfti-2489	293	12	barkbu	barkbu	NOUN
ajfti-2489	293	13	,	,	PUNCT
ajfti-2489	293	14	m.	m.	PROPN
ajfti-2489	293	15	b.	b.	PROPN
ajfti-2489	293	16	b.	b.	PROPN
ajfti-2489	293	17	,	,	PUNCT
ajfti-2489	293	18	davoodi	davoodi	PROPN
ajfti-2489	293	19	,	,	PUNCT
ajfti-2489	293	20	m.	m.	PROPN
ajfti-2489	293	21	h.	h.	PROPN
ajfti-2489	293	22	r.	r.	PROPN
ajfti-2489	293	23	,	,	PUNCT
ajfti-2489	293	24	lagerborg	lagerborg	NOUN
ajfti-2489	293	25	,	,	PUNCT
ajfti-2489	293	26	a.	a.	PROPN
ajfti-2489	293	27	,	,	PUNCT
ajfti-2489	293	28	lam	lam	PROPN
ajfti-2489	293	29	,	,	PUNCT
ajfti-2489	293	30	m.	m.	PROPN
ajfti-2489	293	31	w.	w.	PROPN
ajfti-2489	293	32	r.	r.	PROPN
ajfti-2489	293	33	,	,	PUNCT
ajfti-2489	293	34	medas	medas	PROPN
ajfti-2489	293	35	,	,	PUNCT
ajfti-2489	293	36	m.	m.	NOUN
ajfti-2489	293	37	p.	p.	PROPN
ajfti-2489	293	38	a.	a.	PROPN
ajfti-2489	293	39	,	,	PUNCT
ajfti-2489	293	40	otten	otten	PROPN
ajfti-2489	293	41	,	,	PUNCT
ajfti-2489	293	42	m.	m.	NOUN
ajfti-2489	293	43	j.	j.	PROPN
ajfti-2489	293	44	,	,	PUNCT
ajfti-2489	293	45	rabier	rabier	NOUN
ajfti-2489	293	46	,	,	PUNCT
ajfti-2489	293	47	l.	l.	PROPN
ajfti-2489	293	48	,	,	PUNCT
ajfti-2489	293	49	&	&	CCONJ
ajfti-2489	293	50	roehler	roehler	PROPN
ajfti-2489	293	51	,	,	PUNCT
ajfti-2489	293	52	c.	c.	PROPN
ajfti-2489	293	53	(	(	PUNCT
ajfti-2489	293	54	2022	2022	NUM
ajfti-2489	293	55	)	)	PUNCT
ajfti-2489	293	56	.	.	PUNCT
ajfti-2489	294	1	reforming	reform	VERB
ajfti-2489	294	2	the	the	DET
ajfti-2489	294	3	eu	eu	PROPN
ajfti-2489	294	4	fiscal	fiscal	ADJ
ajfti-2489	294	5	framework	framework	NOUN
ajfti-2489	294	6	:	:	PUNCT
ajfti-2489	294	7	strengthening	strengthen	VERB
ajfti-2489	294	8	the	the	DET
ajfti-2489	294	9	fiscal	fiscal	ADJ
ajfti-2489	294	10	rules	rule	NOUN
ajfti-2489	294	11	and	and	CCONJ
ajfti-2489	294	12	institutions	institution	NOUN
ajfti-2489	294	13	.	.	PUNCT
ajfti-2489	295	1	international	international	ADJ
ajfti-2489	295	2	monetary	monetary	ADJ
ajfti-2489	295	3	fund	fund	PROPN
ajfti-2489	295	4	.	.	PUNCT
ajfti-2489	296	1	bawa	bawa	PROPN
ajfti-2489	296	2	,	,	PUNCT
ajfti-2489	296	3	s.	s.	PROPN
ajfti-2489	296	4	s.	s.	PROPN
ajfti-2489	296	5	(	(	PUNCT
ajfti-2489	296	6	2023	2023	NUM
ajfti-2489	296	7	)	)	PUNCT
ajfti-2489	296	8	.	.	PUNCT
ajfti-2489	297	1	implementing	implement	VERB
ajfti-2489	297	2	text	text	NOUN
ajfti-2489	297	3	analytics	analytic	NOUN
ajfti-2489	297	4	with	with	ADP
ajfti-2489	297	5	enterprise	enterprise	NOUN
ajfti-2489	297	6	resource	resource	NOUN
ajfti-2489	297	7	planning	planning	NOUN
ajfti-2489	297	8	.	.	PUNCT
ajfti-2489	298	1	international	international	ADJ
ajfti-2489	298	2	journal	journal	PROPN
ajfti-2489	298	3	of	of	ADP
ajfti-2489	298	4	simulation	simulation	PROPN
ajfti-2489	298	5	--	--	PUNCT
ajfti-2489	298	6	systems	system	NOUN
ajfti-2489	298	7	,	,	PUNCT
ajfti-2489	298	8	science	science	NOUN
ajfti-2489	298	9	&	&	CCONJ
ajfti-2489	298	10	technology	technology	NOUN
ajfti-2489	298	11	,	,	PUNCT
ajfti-2489	298	12	24(1	24(1	NUM
ajfti-2489	298	13	)	)	PUNCT
ajfti-2489	298	14	.	.	PUNCT
ajfti-2489	299	1	chen	chen	PROPN
ajfti-2489	299	2	,	,	PUNCT
ajfti-2489	299	3	y.	y.	PROPN
ajfti-2489	299	4	,	,	PUNCT
ajfti-2489	299	5	kumara	kumara	PROPN
ajfti-2489	299	6	,	,	PUNCT
ajfti-2489	299	7	e.	e.	PROPN
ajfti-2489	299	8	k.	k.	PROPN
ajfti-2489	299	9	,	,	PUNCT
ajfti-2489	299	10	&	&	CCONJ
ajfti-2489	299	11	sivakumar	sivakumar	PROPN
ajfti-2489	299	12	,	,	PUNCT
ajfti-2489	299	13	v.	v.	PROPN
ajfti-2489	299	14	(	(	PUNCT
ajfti-2489	299	15	2021	2021	NUM
ajfti-2489	299	16	)	)	PUNCT
ajfti-2489	299	17	.	.	PUNCT
ajfti-2489	300	1	investigation	investigation	NOUN
ajfti-2489	300	2	of	of	ADP
ajfti-2489	300	3	finance	finance	NOUN
ajfti-2489	300	4	industry	industry	NOUN
ajfti-2489	300	5	on	on	ADP
ajfti-2489	300	6	risk	risk	NOUN
ajfti-2489	300	7	awareness	awareness	NOUN
ajfti-2489	300	8	model	model	NOUN
ajfti-2489	300	9	and	and	CCONJ
ajfti-2489	300	10	digital	digital	ADJ
ajfti-2489	300	11	economic	economic	ADJ
ajfti-2489	300	12	growth	growth	NOUN
ajfti-2489	300	13	.	.	PUNCT
ajfti-2489	301	1	annals	annal	NOUN
ajfti-2489	301	2	of	of	ADP
ajfti-2489	301	3	operations	operation	NOUN
ajfti-2489	301	4	research	research	NOUN
ajfti-2489	301	5	,	,	PUNCT
ajfti-2489	301	6	1	1	NUM
ajfti-2489	301	7	-	-	SYM
ajfti-2489	301	8	22	22	NUM
ajfti-2489	301	9	.	.	PUNCT
ajfti-2489	302	1	dianova	dianova	PROPN
ajfti-2489	302	2	,	,	PUNCT
ajfti-2489	302	3	a.	a.	PROPN
ajfti-2489	302	4	,	,	PUNCT
ajfti-2489	302	5	&	&	CCONJ
ajfti-2489	302	6	nahumury	nahumury	NOUN
ajfti-2489	302	7	,	,	PUNCT
ajfti-2489	302	8	j.	j.	PROPN
ajfti-2489	302	9	(	(	PUNCT
ajfti-2489	302	10	2019	2019	NUM
ajfti-2489	302	11	)	)	PUNCT
ajfti-2489	302	12	.	.	PUNCT
ajfti-2489	303	1	investigating	investigate	VERB
ajfti-2489	303	2	the	the	DET
ajfti-2489	303	3	effect	effect	NOUN
ajfti-2489	303	4	of	of	ADP
ajfti-2489	303	5	liquidity	liquidity	NOUN
ajfti-2489	303	6	,	,	PUNCT
ajfti-2489	303	7	leverage	leverage	NOUN
ajfti-2489	303	8	,	,	PUNCT
ajfti-2489	303	9	sales	sale	NOUN
ajfti-2489	303	10	growth	growth	NOUN
ajfti-2489	303	11	and	and	CCONJ
ajfti-2489	303	12	good	good	ADJ
ajfti-2489	303	13	corporate	corporate	ADJ
ajfti-2489	303	14	governance	governance	NOUN
ajfti-2489	303	15	on	on	ADP
ajfti-2489	303	16	financial	financial	ADJ
ajfti-2489	303	17	distress	distress	NOUN
ajfti-2489	303	18	.	.	PUNCT
ajfti-2489	304	1	journal	journal	NOUN
ajfti-2489	304	2	of	of	ADP
ajfti-2489	304	3	accounting	accounting	NOUN
ajfti-2489	304	4	and	and	CCONJ
ajfti-2489	304	5	strategic	strategic	ADJ
ajfti-2489	304	6	finance	finance	NOUN
ajfti-2489	304	7	,	,	PUNCT
ajfti-2489	304	8	2(2	2(2	NUM
ajfti-2489	304	9	)	)	PUNCT
ajfti-2489	304	10	,	,	PUNCT
ajfti-2489	304	11	143	143	NUM
ajfti-2489	304	12	-	-	SYM
ajfti-2489	304	13	156	156	NUM
ajfti-2489	304	14	.	.	PUNCT
ajfti-2489	305	1	feyen	feyen	PROPN
ajfti-2489	305	2	,	,	PUNCT
ajfti-2489	305	3	e.	e.	PROPN
ajfti-2489	305	4	,	,	PUNCT
ajfti-2489	305	5	natarajan	natarajan	PROPN
ajfti-2489	305	6	,	,	PUNCT
ajfti-2489	305	7	h.	h.	PROPN
ajfti-2489	305	8	,	,	PUNCT
ajfti-2489	305	9	&	&	CCONJ
ajfti-2489	305	10	saal	saal	PROPN
ajfti-2489	305	11	,	,	PUNCT
ajfti-2489	305	12	m.	m.	NOUN
ajfti-2489	305	13	(	(	PUNCT
ajfti-2489	305	14	2023	2023	NUM
ajfti-2489	305	15	)	)	PUNCT
ajfti-2489	305	16	.	.	PUNCT
ajfti-2489	306	1	fintech	fintech	NOUN
ajfti-2489	306	2	and	and	CCONJ
ajfti-2489	306	3	the	the	DET
ajfti-2489	306	4	future	future	NOUN
ajfti-2489	306	5	of	of	ADP
ajfti-2489	306	6	finance	finance	NOUN
ajfti-2489	306	7	:	:	PUNCT
ajfti-2489	306	8	market	market	NOUN
ajfti-2489	306	9	and	and	CCONJ
ajfti-2489	306	10	policy	policy	NOUN
ajfti-2489	306	11	implications	implication	NOUN
ajfti-2489	306	12	.	.	PUNCT
ajfti-2489	307	1	world	world	PROPN
ajfti-2489	307	2	bank	bank	PROPN
ajfti-2489	307	3	publications	publication	NOUN
ajfti-2489	307	4	.	.	PUNCT
ajfti-2489	308	1	humphreys	humphreys	PROPN
ajfti-2489	308	2	,	,	PUNCT
ajfti-2489	308	3	a.	a.	PROPN
ajfti-2489	308	4	,	,	PUNCT
ajfti-2489	308	5	&	&	CCONJ
ajfti-2489	308	6	wang	wang	PROPN
ajfti-2489	308	7	,	,	PUNCT
ajfti-2489	308	8	r.	r.	PROPN
ajfti-2489	308	9	j.-h	j.-h	PROPN
ajfti-2489	308	10	.	.	PUNCT
ajfti-2489	309	1	(	(	PUNCT
ajfti-2489	309	2	2018	2018	NUM
ajfti-2489	309	3	)	)	PUNCT
ajfti-2489	309	4	.	.	PUNCT
ajfti-2489	310	1	automated	automate	VERB
ajfti-2489	310	2	text	text	NOUN
ajfti-2489	310	3	analysis	analysis	NOUN
ajfti-2489	310	4	for	for	ADP
ajfti-2489	310	5	consumer	consumer	NOUN
ajfti-2489	310	6	research	research	NOUN
ajfti-2489	310	7	.	.	PUNCT
ajfti-2489	311	1	journal	journal	NOUN
ajfti-2489	311	2	of	of	ADP
ajfti-2489	311	3	consumer	consumer	NOUN
ajfti-2489	311	4	research	research	NOUN
ajfti-2489	311	5	,	,	PUNCT
ajfti-2489	311	6	44(6	44(6	NOUN
ajfti-2489	311	7	)	)	PUNCT
ajfti-2489	311	8	,	,	PUNCT
ajfti-2489	311	9	1274	1274	NUM
ajfti-2489	311	10	-	-	SYM
ajfti-2489	311	11	1306	1306	NUM
ajfti-2489	311	12	.	.	PUNCT
ajfti-2489	312	1	iqbal	iqbal	PROPN
ajfti-2489	312	2	,	,	PUNCT
ajfti-2489	312	3	j.	j.	PROPN
ajfti-2489	312	4	,	,	PUNCT
ajfti-2489	312	5	&	&	CCONJ
ajfti-2489	312	6	riaz	riaz	PROPN
ajfti-2489	312	7	,	,	PUNCT
ajfti-2489	312	8	k.	k.	PROPN
ajfti-2489	312	9	(	(	PUNCT
ajfti-2489	312	10	2021	2021	NUM
ajfti-2489	312	11	)	)	PUNCT
ajfti-2489	312	12	.	.	PUNCT
ajfti-2489	313	1	predicting	predict	VERB
ajfti-2489	313	2	future	future	ADJ
ajfti-2489	313	3	financial	financial	ADJ
ajfti-2489	313	4	performance	performance	NOUN
ajfti-2489	313	5	of	of	ADP
ajfti-2489	313	6	banks	bank	NOUN
ajfti-2489	313	7	from	from	ADP
ajfti-2489	313	8	management	management	NOUN
ajfti-2489	313	9	’s	’s	PART
ajfti-2489	313	10	tone	tone	NOUN
ajfti-2489	313	11	in	in	ADP
ajfti-2489	313	12	the	the	DET
ajfti-2489	313	13	textual	textual	ADJ
ajfti-2489	313	14	disclosures	disclosure	NOUN
ajfti-2489	313	15	.	.	PUNCT
ajfti-2489	314	1	quality	quality	NOUN
ajfti-2489	314	2	&	&	CCONJ
ajfti-2489	314	3	quantity	quantity	NOUN
ajfti-2489	314	4	,	,	PUNCT
ajfti-2489	314	5	1	1	NUM
ajfti-2489	314	6	-	-	SYM
ajfti-2489	314	7	31	31	NUM
ajfti-2489	314	8	.	.	PUNCT
ajfti-2489	315	1	karas	karas	PROPN
ajfti-2489	315	2	,	,	PUNCT
ajfti-2489	315	3	m.	m.	NOUN
ajfti-2489	315	4	,	,	PUNCT
ajfti-2489	315	5	&	&	CCONJ
ajfti-2489	315	6	režňáková	režňáková	PROPN
ajfti-2489	315	7	,	,	PUNCT
ajfti-2489	315	8	m.	m.	NOUN
ajfti-2489	315	9	(	(	PUNCT
ajfti-2489	315	10	2020	2020	NUM
ajfti-2489	315	11	)	)	PUNCT
ajfti-2489	315	12	.	.	PUNCT
ajfti-2489	316	1	cash	cash	NOUN
ajfti-2489	316	2	flows	flow	VERB
ajfti-2489	316	3	indicators	indicator	NOUN
ajfti-2489	316	4	in	in	ADP
ajfti-2489	316	5	the	the	DET
ajfti-2489	316	6	prediction	prediction	NOUN
ajfti-2489	316	7	of	of	ADP
ajfti-2489	316	8	financial	financial	ADJ
ajfti-2489	316	9	distress	distress	NOUN
ajfti-2489	316	10	.	.	PUNCT
ajfti-2489	317	1	engineering	engineering	NOUN
ajfti-2489	317	2	economics	economic	NOUN
ajfti-2489	317	3	,	,	PUNCT
ajfti-2489	317	4	31(5	31(5	NUM
ajfti-2489	317	5	)	)	PUNCT
ajfti-2489	317	6	,	,	PUNCT
ajfti-2489	317	7	525	525	NUM
ajfti-2489	317	8	-	-	SYM
ajfti-2489	317	9	535	535	NUM
ajfti-2489	317	10	.	.	PUNCT
ajfti-2489	318	1	mai	mai	PROPN
ajfti-2489	318	2	,	,	PUNCT
ajfti-2489	318	3	f.	f.	PROPN
ajfti-2489	318	4	,	,	PUNCT
ajfti-2489	318	5	tian	tian	PROPN
ajfti-2489	318	6	,	,	PUNCT
ajfti-2489	318	7	s.	s.	PROPN
ajfti-2489	318	8	,	,	PUNCT
ajfti-2489	318	9	lee	lee	PROPN
ajfti-2489	318	10	,	,	PUNCT
ajfti-2489	318	11	c.	c.	PROPN
ajfti-2489	318	12	,	,	PUNCT
ajfti-2489	318	13	&	&	CCONJ
ajfti-2489	318	14	ma	ma	PROPN
ajfti-2489	318	15	,	,	PUNCT
ajfti-2489	318	16	l.	l.	PROPN
ajfti-2489	318	17	(	(	PUNCT
ajfti-2489	318	18	2019	2019	NUM
ajfti-2489	318	19	)	)	PUNCT
ajfti-2489	318	20	.	.	PUNCT
ajfti-2489	319	1	deep	deep	ADJ
ajfti-2489	319	2	learning	learning	NOUN
ajfti-2489	319	3	models	model	NOUN
ajfti-2489	319	4	for	for	ADP
ajfti-2489	319	5	bankruptcy	bankruptcy	NOUN
ajfti-2489	319	6	prediction	prediction	NOUN
ajfti-2489	319	7	using	use	VERB
ajfti-2489	319	8	textual	textual	ADJ
ajfti-2489	319	9	disclosures	disclosure	NOUN
ajfti-2489	319	10	.	.	PUNCT
ajfti-2489	320	1	european	european	PROPN
ajfti-2489	320	2	journal	journal	PROPN
ajfti-2489	320	3	of	of	ADP
ajfti-2489	320	4	operational	operational	ADJ
ajfti-2489	320	5	research	research	NOUN
ajfti-2489	320	6	,	,	PUNCT
ajfti-2489	320	7	274(2	274(2	NUM
ajfti-2489	320	8	)	)	PUNCT
ajfti-2489	320	9	,	,	PUNCT
ajfti-2489	320	10	743	743	NUM
ajfti-2489	320	11	-	-	SYM
ajfti-2489	320	12	758	758	NUM
ajfti-2489	320	13	.	.	PUNCT
ajfti-2489	321	1	maisharoh	maisharoh	NOUN
ajfti-2489	321	2	,	,	PUNCT
ajfti-2489	321	3	t.	t.	PROPN
ajfti-2489	321	4	,	,	PUNCT
ajfti-2489	321	5	&	&	CCONJ
ajfti-2489	321	6	riyanto	riyanto	PROPN
ajfti-2489	321	7	,	,	PUNCT
ajfti-2489	321	8	s.	s.	PROPN
ajfti-2489	321	9	(	(	PUNCT
ajfti-2489	321	10	2020	2020	NUM
ajfti-2489	321	11	)	)	PUNCT
ajfti-2489	321	12	.	.	PUNCT
ajfti-2489	322	1	financial	financial	ADJ
ajfti-2489	322	2	statements	statement	NOUN
ajfti-2489	322	3	analysis	analysis	NOUN
ajfti-2489	322	4	in	in	ADP
ajfti-2489	322	5	measuring	measure	VERB
ajfti-2489	322	6	financial	financial	ADJ
ajfti-2489	322	7	performance	performance	NOUN
ajfti-2489	322	8	of	of	ADP
ajfti-2489	322	9	the	the	DET
ajfti-2489	322	10	pt	pt	PROPN
ajfti-2489	322	11	.	.	PROPN
ajfti-2489	322	12	mayora	mayora	PROPN
ajfti-2489	322	13	indah	indah	PROPN
ajfti-2489	322	14	tbk	tbk	PROPN
ajfti-2489	322	15	,	,	PUNCT
ajfti-2489	322	16	period	period	NOUN
ajfti-2489	322	17	2014	2014	NUM
ajfti-2489	322	18	-	-	SYM
ajfti-2489	322	19	2018	2018	NUM
ajfti-2489	322	20	.	.	PUNCT
ajfti-2489	323	1	journal	journal	PROPN
ajfti-2489	323	2	of	of	ADP
ajfti-2489	323	3	contemporary	contemporary	ADJ
ajfti-2489	323	4	information	information	NOUN
ajfti-2489	323	5	technology	technology	NOUN
ajfti-2489	323	6	,	,	PUNCT
ajfti-2489	323	7	management	management	NOUN
ajfti-2489	323	8	,	,	PUNCT
ajfti-2489	323	9	and	and	CCONJ
ajfti-2489	323	10	accounting	accounting	NOUN
ajfti-2489	323	11	,	,	PUNCT
ajfti-2489	323	12	1(2	1(2	NUM
ajfti-2489	323	13	)	)	PUNCT
ajfti-2489	323	14	,	,	PUNCT
ajfti-2489	323	15	63	63	NUM
ajfti-2489	323	16	-	-	SYM
ajfti-2489	323	17	71	71	NUM
ajfti-2489	323	18	.	.	PUNCT
ajfti-2489	324	1	malekloo	malekloo	VERB
ajfti-2489	324	2	,	,	PUNCT
ajfti-2489	324	3	a.	a.	NOUN
ajfti-2489	324	4	,	,	PUNCT
ajfti-2489	324	5	ozer	ozer	NOUN
ajfti-2489	324	6	,	,	PUNCT
ajfti-2489	324	7	e.	e.	PROPN
ajfti-2489	324	8	,	,	PUNCT
ajfti-2489	324	9	alhamaydeh	alhamaydeh	PROPN
ajfti-2489	324	10	,	,	PUNCT
ajfti-2489	324	11	m.	m.	NOUN
ajfti-2489	324	12	,	,	PUNCT
ajfti-2489	324	13	&	&	CCONJ
ajfti-2489	324	14	girolami	girolami	PROPN
ajfti-2489	324	15	,	,	PUNCT
ajfti-2489	324	16	m.	m.	NOUN
ajfti-2489	324	17	(	(	PUNCT
ajfti-2489	324	18	2022	2022	NUM
ajfti-2489	324	19	)	)	PUNCT
ajfti-2489	324	20	.	.	PUNCT
ajfti-2489	325	1	machine	machine	NOUN
ajfti-2489	325	2	learning	learning	NOUN
ajfti-2489	325	3	and	and	CCONJ
ajfti-2489	325	4	structural	structural	ADJ
ajfti-2489	325	5	health	health	NOUN
ajfti-2489	325	6	monitoring	monitoring	NOUN
ajfti-2489	325	7	overview	overview	NOUN
ajfti-2489	325	8	with	with	ADP
ajfti-2489	325	9	emerging	emerge	VERB
ajfti-2489	325	10	technology	technology	NOUN
ajfti-2489	325	11	and	and	CCONJ
ajfti-2489	325	12	high	high	ADJ
ajfti-2489	325	13	-	-	PUNCT
ajfti-2489	325	14	dimensional	dimensional	ADJ
ajfti-2489	325	15	data	datum	NOUN
ajfti-2489	325	16	source	source	NOUN
ajfti-2489	325	17	highlights	highlight	NOUN
ajfti-2489	325	18	.	.	PUNCT
ajfti-2489	326	1	structural	structural	ADJ
ajfti-2489	326	2	health	health	NOUN
ajfti-2489	326	3	monitoring	monitoring	NOUN
ajfti-2489	326	4	,	,	PUNCT
ajfti-2489	326	5	21(4	21(4	NUM
ajfti-2489	326	6	)	)	PUNCT
ajfti-2489	326	7	,	,	PUNCT
ajfti-2489	326	8	1906	1906	NUM
ajfti-2489	326	9	-	-	SYM
ajfti-2489	326	10	1955	1955	NUM
ajfti-2489	326	11	.	.	PUNCT
ajfti-2489	327	1	mashrur	mashrur	PROPN
ajfti-2489	327	2	,	,	PUNCT
ajfti-2489	327	3	a.	a.	PROPN
ajfti-2489	327	4	,	,	PUNCT
ajfti-2489	327	5	luo	luo	PROPN
ajfti-2489	327	6	,	,	PUNCT
ajfti-2489	327	7	w.	w.	PROPN
ajfti-2489	327	8	,	,	PUNCT
ajfti-2489	327	9	zaidi	zaidi	PROPN
ajfti-2489	327	10	,	,	PUNCT
ajfti-2489	327	11	n.	n.	NOUN
ajfti-2489	327	12	,	,	PUNCT
ajfti-2489	327	13	&	&	CCONJ
ajfti-2489	327	14	robles	robles	PROPN
ajfti-2489	327	15	-	-	PUNCT
ajfti-2489	327	16	kelly	kelly	PROPN
ajfti-2489	327	17	,	,	PUNCT
ajfti-2489	327	18	a.	a.	NOUN
ajfti-2489	327	19	(	(	PUNCT
ajfti-2489	327	20	2020	2020	NUM
ajfti-2489	327	21	)	)	PUNCT
ajfti-2489	327	22	.	.	PUNCT
ajfti-2489	328	1	machine	machine	NOUN
ajfti-2489	328	2	learning	learn	VERB
ajfti-2489	328	3	for	for	ADP
ajfti-2489	328	4	financial	financial	ADJ
ajfti-2489	328	5	risk	risk	NOUN
ajfti-2489	328	6	management	management	NOUN
ajfti-2489	328	7	:	:	PUNCT
ajfti-2489	328	8	a	a	DET
ajfti-2489	328	9	survey	survey	NOUN
ajfti-2489	328	10	.	.	PUNCT
ajfti-2489	329	1	ieee	ieee	NOUN
ajfti-2489	329	2	access	access	NOUN
ajfti-2489	329	3	,	,	PUNCT
ajfti-2489	329	4	8	8	NUM
ajfti-2489	329	5	,	,	PUNCT
ajfti-2489	329	6	203203	203203	NUM
ajfti-2489	329	7	-	-	SYM
ajfti-2489	329	8	203223	203223	NUM
ajfti-2489	329	9	.	.	PUNCT
ajfti-2489	330	1	https://doi	https://doi	PROPN
ajfti-2489	330	2	.	.	PUNCT
ajfti-2489	330	3	org/10.1109	org/10.1109	PROPN
ajfti-2489	330	4	/	/	SYM
ajfti-2489	330	5	access.2020.3036322	access.2020.3036322	PROPN
ajfti-2489	330	6	metaxa	metaxa	NOUN
ajfti-2489	330	7	,	,	PUNCT
ajfti-2489	330	8	d.	d.	PROPN
ajfti-2489	330	9	,	,	PUNCT
ajfti-2489	330	10	park	park	PROPN
ajfti-2489	330	11	,	,	PUNCT
ajfti-2489	330	12	j.	j.	PROPN
ajfti-2489	330	13	s.	s.	PROPN
ajfti-2489	330	14	,	,	PUNCT
ajfti-2489	330	15	robertson	robertson	PROPN
ajfti-2489	330	16	,	,	PUNCT
ajfti-2489	330	17	r.	r.	PROPN
ajfti-2489	330	18	e.	e.	PROPN
ajfti-2489	330	19	,	,	PUNCT
ajfti-2489	330	20	karahalios	karahalios	PROPN
ajfti-2489	330	21	,	,	PUNCT
ajfti-2489	330	22	k.	k.	PROPN
ajfti-2489	330	23	,	,	PUNCT
ajfti-2489	330	24	wilson	wilson	PROPN
ajfti-2489	330	25	,	,	PUNCT
ajfti-2489	330	26	c.	c.	PROPN
ajfti-2489	330	27	,	,	PUNCT
ajfti-2489	330	28	hancock	hancock	PROPN
ajfti-2489	330	29	,	,	PUNCT
ajfti-2489	330	30	j.	j.	PROPN
ajfti-2489	330	31	,	,	PUNCT
ajfti-2489	330	32	&	&	CCONJ
ajfti-2489	330	33	sandvig	sandvig	PROPN
ajfti-2489	330	34	,	,	PUNCT
ajfti-2489	330	35	c.	c.	PROPN
ajfti-2489	330	36	(	(	PUNCT
ajfti-2489	330	37	2021	2021	NUM
ajfti-2489	330	38	)	)	PUNCT
ajfti-2489	330	39	.	.	PUNCT
ajfti-2489	331	1	auditing	audit	VERB
ajfti-2489	331	2	algorithms	algorithm	NOUN
ajfti-2489	331	3	:	:	PUNCT
ajfti-2489	331	4	understanding	understand	VERB
ajfti-2489	331	5	algorithmic	algorithmic	ADJ
ajfti-2489	331	6	systems	system	NOUN
ajfti-2489	331	7	from	from	ADP
ajfti-2489	331	8	the	the	DET
ajfti-2489	331	9	outside	outside	NOUN
ajfti-2489	331	10	in	in	ADP
ajfti-2489	331	11	.	.	PUNCT
ajfti-2489	332	1	foundations	foundation	NOUN
ajfti-2489	332	2	and	and	CCONJ
ajfti-2489	332	3	trends	trend	NOUN
ajfti-2489	332	4	®	®	NOUN
ajfti-2489	332	5	in	in	ADP
ajfti-2489	332	6	human	human	ADJ
ajfti-2489	332	7	–	–	PUNCT
ajfti-2489	332	8	computer	computer	NOUN
ajfti-2489	332	9	interaction	interaction	NOUN
ajfti-2489	332	10	,	,	PUNCT
ajfti-2489	332	11	14(4	14(4	NUM
ajfti-2489	332	12	)	)	PUNCT
ajfti-2489	332	13	,	,	PUNCT
ajfti-2489	332	14	272	272	NUM
ajfti-2489	332	15	-	-	SYM
ajfti-2489	332	16	344	344	NUM
ajfti-2489	332	17	.	.	PUNCT
ajfti-2489	333	1	mohamed	mohamed	PROPN
ajfti-2489	333	2	,	,	PUNCT
ajfti-2489	333	3	m.	m.	NOUN
ajfti-2489	333	4	i.	i.	PROPN
ajfti-2489	333	5	(	(	PUNCT
ajfti-2489	333	6	2022	2022	NUM
ajfti-2489	333	7	)	)	PUNCT
ajfti-2489	333	8	.	.	PUNCT
ajfti-2489	334	1	effects	effect	NOUN
ajfti-2489	334	2	of	of	ADP
ajfti-2489	334	3	credit	credit	NOUN
ajfti-2489	334	4	risk	risk	NOUN
ajfti-2489	334	5	rating	rating	NOUN
ajfti-2489	334	6	on	on	ADP
ajfti-2489	334	7	the	the	DET
ajfti-2489	334	8	firm	firm	ADJ
ajfti-2489	334	9	value	value	NOUN
ajfti-2489	334	10	of	of	ADP
ajfti-2489	334	11	listed	list	VERB
ajfti-2489	334	12	commercial	commercial	ADJ
ajfti-2489	334	13	banks	bank	NOUN
ajfti-2489	334	14	in	in	ADP
ajfti-2489	334	15	kenya	kenya	PROPN
ajfti-2489	334	16	kemu	kemu	PROPN
ajfti-2489	334	17	]	]	PUNCT
ajfti-2489	334	18	.	.	PUNCT
ajfti-2489	335	1	neale	neale	PROPN
ajfti-2489	335	2	,	,	PUNCT
ajfti-2489	335	3	b.	b.	PROPN
ajfti-2489	335	4	(	(	PUNCT
ajfti-2489	335	5	2021	2021	NUM
ajfti-2489	335	6	)	)	PUNCT
ajfti-2489	335	7	.	.	PUNCT
ajfti-2489	336	1	the	the	DET
ajfti-2489	336	2	craft	craft	NOUN
ajfti-2489	336	3	of	of	ADP
ajfti-2489	336	4	qualitative	qualitative	ADJ
ajfti-2489	336	5	longitudinal	longitudinal	ADJ
ajfti-2489	336	6	research	research	NOUN
ajfti-2489	336	7	:	:	PUNCT
ajfti-2489	336	8	the	the	DET
ajfti-2489	336	9	craft	craft	NOUN
ajfti-2489	336	10	of	of	ADP
ajfti-2489	336	11	researching	research	VERB
ajfti-2489	336	12	lives	live	VERB
ajfti-2489	336	13	through	through	ADP
ajfti-2489	336	14	time	time	NOUN
ajfti-2489	336	15	.	.	PUNCT
ajfti-2489	337	1	sage	sage	NOUN
ajfti-2489	337	2	.	.	PUNCT
ajfti-2489	338	1	nukala	nukala	PROPN
ajfti-2489	338	2	,	,	PUNCT
ajfti-2489	338	3	v.	v.	PROPN
ajfti-2489	338	4	b.	b.	PROPN
ajfti-2489	338	5	,	,	PUNCT
ajfti-2489	338	6	&	&	CCONJ
ajfti-2489	338	7	prasada	prasada	PROPN
ajfti-2489	338	8	rao	rao	PROPN
ajfti-2489	338	9	,	,	PUNCT
ajfti-2489	338	10	s.	s.	PROPN
ajfti-2489	338	11	(	(	PUNCT
ajfti-2489	338	12	2021	2021	NUM
ajfti-2489	338	13	)	)	PUNCT
ajfti-2489	338	14	.	.	PUNCT
ajfti-2489	339	1	role	role	NOUN
ajfti-2489	339	2	of	of	ADP
ajfti-2489	339	3	debt	debt	NOUN
ajfti-2489	339	4	-	-	PUNCT
ajfti-2489	339	5	toequity	toequity	NOUN
ajfti-2489	339	6	ratio	ratio	NOUN
ajfti-2489	339	7	in	in	ADP
ajfti-2489	339	8	project	project	NOUN
ajfti-2489	339	9	investment	investment	NOUN
ajfti-2489	339	10	valuation	valuation	NOUN
ajfti-2489	339	11	,	,	PUNCT
ajfti-2489	339	12	assessing	assess	VERB
ajfti-2489	339	13	risk	risk	NOUN
ajfti-2489	339	14	and	and	CCONJ
ajfti-2489	339	15	return	return	VERB
ajfti-2489	339	16	in	in	ADP
ajfti-2489	339	17	capital	capital	NOUN
ajfti-2489	339	18	markets	market	NOUN
ajfti-2489	339	19	.	.	PUNCT
ajfti-2489	340	1	future	future	ADJ
ajfti-2489	340	2	business	business	NOUN
ajfti-2489	340	3	journal	journal	NOUN
ajfti-2489	340	4	,	,	PUNCT
ajfti-2489	340	5	7(1	7(1	NUM
ajfti-2489	340	6	)	)	PUNCT
ajfti-2489	340	7	,	,	PUNCT
ajfti-2489	340	8	13	13	NUM
ajfti-2489	340	9	.	.	PUNCT
ajfti-2489	341	1	peng	peng	PROPN
ajfti-2489	341	2	,	,	PUNCT
ajfti-2489	341	3	x.	x.	PROPN
ajfti-2489	341	4	,	,	PUNCT
ajfti-2489	341	5	&	&	CCONJ
ajfti-2489	341	6	huang	huang	PROPN
ajfti-2489	341	7	,	,	PUNCT
ajfti-2489	341	8	h.	h.	PROPN
ajfti-2489	341	9	(	(	PUNCT
ajfti-2489	341	10	2020	2020	NUM
ajfti-2489	341	11	)	)	PUNCT
ajfti-2489	341	12	.	.	PUNCT
ajfti-2489	342	1	fuzzy	fuzzy	ADJ
ajfti-2489	342	2	decision	decision	NOUN
ajfti-2489	342	3	making	make	VERB
ajfti-2489	342	4	method	method	NOUN
ajfti-2489	342	5	based	base	VERB
ajfti-2489	342	6	on	on	ADP
ajfti-2489	342	7	cocoso	cocoso	NOUN
ajfti-2489	342	8	with	with	ADP
ajfti-2489	342	9	critic	critic	NOUN
ajfti-2489	342	10	for	for	ADP
ajfti-2489	342	11	financial	financial	ADJ
ajfti-2489	342	12	risk	risk	NOUN
ajfti-2489	342	13	evaluation	evaluation	NOUN
ajfti-2489	342	14	.	.	PUNCT
ajfti-2489	343	1	technological	technological	ADJ
ajfti-2489	343	2	and	and	CCONJ
ajfti-2489	343	3	economic	economic	ADJ
ajfti-2489	343	4	development	development	NOUN
ajfti-2489	343	5	of	of	ADP
ajfti-2489	343	6	economy	economy	NOUN
ajfti-2489	343	7	,	,	PUNCT
ajfti-2489	343	8	26(4	26(4	NUM
ajfti-2489	343	9	)	)	PUNCT
ajfti-2489	343	10	,	,	PUNCT
ajfti-2489	343	11	695	695	NUM
ajfti-2489	343	12	-	-	SYM
ajfti-2489	343	13	724	724	NUM
ajfti-2489	343	14	.	.	PUNCT
ajfti-2489	344	1	phan	phan	PROPN
ajfti-2489	344	2	,	,	PUNCT
ajfti-2489	344	3	d.	d.	PROPN
ajfti-2489	344	4	,	,	PUNCT
ajfti-2489	344	5	joshi	joshi	PROPN
ajfti-2489	344	6	,	,	PUNCT
ajfti-2489	344	7	m.	m.	NOUN
ajfti-2489	344	8	,	,	PUNCT
ajfti-2489	344	9	&	&	CCONJ
ajfti-2489	344	10	mascitelli	mascitelli	PROPN
ajfti-2489	344	11	,	,	PUNCT
ajfti-2489	344	12	b.	b.	PROPN
ajfti-2489	344	13	(	(	PUNCT
ajfti-2489	344	14	2018	2018	NUM
ajfti-2489	344	15	)	)	PUNCT
ajfti-2489	344	16	.	.	PUNCT
ajfti-2489	345	1	what	what	PRON
ajfti-2489	345	2	influences	influence	VERB
ajfti-2489	345	3	the	the	DET
ajfti-2489	345	4	willingness	willingness	NOUN
ajfti-2489	345	5	of	of	ADP
ajfti-2489	345	6	vietnamese	vietnamese	ADJ
ajfti-2489	345	7	accountants	accountant	NOUN
ajfti-2489	345	8	to	to	PART
ajfti-2489	345	9	adopt	adopt	VERB
ajfti-2489	345	10	international	international	ADJ
ajfti-2489	345	11	financial	financial	ADJ
ajfti-2489	345	12	reporting	reporting	NOUN
ajfti-2489	345	13	standards	standard	NOUN
ajfti-2489	345	14	(	(	PUNCT
ajfti-2489	345	15	ifrs	ifrs	PROPN
ajfti-2489	345	16	)	)	PUNCT
ajfti-2489	345	17	by	by	ADP
ajfti-2489	345	18	2025	2025	NUM
ajfti-2489	345	19	?	?	PUNCT
ajfti-2489	346	1	asian	asian	ADJ
ajfti-2489	346	2	review	review	NOUN
ajfti-2489	346	3	of	of	ADP
ajfti-2489	346	4	accounting	accounting	NOUN
ajfti-2489	346	5	,	,	PUNCT
ajfti-2489	346	6	26(2	26(2	NUM
ajfti-2489	346	7	)	)	PUNCT
ajfti-2489	346	8	,	,	PUNCT
ajfti-2489	346	9	225247	225247	NUM
ajfti-2489	346	10	.	.	PUNCT
ajfti-2489	347	1	platonova	platonova	PROPN
ajfti-2489	347	2	,	,	PUNCT
ajfti-2489	347	3	e.	e.	PROPN
ajfti-2489	347	4	,	,	PUNCT
ajfti-2489	347	5	asutay	asutay	VERB
ajfti-2489	347	6	,	,	PUNCT
ajfti-2489	347	7	m.	m.	NOUN
ajfti-2489	347	8	,	,	PUNCT
ajfti-2489	347	9	dixon	dixon	PROPN
ajfti-2489	347	10	,	,	PUNCT
ajfti-2489	347	11	r.	r.	PROPN
ajfti-2489	347	12	,	,	PUNCT
ajfti-2489	347	13	&	&	CCONJ
ajfti-2489	347	14	mohammad	mohammad	PROPN
ajfti-2489	347	15	,	,	PUNCT
ajfti-2489	347	16	s.	s.	PROPN
ajfti-2489	347	17	(	(	PUNCT
ajfti-2489	347	18	2018	2018	NUM
ajfti-2489	347	19	)	)	PUNCT
ajfti-2489	347	20	.	.	PUNCT
ajfti-2489	348	1	the	the	DET
ajfti-2489	348	2	impact	impact	NOUN
ajfti-2489	348	3	of	of	ADP
ajfti-2489	348	4	corporate	corporate	ADJ
ajfti-2489	348	5	social	social	ADJ
ajfti-2489	348	6	responsibility	responsibility	NOUN
ajfti-2489	348	7	disclosure	disclosure	NOUN
ajfti-2489	348	8	on	on	ADP
ajfti-2489	348	9	financial	financial	ADJ
ajfti-2489	348	10	performance	performance	NOUN
ajfti-2489	348	11	:	:	PUNCT
ajfti-2489	348	12	evidence	evidence	NOUN
ajfti-2489	348	13	from	from	ADP
ajfti-2489	348	14	the	the	DET
ajfti-2489	348	15	gcc	gcc	NOUN
ajfti-2489	348	16	islamic	islamic	ADJ
ajfti-2489	348	17	banking	banking	NOUN
ajfti-2489	348	18	sector	sector	NOUN
ajfti-2489	348	19	.	.	PUNCT
ajfti-2489	349	1	journal	journal	PROPN
ajfti-2489	349	2	of	of	ADP
ajfti-2489	349	3	business	business	NOUN
ajfti-2489	349	4	ethics	ethic	NOUN
ajfti-2489	349	5	,	,	PUNCT
ajfti-2489	349	6	151	151	NUM
ajfti-2489	349	7	,	,	PUNCT
ajfti-2489	349	8	451	451	NUM
ajfti-2489	349	9	-	-	SYM
ajfti-2489	349	10	471	471	NUM
ajfti-2489	349	11	.	.	PUNCT
ajfti-2489	350	1	pa	pa	PROPN
ajfti-2489	350	2	ge	ge	PROPN
ajfti-2489	350	3	24	24	NUM
ajfti-2489	350	4	https://journals.e-palli.com/home/index.php/ajfti	https://journals.e-palli.com/home/index.php/ajfti	PROPN
ajfti-2489	350	5	am	be	AUX
ajfti-2489	350	6	.	.	PUNCT
ajfti-2489	351	1	j.	j.	PROPN
ajfti-2489	351	2	financ	financ	PROPN
ajfti-2489	351	3	.	.	PUNCT
ajfti-2489	352	1	technol	technol	PROPN
ajfti-2489	352	2	.	.	PUNCT
ajfti-2489	352	3	innov	innov	PROPN
ajfti-2489	352	4	.	.	PUNCT
ajfti-2489	353	1	2(1	2(1	NUM
ajfti-2489	353	2	)	)	PUNCT
ajfti-2489	353	3	15	15	NUM
ajfti-2489	353	4	-	-	SYM
ajfti-2489	353	5	24	24	NUM
ajfti-2489	353	6	,	,	PUNCT
ajfti-2489	353	7	2024	2024	NUM
ajfti-2489	353	8	stephany	stephany	PROPN
ajfti-2489	353	9	,	,	PUNCT
ajfti-2489	353	10	f.	f.	PROPN
ajfti-2489	353	11	,	,	PUNCT
ajfti-2489	353	12	stoehr	stoehr	NOUN
ajfti-2489	353	13	,	,	PUNCT
ajfti-2489	353	14	n.	n.	NOUN
ajfti-2489	353	15	,	,	PUNCT
ajfti-2489	353	16	darius	darius	PROPN
ajfti-2489	353	17	,	,	PUNCT
ajfti-2489	353	18	p.	p.	PROPN
ajfti-2489	353	19	,	,	PUNCT
ajfti-2489	353	20	neuhäuser	neuhäuser	PROPN
ajfti-2489	353	21	,	,	PUNCT
ajfti-2489	353	22	l.	l.	PROPN
ajfti-2489	353	23	,	,	PUNCT
ajfti-2489	353	24	teutloff	teutloff	ADV
ajfti-2489	353	25	,	,	PUNCT
ajfti-2489	353	26	o.	o.	PROPN
ajfti-2489	353	27	,	,	PUNCT
ajfti-2489	353	28	&	&	CCONJ
ajfti-2489	353	29	braesemann	braesemann	PROPN
ajfti-2489	353	30	,	,	PUNCT
ajfti-2489	353	31	f.	f.	PROPN
ajfti-2489	353	32	(	(	PUNCT
ajfti-2489	353	33	2020	2020	NUM
ajfti-2489	353	34	)	)	PUNCT
ajfti-2489	353	35	.	.	PUNCT
ajfti-2489	354	1	the	the	DET
ajfti-2489	354	2	coriskindex	coriskindex	NOUN
ajfti-2489	354	3	:	:	PUNCT
ajfti-2489	354	4	a	a	DET
ajfti-2489	354	5	data	data	NOUN
ajfti-2489	354	6	-	-	PUNCT
ajfti-2489	354	7	mining	mining	NOUN
ajfti-2489	354	8	approach	approach	NOUN
ajfti-2489	354	9	to	to	PART
ajfti-2489	354	10	identify	identify	VERB
ajfti-2489	354	11	industryspecific	industryspecific	ADJ
ajfti-2489	354	12	risk	risk	NOUN
ajfti-2489	354	13	assessments	assessment	NOUN
ajfti-2489	354	14	related	relate	VERB
ajfti-2489	354	15	to	to	ADP
ajfti-2489	354	16	covid-19	covid-19	PROPN
ajfti-2489	354	17	in	in	ADP
ajfti-2489	354	18	realtime	realtime	NOUN
ajfti-2489	354	19	.	.	PUNCT
ajfti-2489	355	1	arxiv	arxiv	PROPN
ajfti-2489	355	2	preprint	preprint	NOUN
ajfti-2489	355	3	arxiv:2003.12432	arxiv:2003.12432	PROPN
ajfti-2489	355	4	.	.	PUNCT
ajfti-2489	356	1	swanepoel	swanepoel	PROPN
ajfti-2489	356	2	,	,	PUNCT
ajfti-2489	356	3	m.	m.	NOUN
ajfti-2489	356	4	(	(	PUNCT
ajfti-2489	356	5	2018	2018	NUM
ajfti-2489	356	6	)	)	PUNCT
ajfti-2489	356	7	.	.	PUNCT
ajfti-2489	357	1	the	the	DET
ajfti-2489	357	2	development	development	NOUN
ajfti-2489	357	3	of	of	ADP
ajfti-2489	357	4	an	an	DET
ajfti-2489	357	5	integrated	integrate	VERB
ajfti-2489	357	6	financial	financial	ADJ
ajfti-2489	357	7	decision	decision	NOUN
ajfti-2489	357	8	-	-	PUNCT
ajfti-2489	357	9	making	make	VERB
ajfti-2489	357	10	model	model	NOUN
ajfti-2489	357	11	using	use	VERB
ajfti-2489	357	12	making	make	VERB
ajfti-2489	357	13	model	model	NOUN
ajfti-2489	357	14	using	use	VERB
ajfti-2489	357	15	lean	lean	ADJ
ajfti-2489	357	16	accounting	accounting	NOUN
ajfti-2489	357	17	north	north	NOUN
ajfti-2489	357	18	-	-	PUNCT
ajfti-2489	357	19	west	west	NOUN
ajfti-2489	357	20	university	university	NOUN
ajfti-2489	357	21	]	]	PUNCT
ajfti-2489	357	22	.	.	PUNCT
ajfti-2489	358	1	urdes	urde	NOUN
ajfti-2489	358	2	,	,	PUNCT
ajfti-2489	358	3	l.	l.	PROPN
ajfti-2489	358	4	,	,	PUNCT
ajfti-2489	358	5	simion	simion	NOUN
ajfti-2489	358	6	,	,	PUNCT
ajfti-2489	358	7	v.-e	v.-e	PROPN
ajfti-2489	358	8	.	.	PUNCT
ajfti-2489	358	9	,	,	PUNCT
ajfti-2489	358	10	talaghir	talaghir	NOUN
ajfti-2489	358	11	,	,	PUNCT
ajfti-2489	358	12	l.-g	l.-g	PROPN
ajfti-2489	358	13	.	.	PUNCT
ajfti-2489	358	14	,	,	PUNCT
ajfti-2489	358	15	&	&	CCONJ
ajfti-2489	358	16	mindrescu	mindrescu	PROPN
ajfti-2489	358	17	,	,	PUNCT
ajfti-2489	358	18	v.	v.	PROPN
ajfti-2489	358	19	(	(	PUNCT
ajfti-2489	358	20	2022	2022	NUM
ajfti-2489	358	21	)	)	PUNCT
ajfti-2489	358	22	.	.	PUNCT
ajfti-2489	359	1	an	an	DET
ajfti-2489	359	2	integrative	integrative	ADJ
ajfti-2489	359	3	approach	approach	NOUN
ajfti-2489	359	4	to	to	ADP
ajfti-2489	359	5	healthy	healthy	ADJ
ajfti-2489	359	6	socialecological	socialecological	ADJ
ajfti-2489	359	7	system	system	NOUN
ajfti-2489	359	8	to	to	PART
ajfti-2489	359	9	support	support	VERB
ajfti-2489	359	10	increased	increase	VERB
ajfti-2489	359	11	resilience	resilience	NOUN
ajfti-2489	359	12	of	of	ADP
ajfti-2489	359	13	resource	resource	NOUN
ajfti-2489	359	14	management	management	NOUN
ajfti-2489	359	15	in	in	ADP
ajfti-2489	359	16	food	food	NOUN
ajfti-2489	359	17	-	-	PUNCT
ajfti-2489	359	18	producing	produce	VERB
ajfti-2489	359	19	systems	system	NOUN
ajfti-2489	359	20	.	.	PUNCT
ajfti-2489	360	1	sustainability	sustainability	NOUN
ajfti-2489	360	2	,	,	PUNCT
ajfti-2489	360	3	14(22	14(22	NUM
ajfti-2489	360	4	)	)	PUNCT
ajfti-2489	360	5	,	,	PUNCT
ajfti-2489	360	6	14830	14830	NUM
ajfti-2489	360	7	.	.	PUNCT
ajfti-2489	361	1	washburne	washburne	VERB
ajfti-2489	361	2	,	,	PUNCT
ajfti-2489	361	3	a.	a.	PROPN
ajfti-2489	361	4	d.	d.	PROPN
ajfti-2489	361	5	,	,	PUNCT
ajfti-2489	361	6	morton	morton	PROPN
ajfti-2489	361	7	,	,	PUNCT
ajfti-2489	361	8	j.	j.	PROPN
ajfti-2489	361	9	t.	t.	PROPN
ajfti-2489	361	10	,	,	PUNCT
ajfti-2489	361	11	sanders	sanders	PROPN
ajfti-2489	361	12	,	,	PUNCT
ajfti-2489	361	13	j.	j.	PROPN
ajfti-2489	361	14	,	,	PUNCT
ajfti-2489	361	15	mcdonald	mcdonald	PROPN
ajfti-2489	361	16	,	,	PUNCT
ajfti-2489	361	17	d.	d.	PROPN
ajfti-2489	361	18	,	,	PUNCT
ajfti-2489	361	19	zhu	zhu	PROPN
ajfti-2489	361	20	,	,	PUNCT
ajfti-2489	361	21	q.	q.	PROPN
ajfti-2489	361	22	,	,	PUNCT
ajfti-2489	361	23	oliverio	oliverio	NOUN
ajfti-2489	361	24	,	,	PUNCT
ajfti-2489	361	25	a.	a.	NOUN
ajfti-2489	361	26	m.	m.	NOUN
ajfti-2489	361	27	,	,	PUNCT
ajfti-2489	361	28	&	&	CCONJ
ajfti-2489	361	29	knight	knight	PROPN
ajfti-2489	361	30	,	,	PUNCT
ajfti-2489	361	31	r.	r.	PROPN
ajfti-2489	361	32	(	(	PUNCT
ajfti-2489	361	33	2018	2018	NUM
ajfti-2489	361	34	)	)	PUNCT
ajfti-2489	361	35	.	.	PUNCT
ajfti-2489	362	1	methods	method	NOUN
ajfti-2489	362	2	for	for	ADP
ajfti-2489	362	3	phylogenetic	phylogenetic	ADJ
ajfti-2489	362	4	analysis	analysis	NOUN
ajfti-2489	362	5	of	of	ADP
ajfti-2489	362	6	microbiome	microbiome	ADJ
ajfti-2489	362	7	data	datum	NOUN
ajfti-2489	362	8	.	.	PUNCT
ajfti-2489	363	1	nature	nature	NOUN
ajfti-2489	363	2	microbiology	microbiology	NOUN
ajfti-2489	363	3	,	,	PUNCT
ajfti-2489	363	4	3(6	3(6	NUM
ajfti-2489	363	5	)	)	PUNCT
ajfti-2489	363	6	,	,	PUNCT
ajfti-2489	363	7	652	652	NUM
ajfti-2489	363	8	-	-	SYM
ajfti-2489	363	9	661	661	NUM
ajfti-2489	363	10	.	.	PUNCT
ajfti-2489	364	1	weygandt	weygandt	PROPN
ajfti-2489	364	2	,	,	PUNCT
ajfti-2489	364	3	j.	j.	PROPN
ajfti-2489	364	4	j.	j.	PROPN
ajfti-2489	364	5	,	,	PUNCT
ajfti-2489	364	6	kimmel	kimmel	PROPN
ajfti-2489	364	7	,	,	PUNCT
ajfti-2489	364	8	p.	p.	PROPN
ajfti-2489	364	9	d.	d.	PROPN
ajfti-2489	364	10	,	,	PUNCT
ajfti-2489	364	11	&	&	CCONJ
ajfti-2489	364	12	kieso	kieso	PROPN
ajfti-2489	364	13	,	,	PUNCT
ajfti-2489	364	14	d.	d.	PROPN
ajfti-2489	364	15	e.	e.	PROPN
ajfti-2489	364	16	(	(	PUNCT
ajfti-2489	364	17	2018	2018	NUM
ajfti-2489	364	18	)	)	PUNCT
ajfti-2489	364	19	.	.	PUNCT
ajfti-2489	365	1	financial	financial	ADJ
ajfti-2489	365	2	accounting	accounting	NOUN
ajfti-2489	365	3	with	with	ADP
ajfti-2489	365	4	international	international	ADJ
ajfti-2489	365	5	financial	financial	ADJ
ajfti-2489	365	6	reporting	reporting	NOUN
ajfti-2489	365	7	standards	standard	NOUN
ajfti-2489	365	8	.	.	PUNCT
ajfti-2489	366	1	john	john	PROPN
ajfti-2489	366	2	wiley	wiley	PROPN
ajfti-2489	366	3	&	&	CCONJ
ajfti-2489	366	4	sons	son	NOUN
ajfti-2489	366	5	.	.	PUNCT
ajfti-2489	367	1	winsemius	winsemius	NOUN
ajfti-2489	367	2	,	,	PUNCT
ajfti-2489	367	3	h.	h.	PROPN
ajfti-2489	367	4	c.	c.	PROPN
ajfti-2489	367	5	,	,	PUNCT
ajfti-2489	367	6	jongman	jongman	PROPN
ajfti-2489	367	7	,	,	PUNCT
ajfti-2489	367	8	b.	b.	PROPN
ajfti-2489	367	9	,	,	PUNCT
ajfti-2489	367	10	veldkamp	veldkamp	ADJ
ajfti-2489	367	11	,	,	PUNCT
ajfti-2489	367	12	t.	t.	PROPN
ajfti-2489	367	13	i.	i.	PROPN
ajfti-2489	367	14	,	,	PUNCT
ajfti-2489	367	15	hallegatte	hallegatte	PROPN
ajfti-2489	367	16	,	,	PUNCT
ajfti-2489	367	17	s.	s.	PROPN
ajfti-2489	367	18	,	,	PUNCT
ajfti-2489	367	19	bangalore	bangalore	NOUN
ajfti-2489	367	20	,	,	PUNCT
ajfti-2489	367	21	m.	m.	NOUN
ajfti-2489	367	22	,	,	PUNCT
ajfti-2489	367	23	&	&	CCONJ
ajfti-2489	367	24	ward	ward	PROPN
ajfti-2489	367	25	,	,	PUNCT
ajfti-2489	367	26	p.	p.	NOUN
ajfti-2489	367	27	j.	j.	PROPN
ajfti-2489	368	1	(	(	PUNCT
ajfti-2489	368	2	2018	2018	NUM
ajfti-2489	368	3	)	)	PUNCT
ajfti-2489	368	4	.	.	PUNCT
ajfti-2489	369	1	disaster	disaster	NOUN
ajfti-2489	369	2	risk	risk	NOUN
ajfti-2489	369	3	,	,	PUNCT
ajfti-2489	369	4	climate	climate	NOUN
ajfti-2489	369	5	change	change	NOUN
ajfti-2489	369	6	,	,	PUNCT
ajfti-2489	369	7	and	and	CCONJ
ajfti-2489	369	8	poverty	poverty	NOUN
ajfti-2489	369	9	:	:	PUNCT
ajfti-2489	369	10	assessing	assess	VERB
ajfti-2489	369	11	the	the	DET
ajfti-2489	369	12	global	global	ADJ
ajfti-2489	369	13	exposure	exposure	NOUN
ajfti-2489	369	14	of	of	ADP
ajfti-2489	369	15	poor	poor	ADJ
ajfti-2489	369	16	people	people	NOUN
ajfti-2489	369	17	to	to	ADP
ajfti-2489	369	18	floods	flood	NOUN
ajfti-2489	369	19	and	and	CCONJ
ajfti-2489	369	20	droughts	drought	NOUN
ajfti-2489	369	21	.	.	PUNCT
ajfti-2489	370	1	environment	environment	NOUN
ajfti-2489	370	2	and	and	CCONJ
ajfti-2489	370	3	development	development	NOUN
ajfti-2489	370	4	economics	economic	NOUN
ajfti-2489	370	5	,	,	PUNCT
ajfti-2489	370	6	23(3	23(3	NUM
ajfti-2489	370	7	)	)	PUNCT
ajfti-2489	370	8	,	,	PUNCT
ajfti-2489	370	9	328	328	NUM
ajfti-2489	370	10	-	-	SYM
ajfti-2489	370	11	348	348	NUM
ajfti-2489	370	12	.	.	PUNCT
ajfti-2489	371	1	xing	xing	PROPN
ajfti-2489	371	2	,	,	PUNCT
ajfti-2489	371	3	f.	f.	PROPN
ajfti-2489	371	4	z.	z.	PROPN
ajfti-2489	371	5	,	,	PUNCT
ajfti-2489	371	6	cambria	cambria	PROPN
ajfti-2489	371	7	,	,	PUNCT
ajfti-2489	371	8	e.	e.	PROPN
ajfti-2489	371	9	,	,	PUNCT
ajfti-2489	371	10	&	&	CCONJ
ajfti-2489	371	11	welsch	welsch	PROPN
ajfti-2489	371	12	,	,	PUNCT
ajfti-2489	371	13	r.	r.	PROPN
ajfti-2489	371	14	e.	e.	PROPN
ajfti-2489	371	15	(	(	PUNCT
ajfti-2489	371	16	2018	2018	NUM
ajfti-2489	371	17	)	)	PUNCT
ajfti-2489	371	18	.	.	PUNCT
ajfti-2489	372	1	natural	natural	ADJ
ajfti-2489	372	2	language	language	NOUN
ajfti-2489	372	3	based	base	VERB
ajfti-2489	372	4	financial	financial	ADJ
ajfti-2489	372	5	forecasting	forecasting	NOUN
ajfti-2489	372	6	:	:	PUNCT
ajfti-2489	372	7	a	a	DET
ajfti-2489	372	8	survey	survey	NOUN
ajfti-2489	372	9	.	.	PUNCT
ajfti-2489	373	1	artificial	artificial	ADJ
ajfti-2489	373	2	intelligence	intelligence	NOUN
ajfti-2489	373	3	review	review	NOUN
ajfti-2489	373	4	,	,	PUNCT
ajfti-2489	373	5	50(1	50(1	PROPN
ajfti-2489	373	6	)	)	PUNCT
ajfti-2489	373	7	,	,	PUNCT
ajfti-2489	373	8	49	49	NUM
ajfti-2489	373	9	-	-	SYM
ajfti-2489	373	10	73	73	NUM
ajfti-2489	373	11	.	.	PUNCT
ajfti-2489	374	1	zhang	zhang	PROPN
ajfti-2489	374	2	,	,	PUNCT
ajfti-2489	374	3	z.	z.	PROPN
ajfti-2489	374	4	,	,	PUNCT
ajfti-2489	374	5	luo	luo	PROPN
ajfti-2489	374	6	,	,	PUNCT
ajfti-2489	374	7	m.	m.	NOUN
ajfti-2489	374	8	,	,	PUNCT
ajfti-2489	374	9	hu	hu	PROPN
ajfti-2489	374	10	,	,	PUNCT
ajfti-2489	374	11	z.	z.	PROPN
ajfti-2489	374	12	,	,	PUNCT
ajfti-2489	374	13	&	&	CCONJ
ajfti-2489	374	14	niu	niu	PROPN
ajfti-2489	374	15	,	,	PUNCT
ajfti-2489	374	16	h.	h.	PROPN
ajfti-2489	374	17	(	(	PUNCT
ajfti-2489	374	18	2022	2022	NUM
ajfti-2489	374	19	)	)	PUNCT
ajfti-2489	374	20	.	.	PUNCT
ajfti-2489	375	1	textual	textual	ADJ
ajfti-2489	375	2	emotional	emotional	ADJ
ajfti-2489	375	3	tone	tone	NOUN
ajfti-2489	375	4	and	and	CCONJ
ajfti-2489	375	5	financial	financial	ADJ
ajfti-2489	375	6	crisis	crisis	NOUN
ajfti-2489	375	7	identification	identification	NOUN
ajfti-2489	375	8	in	in	ADP
ajfti-2489	375	9	chinese	chinese	ADJ
ajfti-2489	375	10	companies	company	NOUN
ajfti-2489	375	11	:	:	PUNCT
ajfti-2489	375	12	a	a	DET
ajfti-2489	375	13	multi	multi	ADJ
ajfti-2489	375	14	-	-	ADJ
ajfti-2489	375	15	source	source	NOUN
ajfti-2489	375	16	data	datum	NOUN
ajfti-2489	375	17	analysis	analysis	NOUN
ajfti-2489	375	18	based	base	VERB
ajfti-2489	375	19	on	on	ADP
ajfti-2489	375	20	machine	machine	NOUN
ajfti-2489	375	21	learning	learning	NOUN
ajfti-2489	375	22	.	.	PUNCT
ajfti-2489	376	1	applied	apply	VERB
ajfti-2489	376	2	sciences	science	NOUN
ajfti-2489	376	3	,	,	PUNCT
ajfti-2489	376	4	12(13	12(13	NUM
ajfti-2489	376	5	)	)	PUNCT
ajfti-2489	376	6	,	,	PUNCT
ajfti-2489	376	7	6662	6662	NUM
ajfti-2489	376	8	.	.	PUNCT
ajfti-2489	377	1	zio	zio	PROPN
ajfti-2489	377	2	,	,	PUNCT
ajfti-2489	377	3	e.	e.	PROPN
ajfti-2489	377	4	(	(	PUNCT
ajfti-2489	377	5	2018	2018	NUM
ajfti-2489	377	6	)	)	PUNCT
ajfti-2489	377	7	.	.	PUNCT
ajfti-2489	378	1	the	the	DET
ajfti-2489	378	2	future	future	NOUN
ajfti-2489	378	3	of	of	ADP
ajfti-2489	378	4	risk	risk	NOUN
ajfti-2489	378	5	assessment	assessment	NOUN
ajfti-2489	378	6	.	.	PUNCT
ajfti-2489	379	1	reliability	reliability	NOUN
ajfti-2489	379	2	engineering	engineering	NOUN
ajfti-2489	379	3	&	&	CCONJ
ajfti-2489	379	4	system	system	NOUN
ajfti-2489	379	5	safety	safety	NOUN
ajfti-2489	379	6	,	,	PUNCT
ajfti-2489	379	7	177	177	NUM
ajfti-2489	379	8	,	,	PUNCT
ajfti-2489	379	9	176	176	NUM
ajfti-2489	379	10	-	-	SYM
ajfti-2489	379	11	190	190	NUM
ajfti-2489	379	12	.	.	PUNCT