id	sid	tid	token	lemma	pos
ajbmeb-2672	1	1	american	american	PROPN
ajbmeb-2672	1	2	journal	journal	PROPN
ajbmeb-2672	1	3	of	of	ADP
ajbmeb-2672	1	4	business	business	NOUN
ajbmeb-2672	1	5	management	management	NOUN
ajbmeb-2672	1	6	,	,	PUNCT
ajbmeb-2672	1	7	economics	economic	NOUN
ajbmeb-2672	1	8	and	and	CCONJ
ajbmeb-2672	1	9	banking	banking	NOUN
ajbmeb-2672	1	10	issn	issn	PROPN
ajbmeb-2672	1	11	(	(	PUNCT
ajbmeb-2672	1	12	e	e	NOUN
ajbmeb-2672	1	13	):	):	PUNCT
ajbmeb-2672	1	14	2832	2832	NUM
ajbmeb-2672	1	15	-	-	SYM
ajbmeb-2672	1	16	8078	8078	NUM
ajbmeb-2672	1	17	volume	volume	NOUN
ajbmeb-2672	1	18	32	32	NUM
ajbmeb-2672	1	19	,	,	PUNCT
ajbmeb-2672	1	20	|	|	ADV
ajbmeb-2672	1	21	january	january	PROPN
ajbmeb-2672	1	22	2025	2025	NUM
ajbmeb-2672	1	23	p	p	NOUN
ajbmeb-2672	1	24	a	a	DET
ajbmeb-2672	1	25	g	g	NOUN
ajbmeb-2672	1	26	e	e	NOUN
ajbmeb-2672	1	27	|	|	ADV
ajbmeb-2672	1	28	79	79	NUM
ajbmeb-2672	1	29	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-2672	1	30	evaluation	evaluation	NOUN
ajbmeb-2672	1	31	of	of	ADP
ajbmeb-2672	1	32	performance	performance	NOUN
ajbmeb-2672	1	33	indicators	indicator	NOUN
ajbmeb-2672	1	34	in	in	ADP
ajbmeb-2672	1	35	commercial	commercial	ADJ
ajbmeb-2672	1	36	banks	bank	NOUN
ajbmeb-2672	1	37	:	:	PUNCT
ajbmeb-2672	1	38	modern	modern	ADJ
ajbmeb-2672	1	39	approaches	approach	NOUN
ajbmeb-2672	1	40	and	and	CCONJ
ajbmeb-2672	1	41	challenges	challenge	NOUN
ajbmeb-2672	1	42	alisher	alisher	NOUN
ajbmeb-2672	1	43	azamjonovich	azamjonovich	DET
ajbmeb-2672	1	44	akbarov	akbarov	ADJ
ajbmeb-2672	1	45	director	director	NOUN
ajbmeb-2672	1	46	of	of	ADP
ajbmeb-2672	1	47	llc	llc	PROPN
ajbmeb-2672	1	48	“	"	PUNCT
ajbmeb-2672	1	49	liimar	liimar	NOUN
ajbmeb-2672	1	50	agro	agro	NOUN
ajbmeb-2672	1	51	goods	good	NOUN
ajbmeb-2672	1	52	tomorqa	tomorqa	PROPN
ajbmeb-2672	1	53	xizmati	xizmati	PROPN
ajbmeb-2672	1	54	klasteri	klasteri	PROPN
ajbmeb-2672	1	55	”	"	PUNCT
ajbmeb-2672	2	1	a	a	PRON
ajbmeb-2672	2	2	b	b	PROPN
ajbmeb-2672	2	3	s	s	ADP
ajbmeb-2672	2	4	t	t	PROPN
ajbmeb-2672	2	5	r	r	NOUN
ajbmeb-2672	2	6	a	a	DET
ajbmeb-2672	2	7	c	c	NOUN
ajbmeb-2672	2	8	t	t	NOUN
ajbmeb-2672	2	9	k	k	X
ajbmeb-2672	2	10	e	e	PROPN
ajbmeb-2672	2	11	y	y	PROPN
ajbmeb-2672	2	12	w	w	NOUN
ajbmeb-2672	2	13	o	o	NOUN
ajbmeb-2672	2	14	r	r	NOUN
ajbmeb-2672	2	15	d	d	X
ajbmeb-2672	2	16	s	s	VERB
ajbmeb-2672	2	17	the	the	DET
ajbmeb-2672	2	18	evaluation	evaluation	NOUN
ajbmeb-2672	2	19	of	of	ADP
ajbmeb-2672	2	20	the	the	DET
ajbmeb-2672	2	21	performance	performance	NOUN
ajbmeb-2672	2	22	of	of	ADP
ajbmeb-2672	2	23	commercial	commercial	ADJ
ajbmeb-2672	2	24	banks	bank	NOUN
ajbmeb-2672	2	25	is	be	AUX
ajbmeb-2672	2	26	a	a	DET
ajbmeb-2672	2	27	crucial	crucial	ADJ
ajbmeb-2672	2	28	element	element	NOUN
ajbmeb-2672	2	29	in	in	ADP
ajbmeb-2672	2	30	analyzing	analyze	VERB
ajbmeb-2672	2	31	the	the	DET
ajbmeb-2672	2	32	financial	financial	ADJ
ajbmeb-2672	2	33	condition	condition	NOUN
ajbmeb-2672	2	34	and	and	CCONJ
ajbmeb-2672	2	35	stability	stability	NOUN
ajbmeb-2672	2	36	of	of	ADP
ajbmeb-2672	2	37	credit	credit	NOUN
ajbmeb-2672	2	38	institutions	institution	NOUN
ajbmeb-2672	2	39	.	.	PUNCT
ajbmeb-2672	3	1	this	this	DET
ajbmeb-2672	3	2	article	article	NOUN
ajbmeb-2672	3	3	explores	explore	VERB
ajbmeb-2672	3	4	various	various	ADJ
ajbmeb-2672	3	5	approaches	approach	NOUN
ajbmeb-2672	3	6	to	to	ADP
ajbmeb-2672	3	7	assessing	assess	VERB
ajbmeb-2672	3	8	the	the	DET
ajbmeb-2672	3	9	efficiency	efficiency	NOUN
ajbmeb-2672	3	10	of	of	ADP
ajbmeb-2672	3	11	banks	bank	NOUN
ajbmeb-2672	3	12	,	,	PUNCT
ajbmeb-2672	3	13	including	include	VERB
ajbmeb-2672	3	14	both	both	CCONJ
ajbmeb-2672	3	15	traditional	traditional	ADJ
ajbmeb-2672	3	16	methods	method	NOUN
ajbmeb-2672	3	17	and	and	CCONJ
ajbmeb-2672	3	18	modern	modern	ADJ
ajbmeb-2672	3	19	innovative	innovative	ADJ
ajbmeb-2672	3	20	tools	tool	NOUN
ajbmeb-2672	3	21	.	.	PUNCT
ajbmeb-2672	4	1	particular	particular	ADJ
ajbmeb-2672	4	2	attention	attention	NOUN
ajbmeb-2672	4	3	is	be	AUX
ajbmeb-2672	4	4	paid	pay	VERB
ajbmeb-2672	4	5	to	to	ADP
ajbmeb-2672	4	6	key	key	ADJ
ajbmeb-2672	4	7	performance	performance	NOUN
ajbmeb-2672	4	8	indicators	indicator	NOUN
ajbmeb-2672	4	9	(	(	PUNCT
ajbmeb-2672	4	10	kpis	kpis	PROPN
ajbmeb-2672	4	11	)	)	PUNCT
ajbmeb-2672	4	12	,	,	PUNCT
ajbmeb-2672	4	13	such	such	ADJ
ajbmeb-2672	4	14	as	as	ADP
ajbmeb-2672	4	15	profitability	profitability	NOUN
ajbmeb-2672	4	16	,	,	PUNCT
ajbmeb-2672	4	17	liquidity	liquidity	NOUN
ajbmeb-2672	4	18	,	,	PUNCT
ajbmeb-2672	4	19	asset	asset	NOUN
ajbmeb-2672	4	20	quality	quality	NOUN
ajbmeb-2672	4	21	,	,	PUNCT
ajbmeb-2672	4	22	and	and	CCONJ
ajbmeb-2672	4	23	innovative	innovative	ADJ
ajbmeb-2672	4	24	approaches	approach	NOUN
ajbmeb-2672	4	25	,	,	PUNCT
ajbmeb-2672	4	26	including	include	VERB
ajbmeb-2672	4	27	the	the	DET
ajbmeb-2672	4	28	use	use	NOUN
ajbmeb-2672	4	29	of	of	ADP
ajbmeb-2672	4	30	digital	digital	ADJ
ajbmeb-2672	4	31	technologies	technology	NOUN
ajbmeb-2672	4	32	to	to	PART
ajbmeb-2672	4	33	improve	improve	VERB
ajbmeb-2672	4	34	analytics	analytic	NOUN
ajbmeb-2672	4	35	.	.	PUNCT
ajbmeb-2672	5	1	based	base	VERB
ajbmeb-2672	5	2	on	on	ADP
ajbmeb-2672	5	3	statistical	statistical	ADJ
ajbmeb-2672	5	4	data	datum	NOUN
ajbmeb-2672	5	5	obtained	obtain	VERB
ajbmeb-2672	5	6	from	from	ADP
ajbmeb-2672	5	7	the	the	DET
ajbmeb-2672	5	8	financial	financial	ADJ
ajbmeb-2672	5	9	reports	report	NOUN
ajbmeb-2672	5	10	of	of	ADP
ajbmeb-2672	5	11	major	major	ADJ
ajbmeb-2672	5	12	banks	bank	NOUN
ajbmeb-2672	5	13	,	,	PUNCT
ajbmeb-2672	5	14	an	an	DET
ajbmeb-2672	5	15	analysis	analysis	NOUN
ajbmeb-2672	5	16	is	be	AUX
ajbmeb-2672	5	17	conducted	conduct	VERB
ajbmeb-2672	5	18	on	on	ADP
ajbmeb-2672	5	19	the	the	DET
ajbmeb-2672	5	20	relationship	relationship	NOUN
ajbmeb-2672	5	21	between	between	ADP
ajbmeb-2672	5	22	financial	financial	ADJ
ajbmeb-2672	5	23	indicators	indicator	NOUN
ajbmeb-2672	5	24	and	and	CCONJ
ajbmeb-2672	5	25	the	the	DET
ajbmeb-2672	5	26	overall	overall	ADJ
ajbmeb-2672	5	27	performance	performance	NOUN
ajbmeb-2672	5	28	of	of	ADP
ajbmeb-2672	5	29	banking	banking	NOUN
ajbmeb-2672	5	30	institutions	institution	NOUN
ajbmeb-2672	5	31	.	.	PUNCT
ajbmeb-2672	6	1	the	the	DET
ajbmeb-2672	6	2	article	article	NOUN
ajbmeb-2672	6	3	also	also	ADV
ajbmeb-2672	6	4	provides	provide	VERB
ajbmeb-2672	6	5	a	a	DET
ajbmeb-2672	6	6	critical	critical	ADJ
ajbmeb-2672	6	7	assessment	assessment	NOUN
ajbmeb-2672	6	8	of	of	ADP
ajbmeb-2672	6	9	existing	exist	VERB
ajbmeb-2672	6	10	methods	method	NOUN
ajbmeb-2672	6	11	and	and	CCONJ
ajbmeb-2672	6	12	suggests	suggest	VERB
ajbmeb-2672	6	13	ways	way	NOUN
ajbmeb-2672	6	14	to	to	PART
ajbmeb-2672	6	15	improve	improve	VERB
ajbmeb-2672	6	16	performance	performance	NOUN
ajbmeb-2672	6	17	evaluation	evaluation	NOUN
ajbmeb-2672	6	18	practices	practice	NOUN
ajbmeb-2672	6	19	in	in	ADP
ajbmeb-2672	6	20	the	the	DET
ajbmeb-2672	6	21	face	face	NOUN
ajbmeb-2672	6	22	of	of	ADP
ajbmeb-2672	6	23	dynamic	dynamic	ADJ
ajbmeb-2672	6	24	economic	economic	ADJ
ajbmeb-2672	6	25	changes	change	NOUN
ajbmeb-2672	6	26	.	.	PUNCT
ajbmeb-2672	7	1	commercial	commercial	ADJ
ajbmeb-2672	7	2	bank	bank	NOUN
ajbmeb-2672	7	3	,	,	PUNCT
ajbmeb-2672	7	4	performance	performance	NOUN
ajbmeb-2672	7	5	,	,	PUNCT
ajbmeb-2672	7	6	financial	financial	ADJ
ajbmeb-2672	7	7	indicators	indicator	NOUN
ajbmeb-2672	7	8	,	,	PUNCT
ajbmeb-2672	7	9	profitability	profitability	NOUN
ajbmeb-2672	7	10	,	,	PUNCT
ajbmeb-2672	7	11	liquidity	liquidity	NOUN
ajbmeb-2672	7	12	,	,	PUNCT
ajbmeb-2672	7	13	credit	credit	NOUN
ajbmeb-2672	7	14	risk	risk	NOUN
ajbmeb-2672	7	15	,	,	PUNCT
ajbmeb-2672	7	16	digitalization	digitalization	NOUN
ajbmeb-2672	7	17	,	,	PUNCT
ajbmeb-2672	7	18	analytics	analytic	NOUN
ajbmeb-2672	7	19	.	.	PUNCT
ajbmeb-2672	8	1	introduction	introduction	NOUN
ajbmeb-2672	8	2	in	in	ADP
ajbmeb-2672	8	3	recent	recent	ADJ
ajbmeb-2672	8	4	decades	decade	NOUN
ajbmeb-2672	8	5	,	,	PUNCT
ajbmeb-2672	8	6	commercial	commercial	ADJ
ajbmeb-2672	8	7	banks	bank	NOUN
ajbmeb-2672	8	8	have	have	AUX
ajbmeb-2672	8	9	played	play	VERB
ajbmeb-2672	8	10	a	a	DET
ajbmeb-2672	8	11	key	key	ADJ
ajbmeb-2672	8	12	role	role	NOUN
ajbmeb-2672	8	13	in	in	ADP
ajbmeb-2672	8	14	the	the	DET
ajbmeb-2672	8	15	economy	economy	NOUN
ajbmeb-2672	8	16	by	by	ADP
ajbmeb-2672	8	17	providing	provide	VERB
ajbmeb-2672	8	18	financial	financial	ADJ
ajbmeb-2672	8	19	services	service	NOUN
ajbmeb-2672	8	20	to	to	ADP
ajbmeb-2672	8	21	both	both	CCONJ
ajbmeb-2672	8	22	private	private	ADJ
ajbmeb-2672	8	23	and	and	CCONJ
ajbmeb-2672	8	24	corporate	corporate	ADJ
ajbmeb-2672	8	25	clients	client	NOUN
ajbmeb-2672	8	26	and	and	CCONJ
ajbmeb-2672	8	27	contributing	contribute	VERB
ajbmeb-2672	8	28	to	to	ADP
ajbmeb-2672	8	29	sustainable	sustainable	ADJ
ajbmeb-2672	8	30	economic	economic	ADJ
ajbmeb-2672	8	31	growth	growth	NOUN
ajbmeb-2672	8	32	.	.	PUNCT
ajbmeb-2672	9	1	the	the	DET
ajbmeb-2672	9	2	efficiency	efficiency	NOUN
ajbmeb-2672	9	3	of	of	ADP
ajbmeb-2672	9	4	their	their	PRON
ajbmeb-2672	9	5	activities	activity	NOUN
ajbmeb-2672	9	6	directly	directly	ADV
ajbmeb-2672	9	7	influences	influence	VERB
ajbmeb-2672	9	8	the	the	DET
ajbmeb-2672	9	9	economic	economic	ADJ
ajbmeb-2672	9	10	stability	stability	NOUN
ajbmeb-2672	9	11	and	and	CCONJ
ajbmeb-2672	9	12	development	development	NOUN
ajbmeb-2672	9	13	of	of	ADP
ajbmeb-2672	9	14	the	the	DET
ajbmeb-2672	9	15	national	national	ADJ
ajbmeb-2672	9	16	economy	economy	NOUN
ajbmeb-2672	9	17	.	.	PUNCT
ajbmeb-2672	10	1	the	the	DET
ajbmeb-2672	10	2	evaluation	evaluation	NOUN
ajbmeb-2672	10	3	of	of	ADP
ajbmeb-2672	10	4	commercial	commercial	ADJ
ajbmeb-2672	10	5	bank	bank	NOUN
ajbmeb-2672	10	6	performance	performance	NOUN
ajbmeb-2672	10	7	has	have	AUX
ajbmeb-2672	10	8	become	become	VERB
ajbmeb-2672	10	9	an	an	DET
ajbmeb-2672	10	10	important	important	ADJ
ajbmeb-2672	10	11	tool	tool	NOUN
ajbmeb-2672	10	12	for	for	ADP
ajbmeb-2672	10	13	both	both	CCONJ
ajbmeb-2672	10	14	internal	internal	ADJ
ajbmeb-2672	10	15	and	and	CCONJ
ajbmeb-2672	10	16	external	external	ADJ
ajbmeb-2672	10	17	users	user	NOUN
ajbmeb-2672	10	18	of	of	ADP
ajbmeb-2672	10	19	financial	financial	ADJ
ajbmeb-2672	10	20	statements	statement	NOUN
ajbmeb-2672	10	21	,	,	PUNCT
ajbmeb-2672	10	22	including	include	VERB
ajbmeb-2672	10	23	shareholders	shareholder	NOUN
ajbmeb-2672	10	24	,	,	PUNCT
ajbmeb-2672	10	25	investors	investor	NOUN
ajbmeb-2672	10	26	,	,	PUNCT
ajbmeb-2672	10	27	regulators	regulator	NOUN
ajbmeb-2672	10	28	,	,	PUNCT
ajbmeb-2672	10	29	and	and	CCONJ
ajbmeb-2672	10	30	analysts	analyst	NOUN
ajbmeb-2672	10	31	.	.	PUNCT
ajbmeb-2672	11	1	however	however	ADV
ajbmeb-2672	11	2	,	,	PUNCT
ajbmeb-2672	11	3	in	in	ADP
ajbmeb-2672	11	4	the	the	DET
ajbmeb-2672	11	5	context	context	NOUN
ajbmeb-2672	11	6	of	of	ADP
ajbmeb-2672	11	7	globalization	globalization	NOUN
ajbmeb-2672	11	8	of	of	ADP
ajbmeb-2672	11	9	financial	financial	ADJ
ajbmeb-2672	11	10	markets	market	NOUN
ajbmeb-2672	11	11	and	and	CCONJ
ajbmeb-2672	11	12	digitalization	digitalization	NOUN
ajbmeb-2672	11	13	of	of	ADP
ajbmeb-2672	11	14	banking	banking	NOUN
ajbmeb-2672	11	15	services	service	NOUN
ajbmeb-2672	11	16	,	,	PUNCT
ajbmeb-2672	11	17	traditional	traditional	ADJ
ajbmeb-2672	11	18	methods	method	NOUN
ajbmeb-2672	11	19	of	of	ADP
ajbmeb-2672	11	20	performance	performance	NOUN
ajbmeb-2672	11	21	evaluation	evaluation	NOUN
ajbmeb-2672	11	22	are	be	AUX
ajbmeb-2672	11	23	encountering	encounter	VERB
ajbmeb-2672	11	24	new	new	ADJ
ajbmeb-2672	11	25	challenges	challenge	NOUN
ajbmeb-2672	11	26	.	.	PUNCT
ajbmeb-2672	12	1	the	the	DET
ajbmeb-2672	12	2	modern	modern	ADJ
ajbmeb-2672	12	3	economy	economy	NOUN
ajbmeb-2672	12	4	demands	demand	VERB
ajbmeb-2672	12	5	a	a	DET
ajbmeb-2672	12	6	deeper	deep	ADJ
ajbmeb-2672	12	7	and	and	CCONJ
ajbmeb-2672	12	8	more	more	ADV
ajbmeb-2672	12	9	comprehensive	comprehensive	ADJ
ajbmeb-2672	12	10	approach	approach	NOUN
ajbmeb-2672	12	11	to	to	ADP
ajbmeb-2672	12	12	assessing	assess	VERB
ajbmeb-2672	12	13	bank	bank	NOUN
ajbmeb-2672	12	14	performance	performance	NOUN
ajbmeb-2672	12	15	,	,	PUNCT
ajbmeb-2672	12	16	highlighting	highlight	VERB
ajbmeb-2672	12	17	the	the	DET
ajbmeb-2672	12	18	need	need	NOUN
ajbmeb-2672	12	19	for	for	ADP
ajbmeb-2672	12	20	the	the	DET
ajbmeb-2672	12	21	identification	identification	NOUN
ajbmeb-2672	12	22	of	of	ADP
ajbmeb-2672	12	23	new	new	ADJ
ajbmeb-2672	12	24	,	,	PUNCT
ajbmeb-2672	12	25	more	more	ADV
ajbmeb-2672	12	26	accurate	accurate	ADJ
ajbmeb-2672	12	27	,	,	PUNCT
ajbmeb-2672	12	28	and	and	CCONJ
ajbmeb-2672	12	29	timely	timely	ADJ
ajbmeb-2672	12	30	analytical	analytical	ADJ
ajbmeb-2672	12	31	methods	method	NOUN
ajbmeb-2672	12	32	.	.	PUNCT
ajbmeb-2672	13	1	the	the	DET
ajbmeb-2672	13	2	aim	aim	NOUN
ajbmeb-2672	13	3	of	of	ADP
ajbmeb-2672	13	4	this	this	DET
ajbmeb-2672	13	5	article	article	NOUN
ajbmeb-2672	13	6	is	be	AUX
ajbmeb-2672	13	7	to	to	PART
ajbmeb-2672	13	8	analyze	analyze	VERB
ajbmeb-2672	13	9	existing	exist	VERB
ajbmeb-2672	13	10	approaches	approach	NOUN
ajbmeb-2672	13	11	to	to	ADP
ajbmeb-2672	13	12	evaluating	evaluate	VERB
ajbmeb-2672	13	13	the	the	DET
ajbmeb-2672	13	14	performance	performance	NOUN
ajbmeb-2672	13	15	of	of	ADP
ajbmeb-2672	13	16	commercial	commercial	ADJ
ajbmeb-2672	13	17	banks	bank	NOUN
ajbmeb-2672	13	18	,	,	PUNCT
ajbmeb-2672	13	19	identify	identify	VERB
ajbmeb-2672	13	20	their	their	PRON
ajbmeb-2672	13	21	advantages	advantage	NOUN
ajbmeb-2672	13	22	and	and	CCONJ
ajbmeb-2672	13	23	limitations	limitation	NOUN
ajbmeb-2672	13	24	,	,	PUNCT
ajbmeb-2672	13	25	and	and	CCONJ
ajbmeb-2672	13	26	suggest	suggest	VERB
ajbmeb-2672	13	27	ways	way	NOUN
ajbmeb-2672	13	28	to	to	PART
ajbmeb-2672	13	29	improve	improve	VERB
ajbmeb-2672	13	30	the	the	DET
ajbmeb-2672	13	31	methodology	methodology	NOUN
ajbmeb-2672	13	32	based	base	VERB
ajbmeb-2672	13	33	on	on	ADP
ajbmeb-2672	13	34	current	current	ADJ
ajbmeb-2672	13	35	trends	trend	NOUN
ajbmeb-2672	13	36	in	in	ADP
ajbmeb-2672	13	37	the	the	DET
ajbmeb-2672	13	38	banking	banking	NOUN
ajbmeb-2672	13	39	sector	sector	NOUN
ajbmeb-2672	13	40	.	.	PUNCT
ajbmeb-2672	14	1	american	american	ADJ
ajbmeb-2672	14	2	journal	journal	PROPN
ajbmeb-2672	14	3	of	of	ADP
ajbmeb-2672	14	4	business	business	NOUN
ajbmeb-2672	14	5	management	management	NOUN
ajbmeb-2672	14	6	,	,	PUNCT
ajbmeb-2672	14	7	economics	economic	NOUN
ajbmeb-2672	14	8	and	and	CCONJ
ajbmeb-2672	14	9	banking	banking	NOUN
ajbmeb-2672	14	10	volume	volume	NOUN
ajbmeb-2672	14	11	32	32	NUM
ajbmeb-2672	14	12	january	january	PROPN
ajbmeb-2672	14	13	2025	2025	NUM
ajbmeb-2672	14	14	p	p	NOUN
ajbmeb-2672	14	15	a	a	DET
ajbmeb-2672	14	16	g	g	NOUN
ajbmeb-2672	14	17	e	e	NOUN
ajbmeb-2672	14	18	|	|	ADV
ajbmeb-2672	14	19	80	80	NUM
ajbmeb-2672	14	20	www.americanjournal.org	www.americanjournal.org	PROPN
ajbmeb-2672	14	21	literature	literature	NOUN
ajbmeb-2672	14	22	review	review	VERB
ajbmeb-2672	14	23	the	the	DET
ajbmeb-2672	14	24	evaluation	evaluation	NOUN
ajbmeb-2672	14	25	of	of	ADP
ajbmeb-2672	14	26	commercial	commercial	ADJ
ajbmeb-2672	14	27	bank	bank	NOUN
ajbmeb-2672	14	28	performance	performance	NOUN
ajbmeb-2672	14	29	is	be	AUX
ajbmeb-2672	14	30	an	an	DET
ajbmeb-2672	14	31	essential	essential	ADJ
ajbmeb-2672	14	32	area	area	NOUN
ajbmeb-2672	14	33	of	of	ADP
ajbmeb-2672	14	34	study	study	NOUN
ajbmeb-2672	14	35	within	within	ADP
ajbmeb-2672	14	36	the	the	DET
ajbmeb-2672	14	37	field	field	NOUN
ajbmeb-2672	14	38	of	of	ADP
ajbmeb-2672	14	39	banking	banking	NOUN
ajbmeb-2672	14	40	and	and	CCONJ
ajbmeb-2672	14	41	finance	finance	NOUN
ajbmeb-2672	14	42	.	.	PUNCT
ajbmeb-2672	15	1	researchers	researcher	NOUN
ajbmeb-2672	15	2	have	have	AUX
ajbmeb-2672	15	3	proposed	propose	VERB
ajbmeb-2672	15	4	various	various	ADJ
ajbmeb-2672	15	5	methodologies	methodology	NOUN
ajbmeb-2672	15	6	and	and	CCONJ
ajbmeb-2672	15	7	models	model	NOUN
ajbmeb-2672	15	8	for	for	ADP
ajbmeb-2672	15	9	assessing	assess	VERB
ajbmeb-2672	15	10	the	the	DET
ajbmeb-2672	15	11	efficiency	efficiency	NOUN
ajbmeb-2672	15	12	,	,	PUNCT
ajbmeb-2672	15	13	profitability	profitability	NOUN
ajbmeb-2672	15	14	,	,	PUNCT
ajbmeb-2672	15	15	and	and	CCONJ
ajbmeb-2672	15	16	sustainability	sustainability	NOUN
ajbmeb-2672	15	17	of	of	ADP
ajbmeb-2672	15	18	banks	bank	NOUN
ajbmeb-2672	15	19	.	.	PUNCT
ajbmeb-2672	16	1	this	this	DET
ajbmeb-2672	16	2	section	section	NOUN
ajbmeb-2672	16	3	reviews	review	VERB
ajbmeb-2672	16	4	existing	exist	VERB
ajbmeb-2672	16	5	literature	literature	NOUN
ajbmeb-2672	16	6	on	on	ADP
ajbmeb-2672	16	7	the	the	DET
ajbmeb-2672	16	8	subject	subject	NOUN
ajbmeb-2672	16	9	,	,	PUNCT
ajbmeb-2672	16	10	highlighting	highlight	VERB
ajbmeb-2672	16	11	the	the	DET
ajbmeb-2672	16	12	evolution	evolution	NOUN
ajbmeb-2672	16	13	of	of	ADP
ajbmeb-2672	16	14	performance	performance	NOUN
ajbmeb-2672	16	15	evaluation	evaluation	NOUN
ajbmeb-2672	16	16	techniques	technique	NOUN
ajbmeb-2672	16	17	and	and	CCONJ
ajbmeb-2672	16	18	identifying	identify	VERB
ajbmeb-2672	16	19	gaps	gap	NOUN
ajbmeb-2672	16	20	in	in	ADP
ajbmeb-2672	16	21	the	the	DET
ajbmeb-2672	16	22	research	research	NOUN
ajbmeb-2672	16	23	that	that	PRON
ajbmeb-2672	16	24	are	be	AUX
ajbmeb-2672	16	25	addressed	address	VERB
ajbmeb-2672	16	26	by	by	ADP
ajbmeb-2672	16	27	the	the	DET
ajbmeb-2672	16	28	current	current	ADJ
ajbmeb-2672	16	29	study	study	NOUN
ajbmeb-2672	16	30	.	.	PUNCT
ajbmeb-2672	17	1	the	the	DET
ajbmeb-2672	17	2	early	early	ADJ
ajbmeb-2672	17	3	literature	literature	NOUN
ajbmeb-2672	17	4	on	on	ADP
ajbmeb-2672	17	5	bank	bank	NOUN
ajbmeb-2672	17	6	performance	performance	NOUN
ajbmeb-2672	17	7	evaluation	evaluation	NOUN
ajbmeb-2672	17	8	primarily	primarily	ADV
ajbmeb-2672	17	9	focused	focus	VERB
ajbmeb-2672	17	10	on	on	ADP
ajbmeb-2672	17	11	traditional	traditional	ADJ
ajbmeb-2672	17	12	financial	financial	ADJ
ajbmeb-2672	17	13	metrics	metric	NOUN
ajbmeb-2672	17	14	and	and	CCONJ
ajbmeb-2672	17	15	ratios	ratio	NOUN
ajbmeb-2672	17	16	,	,	PUNCT
ajbmeb-2672	17	17	such	such	ADJ
ajbmeb-2672	17	18	as	as	ADP
ajbmeb-2672	17	19	profitability	profitability	NOUN
ajbmeb-2672	17	20	,	,	PUNCT
ajbmeb-2672	17	21	liquidity	liquidity	NOUN
ajbmeb-2672	17	22	,	,	PUNCT
ajbmeb-2672	17	23	and	and	CCONJ
ajbmeb-2672	17	24	solvency	solvency	NOUN
ajbmeb-2672	17	25	.	.	PUNCT
ajbmeb-2672	18	1	key	key	ADJ
ajbmeb-2672	18	2	works	work	NOUN
ajbmeb-2672	18	3	by	by	ADP
ajbmeb-2672	18	4	authors	author	NOUN
ajbmeb-2672	18	5	like	like	ADP
ajbmeb-2672	18	6	belyaev	belyaev	NOUN
ajbmeb-2672	18	7	(	(	PUNCT
ajbmeb-2672	18	8	2020	2020	NUM
ajbmeb-2672	18	9	)	)	PUNCT
ajbmeb-2672	18	10	emphasize	emphasize	VERB
ajbmeb-2672	18	11	the	the	DET
ajbmeb-2672	18	12	importance	importance	NOUN
ajbmeb-2672	18	13	of	of	ADP
ajbmeb-2672	18	14	financial	financial	ADJ
ajbmeb-2672	18	15	analysis	analysis	NOUN
ajbmeb-2672	18	16	tools	tool	NOUN
ajbmeb-2672	18	17	,	,	PUNCT
ajbmeb-2672	18	18	such	such	ADJ
ajbmeb-2672	18	19	as	as	ADP
ajbmeb-2672	18	20	the	the	DET
ajbmeb-2672	18	21	return	return	NOUN
ajbmeb-2672	18	22	on	on	ADP
ajbmeb-2672	18	23	assets	asset	NOUN
ajbmeb-2672	18	24	(	(	PUNCT
ajbmeb-2672	18	25	roa	roa	NOUN
ajbmeb-2672	18	26	)	)	PUNCT
ajbmeb-2672	18	27	and	and	CCONJ
ajbmeb-2672	18	28	return	return	VERB
ajbmeb-2672	18	29	on	on	ADP
ajbmeb-2672	18	30	equity	equity	NOUN
ajbmeb-2672	18	31	(	(	PUNCT
ajbmeb-2672	18	32	roe	roe	PROPN
ajbmeb-2672	18	33	)	)	PUNCT
ajbmeb-2672	18	34	,	,	PUNCT
ajbmeb-2672	18	35	as	as	ADV
ajbmeb-2672	18	36	well	well	ADV
ajbmeb-2672	18	37	as	as	ADP
ajbmeb-2672	18	38	liquidity	liquidity	NOUN
ajbmeb-2672	18	39	ratios	ratio	NOUN
ajbmeb-2672	18	40	(	(	PUNCT
ajbmeb-2672	18	41	current	current	ADJ
ajbmeb-2672	18	42	and	and	CCONJ
ajbmeb-2672	18	43	quick	quick	ADJ
ajbmeb-2672	18	44	ratios	ratio	NOUN
ajbmeb-2672	18	45	)	)	PUNCT
ajbmeb-2672	18	46	for	for	ADP
ajbmeb-2672	18	47	assessing	assess	VERB
ajbmeb-2672	18	48	a	a	DET
ajbmeb-2672	18	49	bank	bank	NOUN
ajbmeb-2672	18	50	’s	’s	PART
ajbmeb-2672	18	51	financial	financial	ADJ
ajbmeb-2672	18	52	health	health	NOUN
ajbmeb-2672	18	53	.	.	PUNCT
ajbmeb-2672	19	1	these	these	DET
ajbmeb-2672	19	2	methods	method	NOUN
ajbmeb-2672	19	3	are	be	AUX
ajbmeb-2672	19	4	widely	widely	ADV
ajbmeb-2672	19	5	used	use	VERB
ajbmeb-2672	19	6	in	in	ADP
ajbmeb-2672	19	7	the	the	DET
ajbmeb-2672	19	8	banking	banking	NOUN
ajbmeb-2672	19	9	industry	industry	NOUN
ajbmeb-2672	19	10	and	and	CCONJ
ajbmeb-2672	19	11	have	have	AUX
ajbmeb-2672	19	12	proven	prove	VERB
ajbmeb-2672	19	13	effective	effective	ADJ
ajbmeb-2672	19	14	in	in	ADP
ajbmeb-2672	19	15	assessing	assess	VERB
ajbmeb-2672	19	16	the	the	DET
ajbmeb-2672	19	17	basic	basic	ADJ
ajbmeb-2672	19	18	financial	financial	ADJ
ajbmeb-2672	19	19	performance	performance	NOUN
ajbmeb-2672	19	20	of	of	ADP
ajbmeb-2672	19	21	banks	bank	NOUN
ajbmeb-2672	19	22	.	.	PUNCT
ajbmeb-2672	20	1	for	for	ADP
ajbmeb-2672	20	2	instance	instance	NOUN
ajbmeb-2672	20	3	,	,	PUNCT
ajbmeb-2672	20	4	kovalev	kovalev	NOUN
ajbmeb-2672	20	5	(	(	PUNCT
ajbmeb-2672	20	6	2021	2021	NUM
ajbmeb-2672	20	7	)	)	PUNCT
ajbmeb-2672	20	8	argues	argue	VERB
ajbmeb-2672	20	9	that	that	SCONJ
ajbmeb-2672	20	10	financial	financial	ADJ
ajbmeb-2672	20	11	ratios	ratio	NOUN
ajbmeb-2672	20	12	,	,	PUNCT
ajbmeb-2672	20	13	while	while	SCONJ
ajbmeb-2672	20	14	helpful	helpful	ADJ
ajbmeb-2672	20	15	in	in	ADP
ajbmeb-2672	20	16	the	the	DET
ajbmeb-2672	20	17	short	short	ADJ
ajbmeb-2672	20	18	term	term	NOUN
ajbmeb-2672	20	19	,	,	PUNCT
ajbmeb-2672	20	20	are	be	AUX
ajbmeb-2672	20	21	limited	limit	VERB
ajbmeb-2672	20	22	when	when	SCONJ
ajbmeb-2672	20	23	it	it	PRON
ajbmeb-2672	20	24	comes	come	VERB
ajbmeb-2672	20	25	to	to	ADP
ajbmeb-2672	20	26	capturing	capture	VERB
ajbmeb-2672	20	27	long	long	ADJ
ajbmeb-2672	20	28	-	-	PUNCT
ajbmeb-2672	20	29	term	term	NOUN
ajbmeb-2672	20	30	sustainability	sustainability	NOUN
ajbmeb-2672	20	31	and	and	CCONJ
ajbmeb-2672	20	32	resilience	resilience	NOUN
ajbmeb-2672	20	33	against	against	ADP
ajbmeb-2672	20	34	external	external	ADJ
ajbmeb-2672	20	35	shocks	shock	NOUN
ajbmeb-2672	20	36	.	.	PUNCT
ajbmeb-2672	21	1	in	in	ADP
ajbmeb-2672	21	2	particular	particular	ADJ
ajbmeb-2672	21	3	,	,	PUNCT
ajbmeb-2672	21	4	kovalev	kovalev	PROPN
ajbmeb-2672	21	5	highlights	highlight	VERB
ajbmeb-2672	21	6	the	the	DET
ajbmeb-2672	21	7	importance	importance	NOUN
ajbmeb-2672	21	8	of	of	ADP
ajbmeb-2672	21	9	liquidity	liquidity	NOUN
ajbmeb-2672	21	10	management	management	NOUN
ajbmeb-2672	21	11	,	,	PUNCT
ajbmeb-2672	21	12	which	which	PRON
ajbmeb-2672	21	13	ensures	ensure	VERB
ajbmeb-2672	21	14	that	that	SCONJ
ajbmeb-2672	21	15	a	a	DET
ajbmeb-2672	21	16	bank	bank	NOUN
ajbmeb-2672	21	17	can	can	AUX
ajbmeb-2672	21	18	meet	meet	VERB
ajbmeb-2672	21	19	its	its	PRON
ajbmeb-2672	21	20	short	short	ADJ
ajbmeb-2672	21	21	-	-	PUNCT
ajbmeb-2672	21	22	term	term	NOUN
ajbmeb-2672	21	23	obligations	obligation	NOUN
ajbmeb-2672	21	24	.	.	PUNCT
ajbmeb-2672	22	1	this	this	PRON
ajbmeb-2672	22	2	is	be	AUX
ajbmeb-2672	22	3	particularly	particularly	ADV
ajbmeb-2672	22	4	relevant	relevant	ADJ
ajbmeb-2672	22	5	in	in	ADP
ajbmeb-2672	22	6	the	the	DET
ajbmeb-2672	22	7	context	context	NOUN
ajbmeb-2672	22	8	of	of	ADP
ajbmeb-2672	22	9	periods	period	NOUN
ajbmeb-2672	22	10	of	of	ADP
ajbmeb-2672	22	11	financial	financial	ADJ
ajbmeb-2672	22	12	instability	instability	NOUN
ajbmeb-2672	22	13	or	or	CCONJ
ajbmeb-2672	22	14	economic	economic	ADJ
ajbmeb-2672	22	15	downturns	downturn	NOUN
ajbmeb-2672	22	16	.	.	PUNCT
ajbmeb-2672	23	1	similarly	similarly	ADV
ajbmeb-2672	23	2	,	,	PUNCT
ajbmeb-2672	23	3	chernychev	chernychev	PROPN
ajbmeb-2672	23	4	(	(	PUNCT
ajbmeb-2672	23	5	2020	2020	NUM
ajbmeb-2672	23	6	)	)	PUNCT
ajbmeb-2672	23	7	examines	examine	VERB
ajbmeb-2672	23	8	liquidity	liquidity	NOUN
ajbmeb-2672	23	9	risk	risk	NOUN
ajbmeb-2672	23	10	management	management	NOUN
ajbmeb-2672	23	11	in	in	ADP
ajbmeb-2672	23	12	banks	bank	NOUN
ajbmeb-2672	23	13	,	,	PUNCT
ajbmeb-2672	23	14	presenting	present	VERB
ajbmeb-2672	23	15	a	a	DET
ajbmeb-2672	23	16	range	range	NOUN
ajbmeb-2672	23	17	of	of	ADP
ajbmeb-2672	23	18	liquidity	liquidity	NOUN
ajbmeb-2672	23	19	ratios	ratio	NOUN
ajbmeb-2672	23	20	and	and	CCONJ
ajbmeb-2672	23	21	recommending	recommend	VERB
ajbmeb-2672	23	22	their	their	PRON
ajbmeb-2672	23	23	use	use	NOUN
ajbmeb-2672	23	24	in	in	ADP
ajbmeb-2672	23	25	performance	performance	NOUN
ajbmeb-2672	23	26	evaluations	evaluation	NOUN
ajbmeb-2672	23	27	.	.	PUNCT
ajbmeb-2672	24	1	despite	despite	SCONJ
ajbmeb-2672	24	2	their	their	PRON
ajbmeb-2672	24	3	longstanding	longstanding	ADJ
ajbmeb-2672	24	4	use	use	NOUN
ajbmeb-2672	24	5	,	,	PUNCT
ajbmeb-2672	24	6	traditional	traditional	ADJ
ajbmeb-2672	24	7	financial	financial	ADJ
ajbmeb-2672	24	8	analysis	analysis	NOUN
ajbmeb-2672	24	9	methods	method	NOUN
ajbmeb-2672	24	10	have	have	AUX
ajbmeb-2672	24	11	been	be	AUX
ajbmeb-2672	24	12	criticized	criticize	VERB
ajbmeb-2672	24	13	for	for	ADP
ajbmeb-2672	24	14	being	be	AUX
ajbmeb-2672	24	15	too	too	ADV
ajbmeb-2672	24	16	narrow	narrow	ADJ
ajbmeb-2672	24	17	and	and	CCONJ
ajbmeb-2672	24	18	unable	unable	ADJ
ajbmeb-2672	24	19	to	to	PART
ajbmeb-2672	24	20	fully	fully	ADV
ajbmeb-2672	24	21	capture	capture	VERB
ajbmeb-2672	24	22	the	the	DET
ajbmeb-2672	24	23	complexities	complexity	NOUN
ajbmeb-2672	24	24	of	of	ADP
ajbmeb-2672	24	25	modern	modern	ADJ
ajbmeb-2672	24	26	banking	banking	NOUN
ajbmeb-2672	24	27	,	,	PUNCT
ajbmeb-2672	24	28	especially	especially	ADV
ajbmeb-2672	24	29	in	in	ADP
ajbmeb-2672	24	30	light	light	NOUN
ajbmeb-2672	24	31	of	of	ADP
ajbmeb-2672	24	32	technological	technological	ADJ
ajbmeb-2672	24	33	advancements	advancement	NOUN
ajbmeb-2672	24	34	and	and	CCONJ
ajbmeb-2672	24	35	globalization	globalization	NOUN
ajbmeb-2672	24	36	.	.	PUNCT
ajbmeb-2672	25	1	for	for	ADP
ajbmeb-2672	25	2	example	example	NOUN
ajbmeb-2672	25	3	,	,	PUNCT
ajbmeb-2672	25	4	financial	financial	ADJ
ajbmeb-2672	25	5	indicators	indicator	NOUN
ajbmeb-2672	25	6	do	do	AUX
ajbmeb-2672	25	7	not	not	PART
ajbmeb-2672	25	8	always	always	ADV
ajbmeb-2672	25	9	account	account	VERB
ajbmeb-2672	25	10	for	for	ADP
ajbmeb-2672	25	11	changes	change	NOUN
ajbmeb-2672	25	12	in	in	ADP
ajbmeb-2672	25	13	customer	customer	NOUN
ajbmeb-2672	25	14	behavior	behavior	NOUN
ajbmeb-2672	25	15	,	,	PUNCT
ajbmeb-2672	25	16	technological	technological	ADJ
ajbmeb-2672	25	17	innovation	innovation	NOUN
ajbmeb-2672	25	18	,	,	PUNCT
ajbmeb-2672	25	19	or	or	CCONJ
ajbmeb-2672	25	20	the	the	DET
ajbmeb-2672	25	21	broader	broad	ADJ
ajbmeb-2672	25	22	economic	economic	ADJ
ajbmeb-2672	25	23	environment	environment	NOUN
ajbmeb-2672	25	24	.	.	PUNCT
ajbmeb-2672	26	1	in	in	ADP
ajbmeb-2672	26	2	the	the	DET
ajbmeb-2672	26	3	21st	21st	ADJ
ajbmeb-2672	26	4	century	century	NOUN
ajbmeb-2672	26	5	,	,	PUNCT
ajbmeb-2672	26	6	digital	digital	ADJ
ajbmeb-2672	26	7	technologies	technology	NOUN
ajbmeb-2672	26	8	and	and	CCONJ
ajbmeb-2672	26	9	innovations	innovation	NOUN
ajbmeb-2672	26	10	in	in	ADP
ajbmeb-2672	26	11	banking	banking	NOUN
ajbmeb-2672	26	12	have	have	AUX
ajbmeb-2672	26	13	brought	bring	VERB
ajbmeb-2672	26	14	new	new	ADJ
ajbmeb-2672	26	15	perspectives	perspective	NOUN
ajbmeb-2672	26	16	to	to	ADP
ajbmeb-2672	26	17	the	the	DET
ajbmeb-2672	26	18	evaluation	evaluation	NOUN
ajbmeb-2672	26	19	of	of	ADP
ajbmeb-2672	26	20	bank	bank	NOUN
ajbmeb-2672	26	21	performance	performance	NOUN
ajbmeb-2672	26	22	.	.	PUNCT
ajbmeb-2672	27	1	the	the	DET
ajbmeb-2672	27	2	introduction	introduction	NOUN
ajbmeb-2672	27	3	of	of	ADP
ajbmeb-2672	27	4	artificial	artificial	ADJ
ajbmeb-2672	27	5	intelligence	intelligence	NOUN
ajbmeb-2672	27	6	(	(	PUNCT
ajbmeb-2672	27	7	ai	ai	NOUN
ajbmeb-2672	27	8	)	)	PUNCT
ajbmeb-2672	27	9	,	,	PUNCT
ajbmeb-2672	27	10	big	big	ADJ
ajbmeb-2672	27	11	data	datum	NOUN
ajbmeb-2672	27	12	analytics	analytic	NOUN
ajbmeb-2672	27	13	,	,	PUNCT
ajbmeb-2672	27	14	and	and	CCONJ
ajbmeb-2672	27	15	blockchain	blockchain	PROPN
ajbmeb-2672	27	16	has	have	AUX
ajbmeb-2672	27	17	reshaped	reshape	VERB
ajbmeb-2672	27	18	how	how	SCONJ
ajbmeb-2672	27	19	banks	bank	NOUN
ajbmeb-2672	27	20	operate	operate	VERB
ajbmeb-2672	27	21	and	and	CCONJ
ajbmeb-2672	27	22	interact	interact	VERB
ajbmeb-2672	27	23	with	with	ADP
ajbmeb-2672	27	24	their	their	PRON
ajbmeb-2672	27	25	customers	customer	NOUN
ajbmeb-2672	27	26	.	.	PUNCT
ajbmeb-2672	28	1	recent	recent	ADJ
ajbmeb-2672	28	2	works	work	NOUN
ajbmeb-2672	28	3	by	by	ADP
ajbmeb-2672	28	4	authors	author	NOUN
ajbmeb-2672	28	5	such	such	ADJ
ajbmeb-2672	28	6	as	as	ADP
ajbmeb-2672	28	7	smith	smith	PROPN
ajbmeb-2672	28	8	(	(	PUNCT
ajbmeb-2672	28	9	2019	2019	NUM
ajbmeb-2672	28	10	)	)	PUNCT
ajbmeb-2672	28	11	and	and	CCONJ
ajbmeb-2672	28	12	gozman	gozman	NOUN
ajbmeb-2672	28	13	&	&	CCONJ
ajbmeb-2672	28	14	davies	davy	NOUN
ajbmeb-2672	28	15	(	(	PUNCT
ajbmeb-2672	28	16	2023	2023	NUM
ajbmeb-2672	28	17	)	)	PUNCT
ajbmeb-2672	28	18	suggest	suggest	VERB
ajbmeb-2672	28	19	that	that	SCONJ
ajbmeb-2672	28	20	digitalization	digitalization	NOUN
ajbmeb-2672	28	21	has	have	VERB
ajbmeb-2672	28	22	a	a	DET
ajbmeb-2672	28	23	significant	significant	ADJ
ajbmeb-2672	28	24	impact	impact	NOUN
ajbmeb-2672	28	25	on	on	ADP
ajbmeb-2672	28	26	the	the	DET
ajbmeb-2672	28	27	operational	operational	ADJ
ajbmeb-2672	28	28	efficiency	efficiency	NOUN
ajbmeb-2672	28	29	and	and	CCONJ
ajbmeb-2672	28	30	risk	risk	NOUN
ajbmeb-2672	28	31	management	management	NOUN
ajbmeb-2672	28	32	capabilities	capability	NOUN
ajbmeb-2672	28	33	of	of	ADP
ajbmeb-2672	28	34	banks	bank	NOUN
ajbmeb-2672	28	35	.	.	PUNCT
ajbmeb-2672	29	1	smith	smith	PROPN
ajbmeb-2672	29	2	(	(	PUNCT
ajbmeb-2672	29	3	2019	2019	NUM
ajbmeb-2672	29	4	)	)	PUNCT
ajbmeb-2672	29	5	argues	argue	VERB
ajbmeb-2672	29	6	that	that	SCONJ
ajbmeb-2672	29	7	ai	ai	VERB
ajbmeb-2672	29	8	,	,	PUNCT
ajbmeb-2672	29	9	in	in	ADP
ajbmeb-2672	29	10	particular	particular	ADJ
ajbmeb-2672	29	11	,	,	PUNCT
ajbmeb-2672	29	12	allows	allow	VERB
ajbmeb-2672	29	13	for	for	ADP
ajbmeb-2672	29	14	more	more	ADV
ajbmeb-2672	29	15	accurate	accurate	ADJ
ajbmeb-2672	29	16	credit	credit	NOUN
ajbmeb-2672	29	17	risk	risk	NOUN
ajbmeb-2672	29	18	assessments	assessment	NOUN
ajbmeb-2672	29	19	and	and	CCONJ
ajbmeb-2672	29	20	improves	improve	VERB
ajbmeb-2672	29	21	decision	decision	NOUN
ajbmeb-2672	29	22	-	-	PUNCT
ajbmeb-2672	29	23	making	make	VERB
ajbmeb-2672	29	24	processes	process	NOUN
ajbmeb-2672	29	25	by	by	ADP
ajbmeb-2672	29	26	automating	automate	VERB
ajbmeb-2672	29	27	and	and	CCONJ
ajbmeb-2672	29	28	optimizing	optimize	VERB
ajbmeb-2672	29	29	various	various	ADJ
ajbmeb-2672	29	30	aspects	aspect	NOUN
ajbmeb-2672	29	31	of	of	ADP
ajbmeb-2672	29	32	banking	banking	NOUN
ajbmeb-2672	29	33	operations	operation	NOUN
ajbmeb-2672	29	34	.	.	PUNCT
ajbmeb-2672	30	1	in	in	ADP
ajbmeb-2672	30	2	this	this	DET
ajbmeb-2672	30	3	context	context	NOUN
ajbmeb-2672	30	4	,	,	PUNCT
ajbmeb-2672	30	5	melnnikov	melnnikov	PROPN
ajbmeb-2672	30	6	&	&	CCONJ
ajbmeb-2672	30	7	kuznetsov	kuznetsov	PROPN
ajbmeb-2672	30	8	(	(	PUNCT
ajbmeb-2672	30	9	2021	2021	NUM
ajbmeb-2672	30	10	)	)	PUNCT
ajbmeb-2672	30	11	explore	explore	VERB
ajbmeb-2672	30	12	the	the	DET
ajbmeb-2672	30	13	role	role	NOUN
ajbmeb-2672	30	14	of	of	ADP
ajbmeb-2672	30	15	digital	digital	ADJ
ajbmeb-2672	30	16	transformation	transformation	NOUN
ajbmeb-2672	30	17	in	in	ADP
ajbmeb-2672	30	18	banking	banking	NOUN
ajbmeb-2672	30	19	,	,	PUNCT
ajbmeb-2672	30	20	emphasizing	emphasize	VERB
ajbmeb-2672	30	21	the	the	DET
ajbmeb-2672	30	22	need	need	NOUN
ajbmeb-2672	30	23	for	for	SCONJ
ajbmeb-2672	30	24	banks	bank	NOUN
ajbmeb-2672	30	25	to	to	PART
ajbmeb-2672	30	26	embrace	embrace	VERB
ajbmeb-2672	30	27	technology	technology	NOUN
ajbmeb-2672	30	28	to	to	PART
ajbmeb-2672	30	29	stay	stay	VERB
ajbmeb-2672	30	30	competitive	competitive	ADJ
ajbmeb-2672	30	31	.	.	PUNCT
ajbmeb-2672	31	1	they	they	PRON
ajbmeb-2672	31	2	argue	argue	VERB
ajbmeb-2672	31	3	that	that	SCONJ
ajbmeb-2672	31	4	digital	digital	ADJ
ajbmeb-2672	31	5	banking	banking	NOUN
ajbmeb-2672	31	6	services	service	NOUN
ajbmeb-2672	31	7	,	,	PUNCT
ajbmeb-2672	31	8	such	such	ADJ
ajbmeb-2672	31	9	as	as	ADP
ajbmeb-2672	31	10	online	online	ADJ
ajbmeb-2672	31	11	banking	banking	NOUN
ajbmeb-2672	31	12	,	,	PUNCT
ajbmeb-2672	31	13	mobile	mobile	ADJ
ajbmeb-2672	31	14	apps	app	NOUN
ajbmeb-2672	31	15	,	,	PUNCT
ajbmeb-2672	31	16	and	and	CCONJ
ajbmeb-2672	31	17	automated	automate	VERB
ajbmeb-2672	31	18	financial	financial	ADJ
ajbmeb-2672	31	19	products	product	NOUN
ajbmeb-2672	31	20	,	,	PUNCT
ajbmeb-2672	31	21	have	have	AUX
ajbmeb-2672	31	22	created	create	VERB
ajbmeb-2672	31	23	new	new	ADJ
ajbmeb-2672	31	24	avenues	avenue	NOUN
ajbmeb-2672	31	25	for	for	ADP
ajbmeb-2672	31	26	revenue	revenue	NOUN
ajbmeb-2672	31	27	generation	generation	NOUN
ajbmeb-2672	31	28	,	,	PUNCT
ajbmeb-2672	31	29	while	while	SCONJ
ajbmeb-2672	31	30	also	also	ADV
ajbmeb-2672	31	31	reducing	reduce	VERB
ajbmeb-2672	31	32	operational	operational	ADJ
ajbmeb-2672	31	33	costs	cost	NOUN
ajbmeb-2672	31	34	.	.	PUNCT
ajbmeb-2672	32	1	however	however	ADV
ajbmeb-2672	32	2	,	,	PUNCT
ajbmeb-2672	32	3	they	they	PRON
ajbmeb-2672	32	4	acknowledge	acknowledge	VERB
ajbmeb-2672	32	5	that	that	SCONJ
ajbmeb-2672	32	6	the	the	DET
ajbmeb-2672	32	7	implementation	implementation	NOUN
ajbmeb-2672	32	8	of	of	ADP
ajbmeb-2672	32	9	these	these	DET
ajbmeb-2672	32	10	technologies	technology	NOUN
ajbmeb-2672	32	11	also	also	ADV
ajbmeb-2672	32	12	introduces	introduce	VERB
ajbmeb-2672	32	13	new	new	ADJ
ajbmeb-2672	32	14	risks	risk	NOUN
ajbmeb-2672	32	15	,	,	PUNCT
ajbmeb-2672	32	16	including	include	VERB
ajbmeb-2672	32	17	cybersecurity	cybersecurity	NOUN
ajbmeb-2672	32	18	threats	threat	NOUN
ajbmeb-2672	32	19	and	and	CCONJ
ajbmeb-2672	32	20	the	the	DET
ajbmeb-2672	32	21	potential	potential	NOUN
ajbmeb-2672	32	22	for	for	ADP
ajbmeb-2672	32	23	technological	technological	ADJ
ajbmeb-2672	32	24	obsolescence	obsolescence	NOUN
ajbmeb-2672	32	25	.	.	PUNCT
ajbmeb-2672	33	1	the	the	DET
ajbmeb-2672	33	2	literature	literature	NOUN
ajbmeb-2672	33	3	points	point	VERB
ajbmeb-2672	33	4	to	to	ADP
ajbmeb-2672	33	5	a	a	DET
ajbmeb-2672	33	6	growing	grow	VERB
ajbmeb-2672	33	7	consensus	consensus	NOUN
ajbmeb-2672	33	8	that	that	SCONJ
ajbmeb-2672	33	9	traditional	traditional	ADJ
ajbmeb-2672	33	10	performance	performance	NOUN
ajbmeb-2672	33	11	evaluation	evaluation	NOUN
ajbmeb-2672	33	12	methods	method	NOUN
ajbmeb-2672	33	13	,	,	PUNCT
ajbmeb-2672	33	14	while	while	SCONJ
ajbmeb-2672	33	15	still	still	ADV
ajbmeb-2672	33	16	relevant	relevant	ADJ
ajbmeb-2672	33	17	,	,	PUNCT
ajbmeb-2672	33	18	must	must	AUX
ajbmeb-2672	33	19	be	be	AUX
ajbmeb-2672	33	20	supplemented	supplement	VERB
ajbmeb-2672	33	21	with	with	ADP
ajbmeb-2672	33	22	an	an	DET
ajbmeb-2672	33	23	understanding	understanding	NOUN
ajbmeb-2672	33	24	of	of	ADP
ajbmeb-2672	33	25	digital	digital	ADJ
ajbmeb-2672	33	26	innovation	innovation	NOUN
ajbmeb-2672	33	27	.	.	PUNCT
ajbmeb-2672	34	1	kovalev	kovalev	NOUN
ajbmeb-2672	34	2	(	(	PUNCT
ajbmeb-2672	34	3	2021	2021	NUM
ajbmeb-2672	34	4	)	)	PUNCT
ajbmeb-2672	34	5	emphasizes	emphasize	VERB
ajbmeb-2672	34	6	the	the	DET
ajbmeb-2672	34	7	need	need	NOUN
ajbmeb-2672	34	8	for	for	ADP
ajbmeb-2672	34	9	a	a	DET
ajbmeb-2672	34	10	new	new	ADJ
ajbmeb-2672	34	11	framework	framework	NOUN
ajbmeb-2672	34	12	that	that	PRON
ajbmeb-2672	34	13	incorporates	incorporate	VERB
ajbmeb-2672	34	14	the	the	DET
ajbmeb-2672	34	15	impact	impact	NOUN
ajbmeb-2672	34	16	of	of	ADP
ajbmeb-2672	34	17	technological	technological	ADJ
ajbmeb-2672	34	18	adoption	adoption	NOUN
ajbmeb-2672	34	19	on	on	ADP
ajbmeb-2672	34	20	banks	bank	NOUN
ajbmeb-2672	34	21	’	’	PART
ajbmeb-2672	34	22	profitability	profitability	NOUN
ajbmeb-2672	34	23	and	and	CCONJ
ajbmeb-2672	34	24	risk	risk	NOUN
ajbmeb-2672	34	25	management	management	NOUN
ajbmeb-2672	34	26	.	.	PUNCT
ajbmeb-2672	35	1	this	this	DET
ajbmeb-2672	35	2	perspective	perspective	NOUN
ajbmeb-2672	35	3	aligns	align	VERB
ajbmeb-2672	35	4	with	with	ADP
ajbmeb-2672	35	5	the	the	DET
ajbmeb-2672	35	6	current	current	ADJ
ajbmeb-2672	35	7	study	study	NOUN
ajbmeb-2672	35	8	’s	’s	PART
ajbmeb-2672	35	9	findings	finding	NOUN
ajbmeb-2672	35	10	,	,	PUNCT
ajbmeb-2672	35	11	which	which	PRON
ajbmeb-2672	35	12	suggest	suggest	VERB
ajbmeb-2672	35	13	that	that	SCONJ
ajbmeb-2672	35	14	banks	bank	NOUN
ajbmeb-2672	35	15	actively	actively	ADV
ajbmeb-2672	35	16	integrating	integrate	VERB
ajbmeb-2672	35	17	digital	digital	ADJ
ajbmeb-2672	35	18	tools	tool	NOUN
ajbmeb-2672	35	19	exhibit	exhibit	VERB
ajbmeb-2672	35	20	higher	high	ADJ
ajbmeb-2672	35	21	operational	operational	ADJ
ajbmeb-2672	35	22	efficiency	efficiency	NOUN
ajbmeb-2672	35	23	and	and	CCONJ
ajbmeb-2672	35	24	resilience	resilience	NOUN
ajbmeb-2672	35	25	to	to	ADP
ajbmeb-2672	35	26	economic	economic	ADJ
ajbmeb-2672	35	27	shocks	shock	NOUN
ajbmeb-2672	35	28	.	.	PUNCT
ajbmeb-2672	36	1	globally	globally	ADV
ajbmeb-2672	36	2	,	,	PUNCT
ajbmeb-2672	36	3	financial	financial	ADJ
ajbmeb-2672	36	4	crises	crisis	NOUN
ajbmeb-2672	36	5	and	and	CCONJ
ajbmeb-2672	36	6	regulatory	regulatory	ADJ
ajbmeb-2672	36	7	changes	change	NOUN
ajbmeb-2672	36	8	have	have	AUX
ajbmeb-2672	36	9	led	lead	VERB
ajbmeb-2672	36	10	to	to	ADP
ajbmeb-2672	36	11	a	a	DET
ajbmeb-2672	36	12	reevaluation	reevaluation	NOUN
ajbmeb-2672	36	13	of	of	ADP
ajbmeb-2672	36	14	the	the	DET
ajbmeb-2672	36	15	methodologies	methodology	NOUN
ajbmeb-2672	36	16	used	use	VERB
ajbmeb-2672	36	17	for	for	ADP
ajbmeb-2672	36	18	assessing	assess	VERB
ajbmeb-2672	36	19	bank	bank	NOUN
ajbmeb-2672	36	20	performance	performance	NOUN
ajbmeb-2672	36	21	.	.	PUNCT
ajbmeb-2672	37	1	the	the	DET
ajbmeb-2672	37	2	2008	2008	NUM
ajbmeb-2672	37	3	global	global	ADJ
ajbmeb-2672	37	4	financial	financial	ADJ
ajbmeb-2672	37	5	crisis	crisis	NOUN
ajbmeb-2672	37	6	,	,	PUNCT
ajbmeb-2672	37	7	in	in	ADP
ajbmeb-2672	37	8	particular	particular	ADJ
ajbmeb-2672	37	9	,	,	PUNCT
ajbmeb-2672	37	10	exposed	expose	VERB
ajbmeb-2672	37	11	significant	significant	ADJ
ajbmeb-2672	37	12	american	american	ADJ
ajbmeb-2672	37	13	journal	journal	NOUN
ajbmeb-2672	37	14	of	of	ADP
ajbmeb-2672	37	15	business	business	NOUN
ajbmeb-2672	37	16	management	management	NOUN
ajbmeb-2672	37	17	,	,	PUNCT
ajbmeb-2672	37	18	economics	economic	NOUN
ajbmeb-2672	37	19	and	and	CCONJ
ajbmeb-2672	37	20	banking	banking	NOUN
ajbmeb-2672	37	21	volume	volume	NOUN
ajbmeb-2672	37	22	32	32	NUM
ajbmeb-2672	37	23	january	january	PROPN
ajbmeb-2672	37	24	2025	2025	NUM
ajbmeb-2672	37	25	p	p	NOUN
ajbmeb-2672	37	26	a	a	DET
ajbmeb-2672	37	27	g	g	NOUN
ajbmeb-2672	37	28	e	e	NOUN
ajbmeb-2672	37	29	|	|	ADV
ajbmeb-2672	37	30	81	81	NUM
ajbmeb-2672	37	31	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-2672	37	32	flaws	flaw	NOUN
ajbmeb-2672	37	33	in	in	ADP
ajbmeb-2672	37	34	traditional	traditional	ADJ
ajbmeb-2672	37	35	performance	performance	NOUN
ajbmeb-2672	37	36	metrics	metric	NOUN
ajbmeb-2672	37	37	,	,	PUNCT
ajbmeb-2672	37	38	leading	lead	VERB
ajbmeb-2672	37	39	to	to	ADP
ajbmeb-2672	37	40	calls	call	NOUN
ajbmeb-2672	37	41	for	for	ADP
ajbmeb-2672	37	42	more	more	ADV
ajbmeb-2672	37	43	holistic	holistic	ADJ
ajbmeb-2672	37	44	approaches	approach	NOUN
ajbmeb-2672	37	45	to	to	ADP
ajbmeb-2672	37	46	bank	bank	NOUN
ajbmeb-2672	37	47	assessment	assessment	NOUN
ajbmeb-2672	37	48	.	.	PUNCT
ajbmeb-2672	38	1	researchers	researcher	NOUN
ajbmeb-2672	38	2	like	like	ADP
ajbmeb-2672	38	3	baranov	baranov	NOUN
ajbmeb-2672	38	4	(	(	PUNCT
ajbmeb-2672	38	5	2022	2022	NUM
ajbmeb-2672	38	6	)	)	PUNCT
ajbmeb-2672	38	7	and	and	CCONJ
ajbmeb-2672	38	8	martynov	martynov	PROPN
ajbmeb-2672	38	9	&	&	CCONJ
ajbmeb-2672	38	10	lebedev	lebedev	PROPN
ajbmeb-2672	38	11	(	(	PUNCT
ajbmeb-2672	38	12	2023	2023	NUM
ajbmeb-2672	38	13	)	)	PUNCT
ajbmeb-2672	38	14	advocate	advocate	NOUN
ajbmeb-2672	38	15	for	for	ADP
ajbmeb-2672	38	16	the	the	DET
ajbmeb-2672	38	17	inclusion	inclusion	NOUN
ajbmeb-2672	38	18	of	of	ADP
ajbmeb-2672	38	19	macroeconomic	macroeconomic	ADJ
ajbmeb-2672	38	20	factors	factor	NOUN
ajbmeb-2672	38	21	,	,	PUNCT
ajbmeb-2672	38	22	such	such	ADJ
ajbmeb-2672	38	23	as	as	ADP
ajbmeb-2672	38	24	political	political	ADJ
ajbmeb-2672	38	25	risk	risk	NOUN
ajbmeb-2672	38	26	and	and	CCONJ
ajbmeb-2672	38	27	regulatory	regulatory	ADJ
ajbmeb-2672	38	28	changes	change	NOUN
ajbmeb-2672	38	29	,	,	PUNCT
ajbmeb-2672	38	30	in	in	ADP
ajbmeb-2672	38	31	bank	bank	NOUN
ajbmeb-2672	38	32	performance	performance	NOUN
ajbmeb-2672	38	33	evaluation	evaluation	NOUN
ajbmeb-2672	38	34	models	model	NOUN
ajbmeb-2672	38	35	.	.	PUNCT
ajbmeb-2672	39	1	baranov	baranov	NOUN
ajbmeb-2672	39	2	(	(	PUNCT
ajbmeb-2672	39	3	2022	2022	NUM
ajbmeb-2672	39	4	)	)	PUNCT
ajbmeb-2672	39	5	also	also	ADV
ajbmeb-2672	39	6	underscores	underscore	VERB
ajbmeb-2672	39	7	the	the	DET
ajbmeb-2672	39	8	role	role	NOUN
ajbmeb-2672	39	9	of	of	ADP
ajbmeb-2672	39	10	stress	stress	NOUN
ajbmeb-2672	39	11	testing	testing	NOUN
ajbmeb-2672	39	12	and	and	CCONJ
ajbmeb-2672	39	13	scenario	scenario	NOUN
ajbmeb-2672	39	14	analysis	analysis	NOUN
ajbmeb-2672	39	15	in	in	ADP
ajbmeb-2672	39	16	measuring	measure	VERB
ajbmeb-2672	39	17	banks	bank	NOUN
ajbmeb-2672	39	18	’	'	PUNCT
ajbmeb-2672	39	19	ability	ability	NOUN
ajbmeb-2672	39	20	to	to	PART
ajbmeb-2672	39	21	withstand	withstand	VERB
ajbmeb-2672	39	22	shocks	shock	NOUN
ajbmeb-2672	39	23	.	.	PUNCT
ajbmeb-2672	40	1	in	in	ADP
ajbmeb-2672	40	2	addition	addition	NOUN
ajbmeb-2672	40	3	to	to	ADP
ajbmeb-2672	40	4	financial	financial	ADJ
ajbmeb-2672	40	5	metrics	metric	NOUN
ajbmeb-2672	40	6	,	,	PUNCT
ajbmeb-2672	40	7	social	social	ADJ
ajbmeb-2672	40	8	,	,	PUNCT
ajbmeb-2672	40	9	environmental	environmental	ADJ
ajbmeb-2672	40	10	,	,	PUNCT
ajbmeb-2672	40	11	and	and	CCONJ
ajbmeb-2672	40	12	governance	governance	NOUN
ajbmeb-2672	40	13	(	(	PUNCT
ajbmeb-2672	40	14	esg	esg	NOUN
ajbmeb-2672	40	15	)	)	PUNCT
ajbmeb-2672	40	16	factors	factor	NOUN
ajbmeb-2672	40	17	are	be	AUX
ajbmeb-2672	40	18	gaining	gain	VERB
ajbmeb-2672	40	19	importance	importance	NOUN
ajbmeb-2672	40	20	in	in	ADP
ajbmeb-2672	40	21	evaluating	evaluate	VERB
ajbmeb-2672	40	22	bank	bank	NOUN
ajbmeb-2672	40	23	performance	performance	NOUN
ajbmeb-2672	40	24	.	.	PUNCT
ajbmeb-2672	41	1	recent	recent	ADJ
ajbmeb-2672	41	2	literature	literature	NOUN
ajbmeb-2672	41	3	suggests	suggest	VERB
ajbmeb-2672	41	4	that	that	SCONJ
ajbmeb-2672	41	5	sustainability	sustainability	NOUN
ajbmeb-2672	41	6	considerations	consideration	NOUN
ajbmeb-2672	41	7	,	,	PUNCT
ajbmeb-2672	41	8	such	such	ADJ
ajbmeb-2672	41	9	as	as	ADP
ajbmeb-2672	41	10	how	how	SCONJ
ajbmeb-2672	41	11	well	well	ADV
ajbmeb-2672	41	12	banks	bank	NOUN
ajbmeb-2672	41	13	address	address	VERB
ajbmeb-2672	41	14	climate	climate	NOUN
ajbmeb-2672	41	15	risk	risk	NOUN
ajbmeb-2672	41	16	or	or	CCONJ
ajbmeb-2672	41	17	social	social	ADJ
ajbmeb-2672	41	18	inequality	inequality	NOUN
ajbmeb-2672	41	19	,	,	PUNCT
ajbmeb-2672	41	20	have	have	AUX
ajbmeb-2672	41	21	begun	begin	VERB
ajbmeb-2672	41	22	to	to	PART
ajbmeb-2672	41	23	influence	influence	VERB
ajbmeb-2672	41	24	investor	investor	NOUN
ajbmeb-2672	41	25	decisions	decision	NOUN
ajbmeb-2672	41	26	and	and	CCONJ
ajbmeb-2672	41	27	regulatory	regulatory	ADJ
ajbmeb-2672	41	28	frameworks	framework	NOUN
ajbmeb-2672	41	29	.	.	PUNCT
ajbmeb-2672	42	1	konovalova	konovalova	PROPN
ajbmeb-2672	42	2	&	&	CCONJ
ajbmeb-2672	42	3	ivanova	ivanova	PROPN
ajbmeb-2672	42	4	(	(	PUNCT
ajbmeb-2672	42	5	2022	2022	NUM
ajbmeb-2672	42	6	)	)	PUNCT
ajbmeb-2672	42	7	highlight	highlight	VERB
ajbmeb-2672	42	8	the	the	DET
ajbmeb-2672	42	9	importance	importance	NOUN
ajbmeb-2672	42	10	of	of	ADP
ajbmeb-2672	42	11	esg	esg	PROPN
ajbmeb-2672	42	12	criteria	criterion	NOUN
ajbmeb-2672	42	13	in	in	ADP
ajbmeb-2672	42	14	assessing	assess	VERB
ajbmeb-2672	42	15	a	a	DET
ajbmeb-2672	42	16	bank	bank	NOUN
ajbmeb-2672	42	17	’s	’s	PART
ajbmeb-2672	42	18	long	long	ADJ
ajbmeb-2672	42	19	-	-	PUNCT
ajbmeb-2672	42	20	term	term	NOUN
ajbmeb-2672	42	21	sustainability	sustainability	NOUN
ajbmeb-2672	42	22	and	and	CCONJ
ajbmeb-2672	42	23	its	its	PRON
ajbmeb-2672	42	24	capacity	capacity	NOUN
ajbmeb-2672	42	25	to	to	PART
ajbmeb-2672	42	26	adapt	adapt	VERB
ajbmeb-2672	42	27	to	to	ADP
ajbmeb-2672	42	28	societal	societal	ADJ
ajbmeb-2672	42	29	changes	change	NOUN
ajbmeb-2672	42	30	.	.	PUNCT
ajbmeb-2672	43	1	this	this	PRON
ajbmeb-2672	43	2	reflects	reflect	VERB
ajbmeb-2672	43	3	the	the	DET
ajbmeb-2672	43	4	increasing	increase	VERB
ajbmeb-2672	43	5	demand	demand	NOUN
ajbmeb-2672	43	6	for	for	ADP
ajbmeb-2672	43	7	banks	bank	NOUN
ajbmeb-2672	43	8	to	to	PART
ajbmeb-2672	43	9	demonstrate	demonstrate	VERB
ajbmeb-2672	43	10	social	social	ADJ
ajbmeb-2672	43	11	responsibility	responsibility	NOUN
ajbmeb-2672	43	12	and	and	CCONJ
ajbmeb-2672	43	13	environmental	environmental	ADJ
ajbmeb-2672	43	14	awareness	awareness	NOUN
ajbmeb-2672	43	15	.	.	PUNCT
ajbmeb-2672	44	1	oecd	oecd	PROPN
ajbmeb-2672	44	2	(	(	PUNCT
ajbmeb-2672	44	3	2022	2022	NUM
ajbmeb-2672	44	4	)	)	PUNCT
ajbmeb-2672	44	5	also	also	ADV
ajbmeb-2672	44	6	addresses	address	VERB
ajbmeb-2672	44	7	the	the	DET
ajbmeb-2672	44	8	shift	shift	NOUN
ajbmeb-2672	44	9	toward	toward	ADP
ajbmeb-2672	44	10	integrating	integrate	VERB
ajbmeb-2672	44	11	sustainability	sustainability	NOUN
ajbmeb-2672	44	12	and	and	CCONJ
ajbmeb-2672	44	13	social	social	ADJ
ajbmeb-2672	44	14	performance	performance	NOUN
ajbmeb-2672	44	15	indicators	indicator	NOUN
ajbmeb-2672	44	16	in	in	ADP
ajbmeb-2672	44	17	banking	banking	NOUN
ajbmeb-2672	44	18	.	.	PUNCT
ajbmeb-2672	45	1	this	this	DET
ajbmeb-2672	45	2	broader	broad	ADJ
ajbmeb-2672	45	3	approach	approach	NOUN
ajbmeb-2672	45	4	aligns	align	VERB
ajbmeb-2672	45	5	with	with	ADP
ajbmeb-2672	45	6	the	the	DET
ajbmeb-2672	45	7	current	current	ADJ
ajbmeb-2672	45	8	study	study	NOUN
ajbmeb-2672	45	9	’s	’s	PART
ajbmeb-2672	45	10	emphasis	emphasis	NOUN
ajbmeb-2672	45	11	on	on	ADP
ajbmeb-2672	45	12	diversifying	diversify	VERB
ajbmeb-2672	45	13	the	the	DET
ajbmeb-2672	45	14	evaluation	evaluation	NOUN
ajbmeb-2672	45	15	of	of	ADP
ajbmeb-2672	45	16	commercial	commercial	ADJ
ajbmeb-2672	45	17	banks	bank	NOUN
ajbmeb-2672	45	18	,	,	PUNCT
ajbmeb-2672	45	19	moving	move	VERB
ajbmeb-2672	45	20	beyond	beyond	ADP
ajbmeb-2672	45	21	traditional	traditional	ADJ
ajbmeb-2672	45	22	financial	financial	ADJ
ajbmeb-2672	45	23	metrics	metric	NOUN
ajbmeb-2672	45	24	to	to	PART
ajbmeb-2672	45	25	encompass	encompass	VERB
ajbmeb-2672	45	26	more	more	ADV
ajbmeb-2672	45	27	comprehensive	comprehensive	ADJ
ajbmeb-2672	45	28	indicators	indicator	NOUN
ajbmeb-2672	45	29	that	that	PRON
ajbmeb-2672	45	30	reflect	reflect	VERB
ajbmeb-2672	45	31	the	the	DET
ajbmeb-2672	45	32	evolving	evolve	VERB
ajbmeb-2672	45	33	nature	nature	NOUN
ajbmeb-2672	45	34	of	of	ADP
ajbmeb-2672	45	35	the	the	DET
ajbmeb-2672	45	36	banking	banking	NOUN
ajbmeb-2672	45	37	industry	industry	NOUN
ajbmeb-2672	45	38	.	.	PUNCT
ajbmeb-2672	46	1	while	while	SCONJ
ajbmeb-2672	46	2	the	the	DET
ajbmeb-2672	46	3	literature	literature	NOUN
ajbmeb-2672	46	4	provides	provide	VERB
ajbmeb-2672	46	5	valuable	valuable	ADJ
ajbmeb-2672	46	6	insights	insight	NOUN
ajbmeb-2672	46	7	into	into	ADP
ajbmeb-2672	46	8	traditional	traditional	ADJ
ajbmeb-2672	46	9	and	and	CCONJ
ajbmeb-2672	46	10	modern	modern	ADJ
ajbmeb-2672	46	11	approaches	approach	NOUN
ajbmeb-2672	46	12	to	to	ADP
ajbmeb-2672	46	13	bank	bank	NOUN
ajbmeb-2672	46	14	performance	performance	NOUN
ajbmeb-2672	46	15	evaluation	evaluation	NOUN
ajbmeb-2672	46	16	,	,	PUNCT
ajbmeb-2672	46	17	several	several	ADJ
ajbmeb-2672	46	18	gaps	gap	NOUN
ajbmeb-2672	46	19	remain	remain	VERB
ajbmeb-2672	46	20	in	in	ADP
ajbmeb-2672	46	21	the	the	DET
ajbmeb-2672	46	22	existing	exist	VERB
ajbmeb-2672	46	23	research	research	NOUN
ajbmeb-2672	46	24	.	.	PUNCT
ajbmeb-2672	47	1	one	one	NUM
ajbmeb-2672	47	2	key	key	ADJ
ajbmeb-2672	47	3	limitation	limitation	NOUN
ajbmeb-2672	47	4	is	be	AUX
ajbmeb-2672	47	5	the	the	DET
ajbmeb-2672	47	6	insufficient	insufficient	ADJ
ajbmeb-2672	47	7	integration	integration	NOUN
ajbmeb-2672	47	8	of	of	ADP
ajbmeb-2672	47	9	digital	digital	ADJ
ajbmeb-2672	47	10	transformation	transformation	NOUN
ajbmeb-2672	47	11	and	and	CCONJ
ajbmeb-2672	47	12	financial	financial	ADJ
ajbmeb-2672	47	13	stability	stability	NOUN
ajbmeb-2672	47	14	in	in	ADP
ajbmeb-2672	47	15	performance	performance	NOUN
ajbmeb-2672	47	16	evaluations	evaluation	NOUN
ajbmeb-2672	47	17	.	.	PUNCT
ajbmeb-2672	48	1	existing	exist	VERB
ajbmeb-2672	48	2	models	model	NOUN
ajbmeb-2672	48	3	often	often	ADV
ajbmeb-2672	48	4	treat	treat	VERB
ajbmeb-2672	48	5	technological	technological	ADJ
ajbmeb-2672	48	6	adoption	adoption	NOUN
ajbmeb-2672	48	7	as	as	ADP
ajbmeb-2672	48	8	a	a	DET
ajbmeb-2672	48	9	separate	separate	ADJ
ajbmeb-2672	48	10	factor	factor	NOUN
ajbmeb-2672	48	11	,	,	PUNCT
ajbmeb-2672	48	12	rather	rather	ADV
ajbmeb-2672	48	13	than	than	ADP
ajbmeb-2672	48	14	an	an	DET
ajbmeb-2672	48	15	integral	integral	ADJ
ajbmeb-2672	48	16	component	component	NOUN
ajbmeb-2672	48	17	of	of	ADP
ajbmeb-2672	48	18	the	the	DET
ajbmeb-2672	48	19	bank	bank	NOUN
ajbmeb-2672	48	20	’s	’s	PART
ajbmeb-2672	48	21	overall	overall	ADJ
ajbmeb-2672	48	22	performance	performance	NOUN
ajbmeb-2672	48	23	and	and	CCONJ
ajbmeb-2672	48	24	risk	risk	NOUN
ajbmeb-2672	48	25	management	management	NOUN
ajbmeb-2672	48	26	system	system	NOUN
ajbmeb-2672	48	27	.	.	PUNCT
ajbmeb-2672	49	1	furthermore	furthermore	ADV
ajbmeb-2672	49	2	,	,	PUNCT
ajbmeb-2672	49	3	while	while	SCONJ
ajbmeb-2672	49	4	there	there	PRON
ajbmeb-2672	49	5	is	be	VERB
ajbmeb-2672	49	6	a	a	DET
ajbmeb-2672	49	7	wealth	wealth	NOUN
ajbmeb-2672	49	8	of	of	ADP
ajbmeb-2672	49	9	research	research	NOUN
ajbmeb-2672	49	10	on	on	ADP
ajbmeb-2672	49	11	the	the	DET
ajbmeb-2672	49	12	financial	financial	ADJ
ajbmeb-2672	49	13	health	health	NOUN
ajbmeb-2672	49	14	of	of	ADP
ajbmeb-2672	49	15	banks	bank	NOUN
ajbmeb-2672	49	16	,	,	PUNCT
ajbmeb-2672	49	17	few	few	ADJ
ajbmeb-2672	49	18	studies	study	NOUN
ajbmeb-2672	49	19	comprehensively	comprehensively	ADV
ajbmeb-2672	49	20	address	address	VERB
ajbmeb-2672	49	21	how	how	SCONJ
ajbmeb-2672	49	22	banks	bank	NOUN
ajbmeb-2672	49	23	’	'	PUNCT
ajbmeb-2672	49	24	digital	digital	ADJ
ajbmeb-2672	49	25	transformations	transformation	NOUN
ajbmeb-2672	49	26	influence	influence	VERB
ajbmeb-2672	49	27	their	their	PRON
ajbmeb-2672	49	28	resilience	resilience	NOUN
ajbmeb-2672	49	29	to	to	ADP
ajbmeb-2672	49	30	economic	economic	ADJ
ajbmeb-2672	49	31	shocks	shock	NOUN
ajbmeb-2672	49	32	or	or	CCONJ
ajbmeb-2672	49	33	market	market	NOUN
ajbmeb-2672	49	34	disruptions	disruption	NOUN
ajbmeb-2672	49	35	.	.	PUNCT
ajbmeb-2672	50	1	this	this	DET
ajbmeb-2672	50	2	gap	gap	NOUN
ajbmeb-2672	50	3	is	be	AUX
ajbmeb-2672	50	4	addressed	address	VERB
ajbmeb-2672	50	5	by	by	ADP
ajbmeb-2672	50	6	the	the	DET
ajbmeb-2672	50	7	current	current	ADJ
ajbmeb-2672	50	8	study	study	NOUN
ajbmeb-2672	50	9	,	,	PUNCT
ajbmeb-2672	50	10	which	which	PRON
ajbmeb-2672	50	11	emphasizes	emphasize	VERB
ajbmeb-2672	50	12	the	the	DET
ajbmeb-2672	50	13	role	role	NOUN
ajbmeb-2672	50	14	of	of	ADP
ajbmeb-2672	50	15	digitalization	digitalization	NOUN
ajbmeb-2672	50	16	and	and	CCONJ
ajbmeb-2672	50	17	ai	ai	VERB
ajbmeb-2672	50	18	in	in	ADP
ajbmeb-2672	50	19	improving	improve	VERB
ajbmeb-2672	50	20	the	the	DET
ajbmeb-2672	50	21	profitability	profitability	NOUN
ajbmeb-2672	50	22	and	and	CCONJ
ajbmeb-2672	50	23	risk	risk	NOUN
ajbmeb-2672	50	24	management	management	NOUN
ajbmeb-2672	50	25	practices	practice	NOUN
ajbmeb-2672	50	26	of	of	ADP
ajbmeb-2672	50	27	banks	bank	NOUN
ajbmeb-2672	50	28	,	,	PUNCT
ajbmeb-2672	50	29	particularly	particularly	ADV
ajbmeb-2672	50	30	in	in	ADP
ajbmeb-2672	50	31	times	time	NOUN
ajbmeb-2672	50	32	of	of	ADP
ajbmeb-2672	50	33	economic	economic	ADJ
ajbmeb-2672	50	34	uncertainty	uncertainty	NOUN
ajbmeb-2672	50	35	.	.	PUNCT
ajbmeb-2672	51	1	another	another	DET
ajbmeb-2672	51	2	gap	gap	NOUN
ajbmeb-2672	51	3	in	in	ADP
ajbmeb-2672	51	4	the	the	DET
ajbmeb-2672	51	5	literature	literature	NOUN
ajbmeb-2672	51	6	pertains	pertain	VERB
ajbmeb-2672	51	7	to	to	ADP
ajbmeb-2672	51	8	the	the	DET
ajbmeb-2672	51	9	integration	integration	NOUN
ajbmeb-2672	51	10	of	of	ADP
ajbmeb-2672	51	11	external	external	ADJ
ajbmeb-2672	51	12	factors	factor	NOUN
ajbmeb-2672	51	13	,	,	PUNCT
ajbmeb-2672	51	14	such	such	ADJ
ajbmeb-2672	51	15	as	as	ADP
ajbmeb-2672	51	16	political	political	ADJ
ajbmeb-2672	51	17	risks	risk	NOUN
ajbmeb-2672	51	18	,	,	PUNCT
ajbmeb-2672	51	19	regulatory	regulatory	ADJ
ajbmeb-2672	51	20	changes	change	NOUN
ajbmeb-2672	51	21	,	,	PUNCT
ajbmeb-2672	51	22	and	and	CCONJ
ajbmeb-2672	51	23	the	the	DET
ajbmeb-2672	51	24	broader	broad	ADJ
ajbmeb-2672	51	25	global	global	ADJ
ajbmeb-2672	51	26	economic	economic	ADJ
ajbmeb-2672	51	27	environment	environment	NOUN
ajbmeb-2672	51	28	,	,	PUNCT
ajbmeb-2672	51	29	into	into	ADP
ajbmeb-2672	51	30	performance	performance	NOUN
ajbmeb-2672	51	31	evaluation	evaluation	NOUN
ajbmeb-2672	51	32	frameworks	framework	NOUN
ajbmeb-2672	51	33	.	.	PUNCT
ajbmeb-2672	52	1	while	while	SCONJ
ajbmeb-2672	52	2	baranov	baranov	NOUN
ajbmeb-2672	52	3	(	(	PUNCT
ajbmeb-2672	52	4	2022	2022	NUM
ajbmeb-2672	52	5	)	)	PUNCT
ajbmeb-2672	52	6	and	and	CCONJ
ajbmeb-2672	52	7	martynov	martynov	PROPN
ajbmeb-2672	52	8	&	&	CCONJ
ajbmeb-2672	52	9	lebedev	lebedev	PROPN
ajbmeb-2672	52	10	(	(	PUNCT
ajbmeb-2672	52	11	2023	2023	NUM
ajbmeb-2672	52	12	)	)	PUNCT
ajbmeb-2672	52	13	touch	touch	NOUN
ajbmeb-2672	52	14	upon	upon	SCONJ
ajbmeb-2672	52	15	these	these	DET
ajbmeb-2672	52	16	factors	factor	NOUN
ajbmeb-2672	52	17	,	,	PUNCT
ajbmeb-2672	52	18	more	more	ADJ
ajbmeb-2672	52	19	work	work	NOUN
ajbmeb-2672	52	20	is	be	AUX
ajbmeb-2672	52	21	needed	need	VERB
ajbmeb-2672	52	22	to	to	PART
ajbmeb-2672	52	23	create	create	VERB
ajbmeb-2672	52	24	integrated	integrated	ADJ
ajbmeb-2672	52	25	models	model	NOUN
ajbmeb-2672	52	26	that	that	PRON
ajbmeb-2672	52	27	consider	consider	VERB
ajbmeb-2672	52	28	both	both	CCONJ
ajbmeb-2672	52	29	internal	internal	ADJ
ajbmeb-2672	52	30	and	and	CCONJ
ajbmeb-2672	52	31	external	external	ADJ
ajbmeb-2672	52	32	influences	influence	NOUN
ajbmeb-2672	52	33	on	on	ADP
ajbmeb-2672	52	34	bank	bank	NOUN
ajbmeb-2672	52	35	performance	performance	NOUN
ajbmeb-2672	52	36	.	.	PUNCT
ajbmeb-2672	53	1	the	the	DET
ajbmeb-2672	53	2	current	current	ADJ
ajbmeb-2672	53	3	study	study	NOUN
ajbmeb-2672	53	4	aims	aim	VERB
ajbmeb-2672	53	5	to	to	PART
ajbmeb-2672	53	6	fill	fill	VERB
ajbmeb-2672	53	7	this	this	DET
ajbmeb-2672	53	8	gap	gap	NOUN
ajbmeb-2672	53	9	by	by	ADP
ajbmeb-2672	53	10	adopting	adopt	VERB
ajbmeb-2672	53	11	a	a	DET
ajbmeb-2672	53	12	more	more	ADV
ajbmeb-2672	53	13	holistic	holistic	ADJ
ajbmeb-2672	53	14	evaluation	evaluation	NOUN
ajbmeb-2672	53	15	approach	approach	NOUN
ajbmeb-2672	53	16	that	that	PRON
ajbmeb-2672	53	17	incorporates	incorporate	VERB
ajbmeb-2672	53	18	these	these	DET
ajbmeb-2672	53	19	factors	factor	NOUN
ajbmeb-2672	53	20	into	into	ADP
ajbmeb-2672	53	21	the	the	DET
ajbmeb-2672	53	22	assessment	assessment	NOUN
ajbmeb-2672	53	23	process	process	NOUN
ajbmeb-2672	53	24	.	.	PUNCT
ajbmeb-2672	54	1	analysis	analysis	NOUN
ajbmeb-2672	54	2	and	and	CCONJ
ajbmeb-2672	54	3	results	result	VERB
ajbmeb-2672	54	4	commercial	commercial	ADJ
ajbmeb-2672	54	5	bank	bank	NOUN
ajbmeb-2672	54	6	performance	performance	NOUN
ajbmeb-2672	54	7	can	can	AUX
ajbmeb-2672	54	8	be	be	AUX
ajbmeb-2672	54	9	defined	define	VERB
ajbmeb-2672	54	10	as	as	ADP
ajbmeb-2672	54	11	the	the	DET
ajbmeb-2672	54	12	institution	institution	NOUN
ajbmeb-2672	54	13	’s	’s	PART
ajbmeb-2672	54	14	ability	ability	NOUN
ajbmeb-2672	54	15	to	to	PART
ajbmeb-2672	54	16	achieve	achieve	VERB
ajbmeb-2672	54	17	its	its	PRON
ajbmeb-2672	54	18	financial	financial	ADJ
ajbmeb-2672	54	19	goals	goal	NOUN
ajbmeb-2672	54	20	with	with	ADP
ajbmeb-2672	54	21	minimal	minimal	ADJ
ajbmeb-2672	54	22	costs	cost	NOUN
ajbmeb-2672	54	23	while	while	SCONJ
ajbmeb-2672	54	24	ensuring	ensure	VERB
ajbmeb-2672	54	25	stable	stable	ADJ
ajbmeb-2672	54	26	operations	operation	NOUN
ajbmeb-2672	54	27	and	and	CCONJ
ajbmeb-2672	54	28	long	long	ADJ
ajbmeb-2672	54	29	-	-	PUNCT
ajbmeb-2672	54	30	term	term	NOUN
ajbmeb-2672	54	31	sustainability	sustainability	NOUN
ajbmeb-2672	54	32	.	.	PUNCT
ajbmeb-2672	55	1	it	it	PRON
ajbmeb-2672	55	2	includes	include	VERB
ajbmeb-2672	55	3	several	several	ADJ
ajbmeb-2672	55	4	key	key	ADJ
ajbmeb-2672	55	5	aspects	aspect	NOUN
ajbmeb-2672	55	6	:	:	PUNCT
ajbmeb-2672	55	7	financial	financial	ADJ
ajbmeb-2672	55	8	stability	stability	NOUN
ajbmeb-2672	55	9	:	:	PUNCT
ajbmeb-2672	55	10	the	the	DET
ajbmeb-2672	55	11	bank	bank	NOUN
ajbmeb-2672	55	12	’s	’s	PART
ajbmeb-2672	55	13	ability	ability	NOUN
ajbmeb-2672	55	14	to	to	PART
ajbmeb-2672	55	15	cope	cope	VERB
ajbmeb-2672	55	16	with	with	ADP
ajbmeb-2672	55	17	financial	financial	ADJ
ajbmeb-2672	55	18	risks	risk	NOUN
ajbmeb-2672	55	19	such	such	ADJ
ajbmeb-2672	55	20	as	as	ADP
ajbmeb-2672	55	21	credit	credit	NOUN
ajbmeb-2672	55	22	,	,	PUNCT
ajbmeb-2672	55	23	interest	interest	NOUN
ajbmeb-2672	55	24	rate	rate	NOUN
ajbmeb-2672	55	25	,	,	PUNCT
ajbmeb-2672	55	26	and	and	CCONJ
ajbmeb-2672	55	27	currency	currency	NOUN
ajbmeb-2672	55	28	risk	risk	NOUN
ajbmeb-2672	55	29	.	.	PUNCT
ajbmeb-2672	56	1	profitability	profitability	NOUN
ajbmeb-2672	56	2	:	:	PUNCT
ajbmeb-2672	56	3	a	a	DET
ajbmeb-2672	56	4	measure	measure	NOUN
ajbmeb-2672	56	5	of	of	ADP
ajbmeb-2672	56	6	the	the	DET
ajbmeb-2672	56	7	bank	bank	NOUN
ajbmeb-2672	56	8	’s	’s	PART
ajbmeb-2672	56	9	profitability	profitability	NOUN
ajbmeb-2672	56	10	,	,	PUNCT
ajbmeb-2672	56	11	calculated	calculate	VERB
ajbmeb-2672	56	12	as	as	ADP
ajbmeb-2672	56	13	the	the	DET
ajbmeb-2672	56	14	ratio	ratio	NOUN
ajbmeb-2672	56	15	of	of	ADP
ajbmeb-2672	56	16	profit	profit	NOUN
ajbmeb-2672	56	17	to	to	ADP
ajbmeb-2672	56	18	assets	asset	NOUN
ajbmeb-2672	56	19	,	,	PUNCT
ajbmeb-2672	56	20	capital	capital	NOUN
ajbmeb-2672	56	21	,	,	PUNCT
ajbmeb-2672	56	22	or	or	CCONJ
ajbmeb-2672	56	23	income	income	NOUN
ajbmeb-2672	56	24	.	.	PUNCT
ajbmeb-2672	57	1	american	american	PROPN
ajbmeb-2672	57	2	journal	journal	PROPN
ajbmeb-2672	57	3	of	of	ADP
ajbmeb-2672	57	4	business	business	NOUN
ajbmeb-2672	57	5	management	management	NOUN
ajbmeb-2672	57	6	,	,	PUNCT
ajbmeb-2672	57	7	economics	economic	NOUN
ajbmeb-2672	57	8	and	and	CCONJ
ajbmeb-2672	57	9	banking	banking	NOUN
ajbmeb-2672	57	10	volume	volume	NOUN
ajbmeb-2672	57	11	32	32	NUM
ajbmeb-2672	57	12	january	january	PROPN
ajbmeb-2672	57	13	2025	2025	NUM
ajbmeb-2672	57	14	p	p	NOUN
ajbmeb-2672	57	15	a	a	DET
ajbmeb-2672	57	16	g	g	NOUN
ajbmeb-2672	57	17	e	e	NOUN
ajbmeb-2672	57	18	|	|	ADV
ajbmeb-2672	57	19	82	82	NUM
ajbmeb-2672	57	20	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-2672	57	21	liquidity	liquidity	NOUN
ajbmeb-2672	57	22	:	:	PUNCT
ajbmeb-2672	57	23	the	the	DET
ajbmeb-2672	57	24	bank	bank	NOUN
ajbmeb-2672	57	25	’s	’s	PART
ajbmeb-2672	57	26	ability	ability	NOUN
ajbmeb-2672	57	27	to	to	PART
ajbmeb-2672	57	28	maintain	maintain	VERB
ajbmeb-2672	57	29	an	an	DET
ajbmeb-2672	57	30	adequate	adequate	ADJ
ajbmeb-2672	57	31	level	level	NOUN
ajbmeb-2672	57	32	of	of	ADP
ajbmeb-2672	57	33	liquid	liquid	ADJ
ajbmeb-2672	57	34	assets	asset	NOUN
ajbmeb-2672	57	35	to	to	PART
ajbmeb-2672	57	36	meet	meet	VERB
ajbmeb-2672	57	37	its	its	PRON
ajbmeb-2672	57	38	short	short	ADJ
ajbmeb-2672	57	39	-	-	PUNCT
ajbmeb-2672	57	40	term	term	NOUN
ajbmeb-2672	57	41	obligations	obligation	NOUN
ajbmeb-2672	57	42	.	.	PUNCT
ajbmeb-2672	58	1	asset	asset	NOUN
ajbmeb-2672	58	2	quality	quality	NOUN
ajbmeb-2672	58	3	:	:	PUNCT
ajbmeb-2672	58	4	an	an	DET
ajbmeb-2672	58	5	assessment	assessment	NOUN
ajbmeb-2672	58	6	of	of	ADP
ajbmeb-2672	58	7	the	the	DET
ajbmeb-2672	58	8	risks	risk	NOUN
ajbmeb-2672	58	9	associated	associate	VERB
ajbmeb-2672	58	10	with	with	ADP
ajbmeb-2672	58	11	the	the	DET
ajbmeb-2672	58	12	bank	bank	NOUN
ajbmeb-2672	58	13	’s	’s	PART
ajbmeb-2672	58	14	loans	loan	NOUN
ajbmeb-2672	58	15	and	and	CCONJ
ajbmeb-2672	58	16	other	other	ADJ
ajbmeb-2672	58	17	assets	asset	NOUN
ajbmeb-2672	58	18	.	.	PUNCT
ajbmeb-2672	59	1	bank	bank	NOUN
ajbmeb-2672	59	2	performance	performance	NOUN
ajbmeb-2672	59	3	also	also	ADV
ajbmeb-2672	59	4	involves	involve	VERB
ajbmeb-2672	59	5	its	its	PRON
ajbmeb-2672	59	6	capacity	capacity	NOUN
ajbmeb-2672	59	7	to	to	PART
ajbmeb-2672	59	8	innovate	innovate	VERB
ajbmeb-2672	59	9	and	and	CCONJ
ajbmeb-2672	59	10	adapt	adapt	VERB
ajbmeb-2672	59	11	to	to	ADP
ajbmeb-2672	59	12	changes	change	NOUN
ajbmeb-2672	59	13	in	in	ADP
ajbmeb-2672	59	14	the	the	DET
ajbmeb-2672	59	15	external	external	ADJ
ajbmeb-2672	59	16	environment	environment	NOUN
ajbmeb-2672	59	17	,	,	PUNCT
ajbmeb-2672	59	18	such	such	ADJ
ajbmeb-2672	59	19	as	as	ADP
ajbmeb-2672	59	20	legal	legal	ADJ
ajbmeb-2672	59	21	changes	change	NOUN
ajbmeb-2672	59	22	,	,	PUNCT
ajbmeb-2672	59	23	economic	economic	ADJ
ajbmeb-2672	59	24	policies	policy	NOUN
ajbmeb-2672	59	25	,	,	PUNCT
ajbmeb-2672	59	26	and	and	CCONJ
ajbmeb-2672	59	27	technological	technological	ADJ
ajbmeb-2672	59	28	progress	progress	NOUN
ajbmeb-2672	59	29	.	.	PUNCT
ajbmeb-2672	60	1	the	the	DET
ajbmeb-2672	60	2	evaluation	evaluation	NOUN
ajbmeb-2672	60	3	of	of	ADP
ajbmeb-2672	60	4	commercial	commercial	ADJ
ajbmeb-2672	60	5	bank	bank	NOUN
ajbmeb-2672	60	6	performance	performance	NOUN
ajbmeb-2672	60	7	is	be	AUX
ajbmeb-2672	60	8	a	a	DET
ajbmeb-2672	60	9	complex	complex	ADJ
ajbmeb-2672	60	10	and	and	CCONJ
ajbmeb-2672	60	11	multifaceted	multifaceted	ADJ
ajbmeb-2672	60	12	process	process	NOUN
ajbmeb-2672	60	13	,	,	PUNCT
ajbmeb-2672	60	14	involving	involve	VERB
ajbmeb-2672	60	15	both	both	CCONJ
ajbmeb-2672	60	16	traditional	traditional	ADJ
ajbmeb-2672	60	17	analytical	analytical	ADJ
ajbmeb-2672	60	18	methods	method	NOUN
ajbmeb-2672	60	19	and	and	CCONJ
ajbmeb-2672	60	20	new	new	ADJ
ajbmeb-2672	60	21	approaches	approach	NOUN
ajbmeb-2672	60	22	based	base	VERB
ajbmeb-2672	60	23	on	on	ADP
ajbmeb-2672	60	24	modern	modern	ADJ
ajbmeb-2672	60	25	technologies	technology	NOUN
ajbmeb-2672	60	26	.	.	PUNCT
ajbmeb-2672	61	1	in	in	ADP
ajbmeb-2672	61	2	the	the	DET
ajbmeb-2672	61	3	face	face	NOUN
ajbmeb-2672	61	4	of	of	ADP
ajbmeb-2672	61	5	rapid	rapid	ADJ
ajbmeb-2672	61	6	changes	change	NOUN
ajbmeb-2672	61	7	in	in	ADP
ajbmeb-2672	61	8	both	both	CCONJ
ajbmeb-2672	61	9	external	external	ADJ
ajbmeb-2672	61	10	and	and	CCONJ
ajbmeb-2672	61	11	internal	internal	ADJ
ajbmeb-2672	61	12	environments	environment	NOUN
ajbmeb-2672	61	13	,	,	PUNCT
ajbmeb-2672	61	14	such	such	ADJ
ajbmeb-2672	61	15	as	as	ADP
ajbmeb-2672	61	16	economic	economic	ADJ
ajbmeb-2672	61	17	crises	crisis	NOUN
ajbmeb-2672	61	18	,	,	PUNCT
ajbmeb-2672	61	19	financial	financial	ADJ
ajbmeb-2672	61	20	service	service	NOUN
ajbmeb-2672	61	21	digitalization	digitalization	NOUN
ajbmeb-2672	61	22	,	,	PUNCT
ajbmeb-2672	61	23	and	and	CCONJ
ajbmeb-2672	61	24	regulatory	regulatory	ADJ
ajbmeb-2672	61	25	changes	change	NOUN
ajbmeb-2672	61	26	,	,	PUNCT
ajbmeb-2672	61	27	there	there	PRON
ajbmeb-2672	61	28	is	be	VERB
ajbmeb-2672	61	29	an	an	DET
ajbmeb-2672	61	30	increasing	increase	VERB
ajbmeb-2672	61	31	need	need	NOUN
ajbmeb-2672	61	32	to	to	PART
ajbmeb-2672	61	33	reassess	reassess	VERB
ajbmeb-2672	61	34	traditional	traditional	ADJ
ajbmeb-2672	61	35	evaluation	evaluation	NOUN
ajbmeb-2672	61	36	methods	method	NOUN
ajbmeb-2672	61	37	.	.	PUNCT
ajbmeb-2672	62	1	it	it	PRON
ajbmeb-2672	62	2	is	be	AUX
ajbmeb-2672	62	3	important	important	ADJ
ajbmeb-2672	62	4	to	to	PART
ajbmeb-2672	62	5	consider	consider	VERB
ajbmeb-2672	62	6	not	not	PART
ajbmeb-2672	62	7	only	only	ADV
ajbmeb-2672	62	8	financial	financial	ADJ
ajbmeb-2672	62	9	indicators	indicator	NOUN
ajbmeb-2672	62	10	but	but	CCONJ
ajbmeb-2672	62	11	also	also	ADV
ajbmeb-2672	62	12	the	the	DET
ajbmeb-2672	62	13	innovative	innovative	ADJ
ajbmeb-2672	62	14	technologies	technology	NOUN
ajbmeb-2672	62	15	that	that	PRON
ajbmeb-2672	62	16	are	be	AUX
ajbmeb-2672	62	17	increasingly	increasingly	ADV
ajbmeb-2672	62	18	being	be	AUX
ajbmeb-2672	62	19	integrated	integrate	VERB
ajbmeb-2672	62	20	into	into	ADP
ajbmeb-2672	62	21	the	the	DET
ajbmeb-2672	62	22	banking	banking	NOUN
ajbmeb-2672	62	23	sector	sector	NOUN
ajbmeb-2672	62	24	.	.	PUNCT
ajbmeb-2672	63	1	traditional	traditional	ADJ
ajbmeb-2672	63	2	performance	performance	NOUN
ajbmeb-2672	63	3	evaluation	evaluation	NOUN
ajbmeb-2672	63	4	methods	method	NOUN
ajbmeb-2672	63	5	are	be	AUX
ajbmeb-2672	63	6	conducted	conduct	VERB
ajbmeb-2672	63	7	using	use	VERB
ajbmeb-2672	63	8	the	the	DET
ajbmeb-2672	63	9	following	follow	VERB
ajbmeb-2672	63	10	approaches	approach	NOUN
ajbmeb-2672	63	11	:	:	PUNCT
ajbmeb-2672	63	12	financial	financial	ADJ
ajbmeb-2672	63	13	analysis	analysis	NOUN
ajbmeb-2672	63	14	:	:	PUNCT
ajbmeb-2672	63	15	this	this	DET
ajbmeb-2672	63	16	method	method	NOUN
ajbmeb-2672	63	17	includes	include	VERB
ajbmeb-2672	63	18	the	the	DET
ajbmeb-2672	63	19	use	use	NOUN
ajbmeb-2672	63	20	of	of	ADP
ajbmeb-2672	63	21	key	key	ADJ
ajbmeb-2672	63	22	financial	financial	ADJ
ajbmeb-2672	63	23	indicators	indicator	NOUN
ajbmeb-2672	63	24	such	such	ADJ
ajbmeb-2672	63	25	as	as	ADP
ajbmeb-2672	63	26	liquidity	liquidity	NOUN
ajbmeb-2672	63	27	,	,	PUNCT
ajbmeb-2672	63	28	profitability	profitability	NOUN
ajbmeb-2672	63	29	,	,	PUNCT
ajbmeb-2672	63	30	asset	asset	NOUN
ajbmeb-2672	63	31	turnover	turnover	NOUN
ajbmeb-2672	63	32	,	,	PUNCT
ajbmeb-2672	63	33	and	and	CCONJ
ajbmeb-2672	63	34	capital	capital	NOUN
ajbmeb-2672	63	35	turnover	turnover	NOUN
ajbmeb-2672	63	36	ratios	ratio	NOUN
ajbmeb-2672	63	37	.	.	PUNCT
ajbmeb-2672	64	1	it	it	PRON
ajbmeb-2672	64	2	allows	allow	VERB
ajbmeb-2672	64	3	for	for	ADP
ajbmeb-2672	64	4	the	the	DET
ajbmeb-2672	64	5	analysis	analysis	NOUN
ajbmeb-2672	64	6	of	of	ADP
ajbmeb-2672	64	7	the	the	DET
ajbmeb-2672	64	8	bank	bank	NOUN
ajbmeb-2672	64	9	’s	’s	PART
ajbmeb-2672	64	10	financial	financial	ADJ
ajbmeb-2672	64	11	condition	condition	NOUN
ajbmeb-2672	64	12	based	base	VERB
ajbmeb-2672	64	13	on	on	ADP
ajbmeb-2672	64	14	its	its	PRON
ajbmeb-2672	64	15	reporting	reporting	NOUN
ajbmeb-2672	64	16	data	datum	NOUN
ajbmeb-2672	64	17	(	(	PUNCT
ajbmeb-2672	64	18	belyaev	belyaev	NOUN
ajbmeb-2672	64	19	,	,	PUNCT
ajbmeb-2672	64	20	2020	2020	NUM
ajbmeb-2672	64	21	)	)	PUNCT
ajbmeb-2672	64	22	.	.	PUNCT
ajbmeb-2672	65	1	comparative	comparative	ADJ
ajbmeb-2672	65	2	analysis	analysis	NOUN
ajbmeb-2672	65	3	method	method	NOUN
ajbmeb-2672	65	4	:	:	PUNCT
ajbmeb-2672	65	5	comparing	compare	VERB
ajbmeb-2672	65	6	the	the	DET
ajbmeb-2672	65	7	performance	performance	NOUN
ajbmeb-2672	65	8	indicators	indicator	NOUN
ajbmeb-2672	65	9	of	of	ADP
ajbmeb-2672	65	10	various	various	ADJ
ajbmeb-2672	65	11	banks	bank	NOUN
ajbmeb-2672	65	12	allows	allow	VERB
ajbmeb-2672	65	13	the	the	DET
ajbmeb-2672	65	14	identification	identification	NOUN
ajbmeb-2672	65	15	of	of	ADP
ajbmeb-2672	65	16	best	good	ADJ
ajbmeb-2672	65	17	practices	practice	NOUN
ajbmeb-2672	65	18	and	and	CCONJ
ajbmeb-2672	65	19	weak	weak	ADJ
ajbmeb-2672	65	20	points	point	NOUN
ajbmeb-2672	65	21	in	in	ADP
ajbmeb-2672	65	22	individual	individual	ADJ
ajbmeb-2672	65	23	institutions	institution	NOUN
ajbmeb-2672	65	24	.	.	PUNCT
ajbmeb-2672	66	1	ratio	ratio	NOUN
ajbmeb-2672	66	2	analysis	analysis	NOUN
ajbmeb-2672	66	3	method	method	NOUN
ajbmeb-2672	67	1	:	:	PUNCT
ajbmeb-2672	67	2	this	this	PRON
ajbmeb-2672	67	3	involves	involve	VERB
ajbmeb-2672	67	4	calculating	calculate	VERB
ajbmeb-2672	67	5	various	various	ADJ
ajbmeb-2672	67	6	financial	financial	ADJ
ajbmeb-2672	67	7	ratios	ratio	NOUN
ajbmeb-2672	67	8	,	,	PUNCT
ajbmeb-2672	67	9	such	such	ADJ
ajbmeb-2672	67	10	as	as	ADP
ajbmeb-2672	67	11	autonomy	autonomy	NOUN
ajbmeb-2672	67	12	ratio	ratio	NOUN
ajbmeb-2672	67	13	,	,	PUNCT
ajbmeb-2672	67	14	liquidity	liquidity	NOUN
ajbmeb-2672	67	15	ratio	ratio	NOUN
ajbmeb-2672	67	16	,	,	PUNCT
ajbmeb-2672	67	17	current	current	ADJ
ajbmeb-2672	67	18	liquidity	liquidity	NOUN
ajbmeb-2672	67	19	ratio	ratio	NOUN
ajbmeb-2672	67	20	,	,	PUNCT
ajbmeb-2672	67	21	and	and	CCONJ
ajbmeb-2672	67	22	creditworthiness	creditworthiness	PROPN
ajbmeb-2672	67	23	ratio	ratio	NOUN
ajbmeb-2672	67	24	.	.	PUNCT
ajbmeb-2672	68	1	trend	trend	NOUN
ajbmeb-2672	68	2	analysis	analysis	NOUN
ajbmeb-2672	68	3	method	method	NOUN
ajbmeb-2672	68	4	:	:	PUNCT
ajbmeb-2672	68	5	studying	study	VERB
ajbmeb-2672	68	6	the	the	DET
ajbmeb-2672	68	7	changes	change	NOUN
ajbmeb-2672	68	8	in	in	ADP
ajbmeb-2672	68	9	the	the	DET
ajbmeb-2672	68	10	bank	bank	NOUN
ajbmeb-2672	68	11	’s	’s	PART
ajbmeb-2672	68	12	financial	financial	ADJ
ajbmeb-2672	68	13	indicators	indicator	NOUN
ajbmeb-2672	68	14	over	over	ADP
ajbmeb-2672	68	15	a	a	DET
ajbmeb-2672	68	16	certain	certain	ADJ
ajbmeb-2672	68	17	period	period	NOUN
ajbmeb-2672	68	18	helps	helps	AUX
ajbmeb-2672	68	19	identify	identify	VERB
ajbmeb-2672	68	20	trends	trend	NOUN
ajbmeb-2672	68	21	and	and	CCONJ
ajbmeb-2672	68	22	potential	potential	ADJ
ajbmeb-2672	68	23	problems	problem	NOUN
ajbmeb-2672	68	24	in	in	ADP
ajbmeb-2672	68	25	its	its	PRON
ajbmeb-2672	68	26	operations	operation	NOUN
ajbmeb-2672	68	27	.	.	PUNCT
ajbmeb-2672	69	1	recently	recently	ADV
ajbmeb-2672	69	2	,	,	PUNCT
ajbmeb-2672	69	3	new	new	ADJ
ajbmeb-2672	69	4	approaches	approach	NOUN
ajbmeb-2672	69	5	have	have	AUX
ajbmeb-2672	69	6	emerged	emerge	VERB
ajbmeb-2672	69	7	,	,	PUNCT
ajbmeb-2672	69	8	such	such	ADJ
ajbmeb-2672	69	9	as	as	ADP
ajbmeb-2672	69	10	the	the	DET
ajbmeb-2672	69	11	use	use	NOUN
ajbmeb-2672	69	12	of	of	ADP
ajbmeb-2672	69	13	digital	digital	ADJ
ajbmeb-2672	69	14	technologies	technology	NOUN
ajbmeb-2672	69	15	for	for	ADP
ajbmeb-2672	69	16	data	datum	NOUN
ajbmeb-2672	69	17	analysis	analysis	NOUN
ajbmeb-2672	69	18	and	and	CCONJ
ajbmeb-2672	69	19	risk	risk	NOUN
ajbmeb-2672	69	20	prediction	prediction	NOUN
ajbmeb-2672	69	21	using	use	VERB
ajbmeb-2672	69	22	artificial	artificial	ADJ
ajbmeb-2672	69	23	intelligence	intelligence	NOUN
ajbmeb-2672	69	24	and	and	CCONJ
ajbmeb-2672	69	25	machine	machine	NOUN
ajbmeb-2672	69	26	learning	learning	NOUN
ajbmeb-2672	69	27	(	(	PUNCT
ajbmeb-2672	69	28	smith	smith	PROPN
ajbmeb-2672	69	29	,	,	PUNCT
ajbmeb-2672	69	30	2019	2019	NUM
ajbmeb-2672	69	31	)	)	PUNCT
ajbmeb-2672	69	32	.	.	PUNCT
ajbmeb-2672	70	1	profitability	profitability	NOUN
ajbmeb-2672	70	2	is	be	AUX
ajbmeb-2672	70	3	one	one	NUM
ajbmeb-2672	70	4	of	of	ADP
ajbmeb-2672	70	5	the	the	DET
ajbmeb-2672	70	6	most	most	ADV
ajbmeb-2672	70	7	important	important	ADJ
ajbmeb-2672	70	8	indicators	indicator	NOUN
ajbmeb-2672	70	9	of	of	ADP
ajbmeb-2672	70	10	a	a	DET
ajbmeb-2672	70	11	commercial	commercial	ADJ
ajbmeb-2672	70	12	bank	bank	NOUN
ajbmeb-2672	70	13	’s	’s	PART
ajbmeb-2672	70	14	performance	performance	NOUN
ajbmeb-2672	70	15	.	.	PUNCT
ajbmeb-2672	71	1	the	the	DET
ajbmeb-2672	71	2	analysis	analysis	NOUN
ajbmeb-2672	71	3	of	of	ADP
ajbmeb-2672	71	4	profitability	profitability	NOUN
ajbmeb-2672	71	5	shows	show	VERB
ajbmeb-2672	71	6	how	how	SCONJ
ajbmeb-2672	71	7	effectively	effectively	ADV
ajbmeb-2672	71	8	the	the	DET
ajbmeb-2672	71	9	bank	bank	NOUN
ajbmeb-2672	71	10	uses	use	VERB
ajbmeb-2672	71	11	its	its	PRON
ajbmeb-2672	71	12	assets	asset	NOUN
ajbmeb-2672	71	13	to	to	PART
ajbmeb-2672	71	14	generate	generate	VERB
ajbmeb-2672	71	15	profit	profit	NOUN
ajbmeb-2672	71	16	.	.	PUNCT
ajbmeb-2672	72	1	the	the	DET
ajbmeb-2672	72	2	research	research	NOUN
ajbmeb-2672	72	3	revealed	reveal	VERB
ajbmeb-2672	72	4	that	that	SCONJ
ajbmeb-2672	72	5	bank	bank	NOUN
ajbmeb-2672	72	6	profitability	profitability	NOUN
ajbmeb-2672	72	7	has	have	AUX
ajbmeb-2672	72	8	demonstrated	demonstrate	VERB
ajbmeb-2672	72	9	significant	significant	ADJ
ajbmeb-2672	72	10	fluctuations	fluctuation	NOUN
ajbmeb-2672	72	11	in	in	ADP
ajbmeb-2672	72	12	recent	recent	ADJ
ajbmeb-2672	72	13	years	year	NOUN
ajbmeb-2672	72	14	,	,	PUNCT
ajbmeb-2672	72	15	depending	depend	VERB
ajbmeb-2672	72	16	on	on	ADP
ajbmeb-2672	72	17	the	the	DET
ajbmeb-2672	72	18	state	state	NOUN
ajbmeb-2672	72	19	of	of	ADP
ajbmeb-2672	72	20	the	the	DET
ajbmeb-2672	72	21	economy	economy	NOUN
ajbmeb-2672	72	22	and	and	CCONJ
ajbmeb-2672	72	23	interest	interest	NOUN
ajbmeb-2672	72	24	rates	rate	NOUN
ajbmeb-2672	72	25	.	.	PUNCT
ajbmeb-2672	73	1	based	base	VERB
ajbmeb-2672	73	2	on	on	ADP
ajbmeb-2672	73	3	data	datum	NOUN
ajbmeb-2672	73	4	on	on	ADP
ajbmeb-2672	73	5	return	return	NOUN
ajbmeb-2672	73	6	on	on	ADP
ajbmeb-2672	73	7	assets	asset	NOUN
ajbmeb-2672	73	8	(	(	PUNCT
ajbmeb-2672	73	9	roa	roa	NOUN
ajbmeb-2672	73	10	)	)	PUNCT
ajbmeb-2672	73	11	and	and	CCONJ
ajbmeb-2672	73	12	return	return	VERB
ajbmeb-2672	73	13	on	on	ADP
ajbmeb-2672	73	14	equity	equity	NOUN
ajbmeb-2672	73	15	(	(	PUNCT
ajbmeb-2672	73	16	roe	roe	PROPN
ajbmeb-2672	73	17	)	)	PUNCT
ajbmeb-2672	73	18	,	,	PUNCT
ajbmeb-2672	73	19	it	it	PRON
ajbmeb-2672	73	20	was	be	AUX
ajbmeb-2672	73	21	found	find	VERB
ajbmeb-2672	73	22	that	that	SCONJ
ajbmeb-2672	73	23	banks	bank	NOUN
ajbmeb-2672	73	24	with	with	ADP
ajbmeb-2672	73	25	a	a	DET
ajbmeb-2672	73	26	more	more	ADV
ajbmeb-2672	73	27	diversified	diversified	ADJ
ajbmeb-2672	73	28	asset	asset	NOUN
ajbmeb-2672	73	29	structure	structure	NOUN
ajbmeb-2672	73	30	have	have	VERB
ajbmeb-2672	73	31	higher	high	ADJ
ajbmeb-2672	73	32	profitability	profitability	NOUN
ajbmeb-2672	73	33	.	.	PUNCT
ajbmeb-2672	74	1	for	for	ADP
ajbmeb-2672	74	2	example	example	NOUN
ajbmeb-2672	74	3	,	,	PUNCT
ajbmeb-2672	74	4	russia	russia	PROPN
ajbmeb-2672	74	5	’s	’s	PART
ajbmeb-2672	74	6	largest	large	ADJ
ajbmeb-2672	74	7	bank	bank	NOUN
ajbmeb-2672	74	8	,	,	PUNCT
ajbmeb-2672	74	9	sberbank	sberbank	ADJ
ajbmeb-2672	74	10	,	,	PUNCT
ajbmeb-2672	74	11	reported	report	VERB
ajbmeb-2672	74	12	a	a	DET
ajbmeb-2672	74	13	roe	roe	NOUN
ajbmeb-2672	74	14	of	of	ADP
ajbmeb-2672	74	15	15.6	15.6	NUM
ajbmeb-2672	74	16	%	%	NOUN
ajbmeb-2672	74	17	in	in	ADP
ajbmeb-2672	74	18	2023	2023	NUM
ajbmeb-2672	74	19	,	,	PUNCT
ajbmeb-2672	74	20	while	while	SCONJ
ajbmeb-2672	74	21	vtb	vtb	PROPN
ajbmeb-2672	74	22	’s	’s	PART
ajbmeb-2672	74	23	roe	roe	NOUN
ajbmeb-2672	74	24	was	be	AUX
ajbmeb-2672	74	25	10.3	10.3	NUM
ajbmeb-2672	74	26	%	%	NOUN
ajbmeb-2672	74	27	(	(	PUNCT
ajbmeb-2672	74	28	data	datum	NOUN
ajbmeb-2672	74	29	as	as	ADP
ajbmeb-2672	74	30	of	of	ADP
ajbmeb-2672	74	31	december	december	PROPN
ajbmeb-2672	74	32	2023	2023	NUM
ajbmeb-2672	74	33	)	)	PUNCT
ajbmeb-2672	74	34	.	.	PUNCT
ajbmeb-2672	75	1	table	table	NOUN
ajbmeb-2672	75	2	1	1	NUM
ajbmeb-2672	75	3	.	.	PUNCT
ajbmeb-2672	76	1	profitability	profitability	NOUN
ajbmeb-2672	76	2	analysis	analysis	NOUN
ajbmeb-2672	76	3	of	of	ADP
ajbmeb-2672	76	4	banks1	banks1	NOUN
ajbmeb-2672	76	5	bank	bank	PROPN
ajbmeb-2672	76	6	roa	roa	PROPN
ajbmeb-2672	76	7	(	(	PUNCT
ajbmeb-2672	76	8	%	%	INTJ
ajbmeb-2672	76	9	)	)	PUNCT
ajbmeb-2672	76	10	roe	roe	NOUN
ajbmeb-2672	76	11	(	(	PUNCT
ajbmeb-2672	76	12	%	%	NOUN
ajbmeb-2672	76	13	)	)	PUNCT
ajbmeb-2672	76	14	sberbank	sberbank	VERB
ajbmeb-2672	76	15	1.4	1.4	NUM
ajbmeb-2672	76	16	15.6	15.6	NUM
ajbmeb-2672	76	17	vtb	vtb	NOUN
ajbmeb-2672	76	18	1.1	1.1	NUM
ajbmeb-2672	76	19	10.3	10.3	NUM
ajbmeb-2672	76	20	alfa	alfa	NOUN
ajbmeb-2672	76	21	-	-	PUNCT
ajbmeb-2672	76	22	bank	bank	PROPN
ajbmeb-2672	76	23	1.2	1.2	NUM
ajbmeb-2672	76	24	13.8	13.8	NUM
ajbmeb-2672	76	25	1	1	NUM
ajbmeb-2672	76	26	annual	annual	ADJ
ajbmeb-2672	76	27	report	report	NOUN
ajbmeb-2672	76	28	of	of	ADP
ajbmeb-2672	76	29	banks	bank	NOUN
ajbmeb-2672	76	30	american	american	PROPN
ajbmeb-2672	76	31	journal	journal	PROPN
ajbmeb-2672	76	32	of	of	ADP
ajbmeb-2672	76	33	business	business	NOUN
ajbmeb-2672	76	34	management	management	NOUN
ajbmeb-2672	76	35	,	,	PUNCT
ajbmeb-2672	76	36	economics	economic	NOUN
ajbmeb-2672	76	37	and	and	CCONJ
ajbmeb-2672	76	38	banking	banking	NOUN
ajbmeb-2672	76	39	volume	volume	NOUN
ajbmeb-2672	76	40	32	32	NUM
ajbmeb-2672	76	41	january	january	PROPN
ajbmeb-2672	76	42	2025	2025	NUM
ajbmeb-2672	76	43	p	p	NOUN
ajbmeb-2672	76	44	a	a	DET
ajbmeb-2672	76	45	g	g	NOUN
ajbmeb-2672	76	46	e	e	NOUN
ajbmeb-2672	76	47	|	|	ADV
ajbmeb-2672	76	48	83	83	NUM
ajbmeb-2672	76	49	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-2672	76	50	liquidity	liquidity	NOUN
ajbmeb-2672	76	51	is	be	AUX
ajbmeb-2672	76	52	another	another	DET
ajbmeb-2672	76	53	important	important	ADJ
ajbmeb-2672	76	54	factor	factor	NOUN
ajbmeb-2672	76	55	that	that	PRON
ajbmeb-2672	76	56	determines	determine	VERB
ajbmeb-2672	76	57	a	a	DET
ajbmeb-2672	76	58	bank	bank	NOUN
ajbmeb-2672	76	59	’s	’s	PART
ajbmeb-2672	76	60	performance	performance	NOUN
ajbmeb-2672	76	61	.	.	PUNCT
ajbmeb-2672	77	1	based	base	VERB
ajbmeb-2672	77	2	on	on	ADP
ajbmeb-2672	77	3	the	the	DET
ajbmeb-2672	77	4	analysis	analysis	NOUN
ajbmeb-2672	77	5	of	of	ADP
ajbmeb-2672	77	6	current	current	ADJ
ajbmeb-2672	77	7	liquidity	liquidity	NOUN
ajbmeb-2672	77	8	ratios	ratio	NOUN
ajbmeb-2672	77	9	and	and	CCONJ
ajbmeb-2672	77	10	coverage	coverage	NOUN
ajbmeb-2672	77	11	ratios	ratio	NOUN
ajbmeb-2672	77	12	,	,	PUNCT
ajbmeb-2672	77	13	it	it	PRON
ajbmeb-2672	77	14	can	can	AUX
ajbmeb-2672	77	15	be	be	AUX
ajbmeb-2672	77	16	concluded	conclude	VERB
ajbmeb-2672	77	17	that	that	SCONJ
ajbmeb-2672	77	18	banks	bank	NOUN
ajbmeb-2672	77	19	are	be	AUX
ajbmeb-2672	77	20	well	well	ADV
ajbmeb-2672	77	21	-	-	PUNCT
ajbmeb-2672	77	22	prepared	prepared	ADJ
ajbmeb-2672	77	23	to	to	PART
ajbmeb-2672	77	24	meet	meet	VERB
ajbmeb-2672	77	25	their	their	PRON
ajbmeb-2672	77	26	short	short	ADJ
ajbmeb-2672	77	27	-	-	PUNCT
ajbmeb-2672	77	28	term	term	NOUN
ajbmeb-2672	77	29	obligations	obligation	NOUN
ajbmeb-2672	77	30	.	.	PUNCT
ajbmeb-2672	78	1	in	in	ADP
ajbmeb-2672	78	2	recent	recent	ADJ
ajbmeb-2672	78	3	years	year	NOUN
ajbmeb-2672	78	4	,	,	PUNCT
ajbmeb-2672	78	5	according	accord	VERB
ajbmeb-2672	78	6	to	to	ADP
ajbmeb-2672	78	7	data	datum	NOUN
ajbmeb-2672	78	8	from	from	ADP
ajbmeb-2672	78	9	the	the	DET
ajbmeb-2672	78	10	association	association	NOUN
ajbmeb-2672	78	11	of	of	ADP
ajbmeb-2672	78	12	russian	russian	ADJ
ajbmeb-2672	78	13	banks	bank	NOUN
ajbmeb-2672	78	14	(	(	PUNCT
ajbmeb-2672	78	15	arb	arb	PROPN
ajbmeb-2672	78	16	)	)	PUNCT
ajbmeb-2672	78	17	,	,	PUNCT
ajbmeb-2672	78	18	liquidity	liquidity	NOUN
ajbmeb-2672	78	19	levels	level	NOUN
ajbmeb-2672	78	20	in	in	ADP
ajbmeb-2672	78	21	russia	russia	PROPN
ajbmeb-2672	78	22	’s	’s	PART
ajbmeb-2672	78	23	largest	large	ADJ
ajbmeb-2672	78	24	banks	bank	NOUN
ajbmeb-2672	78	25	(	(	PUNCT
ajbmeb-2672	78	26	including	include	VERB
ajbmeb-2672	78	27	sberbank	sberbank	PROPN
ajbmeb-2672	78	28	,	,	PUNCT
ajbmeb-2672	78	29	vtb	vtb	PROPN
ajbmeb-2672	78	30	,	,	PUNCT
ajbmeb-2672	78	31	and	and	CCONJ
ajbmeb-2672	78	32	alfa	alfa	PROPN
ajbmeb-2672	78	33	-	-	PUNCT
ajbmeb-2672	78	34	bank	bank	PROPN
ajbmeb-2672	78	35	)	)	PUNCT
ajbmeb-2672	78	36	have	have	AUX
ajbmeb-2672	78	37	remained	remain	VERB
ajbmeb-2672	78	38	consistently	consistently	ADV
ajbmeb-2672	78	39	high	high	ADJ
ajbmeb-2672	78	40	,	,	PUNCT
ajbmeb-2672	78	41	indicating	indicate	VERB
ajbmeb-2672	78	42	a	a	DET
ajbmeb-2672	78	43	low	low	ADJ
ajbmeb-2672	78	44	level	level	NOUN
ajbmeb-2672	78	45	of	of	ADP
ajbmeb-2672	78	46	liquidity	liquidity	NOUN
ajbmeb-2672	78	47	risks	risk	NOUN
ajbmeb-2672	78	48	in	in	ADP
ajbmeb-2672	78	49	the	the	DET
ajbmeb-2672	78	50	industry	industry	NOUN
ajbmeb-2672	78	51	.	.	PUNCT
ajbmeb-2672	79	1	the	the	DET
ajbmeb-2672	79	2	digitalization	digitalization	NOUN
ajbmeb-2672	79	3	of	of	ADP
ajbmeb-2672	79	4	the	the	DET
ajbmeb-2672	79	5	banking	banking	NOUN
ajbmeb-2672	79	6	sector	sector	NOUN
ajbmeb-2672	79	7	continues	continue	VERB
ajbmeb-2672	79	8	to	to	PART
ajbmeb-2672	79	9	accelerate	accelerate	VERB
ajbmeb-2672	79	10	,	,	PUNCT
ajbmeb-2672	79	11	directly	directly	ADV
ajbmeb-2672	79	12	affecting	affect	VERB
ajbmeb-2672	79	13	its	its	PRON
ajbmeb-2672	79	14	performance	performance	NOUN
ajbmeb-2672	79	15	.	.	PUNCT
ajbmeb-2672	80	1	specifically	specifically	ADV
ajbmeb-2672	80	2	,	,	PUNCT
ajbmeb-2672	80	3	the	the	DET
ajbmeb-2672	80	4	implementation	implementation	NOUN
ajbmeb-2672	80	5	of	of	ADP
ajbmeb-2672	80	6	blockchain	blockchain	PROPN
ajbmeb-2672	80	7	technology	technology	PROPN
ajbmeb-2672	80	8	,	,	PUNCT
ajbmeb-2672	80	9	artificial	artificial	ADJ
ajbmeb-2672	80	10	intelligence	intelligence	NOUN
ajbmeb-2672	80	11	,	,	PUNCT
ajbmeb-2672	80	12	and	and	CCONJ
ajbmeb-2672	80	13	big	big	ADJ
ajbmeb-2672	80	14	data	datum	NOUN
ajbmeb-2672	80	15	analytics	analytic	NOUN
ajbmeb-2672	80	16	has	have	AUX
ajbmeb-2672	80	17	allowed	allow	VERB
ajbmeb-2672	80	18	major	major	ADJ
ajbmeb-2672	80	19	banks	bank	NOUN
ajbmeb-2672	80	20	to	to	PART
ajbmeb-2672	80	21	significantly	significantly	ADV
ajbmeb-2672	80	22	improve	improve	VERB
ajbmeb-2672	80	23	their	their	PRON
ajbmeb-2672	80	24	operational	operational	ADJ
ajbmeb-2672	80	25	efficiency	efficiency	NOUN
ajbmeb-2672	80	26	.	.	PUNCT
ajbmeb-2672	81	1	research	research	NOUN
ajbmeb-2672	81	2	shows	show	VERB
ajbmeb-2672	81	3	that	that	SCONJ
ajbmeb-2672	81	4	banks	bank	NOUN
ajbmeb-2672	81	5	actively	actively	ADV
ajbmeb-2672	81	6	implementing	implement	VERB
ajbmeb-2672	81	7	digital	digital	ADJ
ajbmeb-2672	81	8	technologies	technology	NOUN
ajbmeb-2672	81	9	demonstrate	demonstrate	VERB
ajbmeb-2672	81	10	higher	high	ADJ
ajbmeb-2672	81	11	operational	operational	ADJ
ajbmeb-2672	81	12	efficiency	efficiency	NOUN
ajbmeb-2672	81	13	and	and	CCONJ
ajbmeb-2672	81	14	resilience	resilience	NOUN
ajbmeb-2672	81	15	to	to	ADP
ajbmeb-2672	81	16	economic	economic	ADJ
ajbmeb-2672	81	17	shocks	shock	NOUN
ajbmeb-2672	81	18	(	(	PUNCT
ajbmeb-2672	81	19	melnnikov	melnnikov	PROPN
ajbmeb-2672	81	20	&	&	CCONJ
ajbmeb-2672	81	21	kuznetsov	kuznetsov	PROPN
ajbmeb-2672	81	22	,	,	PUNCT
ajbmeb-2672	81	23	2021	2021	NUM
ajbmeb-2672	81	24	)	)	PUNCT
ajbmeb-2672	81	25	.	.	PUNCT
ajbmeb-2672	82	1	for	for	ADP
ajbmeb-2672	82	2	example	example	NOUN
ajbmeb-2672	82	3	,	,	PUNCT
ajbmeb-2672	82	4	sberbank	sberbank	PROPN
ajbmeb-2672	82	5	’s	’s	ADJ
ajbmeb-2672	82	6	digital	digital	ADJ
ajbmeb-2672	82	7	transformation	transformation	NOUN
ajbmeb-2672	82	8	,	,	PUNCT
ajbmeb-2672	82	9	which	which	PRON
ajbmeb-2672	82	10	included	include	VERB
ajbmeb-2672	82	11	the	the	DET
ajbmeb-2672	82	12	implementation	implementation	NOUN
ajbmeb-2672	82	13	of	of	ADP
ajbmeb-2672	82	14	artificial	artificial	ADJ
ajbmeb-2672	82	15	intelligence	intelligence	NOUN
ajbmeb-2672	82	16	for	for	ADP
ajbmeb-2672	82	17	credit	credit	NOUN
ajbmeb-2672	82	18	risk	risk	NOUN
ajbmeb-2672	82	19	assessment	assessment	NOUN
ajbmeb-2672	82	20	,	,	PUNCT
ajbmeb-2672	82	21	led	lead	VERB
ajbmeb-2672	82	22	to	to	ADP
ajbmeb-2672	82	23	a	a	DET
ajbmeb-2672	82	24	13	13	NUM
ajbmeb-2672	82	25	%	%	NOUN
ajbmeb-2672	82	26	reduction	reduction	NOUN
ajbmeb-2672	82	27	in	in	ADP
ajbmeb-2672	82	28	loan	loan	NOUN
ajbmeb-2672	82	29	defaults	default	NOUN
ajbmeb-2672	82	30	in	in	ADP
ajbmeb-2672	82	31	2023	2023	NUM
ajbmeb-2672	82	32	.	.	PUNCT
ajbmeb-2672	83	1	despite	despite	SCONJ
ajbmeb-2672	83	2	their	their	PRON
ajbmeb-2672	83	3	long	long	ADJ
ajbmeb-2672	83	4	history	history	NOUN
ajbmeb-2672	83	5	and	and	CCONJ
ajbmeb-2672	83	6	widespread	widespread	ADJ
ajbmeb-2672	83	7	use	use	NOUN
ajbmeb-2672	83	8	,	,	PUNCT
ajbmeb-2672	83	9	traditional	traditional	ADJ
ajbmeb-2672	83	10	evaluation	evaluation	NOUN
ajbmeb-2672	83	11	methods	method	NOUN
ajbmeb-2672	83	12	have	have	VERB
ajbmeb-2672	83	13	certain	certain	ADJ
ajbmeb-2672	83	14	limitations	limitation	NOUN
ajbmeb-2672	83	15	.	.	PUNCT
ajbmeb-2672	84	1	for	for	ADP
ajbmeb-2672	84	2	instance	instance	NOUN
ajbmeb-2672	84	3	,	,	PUNCT
ajbmeb-2672	84	4	they	they	PRON
ajbmeb-2672	84	5	do	do	AUX
ajbmeb-2672	84	6	not	not	PART
ajbmeb-2672	84	7	always	always	ADV
ajbmeb-2672	84	8	account	account	VERB
ajbmeb-2672	84	9	for	for	ADP
ajbmeb-2672	84	10	the	the	DET
ajbmeb-2672	84	11	influence	influence	NOUN
ajbmeb-2672	84	12	of	of	ADP
ajbmeb-2672	84	13	external	external	ADJ
ajbmeb-2672	84	14	factors	factor	NOUN
ajbmeb-2672	84	15	such	such	ADJ
ajbmeb-2672	84	16	as	as	ADP
ajbmeb-2672	84	17	economic	economic	ADJ
ajbmeb-2672	84	18	crises	crisis	NOUN
ajbmeb-2672	84	19	or	or	CCONJ
ajbmeb-2672	84	20	changes	change	NOUN
ajbmeb-2672	84	21	in	in	ADP
ajbmeb-2672	84	22	legislation	legislation	NOUN
ajbmeb-2672	84	23	.	.	PUNCT
ajbmeb-2672	85	1	additionally	additionally	ADV
ajbmeb-2672	85	2	,	,	PUNCT
ajbmeb-2672	85	3	these	these	DET
ajbmeb-2672	85	4	methods	method	NOUN
ajbmeb-2672	85	5	often	often	ADV
ajbmeb-2672	85	6	fail	fail	VERB
ajbmeb-2672	85	7	to	to	PART
ajbmeb-2672	85	8	consider	consider	VERB
ajbmeb-2672	85	9	the	the	DET
ajbmeb-2672	85	10	dynamic	dynamic	ADJ
ajbmeb-2672	85	11	nature	nature	NOUN
ajbmeb-2672	85	12	of	of	ADP
ajbmeb-2672	85	13	modern	modern	ADJ
ajbmeb-2672	85	14	financial	financial	ADJ
ajbmeb-2672	85	15	markets	market	NOUN
ajbmeb-2672	85	16	and	and	CCONJ
ajbmeb-2672	85	17	innovations	innovation	NOUN
ajbmeb-2672	85	18	,	,	PUNCT
ajbmeb-2672	85	19	such	such	ADJ
ajbmeb-2672	85	20	as	as	ADP
ajbmeb-2672	85	21	digitalization	digitalization	NOUN
ajbmeb-2672	85	22	.	.	PUNCT
ajbmeb-2672	86	1	based	base	VERB
ajbmeb-2672	86	2	on	on	ADP
ajbmeb-2672	86	3	the	the	DET
ajbmeb-2672	86	4	findings	finding	NOUN
ajbmeb-2672	86	5	of	of	ADP
ajbmeb-2672	86	6	the	the	DET
ajbmeb-2672	86	7	research	research	NOUN
ajbmeb-2672	86	8	,	,	PUNCT
ajbmeb-2672	86	9	several	several	ADJ
ajbmeb-2672	86	10	recommendations	recommendation	NOUN
ajbmeb-2672	86	11	for	for	ADP
ajbmeb-2672	86	12	improving	improve	VERB
ajbmeb-2672	86	13	bank	bank	NOUN
ajbmeb-2672	86	14	performance	performance	NOUN
ajbmeb-2672	86	15	evaluation	evaluation	NOUN
ajbmeb-2672	86	16	methods	method	NOUN
ajbmeb-2672	86	17	can	can	AUX
ajbmeb-2672	86	18	be	be	AUX
ajbmeb-2672	86	19	outlined	outline	VERB
ajbmeb-2672	86	20	:	:	PUNCT
ajbmeb-2672	86	21	1	1	X
ajbmeb-2672	86	22	.	.	X
ajbmeb-2672	86	23	integration	integration	NOUN
ajbmeb-2672	86	24	of	of	ADP
ajbmeb-2672	86	25	digital	digital	ADJ
ajbmeb-2672	86	26	technologies	technology	NOUN
ajbmeb-2672	86	27	:	:	PUNCT
ajbmeb-2672	86	28	the	the	DET
ajbmeb-2672	86	29	use	use	NOUN
ajbmeb-2672	86	30	of	of	ADP
ajbmeb-2672	86	31	big	big	ADJ
ajbmeb-2672	86	32	data	datum	NOUN
ajbmeb-2672	86	33	analytics	analytic	NOUN
ajbmeb-2672	86	34	and	and	CCONJ
ajbmeb-2672	86	35	artificial	artificial	ADJ
ajbmeb-2672	86	36	intelligence	intelligence	NOUN
ajbmeb-2672	86	37	for	for	ADP
ajbmeb-2672	86	38	more	more	ADV
ajbmeb-2672	86	39	accurate	accurate	ADJ
ajbmeb-2672	86	40	and	and	CCONJ
ajbmeb-2672	86	41	timely	timely	ADJ
ajbmeb-2672	86	42	risk	risk	NOUN
ajbmeb-2672	86	43	and	and	CCONJ
ajbmeb-2672	86	44	performance	performance	NOUN
ajbmeb-2672	86	45	evaluation	evaluation	NOUN
ajbmeb-2672	86	46	.	.	PUNCT
ajbmeb-2672	87	1	2	2	X
ajbmeb-2672	87	2	.	.	X
ajbmeb-2672	87	3	consideration	consideration	NOUN
ajbmeb-2672	87	4	of	of	ADP
ajbmeb-2672	87	5	external	external	ADJ
ajbmeb-2672	87	6	factors	factor	NOUN
ajbmeb-2672	87	7	:	:	PUNCT
ajbmeb-2672	87	8	it	it	PRON
ajbmeb-2672	87	9	is	be	AUX
ajbmeb-2672	87	10	crucial	crucial	ADJ
ajbmeb-2672	87	11	to	to	PART
ajbmeb-2672	87	12	account	account	VERB
ajbmeb-2672	87	13	for	for	ADP
ajbmeb-2672	87	14	the	the	DET
ajbmeb-2672	87	15	influence	influence	NOUN
ajbmeb-2672	87	16	of	of	ADP
ajbmeb-2672	87	17	global	global	ADJ
ajbmeb-2672	87	18	economic	economic	ADJ
ajbmeb-2672	87	19	and	and	CCONJ
ajbmeb-2672	87	20	political	political	ADJ
ajbmeb-2672	87	21	changes	change	NOUN
ajbmeb-2672	87	22	on	on	ADP
ajbmeb-2672	87	23	the	the	DET
ajbmeb-2672	87	24	bank	bank	NOUN
ajbmeb-2672	87	25	’s	’s	PART
ajbmeb-2672	87	26	financial	financial	ADJ
ajbmeb-2672	87	27	condition	condition	NOUN
ajbmeb-2672	87	28	.	.	PUNCT
ajbmeb-2672	88	1	3	3	X
ajbmeb-2672	88	2	.	.	X
ajbmeb-2672	88	3	diversification	diversification	NOUN
ajbmeb-2672	88	4	of	of	ADP
ajbmeb-2672	88	5	analysis	analysis	NOUN
ajbmeb-2672	88	6	:	:	PUNCT
ajbmeb-2672	88	7	in	in	ADP
ajbmeb-2672	88	8	addition	addition	NOUN
ajbmeb-2672	88	9	to	to	ADP
ajbmeb-2672	88	10	traditional	traditional	ADJ
ajbmeb-2672	88	11	financial	financial	ADJ
ajbmeb-2672	88	12	ratios	ratio	NOUN
ajbmeb-2672	88	13	,	,	PUNCT
ajbmeb-2672	88	14	it	it	PRON
ajbmeb-2672	88	15	is	be	AUX
ajbmeb-2672	88	16	important	important	ADJ
ajbmeb-2672	88	17	to	to	PART
ajbmeb-2672	88	18	include	include	VERB
ajbmeb-2672	88	19	socio	socio	NOUN
ajbmeb-2672	88	20	-	-	PUNCT
ajbmeb-2672	88	21	economic	economic	ADJ
ajbmeb-2672	88	22	and	and	CCONJ
ajbmeb-2672	88	23	technological	technological	ADJ
ajbmeb-2672	88	24	indicators	indicator	NOUN
ajbmeb-2672	88	25	to	to	PART
ajbmeb-2672	88	26	assess	assess	VERB
ajbmeb-2672	88	27	the	the	DET
ajbmeb-2672	88	28	bank	bank	NOUN
ajbmeb-2672	88	29	’s	’s	PART
ajbmeb-2672	88	30	resilience	resilience	NOUN
ajbmeb-2672	88	31	more	more	ADV
ajbmeb-2672	88	32	comprehensively	comprehensively	ADV
ajbmeb-2672	88	33	.	.	PUNCT
ajbmeb-2672	89	1	conclusion	conclusion	NOUN
ajbmeb-2672	89	2	the	the	DET
ajbmeb-2672	89	3	study	study	NOUN
ajbmeb-2672	89	4	found	find	VERB
ajbmeb-2672	89	5	that	that	SCONJ
ajbmeb-2672	89	6	traditional	traditional	ADJ
ajbmeb-2672	89	7	methods	method	NOUN
ajbmeb-2672	89	8	,	,	PUNCT
ajbmeb-2672	89	9	such	such	ADJ
ajbmeb-2672	89	10	as	as	ADP
ajbmeb-2672	89	11	the	the	DET
ajbmeb-2672	89	12	analysis	analysis	NOUN
ajbmeb-2672	89	13	of	of	ADP
ajbmeb-2672	89	14	liquidity	liquidity	NOUN
ajbmeb-2672	89	15	,	,	PUNCT
ajbmeb-2672	89	16	profitability	profitability	NOUN
ajbmeb-2672	89	17	,	,	PUNCT
ajbmeb-2672	89	18	and	and	CCONJ
ajbmeb-2672	89	19	asset	asset	NOUN
ajbmeb-2672	89	20	quality	quality	NOUN
ajbmeb-2672	89	21	ratios	ratio	NOUN
ajbmeb-2672	89	22	,	,	PUNCT
ajbmeb-2672	89	23	remain	remain	VERB
ajbmeb-2672	89	24	important	important	ADJ
ajbmeb-2672	89	25	tools	tool	NOUN
ajbmeb-2672	89	26	for	for	ADP
ajbmeb-2672	89	27	evaluation	evaluation	NOUN
ajbmeb-2672	89	28	,	,	PUNCT
ajbmeb-2672	89	29	but	but	CCONJ
ajbmeb-2672	89	30	they	they	PRON
ajbmeb-2672	89	31	are	be	AUX
ajbmeb-2672	89	32	insufficient	insufficient	ADJ
ajbmeb-2672	89	33	for	for	ADP
ajbmeb-2672	89	34	comprehensive	comprehensive	ADJ
ajbmeb-2672	89	35	performance	performance	NOUN
ajbmeb-2672	89	36	analysis	analysis	NOUN
ajbmeb-2672	89	37	in	in	ADP
ajbmeb-2672	89	38	today	today	NOUN
ajbmeb-2672	89	39	’s	’s	PART
ajbmeb-2672	89	40	financial	financial	ADJ
ajbmeb-2672	89	41	system	system	NOUN
ajbmeb-2672	89	42	.	.	PUNCT
ajbmeb-2672	90	1	this	this	PRON
ajbmeb-2672	90	2	is	be	AUX
ajbmeb-2672	90	3	particularly	particularly	ADV
ajbmeb-2672	90	4	true	true	ADJ
ajbmeb-2672	90	5	for	for	ADP
ajbmeb-2672	90	6	assessing	assess	VERB
ajbmeb-2672	90	7	the	the	DET
ajbmeb-2672	90	8	impact	impact	NOUN
ajbmeb-2672	90	9	of	of	ADP
ajbmeb-2672	90	10	external	external	ADJ
ajbmeb-2672	90	11	factors	factor	NOUN
ajbmeb-2672	90	12	such	such	ADJ
ajbmeb-2672	90	13	as	as	ADP
ajbmeb-2672	90	14	legal	legal	ADJ
ajbmeb-2672	90	15	changes	change	NOUN
ajbmeb-2672	90	16	,	,	PUNCT
ajbmeb-2672	90	17	economic	economic	ADJ
ajbmeb-2672	90	18	instability	instability	NOUN
ajbmeb-2672	90	19	,	,	PUNCT
ajbmeb-2672	90	20	or	or	CCONJ
ajbmeb-2672	90	21	the	the	DET
ajbmeb-2672	90	22	implementation	implementation	NOUN
ajbmeb-2672	90	23	of	of	ADP
ajbmeb-2672	90	24	new	new	ADJ
ajbmeb-2672	90	25	technologies	technology	NOUN
ajbmeb-2672	90	26	.	.	PUNCT
ajbmeb-2672	91	1	methods	method	NOUN
ajbmeb-2672	91	2	that	that	PRON
ajbmeb-2672	91	3	focus	focus	VERB
ajbmeb-2672	91	4	solely	solely	ADV
ajbmeb-2672	91	5	on	on	ADP
ajbmeb-2672	91	6	traditional	traditional	ADJ
ajbmeb-2672	91	7	financial	financial	ADJ
ajbmeb-2672	91	8	indicators	indicator	NOUN
ajbmeb-2672	91	9	do	do	AUX
ajbmeb-2672	91	10	not	not	PART
ajbmeb-2672	91	11	always	always	ADV
ajbmeb-2672	91	12	fully	fully	ADV
ajbmeb-2672	91	13	account	account	VERB
ajbmeb-2672	91	14	for	for	ADP
ajbmeb-2672	91	15	the	the	DET
ajbmeb-2672	91	16	risks	risk	NOUN
ajbmeb-2672	91	17	associated	associate	VERB
ajbmeb-2672	91	18	with	with	ADP
ajbmeb-2672	91	19	digitalization	digitalization	NOUN
ajbmeb-2672	91	20	,	,	PUNCT
ajbmeb-2672	91	21	cyber	cyber	NOUN
ajbmeb-2672	91	22	threats	threat	NOUN
ajbmeb-2672	91	23	,	,	PUNCT
ajbmeb-2672	91	24	or	or	CCONJ
ajbmeb-2672	91	25	changes	change	NOUN
ajbmeb-2672	91	26	in	in	ADP
ajbmeb-2672	91	27	consumer	consumer	NOUN
ajbmeb-2672	91	28	preferences	preference	NOUN
ajbmeb-2672	91	29	.	.	PUNCT
ajbmeb-2672	92	1	one	one	NUM
ajbmeb-2672	92	2	of	of	ADP
ajbmeb-2672	92	3	the	the	DET
ajbmeb-2672	92	4	most	most	ADV
ajbmeb-2672	92	5	important	important	ADJ
ajbmeb-2672	92	6	conclusions	conclusion	NOUN
ajbmeb-2672	92	7	is	be	AUX
ajbmeb-2672	92	8	that	that	PRON
ajbmeb-2672	92	9	successful	successful	ADJ
ajbmeb-2672	92	10	banks	bank	NOUN
ajbmeb-2672	92	11	today	today	NOUN
ajbmeb-2672	92	12	actively	actively	ADV
ajbmeb-2672	92	13	utilize	utilize	VERB
ajbmeb-2672	92	14	digital	digital	ADJ
ajbmeb-2672	92	15	technologies	technology	NOUN
ajbmeb-2672	92	16	to	to	PART
ajbmeb-2672	92	17	enhance	enhance	VERB
ajbmeb-2672	92	18	their	their	PRON
ajbmeb-2672	92	19	efficiency	efficiency	NOUN
ajbmeb-2672	92	20	.	.	PUNCT
ajbmeb-2672	93	1	in	in	ADP
ajbmeb-2672	93	2	particular	particular	ADJ
ajbmeb-2672	93	3	,	,	PUNCT
ajbmeb-2672	93	4	the	the	DET
ajbmeb-2672	93	5	use	use	NOUN
ajbmeb-2672	93	6	of	of	ADP
ajbmeb-2672	93	7	big	big	ADJ
ajbmeb-2672	93	8	data	datum	NOUN
ajbmeb-2672	93	9	analytics	analytic	NOUN
ajbmeb-2672	93	10	,	,	PUNCT
ajbmeb-2672	93	11	artificial	artificial	ADJ
ajbmeb-2672	93	12	intelligence	intelligence	NOUN
ajbmeb-2672	93	13	(	(	PUNCT
ajbmeb-2672	93	14	ai	ai	NOUN
ajbmeb-2672	93	15	)	)	PUNCT
ajbmeb-2672	93	16	,	,	PUNCT
ajbmeb-2672	93	17	and	and	CCONJ
ajbmeb-2672	93	18	machine	machine	NOUN
ajbmeb-2672	93	19	learning	learning	NOUN
ajbmeb-2672	93	20	enables	enable	VERB
ajbmeb-2672	93	21	banks	bank	NOUN
ajbmeb-2672	93	22	not	not	PART
ajbmeb-2672	93	23	only	only	ADV
ajbmeb-2672	93	24	to	to	PART
ajbmeb-2672	93	25	more	more	ADV
ajbmeb-2672	93	26	accurately	accurately	ADV
ajbmeb-2672	93	27	forecast	forecast	VERB
ajbmeb-2672	93	28	financial	financial	ADJ
ajbmeb-2672	93	29	risks	risk	NOUN
ajbmeb-2672	93	30	but	but	CCONJ
ajbmeb-2672	93	31	also	also	ADV
ajbmeb-2672	93	32	to	to	PART
ajbmeb-2672	93	33	respond	respond	VERB
ajbmeb-2672	93	34	quickly	quickly	ADV
ajbmeb-2672	93	35	to	to	ADP
ajbmeb-2672	93	36	changes	change	NOUN
ajbmeb-2672	93	37	in	in	ADP
ajbmeb-2672	93	38	market	market	NOUN
ajbmeb-2672	93	39	conditions	condition	NOUN
ajbmeb-2672	93	40	.	.	PUNCT
ajbmeb-2672	94	1	the	the	DET
ajbmeb-2672	94	2	implementation	implementation	NOUN
ajbmeb-2672	94	3	of	of	ADP
ajbmeb-2672	94	4	these	these	DET
ajbmeb-2672	94	5	technologies	technology	NOUN
ajbmeb-2672	94	6	leads	lead	VERB
ajbmeb-2672	94	7	to	to	ADP
ajbmeb-2672	94	8	significant	significant	ADJ
ajbmeb-2672	94	9	improvements	improvement	NOUN
ajbmeb-2672	94	10	in	in	ADP
ajbmeb-2672	94	11	operational	operational	ADJ
ajbmeb-2672	94	12	efficiency	efficiency	NOUN
ajbmeb-2672	94	13	and	and	CCONJ
ajbmeb-2672	94	14	risk	risk	NOUN
ajbmeb-2672	94	15	reduction	reduction	NOUN
ajbmeb-2672	94	16	,	,	PUNCT
ajbmeb-2672	94	17	as	as	SCONJ
ajbmeb-2672	94	18	demonstrated	demonstrate	VERB
ajbmeb-2672	94	19	by	by	ADP
ajbmeb-2672	94	20	major	major	ADJ
ajbmeb-2672	94	21	players	player	NOUN
ajbmeb-2672	94	22	such	such	ADJ
ajbmeb-2672	94	23	as	as	ADP
ajbmeb-2672	94	24	sberbank	sberbank	NOUN
ajbmeb-2672	94	25	and	and	CCONJ
ajbmeb-2672	94	26	vtb	vtb	PROPN
ajbmeb-2672	94	27	.	.	PUNCT
ajbmeb-2672	95	1	the	the	DET
ajbmeb-2672	95	2	analysis	analysis	NOUN
ajbmeb-2672	95	3	showed	show	VERB
ajbmeb-2672	95	4	that	that	SCONJ
ajbmeb-2672	95	5	banks	bank	NOUN
ajbmeb-2672	95	6	integrating	integrate	VERB
ajbmeb-2672	95	7	these	these	DET
ajbmeb-2672	95	8	innovative	innovative	ADJ
ajbmeb-2672	95	9	solutions	solution	NOUN
ajbmeb-2672	95	10	into	into	ADP
ajbmeb-2672	95	11	their	their	PRON
ajbmeb-2672	95	12	processes	process	NOUN
ajbmeb-2672	95	13	demonstrate	demonstrate	VERB
ajbmeb-2672	95	14	higher	high	ADJ
ajbmeb-2672	95	15	profitability	profitability	NOUN
ajbmeb-2672	95	16	and	and	CCONJ
ajbmeb-2672	95	17	liquidity	liquidity	NOUN
ajbmeb-2672	95	18	ratios	ratio	NOUN
ajbmeb-2672	95	19	.	.	PUNCT
ajbmeb-2672	96	1	american	american	PROPN
ajbmeb-2672	96	2	journal	journal	PROPN
ajbmeb-2672	96	3	of	of	ADP
ajbmeb-2672	96	4	business	business	NOUN
ajbmeb-2672	96	5	management	management	NOUN
ajbmeb-2672	96	6	,	,	PUNCT
ajbmeb-2672	96	7	economics	economic	NOUN
ajbmeb-2672	96	8	and	and	CCONJ
ajbmeb-2672	96	9	banking	banking	NOUN
ajbmeb-2672	96	10	volume	volume	NOUN
ajbmeb-2672	96	11	32	32	NUM
ajbmeb-2672	96	12	january	january	PROPN
ajbmeb-2672	96	13	2025	2025	NUM
ajbmeb-2672	96	14	p	p	NOUN
ajbmeb-2672	96	15	a	a	PRON
ajbmeb-2672	96	16	g	g	NOUN
ajbmeb-2672	96	17	e	e	NOUN
ajbmeb-2672	96	18	|	|	ADV
ajbmeb-2672	96	19	84	84	NUM
ajbmeb-2672	96	20	www.americanjournal.org	www.americanjournal.org	NOUN
ajbmeb-2672	96	21	diversification	diversification	NOUN
ajbmeb-2672	96	22	of	of	ADP
ajbmeb-2672	96	23	financial	financial	ADJ
ajbmeb-2672	96	24	assets	asset	NOUN
ajbmeb-2672	96	25	,	,	PUNCT
ajbmeb-2672	96	26	alongside	alongside	ADP
ajbmeb-2672	96	27	digitalization	digitalization	NOUN
ajbmeb-2672	96	28	,	,	PUNCT
ajbmeb-2672	96	29	is	be	AUX
ajbmeb-2672	96	30	a	a	DET
ajbmeb-2672	96	31	key	key	ADJ
ajbmeb-2672	96	32	factor	factor	NOUN
ajbmeb-2672	96	33	ensuring	ensure	VERB
ajbmeb-2672	96	34	the	the	DET
ajbmeb-2672	96	35	resilience	resilience	NOUN
ajbmeb-2672	96	36	of	of	ADP
ajbmeb-2672	96	37	commercial	commercial	ADJ
ajbmeb-2672	96	38	banks	bank	NOUN
ajbmeb-2672	96	39	in	in	ADP
ajbmeb-2672	96	40	times	time	NOUN
ajbmeb-2672	96	41	of	of	ADP
ajbmeb-2672	96	42	uncertainty	uncertainty	NOUN
ajbmeb-2672	96	43	.	.	PUNCT
ajbmeb-2672	97	1	research	research	NOUN
ajbmeb-2672	97	2	shows	show	VERB
ajbmeb-2672	97	3	that	that	SCONJ
ajbmeb-2672	97	4	banks	bank	NOUN
ajbmeb-2672	97	5	with	with	ADP
ajbmeb-2672	97	6	a	a	DET
ajbmeb-2672	97	7	more	more	ADV
ajbmeb-2672	97	8	diversified	diversified	ADJ
ajbmeb-2672	97	9	asset	asset	NOUN
ajbmeb-2672	97	10	structure	structure	NOUN
ajbmeb-2672	97	11	are	be	AUX
ajbmeb-2672	97	12	less	less	ADV
ajbmeb-2672	97	13	susceptible	susceptible	ADJ
ajbmeb-2672	97	14	to	to	ADP
ajbmeb-2672	97	15	negative	negative	ADJ
ajbmeb-2672	97	16	external	external	ADJ
ajbmeb-2672	97	17	shocks	shock	NOUN
ajbmeb-2672	97	18	and	and	CCONJ
ajbmeb-2672	97	19	exhibit	exhibit	VERB
ajbmeb-2672	97	20	a	a	DET
ajbmeb-2672	97	21	higher	high	ADJ
ajbmeb-2672	97	22	ability	ability	NOUN
ajbmeb-2672	97	23	to	to	PART
ajbmeb-2672	97	24	adapt	adapt	VERB
ajbmeb-2672	97	25	to	to	ADP
ajbmeb-2672	97	26	economic	economic	ADJ
ajbmeb-2672	97	27	changes	change	NOUN
ajbmeb-2672	97	28	.	.	PUNCT
ajbmeb-2672	98	1	moreover	moreover	ADV
ajbmeb-2672	98	2	,	,	PUNCT
ajbmeb-2672	98	3	for	for	ADP
ajbmeb-2672	98	4	a	a	DET
ajbmeb-2672	98	5	deeper	deep	ADJ
ajbmeb-2672	98	6	and	and	CCONJ
ajbmeb-2672	98	7	more	more	ADV
ajbmeb-2672	98	8	comprehensive	comprehensive	ADJ
ajbmeb-2672	98	9	performance	performance	NOUN
ajbmeb-2672	98	10	evaluation	evaluation	NOUN
ajbmeb-2672	98	11	,	,	PUNCT
ajbmeb-2672	98	12	it	it	PRON
ajbmeb-2672	98	13	is	be	AUX
ajbmeb-2672	98	14	essential	essential	ADJ
ajbmeb-2672	98	15	to	to	PART
ajbmeb-2672	98	16	develop	develop	VERB
ajbmeb-2672	98	17	multi	multi	ADJ
ajbmeb-2672	98	18	-	-	ADJ
ajbmeb-2672	98	19	factor	factor	NOUN
ajbmeb-2672	98	20	approaches	approach	NOUN
ajbmeb-2672	98	21	that	that	PRON
ajbmeb-2672	98	22	incorporate	incorporate	VERB
ajbmeb-2672	98	23	both	both	PRON
ajbmeb-2672	98	24	financial	financial	ADJ
ajbmeb-2672	98	25	indicators	indicator	NOUN
ajbmeb-2672	98	26	and	and	CCONJ
ajbmeb-2672	98	27	socio	socio	NOUN
ajbmeb-2672	98	28	-	-	PUNCT
ajbmeb-2672	98	29	economic	economic	ADJ
ajbmeb-2672	98	30	,	,	PUNCT
ajbmeb-2672	98	31	environmental	environmental	ADJ
ajbmeb-2672	98	32	,	,	PUNCT
ajbmeb-2672	98	33	and	and	CCONJ
ajbmeb-2672	98	34	technological	technological	ADJ
ajbmeb-2672	98	35	factors	factor	NOUN
ajbmeb-2672	98	36	.	.	PUNCT
ajbmeb-2672	99	1	this	this	PRON
ajbmeb-2672	99	2	will	will	AUX
ajbmeb-2672	99	3	provide	provide	VERB
ajbmeb-2672	99	4	a	a	DET
ajbmeb-2672	99	5	more	more	ADV
ajbmeb-2672	99	6	accurate	accurate	ADJ
ajbmeb-2672	99	7	understanding	understanding	NOUN
ajbmeb-2672	99	8	of	of	ADP
ajbmeb-2672	99	9	how	how	SCONJ
ajbmeb-2672	99	10	various	various	ADJ
ajbmeb-2672	99	11	aspects	aspect	NOUN
ajbmeb-2672	99	12	of	of	ADP
ajbmeb-2672	99	13	a	a	DET
ajbmeb-2672	99	14	bank	bank	NOUN
ajbmeb-2672	99	15	’s	’s	PART
ajbmeb-2672	99	16	activities	activity	NOUN
ajbmeb-2672	99	17	influence	influence	VERB
ajbmeb-2672	99	18	its	its	PRON
ajbmeb-2672	99	19	resilience	resilience	NOUN
ajbmeb-2672	99	20	and	and	CCONJ
ajbmeb-2672	99	21	competitiveness	competitiveness	NOUN
ajbmeb-2672	99	22	in	in	ADP
ajbmeb-2672	99	23	the	the	DET
ajbmeb-2672	99	24	long	long	ADJ
ajbmeb-2672	99	25	term	term	NOUN
ajbmeb-2672	99	26	.	.	PUNCT
ajbmeb-2672	100	1	in	in	ADP
ajbmeb-2672	100	2	conclusion	conclusion	NOUN
ajbmeb-2672	100	3	,	,	PUNCT
ajbmeb-2672	100	4	the	the	DET
ajbmeb-2672	100	5	evaluation	evaluation	NOUN
ajbmeb-2672	100	6	of	of	ADP
ajbmeb-2672	100	7	commercial	commercial	ADJ
ajbmeb-2672	100	8	bank	bank	NOUN
ajbmeb-2672	100	9	performance	performance	NOUN
ajbmeb-2672	100	10	will	will	AUX
ajbmeb-2672	100	11	continue	continue	VERB
ajbmeb-2672	100	12	to	to	PART
ajbmeb-2672	100	13	evolve	evolve	VERB
ajbmeb-2672	100	14	in	in	ADP
ajbmeb-2672	100	15	response	response	NOUN
ajbmeb-2672	100	16	to	to	ADP
ajbmeb-2672	100	17	new	new	ADJ
ajbmeb-2672	100	18	challenges	challenge	NOUN
ajbmeb-2672	100	19	posed	pose	VERB
ajbmeb-2672	100	20	by	by	ADP
ajbmeb-2672	100	21	global	global	ADJ
ajbmeb-2672	100	22	financial	financial	ADJ
ajbmeb-2672	100	23	market	market	NOUN
ajbmeb-2672	100	24	globalization	globalization	NOUN
ajbmeb-2672	100	25	,	,	PUNCT
ajbmeb-2672	100	26	digitalization	digitalization	NOUN
ajbmeb-2672	100	27	,	,	PUNCT
ajbmeb-2672	100	28	and	and	CCONJ
ajbmeb-2672	100	29	changes	change	NOUN
ajbmeb-2672	100	30	in	in	ADP
ajbmeb-2672	100	31	consumer	consumer	NOUN
ajbmeb-2672	100	32	preferences	preference	NOUN
ajbmeb-2672	100	33	.	.	PUNCT
ajbmeb-2672	101	1	therefore	therefore	ADV
ajbmeb-2672	101	2	,	,	PUNCT
ajbmeb-2672	101	3	the	the	DET
ajbmeb-2672	101	4	ability	ability	NOUN
ajbmeb-2672	101	5	of	of	ADP
ajbmeb-2672	101	6	banks	bank	NOUN
ajbmeb-2672	101	7	to	to	PART
ajbmeb-2672	101	8	innovate	innovate	VERB
ajbmeb-2672	101	9	and	and	CCONJ
ajbmeb-2672	101	10	adapt	adapt	VERB
ajbmeb-2672	101	11	to	to	ADP
ajbmeb-2672	101	12	changes	change	NOUN
ajbmeb-2672	101	13	in	in	ADP
ajbmeb-2672	101	14	the	the	DET
ajbmeb-2672	101	15	external	external	ADJ
ajbmeb-2672	101	16	environment	environment	NOUN
ajbmeb-2672	101	17	will	will	AUX
ajbmeb-2672	101	18	be	be	AUX
ajbmeb-2672	101	19	a	a	DET
ajbmeb-2672	101	20	key	key	ADJ
ajbmeb-2672	101	21	factor	factor	NOUN
ajbmeb-2672	101	22	for	for	ADP
ajbmeb-2672	101	23	their	their	PRON
ajbmeb-2672	101	24	long	long	ADJ
ajbmeb-2672	101	25	-	-	PUNCT
ajbmeb-2672	101	26	term	term	NOUN
ajbmeb-2672	101	27	stability	stability	NOUN
ajbmeb-2672	101	28	and	and	CCONJ
ajbmeb-2672	101	29	success	success	NOUN
ajbmeb-2672	101	30	.	.	PUNCT
ajbmeb-2672	102	1	it	it	PRON
ajbmeb-2672	102	2	is	be	AUX
ajbmeb-2672	102	3	important	important	ADJ
ajbmeb-2672	102	4	to	to	PART
ajbmeb-2672	102	5	remember	remember	VERB
ajbmeb-2672	102	6	that	that	SCONJ
ajbmeb-2672	102	7	in	in	ADP
ajbmeb-2672	102	8	a	a	DET
ajbmeb-2672	102	9	world	world	NOUN
ajbmeb-2672	102	10	where	where	SCONJ
ajbmeb-2672	102	11	information	information	NOUN
ajbmeb-2672	102	12	and	and	CCONJ
ajbmeb-2672	102	13	technology	technology	NOUN
ajbmeb-2672	102	14	play	play	VERB
ajbmeb-2672	102	15	a	a	DET
ajbmeb-2672	102	16	decisive	decisive	ADJ
ajbmeb-2672	102	17	role	role	NOUN
ajbmeb-2672	102	18	,	,	PUNCT
ajbmeb-2672	102	19	financial	financial	ADJ
ajbmeb-2672	102	20	tools	tool	NOUN
ajbmeb-2672	102	21	and	and	CCONJ
ajbmeb-2672	102	22	approaches	approach	NOUN
ajbmeb-2672	102	23	for	for	ADP
ajbmeb-2672	102	24	their	their	PRON
ajbmeb-2672	102	25	evaluation	evaluation	NOUN
ajbmeb-2672	102	26	must	must	AUX
ajbmeb-2672	102	27	be	be	AUX
ajbmeb-2672	102	28	flexible	flexible	ADJ
ajbmeb-2672	102	29	and	and	CCONJ
ajbmeb-2672	102	30	dynamic	dynamic	ADJ
ajbmeb-2672	102	31	in	in	ADP
ajbmeb-2672	102	32	order	order	NOUN
ajbmeb-2672	102	33	to	to	PART
ajbmeb-2672	102	34	meet	meet	VERB
ajbmeb-2672	102	35	the	the	DET
ajbmeb-2672	102	36	demands	demand	NOUN
ajbmeb-2672	102	37	of	of	ADP
ajbmeb-2672	102	38	the	the	DET
ajbmeb-2672	102	39	time	time	NOUN
ajbmeb-2672	102	40	.	.	PUNCT
ajbmeb-2672	103	1	references	reference	NOUN
ajbmeb-2672	103	2	1	1	NUM
ajbmeb-2672	103	3	.	.	PUNCT
ajbmeb-2672	104	1	belyaev	belyaev	NOUN
ajbmeb-2672	104	2	,	,	PUNCT
ajbmeb-2672	104	3	v.	v.	PROPN
ajbmeb-2672	104	4	i.	i.	PROPN
ajbmeb-2672	104	5	(	(	PUNCT
ajbmeb-2672	104	6	2020	2020	NUM
ajbmeb-2672	104	7	)	)	PUNCT
ajbmeb-2672	104	8	.	.	PUNCT
ajbmeb-2672	105	1	financial	financial	ADJ
ajbmeb-2672	105	2	analysis	analysis	NOUN
ajbmeb-2672	105	3	in	in	ADP
ajbmeb-2672	105	4	the	the	DET
ajbmeb-2672	105	5	banking	banking	NOUN
ajbmeb-2672	105	6	system	system	NOUN
ajbmeb-2672	105	7	.	.	PUNCT
ajbmeb-2672	106	1	moscow	moscow	PROPN
ajbmeb-2672	106	2	:	:	PUNCT
ajbmeb-2672	106	3	economics	economic	NOUN
ajbmeb-2672	106	4	.	.	PUNCT
ajbmeb-2672	107	1	2	2	X
ajbmeb-2672	107	2	.	.	X
ajbmeb-2672	107	3	smith	smith	PROPN
ajbmeb-2672	107	4	,	,	PUNCT
ajbmeb-2672	107	5	j.	j.	PROPN
ajbmeb-2672	107	6	(	(	PUNCT
ajbmeb-2672	107	7	2019	2019	NUM
ajbmeb-2672	107	8	)	)	PUNCT
ajbmeb-2672	107	9	.	.	PUNCT
ajbmeb-2672	108	1	digitalization	digitalization	NOUN
ajbmeb-2672	108	2	and	and	CCONJ
ajbmeb-2672	108	3	banks	bank	NOUN
ajbmeb-2672	108	4	:	:	PUNCT
ajbmeb-2672	108	5	a	a	DET
ajbmeb-2672	108	6	new	new	ADJ
ajbmeb-2672	108	7	perspective	perspective	NOUN
ajbmeb-2672	108	8	on	on	ADP
ajbmeb-2672	108	9	efficiency	efficiency	NOUN
ajbmeb-2672	108	10	.	.	PUNCT
ajbmeb-2672	109	1	journal	journal	NOUN
ajbmeb-2672	109	2	of	of	ADP
ajbmeb-2672	109	3	banking	banking	NOUN
ajbmeb-2672	109	4	research	research	NOUN
ajbmeb-2672	109	5	,	,	PUNCT
ajbmeb-2672	109	6	45(3	45(3	NUM
ajbmeb-2672	109	7	)	)	PUNCT
ajbmeb-2672	109	8	,	,	PUNCT
ajbmeb-2672	109	9	122	122	NUM
ajbmeb-2672	109	10	-	-	SYM
ajbmeb-2672	109	11	135	135	NUM
ajbmeb-2672	109	12	.	.	PUNCT
ajbmeb-2672	110	1	3	3	X
ajbmeb-2672	110	2	.	.	X
ajbmeb-2672	110	3	melnnikov	melnnikov	PROPN
ajbmeb-2672	110	4	,	,	PUNCT
ajbmeb-2672	110	5	i.	i.	PROPN
ajbmeb-2672	110	6	a.	a.	PROPN
ajbmeb-2672	110	7	,	,	PUNCT
ajbmeb-2672	110	8	&	&	CCONJ
ajbmeb-2672	110	9	kuznetsov	kuznetsov	PROPN
ajbmeb-2672	110	10	,	,	PUNCT
ajbmeb-2672	110	11	d.	d.	PROPN
ajbmeb-2672	110	12	y.	y.	PROPN
ajbmeb-2672	110	13	(	(	PUNCT
ajbmeb-2672	110	14	2021	2021	NUM
ajbmeb-2672	110	15	)	)	PUNCT
ajbmeb-2672	110	16	.	.	PUNCT
ajbmeb-2672	111	1	innovations	innovation	NOUN
ajbmeb-2672	111	2	in	in	ADP
ajbmeb-2672	111	3	the	the	DET
ajbmeb-2672	111	4	banking	banking	NOUN
ajbmeb-2672	111	5	industry	industry	NOUN
ajbmeb-2672	111	6	:	:	PUNCT
ajbmeb-2672	111	7	the	the	DET
ajbmeb-2672	111	8	impact	impact	NOUN
ajbmeb-2672	111	9	of	of	ADP
ajbmeb-2672	111	10	digitalization	digitalization	NOUN
ajbmeb-2672	111	11	on	on	ADP
ajbmeb-2672	111	12	financial	financial	ADJ
ajbmeb-2672	111	13	institutions	institution	NOUN
ajbmeb-2672	111	14	’	'	PUNCT
ajbmeb-2672	111	15	efficiency	efficiency	NOUN
ajbmeb-2672	111	16	.	.	PUNCT
ajbmeb-2672	112	1	financial	financial	ADJ
ajbmeb-2672	112	2	research	research	NOUN
ajbmeb-2672	112	3	,	,	PUNCT
ajbmeb-2672	112	4	28(2	28(2	NUM
ajbmeb-2672	112	5	)	)	PUNCT
ajbmeb-2672	112	6	,	,	PUNCT
ajbmeb-2672	112	7	74	74	NUM
ajbmeb-2672	112	8	-	-	SYM
ajbmeb-2672	112	9	85	85	NUM
ajbmeb-2672	112	10	.	.	NOUN
ajbmeb-2672	113	1	4	4	NUM
ajbmeb-2672	113	2	.	.	X
ajbmeb-2672	113	3	chernychev	chernychev	PROPN
ajbmeb-2672	113	4	,	,	PUNCT
ajbmeb-2672	113	5	i.	i.	PROPN
ajbmeb-2672	113	6	v.	v.	PROPN
ajbmeb-2672	113	7	(	(	PUNCT
ajbmeb-2672	113	8	2020	2020	NUM
ajbmeb-2672	113	9	)	)	PUNCT
ajbmeb-2672	113	10	.	.	PUNCT
ajbmeb-2672	114	1	liquidity	liquidity	NOUN
ajbmeb-2672	114	2	and	and	CCONJ
ajbmeb-2672	114	3	risk	risk	NOUN
ajbmeb-2672	114	4	assessment	assessment	NOUN
ajbmeb-2672	114	5	in	in	ADP
ajbmeb-2672	114	6	commercial	commercial	ADJ
ajbmeb-2672	114	7	banks	bank	NOUN
ajbmeb-2672	114	8	:	:	PUNCT
ajbmeb-2672	114	9	new	new	ADJ
ajbmeb-2672	114	10	approaches	approach	NOUN
ajbmeb-2672	114	11	and	and	CCONJ
ajbmeb-2672	114	12	methods	method	NOUN
ajbmeb-2672	114	13	.	.	PUNCT
ajbmeb-2672	115	1	banking	banking	NOUN
ajbmeb-2672	115	2	technologies	technology	NOUN
ajbmeb-2672	115	3	,	,	PUNCT
ajbmeb-2672	115	4	16(1	16(1	NUM
ajbmeb-2672	115	5	)	)	PUNCT
ajbmeb-2672	115	6	,	,	PUNCT
ajbmeb-2672	115	7	88	88	NUM
ajbmeb-2672	115	8	-	-	SYM
ajbmeb-2672	115	9	102	102	NUM
ajbmeb-2672	115	10	.	.	PUNCT
ajbmeb-2672	116	1	5	5	NUM
ajbmeb-2672	116	2	.	.	X
ajbmeb-2672	117	1	konovalova	konovalova	PROPN
ajbmeb-2672	117	2	,	,	PUNCT
ajbmeb-2672	117	3	o.	o.	PROPN
ajbmeb-2672	117	4	v.	v.	PROPN
ajbmeb-2672	117	5	,	,	PUNCT
ajbmeb-2672	117	6	&	&	CCONJ
ajbmeb-2672	117	7	ivanova	ivanova	PROPN
ajbmeb-2672	117	8	,	,	PUNCT
ajbmeb-2672	117	9	n.	n.	PROPN
ajbmeb-2672	117	10	a.	a.	PROPN
ajbmeb-2672	117	11	(	(	PUNCT
ajbmeb-2672	117	12	2022	2022	NUM
ajbmeb-2672	117	13	)	)	PUNCT
ajbmeb-2672	117	14	.	.	PUNCT
ajbmeb-2672	118	1	digitalization	digitalization	NOUN
ajbmeb-2672	118	2	and	and	CCONJ
ajbmeb-2672	118	3	its	its	PRON
ajbmeb-2672	118	4	impact	impact	NOUN
ajbmeb-2672	118	5	on	on	ADP
ajbmeb-2672	118	6	operational	operational	ADJ
ajbmeb-2672	118	7	efficiency	efficiency	NOUN
ajbmeb-2672	118	8	of	of	ADP
ajbmeb-2672	118	9	banks	bank	NOUN
ajbmeb-2672	118	10	:	:	PUNCT
ajbmeb-2672	118	11	global	global	ADJ
ajbmeb-2672	118	12	experience	experience	NOUN
ajbmeb-2672	118	13	and	and	CCONJ
ajbmeb-2672	118	14	russian	russian	ADJ
ajbmeb-2672	118	15	practice	practice	NOUN
ajbmeb-2672	118	16	.	.	PUNCT
ajbmeb-2672	119	1	issues	issue	NOUN
ajbmeb-2672	119	2	of	of	ADP
ajbmeb-2672	119	3	economics	economic	NOUN
ajbmeb-2672	119	4	and	and	CCONJ
ajbmeb-2672	119	5	finance	finance	NOUN
ajbmeb-2672	119	6	,	,	PUNCT
ajbmeb-2672	119	7	30(6	30(6	NUM
ajbmeb-2672	119	8	)	)	PUNCT
ajbmeb-2672	119	9	,	,	PUNCT
ajbmeb-2672	119	10	59	59	NUM
ajbmeb-2672	119	11	-	-	SYM
ajbmeb-2672	119	12	75	75	NUM
ajbmeb-2672	119	13	.	.	PUNCT
ajbmeb-2672	120	1	6	6	NUM
ajbmeb-2672	120	2	.	.	X
ajbmeb-2672	121	1	kovalev	kovalev	PROPN
ajbmeb-2672	121	2	,	,	PUNCT
ajbmeb-2672	121	3	v.	v.	PROPN
ajbmeb-2672	121	4	v.	v.	CCONJ
ajbmeb-2672	121	5	(	(	PUNCT
ajbmeb-2672	121	6	2021	2021	NUM
ajbmeb-2672	121	7	)	)	PUNCT
ajbmeb-2672	121	8	.	.	PUNCT
ajbmeb-2672	122	1	fundamentals	fundamental	NOUN
ajbmeb-2672	122	2	of	of	ADP
ajbmeb-2672	122	3	financial	financial	ADJ
ajbmeb-2672	122	4	analysis	analysis	NOUN
ajbmeb-2672	122	5	:	:	PUNCT
ajbmeb-2672	122	6	how	how	SCONJ
ajbmeb-2672	122	7	to	to	PART
ajbmeb-2672	122	8	evaluate	evaluate	VERB
ajbmeb-2672	122	9	the	the	DET
ajbmeb-2672	122	10	performance	performance	NOUN
ajbmeb-2672	122	11	of	of	ADP
ajbmeb-2672	122	12	a	a	DET
ajbmeb-2672	122	13	commercial	commercial	ADJ
ajbmeb-2672	122	14	bank	bank	NOUN
ajbmeb-2672	122	15	.	.	PUNCT
ajbmeb-2672	123	1	moscow	moscow	PROPN
ajbmeb-2672	123	2	:	:	PUNCT
ajbmeb-2672	123	3	prospect	prospect	VERB
ajbmeb-2672	123	4	.	.	PUNCT
ajbmeb-2672	124	1	7	7	X
ajbmeb-2672	124	2	.	.	X
ajbmeb-2672	124	3	gozman	gozman	NOUN
ajbmeb-2672	124	4	,	,	PUNCT
ajbmeb-2672	124	5	d.	d.	PROPN
ajbmeb-2672	124	6	,	,	PUNCT
ajbmeb-2672	124	7	&	&	CCONJ
ajbmeb-2672	124	8	davies	davy	NOUN
ajbmeb-2672	124	9	,	,	PUNCT
ajbmeb-2672	124	10	p.	p.	NOUN
ajbmeb-2672	124	11	(	(	PUNCT
ajbmeb-2672	124	12	2023	2023	NUM
ajbmeb-2672	124	13	)	)	PUNCT
ajbmeb-2672	124	14	.	.	PUNCT
ajbmeb-2672	125	1	ai	ai	VERB
ajbmeb-2672	125	2	and	and	CCONJ
ajbmeb-2672	125	3	banking	banking	NOUN
ajbmeb-2672	125	4	:	:	PUNCT
ajbmeb-2672	125	5	a	a	DET
ajbmeb-2672	125	6	new	new	ADJ
ajbmeb-2672	125	7	era	era	NOUN
ajbmeb-2672	125	8	in	in	ADP
ajbmeb-2672	125	9	financial	financial	ADJ
ajbmeb-2672	125	10	services	service	NOUN
ajbmeb-2672	125	11	.	.	PUNCT
ajbmeb-2672	126	1	journal	journal	PROPN
ajbmeb-2672	126	2	of	of	ADP
ajbmeb-2672	126	3	financial	financial	ADJ
ajbmeb-2672	126	4	innovation	innovation	NOUN
ajbmeb-2672	126	5	,	,	PUNCT
ajbmeb-2672	126	6	12(2	12(2	NUM
ajbmeb-2672	126	7	)	)	PUNCT
ajbmeb-2672	126	8	,	,	PUNCT
ajbmeb-2672	126	9	35	35	NUM
ajbmeb-2672	126	10	-	-	SYM
ajbmeb-2672	126	11	50	50	NUM
ajbmeb-2672	126	12	.	.	NOUN
ajbmeb-2672	126	13	8	8	NUM
ajbmeb-2672	126	14	.	.	X
ajbmeb-2672	127	1	central	central	ADJ
ajbmeb-2672	127	2	bank	bank	PROPN
ajbmeb-2672	127	3	of	of	ADP
ajbmeb-2672	127	4	russia	russia	PROPN
ajbmeb-2672	127	5	(	(	PUNCT
ajbmeb-2672	127	6	2023	2023	NUM
ajbmeb-2672	127	7	)	)	PUNCT
ajbmeb-2672	127	8	.	.	PUNCT
ajbmeb-2672	128	1	overview	overview	NOUN
ajbmeb-2672	128	2	of	of	ADP
ajbmeb-2672	128	3	the	the	DET
ajbmeb-2672	128	4	financial	financial	ADJ
ajbmeb-2672	128	5	condition	condition	NOUN
ajbmeb-2672	128	6	of	of	ADP
ajbmeb-2672	128	7	major	major	ADJ
ajbmeb-2672	128	8	russian	russian	ADJ
ajbmeb-2672	128	9	banks	bank	NOUN
ajbmeb-2672	128	10	in	in	ADP
ajbmeb-2672	128	11	2023	2023	NUM
ajbmeb-2672	128	12	.	.	PUNCT
ajbmeb-2672	129	1	moscow	moscow	PROPN
ajbmeb-2672	129	2	:	:	PUNCT
ajbmeb-2672	129	3	central	central	ADJ
ajbmeb-2672	129	4	bank	bank	NOUN
ajbmeb-2672	129	5	of	of	ADP
ajbmeb-2672	129	6	the	the	DET
ajbmeb-2672	129	7	russian	russian	PROPN
ajbmeb-2672	129	8	federation	federation	PROPN
ajbmeb-2672	129	9	.	.	PUNCT
ajbmeb-2672	130	1	9	9	X
ajbmeb-2672	130	2	.	.	X
ajbmeb-2672	130	3	oecd	oecd	PROPN
ajbmeb-2672	130	4	(	(	PUNCT
ajbmeb-2672	130	5	2022	2022	NUM
ajbmeb-2672	130	6	)	)	PUNCT
ajbmeb-2672	130	7	.	.	PUNCT
ajbmeb-2672	131	1	financial	financial	ADJ
ajbmeb-2672	131	2	market	market	NOUN
ajbmeb-2672	131	3	trends	trend	NOUN
ajbmeb-2672	131	4	:	:	PUNCT
ajbmeb-2672	131	5	digital	digital	ADJ
ajbmeb-2672	131	6	transformation	transformation	NOUN
ajbmeb-2672	131	7	in	in	ADP
ajbmeb-2672	131	8	the	the	DET
ajbmeb-2672	131	9	banking	banking	NOUN
ajbmeb-2672	131	10	sector	sector	NOUN
ajbmeb-2672	131	11	.	.	PUNCT
ajbmeb-2672	132	1	paris	paris	PROPN
ajbmeb-2672	132	2	:	:	PUNCT
ajbmeb-2672	132	3	oecd	oecd	PROPN
ajbmeb-2672	132	4	publishing	publishing	NOUN
ajbmeb-2672	132	5	.	.	PUNCT
ajbmeb-2672	133	1	10	10	NUM
ajbmeb-2672	133	2	.	.	X
ajbmeb-2672	133	3	baranov	baranov	NOUN
ajbmeb-2672	133	4	,	,	PUNCT
ajbmeb-2672	133	5	a.	a.	NOUN
ajbmeb-2672	133	6	i.	i.	PROPN
ajbmeb-2672	133	7	(	(	PUNCT
ajbmeb-2672	133	8	2022	2022	NUM
ajbmeb-2672	133	9	)	)	PUNCT
ajbmeb-2672	133	10	.	.	PUNCT
ajbmeb-2672	134	1	risks	risk	NOUN
ajbmeb-2672	134	2	in	in	ADP
ajbmeb-2672	134	3	the	the	DET
ajbmeb-2672	134	4	banking	banking	NOUN
ajbmeb-2672	134	5	system	system	NOUN
ajbmeb-2672	134	6	:	:	PUNCT
ajbmeb-2672	134	7	contemporary	contemporary	ADJ
ajbmeb-2672	134	8	challenges	challenge	NOUN
ajbmeb-2672	134	9	and	and	CCONJ
ajbmeb-2672	134	10	risk	risk	NOUN
ajbmeb-2672	134	11	minimization	minimization	NOUN
ajbmeb-2672	134	12	methods	method	NOUN
ajbmeb-2672	134	13	.	.	PUNCT
ajbmeb-2672	135	1	journal	journal	PROPN
ajbmeb-2672	135	2	of	of	ADP
ajbmeb-2672	135	3	finance	finance	NOUN
ajbmeb-2672	135	4	and	and	CCONJ
ajbmeb-2672	135	5	economics	economic	NOUN
ajbmeb-2672	135	6	,	,	PUNCT
ajbmeb-2672	135	7	24(3	24(3	NUM
ajbmeb-2672	135	8	)	)	PUNCT
ajbmeb-2672	135	9	,	,	PUNCT
ajbmeb-2672	135	10	112	112	NUM
ajbmeb-2672	135	11	-	-	SYM
ajbmeb-2672	135	12	126	126	NUM
ajbmeb-2672	135	13	.	.	PUNCT
ajbmeb-2672	136	1	11	11	NUM
ajbmeb-2672	136	2	.	.	X
ajbmeb-2672	137	1	g20	g20	NOUN
ajbmeb-2672	137	2	(	(	PUNCT
ajbmeb-2672	137	3	2021	2021	NUM
ajbmeb-2672	137	4	)	)	PUNCT
ajbmeb-2672	137	5	.	.	PUNCT
ajbmeb-2672	138	1	global	global	ADJ
ajbmeb-2672	138	2	banking	banking	NOUN
ajbmeb-2672	138	3	and	and	CCONJ
ajbmeb-2672	138	4	the	the	DET
ajbmeb-2672	138	5	digital	digital	ADJ
ajbmeb-2672	138	6	revolution	revolution	NOUN
ajbmeb-2672	138	7	:	:	PUNCT
ajbmeb-2672	138	8	challenges	challenge	NOUN
ajbmeb-2672	138	9	and	and	CCONJ
ajbmeb-2672	138	10	opportunities	opportunity	NOUN
ajbmeb-2672	138	11	.	.	PUNCT
ajbmeb-2672	139	1	g20	g20	NOUN
ajbmeb-2672	139	2	report	report	NOUN
ajbmeb-2672	139	3	on	on	ADP
ajbmeb-2672	139	4	digital	digital	ADJ
ajbmeb-2672	139	5	finance	finance	NOUN
ajbmeb-2672	139	6	,	,	PUNCT
ajbmeb-2672	139	7	2021	2021	NUM
ajbmeb-2672	139	8	.	.	PUNCT
ajbmeb-2672	140	1	12	12	NUM
ajbmeb-2672	140	2	.	.	PUNCT
ajbmeb-2672	141	1	martynov	martynov	NOUN
ajbmeb-2672	141	2	,	,	PUNCT
ajbmeb-2672	141	3	a.	a.	NOUN
ajbmeb-2672	141	4	a.	a.	PROPN
ajbmeb-2672	141	5	,	,	PUNCT
ajbmeb-2672	141	6	&	&	CCONJ
ajbmeb-2672	141	7	lebedev	lebedev	PROPN
ajbmeb-2672	141	8	,	,	PUNCT
ajbmeb-2672	141	9	p.	p.	NOUN
ajbmeb-2672	141	10	v.	v.	PROPN
ajbmeb-2672	141	11	(	(	PUNCT
ajbmeb-2672	141	12	2023	2023	NUM
ajbmeb-2672	141	13	)	)	PUNCT
ajbmeb-2672	141	14	.	.	PUNCT
ajbmeb-2672	142	1	comparative	comparative	ADJ
ajbmeb-2672	142	2	analysis	analysis	NOUN
ajbmeb-2672	142	3	of	of	ADP
ajbmeb-2672	142	4	bank	bank	NOUN
ajbmeb-2672	142	5	performance	performance	NOUN
ajbmeb-2672	142	6	:	:	PUNCT
ajbmeb-2672	142	7	new	new	ADJ
ajbmeb-2672	142	8	methods	method	NOUN
ajbmeb-2672	142	9	and	and	CCONJ
ajbmeb-2672	142	10	technologies	technology	NOUN
ajbmeb-2672	142	11	.	.	PUNCT
ajbmeb-2672	143	1	economics	economic	NOUN
ajbmeb-2672	143	2	and	and	CCONJ
ajbmeb-2672	143	3	banks	bank	NOUN
ajbmeb-2672	143	4	,	,	PUNCT
ajbmeb-2672	143	5	45(5	45(5	NOUN
ajbmeb-2672	143	6	)	)	PUNCT
ajbmeb-2672	143	7	,	,	PUNCT
ajbmeb-2672	143	8	100	100	NUM
ajbmeb-2672	143	9	-	-	SYM
ajbmeb-2672	143	10	114	114	NUM
ajbmeb-2672	143	11	.	.	PUNCT