id	sid	tid	token	lemma	pos
cana-6190	1	1	communications	communication	NOUN
cana-6190	1	2	on	on	ADP
cana-6190	1	3	applied	apply	VERB
cana-6190	1	4	nonlinear	nonlinear	ADJ
cana-6190	1	5	analysis	analysis	NOUN
cana-6190	1	6	issn	issn	NOUN
cana-6190	1	7	:	:	PUNCT
cana-6190	1	8	1074	1074	NUM
cana-6190	1	9	-	-	PUNCT
cana-6190	1	10	133x	133x	NUM
cana-6190	1	11	vol	vol	NOUN
cana-6190	1	12	32	32	NUM
cana-6190	1	13	no	no	NOUN
cana-6190	1	14	.	.	NOUN
cana-6190	1	15	1	1	NUM
cana-6190	1	16	(	(	PUNCT
cana-6190	1	17	2025	2025	NUM
cana-6190	1	18	)	)	PUNCT
cana-6190	1	19	704	704	NUM
cana-6190	1	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	1	21	leveraging	leverage	VERB
cana-6190	1	22	iot	iot	NOUN
cana-6190	1	23	and	and	CCONJ
cana-6190	1	24	fintech	fintech	NOUN
cana-6190	1	25	innovations	innovation	NOUN
cana-6190	1	26	for	for	ADP
cana-6190	1	27	financial	financial	ADJ
cana-6190	1	28	inclusion	inclusion	NOUN
cana-6190	1	29	:	:	PUNCT
cana-6190	1	30	opportunities	opportunity	NOUN
cana-6190	1	31	,	,	PUNCT
cana-6190	1	32	challenges	challenge	NOUN
cana-6190	1	33	,	,	PUNCT
cana-6190	1	34	and	and	CCONJ
cana-6190	1	35	policy	policy	NOUN
cana-6190	1	36	implications	implication	NOUN
cana-6190	1	37	ms	ms	PROPN
cana-6190	1	38	.	.	PROPN
cana-6190	1	39	ashwini	ashwini	PROPN
cana-6190	1	40	prabhakar	prabhakar	PROPN
cana-6190	1	41	chavan	chavan	NOUN
cana-6190	1	42	,	,	PUNCT
cana-6190	1	43	assistant	assistant	NOUN
cana-6190	1	44	professor	professor	NOUN
cana-6190	1	45	mesimcc	mesimcc	NOUN
cana-6190	1	46	,	,	PUNCT
cana-6190	1	47	apc.imccmba@mespune.in	apc.imccmba@mespune.in	PUNCT
cana-6190	1	48	dr	dr	PROPN
cana-6190	1	49	.	.	PROPN
cana-6190	1	50	amay	amay	PROPN
cana-6190	1	51	a.	a.	PROPN
cana-6190	1	52	choudhari	choudhari	PROPN
cana-6190	1	53	,	,	PUNCT
cana-6190	1	54	hod	hod	NOUN
cana-6190	1	55	,	,	PUNCT
cana-6190	1	56	mba	mba	PROPN
cana-6190	1	57	,	,	PUNCT
cana-6190	1	58	jspm	jspm	PROPN
cana-6190	1	59	’s	’s	PART
cana-6190	1	60	rajarshi	rajarshi	PROPN
cana-6190	1	61	shahu	shahu	PROPN
cana-6190	1	62	college	college	PROPN
cana-6190	1	63	of	of	ADP
cana-6190	1	64	engineering	engineering	PROPN
cana-6190	1	65	,	,	PUNCT
cana-6190	1	66	ameychoudhari@gmail.com	ameychoudhari@gmail.com	PROPN
cana-6190	2	1	dr	dr	PROPN
cana-6190	2	2	.	.	PROPN
cana-6190	2	3	pankaj	pankaj	PROPN
cana-6190	2	4	p.	p.	PROPN
cana-6190	2	5	chavan	chavan	PROPN
cana-6190	2	6	,	,	PUNCT
cana-6190	2	7	director	director	NOUN
cana-6190	2	8	itheme	itheme	PROPN
cana-6190	2	9	consulting	consulting	PROPN
cana-6190	2	10	pvt	pvt	PROPN
cana-6190	2	11	.	.	PROPN
cana-6190	2	12	ltd	ltd	PROPN
cana-6190	2	13	.	.	PROPN
cana-6190	2	14	,	,	PUNCT
cana-6190	2	15	pankajchavan7@gmail.com	pankajchavan7@gmail.com	X
cana-6190	2	16	article	article	NOUN
cana-6190	2	17	history	history	NOUN
cana-6190	2	18	:	:	PUNCT
cana-6190	2	19	received	receive	VERB
cana-6190	2	20	:	:	PUNCT
cana-6190	2	21	02/02/2025	02/02/2025	NUM
cana-6190	2	22	revised	revise	VERB
cana-6190	2	23	:	:	PUNCT
cana-6190	2	24	15/03/2025	15/03/2025	NUM
cana-6190	2	25	accepted	accept	VERB
cana-6190	2	26	:	:	PUNCT
cana-6190	2	27	25/03/2025	25/03/2025	NUM
cana-6190	2	28	abstract	abstract	NOUN
cana-6190	2	29	:	:	PUNCT
cana-6190	2	30	this	this	DET
cana-6190	2	31	study	study	NOUN
cana-6190	2	32	explores	explore	VERB
cana-6190	2	33	the	the	DET
cana-6190	2	34	relationship	relationship	NOUN
cana-6190	2	35	between	between	ADP
cana-6190	2	36	financial	financial	ADJ
cana-6190	2	37	technology	technology	NOUN
cana-6190	2	38	(	(	PUNCT
cana-6190	2	39	fintech	fintech	NOUN
cana-6190	2	40	)	)	PUNCT
cana-6190	2	41	and	and	CCONJ
cana-6190	2	42	financial	financial	ADJ
cana-6190	2	43	inclusion	inclusion	NOUN
cana-6190	2	44	,	,	PUNCT
cana-6190	2	45	examining	examine	VERB
cana-6190	2	46	how	how	SCONJ
cana-6190	2	47	technological	technological	ADJ
cana-6190	2	48	advancements	advancement	NOUN
cana-6190	2	49	are	be	AUX
cana-6190	2	50	bridging	bridge	VERB
cana-6190	2	51	long	long	ADV
cana-6190	2	52	-	-	PUNCT
cana-6190	2	53	standing	stand	VERB
cana-6190	2	54	gaps	gap	NOUN
cana-6190	2	55	in	in	ADP
cana-6190	2	56	financial	financial	ADJ
cana-6190	2	57	access	access	NOUN
cana-6190	2	58	across	across	ADP
cana-6190	2	59	developing	develop	VERB
cana-6190	2	60	economies	economy	NOUN
cana-6190	2	61	.	.	PUNCT
cana-6190	3	1	despite	despite	SCONJ
cana-6190	3	2	notable	notable	ADJ
cana-6190	3	3	progress	progress	NOUN
cana-6190	3	4	,	,	PUNCT
cana-6190	3	5	approximately	approximately	ADV
cana-6190	3	6	1.4	1.4	NUM
cana-6190	3	7	billion	billion	NUM
cana-6190	3	8	adults	adult	NOUN
cana-6190	3	9	worldwide	worldwide	ADV
cana-6190	3	10	remain	remain	VERB
cana-6190	3	11	unbanked	unbanked	ADJ
cana-6190	3	12	,	,	PUNCT
cana-6190	3	13	with	with	ADP
cana-6190	3	14	the	the	DET
cana-6190	3	15	highest	high	ADJ
cana-6190	3	16	proportions	proportion	NOUN
cana-6190	3	17	found	find	VERB
cana-6190	3	18	in	in	ADP
cana-6190	3	19	south	south	PROPN
cana-6190	3	20	asia	asia	PROPN
cana-6190	3	21	(	(	PUNCT
cana-6190	3	22	23	23	NUM
cana-6190	3	23	%	%	NOUN
cana-6190	3	24	)	)	PUNCT
cana-6190	3	25	,	,	PUNCT
cana-6190	3	26	sub	sub	ADJ
cana-6190	3	27	-	-	ADJ
cana-6190	3	28	saharan	saharan	ADJ
cana-6190	3	29	africa	africa	PROPN
cana-6190	3	30	(	(	PUNCT
cana-6190	3	31	43	43	NUM
cana-6190	3	32	%	%	NOUN
cana-6190	3	33	)	)	PUNCT
cana-6190	3	34	,	,	PUNCT
cana-6190	3	35	and	and	CCONJ
cana-6190	3	36	parts	part	NOUN
cana-6190	3	37	of	of	ADP
cana-6190	3	38	latin	latin	PROPN
cana-6190	3	39	america	america	PROPN
cana-6190	3	40	(	(	PUNCT
cana-6190	3	41	30	30	NUM
cana-6190	3	42	%	%	NOUN
cana-6190	3	43	)	)	PUNCT
cana-6190	3	44	.	.	PUNCT
cana-6190	4	1	by	by	ADP
cana-6190	4	2	analyzing	analyze	VERB
cana-6190	4	3	case	case	NOUN
cana-6190	4	4	studies	study	NOUN
cana-6190	4	5	such	such	ADJ
cana-6190	4	6	as	as	ADP
cana-6190	4	7	india	india	PROPN
cana-6190	4	8	's	's	PART
cana-6190	4	9	jam	jam	NOUN
cana-6190	4	10	trinity	trinity	PROPN
cana-6190	4	11	,	,	PUNCT
cana-6190	4	12	kenya	kenya	PROPN
cana-6190	4	13	's	's	PART
cana-6190	4	14	m	m	PROPN
cana-6190	4	15	-	-	NOUN
cana-6190	4	16	pesa	pesa	NOUN
cana-6190	4	17	,	,	PUNCT
cana-6190	4	18	and	and	CCONJ
cana-6190	4	19	brazil	brazil	PROPN
cana-6190	4	20	's	's	PART
cana-6190	4	21	pix	pix	NOUN
cana-6190	4	22	,	,	PUNCT
cana-6190	4	23	this	this	DET
cana-6190	4	24	research	research	NOUN
cana-6190	4	25	highlights	highlight	VERB
cana-6190	4	26	how	how	SCONJ
cana-6190	4	27	fintech	fintech	NOUN
cana-6190	4	28	solutions	solution	NOUN
cana-6190	4	29	are	be	AUX
cana-6190	4	30	overcoming	overcome	VERB
cana-6190	4	31	traditional	traditional	ADJ
cana-6190	4	32	banking	banking	NOUN
cana-6190	4	33	obstacles	obstacle	NOUN
cana-6190	4	34	.	.	PUNCT
cana-6190	5	1	findings	finding	NOUN
cana-6190	5	2	indicate	indicate	VERB
cana-6190	5	3	that	that	SCONJ
cana-6190	5	4	ai	ai	NOUN
cana-6190	5	5	-	-	PUNCT
cana-6190	5	6	driven	drive	VERB
cana-6190	5	7	credit	credit	NOUN
cana-6190	5	8	scoring	scoring	NOUN
cana-6190	5	9	has	have	AUX
cana-6190	5	10	enhanced	enhance	VERB
cana-6190	5	11	accuracy	accuracy	NOUN
cana-6190	5	12	by	by	ADP
cana-6190	5	13	35	35	NUM
cana-6190	5	14	%	%	NOUN
cana-6190	5	15	and	and	CCONJ
cana-6190	5	16	increased	increase	VERB
cana-6190	5	17	approval	approval	NOUN
cana-6190	5	18	rates	rate	NOUN
cana-6190	5	19	for	for	ADP
cana-6190	5	20	underserved	underserved	ADJ
cana-6190	5	21	populations	population	NOUN
cana-6190	5	22	by	by	ADP
cana-6190	5	23	42	42	NUM
cana-6190	5	24	%	%	NOUN
cana-6190	5	25	,	,	PUNCT
cana-6190	5	26	while	while	SCONJ
cana-6190	5	27	blockchain	blockchain	PROPN
cana-6190	5	28	technology	technology	PROPN
cana-6190	5	29	has	have	AUX
cana-6190	5	30	lowered	lower	VERB
cana-6190	5	31	cross	cross	ADJ
cana-6190	5	32	-	-	ADJ
cana-6190	5	33	border	border	ADJ
cana-6190	5	34	remittance	remittance	NOUN
cana-6190	5	35	costs	cost	NOUN
cana-6190	5	36	by	by	ADP
cana-6190	5	37	up	up	ADP
cana-6190	5	38	to	to	PART
cana-6190	5	39	90	90	NUM
cana-6190	5	40	%	%	NOUN
cana-6190	5	41	.	.	PUNCT
cana-6190	6	1	however	however	ADV
cana-6190	6	2	,	,	PUNCT
cana-6190	6	3	significant	significant	ADJ
cana-6190	6	4	barriers	barrier	NOUN
cana-6190	6	5	remain	remain	VERB
cana-6190	6	6	,	,	PUNCT
cana-6190	6	7	including	include	VERB
cana-6190	6	8	regulatory	regulatory	ADJ
cana-6190	6	9	ambiguities	ambiguity	NOUN
cana-6190	6	10	,	,	PUNCT
cana-6190	6	11	cybersecurity	cybersecurity	NOUN
cana-6190	6	12	risks	risk	NOUN
cana-6190	6	13	(	(	PUNCT
cana-6190	6	14	with	with	ADP
cana-6190	6	15	fraud	fraud	NOUN
cana-6190	6	16	attempts	attempt	NOUN
cana-6190	6	17	rising	rise	VERB
cana-6190	6	18	180	180	NUM
cana-6190	6	19	%	%	NOUN
cana-6190	6	20	annually	annually	ADV
cana-6190	6	21	)	)	PUNCT
cana-6190	6	22	,	,	PUNCT
cana-6190	6	23	and	and	CCONJ
cana-6190	6	24	infrastructure	infrastructure	NOUN
cana-6190	6	25	limitations	limitation	NOUN
cana-6190	6	26	(	(	PUNCT
cana-6190	6	27	only	only	ADV
cana-6190	6	28	58	58	NUM
cana-6190	6	29	%	%	NOUN
cana-6190	6	30	of	of	ADP
cana-6190	6	31	developing	develop	VERB
cana-6190	6	32	regions	region	NOUN
cana-6190	6	33	have	have	VERB
cana-6190	6	34	stable	stable	ADJ
cana-6190	6	35	internet	internet	NOUN
cana-6190	6	36	connectivity	connectivity	NOUN
cana-6190	6	37	)	)	PUNCT
cana-6190	6	38	.	.	PUNCT
cana-6190	7	1	the	the	DET
cana-6190	7	2	study	study	NOUN
cana-6190	7	3	concludes	conclude	VERB
cana-6190	7	4	that	that	SCONJ
cana-6190	7	5	achieving	achieve	VERB
cana-6190	7	6	financial	financial	ADJ
cana-6190	7	7	inclusion	inclusion	NOUN
cana-6190	7	8	requires	require	VERB
cana-6190	7	9	a	a	DET
cana-6190	7	10	balanced	balanced	ADJ
cana-6190	7	11	approach	approach	NOUN
cana-6190	7	12	that	that	PRON
cana-6190	7	13	integrates	integrate	VERB
cana-6190	7	14	technological	technological	ADJ
cana-6190	7	15	innovation	innovation	NOUN
cana-6190	7	16	,	,	PUNCT
cana-6190	7	17	comprehensive	comprehensive	ADJ
cana-6190	7	18	regulatory	regulatory	ADJ
cana-6190	7	19	policies	policy	NOUN
cana-6190	7	20	,	,	PUNCT
cana-6190	7	21	and	and	CCONJ
cana-6190	7	22	strategic	strategic	ADJ
cana-6190	7	23	initiatives	initiative	NOUN
cana-6190	7	24	to	to	PART
cana-6190	7	25	close	close	VERB
cana-6190	7	26	the	the	DET
cana-6190	7	27	digital	digital	ADJ
cana-6190	7	28	divide	divide	NOUN
cana-6190	7	29	.	.	PUNCT
cana-6190	8	1	key	key	ADJ
cana-6190	8	2	recommendations	recommendation	NOUN
cana-6190	8	3	include	include	VERB
cana-6190	8	4	establishing	establish	VERB
cana-6190	8	5	adaptable	adaptable	ADJ
cana-6190	8	6	regulatory	regulatory	ADJ
cana-6190	8	7	sandboxes	sandbox	NOUN
cana-6190	8	8	,	,	PUNCT
cana-6190	8	9	investing	invest	VERB
cana-6190	8	10	in	in	ADP
cana-6190	8	11	digital	digital	ADJ
cana-6190	8	12	infrastructure	infrastructure	NOUN
cana-6190	8	13	,	,	PUNCT
cana-6190	8	14	and	and	CCONJ
cana-6190	8	15	strengthening	strengthen	VERB
cana-6190	8	16	consumer	consumer	NOUN
cana-6190	8	17	protection	protection	NOUN
cana-6190	8	18	measures	measure	NOUN
cana-6190	8	19	to	to	PART
cana-6190	8	20	promote	promote	VERB
cana-6190	8	21	sustainable	sustainable	ADJ
cana-6190	8	22	and	and	CCONJ
cana-6190	8	23	inclusive	inclusive	ADJ
cana-6190	8	24	financial	financial	ADJ
cana-6190	8	25	services	service	NOUN
cana-6190	8	26	.	.	PUNCT
cana-6190	9	1	keywords	keyword	NOUN
cana-6190	9	2	:	:	PUNCT
cana-6190	9	3	financial	financial	ADJ
cana-6190	9	4	inclusion	inclusion	NOUN
cana-6190	9	5	,	,	PUNCT
cana-6190	9	6	fintech	fintech	NOUN
cana-6190	9	7	innovation	innovation	NOUN
cana-6190	9	8	,	,	PUNCT
cana-6190	9	9	digital	digital	ADJ
cana-6190	9	10	payments	payment	NOUN
cana-6190	9	11	,	,	PUNCT
cana-6190	9	12	unbanked	unbanked	ADJ
cana-6190	9	13	populations	population	NOUN
cana-6190	9	14	1.0	1.0	NUM
cana-6190	9	15	introduction	introduction	NOUN
cana-6190	9	16	financial	financial	ADJ
cana-6190	9	17	technology	technology	NOUN
cana-6190	9	18	(	(	PUNCT
cana-6190	9	19	fintech	fintech	NOUN
cana-6190	9	20	)	)	PUNCT
cana-6190	9	21	has	have	AUX
cana-6190	9	22	emerged	emerge	VERB
cana-6190	9	23	as	as	ADP
cana-6190	9	24	one	one	NUM
cana-6190	9	25	of	of	ADP
cana-6190	9	26	the	the	DET
cana-6190	9	27	most	most	ADV
cana-6190	9	28	transformative	transformative	ADJ
cana-6190	9	29	innovations	innovation	NOUN
cana-6190	9	30	in	in	ADP
cana-6190	9	31	the	the	DET
cana-6190	9	32	banking	banking	NOUN
cana-6190	9	33	and	and	CCONJ
cana-6190	9	34	financial	financial	ADJ
cana-6190	9	35	sector	sector	NOUN
cana-6190	9	36	,	,	PUNCT
cana-6190	9	37	enabling	enable	VERB
cana-6190	9	38	individuals	individual	NOUN
cana-6190	9	39	and	and	CCONJ
cana-6190	9	40	businesses	business	NOUN
cana-6190	9	41	to	to	PART
cana-6190	9	42	access	access	NOUN
cana-6190	9	43	,	,	PUNCT
cana-6190	9	44	manage	manage	VERB
cana-6190	9	45	,	,	PUNCT
cana-6190	9	46	and	and	CCONJ
cana-6190	9	47	transfer	transfer	VERB
cana-6190	9	48	mailto:apc.imccmba@mespune.in	mailto:apc.imccmba@mespune.in	PROPN
cana-6190	9	49	mailto:ameychoudhari@gmail.com	mailto:ameychoudhari@gmail.com	X
cana-6190	9	50	mailto:pankajchavan7@gmail.com	mailto:pankajchavan7@gmail.com	X
cana-6190	9	51	communications	communication	NOUN
cana-6190	9	52	on	on	ADP
cana-6190	9	53	applied	apply	VERB
cana-6190	9	54	nonlinear	nonlinear	ADJ
cana-6190	9	55	analysis	analysis	NOUN
cana-6190	9	56	issn	issn	NOUN
cana-6190	9	57	:	:	PUNCT
cana-6190	9	58	1074	1074	NUM
cana-6190	9	59	-	-	PUNCT
cana-6190	9	60	133x	133x	NUM
cana-6190	9	61	vol	vol	NOUN
cana-6190	9	62	32	32	NUM
cana-6190	10	1	no	no	NOUN
cana-6190	10	2	.	.	NOUN
cana-6190	10	3	1	1	NUM
cana-6190	10	4	(	(	PUNCT
cana-6190	10	5	2025	2025	NUM
cana-6190	10	6	)	)	PUNCT
cana-6190	10	7	705	705	NUM
cana-6190	10	8	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	10	9	money	money	NOUN
cana-6190	10	10	seamlessly	seamlessly	ADV
cana-6190	10	11	.	.	PUNCT
cana-6190	11	1	fintech	fintech	NOUN
cana-6190	11	2	leverages	leverage	NOUN
cana-6190	11	3	cutting	cutting	NOUN
cana-6190	11	4	-	-	PUNCT
cana-6190	11	5	edge	edge	NOUN
cana-6190	11	6	technologies	technology	NOUN
cana-6190	11	7	to	to	PART
cana-6190	11	8	provide	provide	VERB
cana-6190	11	9	efficient	efficient	ADJ
cana-6190	11	10	and	and	CCONJ
cana-6190	11	11	costeffective	costeffective	ADJ
cana-6190	11	12	financial	financial	ADJ
cana-6190	11	13	services	service	NOUN
cana-6190	11	14	,	,	PUNCT
cana-6190	11	15	allowing	allow	VERB
cana-6190	11	16	consumers	consumer	NOUN
cana-6190	11	17	to	to	PART
cana-6190	11	18	interact	interact	VERB
cana-6190	11	19	with	with	ADP
cana-6190	11	20	financial	financial	ADJ
cana-6190	11	21	institutions	institution	NOUN
cana-6190	11	22	in	in	ADP
cana-6190	11	23	more	more	ADV
cana-6190	11	24	flexible	flexible	ADJ
cana-6190	11	25	and	and	CCONJ
cana-6190	11	26	accessible	accessible	ADJ
cana-6190	11	27	ways	way	NOUN
cana-6190	11	28	.	.	PUNCT
cana-6190	12	1	key	key	ADJ
cana-6190	12	2	advancements	advancement	NOUN
cana-6190	12	3	in	in	ADP
cana-6190	12	4	fintech	fintech	NOUN
cana-6190	12	5	include	include	VERB
cana-6190	12	6	mobile	mobile	ADJ
cana-6190	12	7	payment	payment	NOUN
cana-6190	12	8	systems	system	NOUN
cana-6190	12	9	,	,	PUNCT
cana-6190	12	10	digital	digital	ADJ
cana-6190	12	11	wallets	wallet	NOUN
cana-6190	12	12	,	,	PUNCT
cana-6190	12	13	and	and	CCONJ
cana-6190	12	14	decentralized	decentralized	ADJ
cana-6190	12	15	finance	finance	NOUN
cana-6190	12	16	(	(	PUNCT
cana-6190	12	17	defi	defi	NOUN
cana-6190	12	18	)	)	PUNCT
cana-6190	12	19	solutions	solution	NOUN
cana-6190	12	20	.	.	PUNCT
cana-6190	13	1	notable	notable	ADJ
cana-6190	13	2	examples	example	NOUN
cana-6190	13	3	include	include	VERB
cana-6190	13	4	kenya	kenya	PROPN
cana-6190	13	5	’s	’s	PART
cana-6190	13	6	m	m	PROPN
cana-6190	13	7	-	-	PROPN
cana-6190	13	8	pesa	pesa	NOUN
cana-6190	13	9	,	,	PUNCT
cana-6190	13	10	a	a	DET
cana-6190	13	11	widely	widely	ADV
cana-6190	13	12	used	use	VERB
cana-6190	13	13	mobile	mobile	ADJ
cana-6190	13	14	money	money	NOUN
cana-6190	13	15	service	service	NOUN
cana-6190	13	16	,	,	PUNCT
cana-6190	13	17	and	and	CCONJ
cana-6190	13	18	india	india	PROPN
cana-6190	13	19	’s	’s	PART
cana-6190	13	20	unified	unified	ADJ
cana-6190	13	21	payments	payment	NOUN
cana-6190	13	22	interface	interface	NOUN
cana-6190	13	23	(	(	PUNCT
cana-6190	13	24	upi	upi	PROPN
cana-6190	13	25	)	)	PUNCT
cana-6190	13	26	,	,	PUNCT
cana-6190	13	27	which	which	PRON
cana-6190	13	28	has	have	AUX
cana-6190	13	29	revolutionized	revolutionize	VERB
cana-6190	13	30	digital	digital	ADJ
cana-6190	13	31	transactions	transaction	NOUN
cana-6190	13	32	and	and	CCONJ
cana-6190	13	33	peer	peer	NOUN
cana-6190	13	34	-	-	PUNCT
cana-6190	13	35	to	to	ADP
cana-6190	13	36	-	-	PUNCT
cana-6190	13	37	peer	peer	NOUN
cana-6190	13	38	lending	lending	NOUN
cana-6190	13	39	without	without	ADP
cana-6190	13	40	traditional	traditional	ADJ
cana-6190	13	41	intermediaries	intermediary	NOUN
cana-6190	13	42	.	.	PUNCT
cana-6190	14	1	despite	despite	SCONJ
cana-6190	14	2	these	these	DET
cana-6190	14	3	innovations	innovation	NOUN
cana-6190	14	4	,	,	PUNCT
cana-6190	14	5	financial	financial	ADJ
cana-6190	14	6	exclusion	exclusion	NOUN
cana-6190	14	7	remains	remain	VERB
cana-6190	14	8	a	a	DET
cana-6190	14	9	global	global	ADJ
cana-6190	14	10	challenge	challenge	NOUN
cana-6190	14	11	.	.	PUNCT
cana-6190	15	1	according	accord	VERB
cana-6190	15	2	to	to	ADP
cana-6190	15	3	the	the	DET
cana-6190	15	4	world	world	PROPN
cana-6190	15	5	bank	bank	PROPN
cana-6190	15	6	,	,	PUNCT
cana-6190	15	7	approximately	approximately	ADV
cana-6190	15	8	1.4	1.4	NUM
cana-6190	15	9	billion	billion	NUM
cana-6190	15	10	adults	adult	NOUN
cana-6190	15	11	worldwide	worldwide	ADV
cana-6190	15	12	remain	remain	VERB
cana-6190	15	13	unbanked	unbanked	ADJ
cana-6190	15	14	,	,	PUNCT
cana-6190	15	15	with	with	ADP
cana-6190	15	16	significant	significant	ADJ
cana-6190	15	17	disparities	disparity	NOUN
cana-6190	15	18	across	across	ADP
cana-6190	15	19	regions	region	NOUN
cana-6190	15	20	.	.	PUNCT
cana-6190	16	1	south	south	PROPN
cana-6190	16	2	asia	asia	PROPN
cana-6190	16	3	accounts	account	VERB
cana-6190	16	4	for	for	ADP
cana-6190	16	5	23	23	NUM
cana-6190	16	6	%	%	NOUN
cana-6190	16	7	of	of	ADP
cana-6190	16	8	the	the	DET
cana-6190	16	9	unbanked	unbanked	ADJ
cana-6190	16	10	population	population	NOUN
cana-6190	16	11	,	,	PUNCT
cana-6190	16	12	sub	sub	ADJ
cana-6190	16	13	-	-	ADJ
cana-6190	16	14	saharan	saharan	ADJ
cana-6190	16	15	africa	africa	PROPN
cana-6190	16	16	for	for	ADP
cana-6190	16	17	43	43	NUM
cana-6190	16	18	%	%	NOUN
cana-6190	16	19	,	,	PUNCT
cana-6190	16	20	and	and	CCONJ
cana-6190	16	21	latin	latin	PROPN
cana-6190	16	22	america	america	PROPN
cana-6190	16	23	for	for	ADP
cana-6190	16	24	30	30	NUM
cana-6190	16	25	%	%	NOUN
cana-6190	16	26	.	.	PUNCT
cana-6190	17	1	even	even	ADV
cana-6190	17	2	in	in	ADP
cana-6190	17	3	developed	develop	VERB
cana-6190	17	4	economies	economy	NOUN
cana-6190	17	5	,	,	PUNCT
cana-6190	17	6	financial	financial	ADJ
cana-6190	17	7	exclusion	exclusion	NOUN
cana-6190	17	8	persists	persist	VERB
cana-6190	17	9	—	—	PUNCT
cana-6190	17	10	about	about	ADV
cana-6190	17	11	5	5	NUM
cana-6190	17	12	%	%	NOUN
cana-6190	17	13	of	of	ADP
cana-6190	17	14	households	household	NOUN
cana-6190	17	15	in	in	ADP
cana-6190	17	16	the	the	DET
cana-6190	17	17	united	united	PROPN
cana-6190	17	18	states	states	PROPN
cana-6190	17	19	lack	lack	VERB
cana-6190	17	20	a	a	DET
cana-6190	17	21	bank	bank	NOUN
cana-6190	17	22	account	account	NOUN
cana-6190	17	23	,	,	PUNCT
cana-6190	17	24	with	with	ADP
cana-6190	17	25	higher	high	ADJ
cana-6190	17	26	exclusion	exclusion	NOUN
cana-6190	17	27	rates	rate	NOUN
cana-6190	17	28	among	among	ADP
cana-6190	17	29	minority	minority	NOUN
cana-6190	17	30	groups	group	NOUN
cana-6190	17	31	and	and	CCONJ
cana-6190	17	32	rural	rural	ADJ
cana-6190	17	33	communities	community	NOUN
cana-6190	17	34	.	.	PUNCT
cana-6190	18	1	additionally	additionally	ADV
cana-6190	18	2	,	,	PUNCT
cana-6190	18	3	women	woman	NOUN
cana-6190	18	4	globally	globally	ADV
cana-6190	18	5	are	be	AUX
cana-6190	18	6	9	9	NUM
cana-6190	18	7	%	%	NOUN
cana-6190	18	8	less	less	ADV
cana-6190	18	9	likely	likely	ADJ
cana-6190	18	10	to	to	PART
cana-6190	18	11	have	have	VERB
cana-6190	18	12	a	a	DET
cana-6190	18	13	bank	bank	NOUN
cana-6190	18	14	account	account	NOUN
cana-6190	18	15	than	than	ADP
cana-6190	18	16	men	man	NOUN
cana-6190	18	17	,	,	PUNCT
cana-6190	18	18	a	a	DET
cana-6190	18	19	gap	gap	NOUN
cana-6190	18	20	that	that	PRON
cana-6190	18	21	widens	widen	VERB
cana-6190	18	22	to	to	ADP
cana-6190	18	23	18	18	NUM
cana-6190	18	24	%	%	NOUN
cana-6190	18	25	in	in	ADP
cana-6190	18	26	developing	develop	VERB
cana-6190	18	27	nations	nation	NOUN
cana-6190	18	28	.	.	PUNCT
cana-6190	19	1	vulnerable	vulnerable	ADJ
cana-6190	19	2	populations	population	NOUN
cana-6190	19	3	,	,	PUNCT
cana-6190	19	4	including	include	VERB
cana-6190	19	5	low	low	ADJ
cana-6190	19	6	-	-	PUNCT
cana-6190	19	7	income	income	NOUN
cana-6190	19	8	individuals	individual	NOUN
cana-6190	19	9	,	,	PUNCT
cana-6190	19	10	informal	informal	ADJ
cana-6190	19	11	workers	worker	NOUN
cana-6190	19	12	,	,	PUNCT
cana-6190	19	13	and	and	CCONJ
cana-6190	19	14	those	those	PRON
cana-6190	19	15	in	in	ADP
cana-6190	19	16	rural	rural	ADJ
cana-6190	19	17	areas	area	NOUN
cana-6190	19	18	,	,	PUNCT
cana-6190	19	19	face	face	VERB
cana-6190	19	20	multiple	multiple	ADJ
cana-6190	19	21	obstacles	obstacle	NOUN
cana-6190	19	22	to	to	ADP
cana-6190	19	23	financial	financial	ADJ
cana-6190	19	24	access	access	NOUN
cana-6190	19	25	.	.	PUNCT
cana-6190	20	1	1.1	1.1	NUM
cana-6190	20	2	.	.	PUNCT
cana-6190	21	1	the	the	DET
cana-6190	21	2	barriers	barrier	NOUN
cana-6190	21	3	to	to	ADP
cana-6190	21	4	financial	financial	ADJ
cana-6190	21	5	inclusion	inclusion	NOUN
cana-6190	21	6	vary	vary	VERB
cana-6190	21	7	across	across	ADP
cana-6190	21	8	regions	region	NOUN
cana-6190	21	9	:	:	PUNCT
cana-6190	21	10	a.	a.	NOUN
cana-6190	21	11	sub	sub	ADJ
cana-6190	21	12	-	-	ADJ
cana-6190	21	13	saharan	saharan	ADJ
cana-6190	21	14	africa	africa	PROPN
cana-6190	21	15	struggles	struggle	VERB
cana-6190	21	16	with	with	ADP
cana-6190	21	17	underdeveloped	underdeveloped	ADJ
cana-6190	21	18	infrastructure	infrastructure	NOUN
cana-6190	21	19	,	,	PUNCT
cana-6190	21	20	low	low	ADJ
cana-6190	21	21	rural	rural	ADJ
cana-6190	21	22	population	population	NOUN
cana-6190	21	23	density	density	NOUN
cana-6190	21	24	,	,	PUNCT
cana-6190	21	25	and	and	CCONJ
cana-6190	21	26	high	high	ADJ
cana-6190	21	27	banking	banking	NOUN
cana-6190	21	28	operational	operational	ADJ
cana-6190	21	29	costs	cost	NOUN
cana-6190	21	30	.	.	PUNCT
cana-6190	22	1	b.	b.	PROPN
cana-6190	22	2	south	south	PROPN
cana-6190	22	3	asia	asia	PROPN
cana-6190	22	4	faces	face	VERB
cana-6190	22	5	regulatory	regulatory	ADJ
cana-6190	22	6	challenges	challenge	NOUN
cana-6190	22	7	,	,	PUNCT
cana-6190	22	8	such	such	ADJ
cana-6190	22	9	as	as	ADP
cana-6190	22	10	strict	strict	ADJ
cana-6190	22	11	know	know	VERB
cana-6190	22	12	your	your	PRON
cana-6190	22	13	customer	customer	NOUN
cana-6190	22	14	(	(	PUNCT
cana-6190	22	15	kyc	kyc	PROPN
cana-6190	22	16	)	)	PUNCT
cana-6190	22	17	requirements	requirement	NOUN
cana-6190	22	18	,	,	PUNCT
cana-6190	22	19	which	which	PRON
cana-6190	22	20	create	create	VERB
cana-6190	22	21	hurdles	hurdle	NOUN
cana-6190	22	22	for	for	ADP
cana-6190	22	23	identity	identity	NOUN
cana-6190	22	24	verification	verification	NOUN
cana-6190	22	25	,	,	PUNCT
cana-6190	22	26	particularly	particularly	ADV
cana-6190	22	27	for	for	ADP
cana-6190	22	28	marginalized	marginalize	VERB
cana-6190	22	29	groups	group	NOUN
cana-6190	22	30	.	.	PUNCT
cana-6190	23	1	c.	c.	PROPN
cana-6190	23	2	latin	latin	PROPN
cana-6190	23	3	america	america	PROPN
cana-6190	23	4	experiences	experience	VERB
cana-6190	23	5	economic	economic	ADJ
cana-6190	23	6	instability	instability	NOUN
cana-6190	23	7	,	,	PUNCT
cana-6190	23	8	high	high	ADJ
cana-6190	23	9	levels	level	NOUN
cana-6190	23	10	of	of	ADP
cana-6190	23	11	informal	informal	ADJ
cana-6190	23	12	employment	employment	NOUN
cana-6190	23	13	,	,	PUNCT
cana-6190	23	14	and	and	CCONJ
cana-6190	23	15	limited	limited	ADJ
cana-6190	23	16	access	access	NOUN
cana-6190	23	17	to	to	ADP
cana-6190	23	18	credit	credit	NOUN
cana-6190	23	19	history	history	NOUN
cana-6190	23	20	documentation	documentation	NOUN
cana-6190	23	21	.	.	PUNCT
cana-6190	24	1	d.	d.	PROPN
cana-6190	24	2	high	high	ADJ
cana-6190	24	3	-	-	PUNCT
cana-6190	24	4	income	income	NOUN
cana-6190	24	5	economies	economy	NOUN
cana-6190	24	6	present	present	VERB
cana-6190	24	7	barriers	barrier	NOUN
cana-6190	24	8	such	such	ADJ
cana-6190	24	9	as	as	ADP
cana-6190	24	10	minimum	minimum	ADJ
cana-6190	24	11	balance	balance	NOUN
cana-6190	24	12	requirements	requirement	NOUN
cana-6190	24	13	,	,	PUNCT
cana-6190	24	14	strict	strict	ADJ
cana-6190	24	15	credit	credit	NOUN
cana-6190	24	16	history	history	NOUN
cana-6190	24	17	evaluations	evaluation	NOUN
cana-6190	24	18	,	,	PUNCT
cana-6190	24	19	and	and	CCONJ
cana-6190	24	20	a	a	DET
cana-6190	24	21	general	general	ADJ
cana-6190	24	22	distrust	distrust	NOUN
cana-6190	24	23	in	in	ADP
cana-6190	24	24	traditional	traditional	ADJ
cana-6190	24	25	banking	banking	NOUN
cana-6190	24	26	systems	system	NOUN
cana-6190	24	27	.	.	PUNCT
cana-6190	25	1	fintech	fintech	NOUN
cana-6190	25	2	offers	offer	VERB
cana-6190	25	3	promising	promise	VERB
cana-6190	25	4	solutions	solution	NOUN
cana-6190	25	5	to	to	PART
cana-6190	25	6	bridge	bridge	VERB
cana-6190	25	7	these	these	DET
cana-6190	25	8	financial	financial	ADJ
cana-6190	25	9	accessibility	accessibility	NOUN
cana-6190	25	10	gaps	gap	NOUN
cana-6190	25	11	.	.	PUNCT
cana-6190	26	1	innovations	innovation	NOUN
cana-6190	26	2	such	such	ADJ
cana-6190	26	3	as	as	ADP
cana-6190	26	4	mobile	mobile	ADJ
cana-6190	26	5	banking	banking	NOUN
cana-6190	26	6	applications	application	NOUN
cana-6190	26	7	,	,	PUNCT
cana-6190	26	8	digital	digital	ADJ
cana-6190	26	9	payment	payment	NOUN
cana-6190	26	10	systems	system	NOUN
cana-6190	26	11	,	,	PUNCT
cana-6190	26	12	alternative	alternative	ADJ
cana-6190	26	13	credit	credit	NOUN
cana-6190	26	14	scoring	scoring	NOUN
cana-6190	26	15	models	model	NOUN
cana-6190	26	16	,	,	PUNCT
cana-6190	26	17	and	and	CCONJ
cana-6190	26	18	blockchain	blockchain	NOUN
cana-6190	26	19	-	-	PUNCT
cana-6190	26	20	based	base	VERB
cana-6190	26	21	remittances	remittance	NOUN
cana-6190	26	22	are	be	AUX
cana-6190	26	23	helping	help	VERB
cana-6190	26	24	to	to	PART
cana-6190	26	25	extend	extend	VERB
cana-6190	26	26	financial	financial	ADJ
cana-6190	26	27	services	service	NOUN
cana-6190	26	28	to	to	PART
cana-6190	26	29	previously	previously	ADV
cana-6190	26	30	excluded	exclude	VERB
cana-6190	26	31	populations	population	NOUN
cana-6190	26	32	.	.	PUNCT
cana-6190	27	1	1.2	1.2	NUM
cana-6190	27	2	.	.	PUNCT
cana-6190	28	1	the	the	DET
cana-6190	28	2	most	most	ADV
cana-6190	28	3	impactful	impactful	ADJ
cana-6190	28	4	fintech	fintech	NOUN
cana-6190	28	5	-	-	PUNCT
cana-6190	28	6	driven	drive	VERB
cana-6190	28	7	solutions	solution	NOUN
cana-6190	28	8	include	include	VERB
cana-6190	28	9	:	:	PUNCT
cana-6190	28	10	a.	a.	NOUN
cana-6190	28	11	mobile	mobile	PROPN
cana-6190	28	12	banking	banking	NOUN
cana-6190	28	13	applications	application	NOUN
cana-6190	28	14	that	that	PRON
cana-6190	28	15	provide	provide	VERB
cana-6190	28	16	comprehensive	comprehensive	ADJ
cana-6190	28	17	financial	financial	ADJ
cana-6190	28	18	services	service	NOUN
cana-6190	28	19	through	through	ADP
cana-6190	28	20	smartphones	smartphone	NOUN
cana-6190	28	21	.	.	PUNCT
cana-6190	29	1	b.	b.	PROPN
cana-6190	29	2	low	low	ADJ
cana-6190	29	3	-	-	PUNCT
cana-6190	29	4	cost	cost	NOUN
cana-6190	29	5	digital	digital	ADJ
cana-6190	29	6	payment	payment	NOUN
cana-6190	29	7	platforms	platform	NOUN
cana-6190	29	8	that	that	PRON
cana-6190	29	9	facilitate	facilitate	VERB
cana-6190	29	10	microtransactions	microtransaction	NOUN
cana-6190	29	11	over	over	ADP
cana-6190	29	12	the	the	DET
cana-6190	29	13	internet	internet	NOUN
cana-6190	29	14	.	.	PUNCT
cana-6190	30	1	c.	c.	PROPN
cana-6190	30	2	alternative	alternative	PROPN
cana-6190	30	3	credit	credit	NOUN
cana-6190	30	4	scoring	scoring	NOUN
cana-6190	30	5	using	use	VERB
cana-6190	30	6	non	non	ADJ
cana-6190	30	7	-	-	ADJ
cana-6190	30	8	traditional	traditional	ADJ
cana-6190	30	9	data	datum	NOUN
cana-6190	30	10	sources	source	NOUN
cana-6190	30	11	,	,	PUNCT
cana-6190	30	12	such	such	ADJ
cana-6190	30	13	as	as	ADP
cana-6190	30	14	utility	utility	NOUN
cana-6190	30	15	payments	payment	NOUN
cana-6190	30	16	and	and	CCONJ
cana-6190	30	17	mobile	mobile	ADJ
cana-6190	30	18	usage	usage	NOUN
cana-6190	30	19	patterns	pattern	NOUN
cana-6190	30	20	.	.	PUNCT
cana-6190	31	1	d.	d.	PROPN
cana-6190	31	2	blockchain	blockchain	PROPN
cana-6190	31	3	-	-	PUNCT
cana-6190	31	4	powered	power	VERB
cana-6190	31	5	remittance	remittance	NOUN
cana-6190	31	6	services	service	NOUN
cana-6190	31	7	that	that	PRON
cana-6190	31	8	have	have	AUX
cana-6190	31	9	reduced	reduce	VERB
cana-6190	31	10	cross	cross	ADJ
cana-6190	31	11	-	-	ADJ
cana-6190	31	12	border	border	ADJ
cana-6190	31	13	transfer	transfer	NOUN
cana-6190	31	14	costs	cost	NOUN
cana-6190	31	15	by	by	ADP
cana-6190	31	16	up	up	ADP
cana-6190	31	17	to	to	PART
cana-6190	31	18	90	90	NUM
cana-6190	31	19	%	%	NOUN
cana-6190	31	20	.	.	PUNCT
cana-6190	32	1	e.	e.	PROPN
cana-6190	32	2	agent	agent	PROPN
cana-6190	32	3	banking	banking	NOUN
cana-6190	32	4	networks	network	NOUN
cana-6190	32	5	that	that	PRON
cana-6190	32	6	combine	combine	VERB
cana-6190	32	7	digital	digital	ADJ
cana-6190	32	8	financial	financial	ADJ
cana-6190	32	9	services	service	NOUN
cana-6190	32	10	with	with	ADP
cana-6190	32	11	in	in	ADP
cana-6190	32	12	-	-	PUNCT
cana-6190	32	13	person	person	NOUN
cana-6190	32	14	assistance	assistance	NOUN
cana-6190	32	15	.	.	PUNCT
cana-6190	33	1	f.	f.	PROPN
cana-6190	33	2	ai	ai	AUX
cana-6190	33	3	-	-	PUNCT
cana-6190	33	4	driven	drive	VERB
cana-6190	33	5	chatbots	chatbot	NOUN
cana-6190	33	6	that	that	PRON
cana-6190	33	7	provide	provide	VERB
cana-6190	33	8	24/7	24/7	NUM
cana-6190	33	9	financial	financial	ADJ
cana-6190	33	10	guidance	guidance	NOUN
cana-6190	33	11	and	and	CCONJ
cana-6190	33	12	customer	customer	NOUN
cana-6190	33	13	support	support	NOUN
cana-6190	33	14	.	.	PUNCT
cana-6190	34	1	communications	communication	NOUN
cana-6190	34	2	on	on	ADP
cana-6190	34	3	applied	apply	VERB
cana-6190	34	4	nonlinear	nonlinear	ADJ
cana-6190	34	5	analysis	analysis	NOUN
cana-6190	34	6	issn	issn	NOUN
cana-6190	34	7	:	:	PUNCT
cana-6190	34	8	1074	1074	NUM
cana-6190	34	9	-	-	PUNCT
cana-6190	34	10	133x	133x	NUM
cana-6190	34	11	vol	vol	NOUN
cana-6190	34	12	32	32	NUM
cana-6190	34	13	no	no	NOUN
cana-6190	34	14	.	.	NOUN
cana-6190	34	15	1	1	NUM
cana-6190	34	16	(	(	PUNCT
cana-6190	34	17	2025	2025	NUM
cana-6190	34	18	)	)	PUNCT
cana-6190	35	1	706	706	NUM
cana-6190	35	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	35	3	with	with	ADP
cana-6190	35	4	mobile	mobile	ADJ
cana-6190	35	5	phone	phone	NOUN
cana-6190	35	6	penetration	penetration	NOUN
cana-6190	35	7	reaching	reach	VERB
cana-6190	35	8	67	67	NUM
cana-6190	35	9	%	%	NOUN
cana-6190	35	10	globally	globally	ADV
cana-6190	35	11	and	and	CCONJ
cana-6190	35	12	internet	internet	NOUN
cana-6190	35	13	access	access	NOUN
cana-6190	35	14	expanding	expand	VERB
cana-6190	35	15	into	into	ADP
cana-6190	35	16	financially	financially	ADV
cana-6190	35	17	underserved	underserved	ADJ
cana-6190	35	18	regions	region	NOUN
cana-6190	35	19	,	,	PUNCT
cana-6190	35	20	fintech	fintech	NOUN
cana-6190	35	21	has	have	VERB
cana-6190	35	22	the	the	DET
cana-6190	35	23	potential	potential	NOUN
cana-6190	35	24	to	to	PART
cana-6190	35	25	bring	bring	VERB
cana-6190	35	26	financial	financial	ADJ
cana-6190	35	27	services	service	NOUN
cana-6190	35	28	directly	directly	ADV
cana-6190	35	29	to	to	ADP
cana-6190	35	30	people	people	NOUN
cana-6190	35	31	’s	’s	PART
cana-6190	35	32	fingertips	fingertip	NOUN
cana-6190	35	33	.	.	PUNCT
cana-6190	36	1	in	in	ADP
cana-6190	36	2	india	india	PROPN
cana-6190	36	3	,	,	PUNCT
cana-6190	36	4	the	the	DET
cana-6190	36	5	integration	integration	NOUN
cana-6190	36	6	of	of	ADP
cana-6190	36	7	digital	digital	ADJ
cana-6190	36	8	identity	identity	NOUN
cana-6190	36	9	systems	system	NOUN
cana-6190	36	10	(	(	PUNCT
cana-6190	36	11	aadhaar	aadhaar	PROPN
cana-6190	36	12	)	)	PUNCT
cana-6190	36	13	with	with	ADP
cana-6190	36	14	mobile	mobile	ADJ
cana-6190	36	15	payment	payment	NOUN
cana-6190	36	16	platforms	platform	NOUN
cana-6190	36	17	has	have	AUX
cana-6190	36	18	enabled	enable	VERB
cana-6190	36	19	over	over	ADP
cana-6190	36	20	500	500	NUM
cana-6190	36	21	million	million	NUM
cana-6190	36	22	individuals	individual	NOUN
cana-6190	36	23	to	to	PART
cana-6190	36	24	access	access	VERB
cana-6190	36	25	formal	formal	ADJ
cana-6190	36	26	financial	financial	ADJ
cana-6190	36	27	services	service	NOUN
cana-6190	36	28	for	for	ADP
cana-6190	36	29	the	the	DET
cana-6190	36	30	first	first	ADJ
cana-6190	36	31	time	time	NOUN
cana-6190	36	32	.	.	PUNCT
cana-6190	37	1	by	by	ADP
cana-6190	37	2	leveraging	leverage	VERB
cana-6190	37	3	technological	technological	ADJ
cana-6190	37	4	advancements	advancement	NOUN
cana-6190	37	5	,	,	PUNCT
cana-6190	37	6	fintech	fintech	NOUN
cana-6190	37	7	can	can	AUX
cana-6190	37	8	play	play	VERB
cana-6190	37	9	a	a	DET
cana-6190	37	10	pivotal	pivotal	ADJ
cana-6190	37	11	role	role	NOUN
cana-6190	37	12	in	in	ADP
cana-6190	37	13	fostering	foster	VERB
cana-6190	37	14	inclusive	inclusive	ADJ
cana-6190	37	15	economic	economic	ADJ
cana-6190	37	16	growth	growth	NOUN
cana-6190	37	17	and	and	CCONJ
cana-6190	37	18	reducing	reduce	VERB
cana-6190	37	19	financial	financial	ADJ
cana-6190	37	20	disparities	disparity	NOUN
cana-6190	37	21	worldwide	worldwide	ADV
cana-6190	37	22	.	.	PUNCT
cana-6190	38	1	2	2	X
cana-6190	38	2	.	.	X
cana-6190	38	3	research	research	NOUN
cana-6190	38	4	objectives	objective	NOUN
cana-6190	38	5	and	and	CCONJ
cana-6190	38	6	scope	scope	NOUN
cana-6190	38	7	this	this	DET
cana-6190	38	8	study	study	NOUN
cana-6190	38	9	explores	explore	VERB
cana-6190	38	10	the	the	DET
cana-6190	38	11	intersection	intersection	NOUN
cana-6190	38	12	of	of	ADP
cana-6190	38	13	financial	financial	ADJ
cana-6190	38	14	technology	technology	NOUN
cana-6190	38	15	(	(	PUNCT
cana-6190	38	16	fintech	fintech	NOUN
cana-6190	38	17	)	)	PUNCT
cana-6190	38	18	and	and	CCONJ
cana-6190	38	19	financial	financial	ADJ
cana-6190	38	20	inclusion	inclusion	NOUN
cana-6190	38	21	,	,	PUNCT
cana-6190	38	22	with	with	ADP
cana-6190	38	23	a	a	DET
cana-6190	38	24	focus	focus	NOUN
cana-6190	38	25	on	on	ADP
cana-6190	38	26	the	the	DET
cana-6190	38	27	following	follow	VERB
cana-6190	38	28	key	key	ADJ
cana-6190	38	29	objectives	objective	NOUN
cana-6190	38	30	:	:	PUNCT
cana-6190	38	31	2.1	2.1	NUM
cana-6190	38	32	to	to	ADP
cana-6190	38	33	investigating	investigate	VERB
cana-6190	38	34	the	the	DET
cana-6190	38	35	current	current	ADJ
cana-6190	38	36	state	state	NOUN
cana-6190	38	37	of	of	ADP
cana-6190	38	38	fintech	fintech	NOUN
cana-6190	38	39	adoption	adoption	NOUN
cana-6190	38	40	and	and	CCONJ
cana-6190	38	41	its	its	PRON
cana-6190	38	42	role	role	NOUN
cana-6190	38	43	in	in	ADP
cana-6190	38	44	providing	provide	VERB
cana-6190	38	45	financial	financial	ADJ
cana-6190	38	46	services	service	NOUN
cana-6190	38	47	to	to	ADP
cana-6190	38	48	unbanked	unbanked	ADJ
cana-6190	38	49	populations	population	NOUN
cana-6190	38	50	,	,	PUNCT
cana-6190	38	51	with	with	ADP
cana-6190	38	52	case	case	NOUN
cana-6190	38	53	studies	study	NOUN
cana-6190	38	54	from	from	ADP
cana-6190	38	55	various	various	ADJ
cana-6190	38	56	regions	region	NOUN
cana-6190	38	57	.	.	PUNCT
cana-6190	39	1	2.2	2.2	NUM
cana-6190	39	2	to	to	ADP
cana-6190	39	3	examining	examine	VERB
cana-6190	39	4	different	different	ADJ
cana-6190	39	5	fintech	fintech	NOUN
cana-6190	39	6	models	model	NOUN
cana-6190	39	7	to	to	PART
cana-6190	39	8	determine	determine	VERB
cana-6190	39	9	their	their	PRON
cana-6190	39	10	effectiveness	effectiveness	NOUN
cana-6190	39	11	in	in	ADP
cana-6190	39	12	improving	improve	VERB
cana-6190	39	13	financial	financial	ADJ
cana-6190	39	14	accessibility	accessibility	NOUN
cana-6190	39	15	,	,	PUNCT
cana-6190	39	16	particularly	particularly	ADV
cana-6190	39	17	for	for	ADP
cana-6190	39	18	vulnerable	vulnerable	ADJ
cana-6190	39	19	groups	group	NOUN
cana-6190	39	20	,	,	PUNCT
cana-6190	39	21	while	while	SCONJ
cana-6190	39	22	assessing	assess	VERB
cana-6190	39	23	their	their	PRON
cana-6190	39	24	sustainability	sustainability	NOUN
cana-6190	39	25	and	and	CCONJ
cana-6190	39	26	adaptability	adaptability	NOUN
cana-6190	39	27	.	.	PUNCT
cana-6190	40	1	2.3	2.3	NUM
cana-6190	40	2	to	to	ADP
cana-6190	40	3	analyzing	analyze	VERB
cana-6190	40	4	the	the	DET
cana-6190	40	5	technological	technological	ADJ
cana-6190	40	6	,	,	PUNCT
cana-6190	40	7	regulatory	regulatory	ADJ
cana-6190	40	8	,	,	PUNCT
cana-6190	40	9	and	and	CCONJ
cana-6190	40	10	societal	societal	ADJ
cana-6190	40	11	barriers	barrier	NOUN
cana-6190	40	12	that	that	PRON
cana-6190	40	13	influence	influence	VERB
cana-6190	40	14	the	the	DET
cana-6190	40	15	scalability	scalability	NOUN
cana-6190	40	16	of	of	ADP
cana-6190	40	17	fintech	fintech	NOUN
cana-6190	40	18	solutions	solution	NOUN
cana-6190	40	19	.	.	PUNCT
cana-6190	41	1	2.4	2.4	NUM
cana-6190	41	2	to	to	ADP
cana-6190	41	3	investigating	investigate	VERB
cana-6190	41	4	the	the	DET
cana-6190	41	5	role	role	NOUN
cana-6190	41	6	of	of	ADP
cana-6190	41	7	collaborations	collaboration	NOUN
cana-6190	41	8	between	between	ADP
cana-6190	41	9	governments	government	NOUN
cana-6190	41	10	and	and	CCONJ
cana-6190	41	11	private	private	ADJ
cana-6190	41	12	enterprises	enterprise	NOUN
cana-6190	41	13	in	in	ADP
cana-6190	41	14	fostering	foster	VERB
cana-6190	41	15	fintech	fintech	NOUN
cana-6190	41	16	ecosystems	ecosystem	NOUN
cana-6190	41	17	.	.	PUNCT
cana-6190	42	1	2.5	2.5	NUM
cana-6190	42	2	to	to	ADP
cana-6190	42	3	evaluating	evaluate	VERB
cana-6190	42	4	how	how	SCONJ
cana-6190	42	5	the	the	DET
cana-6190	42	6	pandemic	pandemic	NOUN
cana-6190	42	7	has	have	AUX
cana-6190	42	8	influenced	influence	VERB
cana-6190	42	9	digital	digital	ADJ
cana-6190	42	10	financial	financial	ADJ
cana-6190	42	11	inclusion	inclusion	NOUN
cana-6190	42	12	and	and	CCONJ
cana-6190	42	13	the	the	DET
cana-6190	42	14	adoption	adoption	NOUN
cana-6190	42	15	of	of	ADP
cana-6190	42	16	fintech	fintech	NOUN
cana-6190	42	17	solutions	solution	NOUN
cana-6190	42	18	.	.	PUNCT
cana-6190	43	1	2.6	2.6	NUM
cana-6190	43	2	to	to	ADP
cana-6190	43	3	suggesting	suggest	VERB
cana-6190	43	4	policy	policy	NOUN
cana-6190	43	5	interventions	intervention	NOUN
cana-6190	44	1	that	that	PRON
cana-6190	44	2	support	support	VERB
cana-6190	44	3	fintech	fintech	NOUN
cana-6190	44	4	growth	growth	NOUN
cana-6190	44	5	while	while	SCONJ
cana-6190	44	6	ensuring	ensure	VERB
cana-6190	44	7	consumer	consumer	NOUN
cana-6190	44	8	protection	protection	NOUN
cana-6190	44	9	,	,	PUNCT
cana-6190	44	10	particularly	particularly	ADV
cana-6190	44	11	for	for	ADP
cana-6190	44	12	disadvantaged	disadvantaged	ADJ
cana-6190	44	13	populations	population	NOUN
cana-6190	44	14	.	.	PUNCT
cana-6190	45	1	the	the	DET
cana-6190	45	2	study	study	NOUN
cana-6190	45	3	begins	begin	VERB
cana-6190	45	4	with	with	ADP
cana-6190	45	5	an	an	DET
cana-6190	45	6	extensive	extensive	ADJ
cana-6190	45	7	literature	literature	NOUN
cana-6190	45	8	review	review	NOUN
cana-6190	45	9	,	,	PUNCT
cana-6190	45	10	providing	provide	VERB
cana-6190	45	11	an	an	DET
cana-6190	45	12	overview	overview	NOUN
cana-6190	45	13	of	of	ADP
cana-6190	45	14	existing	exist	VERB
cana-6190	45	15	research	research	NOUN
cana-6190	45	16	on	on	ADP
cana-6190	45	17	fintech	fintech	NOUN
cana-6190	45	18	and	and	CCONJ
cana-6190	45	19	financial	financial	ADJ
cana-6190	45	20	inclusion	inclusion	NOUN
cana-6190	45	21	.	.	PUNCT
cana-6190	46	1	subsequent	subsequent	ADJ
cana-6190	46	2	sections	section	NOUN
cana-6190	46	3	explore	explore	VERB
cana-6190	46	4	global	global	ADJ
cana-6190	46	5	best	good	ADJ
cana-6190	46	6	practices	practice	NOUN
cana-6190	46	7	in	in	ADP
cana-6190	46	8	fintech	fintech	NOUN
cana-6190	46	9	adoption	adoption	NOUN
cana-6190	46	10	within	within	ADP
cana-6190	46	11	diverse	diverse	ADJ
cana-6190	46	12	regulatory	regulatory	ADJ
cana-6190	46	13	and	and	CCONJ
cana-6190	46	14	institutional	institutional	ADJ
cana-6190	46	15	frameworks	framework	NOUN
cana-6190	46	16	,	,	PUNCT
cana-6190	46	17	assess	assess	VERB
cana-6190	46	18	the	the	DET
cana-6190	46	19	role	role	NOUN
cana-6190	46	20	of	of	ADP
cana-6190	46	21	traditional	traditional	ADJ
cana-6190	46	22	financial	financial	ADJ
cana-6190	46	23	institutions	institution	NOUN
cana-6190	46	24	in	in	ADP
cana-6190	46	25	supporting	support	VERB
cana-6190	46	26	fintech	fintech	NOUN
cana-6190	46	27	innovations	innovation	NOUN
cana-6190	46	28	,	,	PUNCT
cana-6190	46	29	and	and	CCONJ
cana-6190	46	30	provide	provide	VERB
cana-6190	46	31	recommendations	recommendation	NOUN
cana-6190	46	32	for	for	ADP
cana-6190	46	33	policymakers	policymaker	NOUN
cana-6190	46	34	,	,	PUNCT
cana-6190	46	35	banks	bank	NOUN
cana-6190	46	36	,	,	PUNCT
cana-6190	46	37	and	and	CCONJ
cana-6190	46	38	fintech	fintech	NOUN
cana-6190	46	39	providers	provider	NOUN
cana-6190	46	40	.	.	PUNCT
cana-6190	47	1	additionally	additionally	ADV
cana-6190	47	2	,	,	PUNCT
cana-6190	47	3	this	this	DET
cana-6190	47	4	study	study	NOUN
cana-6190	47	5	integrates	integrate	VERB
cana-6190	47	6	financial	financial	ADJ
cana-6190	47	7	inclusion	inclusion	NOUN
cana-6190	47	8	into	into	ADP
cana-6190	47	9	broader	broad	ADJ
cana-6190	47	10	developmental	developmental	ADJ
cana-6190	47	11	goals	goal	NOUN
cana-6190	47	12	,	,	PUNCT
cana-6190	47	13	including	include	VERB
cana-6190	47	14	gender	gender	NOUN
cana-6190	47	15	equality	equality	NOUN
cana-6190	47	16	,	,	PUNCT
cana-6190	47	17	poverty	poverty	NOUN
cana-6190	47	18	alleviation	alleviation	NOUN
cana-6190	47	19	,	,	PUNCT
cana-6190	47	20	and	and	CCONJ
cana-6190	47	21	social	social	ADJ
cana-6190	47	22	welfare	welfare	NOUN
cana-6190	47	23	improvements	improvement	NOUN
cana-6190	47	24	.	.	PUNCT
cana-6190	48	1	by	by	ADP
cana-6190	48	2	doing	do	VERB
cana-6190	48	3	so	so	ADV
cana-6190	48	4	,	,	PUNCT
cana-6190	48	5	it	it	PRON
cana-6190	48	6	aims	aim	VERB
cana-6190	48	7	to	to	PART
cana-6190	48	8	position	position	VERB
cana-6190	48	9	fintech	fintech	NOUN
cana-6190	48	10	as	as	ADP
cana-6190	48	11	a	a	DET
cana-6190	48	12	tool	tool	NOUN
cana-6190	48	13	for	for	ADP
cana-6190	48	14	fostering	foster	VERB
cana-6190	48	15	an	an	DET
cana-6190	48	16	inclusive	inclusive	ADJ
cana-6190	48	17	and	and	CCONJ
cana-6190	48	18	engaged	engage	VERB
cana-6190	48	19	financial	financial	ADJ
cana-6190	48	20	ecosystem	ecosystem	NOUN
cana-6190	48	21	.	.	PUNCT
cana-6190	49	1	3	3	X
cana-6190	49	2	.	.	X
cana-6190	49	3	literature	literature	PROPN
cana-6190	49	4	review	review	PROPN
cana-6190	49	5	:	:	PUNCT
cana-6190	49	6	3.1	3.1	NUM
cana-6190	49	7	.	.	PUNCT
cana-6190	49	8	historical	historical	ADJ
cana-6190	49	9	evolution	evolution	NOUN
cana-6190	49	10	of	of	ADP
cana-6190	49	11	financial	financial	ADJ
cana-6190	49	12	inclusion	inclusion	NOUN
cana-6190	49	13	:	:	PUNCT
cana-6190	49	14	financial	financial	ADJ
cana-6190	49	15	inclusion	inclusion	NOUN
cana-6190	49	16	has	have	AUX
cana-6190	49	17	undergone	undergo	VERB
cana-6190	49	18	significant	significant	ADJ
cana-6190	49	19	transformations	transformation	NOUN
cana-6190	49	20	over	over	ADP
cana-6190	49	21	the	the	DET
cana-6190	49	22	past	past	ADJ
cana-6190	49	23	century	century	NOUN
cana-6190	49	24	,	,	PUNCT
cana-6190	49	25	evolving	evolve	VERB
cana-6190	49	26	from	from	ADP
cana-6190	49	27	early	early	ADJ
cana-6190	49	28	microfinance	microfinance	NOUN
cana-6190	49	29	initiatives	initiative	NOUN
cana-6190	49	30	to	to	ADP
cana-6190	49	31	today	today	NOUN
cana-6190	49	32	’s	’s	PART
cana-6190	49	33	digital	digital	ADJ
cana-6190	49	34	financial	financial	ADJ
cana-6190	49	35	services	service	NOUN
cana-6190	49	36	.	.	PUNCT
cana-6190	50	1	the	the	DET
cana-6190	50	2	concept	concept	NOUN
cana-6190	50	3	gained	gain	VERB
cana-6190	50	4	momentum	momentum	NOUN
cana-6190	50	5	in	in	ADP
cana-6190	50	6	the	the	DET
cana-6190	50	7	1970s	1970	NOUN
cana-6190	50	8	with	with	ADP
cana-6190	50	9	muhammad	muhammad	PROPN
cana-6190	50	10	yunus	yunus	PROPN
cana-6190	50	11	’s	’s	PART
cana-6190	50	12	introduction	introduction	NOUN
cana-6190	50	13	of	of	ADP
cana-6190	50	14	the	the	DET
cana-6190	50	15	grameen	grameen	PROPN
cana-6190	50	16	bank	bank	PROPN
cana-6190	50	17	model	model	NOUN
cana-6190	50	18	in	in	ADP
cana-6190	50	19	bangladesh	bangladesh	PROPN
cana-6190	50	20	.	.	PUNCT
cana-6190	51	1	in	in	ADP
cana-6190	51	2	his	his	PRON
cana-6190	51	3	book	book	NOUN
cana-6190	51	4	banker	banker	NOUN
cana-6190	51	5	to	to	ADP
cana-6190	51	6	the	the	DET
cana-6190	51	7	poor	poor	ADJ
cana-6190	51	8	(	(	PUNCT
cana-6190	51	9	1999	1999	NUM
cana-6190	51	10	)	)	PUNCT
cana-6190	51	11	,	,	PUNCT
cana-6190	51	12	yunus	yunus	PROPN
cana-6190	51	13	demonstrated	demonstrate	VERB
cana-6190	51	14	how	how	SCONJ
cana-6190	51	15	group	group	NOUN
cana-6190	51	16	lending	lending	NOUN
cana-6190	51	17	and	and	CCONJ
cana-6190	51	18	social	social	ADJ
cana-6190	51	19	collateral	collateral	NOUN
cana-6190	51	20	mechanisms	mechanism	NOUN
cana-6190	51	21	led	lead	VERB
cana-6190	51	22	to	to	ADP
cana-6190	51	23	an	an	DET
cana-6190	51	24	impressive	impressive	ADJ
cana-6190	51	25	repayment	repayment	NOUN
cana-6190	51	26	rate	rate	NOUN
cana-6190	51	27	exceeding	exceed	VERB
cana-6190	51	28	98	98	NUM
cana-6190	51	29	%	%	NOUN
cana-6190	51	30	,	,	PUNCT
cana-6190	51	31	challenging	challenge	VERB
cana-6190	51	32	conventional	conventional	ADJ
cana-6190	51	33	banking	banking	NOUN
cana-6190	51	34	perspectives	perspective	NOUN
cana-6190	51	35	and	and	CCONJ
cana-6190	51	36	sparking	spark	VERB
cana-6190	51	37	the	the	DET
cana-6190	51	38	global	global	ADJ
cana-6190	51	39	microcredit	microcredit	PROPN
cana-6190	51	40	movement	movement	NOUN
cana-6190	51	41	.	.	PUNCT
cana-6190	52	1	communications	communication	NOUN
cana-6190	52	2	on	on	ADP
cana-6190	52	3	applied	apply	VERB
cana-6190	52	4	nonlinear	nonlinear	ADJ
cana-6190	52	5	analysis	analysis	NOUN
cana-6190	52	6	issn	issn	NOUN
cana-6190	52	7	:	:	PUNCT
cana-6190	52	8	1074	1074	NUM
cana-6190	52	9	-	-	PUNCT
cana-6190	52	10	133x	133x	NUM
cana-6190	52	11	vol	vol	NOUN
cana-6190	52	12	32	32	NUM
cana-6190	52	13	no	no	NOUN
cana-6190	52	14	.	.	NOUN
cana-6190	52	15	1	1	NUM
cana-6190	52	16	(	(	PUNCT
cana-6190	52	17	2025	2025	NUM
cana-6190	52	18	)	)	PUNCT
cana-6190	52	19	707	707	NUM
cana-6190	52	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	52	21	subsequent	subsequent	ADJ
cana-6190	52	22	research	research	NOUN
cana-6190	52	23	reinforced	reinforce	VERB
cana-6190	52	24	the	the	DET
cana-6190	52	25	economic	economic	ADJ
cana-6190	52	26	impact	impact	NOUN
cana-6190	52	27	of	of	ADP
cana-6190	52	28	financial	financial	ADJ
cana-6190	52	29	inclusion	inclusion	NOUN
cana-6190	52	30	.	.	PUNCT
cana-6190	53	1	for	for	ADP
cana-6190	53	2	example	example	NOUN
cana-6190	53	3	,	,	PUNCT
cana-6190	53	4	honohan	honohan	PROPN
cana-6190	53	5	’s	’s	PART
cana-6190	53	6	(	(	PUNCT
cana-6190	53	7	2004	2004	NUM
cana-6190	53	8	)	)	PUNCT
cana-6190	53	9	study	study	NOUN
cana-6190	53	10	across	across	ADP
cana-6190	53	11	160	160	NUM
cana-6190	53	12	countries	country	NOUN
cana-6190	53	13	found	find	VERB
cana-6190	53	14	that	that	SCONJ
cana-6190	53	15	a	a	DET
cana-6190	53	16	10	10	NUM
cana-6190	53	17	-	-	PUNCT
cana-6190	53	18	percentile	percentile	ADJ
cana-6190	53	19	increase	increase	NOUN
cana-6190	53	20	in	in	ADP
cana-6190	53	21	the	the	DET
cana-6190	53	22	private	private	ADJ
cana-6190	53	23	credit	credit	NOUN
cana-6190	53	24	-	-	PUNCT
cana-6190	53	25	to	to	ADP
cana-6190	53	26	-	-	PUNCT
cana-6190	53	27	gdp	gdp	NOUN
cana-6190	53	28	ratio	ratio	NOUN
cana-6190	53	29	was	be	AUX
cana-6190	53	30	linked	link	VERB
cana-6190	53	31	to	to	ADP
cana-6190	53	32	a	a	DET
cana-6190	53	33	2.5–3	2.5–3	NUM
cana-6190	53	34	percentage	percentage	NOUN
cana-6190	53	35	point	point	NOUN
cana-6190	53	36	reduction	reduction	NOUN
cana-6190	53	37	in	in	ADP
cana-6190	53	38	poverty	poverty	NOUN
cana-6190	53	39	.	.	PUNCT
cana-6190	54	1	similarly	similarly	ADV
cana-6190	54	2	,	,	PUNCT
cana-6190	54	3	beck	beck	PROPN
cana-6190	54	4	et	et	PROPN
cana-6190	54	5	al	al	PROPN
cana-6190	54	6	.	.	PROPN
cana-6190	55	1	(	(	PUNCT
cana-6190	55	2	2007	2007	NUM
cana-6190	55	3	)	)	PUNCT
cana-6190	55	4	analysed	analyse	VERB
cana-6190	55	5	data	datum	NOUN
cana-6190	55	6	from	from	ADP
cana-6190	55	7	99	99	NUM
cana-6190	55	8	countries	country	NOUN
cana-6190	55	9	,	,	PUNCT
cana-6190	55	10	demonstrating	demonstrate	VERB
cana-6190	55	11	that	that	SCONJ
cana-6190	55	12	financial	financial	ADJ
cana-6190	55	13	development	development	NOUN
cana-6190	55	14	disproportionately	disproportionately	ADV
cana-6190	55	15	benefits	benefit	VERB
cana-6190	55	16	low	low	ADJ
cana-6190	55	17	-	-	PUNCT
cana-6190	55	18	income	income	NOUN
cana-6190	55	19	populations	population	NOUN
cana-6190	55	20	,	,	PUNCT
cana-6190	55	21	reducing	reduce	VERB
cana-6190	55	22	income	income	NOUN
cana-6190	55	23	inequality	inequality	NOUN
cana-6190	55	24	in	in	ADP
cana-6190	55	25	economies	economy	NOUN
cana-6190	55	26	with	with	ADP
cana-6190	55	27	well	well	ADV
cana-6190	55	28	-	-	PUNCT
cana-6190	55	29	established	establish	VERB
cana-6190	55	30	financial	financial	ADJ
cana-6190	55	31	sectors	sector	NOUN
cana-6190	55	32	.	.	PUNCT
cana-6190	56	1	while	while	SCONJ
cana-6190	56	2	microfinance	microfinance	NOUN
cana-6190	56	3	dominated	dominate	VERB
cana-6190	56	4	financial	financial	ADJ
cana-6190	56	5	inclusion	inclusion	NOUN
cana-6190	56	6	discourse	discourse	NOUN
cana-6190	56	7	for	for	ADP
cana-6190	56	8	decades	decade	NOUN
cana-6190	56	9	,	,	PUNCT
cana-6190	56	10	digital	digital	ADJ
cana-6190	56	11	financial	financial	ADJ
cana-6190	56	12	services	service	NOUN
cana-6190	56	13	have	have	AUX
cana-6190	56	14	recently	recently	ADV
cana-6190	56	15	emerged	emerge	VERB
cana-6190	56	16	as	as	ADP
cana-6190	56	17	a	a	DET
cana-6190	56	18	transformative	transformative	ADJ
cana-6190	56	19	force	force	NOUN
cana-6190	56	20	,	,	PUNCT
cana-6190	56	21	expanding	expand	VERB
cana-6190	56	22	access	access	NOUN
cana-6190	56	23	beyond	beyond	ADP
cana-6190	56	24	traditional	traditional	ADJ
cana-6190	56	25	banking	banking	NOUN
cana-6190	56	26	models	model	NOUN
cana-6190	56	27	.	.	PUNCT
cana-6190	57	1	3.2	3.2	NUM
cana-6190	57	2	.	.	PUNCT
cana-6190	58	1	regional	regional	ADJ
cana-6190	58	2	perspectives	perspective	NOUN
cana-6190	58	3	on	on	ADP
cana-6190	58	4	fintech	fintech	NOUN
cana-6190	58	5	and	and	CCONJ
cana-6190	58	6	financial	financial	ADJ
cana-6190	58	7	inclusion	inclusion	NOUN
cana-6190	58	8	:	:	PUNCT
cana-6190	58	9	3.2.1	3.2.1	X
cana-6190	58	10	.	.	PUNCT
cana-6190	59	1	sub	sub	ADJ
cana-6190	59	2	-	-	ADJ
cana-6190	59	3	saharan	saharan	ADJ
cana-6190	59	4	africa	africa	PROPN
cana-6190	59	5	:	:	PUNCT
cana-6190	59	6	research	research	NOUN
cana-6190	59	7	on	on	ADP
cana-6190	59	8	fintech	fintech	NOUN
cana-6190	59	9	adoption	adoption	NOUN
cana-6190	59	10	in	in	ADP
cana-6190	59	11	africa	africa	PROPN
cana-6190	59	12	highlights	highlight	NOUN
cana-6190	59	13	varied	vary	VERB
cana-6190	59	14	approaches	approach	NOUN
cana-6190	59	15	to	to	ADP
cana-6190	59	16	financial	financial	ADJ
cana-6190	59	17	inclusion	inclusion	NOUN
cana-6190	59	18	:	:	PUNCT
cana-6190	59	19	a.	a.	PROPN
cana-6190	59	20	nigeria	nigeria	PROPN
cana-6190	59	21	–	–	PUNCT
cana-6190	59	22	the	the	DET
cana-6190	59	23	implementation	implementation	NOUN
cana-6190	59	24	of	of	ADP
cana-6190	59	25	the	the	DET
cana-6190	59	26	bank	bank	NOUN
cana-6190	59	27	verification	verification	NOUN
cana-6190	59	28	number	number	NOUN
cana-6190	59	29	(	(	PUNCT
cana-6190	59	30	bvn	bvn	NOUN
cana-6190	59	31	)	)	PUNCT
cana-6190	59	32	policy	policy	NOUN
cana-6190	59	33	and	and	CCONJ
cana-6190	59	34	mobile	mobile	ADJ
cana-6190	59	35	banking	banking	NOUN
cana-6190	59	36	initiatives	initiative	NOUN
cana-6190	59	37	significantly	significantly	ADV
cana-6190	59	38	increased	increase	VERB
cana-6190	59	39	financial	financial	ADJ
cana-6190	59	40	inclusion	inclusion	NOUN
cana-6190	59	41	,	,	PUNCT
cana-6190	59	42	with	with	ADP
cana-6190	59	43	the	the	DET
cana-6190	59	44	percentage	percentage	NOUN
cana-6190	59	45	of	of	ADP
cana-6190	59	46	banked	banked	ADJ
cana-6190	59	47	adults	adult	NOUN
cana-6190	59	48	rising	rise	VERB
cana-6190	59	49	from	from	ADP
cana-6190	59	50	30	30	NUM
cana-6190	59	51	%	%	NOUN
cana-6190	59	52	in	in	ADP
cana-6190	59	53	2014	2014	NUM
cana-6190	59	54	to	to	ADP
cana-6190	59	55	51	51	NUM
cana-6190	59	56	%	%	NOUN
cana-6190	59	57	in	in	ADP
cana-6190	59	58	2018	2018	NUM
cana-6190	59	59	(	(	PUNCT
cana-6190	59	60	david	david	PROPN
cana-6190	59	61	-	-	PUNCT
cana-6190	59	62	west	west	PROPN
cana-6190	59	63	et	et	PROPN
cana-6190	59	64	al	al	PROPN
cana-6190	59	65	.	.	PROPN
cana-6190	59	66	,	,	PUNCT
cana-6190	59	67	2019	2019	NUM
cana-6190	59	68	)	)	PUNCT
cana-6190	59	69	.	.	PUNCT
cana-6190	60	1	b.	b.	PROPN
cana-6190	60	2	ghana	ghana	PROPN
cana-6190	60	3	–	–	PUNCT
cana-6190	60	4	mobile	mobile	ADJ
cana-6190	60	5	money	money	NOUN
cana-6190	60	6	adoption	adoption	NOUN
cana-6190	60	7	has	have	AUX
cana-6190	60	8	played	play	VERB
cana-6190	60	9	a	a	DET
cana-6190	60	10	crucial	crucial	ADJ
cana-6190	60	11	role	role	NOUN
cana-6190	60	12	in	in	ADP
cana-6190	60	13	improving	improve	VERB
cana-6190	60	14	financial	financial	ADJ
cana-6190	60	15	access	access	NOUN
cana-6190	60	16	.	.	PUNCT
cana-6190	61	1	according	accord	VERB
cana-6190	61	2	to	to	ADP
cana-6190	61	3	antwi	antwi	PROPN
cana-6190	61	4	et	et	PROPN
cana-6190	61	5	al	al	PROPN
cana-6190	61	6	.	.	PROPN
cana-6190	62	1	(	(	PUNCT
cana-6190	62	2	2020	2020	NUM
cana-6190	62	3	)	)	PUNCT
cana-6190	62	4	,	,	PUNCT
cana-6190	62	5	mobile	mobile	ADJ
cana-6190	62	6	money	money	NOUN
cana-6190	62	7	services	service	NOUN
cana-6190	62	8	increased	increase	VERB
cana-6190	62	9	savings	saving	NOUN
cana-6190	62	10	rates	rate	NOUN
cana-6190	62	11	by	by	ADP
cana-6190	62	12	22	22	NUM
cana-6190	62	13	%	%	NOUN
cana-6190	62	14	and	and	CCONJ
cana-6190	62	15	reduced	reduce	VERB
cana-6190	62	16	informal	informal	ADJ
cana-6190	62	17	borrowing	borrowing	NOUN
cana-6190	62	18	costs	cost	NOUN
cana-6190	62	19	by	by	ADP
cana-6190	62	20	35	35	NUM
cana-6190	62	21	%	%	NOUN
cana-6190	62	22	among	among	ADP
cana-6190	62	23	rural	rural	ADJ
cana-6190	62	24	households	household	NOUN
cana-6190	62	25	.	.	PUNCT
cana-6190	63	1	c.	c.	PROPN
cana-6190	63	2	rwanda	rwanda	PROPN
cana-6190	63	3	–	–	PUNCT
cana-6190	63	4	carboni	carboni	PROPN
cana-6190	63	5	and	and	CCONJ
cana-6190	63	6	natarajan	natarajan	PROPN
cana-6190	63	7	(	(	PUNCT
cana-6190	63	8	2020	2020	NUM
cana-6190	63	9	)	)	PUNCT
cana-6190	63	10	conducted	conduct	VERB
cana-6190	63	11	a	a	DET
cana-6190	63	12	longitudinal	longitudinal	ADJ
cana-6190	63	13	study	study	NOUN
cana-6190	63	14	on	on	ADP
cana-6190	63	15	rwanda	rwanda	PROPN
cana-6190	63	16	’s	’s	PART
cana-6190	63	17	cashless	cashless	NOUN
cana-6190	63	18	payment	payment	NOUN
cana-6190	63	19	initiative	initiative	NOUN
cana-6190	63	20	,	,	PUNCT
cana-6190	63	21	highlighting	highlight	VERB
cana-6190	63	22	that	that	DET
cana-6190	63	23	coordinated	coordinated	ADJ
cana-6190	63	24	policy	policy	NOUN
cana-6190	63	25	interventions	intervention	NOUN
cana-6190	63	26	increased	increase	VERB
cana-6190	63	27	digital	digital	ADJ
cana-6190	63	28	merchant	merchant	NOUN
cana-6190	63	29	acceptance	acceptance	NOUN
cana-6190	63	30	by	by	ADP
cana-6190	63	31	60	60	NUM
cana-6190	63	32	%	%	NOUN
cana-6190	63	33	.	.	PUNCT
cana-6190	64	1	3.2.2	3.2.2	NUM
cana-6190	64	2	south	south	ADJ
cana-6190	64	3	asia	asia	PROPN
cana-6190	64	4	:	:	PUNCT
cana-6190	64	5	fintech	fintech	NOUN
cana-6190	64	6	-	-	PUNCT
cana-6190	64	7	driven	drive	VERB
cana-6190	64	8	financial	financial	ADJ
cana-6190	64	9	inclusion	inclusion	NOUN
cana-6190	64	10	initiatives	initiative	NOUN
cana-6190	64	11	in	in	ADP
cana-6190	64	12	south	south	PROPN
cana-6190	64	13	asia	asia	PROPN
cana-6190	64	14	vary	vary	VERB
cana-6190	64	15	across	across	ADP
cana-6190	64	16	different	different	ADJ
cana-6190	64	17	economies	economy	NOUN
cana-6190	64	18	:	:	PUNCT
cana-6190	64	19	a.	a.	NOUN
cana-6190	64	20	india	india	PROPN
cana-6190	64	21	–	–	PUNCT
cana-6190	64	22	raj	raj	PROPN
cana-6190	64	23	et	et	PROPN
cana-6190	64	24	al	al	PROPN
cana-6190	64	25	.	.	PROPN
cana-6190	65	1	(	(	PUNCT
cana-6190	65	2	2020	2020	NUM
cana-6190	65	3	)	)	PUNCT
cana-6190	65	4	analyzed	analyze	VERB
cana-6190	65	5	india	india	PROPN
cana-6190	65	6	’s	’s	PART
cana-6190	65	7	jan	jan	PROPN
cana-6190	65	8	dhan	dhan	PROPN
cana-6190	65	9	-	-	PUNCT
cana-6190	65	10	aadhaar	aadhaar	NOUN
cana-6190	65	11	-	-	PUNCT
cana-6190	65	12	mobile	mobile	ADJ
cana-6190	65	13	(	(	PUNCT
cana-6190	65	14	jam	jam	NOUN
cana-6190	65	15	)	)	PUNCT
cana-6190	65	16	initiative	initiative	NOUN
cana-6190	65	17	,	,	PUNCT
cana-6190	65	18	which	which	PRON
cana-6190	65	19	integrated	integrate	VERB
cana-6190	65	20	digital	digital	ADJ
cana-6190	65	21	identity	identity	NOUN
cana-6190	65	22	,	,	PUNCT
cana-6190	65	23	bank	bank	NOUN
cana-6190	65	24	accounts	account	NOUN
cana-6190	65	25	,	,	PUNCT
cana-6190	65	26	and	and	CCONJ
cana-6190	65	27	mobile	mobile	NOUN
cana-6190	65	28	connectivity	connectivity	NOUN
cana-6190	65	29	,	,	PUNCT
cana-6190	65	30	leading	lead	VERB
cana-6190	65	31	to	to	ADP
cana-6190	65	32	the	the	DET
cana-6190	65	33	creation	creation	NOUN
cana-6190	65	34	of	of	ADP
cana-6190	65	35	over	over	ADP
cana-6190	65	36	355	355	NUM
cana-6190	65	37	million	million	NUM
cana-6190	65	38	new	new	ADJ
cana-6190	65	39	bank	bank	NOUN
cana-6190	65	40	accounts	account	NOUN
cana-6190	65	41	between	between	ADP
cana-6190	65	42	2014	2014	NUM
cana-6190	65	43	and	and	CCONJ
cana-6190	65	44	2019	2019	NUM
cana-6190	65	45	.	.	PUNCT
cana-6190	66	1	b.	b.	PROPN
cana-6190	66	2	bangladesh	bangladesh	PROPN
cana-6190	66	3	–	–	PUNCT
cana-6190	66	4	rahman	rahman	PROPN
cana-6190	66	5	and	and	CCONJ
cana-6190	66	6	alam	alam	PROPN
cana-6190	66	7	(	(	PUNCT
cana-6190	66	8	2021	2021	NUM
cana-6190	66	9	)	)	PUNCT
cana-6190	66	10	studied	study	VERB
cana-6190	66	11	bkash	bkash	NOUN
cana-6190	66	12	’s	’s	PART
cana-6190	66	13	expansion	expansion	NOUN
cana-6190	66	14	strategy	strategy	NOUN
cana-6190	66	15	,	,	PUNCT
cana-6190	66	16	which	which	PRON
cana-6190	66	17	leveraged	leverage	VERB
cana-6190	66	18	existing	exist	VERB
cana-6190	66	19	retail	retail	ADJ
cana-6190	66	20	networks	network	NOUN
cana-6190	66	21	to	to	PART
cana-6190	66	22	serve	serve	VERB
cana-6190	66	23	45	45	NUM
cana-6190	66	24	million	million	NUM
cana-6190	66	25	users	user	NOUN
cana-6190	66	26	through	through	ADP
cana-6190	66	27	230,000	230,000	NUM
cana-6190	66	28	agent	agent	NOUN
cana-6190	66	29	outlets	outlet	NOUN
cana-6190	66	30	.	.	PUNCT
cana-6190	67	1	c.	c.	PROPN
cana-6190	67	2	pakistan	pakistan	PROPN
cana-6190	67	3	–	–	PUNCT
cana-6190	67	4	khan	khan	PROPN
cana-6190	67	5	and	and	CCONJ
cana-6190	67	6	ali	ali	PROPN
cana-6190	67	7	(	(	PUNCT
cana-6190	67	8	2022	2022	NUM
cana-6190	67	9	)	)	PUNCT
cana-6190	67	10	examined	examine	VERB
cana-6190	67	11	the	the	DET
cana-6190	67	12	raast	raast	NOUN
cana-6190	67	13	instant	instant	ADJ
cana-6190	67	14	payment	payment	NOUN
cana-6190	67	15	system	system	NOUN
cana-6190	67	16	,	,	PUNCT
cana-6190	67	17	which	which	PRON
cana-6190	67	18	saw	see	VERB
cana-6190	67	19	transaction	transaction	NOUN
cana-6190	67	20	volumes	volume	NOUN
cana-6190	67	21	increase	increase	VERB
cana-6190	67	22	by	by	ADP
cana-6190	67	23	300	300	NUM
cana-6190	67	24	%	%	NOUN
cana-6190	67	25	within	within	ADP
cana-6190	67	26	its	its	PRON
cana-6190	67	27	first	first	ADJ
cana-6190	67	28	year	year	NOUN
cana-6190	67	29	,	,	PUNCT
cana-6190	67	30	illustrating	illustrate	VERB
cana-6190	67	31	the	the	DET
cana-6190	67	32	potential	potential	NOUN
cana-6190	67	33	of	of	ADP
cana-6190	67	34	central	central	ADJ
cana-6190	67	35	bank	bank	NOUN
cana-6190	67	36	-	-	PUNCT
cana-6190	67	37	driven	drive	VERB
cana-6190	67	38	digital	digital	ADJ
cana-6190	67	39	payment	payment	NOUN
cana-6190	67	40	infrastructures	infrastructure	NOUN
cana-6190	67	41	.	.	PUNCT
cana-6190	68	1	3.2.3	3.2.3	NUM
cana-6190	68	2	latin	latin	PROPN
cana-6190	68	3	america	america	PROPN
cana-6190	68	4	:	:	PUNCT
cana-6190	68	5	fintech	fintech	NOUN
cana-6190	68	6	innovation	innovation	NOUN
cana-6190	68	7	in	in	ADP
cana-6190	68	8	latin	latin	PROPN
cana-6190	68	9	america	america	PROPN
cana-6190	68	10	has	have	AUX
cana-6190	68	11	focused	focus	VERB
cana-6190	68	12	on	on	ADP
cana-6190	68	13	alternative	alternative	ADJ
cana-6190	68	14	credit	credit	NOUN
cana-6190	68	15	and	and	CCONJ
cana-6190	68	16	payment	payment	NOUN
cana-6190	68	17	systems	system	NOUN
cana-6190	68	18	:	:	PUNCT
cana-6190	68	19	a.	a.	PROPN
cana-6190	68	20	brazil	brazil	PROPN
cana-6190	68	21	–	–	PUNCT
cana-6190	68	22	santos	santos	PROPN
cana-6190	68	23	et	et	PROPN
cana-6190	68	24	al	al	PROPN
cana-6190	68	25	.	.	PROPN
cana-6190	69	1	(	(	PUNCT
cana-6190	69	2	2021	2021	NUM
cana-6190	69	3	)	)	PUNCT
cana-6190	69	4	analysed	analyse	VERB
cana-6190	69	5	the	the	DET
cana-6190	69	6	pix	pix	PROPN
cana-6190	69	7	instant	instant	ADJ
cana-6190	69	8	payment	payment	NOUN
cana-6190	69	9	system	system	NOUN
cana-6190	69	10	,	,	PUNCT
cana-6190	69	11	which	which	PRON
cana-6190	69	12	processed	process	VERB
cana-6190	69	13	over	over	ADP
cana-6190	69	14	7	7	NUM
cana-6190	69	15	billion	billion	NUM
cana-6190	69	16	transactions	transaction	NOUN
cana-6190	69	17	worth	worth	ADJ
cana-6190	69	18	$	$	SYM
cana-6190	69	19	1.2	1.2	NUM
cana-6190	69	20	trillion	trillion	NUM
cana-6190	69	21	within	within	ADP
cana-6190	69	22	its	its	PRON
cana-6190	69	23	first	first	ADJ
cana-6190	69	24	year	year	NOUN
cana-6190	69	25	,	,	PUNCT
cana-6190	69	26	achieving	achieve	VERB
cana-6190	69	27	85	85	NUM
cana-6190	69	28	%	%	NOUN
cana-6190	69	29	adoption	adoption	NOUN
cana-6190	69	30	among	among	ADP
cana-6190	69	31	banked	banked	ADJ
cana-6190	69	32	populations	population	NOUN
cana-6190	69	33	.	.	PUNCT
cana-6190	70	1	b.	b.	PROPN
cana-6190	70	2	mexico	mexico	PROPN
cana-6190	70	3	–	–	PUNCT
cana-6190	70	4	hernández	hernández	PROPN
cana-6190	70	5	-	-	PUNCT
cana-6190	70	6	coss	coss	PROPN
cana-6190	70	7	et	et	PROPN
cana-6190	70	8	al	al	PROPN
cana-6190	70	9	.	.	PROPN
cana-6190	70	10	(	(	PUNCT
cana-6190	70	11	2020	2020	NUM
cana-6190	70	12	)	)	PUNCT
cana-6190	70	13	studied	study	VERB
cana-6190	70	14	the	the	DET
cana-6190	70	15	codi	codi	PROPN
cana-6190	70	16	digital	digital	ADJ
cana-6190	70	17	payment	payment	NOUN
cana-6190	70	18	platform	platform	NOUN
cana-6190	70	19	,	,	PUNCT
cana-6190	70	20	highlighting	highlight	VERB
cana-6190	70	21	how	how	SCONJ
cana-6190	70	22	qr	qr	AUX
cana-6190	70	23	code	code	NOUN
cana-6190	70	24	standardization	standardization	NOUN
cana-6190	70	25	increased	increase	VERB
cana-6190	70	26	merchant	merchant	NOUN
cana-6190	70	27	adoption	adoption	NOUN
cana-6190	70	28	in	in	ADP
cana-6190	70	29	informal	informal	ADJ
cana-6190	70	30	markets	market	NOUN
cana-6190	70	31	by	by	ADP
cana-6190	70	32	45	45	NUM
cana-6190	70	33	%	%	NOUN
cana-6190	70	34	.	.	PUNCT
cana-6190	71	1	communications	communication	NOUN
cana-6190	71	2	on	on	ADP
cana-6190	71	3	applied	apply	VERB
cana-6190	71	4	nonlinear	nonlinear	ADJ
cana-6190	71	5	analysis	analysis	NOUN
cana-6190	71	6	issn	issn	NOUN
cana-6190	71	7	:	:	PUNCT
cana-6190	71	8	1074	1074	NUM
cana-6190	71	9	-	-	PUNCT
cana-6190	71	10	133x	133x	NUM
cana-6190	71	11	vol	vol	NOUN
cana-6190	71	12	32	32	NUM
cana-6190	71	13	no	no	NOUN
cana-6190	71	14	.	.	NOUN
cana-6190	71	15	1	1	NUM
cana-6190	71	16	(	(	PUNCT
cana-6190	71	17	2025	2025	NUM
cana-6190	71	18	)	)	PUNCT
cana-6190	71	19	708	708	NUM
cana-6190	71	20	https://internationalpubls.com	https://internationalpubls.com	PROPN
cana-6190	71	21	c.	c.	PROPN
cana-6190	71	22	colombia	colombia	PROPN
cana-6190	71	23	–	–	PUNCT
cana-6190	71	24	tamayo	tamayo	PROPN
cana-6190	71	25	et	et	PROPN
cana-6190	71	26	al	al	PROPN
cana-6190	71	27	.	.	PROPN
cana-6190	72	1	(	(	PUNCT
cana-6190	72	2	2022	2022	NUM
cana-6190	72	3	)	)	PUNCT
cana-6190	72	4	examined	examine	VERB
cana-6190	72	5	the	the	DET
cana-6190	72	6	movii	movii	ADJ
cana-6190	72	7	digital	digital	ADJ
cana-6190	72	8	wallet	wallet	NOUN
cana-6190	72	9	,	,	PUNCT
cana-6190	72	10	which	which	PRON
cana-6190	72	11	streamlined	streamline	VERB
cana-6190	72	12	know	know	VERB
cana-6190	72	13	your	your	PRON
cana-6190	72	14	customer	customer	NOUN
cana-6190	72	15	(	(	PUNCT
cana-6190	72	16	kyc	kyc	PROPN
cana-6190	72	17	)	)	PUNCT
cana-6190	72	18	requirements	requirement	NOUN
cana-6190	72	19	,	,	PUNCT
cana-6190	72	20	allowing	allow	VERB
cana-6190	72	21	2.8	2.8	NUM
cana-6190	72	22	million	million	NUM
cana-6190	72	23	previously	previously	ADV
cana-6190	72	24	unbanked	unbanked	ADJ
cana-6190	72	25	individuals	individual	NOUN
cana-6190	72	26	to	to	PART
cana-6190	72	27	access	access	VERB
cana-6190	72	28	financial	financial	ADJ
cana-6190	72	29	services	service	NOUN
cana-6190	72	30	.	.	PUNCT
cana-6190	73	1	3.3	3.3	NUM
cana-6190	73	2	.	.	PUNCT
cana-6190	74	1	in	in	ADP
cana-6190	74	2	-	-	PUNCT
cana-6190	74	3	depth	depth	NOUN
cana-6190	74	4	examination	examination	NOUN
cana-6190	74	5	of	of	ADP
cana-6190	74	6	key	key	ADJ
cana-6190	74	7	studies	study	NOUN
cana-6190	74	8	:	:	PUNCT
cana-6190	74	9	3.3.1	3.3.1	NUM
cana-6190	74	10	the	the	DET
cana-6190	74	11	impact	impact	NOUN
cana-6190	74	12	of	of	ADP
cana-6190	74	13	mobile	mobile	ADJ
cana-6190	74	14	money	money	NOUN
cana-6190	74	15	:	:	PUNCT
cana-6190	74	16	jack	jack	PROPN
cana-6190	74	17	and	and	CCONJ
cana-6190	74	18	suri	suri	PROPN
cana-6190	74	19	(	(	PUNCT
cana-6190	74	20	2014	2014	NUM
cana-6190	74	21	)	)	PUNCT
cana-6190	74	22	conducted	conduct	VERB
cana-6190	74	23	a	a	DET
cana-6190	74	24	groundbreaking	groundbreake	VERB
cana-6190	74	25	study	study	NOUN
cana-6190	74	26	using	use	VERB
cana-6190	74	27	panel	panel	NOUN
cana-6190	74	28	data	datum	NOUN
cana-6190	74	29	from	from	ADP
cana-6190	74	30	3,000	3,000	NUM
cana-6190	74	31	households	household	NOUN
cana-6190	74	32	in	in	ADP
cana-6190	74	33	kenya	kenya	PROPN
cana-6190	74	34	to	to	PART
cana-6190	74	35	explore	explore	VERB
cana-6190	74	36	how	how	SCONJ
cana-6190	74	37	m	m	NOUN
cana-6190	74	38	-	-	PUNCT
cana-6190	74	39	pesa	pesa	NOUN
cana-6190	74	40	supported	support	VERB
cana-6190	74	41	financial	financial	ADJ
cana-6190	74	42	resilience	resilience	NOUN
cana-6190	74	43	.	.	PUNCT
cana-6190	75	1	their	their	PRON
cana-6190	75	2	findings	finding	NOUN
cana-6190	75	3	showed	show	VERB
cana-6190	75	4	that	that	SCONJ
cana-6190	75	5	households	household	NOUN
cana-6190	75	6	without	without	ADP
cana-6190	75	7	m	m	NOUN
cana-6190	75	8	-	-	PROPN
cana-6190	75	9	pesa	pesa	NOUN
cana-6190	75	10	access	access	NOUN
cana-6190	75	11	experienced	experience	VERB
cana-6190	75	12	a	a	DET
cana-6190	75	13	7	7	NUM
cana-6190	75	14	%	%	NOUN
cana-6190	75	15	drop	drop	NOUN
cana-6190	75	16	in	in	ADP
cana-6190	75	17	consumption	consumption	NOUN
cana-6190	75	18	during	during	ADP
cana-6190	75	19	financial	financial	ADJ
cana-6190	75	20	downturns	downturn	NOUN
cana-6190	75	21	,	,	PUNCT
cana-6190	75	22	whereas	whereas	SCONJ
cana-6190	75	23	users	user	NOUN
cana-6190	75	24	of	of	ADP
cana-6190	75	25	the	the	DET
cana-6190	75	26	service	service	NOUN
cana-6190	75	27	maintained	maintain	VERB
cana-6190	75	28	stable	stable	ADJ
cana-6190	75	29	consumption	consumption	NOUN
cana-6190	75	30	levels	level	NOUN
cana-6190	75	31	.	.	PUNCT
cana-6190	76	1	a	a	DET
cana-6190	76	2	subsequent	subsequent	ADJ
cana-6190	76	3	study	study	NOUN
cana-6190	76	4	(	(	PUNCT
cana-6190	76	5	2016	2016	NUM
cana-6190	76	6	)	)	PUNCT
cana-6190	76	7	spanning	span	VERB
cana-6190	76	8	six	six	NUM
cana-6190	76	9	years	year	NOUN
cana-6190	76	10	further	far	ADV
cana-6190	76	11	revealed	reveal	VERB
cana-6190	76	12	that	that	SCONJ
cana-6190	76	13	m	m	PROPN
cana-6190	76	14	-	-	PROPN
cana-6190	76	15	pesa	pesa	NOUN
cana-6190	76	16	access	access	NOUN
cana-6190	76	17	contributed	contribute	VERB
cana-6190	76	18	to	to	PART
cana-6190	76	19	increased	increase	VERB
cana-6190	76	20	per	per	ADP
cana-6190	76	21	capita	capita	X
cana-6190	76	22	consumption	consumption	NOUN
cana-6190	76	23	and	and	CCONJ
cana-6190	76	24	helped	help	VERB
cana-6190	76	25	lift	lift	VERB
cana-6190	76	26	approximately	approximately	ADV
cana-6190	76	27	194,000	194,000	NUM
cana-6190	76	28	households	household	NOUN
cana-6190	76	29	out	out	ADP
cana-6190	76	30	of	of	ADP
cana-6190	76	31	poverty	poverty	NOUN
cana-6190	76	32	,	,	PUNCT
cana-6190	76	33	with	with	ADP
cana-6190	76	34	female	female	NOUN
cana-6190	76	35	-	-	PUNCT
cana-6190	76	36	headed	head	VERB
cana-6190	76	37	households	household	NOUN
cana-6190	76	38	benefiting	benefit	VERB
cana-6190	76	39	the	the	DET
cana-6190	76	40	most	most	ADJ
cana-6190	76	41	.	.	PUNCT
cana-6190	77	1	3.3.2	3.3.2	NUM
cana-6190	77	2	alternative	alternative	ADJ
cana-6190	77	3	credit	credit	NOUN
cana-6190	77	4	assessment	assessment	NOUN
cana-6190	77	5	:	:	PUNCT
cana-6190	77	6	berg	berg	PROPN
cana-6190	77	7	et	et	PROPN
cana-6190	77	8	al	al	PROPN
cana-6190	77	9	.	.	PROPN
cana-6190	77	10	(	(	PUNCT
cana-6190	77	11	2020	2020	NUM
cana-6190	77	12	)	)	PUNCT
cana-6190	77	13	analyzed	analyze	VERB
cana-6190	77	14	270,000	270,000	NUM
cana-6190	77	15	loan	loan	NOUN
cana-6190	77	16	applications	application	NOUN
cana-6190	77	17	in	in	ADP
cana-6190	77	18	germany	germany	PROPN
cana-6190	77	19	,	,	PUNCT
cana-6190	77	20	comparing	compare	VERB
cana-6190	77	21	traditional	traditional	ADJ
cana-6190	77	22	credit	credit	NOUN
cana-6190	77	23	scores	score	NOUN
cana-6190	77	24	with	with	ADP
cana-6190	77	25	digital	digital	ADJ
cana-6190	77	26	footprint	footprint	NOUN
cana-6190	77	27	-	-	PUNCT
cana-6190	77	28	based	base	VERB
cana-6190	77	29	assessments	assessment	NOUN
cana-6190	77	30	.	.	PUNCT
cana-6190	78	1	their	their	PRON
cana-6190	78	2	key	key	ADJ
cana-6190	78	3	findings	finding	NOUN
cana-6190	78	4	included	include	VERB
cana-6190	78	5	:	:	PUNCT
cana-6190	78	6	a.	a.	NOUN
cana-6190	78	7	simple	simple	ADJ
cana-6190	78	8	digital	digital	ADJ
cana-6190	78	9	indicators	indicator	NOUN
cana-6190	78	10	(	(	PUNCT
cana-6190	78	11	such	such	ADJ
cana-6190	78	12	as	as	ADP
cana-6190	78	13	device	device	NOUN
cana-6190	78	14	type	type	NOUN
cana-6190	78	15	and	and	CCONJ
cana-6190	78	16	email	email	NOUN
cana-6190	78	17	provider	provider	NOUN
cana-6190	78	18	)	)	PUNCT
cana-6190	78	19	performed	perform	VERB
cana-6190	78	20	comparably	comparably	ADV
cana-6190	78	21	to	to	ADP
cana-6190	78	22	conventional	conventional	ADJ
cana-6190	78	23	credit	credit	NOUN
cana-6190	78	24	scores	score	NOUN
cana-6190	78	25	in	in	ADP
cana-6190	78	26	predicting	predict	VERB
cana-6190	78	27	loan	loan	NOUN
cana-6190	78	28	defaults	default	NOUN
cana-6190	78	29	.	.	PUNCT
cana-6190	79	1	b.	b.	PROPN
cana-6190	79	2	combining	combine	VERB
cana-6190	79	3	digital	digital	ADJ
cana-6190	79	4	footprint	footprint	NOUN
cana-6190	79	5	data	datum	NOUN
cana-6190	79	6	with	with	ADP
cana-6190	79	7	traditional	traditional	ADJ
cana-6190	79	8	credit	credit	NOUN
cana-6190	79	9	scores	score	NOUN
cana-6190	79	10	improved	improve	VERB
cana-6190	79	11	default	default	NOUN
cana-6190	79	12	prediction	prediction	NOUN
cana-6190	79	13	accuracy	accuracy	NOUN
cana-6190	79	14	by	by	ADP
cana-6190	79	15	47	47	NUM
cana-6190	79	16	%	%	NOUN
cana-6190	79	17	.	.	PUNCT
cana-6190	80	1	c.	c.	NOUN
cana-6190	80	2	this	this	DET
cana-6190	80	3	approach	approach	NOUN
cana-6190	80	4	was	be	AUX
cana-6190	80	5	particularly	particularly	ADV
cana-6190	80	6	effective	effective	ADJ
cana-6190	80	7	for	for	ADP
cana-6190	80	8	young	young	ADJ
cana-6190	80	9	borrowers	borrower	NOUN
cana-6190	80	10	with	with	ADP
cana-6190	80	11	limited	limited	ADJ
cana-6190	80	12	credit	credit	NOUN
cana-6190	80	13	histories	history	NOUN
cana-6190	80	14	,	,	PUNCT
cana-6190	80	15	providing	provide	VERB
cana-6190	80	16	them	they	PRON
cana-6190	80	17	with	with	ADP
cana-6190	80	18	better	well	ADJ
cana-6190	80	19	financial	financial	ADJ
cana-6190	80	20	access	access	NOUN
cana-6190	80	21	.	.	PUNCT
cana-6190	81	1	3.3.3	3.3.3	NUM
cana-6190	81	2	factors	factor	NOUN
cana-6190	81	3	influencing	influence	VERB
cana-6190	81	4	fintech	fintech	NOUN
cana-6190	81	5	adoption	adoption	NOUN
cana-6190	81	6	:	:	PUNCT
cana-6190	81	7	lee	lee	PROPN
cana-6190	81	8	et	et	PROPN
cana-6190	81	9	al	al	PROPN
cana-6190	81	10	.	.	PROPN
cana-6190	81	11	(	(	PUNCT
cana-6190	81	12	2021	2021	NUM
cana-6190	81	13	)	)	PUNCT
cana-6190	81	14	conducted	conduct	VERB
cana-6190	81	15	a	a	DET
cana-6190	81	16	cross	cross	ADJ
cana-6190	81	17	-	-	ADJ
cana-6190	81	18	national	national	ADJ
cana-6190	81	19	study	study	NOUN
cana-6190	81	20	across	across	ADP
cana-6190	81	21	71	71	NUM
cana-6190	81	22	countries	country	NOUN
cana-6190	81	23	to	to	PART
cana-6190	81	24	identify	identify	VERB
cana-6190	81	25	key	key	ADJ
cana-6190	81	26	drivers	driver	NOUN
cana-6190	81	27	of	of	ADP
cana-6190	81	28	fintech	fintech	NOUN
cana-6190	81	29	adoption	adoption	NOUN
cana-6190	81	30	.	.	PUNCT
cana-6190	82	1	their	their	PRON
cana-6190	82	2	analysis	analysis	NOUN
cana-6190	82	3	revealed	reveal	VERB
cana-6190	82	4	that	that	SCONJ
cana-6190	82	5	:	:	PUNCT
cana-6190	82	6	a.	a.	NOUN
cana-6190	82	7	smartphone	smartphone	NOUN
cana-6190	82	8	penetration	penetration	NOUN
cana-6190	82	9	was	be	AUX
cana-6190	82	10	the	the	DET
cana-6190	82	11	strongest	strong	ADJ
cana-6190	82	12	predictor	predictor	NOUN
cana-6190	82	13	of	of	ADP
cana-6190	82	14	fintech	fintech	NOUN
cana-6190	82	15	adoption	adoption	NOUN
cana-6190	82	16	,	,	PUNCT
cana-6190	82	17	with	with	ADP
cana-6190	82	18	a	a	DET
cana-6190	82	19	correlation	correlation	NOUN
cana-6190	82	20	coefficient	coefficient	NOUN
cana-6190	82	21	of	of	ADP
cana-6190	82	22	0.76	0.76	NUM
cana-6190	82	23	.	.	PUNCT
cana-6190	83	1	b.	b.	PROPN
cana-6190	83	2	regulatory	regulatory	ADJ
cana-6190	83	3	sandboxes	sandbox	NOUN
cana-6190	83	4	played	play	VERB
cana-6190	83	5	a	a	DET
cana-6190	83	6	significant	significant	ADJ
cana-6190	83	7	role	role	NOUN
cana-6190	83	8	in	in	ADP
cana-6190	83	9	encouraging	encourage	VERB
cana-6190	83	10	fintech	fintech	NOUN
cana-6190	83	11	startup	startup	NOUN
cana-6190	83	12	growth	growth	NOUN
cana-6190	83	13	,	,	PUNCT
cana-6190	83	14	leading	lead	VERB
cana-6190	83	15	to	to	ADP
cana-6190	83	16	a	a	DET
cana-6190	83	17	35	35	NUM
cana-6190	83	18	%	%	NOUN
cana-6190	83	19	increase	increase	NOUN
cana-6190	83	20	in	in	ADP
cana-6190	83	21	new	new	ADJ
cana-6190	83	22	ventures	venture	NOUN
cana-6190	83	23	.	.	PUNCT
cana-6190	84	1	c.	c.	PROPN
cana-6190	84	2	interestingly	interestingly	ADV
cana-6190	84	3	,	,	PUNCT
cana-6190	84	4	trust	trust	NOUN
cana-6190	84	5	in	in	ADP
cana-6190	84	6	traditional	traditional	ADJ
cana-6190	84	7	financial	financial	ADJ
cana-6190	84	8	institutions	institution	NOUN
cana-6190	84	9	showed	show	VERB
cana-6190	84	10	a	a	DET
cana-6190	84	11	negative	negative	ADJ
cana-6190	84	12	correlation	correlation	NOUN
cana-6190	84	13	(	(	PUNCT
cana-6190	84	14	-0.42	-0.42	NUM
cana-6190	84	15	)	)	PUNCT
cana-6190	84	16	with	with	ADP
cana-6190	84	17	fintech	fintech	NOUN
cana-6190	84	18	adoption	adoption	NOUN
cana-6190	84	19	,	,	PUNCT
cana-6190	84	20	indicating	indicate	VERB
cana-6190	84	21	that	that	SCONJ
cana-6190	84	22	individuals	individual	NOUN
cana-6190	84	23	who	who	PRON
cana-6190	84	24	distrust	distrust	VERB
cana-6190	84	25	conventional	conventional	ADJ
cana-6190	84	26	banks	bank	NOUN
cana-6190	84	27	are	be	AUX
cana-6190	84	28	more	more	ADV
cana-6190	84	29	likely	likely	ADJ
cana-6190	84	30	to	to	PART
cana-6190	84	31	embrace	embrace	VERB
cana-6190	84	32	fintech	fintech	NOUN
cana-6190	84	33	solutions	solution	NOUN
cana-6190	84	34	.	.	PUNCT
cana-6190	85	1	3.3.4	3.3.4	NUM
cana-6190	85	2	institutional	institutional	ADJ
cana-6190	85	3	frameworks	framework	NOUN
cana-6190	85	4	and	and	CCONJ
cana-6190	85	5	fintech	fintech	NOUN
cana-6190	85	6	adoption	adoption	NOUN
cana-6190	85	7	:	:	PUNCT
cana-6190	85	8	theoretical	theoretical	ADJ
cana-6190	85	9	perspectives	perspective	NOUN
cana-6190	85	10	from	from	ADP
cana-6190	85	11	north	north	NOUN
cana-6190	85	12	(	(	PUNCT
cana-6190	85	13	1990	1990	NUM
cana-6190	85	14	)	)	PUNCT
cana-6190	85	15	and	and	CCONJ
cana-6190	85	16	scott	scott	PROPN
cana-6190	85	17	(	(	PUNCT
cana-6190	85	18	2008	2008	NUM
cana-6190	85	19	)	)	PUNCT
cana-6190	85	20	highlight	highlight	VERB
cana-6190	85	21	how	how	SCONJ
cana-6190	85	22	formal	formal	ADJ
cana-6190	85	23	and	and	CCONJ
cana-6190	85	24	informal	informal	ADJ
cana-6190	85	25	institutions	institution	NOUN
cana-6190	85	26	shape	shape	VERB
cana-6190	85	27	financial	financial	ADJ
cana-6190	85	28	inclusion	inclusion	NOUN
cana-6190	85	29	.	.	PUNCT
cana-6190	86	1	expanding	expand	VERB
cana-6190	86	2	on	on	ADP
cana-6190	86	3	these	these	DET
cana-6190	86	4	theories	theory	NOUN
cana-6190	86	5	,	,	PUNCT
cana-6190	86	6	mehrpouya	mehrpouya	NOUN
cana-6190	86	7	and	and	CCONJ
cana-6190	86	8	samiolo	samiolo	ADJ
cana-6190	86	9	(	(	PUNCT
cana-6190	86	10	2019	2019	NUM
cana-6190	86	11	)	)	PUNCT
cana-6190	86	12	examined	examine	VERB
cana-6190	86	13	how	how	SCONJ
cana-6190	86	14	regulatory	regulatory	ADJ
cana-6190	86	15	and	and	CCONJ
cana-6190	86	16	institutional	institutional	ADJ
cana-6190	86	17	environments	environment	NOUN
cana-6190	86	18	influence	influence	NOUN
cana-6190	86	19	fintech	fintech	NOUN
cana-6190	86	20	adoption	adoption	NOUN
cana-6190	86	21	and	and	CCONJ
cana-6190	86	22	effectiveness	effectiveness	NOUN
cana-6190	86	23	,	,	PUNCT
cana-6190	86	24	offering	offer	VERB
cana-6190	86	25	valuable	valuable	ADJ
cana-6190	86	26	insights	insight	NOUN
cana-6190	86	27	into	into	ADP
cana-6190	86	28	the	the	DET
cana-6190	86	29	role	role	NOUN
cana-6190	86	30	of	of	ADP
cana-6190	86	31	governance	governance	NOUN
cana-6190	86	32	and	and	CCONJ
cana-6190	86	33	market	market	NOUN
cana-6190	86	34	structures	structure	NOUN
cana-6190	86	35	.	.	PUNCT
cana-6190	87	1	communications	communication	NOUN
cana-6190	87	2	on	on	ADP
cana-6190	87	3	applied	apply	VERB
cana-6190	87	4	nonlinear	nonlinear	ADJ
cana-6190	87	5	analysis	analysis	NOUN
cana-6190	87	6	issn	issn	NOUN
cana-6190	87	7	:	:	PUNCT
cana-6190	87	8	1074	1074	NUM
cana-6190	87	9	-	-	PUNCT
cana-6190	87	10	133x	133x	NUM
cana-6190	87	11	vol	vol	NOUN
cana-6190	87	12	32	32	NUM
cana-6190	87	13	no	no	NOUN
cana-6190	87	14	.	.	NOUN
cana-6190	87	15	1	1	NUM
cana-6190	87	16	(	(	PUNCT
cana-6190	87	17	2025	2025	NUM
cana-6190	87	18	)	)	PUNCT
cana-6190	87	19	709	709	NUM
cana-6190	87	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	87	21	4	4	X
cana-6190	87	22	.	.	PUNCT
cana-6190	87	23	gaps	gap	NOUN
cana-6190	87	24	in	in	ADP
cana-6190	87	25	existing	exist	VERB
cana-6190	87	26	research	research	NOUN
cana-6190	87	27	despite	despite	SCONJ
cana-6190	87	28	extensive	extensive	ADJ
cana-6190	87	29	research	research	NOUN
cana-6190	87	30	in	in	ADP
cana-6190	87	31	fintech	fintech	NOUN
cana-6190	87	32	and	and	CCONJ
cana-6190	87	33	financial	financial	ADJ
cana-6190	87	34	inclusion	inclusion	NOUN
cana-6190	87	35	,	,	PUNCT
cana-6190	87	36	several	several	ADJ
cana-6190	87	37	critical	critical	ADJ
cana-6190	87	38	gaps	gap	NOUN
cana-6190	87	39	remain	remain	VERB
cana-6190	87	40	:	:	PUNCT
cana-6190	87	41	4.1	4.1	NUM
cana-6190	87	42	.	.	PUNCT
cana-6190	87	43	limited	limit	VERB
cana-6190	87	44	long	long	ADJ
cana-6190	87	45	-	-	PUNCT
cana-6190	87	46	term	term	NOUN
cana-6190	87	47	studies	study	NOUN
cana-6190	87	48	assessing	assess	VERB
cana-6190	87	49	the	the	DET
cana-6190	87	50	economic	economic	ADJ
cana-6190	87	51	impact	impact	NOUN
cana-6190	87	52	of	of	ADP
cana-6190	87	53	digital	digital	ADJ
cana-6190	87	54	financial	financial	ADJ
cana-6190	87	55	services	service	NOUN
cana-6190	87	56	.	.	PUNCT
cana-6190	88	1	4.2	4.2	NUM
cana-6190	88	2	.	.	PUNCT
cana-6190	89	1	insufficient	insufficient	ADJ
cana-6190	89	2	analysis	analysis	NOUN
cana-6190	89	3	of	of	ADP
cana-6190	89	4	the	the	DET
cana-6190	89	5	interaction	interaction	NOUN
cana-6190	89	6	between	between	ADP
cana-6190	89	7	traditional	traditional	ADJ
cana-6190	89	8	financial	financial	ADJ
cana-6190	89	9	institutions	institution	NOUN
cana-6190	89	10	and	and	CCONJ
cana-6190	89	11	fintech	fintech	NOUN
cana-6190	89	12	solutions	solution	NOUN
cana-6190	89	13	.	.	PUNCT
cana-6190	90	1	4.3	4.3	NUM
cana-6190	90	2	.	.	PUNCT
cana-6190	91	1	a	a	DET
cana-6190	91	2	lack	lack	NOUN
cana-6190	91	3	of	of	ADP
cana-6190	91	4	comprehensive	comprehensive	ADJ
cana-6190	91	5	frameworks	framework	NOUN
cana-6190	91	6	to	to	PART
cana-6190	91	7	evaluate	evaluate	VERB
cana-6190	91	8	the	the	DET
cana-6190	91	9	sustainability	sustainability	NOUN
cana-6190	91	10	of	of	ADP
cana-6190	91	11	fintech	fintech	NOUN
cana-6190	91	12	business	business	NOUN
cana-6190	91	13	models	model	NOUN
cana-6190	91	14	.	.	PUNCT
cana-6190	92	1	4.4	4.4	NUM
cana-6190	92	2	.	.	PUNCT
cana-6190	92	3	minimal	minimal	ADJ
cana-6190	92	4	exploration	exploration	NOUN
cana-6190	92	5	of	of	ADP
cana-6190	92	6	the	the	DET
cana-6190	92	7	influence	influence	NOUN
cana-6190	92	8	of	of	ADP
cana-6190	92	9	cultural	cultural	ADJ
cana-6190	92	10	and	and	CCONJ
cana-6190	92	11	social	social	ADJ
cana-6190	92	12	dynamics	dynamic	NOUN
cana-6190	92	13	on	on	ADP
cana-6190	92	14	fintech	fintech	NOUN
cana-6190	92	15	adoption	adoption	NOUN
cana-6190	92	16	.	.	PUNCT
cana-6190	93	1	4.5	4.5	NUM
cana-6190	93	2	.	.	PUNCT
cana-6190	94	1	insufficient	insufficient	ADJ
cana-6190	94	2	research	research	NOUN
cana-6190	94	3	on	on	ADP
cana-6190	94	4	the	the	DET
cana-6190	94	5	risks	risk	NOUN
cana-6190	94	6	associated	associate	VERB
cana-6190	94	7	with	with	ADP
cana-6190	94	8	fintech	fintech	NOUN
cana-6190	94	9	expansion	expansion	NOUN
cana-6190	94	10	,	,	PUNCT
cana-6190	94	11	including	include	VERB
cana-6190	94	12	issues	issue	NOUN
cana-6190	94	13	related	relate	VERB
cana-6190	94	14	to	to	ADP
cana-6190	94	15	digital	digital	ADJ
cana-6190	94	16	exclusion	exclusion	NOUN
cana-6190	94	17	and	and	CCONJ
cana-6190	94	18	privacy	privacy	NOUN
cana-6190	94	19	concerns	concern	NOUN
cana-6190	94	20	.	.	PUNCT
cana-6190	95	1	addressing	address	VERB
cana-6190	95	2	these	these	DET
cana-6190	95	3	gaps	gap	NOUN
cana-6190	95	4	is	be	AUX
cana-6190	95	5	crucial	crucial	ADJ
cana-6190	95	6	for	for	ADP
cana-6190	95	7	understanding	understand	VERB
cana-6190	95	8	how	how	SCONJ
cana-6190	95	9	fintech	fintech	NOUN
cana-6190	95	10	can	can	AUX
cana-6190	95	11	drive	drive	VERB
cana-6190	95	12	financial	financial	ADJ
cana-6190	95	13	inclusion	inclusion	NOUN
cana-6190	95	14	while	while	SCONJ
cana-6190	95	15	mitigating	mitigate	VERB
cana-6190	95	16	potential	potential	ADJ
cana-6190	95	17	risks	risk	NOUN
cana-6190	95	18	.	.	PUNCT
cana-6190	96	1	5	5	X
cana-6190	96	2	.	.	X
cana-6190	96	3	the	the	DET
cana-6190	96	4	current	current	ADJ
cana-6190	96	5	landscape	landscape	NOUN
cana-6190	96	6	of	of	ADP
cana-6190	96	7	financial	financial	ADJ
cana-6190	96	8	inclusion	inclusion	NOUN
cana-6190	96	9	5.1	5.1	NUM
cana-6190	96	10	global	global	ADJ
cana-6190	96	11	trends	trend	NOUN
cana-6190	96	12	in	in	ADP
cana-6190	96	13	financial	financial	ADJ
cana-6190	96	14	access	access	NOUN
cana-6190	96	15	financial	financial	ADJ
cana-6190	96	16	inclusion	inclusion	NOUN
cana-6190	96	17	has	have	AUX
cana-6190	96	18	improved	improve	VERB
cana-6190	96	19	globally	globally	ADV
cana-6190	96	20	,	,	PUNCT
cana-6190	96	21	yet	yet	CCONJ
cana-6190	96	22	challenges	challenge	NOUN
cana-6190	96	23	persist	persist	VERB
cana-6190	96	24	.	.	PUNCT
cana-6190	97	1	according	accord	VERB
cana-6190	97	2	to	to	ADP
cana-6190	97	3	the	the	DET
cana-6190	97	4	world	world	PROPN
cana-6190	97	5	bank	bank	PROPN
cana-6190	97	6	's	's	PART
cana-6190	97	7	global	global	ADJ
cana-6190	97	8	findex	findex	PROPN
cana-6190	97	9	database	database	NOUN
cana-6190	97	10	,	,	PUNCT
cana-6190	97	11	despite	despite	SCONJ
cana-6190	97	12	significant	significant	ADJ
cana-6190	97	13	progress	progress	NOUN
cana-6190	97	14	over	over	ADP
cana-6190	97	15	the	the	DET
cana-6190	97	16	past	past	ADJ
cana-6190	97	17	decade	decade	NOUN
cana-6190	97	18	,	,	PUNCT
cana-6190	97	19	approximately	approximately	ADV
cana-6190	97	20	1.4	1.4	NUM
cana-6190	97	21	billion	billion	NUM
cana-6190	97	22	adults	adult	NOUN
cana-6190	97	23	—	—	PUNCT
cana-6190	97	24	roughly	roughly	ADV
cana-6190	97	25	25	25	NUM
cana-6190	97	26	%	%	NOUN
cana-6190	97	27	of	of	ADP
cana-6190	97	28	the	the	DET
cana-6190	97	29	global	global	ADJ
cana-6190	97	30	adult	adult	NOUN
cana-6190	97	31	population	population	NOUN
cana-6190	97	32	—	—	PUNCT
cana-6190	97	33	remained	remain	VERB
cana-6190	97	34	unbanked	unbanked	ADJ
cana-6190	97	35	as	as	ADP
cana-6190	97	36	of	of	ADP
cana-6190	97	37	2021	2021	NUM
cana-6190	97	38	.	.	PUNCT
cana-6190	98	1	these	these	DET
cana-6190	98	2	individuals	individual	NOUN
cana-6190	98	3	lack	lack	VERB
cana-6190	98	4	access	access	NOUN
cana-6190	98	5	to	to	ADP
cana-6190	98	6	fundamental	fundamental	ADJ
cana-6190	98	7	financial	financial	ADJ
cana-6190	98	8	services	service	NOUN
cana-6190	98	9	such	such	ADJ
cana-6190	98	10	as	as	ADP
cana-6190	98	11	savings	saving	NOUN
cana-6190	98	12	accounts	account	NOUN
cana-6190	98	13	,	,	PUNCT
cana-6190	98	14	formal	formal	ADJ
cana-6190	98	15	credit	credit	NOUN
cana-6190	98	16	,	,	PUNCT
cana-6190	98	17	and	and	CCONJ
cana-6190	98	18	digital	digital	ADJ
cana-6190	98	19	payment	payment	NOUN
cana-6190	98	20	systems	system	NOUN
cana-6190	98	21	.	.	PUNCT
cana-6190	99	1	financial	financial	ADJ
cana-6190	99	2	exclusion	exclusion	NOUN
cana-6190	99	3	often	often	ADV
cana-6190	99	4	reflects	reflect	VERB
cana-6190	99	5	broader	broad	ADJ
cana-6190	99	6	socioeconomic	socioeconomic	ADJ
cana-6190	99	7	disparities	disparity	NOUN
cana-6190	99	8	.	.	PUNCT
cana-6190	100	1	while	while	SCONJ
cana-6190	100	2	high	high	ADJ
cana-6190	100	3	-	-	PUNCT
cana-6190	100	4	income	income	NOUN
cana-6190	100	5	nations	nation	NOUN
cana-6190	100	6	report	report	VERB
cana-6190	100	7	banking	banking	NOUN
cana-6190	100	8	access	access	NOUN
cana-6190	100	9	rates	rate	NOUN
cana-6190	100	10	exceeding	exceed	VERB
cana-6190	100	11	95	95	NUM
cana-6190	100	12	%	%	NOUN
cana-6190	100	13	,	,	PUNCT
cana-6190	100	14	many	many	ADJ
cana-6190	100	15	low	low	ADJ
cana-6190	100	16	-	-	PUNCT
cana-6190	100	17	income	income	NOUN
cana-6190	100	18	countries	country	NOUN
cana-6190	100	19	struggle	struggle	VERB
cana-6190	100	20	with	with	ADP
cana-6190	100	21	figures	figure	NOUN
cana-6190	100	22	below	below	ADP
cana-6190	100	23	50	50	NUM
cana-6190	100	24	%	%	NOUN
cana-6190	100	25	.	.	PUNCT
cana-6190	101	1	furthermore	furthermore	ADV
cana-6190	101	2	,	,	PUNCT
cana-6190	101	3	the	the	DET
cana-6190	101	4	unbanked	unbanked	ADJ
cana-6190	101	5	population	population	NOUN
cana-6190	101	6	is	be	AUX
cana-6190	101	7	highly	highly	ADV
cana-6190	101	8	concentrated	concentrated	ADJ
cana-6190	101	9	,	,	PUNCT
cana-6190	101	10	with	with	ADP
cana-6190	101	11	50	50	NUM
cana-6190	101	12	%	%	NOUN
cana-6190	101	13	of	of	ADP
cana-6190	101	14	all	all	DET
cana-6190	101	15	financially	financially	ADV
cana-6190	101	16	excluded	exclude	VERB
cana-6190	101	17	adults	adult	NOUN
cana-6190	101	18	residing	reside	VERB
cana-6190	101	19	in	in	ADP
cana-6190	101	20	just	just	ADV
cana-6190	101	21	seven	seven	NUM
cana-6190	101	22	developing	develop	VERB
cana-6190	101	23	economies	economy	NOUN
cana-6190	101	24	:	:	PUNCT
cana-6190	101	25	bangladesh	bangladesh	PROPN
cana-6190	101	26	,	,	PUNCT
cana-6190	101	27	china	china	PROPN
cana-6190	101	28	,	,	PUNCT
cana-6190	101	29	india	india	PROPN
cana-6190	101	30	,	,	PUNCT
cana-6190	101	31	indonesia	indonesia	PROPN
cana-6190	101	32	,	,	PUNCT
cana-6190	101	33	mexico	mexico	PROPN
cana-6190	101	34	,	,	PUNCT
cana-6190	101	35	nigeria	nigeria	PROPN
cana-6190	101	36	,	,	PUNCT
cana-6190	101	37	and	and	CCONJ
cana-6190	101	38	pakistan	pakistan	PROPN
cana-6190	101	39	.	.	PUNCT
cana-6190	102	1	5.2	5.2	NUM
cana-6190	102	2	regional	regional	ADJ
cana-6190	102	3	analysis	analysis	NOUN
cana-6190	102	4	and	and	CCONJ
cana-6190	102	5	disparities	disparity	NOUN
cana-6190	102	6	sub	sub	ADJ
cana-6190	102	7	-	-	ADJ
cana-6190	102	8	saharan	saharan	ADJ
cana-6190	102	9	africa	africa	PROPN
cana-6190	102	10	continues	continue	VERB
cana-6190	102	11	to	to	PART
cana-6190	102	12	face	face	VERB
cana-6190	102	13	significant	significant	ADJ
cana-6190	102	14	challenges	challenge	NOUN
cana-6190	102	15	in	in	ADP
cana-6190	102	16	financial	financial	ADJ
cana-6190	102	17	inclusion	inclusion	NOUN
cana-6190	102	18	,	,	PUNCT
cana-6190	102	19	with	with	ADP
cana-6190	102	20	approximately	approximately	ADV
cana-6190	102	21	43	43	NUM
cana-6190	102	22	%	%	NOUN
cana-6190	102	23	of	of	ADP
cana-6190	102	24	adults	adult	NOUN
cana-6190	102	25	lacking	lack	VERB
cana-6190	102	26	access	access	NOUN
cana-6190	102	27	to	to	ADP
cana-6190	102	28	banking	banking	NOUN
cana-6190	102	29	services	service	NOUN
cana-6190	102	30	.	.	PUNCT
cana-6190	103	1	however	however	ADV
cana-6190	103	2	,	,	PUNCT
cana-6190	103	3	the	the	DET
cana-6190	103	4	region	region	NOUN
cana-6190	103	5	has	have	AUX
cana-6190	103	6	demonstrated	demonstrate	VERB
cana-6190	103	7	remarkable	remarkable	ADJ
cana-6190	103	8	progress	progress	NOUN
cana-6190	103	9	through	through	ADP
cana-6190	103	10	mobile	mobile	ADJ
cana-6190	103	11	money	money	NOUN
cana-6190	103	12	innovations	innovation	NOUN
cana-6190	103	13	.	.	PUNCT
cana-6190	104	1	in	in	ADP
cana-6190	104	2	kenya	kenya	PROPN
cana-6190	104	3	,	,	PUNCT
cana-6190	104	4	for	for	ADP
cana-6190	104	5	instance	instance	NOUN
cana-6190	104	6	,	,	PUNCT
cana-6190	104	7	73	73	NUM
cana-6190	104	8	%	%	NOUN
cana-6190	104	9	of	of	ADP
cana-6190	104	10	adults	adult	NOUN
cana-6190	104	11	actively	actively	ADV
cana-6190	104	12	use	use	VERB
cana-6190	104	13	mobile	mobile	ADJ
cana-6190	104	14	money	money	NOUN
cana-6190	104	15	services	service	NOUN
cana-6190	104	16	,	,	PUNCT
cana-6190	104	17	highlighting	highlight	VERB
cana-6190	104	18	how	how	SCONJ
cana-6190	104	19	technology	technology	NOUN
cana-6190	104	20	can	can	AUX
cana-6190	104	21	bridge	bridge	VERB
cana-6190	104	22	gaps	gap	NOUN
cana-6190	104	23	in	in	ADP
cana-6190	104	24	traditional	traditional	ADJ
cana-6190	104	25	banking	banking	NOUN
cana-6190	104	26	.	.	PUNCT
cana-6190	105	1	conversely	conversely	ADV
cana-6190	105	2	,	,	PUNCT
cana-6190	105	3	financial	financial	ADJ
cana-6190	105	4	exclusion	exclusion	NOUN
cana-6190	105	5	remains	remain	VERB
cana-6190	105	6	severe	severe	ADJ
cana-6190	105	7	in	in	ADP
cana-6190	105	8	countries	country	NOUN
cana-6190	105	9	like	like	ADP
cana-6190	105	10	south	south	PROPN
cana-6190	105	11	sudan	sudan	PROPN
cana-6190	105	12	and	and	CCONJ
cana-6190	105	13	the	the	DET
cana-6190	105	14	central	central	ADJ
cana-6190	105	15	african	african	ADJ
cana-6190	105	16	republic	republic	NOUN
cana-6190	105	17	,	,	PUNCT
cana-6190	105	18	where	where	SCONJ
cana-6190	105	19	over	over	ADP
cana-6190	105	20	80	80	NUM
cana-6190	105	21	%	%	NOUN
cana-6190	105	22	of	of	ADP
cana-6190	105	23	the	the	DET
cana-6190	105	24	population	population	NOUN
cana-6190	105	25	remains	remain	VERB
cana-6190	105	26	unbanked	unbanked	ADJ
cana-6190	105	27	.	.	PUNCT
cana-6190	106	1	south	south	PROPN
cana-6190	106	2	asia	asia	PROPN
cana-6190	106	3	has	have	AUX
cana-6190	106	4	made	make	VERB
cana-6190	106	5	considerable	considerable	ADJ
cana-6190	106	6	progress	progress	NOUN
cana-6190	106	7	in	in	ADP
cana-6190	106	8	financial	financial	ADJ
cana-6190	106	9	inclusion	inclusion	NOUN
cana-6190	106	10	,	,	PUNCT
cana-6190	106	11	largely	largely	ADV
cana-6190	106	12	due	due	ADJ
cana-6190	106	13	to	to	ADP
cana-6190	106	14	india	india	PROPN
cana-6190	106	15	's	's	PART
cana-6190	106	16	extensive	extensive	ADJ
cana-6190	106	17	digitalization	digitalization	NOUN
cana-6190	106	18	initiatives	initiative	NOUN
cana-6190	106	19	.	.	PUNCT
cana-6190	107	1	over	over	ADP
cana-6190	107	2	the	the	DET
cana-6190	107	3	past	past	ADJ
cana-6190	107	4	five	five	NUM
cana-6190	107	5	years	year	NOUN
cana-6190	107	6	,	,	PUNCT
cana-6190	107	7	the	the	DET
cana-6190	107	8	proportion	proportion	NOUN
cana-6190	107	9	of	of	ADP
cana-6190	107	10	unbanked	unbanked	ADJ
cana-6190	107	11	individuals	individual	NOUN
cana-6190	107	12	in	in	ADP
cana-6190	107	13	the	the	DET
cana-6190	107	14	region	region	NOUN
cana-6190	107	15	has	have	AUX
cana-6190	107	16	declined	decline	VERB
cana-6190	107	17	from	from	ADP
cana-6190	107	18	42	42	NUM
cana-6190	107	19	%	%	NOUN
cana-6190	107	20	to	to	ADP
cana-6190	107	21	23	23	NUM
cana-6190	107	22	%	%	NOUN
cana-6190	107	23	,	,	PUNCT
cana-6190	107	24	marking	mark	VERB
cana-6190	107	25	the	the	DET
cana-6190	107	26	world	world	NOUN
cana-6190	107	27	's	's	PART
cana-6190	107	28	fastest	fast	ADJ
cana-6190	107	29	improvement	improvement	NOUN
cana-6190	107	30	rate	rate	NOUN
cana-6190	107	31	.	.	PUNCT
cana-6190	108	1	however	however	ADV
cana-6190	108	2	,	,	PUNCT
cana-6190	108	3	gender	gender	NOUN
cana-6190	108	4	disparities	disparity	NOUN
cana-6190	108	5	persist	persist	VERB
cana-6190	108	6	,	,	PUNCT
cana-6190	108	7	with	with	ADP
cana-6190	108	8	women	woman	NOUN
cana-6190	108	9	being	be	AUX
cana-6190	108	10	11	11	NUM
cana-6190	108	11	percentage	percentage	NOUN
cana-6190	108	12	points	point	NOUN
cana-6190	108	13	less	less	ADV
cana-6190	108	14	likely	likely	ADJ
cana-6190	108	15	to	to	PART
cana-6190	108	16	have	have	VERB
cana-6190	108	17	a	a	DET
cana-6190	108	18	bank	bank	NOUN
cana-6190	108	19	account	account	NOUN
cana-6190	108	20	than	than	ADP
cana-6190	108	21	men	man	NOUN
cana-6190	108	22	.	.	PUNCT
cana-6190	109	1	in	in	ADP
cana-6190	109	2	bangladesh	bangladesh	NOUN
cana-6190	109	3	,	,	PUNCT
cana-6190	109	4	despite	despite	SCONJ
cana-6190	109	5	its	its	PRON
cana-6190	109	6	leadership	leadership	NOUN
cana-6190	109	7	in	in	ADP
cana-6190	109	8	microfinance	microfinance	NOUN
cana-6190	109	9	,	,	PUNCT
cana-6190	109	10	35	35	NUM
cana-6190	109	11	%	%	NOUN
cana-6190	109	12	of	of	ADP
cana-6190	109	13	adults	adult	NOUN
cana-6190	109	14	still	still	ADV
cana-6190	109	15	lack	lack	VERB
cana-6190	109	16	access	access	NOUN
cana-6190	109	17	to	to	ADP
cana-6190	109	18	formal	formal	ADJ
cana-6190	109	19	financial	financial	ADJ
cana-6190	109	20	services	service	NOUN
cana-6190	109	21	.	.	PUNCT
cana-6190	110	1	communications	communication	NOUN
cana-6190	110	2	on	on	ADP
cana-6190	110	3	applied	apply	VERB
cana-6190	110	4	nonlinear	nonlinear	ADJ
cana-6190	110	5	analysis	analysis	NOUN
cana-6190	110	6	issn	issn	NOUN
cana-6190	110	7	:	:	PUNCT
cana-6190	110	8	1074	1074	NUM
cana-6190	110	9	-	-	PUNCT
cana-6190	110	10	133x	133x	NUM
cana-6190	110	11	vol	vol	NOUN
cana-6190	110	12	32	32	NUM
cana-6190	110	13	no	no	NOUN
cana-6190	110	14	.	.	NOUN
cana-6190	110	15	1	1	NUM
cana-6190	110	16	(	(	PUNCT
cana-6190	110	17	2025	2025	NUM
cana-6190	110	18	)	)	PUNCT
cana-6190	110	19	710	710	NUM
cana-6190	110	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	110	21	latin	latin	PROPN
cana-6190	110	22	america	america	PROPN
cana-6190	110	23	exhibits	exhibit	VERB
cana-6190	110	24	notable	notable	ADJ
cana-6190	110	25	disparities	disparity	NOUN
cana-6190	110	26	in	in	ADP
cana-6190	110	27	financial	financial	ADJ
cana-6190	110	28	access	access	NOUN
cana-6190	110	29	.	.	PUNCT
cana-6190	111	1	while	while	SCONJ
cana-6190	111	2	countries	country	NOUN
cana-6190	111	3	like	like	ADP
cana-6190	111	4	chile	chile	PROPN
cana-6190	111	5	and	and	CCONJ
cana-6190	111	6	brazil	brazil	PROPN
cana-6190	111	7	report	report	NOUN
cana-6190	111	8	banking	banking	NOUN
cana-6190	111	9	penetration	penetration	NOUN
cana-6190	111	10	rates	rate	NOUN
cana-6190	111	11	above	above	ADP
cana-6190	111	12	80	80	NUM
cana-6190	111	13	%	%	NOUN
cana-6190	111	14	,	,	PUNCT
cana-6190	111	15	nations	nation	NOUN
cana-6190	111	16	such	such	ADJ
cana-6190	111	17	as	as	ADP
cana-6190	111	18	nicaragua	nicaragua	PROPN
cana-6190	111	19	and	and	CCONJ
cana-6190	111	20	haiti	haiti	PROPN
cana-6190	111	21	continue	continue	VERB
cana-6190	111	22	to	to	PART
cana-6190	111	23	struggle	struggle	VERB
cana-6190	111	24	,	,	PUNCT
cana-6190	111	25	with	with	ADP
cana-6190	111	26	over	over	ADP
cana-6190	111	27	60	60	NUM
cana-6190	111	28	%	%	NOUN
cana-6190	111	29	of	of	ADP
cana-6190	111	30	their	their	PRON
cana-6190	111	31	populations	population	NOUN
cana-6190	111	32	remaining	remain	VERB
cana-6190	111	33	unbanked	unbanked	ADJ
cana-6190	111	34	.	.	PUNCT
cana-6190	112	1	the	the	DET
cana-6190	112	2	region	region	NOUN
cana-6190	112	3	's	's	PART
cana-6190	112	4	high	high	ADJ
cana-6190	112	5	urbanization	urbanization	NOUN
cana-6190	112	6	rate	rate	NOUN
cana-6190	112	7	(	(	PUNCT
cana-6190	112	8	80	80	NUM
cana-6190	112	9	%	%	NOUN
cana-6190	112	10	)	)	PUNCT
cana-6190	112	11	provides	provide	VERB
cana-6190	112	12	opportunities	opportunity	NOUN
cana-6190	112	13	for	for	SCONJ
cana-6190	112	14	digital	digital	ADJ
cana-6190	112	15	financial	financial	ADJ
cana-6190	112	16	services	service	NOUN
cana-6190	112	17	to	to	PART
cana-6190	112	18	expand	expand	VERB
cana-6190	112	19	,	,	PUNCT
cana-6190	112	20	but	but	CCONJ
cana-6190	112	21	rural	rural	ADJ
cana-6190	112	22	populations	population	NOUN
cana-6190	112	23	remain	remain	VERB
cana-6190	112	24	underserved	underserved	ADJ
cana-6190	112	25	.	.	PUNCT
cana-6190	113	1	east	east	PROPN
cana-6190	113	2	asia	asia	PROPN
cana-6190	113	3	and	and	CCONJ
cana-6190	113	4	the	the	DET
cana-6190	113	5	pacific	pacific	PROPN
cana-6190	113	6	also	also	ADV
cana-6190	113	7	display	display	VERB
cana-6190	113	8	significant	significant	ADJ
cana-6190	113	9	variations	variation	NOUN
cana-6190	113	10	in	in	ADP
cana-6190	113	11	financial	financial	ADJ
cana-6190	113	12	inclusion	inclusion	NOUN
cana-6190	113	13	.	.	PUNCT
cana-6190	114	1	economies	economy	NOUN
cana-6190	114	2	like	like	ADP
cana-6190	114	3	singapore	singapore	PROPN
cana-6190	114	4	and	and	CCONJ
cana-6190	114	5	south	south	PROPN
cana-6190	114	6	korea	korea	PROPN
cana-6190	114	7	boast	boast	VERB
cana-6190	114	8	nearly	nearly	ADV
cana-6190	114	9	universal	universal	ADJ
cana-6190	114	10	financial	financial	ADJ
cana-6190	114	11	access	access	NOUN
cana-6190	114	12	,	,	PUNCT
cana-6190	114	13	whereas	whereas	SCONJ
cana-6190	114	14	myanmar	myanmar	PROPN
cana-6190	114	15	and	and	CCONJ
cana-6190	114	16	cambodia	cambodia	PROPN
cana-6190	114	17	have	have	VERB
cana-6190	114	18	unbanked	unbanked	ADJ
cana-6190	114	19	populations	population	NOUN
cana-6190	114	20	exceeding	exceed	VERB
cana-6190	114	21	70	70	NUM
cana-6190	114	22	%	%	NOUN
cana-6190	114	23	.	.	PUNCT
cana-6190	115	1	china	china	PROPN
cana-6190	115	2	has	have	AUX
cana-6190	115	3	made	make	VERB
cana-6190	115	4	substantial	substantial	ADJ
cana-6190	115	5	strides	stride	NOUN
cana-6190	115	6	in	in	ADP
cana-6190	115	7	financial	financial	ADJ
cana-6190	115	8	inclusion	inclusion	NOUN
cana-6190	115	9	,	,	PUNCT
cana-6190	115	10	fueled	fuel	VERB
cana-6190	115	11	by	by	ADP
cana-6190	115	12	widespread	widespread	ADJ
cana-6190	115	13	digital	digital	ADJ
cana-6190	115	14	payment	payment	NOUN
cana-6190	115	15	adoption	adoption	NOUN
cana-6190	115	16	,	,	PUNCT
cana-6190	115	17	with	with	ADP
cana-6190	115	18	mobile	mobile	ADJ
cana-6190	115	19	transactions	transaction	NOUN
cana-6190	115	20	surpassing	surpass	VERB
cana-6190	115	21	$	$	SYM
cana-6190	115	22	40	40	NUM
cana-6190	115	23	trillion	trillion	NUM
cana-6190	115	24	annually	annually	ADV
cana-6190	115	25	.	.	PUNCT
cana-6190	116	1	india	india	PROPN
cana-6190	116	2	’s	’s	PART
cana-6190	116	3	financial	financial	PROPN
cana-6190	116	4	inclusion	inclusion	PROPN
cana-6190	116	5	revolution	revolution	NOUN
cana-6190	116	6	stands	stand	VERB
cana-6190	116	7	as	as	ADP
cana-6190	116	8	a	a	DET
cana-6190	116	9	global	global	ADJ
cana-6190	116	10	success	success	NOUN
cana-6190	116	11	story	story	NOUN
cana-6190	116	12	,	,	PUNCT
cana-6190	116	13	primarily	primarily	ADV
cana-6190	116	14	driven	drive	VERB
cana-6190	116	15	by	by	ADP
cana-6190	116	16	the	the	DET
cana-6190	116	17	jam	jam	NOUN
cana-6190	116	18	trinity	trinity	PROPN
cana-6190	116	19	—	—	PUNCT
cana-6190	116	20	jan	jan	PROPN
cana-6190	116	21	dhan	dhan	PROPN
cana-6190	116	22	(	(	PUNCT
cana-6190	116	23	financial	financial	ADJ
cana-6190	116	24	inclusion	inclusion	NOUN
cana-6190	116	25	)	)	PUNCT
cana-6190	116	26	,	,	PUNCT
cana-6190	116	27	aadhaar	aadhaar	NOUN
cana-6190	116	28	(	(	PUNCT
cana-6190	116	29	digital	digital	ADJ
cana-6190	116	30	identity	identity	NOUN
cana-6190	116	31	)	)	PUNCT
cana-6190	116	32	,	,	PUNCT
cana-6190	116	33	and	and	CCONJ
cana-6190	116	34	mobile	mobile	ADJ
cana-6190	116	35	connectivity	connectivity	NOUN
cana-6190	116	36	.	.	PUNCT
cana-6190	117	1	the	the	DET
cana-6190	117	2	pradhan	pradhan	PROPN
cana-6190	117	3	mantri	mantri	PROPN
cana-6190	117	4	jan	jan	PROPN
cana-6190	117	5	dhan	dhan	PROPN
cana-6190	117	6	yojana	yojana	PROPN
cana-6190	117	7	(	(	PUNCT
cana-6190	117	8	pmjdy	pmjdy	PROPN
cana-6190	117	9	)	)	PUNCT
cana-6190	117	10	has	have	AUX
cana-6190	117	11	enabled	enable	VERB
cana-6190	117	12	the	the	DET
cana-6190	117	13	opening	opening	NOUN
cana-6190	117	14	of	of	ADP
cana-6190	117	15	478	478	NUM
cana-6190	117	16	million	million	NUM
cana-6190	117	17	bank	bank	NOUN
cana-6190	117	18	accounts	account	NOUN
cana-6190	117	19	,	,	PUNCT
cana-6190	117	20	accumulating	accumulate	VERB
cana-6190	117	21	$	$	SYM
cana-6190	117	22	28.7	28.7	NUM
cana-6190	117	23	billion	billion	NUM
cana-6190	117	24	in	in	ADP
cana-6190	117	25	deposits	deposit	NOUN
cana-6190	117	26	.	.	PUNCT
cana-6190	118	1	women	woman	NOUN
cana-6190	118	2	hold	hold	VERB
cana-6190	118	3	56	56	NUM
cana-6190	118	4	%	%	NOUN
cana-6190	118	5	of	of	ADP
cana-6190	118	6	these	these	DET
cana-6190	118	7	accounts	account	NOUN
cana-6190	118	8	,	,	PUNCT
cana-6190	118	9	primarily	primarily	ADV
cana-6190	118	10	in	in	ADP
cana-6190	118	11	rural	rural	ADJ
cana-6190	118	12	and	and	CCONJ
cana-6190	118	13	semi	semi	ADJ
cana-6190	118	14	-	-	ADJ
cana-6190	118	15	urban	urban	ADJ
cana-6190	118	16	areas	area	NOUN
cana-6190	118	17	.	.	PUNCT
cana-6190	119	1	the	the	DET
cana-6190	119	2	number	number	NOUN
cana-6190	119	3	of	of	ADP
cana-6190	119	4	zero	zero	NUM
cana-6190	119	5	-	-	PUNCT
cana-6190	119	6	balance	balance	NOUN
cana-6190	119	7	accounts	account	NOUN
cana-6190	119	8	has	have	AUX
cana-6190	119	9	significantly	significantly	ADV
cana-6190	119	10	decreased	decrease	VERB
cana-6190	119	11	,	,	PUNCT
cana-6190	119	12	indicating	indicate	VERB
cana-6190	119	13	increased	increase	VERB
cana-6190	119	14	usage	usage	NOUN
cana-6190	119	15	.	.	PUNCT
cana-6190	120	1	the	the	DET
cana-6190	120	2	aadhaar	aadhaar	NOUN
cana-6190	120	3	system	system	NOUN
cana-6190	120	4	has	have	AUX
cana-6190	120	5	enrolled	enrol	VERB
cana-6190	120	6	99	99	NUM
cana-6190	120	7	%	%	NOUN
cana-6190	120	8	of	of	ADP
cana-6190	120	9	india	india	PROPN
cana-6190	120	10	’s	’s	PART
cana-6190	120	11	adult	adult	NOUN
cana-6190	120	12	population	population	NOUN
cana-6190	120	13	,	,	PUNCT
cana-6190	120	14	facilitating	facilitate	VERB
cana-6190	120	15	billions	billion	NOUN
cana-6190	120	16	of	of	ADP
cana-6190	120	17	authentications	authentication	NOUN
cana-6190	120	18	and	and	CCONJ
cana-6190	120	19	streamlining	streamline	VERB
cana-6190	120	20	access	access	NOUN
cana-6190	120	21	to	to	ADP
cana-6190	120	22	government	government	NOUN
cana-6190	120	23	schemes	scheme	NOUN
cana-6190	120	24	via	via	ADP
cana-6190	120	25	direct	direct	ADJ
cana-6190	120	26	benefit	benefit	NOUN
cana-6190	120	27	transfers	transfer	NOUN
cana-6190	120	28	(	(	PUNCT
cana-6190	120	29	dbt	dbt	PROPN
cana-6190	120	30	)	)	PUNCT
cana-6190	120	31	.	.	PUNCT
cana-6190	121	1	unified	unified	ADJ
cana-6190	121	2	payments	payment	NOUN
cana-6190	121	3	interface	interface	NOUN
cana-6190	121	4	(	(	PUNCT
cana-6190	121	5	upi	upi	PROPN
cana-6190	121	6	)	)	PUNCT
cana-6190	121	7	transactions	transaction	NOUN
cana-6190	121	8	have	have	AUX
cana-6190	121	9	grown	grow	VERB
cana-6190	121	10	exponentially	exponentially	ADV
cana-6190	121	11	,	,	PUNCT
cana-6190	121	12	reaching	reach	VERB
cana-6190	121	13	118	118	NUM
cana-6190	121	14	billion	billion	NUM
cana-6190	121	15	transactions	transaction	NOUN
cana-6190	121	16	worth	worth	ADJ
cana-6190	121	17	$	$	SYM
cana-6190	121	18	2.2	2.2	NUM
cana-6190	121	19	trillion	trillion	NUM
cana-6190	121	20	in	in	ADP
cana-6190	121	21	2023	2023	NUM
cana-6190	121	22	,	,	PUNCT
cana-6190	121	23	with	with	ADP
cana-6190	121	24	350	350	NUM
cana-6190	121	25	million	million	NUM
cana-6190	121	26	active	active	ADJ
cana-6190	121	27	monthly	monthly	ADJ
cana-6190	121	28	users	user	NOUN
cana-6190	121	29	.	.	PUNCT
cana-6190	122	1	rupay	rupay	PROPN
cana-6190	122	2	card	card	NOUN
cana-6190	122	3	adoption	adoption	NOUN
cana-6190	122	4	has	have	AUX
cana-6190	122	5	also	also	ADV
cana-6190	122	6	expanded	expand	VERB
cana-6190	122	7	significantly	significantly	ADV
cana-6190	122	8	.	.	PUNCT
cana-6190	123	1	dbt	dbt	PROPN
cana-6190	123	2	initiatives	initiative	NOUN
cana-6190	123	3	have	have	AUX
cana-6190	123	4	generated	generate	VERB
cana-6190	123	5	$	$	SYM
cana-6190	123	6	33	33	NUM
cana-6190	123	7	billion	billion	NUM
cana-6190	123	8	in	in	ADP
cana-6190	123	9	savings	saving	NOUN
cana-6190	123	10	,	,	PUNCT
cana-6190	123	11	benefiting	benefit	VERB
cana-6190	123	12	480	480	NUM
cana-6190	123	13	million	million	NUM
cana-6190	123	14	individuals	individual	NOUN
cana-6190	123	15	by	by	ADP
cana-6190	123	16	improving	improve	VERB
cana-6190	123	17	government	government	NOUN
cana-6190	123	18	subsidy	subsidy	NOUN
cana-6190	123	19	distribution	distribution	NOUN
cana-6190	123	20	.	.	PUNCT
cana-6190	124	1	several	several	ADJ
cana-6190	124	2	other	other	ADJ
cana-6190	124	3	countries	country	NOUN
cana-6190	124	4	have	have	AUX
cana-6190	124	5	made	make	VERB
cana-6190	124	6	notable	notable	ADJ
cana-6190	124	7	progress	progress	NOUN
cana-6190	124	8	in	in	ADP
cana-6190	124	9	financial	financial	ADJ
cana-6190	124	10	inclusion	inclusion	NOUN
cana-6190	124	11	.	.	PUNCT
cana-6190	125	1	brazil	brazil	PROPN
cana-6190	125	2	’s	’s	PART
cana-6190	125	3	pix	pix	ADJ
cana-6190	125	4	instant	instant	ADJ
cana-6190	125	5	payment	payment	NOUN
cana-6190	125	6	system	system	NOUN
cana-6190	125	7	has	have	AUX
cana-6190	125	8	gained	gain	VERB
cana-6190	125	9	140	140	NUM
cana-6190	125	10	million	million	NUM
cana-6190	125	11	users	user	NOUN
cana-6190	125	12	and	and	CCONJ
cana-6190	125	13	achieved	achieve	VERB
cana-6190	125	14	high	high	ADJ
cana-6190	125	15	transaction	transaction	NOUN
cana-6190	125	16	volumes	volume	NOUN
cana-6190	125	17	while	while	SCONJ
cana-6190	125	18	reducing	reduce	VERB
cana-6190	125	19	transfer	transfer	NOUN
cana-6190	125	20	costs	cost	NOUN
cana-6190	125	21	.	.	PUNCT
cana-6190	126	1	china	china	PROPN
cana-6190	126	2	’s	’s	PART
cana-6190	126	3	digital	digital	ADJ
cana-6190	126	4	payments	payment	NOUN
cana-6190	126	5	ecosystem	ecosystem	NOUN
cana-6190	126	6	is	be	AUX
cana-6190	126	7	one	one	NUM
cana-6190	126	8	of	of	ADP
cana-6190	126	9	the	the	DET
cana-6190	126	10	most	most	ADV
cana-6190	126	11	advanced	advanced	ADJ
cana-6190	126	12	,	,	PUNCT
cana-6190	126	13	featuring	feature	VERB
cana-6190	126	14	widespread	widespread	ADJ
cana-6190	126	15	mobile	mobile	ADJ
cana-6190	126	16	payment	payment	NOUN
cana-6190	126	17	adoption	adoption	NOUN
cana-6190	126	18	and	and	CCONJ
cana-6190	126	19	ongoing	ongoing	ADJ
cana-6190	126	20	digital	digital	ADJ
cana-6190	126	21	yuan	yuan	NOUN
cana-6190	126	22	trials	trial	NOUN
cana-6190	126	23	.	.	PUNCT
cana-6190	127	1	6	6	X
cana-6190	127	2	.	.	X
cana-6190	127	3	challenges	challenge	NOUN
cana-6190	127	4	to	to	ADP
cana-6190	127	5	financial	financial	ADJ
cana-6190	127	6	inclusion	inclusion	NOUN
cana-6190	127	7	despite	despite	SCONJ
cana-6190	127	8	progress	progress	NOUN
cana-6190	127	9	,	,	PUNCT
cana-6190	127	10	financial	financial	ADJ
cana-6190	127	11	inclusion	inclusion	NOUN
cana-6190	127	12	faces	face	VERB
cana-6190	127	13	numerous	numerous	ADJ
cana-6190	127	14	obstacles	obstacle	NOUN
cana-6190	127	15	.	.	PUNCT
cana-6190	128	1	access	access	NOUN
cana-6190	128	2	to	to	ADP
cana-6190	128	3	digital	digital	ADJ
cana-6190	128	4	infrastructure	infrastructure	NOUN
cana-6190	128	5	and	and	CCONJ
cana-6190	128	6	financial	financial	ADJ
cana-6190	128	7	literacy	literacy	NOUN
cana-6190	128	8	varies	vary	VERB
cana-6190	128	9	across	across	ADP
cana-6190	128	10	regions	region	NOUN
cana-6190	128	11	.	.	PUNCT
cana-6190	129	1	sub	sub	ADJ
cana-6190	129	2	-	-	ADJ
cana-6190	129	3	saharan	saharan	ADJ
cana-6190	129	4	africa	africa	PROPN
cana-6190	129	5	lags	lag	VERB
cana-6190	129	6	behind	behind	ADV
cana-6190	129	7	in	in	ADP
cana-6190	129	8	smartphone	smartphone	ADJ
cana-6190	129	9	penetration	penetration	NOUN
cana-6190	129	10	,	,	PUNCT
cana-6190	129	11	and	and	CCONJ
cana-6190	129	12	south	south	PROPN
cana-6190	129	13	asia	asia	PROPN
cana-6190	129	14	and	and	CCONJ
cana-6190	129	15	africa	africa	PROPN
cana-6190	129	16	exhibit	exhibit	VERB
cana-6190	129	17	gender	gender	NOUN
cana-6190	129	18	disparities	disparity	NOUN
cana-6190	129	19	in	in	ADP
cana-6190	129	20	mobile	mobile	ADJ
cana-6190	129	21	internet	internet	NOUN
cana-6190	129	22	use	use	NOUN
cana-6190	129	23	.	.	PUNCT
cana-6190	130	1	digital	digital	ADJ
cana-6190	130	2	literacy	literacy	NOUN
cana-6190	130	3	also	also	ADV
cana-6190	130	4	remains	remain	VERB
cana-6190	130	5	a	a	DET
cana-6190	130	6	hurdle	hurdle	NOUN
cana-6190	130	7	,	,	PUNCT
cana-6190	130	8	with	with	ADP
cana-6190	130	9	many	many	ADJ
cana-6190	130	10	populations	population	NOUN
cana-6190	130	11	lacking	lack	VERB
cana-6190	130	12	essential	essential	ADJ
cana-6190	130	13	technical	technical	ADJ
cana-6190	130	14	skills	skill	NOUN
cana-6190	130	15	.	.	PUNCT
cana-6190	131	1	additional	additional	ADJ
cana-6190	131	2	barriers	barrier	NOUN
cana-6190	131	3	include	include	VERB
cana-6190	131	4	complex	complex	ADJ
cana-6190	131	5	user	user	NOUN
cana-6190	131	6	interfaces	interface	NOUN
cana-6190	131	7	,	,	PUNCT
cana-6190	131	8	language	language	NOUN
cana-6190	131	9	constraints	constraint	NOUN
cana-6190	131	10	,	,	PUNCT
cana-6190	131	11	and	and	CCONJ
cana-6190	131	12	technological	technological	ADJ
cana-6190	131	13	difficulties	difficulty	NOUN
cana-6190	131	14	,	,	PUNCT
cana-6190	131	15	all	all	PRON
cana-6190	131	16	of	of	ADP
cana-6190	131	17	which	which	PRON
cana-6190	131	18	hinder	hinder	VERB
cana-6190	131	19	the	the	DET
cana-6190	131	20	adoption	adoption	NOUN
cana-6190	131	21	of	of	ADP
cana-6190	131	22	digital	digital	ADJ
cana-6190	131	23	financial	financial	ADJ
cana-6190	131	24	services	service	NOUN
cana-6190	131	25	.	.	PUNCT
cana-6190	132	1	6.1	6.1	NUM
cana-6190	132	2	.	.	PUNCT
cana-6190	132	3	key	key	ADJ
cana-6190	132	4	initiatives	initiative	NOUN
cana-6190	132	5	and	and	CCONJ
cana-6190	132	6	best	good	ADJ
cana-6190	132	7	practices	practice	NOUN
cana-6190	132	8	several	several	ADJ
cana-6190	132	9	successful	successful	ADJ
cana-6190	132	10	programs	program	NOUN
cana-6190	132	11	offer	offer	VERB
cana-6190	132	12	insights	insight	NOUN
cana-6190	132	13	into	into	ADP
cana-6190	132	14	improving	improve	VERB
cana-6190	132	15	financial	financial	ADJ
cana-6190	132	16	inclusion	inclusion	NOUN
cana-6190	132	17	:	:	PUNCT
cana-6190	132	18	6.1.1	6.1.1	NUM
cana-6190	132	19	india	india	PROPN
cana-6190	132	20	’s	’s	PART
cana-6190	132	21	business	business	NOUN
cana-6190	132	22	correspondent	correspondent	NOUN
cana-6190	132	23	model	model	NOUN
cana-6190	132	24	has	have	AUX
cana-6190	132	25	expanded	expand	VERB
cana-6190	132	26	access	access	NOUN
cana-6190	132	27	to	to	ADP
cana-6190	132	28	banking	banking	NOUN
cana-6190	132	29	services	service	NOUN
cana-6190	132	30	in	in	ADP
cana-6190	132	31	remote	remote	ADJ
cana-6190	132	32	areas	area	NOUN
cana-6190	132	33	.	.	PUNCT
cana-6190	133	1	6.1.2	6.1.2	NUM
cana-6190	133	2	financial	financial	ADJ
cana-6190	133	3	literacy	literacy	NOUN
cana-6190	133	4	programs	program	NOUN
cana-6190	133	5	have	have	AUX
cana-6190	133	6	educated	educate	VERB
cana-6190	133	7	millions	million	NOUN
cana-6190	133	8	on	on	ADP
cana-6190	133	9	managing	manage	VERB
cana-6190	133	10	finances	finance	NOUN
cana-6190	133	11	effectively	effectively	ADV
cana-6190	133	12	.	.	PUNCT
cana-6190	134	1	6.1.3	6.1.3	NUM
cana-6190	134	2	the	the	DET
cana-6190	134	3	mudra	mudra	PROPN
cana-6190	134	4	loan	loan	NOUN
cana-6190	134	5	scheme	scheme	NOUN
cana-6190	134	6	has	have	AUX
cana-6190	134	7	disbursed	disburse	VERB
cana-6190	134	8	substantial	substantial	ADJ
cana-6190	134	9	funds	fund	NOUN
cana-6190	134	10	,	,	PUNCT
cana-6190	134	11	especially	especially	ADV
cana-6190	134	12	benefiting	benefit	VERB
cana-6190	134	13	women	woman	NOUN
cana-6190	134	14	entrepreneurs	entrepreneur	NOUN
cana-6190	134	15	.	.	PUNCT
cana-6190	135	1	communications	communication	NOUN
cana-6190	135	2	on	on	ADP
cana-6190	135	3	applied	apply	VERB
cana-6190	135	4	nonlinear	nonlinear	ADJ
cana-6190	135	5	analysis	analysis	NOUN
cana-6190	135	6	issn	issn	NOUN
cana-6190	135	7	:	:	PUNCT
cana-6190	135	8	1074	1074	NUM
cana-6190	135	9	-	-	PUNCT
cana-6190	135	10	133x	133x	NUM
cana-6190	135	11	vol	vol	NOUN
cana-6190	135	12	32	32	NUM
cana-6190	135	13	no	no	NOUN
cana-6190	135	14	.	.	NOUN
cana-6190	135	15	1	1	NUM
cana-6190	135	16	(	(	PUNCT
cana-6190	135	17	2025	2025	NUM
cana-6190	135	18	)	)	PUNCT
cana-6190	135	19	711	711	NUM
cana-6190	135	20	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-6190	135	21	6.1.4	6.1.4	NUM
cana-6190	135	22	regulatory	regulatory	ADJ
cana-6190	135	23	innovations	innovation	NOUN
cana-6190	135	24	,	,	PUNCT
cana-6190	135	25	including	include	VERB
cana-6190	135	26	payment	payment	NOUN
cana-6190	135	27	banks	bank	NOUN
cana-6190	135	28	and	and	CCONJ
cana-6190	135	29	small	small	ADJ
cana-6190	135	30	finance	finance	NOUN
cana-6190	135	31	banks	bank	NOUN
cana-6190	135	32	,	,	PUNCT
cana-6190	135	33	have	have	AUX
cana-6190	135	34	reduced	reduce	VERB
cana-6190	135	35	costs	cost	NOUN
cana-6190	135	36	and	and	CCONJ
cana-6190	135	37	increased	increase	VERB
cana-6190	135	38	financial	financial	ADJ
cana-6190	135	39	access	access	NOUN
cana-6190	135	40	.	.	PUNCT
cana-6190	136	1	6.1.5	6.1.5	NUM
cana-6190	136	2	the	the	DET
cana-6190	136	3	account	account	NOUN
cana-6190	136	4	aggregator	aggregator	NOUN
cana-6190	136	5	framework	framework	NOUN
cana-6190	136	6	and	and	CCONJ
cana-6190	136	7	india	india	PROPN
cana-6190	136	8	stack	stack	NOUN
cana-6190	136	9	have	have	AUX
cana-6190	136	10	improved	improve	VERB
cana-6190	136	11	efficiency	efficiency	NOUN
cana-6190	136	12	by	by	ADP
cana-6190	136	13	streamlining	streamline	VERB
cana-6190	136	14	ekyc	ekyc	NOUN
cana-6190	136	15	and	and	CCONJ
cana-6190	136	16	government	government	NOUN
cana-6190	136	17	benefit	benefit	NOUN
cana-6190	136	18	transfers	transfer	NOUN
cana-6190	136	19	.	.	PUNCT
cana-6190	137	1	7	7	X
cana-6190	137	2	.	.	X
cana-6190	137	3	comparative	comparative	ADJ
cana-6190	137	4	analysis	analysis	NOUN
cana-6190	137	5	of	of	ADP
cana-6190	137	6	financial	financial	ADJ
cana-6190	137	7	inclusion	inclusion	NOUN
cana-6190	137	8	models	model	NOUN
cana-6190	137	9	developing	develop	VERB
cana-6190	137	10	economies	economy	NOUN
cana-6190	137	11	have	have	AUX
cana-6190	137	12	adopted	adopt	VERB
cana-6190	137	13	diverse	diverse	ADJ
cana-6190	137	14	strategies	strategy	NOUN
cana-6190	137	15	for	for	ADP
cana-6190	137	16	enhancing	enhance	VERB
cana-6190	137	17	financial	financial	ADJ
cana-6190	137	18	inclusion	inclusion	NOUN
cana-6190	137	19	.	.	PUNCT
cana-6190	138	1	kenya	kenya	PROPN
cana-6190	138	2	and	and	CCONJ
cana-6190	138	3	india	india	PROPN
cana-6190	138	4	serve	serve	VERB
cana-6190	138	5	as	as	ADP
cana-6190	138	6	key	key	ADJ
cana-6190	138	7	examples	example	NOUN
cana-6190	138	8	of	of	ADP
cana-6190	138	9	digital	digital	ADJ
cana-6190	138	10	payment	payment	NOUN
cana-6190	138	11	adoption	adoption	NOUN
cana-6190	138	12	.	.	PUNCT
cana-6190	139	1	kenya	kenya	PROPN
cana-6190	139	2	’s	’s	PART
cana-6190	139	3	m	m	PROPN
cana-6190	139	4	-	-	PROPN
cana-6190	139	5	pesa	pesa	NOUN
cana-6190	139	6	,	,	PUNCT
cana-6190	139	7	a	a	DET
cana-6190	139	8	private	private	ADJ
cana-6190	139	9	-	-	PUNCT
cana-6190	139	10	sector	sector	NOUN
cana-6190	139	11	-	-	PUNCT
cana-6190	139	12	led	lead	VERB
cana-6190	139	13	mobile	mobile	ADJ
cana-6190	139	14	money	money	NOUN
cana-6190	139	15	system	system	NOUN
cana-6190	139	16	,	,	PUNCT
cana-6190	139	17	recorded	record	VERB
cana-6190	139	18	$	$	SYM
cana-6190	139	19	63	63	NUM
cana-6190	139	20	billion	billion	NUM
cana-6190	139	21	in	in	ADP
cana-6190	139	22	transactions	transaction	NOUN
cana-6190	139	23	in	in	ADP
cana-6190	139	24	2023	2023	NUM
cana-6190	139	25	,	,	PUNCT
cana-6190	139	26	reaching	reach	VERB
cana-6190	139	27	73	73	NUM
cana-6190	139	28	%	%	NOUN
cana-6190	139	29	of	of	ADP
cana-6190	139	30	adults	adult	NOUN
cana-6190	139	31	through	through	ADP
cana-6190	139	32	a	a	DET
cana-6190	139	33	network	network	NOUN
cana-6190	139	34	of	of	ADP
cana-6190	139	35	247,000	247,000	NUM
cana-6190	139	36	agents	agent	NOUN
cana-6190	139	37	,	,	PUNCT
cana-6190	139	38	with	with	ADP
cana-6190	139	39	an	an	DET
cana-6190	139	40	average	average	ADJ
cana-6190	139	41	transaction	transaction	NOUN
cana-6190	139	42	size	size	NOUN
cana-6190	139	43	of	of	ADP
cana-6190	139	44	$	$	SYM
cana-6190	139	45	25	25	NUM
cana-6190	139	46	.	.	PUNCT
cana-6190	140	1	meanwhile	meanwhile	ADV
cana-6190	140	2	,	,	PUNCT
cana-6190	140	3	india	india	PROPN
cana-6190	140	4	’s	’s	PART
cana-6190	140	5	upi	upi	PROPN
cana-6190	140	6	,	,	PUNCT
cana-6190	140	7	a	a	DET
cana-6190	140	8	public	public	ADJ
cana-6190	140	9	infrastructure	infrastructure	NOUN
cana-6190	140	10	-	-	PUNCT
cana-6190	140	11	driven	drive	VERB
cana-6190	140	12	model	model	NOUN
cana-6190	140	13	,	,	PUNCT
cana-6190	140	14	reported	report	VERB
cana-6190	140	15	$	$	SYM
cana-6190	140	16	2.2	2.2	NUM
cana-6190	140	17	trillion	trillion	NUM
cana-6190	140	18	in	in	ADP
cana-6190	140	19	transactions	transaction	NOUN
cana-6190	140	20	,	,	PUNCT
cana-6190	140	21	covering	cover	VERB
cana-6190	140	22	80	80	NUM
cana-6190	140	23	%	%	NOUN
cana-6190	140	24	of	of	ADP
cana-6190	140	25	adults	adult	NOUN
cana-6190	140	26	through	through	ADP
cana-6190	140	27	1.98	1.98	NUM
cana-6190	140	28	million	million	NUM
cana-6190	140	29	agents	agent	NOUN
cana-6190	140	30	,	,	PUNCT
cana-6190	140	31	with	with	ADP
cana-6190	140	32	an	an	DET
cana-6190	140	33	average	average	ADJ
cana-6190	140	34	transaction	transaction	NOUN
cana-6190	140	35	size	size	NOUN
cana-6190	140	36	of	of	ADP
cana-6190	140	37	$	$	SYM
cana-6190	140	38	45	45	NUM
cana-6190	140	39	.	.	PUNCT
cana-6190	141	1	while	while	SCONJ
cana-6190	141	2	both	both	DET
cana-6190	141	3	countries	country	NOUN
cana-6190	141	4	have	have	AUX
cana-6190	141	5	made	make	VERB
cana-6190	141	6	substantial	substantial	ADJ
cana-6190	141	7	progress	progress	NOUN
cana-6190	141	8	,	,	PUNCT
cana-6190	141	9	india	india	PROPN
cana-6190	141	10	’s	’s	PART
cana-6190	141	11	upi	upi	PROPN
cana-6190	141	12	model	model	NOUN
cana-6190	141	13	has	have	AUX
cana-6190	141	14	proven	prove	VERB
cana-6190	141	15	more	more	ADV
cana-6190	141	16	costeffective	costeffective	ADJ
cana-6190	141	17	,	,	PUNCT
cana-6190	141	18	reducing	reduce	VERB
cana-6190	141	19	transaction	transaction	NOUN
cana-6190	141	20	costs	cost	NOUN
cana-6190	141	21	by	by	ADP
cana-6190	141	22	90	90	NUM
cana-6190	141	23	%	%	NOUN
cana-6190	141	24	,	,	PUNCT
cana-6190	141	25	compared	compare	VERB
cana-6190	141	26	to	to	ADP
cana-6190	141	27	70	70	NUM
cana-6190	141	28	%	%	NOUN
cana-6190	141	29	in	in	ADP
cana-6190	141	30	kenya	kenya	PROPN
cana-6190	141	31	.	.	PUNCT
cana-6190	142	1	india	india	PROPN
cana-6190	142	2	also	also	ADV
cana-6190	142	3	surpasses	surpass	VERB
cana-6190	142	4	kenya	kenya	PROPN
cana-6190	142	5	in	in	ADP
cana-6190	142	6	rural	rural	ADJ
cana-6190	142	7	penetration	penetration	NOUN
cana-6190	142	8	(	(	PUNCT
cana-6190	142	9	65	65	NUM
cana-6190	142	10	%	%	NOUN
cana-6190	142	11	vs.	vs.	ADP
cana-6190	142	12	63	63	NUM
cana-6190	142	13	%	%	NOUN
cana-6190	142	14	)	)	PUNCT
cana-6190	142	15	,	,	PUNCT
cana-6190	142	16	but	but	CCONJ
cana-6190	142	17	faces	face	VERB
cana-6190	142	18	a	a	DET
cana-6190	142	19	greater	great	ADJ
cana-6190	142	20	gender	gender	NOUN
cana-6190	142	21	gap	gap	NOUN
cana-6190	142	22	in	in	ADP
cana-6190	142	23	adoption	adoption	NOUN
cana-6190	142	24	(	(	PUNCT
cana-6190	142	25	14	14	NUM
cana-6190	142	26	%	%	NOUN
cana-6190	142	27	vs.	vs.	ADP
cana-6190	142	28	7	7	NUM
cana-6190	142	29	%	%	NOUN
cana-6190	142	30	)	)	PUNCT
cana-6190	142	31	.	.	PUNCT
cana-6190	143	1	merchant	merchant	NOUN
cana-6190	143	2	acceptance	acceptance	NOUN
cana-6190	143	3	is	be	AUX
cana-6190	143	4	also	also	ADV
cana-6190	143	5	higher	high	ADJ
cana-6190	143	6	in	in	ADP
cana-6190	143	7	india	india	PROPN
cana-6190	143	8	,	,	PUNCT
cana-6190	143	9	with	with	ADP
cana-6190	143	10	68	68	NUM
cana-6190	143	11	%	%	NOUN
cana-6190	143	12	of	of	ADP
cana-6190	143	13	merchants	merchant	NOUN
cana-6190	143	14	using	use	VERB
cana-6190	143	15	upi	upi	PROPN
cana-6190	143	16	,	,	PUNCT
cana-6190	143	17	compared	compare	VERB
cana-6190	143	18	to	to	ADP
cana-6190	143	19	52	52	NUM
cana-6190	143	20	%	%	NOUN
cana-6190	143	21	relying	rely	VERB
cana-6190	143	22	on	on	ADP
cana-6190	143	23	m	m	NOUN
cana-6190	143	24	-	-	NOUN
cana-6190	143	25	pesa	pesa	NOUN
cana-6190	143	26	in	in	ADP
cana-6190	143	27	kenya	kenya	PROPN
cana-6190	143	28	.	.	PUNCT
cana-6190	144	1	these	these	DET
cana-6190	144	2	findings	finding	NOUN
cana-6190	144	3	underscore	underscore	VERB
cana-6190	144	4	the	the	DET
cana-6190	144	5	role	role	NOUN
cana-6190	144	6	of	of	ADP
cana-6190	144	7	policy	policy	NOUN
cana-6190	144	8	-	-	PUNCT
cana-6190	144	9	driven	drive	VERB
cana-6190	144	10	digital	digital	ADJ
cana-6190	144	11	financial	financial	ADJ
cana-6190	144	12	ecosystems	ecosystem	NOUN
cana-6190	144	13	in	in	ADP
cana-6190	144	14	accelerating	accelerate	VERB
cana-6190	144	15	financial	financial	ADJ
cana-6190	144	16	inclusion	inclusion	NOUN
cana-6190	144	17	,	,	PUNCT
cana-6190	144	18	particularly	particularly	ADV
cana-6190	144	19	when	when	SCONJ
cana-6190	144	20	paired	pair	VERB
cana-6190	144	21	with	with	ADP
cana-6190	144	22	widespread	widespread	ADJ
cana-6190	144	23	mobile	mobile	ADJ
cana-6190	144	24	penetration	penetration	NOUN
cana-6190	144	25	and	and	CCONJ
cana-6190	144	26	supportive	supportive	ADJ
cana-6190	144	27	regulatory	regulatory	ADJ
cana-6190	144	28	frameworks	framework	NOUN
cana-6190	144	29	.	.	PUNCT
cana-6190	145	1	figure	figure	VERB
cana-6190	145	2	1.1	1.1	NUM
cana-6190	145	3	.	.	PUNCT
cana-6190	146	1	digital	digital	ADJ
cana-6190	146	2	payment	payment	NOUN
cana-6190	146	3	model	model	NOUN
cana-6190	146	4	digital	digital	ADJ
cana-6190	146	5	identity	identity	NOUN
cana-6190	146	6	systems	system	NOUN
cana-6190	146	7	demonstrate	demonstrate	VERB
cana-6190	146	8	several	several	ADJ
cana-6190	146	9	strategies	strategy	NOUN
cana-6190	146	10	.	.	PUNCT
cana-6190	147	1	at	at	ADP
cana-6190	147	2	a	a	DET
cana-6190	147	3	cheap	cheap	ADJ
cana-6190	147	4	cost	cost	NOUN
cana-6190	147	5	of	of	ADP
cana-6190	147	6	$	$	SYM
cana-6190	147	7	1.20	1.20	NUM
cana-6190	147	8	per	per	ADP
cana-6190	147	9	i	i	PROPN
cana-6190	147	10	d	d	PROPN
cana-6190	147	11	,	,	PUNCT
cana-6190	147	12	india	india	PROPN
cana-6190	147	13	's	's	PART
cana-6190	147	14	aadhaar	aadhaar	NOUN
cana-6190	147	15	has	have	VERB
cana-6190	147	16	nearly	nearly	ADV
cana-6190	147	17	universal	universal	ADJ
cana-6190	147	18	coverage	coverage	NOUN
cana-6190	147	19	,	,	PUNCT
cana-6190	147	20	reaching	reach	VERB
cana-6190	147	21	99	99	NUM
cana-6190	147	22	%	%	NOUN
cana-6190	147	23	of	of	ADP
cana-6190	147	24	adults	adult	NOUN
cana-6190	147	25	.	.	PUNCT
cana-6190	148	1	it	it	PRON
cana-6190	148	2	has	have	VERB
cana-6190	148	3	an	an	DET
cana-6190	148	4	84	84	NUM
cana-6190	148	5	%	%	NOUN
cana-6190	148	6	integration	integration	NOUN
cana-6190	148	7	rate	rate	NOUN
cana-6190	148	8	with	with	ADP
cana-6190	148	9	financial	financial	ADJ
cana-6190	148	10	services	service	NOUN
cana-6190	148	11	and	and	CCONJ
cana-6190	148	12	a	a	DET
cana-6190	148	13	94	94	NUM
cana-6190	148	14	%	%	NOUN
cana-6190	148	15	authentication	authentication	NOUN
cana-6190	148	16	success	success	NOUN
cana-6190	148	17	rate	rate	NOUN
cana-6190	148	18	.	.	PUNCT
cana-6190	149	1	on	on	ADP
cana-6190	149	2	the	the	DET
cana-6190	149	3	other	other	ADJ
cana-6190	149	4	hand	hand	NOUN
cana-6190	149	5	,	,	PUNCT
cana-6190	149	6	73	73	NUM
cana-6190	149	7	%	%	NOUN
cana-6190	149	8	of	of	ADP
cana-6190	149	9	people	people	NOUN
cana-6190	149	10	are	be	AUX
cana-6190	149	11	covered	cover	VERB
cana-6190	149	12	by	by	ADP
cana-6190	149	13	thailand	thailand	PROPN
cana-6190	149	14	's	's	PART
cana-6190	149	15	national	national	PROPN
cana-6190	149	16	digital	digital	PROPN
cana-6190	149	17	i	i	PROPN
cana-6190	149	18	d	d	PROPN
cana-6190	149	19	,	,	PUNCT
cana-6190	149	20	which	which	PRON
cana-6190	149	21	costs	cost	VERB
cana-6190	149	22	$	$	SYM
cana-6190	149	23	3.40	3.40	NUM
cana-6190	149	24	per	per	ADP
cana-6190	149	25	i	i	PROPN
cana-6190	149	26	d	d	PROPN
cana-6190	149	27	and	and	CCONJ
cana-6190	149	28	has	have	VERB
cana-6190	149	29	a	a	DET
cana-6190	149	30	slightly	slightly	ADV
cana-6190	149	31	lower	low	ADJ
cana-6190	149	32	authentication	authentication	NOUN
cana-6190	149	33	success	success	NOUN
cana-6190	149	34	rate	rate	NOUN
cana-6190	149	35	of	of	ADP
cana-6190	149	36	91	91	NUM
cana-6190	149	37	%	%	NOUN
cana-6190	149	38	and	and	CCONJ
cana-6190	149	39	67	67	NUM
cana-6190	149	40	%	%	NOUN
cana-6190	149	41	integration	integration	NOUN
cana-6190	149	42	with	with	ADP
cana-6190	149	43	financial	financial	ADJ
cana-6190	149	44	institutions	institution	NOUN
cana-6190	149	45	.	.	PUNCT
cana-6190	150	1	communications	communication	NOUN
cana-6190	150	2	on	on	ADP
cana-6190	150	3	applied	apply	VERB
cana-6190	150	4	nonlinear	nonlinear	ADJ
cana-6190	150	5	analysis	analysis	NOUN
cana-6190	150	6	issn	issn	NOUN
cana-6190	150	7	:	:	PUNCT
cana-6190	150	8	1074	1074	NUM
cana-6190	150	9	-	-	PUNCT
cana-6190	150	10	133x	133x	NUM
cana-6190	150	11	vol	vol	NOUN
cana-6190	150	12	32	32	NUM
cana-6190	150	13	no	no	NOUN
cana-6190	150	14	.	.	NOUN
cana-6190	150	15	1	1	NUM
cana-6190	150	16	(	(	PUNCT
cana-6190	150	17	2025	2025	NUM
cana-6190	150	18	)	)	PUNCT
cana-6190	151	1	712	712	NUM
cana-6190	151	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	151	3	figure1.2	figure1.2	NOUN
cana-6190	151	4	.	.	PUNCT
cana-6190	152	1	comparison	comparison	NOUN
cana-6190	152	2	of	of	ADP
cana-6190	152	3	digital	digital	ADJ
cana-6190	152	4	identity	identity	NOUN
cana-6190	152	5	system	system	NOUN
cana-6190	152	6	regulatory	regulatory	ADJ
cana-6190	152	7	sandboxes	sandbox	NOUN
cana-6190	152	8	provide	provide	VERB
cana-6190	152	9	an	an	DET
cana-6190	152	10	additional	additional	ADJ
cana-6190	152	11	comparison	comparison	NOUN
cana-6190	152	12	point	point	NOUN
cana-6190	152	13	.	.	PUNCT
cana-6190	153	1	with	with	ADP
cana-6190	153	2	an	an	DET
cana-6190	153	3	average	average	ADJ
cana-6190	153	4	testing	testing	NOUN
cana-6190	153	5	length	length	NOUN
cana-6190	153	6	of	of	ADP
cana-6190	153	7	nine	nine	NUM
cana-6190	153	8	months	month	NOUN
cana-6190	153	9	,	,	PUNCT
cana-6190	153	10	singapore	singapore	PROPN
cana-6190	153	11	's	's	PART
cana-6190	153	12	model	model	NOUN
cana-6190	153	13	has	have	AUX
cana-6190	153	14	housed	house	VERB
cana-6190	153	15	forty	forty	NUM
cana-6190	153	16	-	-	PUNCT
cana-6190	153	17	five	five	NUM
cana-6190	153	18	fintech	fintech	NOUN
cana-6190	153	19	businesses	business	NOUN
cana-6190	153	20	in	in	ADP
cana-6190	153	21	its	its	PRON
cana-6190	153	22	sandbox	sandbox	NOUN
cana-6190	153	23	,	,	PUNCT
cana-6190	153	24	with	with	ADP
cana-6190	153	25	a	a	DET
cana-6190	153	26	68	68	NUM
cana-6190	153	27	%	%	NOUN
cana-6190	153	28	graduation	graduation	NOUN
cana-6190	153	29	rate	rate	NOUN
cana-6190	153	30	.	.	PUNCT
cana-6190	154	1	these	these	DET
cana-6190	154	2	companies	company	NOUN
cana-6190	154	3	mostly	mostly	ADV
cana-6190	154	4	focus	focus	VERB
cana-6190	154	5	on	on	ADP
cana-6190	154	6	digital	digital	ADJ
cana-6190	154	7	banking	banking	NOUN
cana-6190	154	8	,	,	PUNCT
cana-6190	154	9	blockchain	blockchain	NOUN
cana-6190	154	10	,	,	PUNCT
cana-6190	154	11	and	and	CCONJ
cana-6190	154	12	artificial	artificial	ADJ
cana-6190	154	13	intelligence	intelligence	NOUN
cana-6190	154	14	.	.	PUNCT
cana-6190	155	1	a	a	DET
cana-6190	155	2	57	57	NUM
cana-6190	155	3	%	%	NOUN
cana-6190	155	4	graduation	graduation	NOUN
cana-6190	155	5	rate	rate	NOUN
cana-6190	155	6	was	be	AUX
cana-6190	155	7	achieved	achieve	VERB
cana-6190	155	8	by	by	ADP
cana-6190	155	9	32	32	NUM
cana-6190	155	10	fintech	fintech	NOUN
cana-6190	155	11	startups	startup	NOUN
cana-6190	155	12	in	in	ADP
cana-6190	155	13	brazil	brazil	PROPN
cana-6190	155	14	,	,	PUNCT
cana-6190	155	15	which	which	PRON
cana-6190	155	16	had	have	VERB
cana-6190	155	17	a	a	DET
cana-6190	155	18	longer	long	ADJ
cana-6190	155	19	average	average	ADJ
cana-6190	155	20	testing	testing	NOUN
cana-6190	155	21	period	period	NOUN
cana-6190	155	22	of	of	ADP
cana-6190	155	23	12	12	NUM
cana-6190	155	24	months	month	NOUN
cana-6190	155	25	and	and	CCONJ
cana-6190	155	26	focused	focus	VERB
cana-6190	155	27	on	on	ADP
cana-6190	155	28	improvements	improvement	NOUN
cana-6190	155	29	in	in	ADP
cana-6190	155	30	credit	credit	NOUN
cana-6190	155	31	scoring	scoring	NOUN
cana-6190	155	32	and	and	CCONJ
cana-6190	155	33	payment	payment	NOUN
cana-6190	155	34	systems	system	NOUN
cana-6190	155	35	.	.	PUNCT
cana-6190	156	1	improving	improve	VERB
cana-6190	156	2	financial	financial	ADJ
cana-6190	156	3	inclusion	inclusion	NOUN
cana-6190	156	4	requires	require	VERB
cana-6190	156	5	the	the	DET
cana-6190	156	6	use	use	NOUN
cana-6190	156	7	of	of	ADP
cana-6190	156	8	emerging	emerge	VERB
cana-6190	156	9	technology	technology	NOUN
cana-6190	156	10	.	.	PUNCT
cana-6190	157	1	credit	credit	NOUN
cana-6190	157	2	scoring	scoring	NOUN
cana-6190	157	3	is	be	AUX
cana-6190	157	4	being	be	AUX
cana-6190	157	5	revolutionized	revolutionize	VERB
cana-6190	157	6	by	by	ADP
cana-6190	157	7	artificial	artificial	ADJ
cana-6190	157	8	intelligence	intelligence	NOUN
cana-6190	157	9	.	.	PUNCT
cana-6190	158	1	by	by	ADP
cana-6190	158	2	expanding	expand	VERB
cana-6190	158	3	the	the	DET
cana-6190	158	4	amount	amount	NOUN
cana-6190	158	5	of	of	ADP
cana-6190	158	6	data	datum	NOUN
cana-6190	158	7	points	point	NOUN
cana-6190	158	8	from	from	ADP
cana-6190	158	9	the	the	DET
cana-6190	158	10	conventional	conventional	ADJ
cana-6190	158	11	8–12	8–12	NOUN
cana-6190	158	12	to	to	ADP
cana-6190	158	13	an	an	DET
cana-6190	158	14	ai	ai	VERB
cana-6190	158	15	-	-	PUNCT
cana-6190	158	16	enabled	enable	VERB
cana-6190	158	17	800	800	NUM
cana-6190	158	18	-	-	SYM
cana-6190	158	19	1000	1000	NUM
cana-6190	158	20	,	,	PUNCT
cana-6190	158	21	accuracy	accuracy	NOUN
cana-6190	158	22	is	be	AUX
cana-6190	158	23	increased	increase	VERB
cana-6190	158	24	by	by	ADP
cana-6190	158	25	35	35	NUM
cana-6190	158	26	%	%	NOUN
cana-6190	158	27	and	and	CCONJ
cana-6190	158	28	incorrect	incorrect	ADJ
cana-6190	158	29	rejections	rejection	NOUN
cana-6190	158	30	are	be	AUX
cana-6190	158	31	decreased	decrease	VERB
cana-6190	158	32	by	by	ADP
cana-6190	158	33	45	45	NUM
cana-6190	158	34	%	%	NOUN
cana-6190	158	35	.	.	PUNCT
cana-6190	159	1	for	for	ADP
cana-6190	159	2	example	example	NOUN
cana-6190	159	3	,	,	PUNCT
cana-6190	159	4	lend	lend	VERB
cana-6190	159	5	processes	process	NOUN
cana-6190	159	6	three	three	NUM
cana-6190	159	7	billion	billion	NUM
cana-6190	159	8	data	datum	NOUN
cana-6190	159	9	points	point	NOUN
cana-6190	159	10	every	every	DET
cana-6190	159	11	day	day	NOUN
cana-6190	159	12	,	,	PUNCT
cana-6190	159	13	while	while	SCONJ
cana-6190	159	14	credit	credit	NOUN
cana-6190	159	15	vidya	vidya	NOUN
cana-6190	159	16	leverages	leverage	VERB
cana-6190	159	17	thousands	thousand	NOUN
cana-6190	159	18	of	of	ADP
cana-6190	159	19	data	datum	NOUN
cana-6190	159	20	points	point	NOUN
cana-6190	159	21	every	every	DET
cana-6190	159	22	user	user	NOUN
cana-6190	159	23	.	.	PUNCT
cana-6190	160	1	in	in	ADP
cana-6190	160	2	addition	addition	NOUN
cana-6190	160	3	to	to	ADP
cana-6190	160	4	improving	improve	VERB
cana-6190	160	5	default	default	NOUN
cana-6190	160	6	rates	rate	NOUN
cana-6190	160	7	from	from	ADP
cana-6190	160	8	4.2	4.2	NUM
cana-6190	160	9	%	%	NOUN
cana-6190	160	10	to	to	ADP
cana-6190	160	11	2.8	2.8	NUM
cana-6190	160	12	%	%	NOUN
cana-6190	160	13	,	,	PUNCT
cana-6190	160	14	ai	ai	VERB
cana-6190	160	15	has	have	VERB
cana-6190	160	16	a	a	DET
cana-6190	160	17	significant	significant	ADJ
cana-6190	160	18	influence	influence	NOUN
cana-6190	160	19	,	,	PUNCT
cana-6190	160	20	increasing	increase	VERB
cana-6190	160	21	acceptance	acceptance	NOUN
cana-6190	160	22	rates	rate	NOUN
cana-6190	160	23	for	for	ADP
cana-6190	160	24	new	new	ADJ
cana-6190	160	25	-	-	PUNCT
cana-6190	160	26	to	to	ADP
cana-6190	160	27	-	-	PUNCT
cana-6190	160	28	credit	credit	NOUN
cana-6190	160	29	consumers	consumer	NOUN
cana-6190	160	30	by	by	ADP
cana-6190	160	31	42	42	NUM
cana-6190	160	32	%	%	NOUN
cana-6190	160	33	,	,	PUNCT
cana-6190	160	34	reducing	reduce	VERB
cana-6190	160	35	processing	processing	NOUN
cana-6190	160	36	times	time	NOUN
cana-6190	160	37	by	by	ADP
cana-6190	160	38	85	85	NUM
cana-6190	160	39	%	%	NOUN
cana-6190	160	40	,	,	PUNCT
cana-6190	160	41	and	and	CCONJ
cana-6190	160	42	lowering	lower	VERB
cana-6190	160	43	assessment	assessment	NOUN
cana-6190	160	44	costs	cost	NOUN
cana-6190	160	45	by	by	ADP
cana-6190	160	46	67	67	NUM
cana-6190	160	47	%	%	NOUN
cana-6190	160	48	.	.	PUNCT
cana-6190	161	1	by	by	ADP
cana-6190	161	2	cutting	cut	VERB
cana-6190	161	3	average	average	ADJ
cana-6190	161	4	expenses	expense	NOUN
cana-6190	161	5	from	from	ADP
cana-6190	161	6	6.5	6.5	NUM
cana-6190	161	7	%	%	NOUN
cana-6190	161	8	to	to	PART
cana-6190	161	9	0.1	0.1	NUM
cana-6190	161	10	%	%	NOUN
cana-6190	161	11	to	to	PART
cana-6190	161	12	1	1	NUM
cana-6190	161	13	%	%	NOUN
cana-6190	161	14	and	and	CCONJ
cana-6190	161	15	settlement	settlement	NOUN
cana-6190	161	16	times	time	NOUN
cana-6190	161	17	from	from	ADP
cana-6190	161	18	two	two	NUM
cana-6190	161	19	to	to	PART
cana-6190	161	20	three	three	NUM
cana-6190	161	21	days	day	NOUN
cana-6190	161	22	to	to	ADP
cana-6190	161	23	just	just	ADV
cana-6190	161	24	a	a	DET
cana-6190	161	25	few	few	ADJ
cana-6190	161	26	minutes	minute	NOUN
cana-6190	161	27	,	,	PUNCT
cana-6190	161	28	blockchain	blockchain	PROPN
cana-6190	161	29	technology	technology	PROPN
cana-6190	161	30	is	be	AUX
cana-6190	161	31	completely	completely	ADV
cana-6190	161	32	changing	change	VERB
cana-6190	161	33	cross	cross	ADJ
cana-6190	161	34	-	-	ADJ
cana-6190	161	35	border	border	ADJ
cana-6190	161	36	remittances	remittance	NOUN
cana-6190	161	37	.	.	PUNCT
cana-6190	162	1	r3	r3	PROPN
cana-6190	162	2	corda	corda	PROPN
cana-6190	162	3	,	,	PUNCT
cana-6190	162	4	stellar	stellar	ADJ
cana-6190	162	5	,	,	PUNCT
cana-6190	162	6	and	and	CCONJ
cana-6190	162	7	ripple	ripple	NOUN
cana-6190	162	8	are	be	AUX
cana-6190	162	9	major	major	ADJ
cana-6190	162	10	participants	participant	NOUN
cana-6190	162	11	in	in	ADP
cana-6190	162	12	this	this	DET
cana-6190	162	13	space	space	NOUN
cana-6190	162	14	;	;	PUNCT
cana-6190	162	15	stellar	stellar	ADJ
cana-6190	162	16	handles	handle	VERB
cana-6190	162	17	4.5	4.5	NUM
cana-6190	162	18	million	million	NUM
cana-6190	162	19	transactions	transaction	NOUN
cana-6190	162	20	every	every	DET
cana-6190	162	21	day	day	NOUN
cana-6190	162	22	.	.	PUNCT
cana-6190	163	1	furthermore	furthermore	ADV
cana-6190	163	2	,	,	PUNCT
cana-6190	163	3	23	23	NUM
cana-6190	163	4	nations	nation	NOUN
cana-6190	163	5	have	have	AUX
cana-6190	163	6	participated	participate	VERB
cana-6190	163	7	in	in	ADP
cana-6190	163	8	the	the	DET
cana-6190	163	9	world	world	NOUN
cana-6190	163	10	bank	bank	NOUN
cana-6190	163	11	's	's	PART
cana-6190	163	12	id4d	id4d	PROPN
cana-6190	163	13	blockchain	blockchain	PROPN
cana-6190	163	14	experiments	experiment	NOUN
cana-6190	163	15	in	in	ADP
cana-6190	163	16	digital	digital	ADJ
cana-6190	163	17	identity	identity	NOUN
cana-6190	163	18	,	,	PUNCT
cana-6190	163	19	which	which	PRON
cana-6190	163	20	have	have	AUX
cana-6190	163	21	reduced	reduce	VERB
cana-6190	163	22	the	the	DET
cana-6190	163	23	time	time	NOUN
cana-6190	163	24	it	it	PRON
cana-6190	163	25	takes	take	VERB
cana-6190	163	26	to	to	PART
cana-6190	163	27	verify	verify	VERB
cana-6190	163	28	documents	document	NOUN
cana-6190	163	29	from	from	ADP
cana-6190	163	30	three	three	NUM
cana-6190	163	31	to	to	PART
cana-6190	163	32	five	five	NUM
cana-6190	163	33	days	day	NOUN
cana-6190	163	34	to	to	ADP
cana-6190	163	35	just	just	ADV
cana-6190	163	36	three	three	NUM
cana-6190	163	37	seconds	second	NOUN
cana-6190	163	38	,	,	PUNCT
cana-6190	163	39	saving	save	VERB
cana-6190	163	40	90	90	NUM
cana-6190	163	41	%	%	NOUN
cana-6190	163	42	of	of	ADP
cana-6190	163	43	the	the	DET
cana-6190	163	44	cost	cost	NOUN
cana-6190	163	45	.	.	PUNCT
cana-6190	164	1	communications	communication	NOUN
cana-6190	164	2	on	on	ADP
cana-6190	164	3	applied	apply	VERB
cana-6190	164	4	nonlinear	nonlinear	ADJ
cana-6190	164	5	analysis	analysis	NOUN
cana-6190	164	6	issn	issn	NOUN
cana-6190	164	7	:	:	PUNCT
cana-6190	164	8	1074	1074	NUM
cana-6190	164	9	-	-	PUNCT
cana-6190	164	10	133x	133x	NUM
cana-6190	164	11	vol	vol	NOUN
cana-6190	164	12	32	32	NUM
cana-6190	164	13	no	no	NOUN
cana-6190	164	14	.	.	NOUN
cana-6190	164	15	1	1	NUM
cana-6190	164	16	(	(	PUNCT
cana-6190	164	17	2025	2025	NUM
cana-6190	164	18	)	)	PUNCT
cana-6190	164	19	713	713	NUM
cana-6190	165	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	166	1	figure	figure	NOUN
cana-6190	166	2	:	:	PUNCT
cana-6190	166	3	1.3	1.3	NUM
cana-6190	166	4	.	.	PUNCT
cana-6190	167	1	graph	graph	AUX
cana-6190	167	2	showing	show	VERB
cana-6190	167	3	impact	impact	NOUN
cana-6190	167	4	of	of	ADP
cana-6190	167	5	emerging	emerge	VERB
cana-6190	167	6	technologies	technology	NOUN
cana-6190	167	7	on	on	ADP
cana-6190	167	8	financial	financial	ADJ
cana-6190	167	9	services	service	NOUN
cana-6190	167	10	in	in	ADP
cana-6190	167	11	microfinance	microfinance	NOUN
cana-6190	167	12	,	,	PUNCT
cana-6190	167	13	smart	smart	ADJ
cana-6190	167	14	contracts	contract	NOUN
cana-6190	167	15	are	be	AUX
cana-6190	167	16	automating	automate	VERB
cana-6190	167	17	85	85	NUM
cana-6190	167	18	%	%	NOUN
cana-6190	167	19	of	of	ADP
cana-6190	167	20	procedures	procedure	NOUN
cana-6190	167	21	,	,	PUNCT
cana-6190	167	22	which	which	PRON
cana-6190	167	23	lowers	lower	VERB
cana-6190	167	24	operational	operational	ADJ
cana-6190	167	25	costs	cost	NOUN
cana-6190	167	26	by	by	ADP
cana-6190	167	27	47	47	NUM
cana-6190	167	28	%	%	NOUN
cana-6190	167	29	,	,	PUNCT
cana-6190	167	30	improves	improve	VERB
cana-6190	167	31	compliance	compliance	NOUN
cana-6190	167	32	by	by	ADP
cana-6190	167	33	92	92	NUM
cana-6190	167	34	%	%	NOUN
cana-6190	167	35	,	,	PUNCT
cana-6190	167	36	and	and	CCONJ
cana-6190	167	37	allows	allow	VERB
cana-6190	167	38	deployment	deployment	NOUN
cana-6190	167	39	in	in	ADP
cana-6190	167	40	as	as	ADV
cana-6190	167	41	little	little	ADJ
cana-6190	167	42	as	as	ADP
cana-6190	167	43	48	48	NUM
cana-6190	167	44	hours	hour	NOUN
cana-6190	167	45	.	.	PUNCT
cana-6190	168	1	approval	approval	NOUN
cana-6190	168	2	rates	rate	NOUN
cana-6190	168	3	for	for	ADP
cana-6190	168	4	low	low	ADJ
cana-6190	168	5	-	-	PUNCT
cana-6190	168	6	income	income	NOUN
cana-6190	168	7	groups	group	NOUN
cana-6190	168	8	(	(	PUNCT
cana-6190	168	9	from	from	ADP
cana-6190	168	10	15	15	NUM
cana-6190	168	11	%	%	NOUN
cana-6190	168	12	to	to	ADP
cana-6190	168	13	38	38	NUM
cana-6190	168	14	%	%	NOUN
cana-6190	168	15	)	)	PUNCT
cana-6190	168	16	,	,	PUNCT
cana-6190	168	17	informal	informal	ADJ
cana-6190	168	18	workers	worker	NOUN
cana-6190	168	19	(	(	PUNCT
cana-6190	168	20	from	from	ADP
cana-6190	168	21	12	12	NUM
cana-6190	168	22	%	%	NOUN
cana-6190	168	23	to	to	PART
cana-6190	168	24	31	31	NUM
cana-6190	168	25	%	%	NOUN
cana-6190	168	26	)	)	PUNCT
cana-6190	168	27	,	,	PUNCT
cana-6190	168	28	rural	rural	ADJ
cana-6190	168	29	borrowers	borrower	NOUN
cana-6190	168	30	(	(	PUNCT
cana-6190	168	31	from	from	ADP
cana-6190	168	32	18	18	NUM
cana-6190	168	33	%	%	NOUN
cana-6190	168	34	to	to	ADP
cana-6190	168	35	42	42	NUM
cana-6190	168	36	%	%	NOUN
cana-6190	168	37	)	)	PUNCT
cana-6190	168	38	,	,	PUNCT
cana-6190	168	39	and	and	CCONJ
cana-6190	168	40	first	first	ADJ
cana-6190	168	41	-	-	PUNCT
cana-6190	168	42	time	time	NOUN
cana-6190	168	43	borrowers	borrower	NOUN
cana-6190	168	44	(	(	PUNCT
cana-6190	168	45	from	from	ADP
cana-6190	168	46	22	22	NUM
cana-6190	168	47	%	%	NOUN
cana-6190	168	48	to	to	ADP
cana-6190	168	49	51	51	NUM
cana-6190	168	50	%	%	NOUN
cana-6190	168	51	)	)	PUNCT
cana-6190	168	52	are	be	AUX
cana-6190	168	53	much	much	ADV
cana-6190	168	54	higher	high	ADJ
cana-6190	168	55	when	when	SCONJ
cana-6190	168	56	risk	risk	NOUN
cana-6190	168	57	assessment	assessment	NOUN
cana-6190	168	58	is	be	AUX
cana-6190	168	59	improved	improve	VERB
cana-6190	168	60	with	with	ADP
cana-6190	168	61	machine	machine	NOUN
cana-6190	168	62	learning	learning	NOUN
cana-6190	168	63	.	.	PUNCT
cana-6190	169	1	additionally	additionally	ADV
cana-6190	169	2	,	,	PUNCT
cana-6190	169	3	it	it	PRON
cana-6190	169	4	decreases	decrease	VERB
cana-6190	169	5	false	false	ADJ
cana-6190	169	6	positives	positive	NOUN
cana-6190	169	7	by	by	ADP
cana-6190	169	8	43	43	NUM
cana-6190	169	9	%	%	NOUN
cana-6190	169	10	,	,	PUNCT
cana-6190	169	11	improves	improve	VERB
cana-6190	169	12	the	the	DET
cana-6190	169	13	accuracy	accuracy	NOUN
cana-6190	169	14	of	of	ADP
cana-6190	169	15	risk	risk	NOUN
cana-6190	169	16	assessments	assessment	NOUN
cana-6190	169	17	by	by	ADP
cana-6190	169	18	28	28	NUM
cana-6190	169	19	%	%	NOUN
cana-6190	169	20	,	,	PUNCT
cana-6190	169	21	speeds	speed	VERB
cana-6190	169	22	up	up	ADP
cana-6190	169	23	processing	processing	NOUN
cana-6190	169	24	by	by	ADP
cana-6190	169	25	92	92	NUM
cana-6190	169	26	%	%	NOUN
cana-6190	169	27	,	,	PUNCT
cana-6190	169	28	and	and	CCONJ
cana-6190	169	29	saves	save	VERB
cana-6190	169	30	61	61	NUM
cana-6190	169	31	%	%	NOUN
cana-6190	169	32	on	on	ADP
cana-6190	169	33	operating	operating	NOUN
cana-6190	169	34	expenses	expense	NOUN
cana-6190	169	35	.	.	PUNCT
cana-6190	170	1	with	with	ADP
cana-6190	170	2	india	india	PROPN
cana-6190	170	3	handling	handle	VERB
cana-6190	170	4	2.5	2.5	NUM
cana-6190	170	5	billion	billion	NUM
cana-6190	170	6	monthly	monthly	ADJ
cana-6190	170	7	api	api	NOUN
cana-6190	170	8	calls	call	VERB
cana-6190	170	9	across	across	ADP
cana-6190	170	10	270	270	NUM
cana-6190	170	11	connected	connected	ADJ
cana-6190	170	12	banks	bank	NOUN
cana-6190	170	13	,	,	PUNCT
cana-6190	170	14	providing	provide	VERB
cana-6190	170	15	89	89	NUM
cana-6190	170	16	services	service	NOUN
cana-6190	170	17	,	,	PUNCT
cana-6190	170	18	and	and	CCONJ
cana-6190	170	19	hiring	hire	VERB
cana-6190	170	20	over	over	ADP
cana-6190	170	21	100,000	100,000	NUM
cana-6190	170	22	developers	developer	NOUN
cana-6190	170	23	,	,	PUNCT
cana-6190	170	24	the	the	DET
cana-6190	170	25	swift	swift	ADJ
cana-6190	170	26	growth	growth	NOUN
cana-6190	170	27	of	of	ADP
cana-6190	170	28	api	api	NOUN
cana-6190	170	29	banking	banking	NOUN
cana-6190	170	30	and	and	CCONJ
cana-6190	170	31	open	open	ADJ
cana-6190	170	32	finance	finance	NOUN
cana-6190	170	33	is	be	AUX
cana-6190	170	34	clear	clear	ADJ
cana-6190	170	35	.	.	PUNCT
cana-6190	171	1	brazil	brazil	PROPN
cana-6190	171	2	and	and	CCONJ
cana-6190	171	3	singapore	singapore	PROPN
cana-6190	171	4	are	be	AUX
cana-6190	171	5	also	also	ADV
cana-6190	171	6	showing	show	VERB
cana-6190	171	7	strong	strong	ADJ
cana-6190	171	8	api	api	NOUN
cana-6190	171	9	adoption	adoption	NOUN
cana-6190	171	10	,	,	PUNCT
cana-6190	171	11	with	with	ADP
cana-6190	171	12	1.2	1.2	NUM
cana-6190	171	13	billion	billion	NUM
cana-6190	171	14	and	and	CCONJ
cana-6190	171	15	800	800	NUM
cana-6190	171	16	million	million	NUM
cana-6190	171	17	monthly	monthly	ADJ
cana-6190	171	18	api	api	NOUN
cana-6190	171	19	calls	call	NOUN
cana-6190	171	20	,	,	PUNCT
cana-6190	171	21	respectively	respectively	ADV
cana-6190	171	22	.	.	PUNCT
cana-6190	172	1	figure	figure	VERB
cana-6190	172	2	1.4	1.4	NUM
cana-6190	172	3	.	.	PUNCT
cana-6190	173	1	challenges	challenge	NOUN
cana-6190	173	2	in	in	ADP
cana-6190	173	3	technology	technology	NOUN
cana-6190	173	4	implementation	implementation	NOUN
cana-6190	173	5	in	in	ADP
cana-6190	173	6	developing	develop	VERB
cana-6190	173	7	markets	market	NOUN
cana-6190	173	8	despite	despite	SCONJ
cana-6190	173	9	significant	significant	ADJ
cana-6190	173	10	advancements	advancement	NOUN
cana-6190	173	11	,	,	PUNCT
cana-6190	173	12	implementing	implement	VERB
cana-6190	173	13	technology	technology	NOUN
cana-6190	173	14	in	in	ADP
cana-6190	173	15	developing	develop	VERB
cana-6190	173	16	markets	market	NOUN
cana-6190	173	17	continues	continue	VERB
cana-6190	173	18	to	to	PART
cana-6190	173	19	face	face	VERB
cana-6190	173	20	persistent	persistent	ADJ
cana-6190	173	21	challenges	challenge	NOUN
cana-6190	173	22	.	.	PUNCT
cana-6190	174	1	infrastructure	infrastructure	NOUN
cana-6190	174	2	limitations	limitation	NOUN
cana-6190	174	3	remain	remain	VERB
cana-6190	174	4	a	a	DET
cana-6190	174	5	major	major	ADJ
cana-6190	174	6	obstacle	obstacle	NOUN
cana-6190	174	7	,	,	PUNCT
cana-6190	174	8	with	with	ADP
cana-6190	174	9	power	power	NOUN
cana-6190	174	10	reliability	reliability	NOUN
cana-6190	174	11	averaging	average	VERB
cana-6190	174	12	only	only	ADV
cana-6190	174	13	72	72	NUM
cana-6190	174	14	%	%	NOUN
cana-6190	174	15	uptime	uptime	NOUN
cana-6190	174	16	,	,	PUNCT
cana-6190	174	17	stable	stable	ADJ
cana-6190	174	18	internet	internet	NOUN
cana-6190	174	19	connectivity	connectivity	NOUN
cana-6190	174	20	at	at	ADP
cana-6190	174	21	58	58	NUM
cana-6190	174	22	%	%	NOUN
cana-6190	174	23	,	,	PUNCT
cana-6190	174	24	and	and	CCONJ
cana-6190	174	25	rural	rural	ADJ
cana-6190	174	26	data	datum	NOUN
cana-6190	174	27	center	center	NOUN
cana-6190	174	28	availability	availability	NOUN
cana-6190	174	29	at	at	ADP
cana-6190	174	30	just	just	ADV
cana-6190	174	31	34	34	NUM
cana-6190	174	32	%	%	NOUN
cana-6190	174	33	.	.	PUNCT
cana-6190	175	1	additionally	additionally	ADV
cana-6190	175	2	,	,	PUNCT
cana-6190	175	3	smartphone	smartphone	NOUN
cana-6190	175	4	adoption	adoption	NOUN
cana-6190	175	5	stands	stand	VERB
cana-6190	175	6	at	at	ADP
cana-6190	175	7	51	51	NUM
cana-6190	175	8	%	%	NOUN
cana-6190	175	9	,	,	PUNCT
cana-6190	175	10	further	far	ADV
cana-6190	175	11	constraining	constrain	VERB
cana-6190	175	12	access	access	NOUN
cana-6190	175	13	to	to	ADP
cana-6190	175	14	digital	digital	ADJ
cana-6190	175	15	financial	financial	ADJ
cana-6190	175	16	services	service	NOUN
cana-6190	175	17	.	.	PUNCT
cana-6190	176	1	technical	technical	ADJ
cana-6190	176	2	capacity	capacity	NOUN
cana-6190	176	3	issues	issue	NOUN
cana-6190	176	4	also	also	ADV
cana-6190	176	5	hinder	hinder	VERB
cana-6190	176	6	progress	progress	NOUN
cana-6190	176	7	,	,	PUNCT
cana-6190	176	8	with	with	ADP
cana-6190	176	9	a	a	DET
cana-6190	176	10	limited	limited	ADJ
cana-6190	176	11	skilled	skilled	ADJ
cana-6190	176	12	workforce	workforce	NOUN
cana-6190	176	13	communications	communication	NOUN
cana-6190	176	14	on	on	ADP
cana-6190	176	15	applied	apply	VERB
cana-6190	176	16	nonlinear	nonlinear	ADJ
cana-6190	176	17	analysis	analysis	NOUN
cana-6190	176	18	issn	issn	NOUN
cana-6190	176	19	:	:	PUNCT
cana-6190	176	20	1074	1074	NUM
cana-6190	176	21	-	-	PUNCT
cana-6190	176	22	133x	133x	NUM
cana-6190	176	23	vol	vol	NOUN
cana-6190	176	24	32	32	NUM
cana-6190	176	25	no	no	NOUN
cana-6190	176	26	.	.	NOUN
cana-6190	176	27	1	1	NUM
cana-6190	176	28	(	(	PUNCT
cana-6190	176	29	2025	2025	NUM
cana-6190	176	30	)	)	PUNCT
cana-6190	176	31	714	714	NUM
cana-6190	176	32	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	176	33	(	(	PUNCT
cana-6190	176	34	45	45	NUM
cana-6190	176	35	%	%	NOUN
cana-6190	176	36	)	)	PUNCT
cana-6190	176	37	and	and	CCONJ
cana-6190	176	38	high	high	ADJ
cana-6190	176	39	training	training	NOUN
cana-6190	176	40	costs	cost	NOUN
cana-6190	176	41	averaging	average	VERB
cana-6190	176	42	$	$	SYM
cana-6190	176	43	2,800	2,800	NUM
cana-6190	176	44	per	per	ADP
cana-6190	176	45	employee	employee	NOUN
cana-6190	176	46	.	.	PUNCT
cana-6190	177	1	implementation	implementation	NOUN
cana-6190	177	2	timelines	timeline	NOUN
cana-6190	177	3	typically	typically	ADV
cana-6190	177	4	extend	extend	VERB
cana-6190	177	5	between	between	ADP
cana-6190	177	6	18	18	NUM
cana-6190	177	7	to	to	PART
cana-6190	177	8	24	24	NUM
cana-6190	177	9	months	month	NOUN
cana-6190	177	10	,	,	PUNCT
cana-6190	177	11	while	while	SCONJ
cana-6190	177	12	ongoing	ongoing	ADJ
cana-6190	177	13	maintenance	maintenance	NOUN
cana-6190	177	14	accounts	account	VERB
cana-6190	177	15	for	for	ADP
cana-6190	177	16	28	28	NUM
cana-6190	177	17	%	%	NOUN
cana-6190	177	18	of	of	ADP
cana-6190	177	19	project	project	NOUN
cana-6190	177	20	budgets	budget	NOUN
cana-6190	177	21	.	.	PUNCT
cana-6190	178	1	security	security	NOUN
cana-6190	178	2	concerns	concern	NOUN
cana-6190	178	3	are	be	AUX
cana-6190	178	4	another	another	DET
cana-6190	178	5	pressing	press	VERB
cana-6190	178	6	issue	issue	NOUN
cana-6190	178	7	,	,	PUNCT
cana-6190	178	8	as	as	SCONJ
cana-6190	178	9	fraud	fraud	NOUN
cana-6190	178	10	attempts	attempt	NOUN
cana-6190	178	11	have	have	AUX
cana-6190	178	12	surged	surge	VERB
cana-6190	178	13	by	by	ADP
cana-6190	178	14	180	180	NUM
cana-6190	178	15	%	%	NOUN
cana-6190	178	16	year	year	NOUN
cana-6190	178	17	over	over	ADP
cana-6190	178	18	year	year	NOUN
cana-6190	178	19	.	.	PUNCT
cana-6190	179	1	in	in	ADP
cana-6190	179	2	response	response	NOUN
cana-6190	179	3	,	,	PUNCT
cana-6190	179	4	financial	financial	ADJ
cana-6190	179	5	institutions	institution	NOUN
cana-6190	179	6	allocate	allocate	VERB
cana-6190	179	7	15	15	NUM
cana-6190	179	8	%	%	NOUN
cana-6190	179	9	of	of	ADP
cana-6190	179	10	it	it	PRON
cana-6190	179	11	budgets	budget	VERB
cana-6190	179	12	to	to	ADP
cana-6190	179	13	security	security	NOUN
cana-6190	179	14	measures	measure	NOUN
cana-6190	179	15	and	and	CCONJ
cana-6190	179	16	23	23	NUM
cana-6190	179	17	%	%	NOUN
cana-6190	179	18	to	to	ADP
cana-6190	179	19	compliance	compliance	NOUN
cana-6190	179	20	-	-	PUNCT
cana-6190	179	21	related	relate	VERB
cana-6190	179	22	costs	cost	NOUN
cana-6190	179	23	,	,	PUNCT
cana-6190	179	24	with	with	ADP
cana-6190	179	25	an	an	DET
cana-6190	179	26	average	average	ADJ
cana-6190	179	27	incident	incident	NOUN
cana-6190	179	28	response	response	NOUN
cana-6190	179	29	time	time	NOUN
cana-6190	179	30	of	of	ADP
cana-6190	179	31	4.2	4.2	NUM
cana-6190	179	32	hours	hour	NOUN
cana-6190	179	33	.	.	PUNCT
cana-6190	180	1	achieving	achieve	VERB
cana-6190	180	2	comprehensive	comprehensive	ADJ
cana-6190	180	3	financial	financial	ADJ
cana-6190	180	4	inclusion	inclusion	NOUN
cana-6190	180	5	,	,	PUNCT
cana-6190	180	6	therefore	therefore	ADV
cana-6190	180	7	,	,	PUNCT
cana-6190	180	8	requires	require	VERB
cana-6190	180	9	a	a	DET
cana-6190	180	10	balanced	balanced	ADJ
cana-6190	180	11	approach	approach	NOUN
cana-6190	180	12	that	that	PRON
cana-6190	180	13	integrates	integrate	VERB
cana-6190	180	14	technological	technological	ADJ
cana-6190	180	15	innovation	innovation	NOUN
cana-6190	180	16	,	,	PUNCT
cana-6190	180	17	effective	effective	ADJ
cana-6190	180	18	regulatory	regulatory	ADJ
cana-6190	180	19	policies	policy	NOUN
cana-6190	180	20	,	,	PUNCT
cana-6190	180	21	and	and	CCONJ
cana-6190	180	22	a	a	DET
cana-6190	180	23	deep	deep	ADJ
cana-6190	180	24	understanding	understanding	NOUN
cana-6190	180	25	of	of	ADP
cana-6190	180	26	regional	regional	ADJ
cana-6190	180	27	market	market	NOUN
cana-6190	180	28	conditions	condition	NOUN
cana-6190	180	29	.	.	PUNCT
cana-6190	181	1	the	the	DET
cana-6190	181	2	fintech	fintech	NOUN
cana-6190	181	3	sector	sector	NOUN
cana-6190	181	4	is	be	AUX
cana-6190	181	5	experiencing	experience	VERB
cana-6190	181	6	remarkable	remarkable	ADJ
cana-6190	181	7	growth	growth	NOUN
cana-6190	181	8	,	,	PUNCT
cana-6190	181	9	with	with	ADP
cana-6190	181	10	global	global	ADJ
cana-6190	181	11	investments	investment	NOUN
cana-6190	181	12	projected	project	VERB
cana-6190	181	13	to	to	PART
cana-6190	181	14	reach	reach	VERB
cana-6190	181	15	$	$	SYM
cana-6190	181	16	210	210	NUM
cana-6190	181	17	billion	billion	NUM
cana-6190	181	18	in	in	ADP
cana-6190	181	19	2024	2024	NUM
cana-6190	181	20	.	.	PUNCT
cana-6190	182	1	this	this	DET
cana-6190	182	2	surge	surge	NOUN
cana-6190	182	3	is	be	AUX
cana-6190	182	4	driving	drive	VERB
cana-6190	182	5	transformative	transformative	ADJ
cana-6190	182	6	innovations	innovation	NOUN
cana-6190	182	7	across	across	ADP
cana-6190	182	8	financial	financial	ADJ
cana-6190	182	9	services	service	NOUN
cana-6190	182	10	,	,	PUNCT
cana-6190	182	11	fundamentally	fundamentally	ADV
cana-6190	182	12	altering	alter	VERB
cana-6190	182	13	how	how	SCONJ
cana-6190	182	14	both	both	DET
cana-6190	182	15	consumers	consumer	NOUN
cana-6190	182	16	and	and	CCONJ
cana-6190	182	17	businesses	business	NOUN
cana-6190	182	18	manage	manage	VERB
cana-6190	182	19	their	their	PRON
cana-6190	182	20	finances	finance	NOUN
cana-6190	182	21	.	.	PUNCT
cana-6190	183	1	mobile	mobile	ADJ
cana-6190	183	2	banking	banking	NOUN
cana-6190	183	3	and	and	CCONJ
cana-6190	183	4	digital	digital	ADJ
cana-6190	183	5	payment	payment	NOUN
cana-6190	183	6	solutions	solution	NOUN
cana-6190	183	7	have	have	AUX
cana-6190	183	8	gained	gain	VERB
cana-6190	183	9	widespread	widespread	ADJ
cana-6190	183	10	popularity	popularity	NOUN
cana-6190	183	11	,	,	PUNCT
cana-6190	183	12	largely	largely	ADV
cana-6190	183	13	replacing	replace	VERB
cana-6190	183	14	traditional	traditional	ADJ
cana-6190	183	15	banking	banking	NOUN
cana-6190	183	16	methods	method	NOUN
cana-6190	183	17	.	.	PUNCT
cana-6190	184	1	this	this	DET
cana-6190	184	2	transition	transition	NOUN
cana-6190	184	3	has	have	AUX
cana-6190	184	4	made	make	VERB
cana-6190	184	5	financial	financial	ADJ
cana-6190	184	6	services	service	NOUN
cana-6190	184	7	more	more	ADV
cana-6190	184	8	accessible	accessible	ADJ
cana-6190	184	9	,	,	PUNCT
cana-6190	184	10	particularly	particularly	ADV
cana-6190	184	11	in	in	ADP
cana-6190	184	12	developing	develop	VERB
cana-6190	184	13	economies	economy	NOUN
cana-6190	184	14	,	,	PUNCT
cana-6190	184	15	where	where	SCONJ
cana-6190	184	16	transaction	transaction	NOUN
cana-6190	184	17	costs	cost	NOUN
cana-6190	184	18	have	have	AUX
cana-6190	184	19	plummeted	plummet	VERB
cana-6190	184	20	by	by	ADP
cana-6190	184	21	as	as	ADV
cana-6190	184	22	much	much	ADJ
cana-6190	184	23	as	as	ADP
cana-6190	184	24	89	89	NUM
cana-6190	184	25	%	%	NOUN
cana-6190	184	26	compared	compare	VERB
cana-6190	184	27	to	to	ADP
cana-6190	184	28	conventional	conventional	ADJ
cana-6190	184	29	banking	banking	NOUN
cana-6190	184	30	models	model	NOUN
cana-6190	184	31	.	.	PUNCT
cana-6190	185	1	furthermore	furthermore	ADV
cana-6190	185	2	,	,	PUNCT
cana-6190	185	3	improvements	improvement	NOUN
cana-6190	185	4	in	in	ADP
cana-6190	185	5	user	user	NOUN
cana-6190	185	6	experience	experience	NOUN
cana-6190	185	7	—	—	PUNCT
cana-6190	185	8	such	such	ADJ
cana-6190	185	9	as	as	ADP
cana-6190	185	10	biometric	biometric	ADJ
cana-6190	185	11	authentication	authentication	NOUN
cana-6190	185	12	,	,	PUNCT
cana-6190	185	13	ai	ai	NOUN
cana-6190	185	14	-	-	PUNCT
cana-6190	185	15	powered	powered	ADJ
cana-6190	185	16	customer	customer	NOUN
cana-6190	185	17	support	support	NOUN
cana-6190	185	18	,	,	PUNCT
cana-6190	185	19	and	and	CCONJ
cana-6190	185	20	integrated	integrate	VERB
cana-6190	185	21	financial	financial	ADJ
cana-6190	185	22	literacy	literacy	NOUN
cana-6190	185	23	tools	tool	NOUN
cana-6190	185	24	—	—	PUNCT
cana-6190	185	25	have	have	AUX
cana-6190	185	26	fueled	fuel	VERB
cana-6190	185	27	the	the	DET
cana-6190	185	28	rapid	rapid	ADJ
cana-6190	185	29	adoption	adoption	NOUN
cana-6190	185	30	of	of	ADP
cana-6190	185	31	mobile	mobile	ADJ
cana-6190	185	32	banking	banking	NOUN
cana-6190	185	33	.	.	PUNCT
cana-6190	186	1	for	for	ADP
cana-6190	186	2	example	example	NOUN
cana-6190	186	3	,	,	PUNCT
cana-6190	186	4	china	china	PROPN
cana-6190	186	5	’s	’s	PART
cana-6190	186	6	webank	webank	PROPN
cana-6190	186	7	has	have	AUX
cana-6190	186	8	successfully	successfully	ADV
cana-6190	186	9	leveraged	leverage	VERB
cana-6190	186	10	digital	digital	ADJ
cana-6190	186	11	banking	banking	NOUN
cana-6190	186	12	to	to	PART
cana-6190	186	13	serve	serve	VERB
cana-6190	186	14	hundreds	hundred	NOUN
cana-6190	186	15	of	of	ADP
cana-6190	186	16	millions	million	NOUN
cana-6190	186	17	of	of	ADP
cana-6190	186	18	users	user	NOUN
cana-6190	186	19	,	,	PUNCT
cana-6190	186	20	processing	process	VERB
cana-6190	186	21	billions	billion	NOUN
cana-6190	186	22	of	of	ADP
cana-6190	186	23	transactions	transaction	NOUN
cana-6190	186	24	daily	daily	ADV
cana-6190	186	25	with	with	ADP
cana-6190	186	26	higher	high	ADJ
cana-6190	186	27	loan	loan	NOUN
cana-6190	186	28	approval	approval	NOUN
cana-6190	186	29	rates	rate	NOUN
cana-6190	186	30	and	and	CCONJ
cana-6190	186	31	reduced	reduce	VERB
cana-6190	186	32	default	default	NOUN
cana-6190	186	33	risks	risk	NOUN
cana-6190	186	34	.	.	PUNCT
cana-6190	187	1	similarly	similarly	ADV
cana-6190	187	2	,	,	PUNCT
cana-6190	187	3	nubank	nubank	NOUN
cana-6190	187	4	in	in	ADP
cana-6190	187	5	latin	latin	PROPN
cana-6190	187	6	america	america	PROPN
cana-6190	187	7	has	have	AUX
cana-6190	187	8	experienced	experience	VERB
cana-6190	187	9	rapid	rapid	ADJ
cana-6190	187	10	customer	customer	NOUN
cana-6190	187	11	base	base	NOUN
cana-6190	187	12	expansion	expansion	NOUN
cana-6190	187	13	,	,	PUNCT
cana-6190	187	14	benefiting	benefit	VERB
cana-6190	187	15	from	from	ADP
cana-6190	187	16	data	data	NOUN
cana-6190	187	17	-	-	PUNCT
cana-6190	187	18	driven	drive	VERB
cana-6190	187	19	risk	risk	NOUN
cana-6190	187	20	assessment	assessment	NOUN
cana-6190	187	21	models	model	NOUN
cana-6190	187	22	that	that	PRON
cana-6190	187	23	enhance	enhance	VERB
cana-6190	187	24	credit	credit	NOUN
cana-6190	187	25	evaluation	evaluation	NOUN
cana-6190	187	26	and	and	CCONJ
cana-6190	187	27	lower	low	ADJ
cana-6190	187	28	default	default	NOUN
cana-6190	187	29	rates	rate	NOUN
cana-6190	187	30	.	.	PUNCT
cana-6190	188	1	digital	digital	ADJ
cana-6190	188	2	lending	lending	NOUN
cana-6190	188	3	platforms	platform	NOUN
cana-6190	188	4	are	be	AUX
cana-6190	188	5	also	also	ADV
cana-6190	188	6	gaining	gain	VERB
cana-6190	188	7	traction	traction	NOUN
cana-6190	188	8	,	,	PUNCT
cana-6190	188	9	with	with	ADP
cana-6190	188	10	market	market	NOUN
cana-6190	188	11	projections	projection	NOUN
cana-6190	188	12	indicating	indicate	VERB
cana-6190	188	13	substantial	substantial	ADJ
cana-6190	188	14	growth	growth	NOUN
cana-6190	188	15	by	by	ADP
cana-6190	188	16	2027	2027	NUM
cana-6190	188	17	.	.	PUNCT
cana-6190	189	1	these	these	DET
cana-6190	189	2	platforms	platform	NOUN
cana-6190	189	3	use	use	VERB
cana-6190	189	4	alternative	alternative	ADJ
cana-6190	189	5	data	datum	NOUN
cana-6190	189	6	sources	source	NOUN
cana-6190	189	7	,	,	PUNCT
cana-6190	189	8	including	include	VERB
cana-6190	189	9	transaction	transaction	NOUN
cana-6190	189	10	history	history	NOUN
cana-6190	189	11	,	,	PUNCT
cana-6190	189	12	payment	payment	NOUN
cana-6190	189	13	patterns	pattern	NOUN
cana-6190	189	14	,	,	PUNCT
cana-6190	189	15	and	and	CCONJ
cana-6190	189	16	digital	digital	ADJ
cana-6190	189	17	footprints	footprint	NOUN
cana-6190	189	18	,	,	PUNCT
cana-6190	189	19	to	to	PART
cana-6190	189	20	generate	generate	VERB
cana-6190	189	21	more	more	ADV
cana-6190	189	22	precise	precise	ADJ
cana-6190	189	23	credit	credit	NOUN
cana-6190	189	24	scores	score	NOUN
cana-6190	189	25	.	.	PUNCT
cana-6190	190	1	this	this	DET
cana-6190	190	2	data	data	NOUN
cana-6190	190	3	-	-	PUNCT
cana-6190	190	4	driven	drive	VERB
cana-6190	190	5	approach	approach	NOUN
cana-6190	190	6	enables	enable	VERB
cana-6190	190	7	lenders	lender	NOUN
cana-6190	190	8	to	to	PART
cana-6190	190	9	assess	assess	VERB
cana-6190	190	10	creditworthiness	creditworthiness	NOUN
cana-6190	190	11	more	more	ADV
cana-6190	190	12	accurately	accurately	ADV
cana-6190	190	13	,	,	PUNCT
cana-6190	190	14	leading	lead	VERB
cana-6190	190	15	to	to	ADP
cana-6190	190	16	improved	improve	VERB
cana-6190	190	17	default	default	NOUN
cana-6190	190	18	risk	risk	NOUN
cana-6190	190	19	predictions	prediction	NOUN
cana-6190	190	20	.	.	PUNCT
cana-6190	191	1	platforms	platform	NOUN
cana-6190	191	2	such	such	ADJ
cana-6190	191	3	as	as	ADP
cana-6190	191	4	kiva	kiva	PROPN
cana-6190	191	5	have	have	AUX
cana-6190	191	6	successfully	successfully	ADV
cana-6190	191	7	provided	provide	VERB
cana-6190	191	8	microloans	microloan	NOUN
cana-6190	191	9	to	to	ADP
cana-6190	191	10	underserved	underserved	ADJ
cana-6190	191	11	communities	community	NOUN
cana-6190	191	12	,	,	PUNCT
cana-6190	191	13	demonstrating	demonstrate	VERB
cana-6190	191	14	high	high	ADJ
cana-6190	191	15	repayment	repayment	NOUN
cana-6190	191	16	rates	rate	NOUN
cana-6190	191	17	and	and	CCONJ
cana-6190	191	18	significantly	significantly	ADV
cana-6190	191	19	boosting	boost	VERB
cana-6190	191	20	business	business	NOUN
cana-6190	191	21	outcomes	outcome	NOUN
cana-6190	191	22	for	for	ADP
cana-6190	191	23	borrowers	borrower	NOUN
cana-6190	191	24	.	.	PUNCT
cana-6190	192	1	major	major	ADJ
cana-6190	192	2	financial	financial	ADJ
cana-6190	192	3	institutions	institution	NOUN
cana-6190	192	4	like	like	ADP
cana-6190	192	5	kabbage	kabbage	NOUN
cana-6190	192	6	and	and	CCONJ
cana-6190	192	7	american	american	PROPN
cana-6190	192	8	express	express	PROPN
cana-6190	192	9	have	have	AUX
cana-6190	192	10	also	also	ADV
cana-6190	192	11	integrated	integrate	VERB
cana-6190	192	12	digital	digital	ADJ
cana-6190	192	13	lending	lending	NOUN
cana-6190	192	14	solutions	solution	NOUN
cana-6190	192	15	,	,	PUNCT
cana-6190	192	16	streamlining	streamline	VERB
cana-6190	192	17	loan	loan	NOUN
cana-6190	192	18	processing	processing	NOUN
cana-6190	192	19	while	while	SCONJ
cana-6190	192	20	reducing	reduce	VERB
cana-6190	192	21	default	default	NOUN
cana-6190	192	22	rates	rate	NOUN
cana-6190	192	23	through	through	ADP
cana-6190	192	24	real	real	ADJ
cana-6190	192	25	-	-	PUNCT
cana-6190	192	26	time	time	NOUN
cana-6190	192	27	data	datum	NOUN
cana-6190	192	28	analysis	analysis	NOUN
cana-6190	192	29	and	and	CCONJ
cana-6190	192	30	monitoring	monitoring	NOUN
cana-6190	192	31	.	.	PUNCT
cana-6190	193	1	blockchain	blockchain	PROPN
cana-6190	193	2	technology	technology	PROPN
cana-6190	193	3	is	be	AUX
cana-6190	193	4	emerging	emerge	VERB
cana-6190	193	5	as	as	ADP
cana-6190	193	6	a	a	DET
cana-6190	193	7	transformative	transformative	ADJ
cana-6190	193	8	force	force	NOUN
cana-6190	193	9	in	in	ADP
cana-6190	193	10	financial	financial	ADJ
cana-6190	193	11	services	service	NOUN
cana-6190	193	12	,	,	PUNCT
cana-6190	193	13	with	with	ADP
cana-6190	193	14	an	an	DET
cana-6190	193	15	increasing	increase	VERB
cana-6190	193	16	number	number	NOUN
cana-6190	193	17	of	of	ADP
cana-6190	193	18	institutions	institution	NOUN
cana-6190	193	19	exploring	explore	VERB
cana-6190	193	20	its	its	PRON
cana-6190	193	21	potential	potential	NOUN
cana-6190	193	22	.	.	PUNCT
cana-6190	194	1	the	the	DET
cana-6190	194	2	technology	technology	NOUN
cana-6190	194	3	offers	offer	VERB
cana-6190	194	4	enhanced	enhanced	ADJ
cana-6190	194	5	transparency	transparency	NOUN
cana-6190	194	6	,	,	PUNCT
cana-6190	194	7	lower	low	ADJ
cana-6190	194	8	operational	operational	ADJ
cana-6190	194	9	costs	cost	NOUN
cana-6190	194	10	,	,	PUNCT
cana-6190	194	11	and	and	CCONJ
cana-6190	194	12	greater	great	ADJ
cana-6190	194	13	efficiency	efficiency	NOUN
cana-6190	194	14	by	by	ADP
cana-6190	194	15	minimizing	minimize	VERB
cana-6190	194	16	reconciliation	reconciliation	NOUN
cana-6190	194	17	and	and	CCONJ
cana-6190	194	18	compliance	compliance	NOUN
cana-6190	194	19	expenses	expense	NOUN
cana-6190	194	20	,	,	PUNCT
cana-6190	194	21	improving	improve	VERB
cana-6190	194	22	data	datum	NOUN
cana-6190	194	23	accuracy	accuracy	NOUN
cana-6190	194	24	,	,	PUNCT
cana-6190	194	25	and	and	CCONJ
cana-6190	194	26	reducing	reduce	VERB
cana-6190	194	27	fraud	fraud	NOUN
cana-6190	194	28	-	-	PUNCT
cana-6190	194	29	related	relate	VERB
cana-6190	194	30	losses	loss	NOUN
cana-6190	194	31	.	.	PUNCT
cana-6190	195	1	ripplenet	ripplenet	NOUN
cana-6190	195	2	,	,	PUNCT
cana-6190	195	3	for	for	ADP
cana-6190	195	4	instance	instance	NOUN
cana-6190	195	5	,	,	PUNCT
cana-6190	195	6	enables	enable	VERB
cana-6190	195	7	seamless	seamless	ADJ
cana-6190	195	8	cross	cross	ADJ
cana-6190	195	9	-	-	ADJ
cana-6190	195	10	border	border	ADJ
cana-6190	195	11	payments	payment	NOUN
cana-6190	195	12	with	with	ADP
cana-6190	195	13	reduced	reduce	VERB
cana-6190	195	14	settlement	settlement	NOUN
cana-6190	195	15	times	time	NOUN
cana-6190	195	16	and	and	CCONJ
cana-6190	195	17	transaction	transaction	NOUN
cana-6190	195	18	costs	cost	NOUN
cana-6190	195	19	.	.	PUNCT
cana-6190	196	1	similarly	similarly	ADV
cana-6190	196	2	,	,	PUNCT
cana-6190	196	3	aza	aza	NOUN
cana-6190	196	4	finance	finance	NOUN
cana-6190	196	5	(	(	PUNCT
cana-6190	196	6	formerly	formerly	ADV
cana-6190	196	7	bitpesa	bitpesa	NOUN
cana-6190	196	8	)	)	PUNCT
cana-6190	196	9	has	have	AUX
cana-6190	196	10	harnessed	harness	VERB
cana-6190	196	11	blockchain	blockchain	PROPN
cana-6190	196	12	to	to	PART
cana-6190	196	13	provide	provide	VERB
cana-6190	196	14	cost	cost	NOUN
cana-6190	196	15	-	-	PUNCT
cana-6190	196	16	effective	effective	ADJ
cana-6190	196	17	remittance	remittance	NOUN
cana-6190	196	18	services	service	NOUN
cana-6190	196	19	across	across	ADP
cana-6190	196	20	africa	africa	PROPN
cana-6190	196	21	,	,	PUNCT
cana-6190	196	22	exemplifying	exemplify	VERB
cana-6190	196	23	how	how	SCONJ
cana-6190	196	24	this	this	DET
cana-6190	196	25	innovation	innovation	NOUN
cana-6190	196	26	can	can	AUX
cana-6190	196	27	expand	expand	VERB
cana-6190	196	28	financial	financial	ADJ
cana-6190	196	29	access	access	NOUN
cana-6190	196	30	in	in	ADP
cana-6190	196	31	underserved	underserved	ADJ
cana-6190	196	32	regions	region	NOUN
cana-6190	196	33	.	.	PUNCT
cana-6190	197	1	embedded	embed	VERB
cana-6190	197	2	finance	finance	NOUN
cana-6190	197	3	is	be	AUX
cana-6190	197	4	another	another	DET
cana-6190	197	5	game	game	NOUN
cana-6190	197	6	-	-	PUNCT
cana-6190	197	7	changing	change	VERB
cana-6190	197	8	innovation	innovation	NOUN
cana-6190	197	9	,	,	PUNCT
cana-6190	197	10	with	with	ADP
cana-6190	197	11	its	its	PRON
cana-6190	197	12	market	market	NOUN
cana-6190	197	13	value	value	NOUN
cana-6190	197	14	expected	expect	VERB
cana-6190	197	15	to	to	PART
cana-6190	197	16	reach	reach	VERB
cana-6190	197	17	trillions	trillion	NOUN
cana-6190	197	18	by	by	ADP
cana-6190	197	19	2026	2026	NUM
cana-6190	197	20	.	.	PUNCT
cana-6190	198	1	this	this	DET
cana-6190	198	2	approach	approach	NOUN
cana-6190	198	3	integrates	integrate	VERB
cana-6190	198	4	financial	financial	ADJ
cana-6190	198	5	services	service	NOUN
cana-6190	198	6	into	into	ADP
cana-6190	198	7	non	non	ADJ
cana-6190	198	8	-	-	ADJ
cana-6190	198	9	financial	financial	ADJ
cana-6190	198	10	platforms	platform	NOUN
cana-6190	198	11	,	,	PUNCT
cana-6190	198	12	fundamentally	fundamentally	ADV
cana-6190	198	13	altering	alter	VERB
cana-6190	198	14	how	how	SCONJ
cana-6190	198	15	businesses	business	NOUN
cana-6190	198	16	and	and	CCONJ
cana-6190	198	17	consumers	consumer	NOUN
cana-6190	198	18	access	access	VERB
cana-6190	198	19	financial	financial	ADJ
cana-6190	198	20	solutions	solution	NOUN
cana-6190	198	21	.	.	PUNCT
cana-6190	199	1	from	from	ADP
cana-6190	199	2	e	e	NOUN
cana-6190	199	3	-	-	NOUN
cana-6190	199	4	commerce	commerce	NOUN
cana-6190	199	5	platforms	platform	NOUN
cana-6190	199	6	offering	offer	VERB
cana-6190	199	7	embedded	embed	VERB
cana-6190	199	8	payment	payment	NOUN
cana-6190	199	9	and	and	CCONJ
cana-6190	199	10	lending	lending	NOUN
cana-6190	199	11	options	option	NOUN
cana-6190	199	12	to	to	ADP
cana-6190	199	13	social	social	ADJ
cana-6190	199	14	media	medium	NOUN
cana-6190	199	15	networks	network	NOUN
cana-6190	199	16	incorporating	incorporate	VERB
cana-6190	199	17	communications	communication	NOUN
cana-6190	199	18	on	on	ADP
cana-6190	199	19	applied	apply	VERB
cana-6190	199	20	nonlinear	nonlinear	ADJ
cana-6190	199	21	analysis	analysis	NOUN
cana-6190	199	22	issn	issn	NOUN
cana-6190	199	23	:	:	PUNCT
cana-6190	199	24	1074	1074	NUM
cana-6190	199	25	-	-	PUNCT
cana-6190	199	26	133x	133x	NUM
cana-6190	199	27	vol	vol	NOUN
cana-6190	199	28	32	32	NUM
cana-6190	199	29	no	no	NOUN
cana-6190	199	30	.	.	NOUN
cana-6190	199	31	1	1	NUM
cana-6190	199	32	(	(	PUNCT
cana-6190	199	33	2025	2025	NUM
cana-6190	199	34	)	)	PUNCT
cana-6190	199	35	715	715	NUM
cana-6190	199	36	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	199	37	financial	financial	ADJ
cana-6190	199	38	tools	tool	NOUN
cana-6190	199	39	,	,	PUNCT
cana-6190	199	40	the	the	DET
cana-6190	199	41	applications	application	NOUN
cana-6190	199	42	of	of	ADP
cana-6190	199	43	embedded	embed	VERB
cana-6190	199	44	finance	finance	NOUN
cana-6190	199	45	are	be	AUX
cana-6190	199	46	vast	vast	ADJ
cana-6190	199	47	.	.	PUNCT
cana-6190	200	1	shopify	shopify	PROPN
cana-6190	200	2	has	have	AUX
cana-6190	200	3	successfully	successfully	ADV
cana-6190	200	4	implemented	implement	VERB
cana-6190	200	5	this	this	DET
cana-6190	200	6	model	model	NOUN
cana-6190	200	7	by	by	ADP
cana-6190	200	8	providing	provide	VERB
cana-6190	200	9	its	its	PRON
cana-6190	200	10	merchants	merchant	NOUN
cana-6190	200	11	with	with	ADP
cana-6190	200	12	integrated	integrate	VERB
cana-6190	200	13	financial	financial	ADJ
cana-6190	200	14	services	service	NOUN
cana-6190	200	15	,	,	PUNCT
cana-6190	200	16	including	include	VERB
cana-6190	200	17	cash	cash	NOUN
cana-6190	200	18	advances	advance	NOUN
cana-6190	200	19	and	and	CCONJ
cana-6190	200	20	banking	banking	NOUN
cana-6190	200	21	solutions	solution	NOUN
cana-6190	200	22	.	.	PUNCT
cana-6190	201	1	this	this	DET
cana-6190	201	2	strategy	strategy	NOUN
cana-6190	201	3	not	not	PART
cana-6190	201	4	only	only	ADV
cana-6190	201	5	enhances	enhance	VERB
cana-6190	201	6	business	business	NOUN
cana-6190	201	7	growth	growth	NOUN
cana-6190	201	8	but	but	CCONJ
cana-6190	201	9	also	also	ADV
cana-6190	201	10	reduces	reduce	VERB
cana-6190	201	11	customer	customer	NOUN
cana-6190	201	12	acquisition	acquisition	NOUN
cana-6190	201	13	costs	cost	NOUN
cana-6190	201	14	,	,	PUNCT
cana-6190	201	15	increases	increase	VERB
cana-6190	201	16	transaction	transaction	NOUN
cana-6190	201	17	values	value	NOUN
cana-6190	201	18	,	,	PUNCT
cana-6190	201	19	and	and	CCONJ
cana-6190	201	20	boosts	boost	VERB
cana-6190	201	21	customer	customer	NOUN
cana-6190	201	22	lifetime	lifetime	NOUN
cana-6190	201	23	value	value	NOUN
cana-6190	201	24	.	.	PUNCT
cana-6190	202	1	as	as	SCONJ
cana-6190	202	2	the	the	DET
cana-6190	202	3	financial	financial	ADJ
cana-6190	202	4	sector	sector	NOUN
cana-6190	202	5	continues	continue	VERB
cana-6190	202	6	to	to	PART
cana-6190	202	7	evolve	evolve	VERB
cana-6190	202	8	,	,	PUNCT
cana-6190	202	9	embedded	embed	VERB
cana-6190	202	10	finance	finance	NOUN
cana-6190	202	11	is	be	AUX
cana-6190	202	12	set	set	VERB
cana-6190	202	13	to	to	PART
cana-6190	202	14	play	play	VERB
cana-6190	202	15	a	a	DET
cana-6190	202	16	central	central	ADJ
cana-6190	202	17	role	role	NOUN
cana-6190	202	18	,	,	PUNCT
cana-6190	202	19	with	with	ADP
cana-6190	202	20	further	further	ADJ
cana-6190	202	21	integration	integration	NOUN
cana-6190	202	22	of	of	ADP
cana-6190	202	23	artificial	artificial	ADJ
cana-6190	202	24	intelligence	intelligence	NOUN
cana-6190	202	25	,	,	PUNCT
cana-6190	202	26	blockchain	blockchain	NOUN
cana-6190	202	27	,	,	PUNCT
cana-6190	202	28	and	and	CCONJ
cana-6190	202	29	real	real	ADJ
cana-6190	202	30	-	-	PUNCT
cana-6190	202	31	time	time	NOUN
cana-6190	202	32	data	datum	NOUN
cana-6190	202	33	processing	processing	NOUN
cana-6190	202	34	to	to	PART
cana-6190	202	35	ensure	ensure	VERB
cana-6190	202	36	seamless	seamless	ADJ
cana-6190	202	37	and	and	CCONJ
cana-6190	202	38	secure	secure	VERB
cana-6190	202	39	financial	financial	ADJ
cana-6190	202	40	operations	operation	NOUN
cana-6190	202	41	.	.	PUNCT
cana-6190	203	1	8	8	X
cana-6190	203	2	.	.	X
cana-6190	203	3	impact	impact	NOUN
cana-6190	203	4	on	on	ADP
cana-6190	203	5	financial	financial	ADJ
cana-6190	203	6	inclusion	inclusion	NOUN
cana-6190	203	7	:	:	PUNCT
cana-6190	203	8	fintech	fintech	NOUN
cana-6190	203	9	innovations	innovation	NOUN
cana-6190	203	10	are	be	AUX
cana-6190	203	11	revolutionizing	revolutionize	VERB
cana-6190	203	12	financial	financial	ADJ
cana-6190	203	13	inclusion	inclusion	NOUN
cana-6190	203	14	by	by	ADP
cana-6190	203	15	expanding	expand	VERB
cana-6190	203	16	access	access	NOUN
cana-6190	203	17	to	to	ADP
cana-6190	203	18	financial	financial	ADJ
cana-6190	203	19	services	service	NOUN
cana-6190	203	20	for	for	ADP
cana-6190	203	21	previously	previously	ADV
cana-6190	203	22	unbanked	unbanked	ADJ
cana-6190	203	23	populations	population	NOUN
cana-6190	203	24	in	in	ADP
cana-6190	203	25	developing	develop	VERB
cana-6190	203	26	economies	economy	NOUN
cana-6190	203	27	.	.	PUNCT
cana-6190	204	1	the	the	DET
cana-6190	204	2	success	success	NOUN
cana-6190	204	3	of	of	ADP
cana-6190	204	4	mobile	mobile	ADJ
cana-6190	204	5	money	money	NOUN
cana-6190	204	6	services	service	NOUN
cana-6190	204	7	,	,	PUNCT
cana-6190	204	8	such	such	ADJ
cana-6190	204	9	as	as	ADP
cana-6190	204	10	kenya	kenya	PROPN
cana-6190	204	11	's	's	PART
cana-6190	204	12	m	m	PROPN
cana-6190	204	13	-	-	NOUN
cana-6190	204	14	pesa	pesa	NOUN
cana-6190	204	15	,	,	PUNCT
cana-6190	204	16	demonstrates	demonstrate	VERB
cana-6190	204	17	how	how	SCONJ
cana-6190	204	18	private	private	ADJ
cana-6190	204	19	sector	sector	NOUN
cana-6190	204	20	initiatives	initiative	NOUN
cana-6190	204	21	can	can	AUX
cana-6190	204	22	achieve	achieve	VERB
cana-6190	204	23	substantial	substantial	ADJ
cana-6190	204	24	coverage	coverage	NOUN
cana-6190	204	25	,	,	PUNCT
cana-6190	204	26	with	with	ADP
cana-6190	204	27	73	73	NUM
cana-6190	204	28	%	%	NOUN
cana-6190	204	29	of	of	ADP
cana-6190	204	30	adults	adult	NOUN
cana-6190	204	31	using	use	VERB
cana-6190	204	32	the	the	DET
cana-6190	204	33	platform	platform	NOUN
cana-6190	204	34	and	and	CCONJ
cana-6190	204	35	facilitating	facilitate	VERB
cana-6190	204	36	transactions	transaction	NOUN
cana-6190	204	37	worth	worth	ADJ
cana-6190	204	38	$	$	SYM
cana-6190	204	39	63	63	NUM
cana-6190	204	40	billion	billion	NUM
cana-6190	204	41	.	.	PUNCT
cana-6190	205	1	similarly	similarly	ADV
cana-6190	205	2	,	,	PUNCT
cana-6190	205	3	india	india	PROPN
cana-6190	205	4	's	's	PART
cana-6190	205	5	unified	unified	ADJ
cana-6190	205	6	payments	payment	NOUN
cana-6190	205	7	interface	interface	NOUN
cana-6190	205	8	(	(	PUNCT
cana-6190	205	9	upi	upi	PROPN
cana-6190	205	10	)	)	PUNCT
cana-6190	205	11	operates	operate	VERB
cana-6190	205	12	as	as	ADP
cana-6190	205	13	a	a	DET
cana-6190	205	14	public	public	ADJ
cana-6190	205	15	infrastructure	infrastructure	NOUN
cana-6190	205	16	model	model	NOUN
cana-6190	205	17	,	,	PUNCT
cana-6190	205	18	reaching	reach	VERB
cana-6190	205	19	80	80	NUM
cana-6190	205	20	%	%	NOUN
cana-6190	205	21	of	of	ADP
cana-6190	205	22	the	the	DET
cana-6190	205	23	adult	adult	NOUN
cana-6190	205	24	population	population	NOUN
cana-6190	205	25	and	and	CCONJ
cana-6190	205	26	processing	processing	NOUN
cana-6190	205	27	transactions	transaction	NOUN
cana-6190	205	28	valued	value	VERB
cana-6190	205	29	at	at	ADP
cana-6190	205	30	$	$	SYM
cana-6190	205	31	2.2	2.2	NUM
cana-6190	205	32	trillion	trillion	NUM
cana-6190	205	33	.	.	PUNCT
cana-6190	206	1	these	these	DET
cana-6190	206	2	examples	example	NOUN
cana-6190	206	3	highlight	highlight	VERB
cana-6190	206	4	how	how	SCONJ
cana-6190	206	5	different	different	ADJ
cana-6190	206	6	strategic	strategic	ADJ
cana-6190	206	7	approaches	approach	NOUN
cana-6190	206	8	can	can	AUX
cana-6190	206	9	effectively	effectively	ADV
cana-6190	206	10	enhance	enhance	VERB
cana-6190	206	11	financial	financial	ADJ
cana-6190	206	12	accessibility	accessibility	NOUN
cana-6190	206	13	in	in	ADP
cana-6190	206	14	various	various	ADJ
cana-6190	206	15	regions	region	NOUN
cana-6190	206	16	.	.	PUNCT
cana-6190	207	1	digital	digital	ADJ
cana-6190	207	2	payment	payment	NOUN
cana-6190	207	3	systems	system	NOUN
cana-6190	207	4	have	have	AUX
cana-6190	207	5	played	play	VERB
cana-6190	207	6	a	a	DET
cana-6190	207	7	crucial	crucial	ADJ
cana-6190	207	8	role	role	NOUN
cana-6190	207	9	in	in	ADP
cana-6190	207	10	reducing	reduce	VERB
cana-6190	207	11	transaction	transaction	NOUN
cana-6190	207	12	costs	cost	NOUN
cana-6190	207	13	,	,	PUNCT
cana-6190	207	14	making	make	VERB
cana-6190	207	15	financial	financial	ADJ
cana-6190	207	16	services	service	NOUN
cana-6190	207	17	more	more	ADV
cana-6190	207	18	affordable	affordable	ADJ
cana-6190	207	19	for	for	ADP
cana-6190	207	20	users	user	NOUN
cana-6190	207	21	.	.	PUNCT
cana-6190	208	1	in	in	ADP
cana-6190	208	2	kenya	kenya	PROPN
cana-6190	208	3	,	,	PUNCT
cana-6190	208	4	transaction	transaction	NOUN
cana-6190	208	5	costs	cost	NOUN
cana-6190	208	6	have	have	AUX
cana-6190	208	7	dropped	drop	VERB
cana-6190	208	8	by	by	ADP
cana-6190	208	9	70	70	NUM
cana-6190	208	10	%	%	NOUN
cana-6190	208	11	,	,	PUNCT
cana-6190	208	12	while	while	SCONJ
cana-6190	208	13	in	in	ADP
cana-6190	208	14	india	india	PROPN
cana-6190	208	15	,	,	PUNCT
cana-6190	208	16	they	they	PRON
cana-6190	208	17	have	have	AUX
cana-6190	208	18	declined	decline	VERB
cana-6190	208	19	by	by	ADP
cana-6190	208	20	90	90	NUM
cana-6190	208	21	%	%	NOUN
cana-6190	208	22	,	,	PUNCT
cana-6190	208	23	significantly	significantly	ADV
cana-6190	208	24	improving	improve	VERB
cana-6190	208	25	affordability	affordability	NOUN
cana-6190	208	26	and	and	CCONJ
cana-6190	208	27	accessibility	accessibility	NOUN
cana-6190	208	28	.	.	PUNCT
cana-6190	209	1	furthermore	furthermore	ADV
cana-6190	209	2	,	,	PUNCT
cana-6190	209	3	these	these	DET
cana-6190	209	4	platforms	platform	NOUN
cana-6190	209	5	have	have	AUX
cana-6190	209	6	demonstrated	demonstrate	VERB
cana-6190	209	7	strong	strong	ADJ
cana-6190	209	8	rural	rural	ADJ
cana-6190	209	9	penetration	penetration	NOUN
cana-6190	209	10	,	,	PUNCT
cana-6190	209	11	with	with	ADP
cana-6190	209	12	63	63	NUM
cana-6190	209	13	%	%	NOUN
cana-6190	209	14	of	of	ADP
cana-6190	209	15	kenya	kenya	PROPN
cana-6190	209	16	’s	’s	PART
cana-6190	209	17	rural	rural	ADJ
cana-6190	209	18	population	population	NOUN
cana-6190	209	19	and	and	CCONJ
cana-6190	209	20	65	65	NUM
cana-6190	209	21	%	%	NOUN
cana-6190	209	22	of	of	ADP
cana-6190	209	23	india	india	PROPN
cana-6190	209	24	’s	’s	PART
cana-6190	209	25	rural	rural	ADJ
cana-6190	209	26	population	population	NOUN
cana-6190	209	27	utilizing	utilize	VERB
cana-6190	209	28	digital	digital	ADJ
cana-6190	209	29	financial	financial	ADJ
cana-6190	209	30	services	service	NOUN
cana-6190	209	31	.	.	PUNCT
cana-6190	210	1	this	this	DET
cana-6190	210	2	widespread	widespread	ADJ
cana-6190	210	3	adoption	adoption	NOUN
cana-6190	210	4	has	have	AUX
cana-6190	210	5	helped	help	VERB
cana-6190	210	6	bridge	bridge	VERB
cana-6190	210	7	geographical	geographical	ADJ
cana-6190	210	8	gaps	gap	NOUN
cana-6190	210	9	in	in	ADP
cana-6190	210	10	financial	financial	ADJ
cana-6190	210	11	access	access	NOUN
cana-6190	210	12	,	,	PUNCT
cana-6190	210	13	ensuring	ensure	VERB
cana-6190	210	14	that	that	SCONJ
cana-6190	210	15	underserved	underserved	ADJ
cana-6190	210	16	communities	community	NOUN
cana-6190	210	17	benefit	benefit	VERB
cana-6190	210	18	from	from	ADP
cana-6190	210	19	digital	digital	ADJ
cana-6190	210	20	financial	financial	ADJ
cana-6190	210	21	solutions	solution	NOUN
cana-6190	210	22	.	.	PUNCT
cana-6190	211	1	merchant	merchant	NOUN
cana-6190	211	2	adoption	adoption	NOUN
cana-6190	211	3	of	of	ADP
cana-6190	211	4	digital	digital	ADJ
cana-6190	211	5	payment	payment	NOUN
cana-6190	211	6	systems	system	NOUN
cana-6190	211	7	further	far	ADV
cana-6190	211	8	reinforces	reinforce	VERB
cana-6190	211	9	financial	financial	ADJ
cana-6190	211	10	inclusion	inclusion	NOUN
cana-6190	211	11	by	by	ADP
cana-6190	211	12	integrating	integrate	VERB
cana-6190	211	13	digital	digital	ADJ
cana-6190	211	14	transactions	transaction	NOUN
cana-6190	211	15	into	into	ADP
cana-6190	211	16	everyday	everyday	ADJ
cana-6190	211	17	economic	economic	ADJ
cana-6190	211	18	activities	activity	NOUN
cana-6190	211	19	.	.	PUNCT
cana-6190	212	1	in	in	ADP
cana-6190	212	2	india	india	PROPN
cana-6190	212	3	,	,	PUNCT
cana-6190	212	4	68	68	NUM
cana-6190	212	5	%	%	NOUN
cana-6190	212	6	of	of	ADP
cana-6190	212	7	merchants	merchant	NOUN
cana-6190	212	8	accept	accept	VERB
cana-6190	212	9	digital	digital	ADJ
cana-6190	212	10	payments	payment	NOUN
cana-6190	212	11	,	,	PUNCT
cana-6190	212	12	compared	compare	VERB
cana-6190	212	13	to	to	ADP
cana-6190	212	14	52	52	NUM
cana-6190	212	15	%	%	NOUN
cana-6190	212	16	in	in	ADP
cana-6190	212	17	kenya	kenya	NOUN
cana-6190	212	18	,	,	PUNCT
cana-6190	212	19	reflecting	reflect	VERB
cana-6190	212	20	the	the	DET
cana-6190	212	21	increasing	increase	VERB
cana-6190	212	22	reliance	reliance	NOUN
cana-6190	212	23	on	on	ADP
cana-6190	212	24	cashless	cashless	NOUN
cana-6190	212	25	transactions	transaction	NOUN
cana-6190	212	26	.	.	PUNCT
cana-6190	213	1	as	as	SCONJ
cana-6190	213	2	more	more	ADJ
cana-6190	213	3	businesses	business	NOUN
cana-6190	213	4	and	and	CCONJ
cana-6190	213	5	individuals	individual	NOUN
cana-6190	213	6	embrace	embrace	VERB
cana-6190	213	7	digital	digital	ADJ
cana-6190	213	8	finance	finance	NOUN
cana-6190	213	9	,	,	PUNCT
cana-6190	213	10	these	these	DET
cana-6190	213	11	innovations	innovation	NOUN
cana-6190	213	12	continue	continue	VERB
cana-6190	213	13	to	to	PART
cana-6190	213	14	drive	drive	VERB
cana-6190	213	15	economic	economic	ADJ
cana-6190	213	16	participation	participation	NOUN
cana-6190	213	17	and	and	CCONJ
cana-6190	213	18	create	create	VERB
cana-6190	213	19	new	new	ADJ
cana-6190	213	20	opportunities	opportunity	NOUN
cana-6190	213	21	for	for	ADP
cana-6190	213	22	financial	financial	ADJ
cana-6190	213	23	empowerment	empowerment	NOUN
cana-6190	213	24	across	across	ADP
cana-6190	213	25	diverse	diverse	ADJ
cana-6190	213	26	regions	region	NOUN
cana-6190	213	27	.	.	PUNCT
cana-6190	214	1	figure	figure	VERB
cana-6190	214	2	1.5	1.5	NUM
cana-6190	214	3	.	.	PUNCT
cana-6190	215	1	impact	impact	NOUN
cana-6190	215	2	of	of	ADP
cana-6190	215	3	innovation	innovation	NOUN
cana-6190	215	4	of	of	ADP
cana-6190	215	5	financial	financial	ADJ
cana-6190	215	6	inclusion	inclusion	NOUN
cana-6190	215	7	communications	communication	NOUN
cana-6190	215	8	on	on	ADP
cana-6190	215	9	applied	apply	VERB
cana-6190	215	10	nonlinear	nonlinear	ADJ
cana-6190	215	11	analysis	analysis	NOUN
cana-6190	215	12	issn	issn	NOUN
cana-6190	215	13	:	:	PUNCT
cana-6190	215	14	1074	1074	NUM
cana-6190	215	15	-	-	PUNCT
cana-6190	215	16	133x	133x	NUM
cana-6190	215	17	vol	vol	NOUN
cana-6190	215	18	32	32	NUM
cana-6190	215	19	no	no	NOUN
cana-6190	215	20	.	.	NOUN
cana-6190	215	21	1	1	NUM
cana-6190	215	22	(	(	PUNCT
cana-6190	215	23	2025	2025	NUM
cana-6190	215	24	)	)	PUNCT
cana-6190	215	25	716	716	NUM
cana-6190	215	26	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	215	27	8.1	8.1	NUM
cana-6190	215	28	.	.	PUNCT
cana-6190	216	1	role	role	NOUN
cana-6190	216	2	of	of	ADP
cana-6190	216	3	digital	digital	ADJ
cana-6190	216	4	identity	identity	NOUN
cana-6190	216	5	in	in	ADP
cana-6190	216	6	financial	financial	ADJ
cana-6190	216	7	inclusion	inclusion	NOUN
cana-6190	216	8	:	:	PUNCT
cana-6190	216	9	digital	digital	ADJ
cana-6190	216	10	identity	identity	NOUN
cana-6190	216	11	systems	system	NOUN
cana-6190	216	12	,	,	PUNCT
cana-6190	216	13	such	such	ADJ
cana-6190	216	14	as	as	ADP
cana-6190	216	15	india	india	PROPN
cana-6190	216	16	's	's	PART
cana-6190	216	17	aadhaar	aadhaar	NOUN
cana-6190	216	18	and	and	CCONJ
cana-6190	216	19	thailand	thailand	PROPN
cana-6190	216	20	's	's	PART
cana-6190	216	21	national	national	PROPN
cana-6190	216	22	digital	digital	PROPN
cana-6190	216	23	i	i	PROPN
cana-6190	216	24	d	d	PROPN
cana-6190	216	25	,	,	PUNCT
cana-6190	216	26	play	play	VERB
cana-6190	216	27	a	a	DET
cana-6190	216	28	crucial	crucial	ADJ
cana-6190	216	29	role	role	NOUN
cana-6190	216	30	in	in	ADP
cana-6190	216	31	expanding	expand	VERB
cana-6190	216	32	financial	financial	ADJ
cana-6190	216	33	inclusion	inclusion	NOUN
cana-6190	216	34	.	.	PUNCT
cana-6190	217	1	aadhaar	aadhaar	NOUN
cana-6190	217	2	,	,	PUNCT
cana-6190	217	3	with	with	ADP
cana-6190	217	4	its	its	PRON
cana-6190	217	5	near	near	ADV
cana-6190	217	6	-	-	PUNCT
cana-6190	217	7	universal	universal	ADJ
cana-6190	217	8	99	99	NUM
cana-6190	217	9	%	%	NOUN
cana-6190	217	10	coverage	coverage	NOUN
cana-6190	217	11	at	at	ADP
cana-6190	217	12	an	an	DET
cana-6190	217	13	affordable	affordable	ADJ
cana-6190	217	14	cost	cost	NOUN
cana-6190	217	15	of	of	ADP
cana-6190	217	16	just	just	ADV
cana-6190	217	17	$	$	SYM
cana-6190	217	18	1.20	1.20	NUM
cana-6190	217	19	per	per	ADP
cana-6190	217	20	i	i	PROPN
cana-6190	217	21	d	d	PROPN
cana-6190	217	22	,	,	PUNCT
cana-6190	217	23	provides	provide	VERB
cana-6190	217	24	individuals	individual	NOUN
cana-6190	217	25	with	with	ADP
cana-6190	217	26	a	a	DET
cana-6190	217	27	reliable	reliable	ADJ
cana-6190	217	28	means	mean	NOUN
cana-6190	217	29	to	to	PART
cana-6190	217	30	access	access	VERB
cana-6190	217	31	financial	financial	ADJ
cana-6190	217	32	services	service	NOUN
cana-6190	217	33	.	.	PUNCT
cana-6190	218	1	currently	currently	ADV
cana-6190	218	2	,	,	PUNCT
cana-6190	218	3	84	84	NUM
cana-6190	218	4	%	%	NOUN
cana-6190	218	5	of	of	ADP
cana-6190	218	6	financial	financial	ADJ
cana-6190	218	7	services	service	NOUN
cana-6190	218	8	in	in	ADP
cana-6190	218	9	india	india	PROPN
cana-6190	218	10	are	be	AUX
cana-6190	218	11	integrated	integrate	VERB
cana-6190	218	12	with	with	ADP
cana-6190	218	13	aadhaar	aadhaar	NOUN
cana-6190	218	14	,	,	PUNCT
cana-6190	218	15	streamlining	streamline	VERB
cana-6190	218	16	identity	identity	NOUN
cana-6190	218	17	verification	verification	NOUN
cana-6190	218	18	and	and	CCONJ
cana-6190	218	19	improving	improve	VERB
cana-6190	218	20	accessibility	accessibility	NOUN
cana-6190	218	21	.	.	PUNCT
cana-6190	219	1	although	although	SCONJ
cana-6190	219	2	thailand	thailand	PROPN
cana-6190	219	3	’s	’s	PART
cana-6190	219	4	digital	digital	PROPN
cana-6190	219	5	i	i	PROPN
cana-6190	219	6	d	d	PROPN
cana-6190	219	7	system	system	NOUN
cana-6190	219	8	has	have	VERB
cana-6190	219	9	slightly	slightly	ADV
cana-6190	219	10	lower	low	ADJ
cana-6190	219	11	coverage	coverage	NOUN
cana-6190	219	12	and	and	CCONJ
cana-6190	219	13	integration	integration	NOUN
cana-6190	219	14	,	,	PUNCT
cana-6190	219	15	both	both	DET
cana-6190	219	16	initiatives	initiative	NOUN
cana-6190	219	17	demonstrate	demonstrate	VERB
cana-6190	219	18	the	the	DET
cana-6190	219	19	essential	essential	ADJ
cana-6190	219	20	role	role	NOUN
cana-6190	219	21	of	of	ADP
cana-6190	219	22	digital	digital	ADJ
cana-6190	219	23	identity	identity	NOUN
cana-6190	219	24	in	in	ADP
cana-6190	219	25	enabling	enable	VERB
cana-6190	219	26	broader	broad	ADJ
cana-6190	219	27	participation	participation	NOUN
cana-6190	219	28	in	in	ADP
cana-6190	219	29	the	the	DET
cana-6190	219	30	formal	formal	ADJ
cana-6190	219	31	financial	financial	ADJ
cana-6190	219	32	sector	sector	NOUN
cana-6190	219	33	.	.	PUNCT
cana-6190	220	1	8.2	8.2	NUM
cana-6190	220	2	.	.	PUNCT
cana-6190	221	1	ai	ai	AUX
cana-6190	221	2	and	and	CCONJ
cana-6190	221	3	machine	machine	NOUN
cana-6190	221	4	learning	learn	VERB
cana-6190	221	5	in	in	ADP
cana-6190	221	6	credit	credit	NOUN
cana-6190	221	7	access	access	NOUN
cana-6190	221	8	:	:	PUNCT
cana-6190	221	9	artificial	artificial	ADJ
cana-6190	221	10	intelligence	intelligence	NOUN
cana-6190	221	11	(	(	PUNCT
cana-6190	221	12	ai	ai	NOUN
cana-6190	221	13	)	)	PUNCT
cana-6190	221	14	and	and	CCONJ
cana-6190	221	15	machine	machine	NOUN
cana-6190	221	16	learning	learning	NOUN
cana-6190	221	17	(	(	PUNCT
cana-6190	221	18	ml	ml	NOUN
cana-6190	221	19	)	)	PUNCT
cana-6190	221	20	are	be	AUX
cana-6190	221	21	transforming	transform	VERB
cana-6190	221	22	traditional	traditional	ADJ
cana-6190	221	23	credit	credit	NOUN
cana-6190	221	24	assessment	assessment	NOUN
cana-6190	221	25	processes	process	NOUN
cana-6190	221	26	,	,	PUNCT
cana-6190	221	27	breaking	break	VERB
cana-6190	221	28	down	down	ADP
cana-6190	221	29	barriers	barrier	NOUN
cana-6190	221	30	that	that	PRON
cana-6190	221	31	have	have	AUX
cana-6190	221	32	historically	historically	ADV
cana-6190	221	33	restricted	restrict	VERB
cana-6190	221	34	access	access	NOUN
cana-6190	221	35	to	to	ADP
cana-6190	221	36	financial	financial	ADJ
cana-6190	221	37	services	service	NOUN
cana-6190	221	38	.	.	PUNCT
cana-6190	222	1	aidriven	aidriven	ADJ
cana-6190	222	2	credit	credit	NOUN
cana-6190	222	3	scoring	scoring	NOUN
cana-6190	222	4	evaluates	evaluate	VERB
cana-6190	222	5	hundreds	hundred	NOUN
cana-6190	222	6	of	of	ADP
cana-6190	222	7	data	datum	NOUN
cana-6190	222	8	points	point	NOUN
cana-6190	222	9	instead	instead	ADV
cana-6190	222	10	of	of	ADP
cana-6190	222	11	a	a	DET
cana-6190	222	12	limited	limited	ADJ
cana-6190	222	13	set	set	NOUN
cana-6190	222	14	,	,	PUNCT
cana-6190	222	15	increasing	increase	VERB
cana-6190	222	16	assessment	assessment	NOUN
cana-6190	222	17	accuracy	accuracy	NOUN
cana-6190	222	18	by	by	ADP
cana-6190	222	19	35	35	NUM
cana-6190	222	20	%	%	NOUN
cana-6190	222	21	and	and	CCONJ
cana-6190	222	22	reducing	reduce	VERB
cana-6190	222	23	wrongful	wrongful	ADJ
cana-6190	222	24	loan	loan	NOUN
cana-6190	222	25	rejections	rejection	NOUN
cana-6190	222	26	by	by	ADP
cana-6190	222	27	45	45	NUM
cana-6190	222	28	%	%	NOUN
cana-6190	222	29	.	.	PUNCT
cana-6190	223	1	as	as	ADP
cana-6190	223	2	a	a	DET
cana-6190	223	3	result	result	NOUN
cana-6190	223	4	,	,	PUNCT
cana-6190	223	5	approvals	approval	NOUN
cana-6190	223	6	for	for	ADP
cana-6190	223	7	first	first	ADJ
cana-6190	223	8	-	-	PUNCT
cana-6190	223	9	time	time	NOUN
cana-6190	223	10	borrowers	borrower	NOUN
cana-6190	223	11	have	have	AUX
cana-6190	223	12	risen	rise	VERB
cana-6190	223	13	by	by	ADP
cana-6190	223	14	42	42	NUM
cana-6190	223	15	%	%	NOUN
cana-6190	223	16	,	,	PUNCT
cana-6190	223	17	addressing	address	VERB
cana-6190	223	18	gaps	gap	NOUN
cana-6190	223	19	left	leave	VERB
cana-6190	223	20	by	by	ADP
cana-6190	223	21	conventional	conventional	ADJ
cana-6190	223	22	credit	credit	NOUN
cana-6190	223	23	evaluation	evaluation	NOUN
cana-6190	223	24	methods	method	NOUN
cana-6190	223	25	.	.	PUNCT
cana-6190	224	1	additionally	additionally	ADV
cana-6190	224	2	,	,	PUNCT
cana-6190	224	3	ai	ai	VERB
cana-6190	224	4	and	and	CCONJ
cana-6190	224	5	ml	ml	PROPN
cana-6190	224	6	technologies	technology	NOUN
cana-6190	224	7	have	have	AUX
cana-6190	224	8	cut	cut	VERB
cana-6190	224	9	loan	loan	NOUN
cana-6190	224	10	processing	processing	NOUN
cana-6190	224	11	times	time	NOUN
cana-6190	224	12	by	by	ADP
cana-6190	224	13	85	85	NUM
cana-6190	224	14	%	%	NOUN
cana-6190	224	15	and	and	CCONJ
cana-6190	224	16	reduced	reduce	VERB
cana-6190	224	17	assessment	assessment	NOUN
cana-6190	224	18	costs	cost	NOUN
cana-6190	224	19	by	by	ADP
cana-6190	224	20	67	67	NUM
cana-6190	224	21	%	%	NOUN
cana-6190	224	22	,	,	PUNCT
cana-6190	224	23	making	make	VERB
cana-6190	224	24	credit	credit	NOUN
cana-6190	224	25	more	more	ADV
cana-6190	224	26	accessible	accessible	ADJ
cana-6190	224	27	and	and	CCONJ
cana-6190	224	28	cost	cost	NOUN
cana-6190	224	29	-	-	PUNCT
cana-6190	224	30	effective	effective	ADJ
cana-6190	224	31	.	.	PUNCT
cana-6190	225	1	these	these	DET
cana-6190	225	2	advancements	advancement	NOUN
cana-6190	225	3	also	also	ADV
cana-6190	225	4	contribute	contribute	VERB
cana-6190	225	5	to	to	ADP
cana-6190	225	6	improved	improved	ADJ
cana-6190	225	7	default	default	NOUN
cana-6190	225	8	rates	rate	NOUN
cana-6190	225	9	,	,	PUNCT
cana-6190	225	10	with	with	ADP
cana-6190	225	11	ai	ai	ADJ
cana-6190	225	12	-	-	PUNCT
cana-6190	225	13	driven	drive	VERB
cana-6190	225	14	models	model	NOUN
cana-6190	225	15	reporting	report	VERB
cana-6190	225	16	a	a	DET
cana-6190	225	17	lower	low	ADJ
cana-6190	225	18	default	default	NOUN
cana-6190	225	19	rate	rate	NOUN
cana-6190	225	20	of	of	ADP
cana-6190	225	21	2.8	2.8	NUM
cana-6190	225	22	%	%	NOUN
cana-6190	225	23	compared	compare	VERB
cana-6190	225	24	to	to	ADP
cana-6190	225	25	the	the	DET
cana-6190	225	26	4.2	4.2	NUM
cana-6190	225	27	%	%	NOUN
cana-6190	225	28	associated	associate	VERB
cana-6190	225	29	with	with	ADP
cana-6190	225	30	traditional	traditional	ADJ
cana-6190	225	31	methods	method	NOUN
cana-6190	225	32	.	.	PUNCT
cana-6190	226	1	8.3	8.3	NUM
cana-6190	226	2	.	.	PUNCT
cana-6190	227	1	blockchain	blockchain	PROPN
cana-6190	227	2	technology	technology	PROPN
cana-6190	227	3	for	for	ADP
cana-6190	227	4	financial	financial	ADJ
cana-6190	227	5	inclusion	inclusion	NOUN
cana-6190	227	6	:	:	PUNCT
cana-6190	227	7	blockchain	blockchain	PROPN
cana-6190	227	8	technology	technology	PROPN
cana-6190	227	9	is	be	AUX
cana-6190	227	10	addressing	address	VERB
cana-6190	227	11	key	key	ADJ
cana-6190	227	12	challenges	challenge	NOUN
cana-6190	227	13	in	in	ADP
cana-6190	227	14	financial	financial	ADJ
cana-6190	227	15	inclusion	inclusion	NOUN
cana-6190	227	16	,	,	PUNCT
cana-6190	227	17	particularly	particularly	ADV
cana-6190	227	18	in	in	ADP
cana-6190	227	19	reducing	reduce	VERB
cana-6190	227	20	the	the	DET
cana-6190	227	21	cost	cost	NOUN
cana-6190	227	22	of	of	ADP
cana-6190	227	23	cross	cross	ADJ
cana-6190	227	24	-	-	ADJ
cana-6190	227	25	border	border	ADJ
cana-6190	227	26	remittances	remittance	NOUN
cana-6190	227	27	.	.	PUNCT
cana-6190	228	1	solutions	solution	NOUN
cana-6190	228	2	such	such	ADJ
cana-6190	228	3	as	as	ADP
cana-6190	228	4	ripple	ripple	NOUN
cana-6190	228	5	and	and	CCONJ
cana-6190	228	6	stellar	stellar	ADJ
cana-6190	228	7	have	have	AUX
cana-6190	228	8	lowered	lower	VERB
cana-6190	228	9	remittance	remittance	NOUN
cana-6190	228	10	fees	fee	NOUN
cana-6190	228	11	from	from	ADP
cana-6190	228	12	an	an	DET
cana-6190	228	13	average	average	NOUN
cana-6190	228	14	of	of	ADP
cana-6190	228	15	6.5	6.5	NUM
cana-6190	228	16	%	%	NOUN
cana-6190	228	17	to	to	ADP
cana-6190	228	18	as	as	ADV
cana-6190	228	19	little	little	ADJ
cana-6190	228	20	as	as	ADP
cana-6190	228	21	0.1%–1	0.1%–1	NUM
cana-6190	228	22	%	%	NOUN
cana-6190	228	23	,	,	PUNCT
cana-6190	228	24	significantly	significantly	ADV
cana-6190	228	25	benefiting	benefit	VERB
cana-6190	228	26	households	household	NOUN
cana-6190	228	27	that	that	PRON
cana-6190	228	28	rely	rely	VERB
cana-6190	228	29	on	on	ADP
cana-6190	228	30	international	international	ADJ
cana-6190	228	31	money	money	NOUN
cana-6190	228	32	transfers	transfer	NOUN
cana-6190	228	33	.	.	PUNCT
cana-6190	229	1	the	the	DET
cana-6190	229	2	world	world	PROPN
cana-6190	229	3	bank	bank	PROPN
cana-6190	229	4	's	's	PART
cana-6190	229	5	blockchain	blockchain	PROPN
cana-6190	229	6	-	-	PUNCT
cana-6190	229	7	based	base	VERB
cana-6190	229	8	digital	digital	ADJ
cana-6190	229	9	identity	identity	NOUN
cana-6190	229	10	pilot	pilot	NOUN
cana-6190	229	11	projects	project	NOUN
cana-6190	229	12	further	far	ADV
cana-6190	229	13	enhance	enhance	VERB
cana-6190	229	14	efficiency	efficiency	NOUN
cana-6190	229	15	by	by	ADP
cana-6190	229	16	enabling	enable	VERB
cana-6190	229	17	nearly	nearly	ADV
cana-6190	229	18	instant	instant	ADJ
cana-6190	229	19	document	document	NOUN
cana-6190	229	20	verification	verification	NOUN
cana-6190	229	21	,	,	PUNCT
cana-6190	229	22	reducing	reduce	VERB
cana-6190	229	23	processing	processing	NOUN
cana-6190	229	24	time	time	NOUN
cana-6190	229	25	from	from	ADP
cana-6190	229	26	days	day	NOUN
cana-6190	229	27	to	to	ADP
cana-6190	229	28	seconds	second	NOUN
cana-6190	229	29	while	while	SCONJ
cana-6190	229	30	cutting	cut	VERB
cana-6190	229	31	costs	cost	NOUN
cana-6190	229	32	by	by	ADP
cana-6190	229	33	90	90	NUM
cana-6190	229	34	%	%	NOUN
cana-6190	229	35	.	.	PUNCT
cana-6190	230	1	additionally	additionally	ADV
cana-6190	230	2	,	,	PUNCT
cana-6190	230	3	blockchain	blockchain	NOUN
cana-6190	230	4	-	-	PUNCT
cana-6190	230	5	powered	power	VERB
cana-6190	230	6	smart	smart	ADJ
cana-6190	230	7	contracts	contract	NOUN
cana-6190	230	8	are	be	AUX
cana-6190	230	9	streamlining	streamline	VERB
cana-6190	230	10	microfinance	microfinance	NOUN
cana-6190	230	11	operations	operation	NOUN
cana-6190	230	12	,	,	PUNCT
cana-6190	230	13	reducing	reduce	VERB
cana-6190	230	14	overhead	overhead	ADJ
cana-6190	230	15	expenses	expense	NOUN
cana-6190	230	16	by	by	ADP
cana-6190	230	17	47	47	NUM
cana-6190	230	18	%	%	NOUN
cana-6190	230	19	and	and	CCONJ
cana-6190	230	20	improving	improve	VERB
cana-6190	230	21	financial	financial	ADJ
cana-6190	230	22	service	service	NOUN
cana-6190	230	23	delivery	delivery	NOUN
cana-6190	230	24	to	to	ADP
cana-6190	230	25	underserved	underserved	ADJ
cana-6190	230	26	communities	community	NOUN
cana-6190	230	27	.	.	PUNCT
cana-6190	231	1	8.4	8.4	NUM
cana-6190	231	2	.	.	PUNCT
cana-6190	231	3	expanding	expand	VERB
cana-6190	231	4	financial	financial	ADJ
cana-6190	231	5	access	access	NOUN
cana-6190	231	6	through	through	ADP
cana-6190	231	7	technology	technology	NOUN
cana-6190	231	8	:	:	PUNCT
cana-6190	231	9	emerging	emerge	VERB
cana-6190	231	10	technologies	technology	NOUN
cana-6190	231	11	,	,	PUNCT
cana-6190	231	12	particularly	particularly	ADV
cana-6190	231	13	machine	machine	NOUN
cana-6190	231	14	learning	learning	NOUN
cana-6190	231	15	,	,	PUNCT
cana-6190	231	16	are	be	AUX
cana-6190	231	17	significantly	significantly	ADV
cana-6190	231	18	improving	improve	VERB
cana-6190	231	19	credit	credit	NOUN
cana-6190	231	20	approval	approval	NOUN
cana-6190	231	21	rates	rate	NOUN
cana-6190	231	22	for	for	ADP
cana-6190	231	23	marginalized	marginalize	VERB
cana-6190	231	24	groups	group	NOUN
cana-6190	231	25	,	,	PUNCT
cana-6190	231	26	including	include	VERB
cana-6190	231	27	low	low	ADJ
cana-6190	231	28	-	-	PUNCT
cana-6190	231	29	income	income	NOUN
cana-6190	231	30	individuals	individual	NOUN
cana-6190	231	31	(	(	PUNCT
cana-6190	231	32	+23	+23	NUM
cana-6190	231	33	%	%	NOUN
cana-6190	231	34	)	)	PUNCT
cana-6190	231	35	,	,	PUNCT
cana-6190	231	36	informal	informal	ADJ
cana-6190	231	37	workers	worker	NOUN
cana-6190	231	38	(	(	PUNCT
cana-6190	231	39	+19	+19	NUM
cana-6190	231	40	%	%	NOUN
cana-6190	231	41	)	)	PUNCT
cana-6190	231	42	,	,	PUNCT
cana-6190	231	43	rural	rural	ADJ
cana-6190	231	44	borrowers	borrower	NOUN
cana-6190	231	45	(	(	PUNCT
cana-6190	231	46	+24	+24	ADJ
cana-6190	231	47	%	%	NOUN
cana-6190	231	48	)	)	PUNCT
cana-6190	231	49	,	,	PUNCT
cana-6190	231	50	and	and	CCONJ
cana-6190	231	51	first	first	ADJ
cana-6190	231	52	-	-	PUNCT
cana-6190	231	53	time	time	NOUN
cana-6190	231	54	applicants	applicant	NOUN
cana-6190	231	55	(	(	PUNCT
cana-6190	231	56	+29	+29	NOUN
cana-6190	231	57	%	%	NOUN
cana-6190	231	58	)	)	PUNCT
cana-6190	231	59	.	.	PUNCT
cana-6190	232	1	these	these	DET
cana-6190	232	2	advancements	advancement	NOUN
cana-6190	232	3	are	be	AUX
cana-6190	232	4	fostering	foster	VERB
cana-6190	232	5	greater	great	ADJ
cana-6190	232	6	financial	financial	ADJ
cana-6190	232	7	inclusion	inclusion	NOUN
cana-6190	232	8	,	,	PUNCT
cana-6190	232	9	ensuring	ensure	VERB
cana-6190	232	10	that	that	SCONJ
cana-6190	232	11	traditionally	traditionally	ADV
cana-6190	232	12	excluded	exclude	VERB
cana-6190	232	13	populations	population	NOUN
cana-6190	232	14	gain	gain	VERB
cana-6190	232	15	access	access	NOUN
cana-6190	232	16	to	to	ADP
cana-6190	232	17	essential	essential	ADJ
cana-6190	232	18	financial	financial	ADJ
cana-6190	232	19	services	service	NOUN
cana-6190	232	20	.	.	PUNCT
cana-6190	233	1	8.5	8.5	NUM
cana-6190	233	2	.	.	PUNCT
cana-6190	234	1	economic	economic	ADJ
cana-6190	234	2	empowerment	empowerment	NOUN
cana-6190	234	3	through	through	ADP
cana-6190	234	4	fintech	fintech	NOUN
cana-6190	234	5	innovations	innovation	NOUN
cana-6190	234	6	although	although	SCONJ
cana-6190	234	7	direct	direct	ADJ
cana-6190	234	8	statistical	statistical	ADJ
cana-6190	234	9	correlations	correlation	NOUN
cana-6190	234	10	between	between	ADP
cana-6190	234	11	financial	financial	ADJ
cana-6190	234	12	literacy	literacy	NOUN
cana-6190	234	13	and	and	CCONJ
cana-6190	234	14	economic	economic	ADJ
cana-6190	234	15	empowerment	empowerment	NOUN
cana-6190	234	16	remain	remain	VERB
cana-6190	234	17	limited	limited	ADJ
cana-6190	234	18	,	,	PUNCT
cana-6190	234	19	available	available	ADJ
cana-6190	234	20	data	datum	NOUN
cana-6190	234	21	suggests	suggest	VERB
cana-6190	234	22	that	that	SCONJ
cana-6190	234	23	fintech	fintech	NOUN
cana-6190	234	24	innovations	innovation	NOUN
cana-6190	234	25	contribute	contribute	VERB
cana-6190	234	26	positively	positively	ADV
cana-6190	234	27	to	to	ADP
cana-6190	234	28	financial	financial	ADJ
cana-6190	234	29	inclusion	inclusion	NOUN
cana-6190	234	30	.	.	PUNCT
cana-6190	235	1	by	by	ADP
cana-6190	235	2	reducing	reduce	VERB
cana-6190	235	3	transaction	transaction	NOUN
cana-6190	235	4	costs	cost	NOUN
cana-6190	235	5	,	,	PUNCT
cana-6190	235	6	increasing	increase	VERB
cana-6190	235	7	credit	credit	NOUN
cana-6190	235	8	accessibility	accessibility	NOUN
cana-6190	235	9	,	,	PUNCT
cana-6190	235	10	and	and	CCONJ
cana-6190	235	11	extending	extend	VERB
cana-6190	235	12	services	service	NOUN
cana-6190	235	13	to	to	ADP
cana-6190	235	14	underserved	underserved	ADJ
cana-6190	235	15	populations	population	NOUN
cana-6190	235	16	,	,	PUNCT
cana-6190	235	17	digital	digital	ADJ
cana-6190	235	18	financial	financial	ADJ
cana-6190	235	19	solutions	solution	NOUN
cana-6190	235	20	are	be	AUX
cana-6190	235	21	fostering	foster	VERB
cana-6190	235	22	economic	economic	ADJ
cana-6190	235	23	growth	growth	NOUN
cana-6190	235	24	and	and	CCONJ
cana-6190	235	25	financial	financial	ADJ
cana-6190	235	26	communications	communication	NOUN
cana-6190	235	27	on	on	ADP
cana-6190	235	28	applied	apply	VERB
cana-6190	235	29	nonlinear	nonlinear	ADJ
cana-6190	235	30	analysis	analysis	NOUN
cana-6190	235	31	issn	issn	NOUN
cana-6190	235	32	:	:	PUNCT
cana-6190	235	33	1074	1074	NUM
cana-6190	235	34	-	-	PUNCT
cana-6190	235	35	133x	133x	NUM
cana-6190	235	36	vol	vol	NOUN
cana-6190	235	37	32	32	NUM
cana-6190	235	38	no	no	NOUN
cana-6190	235	39	.	.	NOUN
cana-6190	235	40	1	1	NUM
cana-6190	235	41	(	(	PUNCT
cana-6190	235	42	2025	2025	NUM
cana-6190	235	43	)	)	PUNCT
cana-6190	235	44	717	717	NUM
cana-6190	235	45	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	235	46	empowerment	empowerment	NOUN
cana-6190	235	47	.	.	PUNCT
cana-6190	236	1	as	as	ADP
cana-6190	236	2	a	a	DET
cana-6190	236	3	result	result	NOUN
cana-6190	236	4	,	,	PUNCT
cana-6190	236	5	these	these	DET
cana-6190	236	6	technological	technological	ADJ
cana-6190	236	7	advancements	advancement	NOUN
cana-6190	236	8	are	be	AUX
cana-6190	236	9	playing	play	VERB
cana-6190	236	10	a	a	DET
cana-6190	236	11	vital	vital	ADJ
cana-6190	236	12	role	role	NOUN
cana-6190	236	13	in	in	ADP
cana-6190	236	14	creating	create	VERB
cana-6190	236	15	a	a	DET
cana-6190	236	16	more	more	ADV
cana-6190	236	17	inclusive	inclusive	ADJ
cana-6190	236	18	and	and	CCONJ
cana-6190	236	19	equitable	equitable	ADJ
cana-6190	236	20	global	global	ADJ
cana-6190	236	21	economy	economy	NOUN
cana-6190	236	22	.	.	PUNCT
cana-6190	237	1	9	9	X
cana-6190	237	2	.	.	X
cana-6190	237	3	challenges	challenge	NOUN
cana-6190	237	4	and	and	CCONJ
cana-6190	237	5	limitations	limitation	NOUN
cana-6190	237	6	in	in	ADP
cana-6190	237	7	fintech	fintech	NOUN
cana-6190	237	8	-	-	PUNCT
cana-6190	237	9	driven	drive	VERB
cana-6190	237	10	financial	financial	ADJ
cana-6190	237	11	inclusion	inclusion	NOUN
cana-6190	237	12	while	while	SCONJ
cana-6190	237	13	fintech	fintech	NOUN
cana-6190	237	14	has	have	VERB
cana-6190	237	15	the	the	DET
cana-6190	237	16	potential	potential	NOUN
cana-6190	237	17	to	to	PART
cana-6190	237	18	significantly	significantly	ADV
cana-6190	237	19	enhance	enhance	VERB
cana-6190	237	20	financial	financial	ADJ
cana-6190	237	21	inclusion	inclusion	NOUN
cana-6190	237	22	,	,	PUNCT
cana-6190	237	23	several	several	ADJ
cana-6190	237	24	challenges	challenge	NOUN
cana-6190	237	25	hinder	hinder	VERB
cana-6190	237	26	its	its	PRON
cana-6190	237	27	full	full	ADJ
cana-6190	237	28	effectiveness	effectiveness	NOUN
cana-6190	237	29	.	.	PUNCT
cana-6190	238	1	these	these	DET
cana-6190	238	2	challenges	challenge	NOUN
cana-6190	238	3	can	can	AUX
cana-6190	238	4	be	be	AUX
cana-6190	238	5	categorized	categorize	VERB
cana-6190	238	6	into	into	ADP
cana-6190	238	7	three	three	NUM
cana-6190	238	8	main	main	ADJ
cana-6190	238	9	areas	area	NOUN
cana-6190	238	10	:	:	PUNCT
cana-6190	238	11	regulatory	regulatory	ADJ
cana-6190	238	12	issues	issue	NOUN
cana-6190	238	13	,	,	PUNCT
cana-6190	238	14	cybersecurity	cybersecurity	NOUN
cana-6190	238	15	and	and	CCONJ
cana-6190	238	16	data	datum	NOUN
cana-6190	238	17	privacy	privacy	NOUN
cana-6190	238	18	concerns	concern	NOUN
cana-6190	238	19	,	,	PUNCT
cana-6190	238	20	and	and	CCONJ
cana-6190	238	21	the	the	DET
cana-6190	238	22	ongoing	ongoing	ADJ
cana-6190	238	23	digital	digital	ADJ
cana-6190	238	24	divide	divide	NOUN
cana-6190	238	25	.	.	PUNCT
cana-6190	239	1	addressing	address	VERB
cana-6190	239	2	these	these	DET
cana-6190	239	3	issues	issue	NOUN
cana-6190	239	4	is	be	AUX
cana-6190	239	5	crucial	crucial	ADJ
cana-6190	239	6	to	to	ADP
cana-6190	239	7	ensuring	ensure	VERB
cana-6190	239	8	fintech	fintech	NOUN
cana-6190	239	9	solutions	solution	NOUN
cana-6190	239	10	reach	reach	VERB
cana-6190	239	11	and	and	CCONJ
cana-6190	239	12	benefit	benefit	VERB
cana-6190	239	13	all	all	DET
cana-6190	239	14	segments	segment	NOUN
cana-6190	239	15	of	of	ADP
cana-6190	239	16	society	society	NOUN
cana-6190	239	17	.	.	PUNCT
cana-6190	240	1	9.1	9.1	NUM
cana-6190	240	2	.	.	PUNCT
cana-6190	241	1	regulatory	regulatory	ADJ
cana-6190	241	2	challenges	challenge	NOUN
cana-6190	241	3	the	the	DET
cana-6190	241	4	rapid	rapid	ADJ
cana-6190	241	5	pace	pace	NOUN
cana-6190	241	6	of	of	ADP
cana-6190	241	7	fintech	fintech	NOUN
cana-6190	241	8	innovation	innovation	NOUN
cana-6190	241	9	often	often	ADV
cana-6190	241	10	outstrips	outstrip	VERB
cana-6190	241	11	the	the	DET
cana-6190	241	12	development	development	NOUN
cana-6190	241	13	of	of	ADP
cana-6190	241	14	regulatory	regulatory	ADJ
cana-6190	241	15	frameworks	framework	NOUN
cana-6190	241	16	,	,	PUNCT
cana-6190	241	17	creating	create	VERB
cana-6190	241	18	uncertainty	uncertainty	NOUN
cana-6190	241	19	for	for	ADP
cana-6190	241	20	businesses	business	NOUN
cana-6190	241	21	and	and	CCONJ
cana-6190	241	22	investors	investor	NOUN
cana-6190	241	23	.	.	PUNCT
cana-6190	242	1	many	many	ADJ
cana-6190	242	2	fintech	fintech	NOUN
cana-6190	242	3	companies	company	NOUN
cana-6190	242	4	operate	operate	VERB
cana-6190	242	5	in	in	ADP
cana-6190	242	6	an	an	DET
cana-6190	242	7	ambiguous	ambiguous	ADJ
cana-6190	242	8	legal	legal	ADJ
cana-6190	242	9	environment	environment	NOUN
cana-6190	242	10	due	due	ADP
cana-6190	242	11	to	to	ADP
cana-6190	242	12	unclear	unclear	ADJ
cana-6190	242	13	or	or	CCONJ
cana-6190	242	14	outdated	outdated	ADJ
cana-6190	242	15	regulations	regulation	NOUN
cana-6190	242	16	,	,	PUNCT
cana-6190	242	17	making	make	VERB
cana-6190	242	18	compliance	compliance	NOUN
cana-6190	242	19	difficult	difficult	ADJ
cana-6190	242	20	and	and	CCONJ
cana-6190	242	21	unpredictable	unpredictable	ADJ
cana-6190	242	22	.	.	PUNCT
cana-6190	243	1	this	this	DET
cana-6190	243	2	regulatory	regulatory	ADJ
cana-6190	243	3	uncertainty	uncertainty	NOUN
cana-6190	243	4	can	can	AUX
cana-6190	243	5	discourage	discourage	VERB
cana-6190	243	6	investment	investment	NOUN
cana-6190	243	7	,	,	PUNCT
cana-6190	243	8	particularly	particularly	ADV
cana-6190	243	9	in	in	ADP
cana-6190	243	10	developing	develop	VERB
cana-6190	243	11	economies	economy	NOUN
cana-6190	243	12	where	where	SCONJ
cana-6190	243	13	inconsistent	inconsistent	ADJ
cana-6190	243	14	rules	rule	NOUN
cana-6190	243	15	across	across	ADP
cana-6190	243	16	regions	region	NOUN
cana-6190	243	17	further	far	ADV
cana-6190	243	18	complicate	complicate	VERB
cana-6190	243	19	scalability	scalability	NOUN
cana-6190	243	20	and	and	CCONJ
cana-6190	243	21	cross	cross	ADJ
cana-6190	243	22	-	-	ADJ
cana-6190	243	23	border	border	ADJ
cana-6190	243	24	expansion	expansion	NOUN
cana-6190	243	25	.	.	PUNCT
cana-6190	244	1	smaller	small	ADJ
cana-6190	244	2	fintech	fintech	NOUN
cana-6190	244	3	startups	startup	NOUN
cana-6190	244	4	face	face	VERB
cana-6190	244	5	additional	additional	ADJ
cana-6190	244	6	burdens	burden	NOUN
cana-6190	244	7	as	as	SCONJ
cana-6190	244	8	they	they	PRON
cana-6190	244	9	struggle	struggle	VERB
cana-6190	244	10	to	to	PART
cana-6190	244	11	allocate	allocate	VERB
cana-6190	244	12	resources	resource	NOUN
cana-6190	244	13	for	for	ADP
cana-6190	244	14	compliance	compliance	NOUN
cana-6190	244	15	with	with	ADP
cana-6190	244	16	evolving	evolve	VERB
cana-6190	244	17	regulations	regulation	NOUN
cana-6190	244	18	.	.	PUNCT
cana-6190	245	1	furthermore	furthermore	ADV
cana-6190	245	2	,	,	PUNCT
cana-6190	245	3	regulators	regulator	NOUN
cana-6190	245	4	often	often	ADV
cana-6190	245	5	lack	lack	VERB
cana-6190	245	6	the	the	DET
cana-6190	245	7	technical	technical	ADJ
cana-6190	245	8	expertise	expertise	NOUN
cana-6190	245	9	required	require	VERB
cana-6190	245	10	to	to	PART
cana-6190	245	11	oversee	oversee	VERB
cana-6190	245	12	fintech	fintech	NOUN
cana-6190	245	13	innovations	innovation	NOUN
cana-6190	245	14	effectively	effectively	ADV
cana-6190	245	15	,	,	PUNCT
cana-6190	245	16	sometimes	sometimes	ADV
cana-6190	245	17	leading	lead	VERB
cana-6190	245	18	to	to	ADP
cana-6190	245	19	overly	overly	ADV
cana-6190	245	20	restrictive	restrictive	ADJ
cana-6190	245	21	or	or	CCONJ
cana-6190	245	22	poorly	poorly	ADV
cana-6190	245	23	informed	inform	VERB
cana-6190	245	24	policies	policy	NOUN
cana-6190	245	25	that	that	PRON
cana-6190	245	26	stifle	stifle	VERB
cana-6190	245	27	innovation	innovation	NOUN
cana-6190	245	28	rather	rather	ADV
cana-6190	245	29	than	than	ADP
cana-6190	245	30	fostering	foster	VERB
cana-6190	245	31	a	a	DET
cana-6190	245	32	balanced	balanced	ADJ
cana-6190	245	33	regulatory	regulatory	ADJ
cana-6190	245	34	environment	environment	NOUN
cana-6190	245	35	.	.	PUNCT
cana-6190	246	1	9.2	9.2	NUM
cana-6190	246	2	.	.	PUNCT
cana-6190	246	3	cybersecurity	cybersecurity	NOUN
cana-6190	246	4	and	and	CCONJ
cana-6190	246	5	data	datum	NOUN
cana-6190	246	6	privacy	privacy	NOUN
cana-6190	246	7	concerns	concern	NOUN
cana-6190	246	8	as	as	ADP
cana-6190	246	9	fintech	fintech	NOUN
cana-6190	246	10	platforms	platform	NOUN
cana-6190	246	11	become	become	AUX
cana-6190	246	12	more	more	ADV
cana-6190	246	13	widely	widely	ADV
cana-6190	246	14	adopted	adopt	VERB
cana-6190	246	15	,	,	PUNCT
cana-6190	246	16	the	the	DET
cana-6190	246	17	risks	risk	NOUN
cana-6190	246	18	associated	associate	VERB
cana-6190	246	19	with	with	ADP
cana-6190	246	20	cybersecurity	cybersecurity	NOUN
cana-6190	246	21	and	and	CCONJ
cana-6190	246	22	data	datum	NOUN
cana-6190	246	23	privacy	privacy	NOUN
cana-6190	246	24	have	have	AUX
cana-6190	246	25	intensified	intensify	VERB
cana-6190	246	26	.	.	PUNCT
cana-6190	247	1	reports	report	NOUN
cana-6190	247	2	indicate	indicate	VERB
cana-6190	247	3	a	a	DET
cana-6190	247	4	180	180	NUM
cana-6190	247	5	%	%	NOUN
cana-6190	247	6	year	year	NOUN
cana-6190	247	7	-	-	PUNCT
cana-6190	247	8	over	over	ADP
cana-6190	247	9	-	-	PUNCT
cana-6190	247	10	year	year	NOUN
cana-6190	247	11	rise	rise	NOUN
cana-6190	247	12	in	in	ADP
cana-6190	247	13	fraud	fraud	NOUN
cana-6190	247	14	attempts	attempt	NOUN
cana-6190	247	15	,	,	PUNCT
cana-6190	247	16	highlighting	highlight	VERB
cana-6190	247	17	the	the	DET
cana-6190	247	18	growing	grow	VERB
cana-6190	247	19	vulnerability	vulnerability	NOUN
cana-6190	247	20	of	of	ADP
cana-6190	247	21	digital	digital	ADJ
cana-6190	247	22	financial	financial	ADJ
cana-6190	247	23	services	service	NOUN
cana-6190	247	24	to	to	ADP
cana-6190	247	25	cyber	cyber	PROPN
cana-6190	247	26	threats	threat	NOUN
cana-6190	247	27	.	.	PUNCT
cana-6190	248	1	fintech	fintech	NOUN
cana-6190	248	2	firms	firm	NOUN
cana-6190	248	3	handle	handle	VERB
cana-6190	248	4	vast	vast	ADJ
cana-6190	248	5	amounts	amount	NOUN
cana-6190	248	6	of	of	ADP
cana-6190	248	7	sensitive	sensitive	ADJ
cana-6190	248	8	user	user	NOUN
cana-6190	248	9	data	data	PROPN
cana-6190	248	10	,	,	PUNCT
cana-6190	248	11	making	make	VERB
cana-6190	248	12	them	they	PRON
cana-6190	248	13	prime	prime	ADJ
cana-6190	248	14	targets	target	NOUN
cana-6190	248	15	for	for	ADP
cana-6190	248	16	cybercriminals	cybercriminal	NOUN
cana-6190	248	17	.	.	PUNCT
cana-6190	249	1	data	datum	NOUN
cana-6190	249	2	breaches	breach	NOUN
cana-6190	249	3	and	and	CCONJ
cana-6190	249	4	security	security	NOUN
cana-6190	249	5	lapses	lapse	NOUN
cana-6190	249	6	can	can	AUX
cana-6190	249	7	erode	erode	VERB
cana-6190	249	8	consumer	consumer	NOUN
cana-6190	249	9	trust	trust	NOUN
cana-6190	249	10	,	,	PUNCT
cana-6190	249	11	potentially	potentially	ADV
cana-6190	249	12	slowing	slow	VERB
cana-6190	249	13	the	the	DET
cana-6190	249	14	adoption	adoption	NOUN
cana-6190	249	15	of	of	ADP
cana-6190	249	16	digital	digital	ADJ
cana-6190	249	17	financial	financial	ADJ
cana-6190	249	18	services	service	NOUN
cana-6190	249	19	and	and	CCONJ
cana-6190	249	20	reversing	reverse	VERB
cana-6190	249	21	progress	progress	NOUN
cana-6190	249	22	in	in	ADP
cana-6190	249	23	financial	financial	ADJ
cana-6190	249	24	inclusion	inclusion	NOUN
cana-6190	249	25	.	.	PUNCT
cana-6190	250	1	in	in	ADP
cana-6190	250	2	many	many	ADJ
cana-6190	250	3	developing	develop	VERB
cana-6190	250	4	economies	economy	NOUN
cana-6190	250	5	,	,	PUNCT
cana-6190	250	6	cybersecurity	cybersecurity	NOUN
cana-6190	250	7	infrastructure	infrastructure	NOUN
cana-6190	250	8	is	be	AUX
cana-6190	250	9	insufficient	insufficient	ADJ
cana-6190	250	10	,	,	PUNCT
cana-6190	250	11	leaving	leave	VERB
cana-6190	250	12	financial	financial	ADJ
cana-6190	250	13	platforms	platform	NOUN
cana-6190	250	14	more	more	ADV
cana-6190	250	15	exposed	expose	VERB
cana-6190	250	16	to	to	ADP
cana-6190	250	17	attacks	attack	NOUN
cana-6190	250	18	.	.	PUNCT
cana-6190	251	1	additionally	additionally	ADV
cana-6190	251	2	,	,	PUNCT
cana-6190	251	3	weak	weak	ADJ
cana-6190	251	4	or	or	CCONJ
cana-6190	251	5	poorly	poorly	ADV
cana-6190	251	6	enforced	enforce	VERB
cana-6190	251	7	data	data	PROPN
cana-6190	251	8	privacy	privacy	NOUN
cana-6190	251	9	regulations	regulation	NOUN
cana-6190	251	10	raise	raise	VERB
cana-6190	251	11	concerns	concern	NOUN
cana-6190	251	12	about	about	ADP
cana-6190	251	13	how	how	SCONJ
cana-6190	251	14	user	user	NOUN
cana-6190	251	15	information	information	NOUN
cana-6190	251	16	is	be	AUX
cana-6190	251	17	managed	manage	VERB
cana-6190	251	18	and	and	CCONJ
cana-6190	251	19	protected	protect	VERB
cana-6190	251	20	.	.	PUNCT
cana-6190	252	1	without	without	ADP
cana-6190	252	2	strong	strong	ADJ
cana-6190	252	3	data	datum	NOUN
cana-6190	252	4	protection	protection	NOUN
cana-6190	252	5	measures	measure	NOUN
cana-6190	252	6	,	,	PUNCT
cana-6190	252	7	individuals	individual	NOUN
cana-6190	252	8	remain	remain	VERB
cana-6190	252	9	at	at	ADP
cana-6190	252	10	risk	risk	NOUN
cana-6190	252	11	of	of	ADP
cana-6190	252	12	identity	identity	NOUN
cana-6190	252	13	theft	theft	NOUN
cana-6190	252	14	,	,	PUNCT
cana-6190	252	15	financial	financial	ADJ
cana-6190	252	16	fraud	fraud	NOUN
cana-6190	252	17	,	,	PUNCT
cana-6190	252	18	and	and	CCONJ
cana-6190	252	19	data	datum	NOUN
cana-6190	252	20	exploitation	exploitation	NOUN
cana-6190	252	21	,	,	PUNCT
cana-6190	252	22	undermining	undermine	VERB
cana-6190	252	23	the	the	DET
cana-6190	252	24	ethical	ethical	ADJ
cana-6190	252	25	foundation	foundation	NOUN
cana-6190	252	26	of	of	ADP
cana-6190	252	27	fintech	fintech	NOUN
cana-6190	252	28	-	-	PUNCT
cana-6190	252	29	driven	drive	VERB
cana-6190	252	30	inclusion	inclusion	NOUN
cana-6190	252	31	.	.	PUNCT
cana-6190	253	1	9.3	9.3	NUM
cana-6190	253	2	.	.	PUNCT
cana-6190	254	1	the	the	DET
cana-6190	254	2	digital	digital	ADJ
cana-6190	254	3	divide	divide	NOUN
cana-6190	254	4	and	and	CCONJ
cana-6190	254	5	accessibility	accessibility	NOUN
cana-6190	254	6	gaps	gap	VERB
cana-6190	254	7	a	a	DET
cana-6190	254	8	major	major	ADJ
cana-6190	254	9	obstacle	obstacle	NOUN
cana-6190	254	10	to	to	ADP
cana-6190	254	11	widespread	widespread	ADJ
cana-6190	254	12	fintech	fintech	NOUN
cana-6190	254	13	adoption	adoption	NOUN
cana-6190	254	14	is	be	AUX
cana-6190	254	15	the	the	DET
cana-6190	254	16	persistent	persistent	ADJ
cana-6190	254	17	digital	digital	ADJ
cana-6190	254	18	divide	divide	NOUN
cana-6190	254	19	.	.	PUNCT
cana-6190	255	1	infrastructure	infrastructure	NOUN
cana-6190	255	2	limitations	limitation	NOUN
cana-6190	255	3	remain	remain	VERB
cana-6190	255	4	significant	significant	ADJ
cana-6190	255	5	,	,	PUNCT
cana-6190	255	6	with	with	ADP
cana-6190	255	7	power	power	NOUN
cana-6190	255	8	reliability	reliability	NOUN
cana-6190	255	9	averaging	average	VERB
cana-6190	255	10	just	just	ADV
cana-6190	255	11	72	72	NUM
cana-6190	255	12	%	%	NOUN
cana-6190	255	13	uptime	uptime	NOUN
cana-6190	255	14	,	,	PUNCT
cana-6190	255	15	stable	stable	ADJ
cana-6190	255	16	internet	internet	NOUN
cana-6190	255	17	connectivity	connectivity	NOUN
cana-6190	255	18	reaching	reach	VERB
cana-6190	255	19	only	only	ADV
cana-6190	255	20	58	58	NUM
cana-6190	255	21	%	%	NOUN
cana-6190	255	22	of	of	ADP
cana-6190	255	23	the	the	DET
cana-6190	255	24	population	population	NOUN
cana-6190	255	25	,	,	PUNCT
cana-6190	255	26	and	and	CCONJ
cana-6190	255	27	rural	rural	ADJ
cana-6190	255	28	data	datum	NOUN
cana-6190	255	29	center	center	NOUN
cana-6190	255	30	availability	availability	NOUN
cana-6190	255	31	at	at	ADP
cana-6190	255	32	a	a	DET
cana-6190	255	33	low	low	ADJ
cana-6190	255	34	34	34	NUM
cana-6190	255	35	%	%	NOUN
cana-6190	255	36	.	.	PUNCT
cana-6190	256	1	while	while	SCONJ
cana-6190	256	2	smartphone	smartphone	NOUN
cana-6190	256	3	penetration	penetration	NOUN
cana-6190	256	4	has	have	AUX
cana-6190	256	5	reached	reach	VERB
cana-6190	256	6	51	51	NUM
cana-6190	256	7	%	%	NOUN
cana-6190	256	8	,	,	PUNCT
cana-6190	256	9	a	a	DET
cana-6190	256	10	substantial	substantial	ADJ
cana-6190	256	11	portion	portion	NOUN
cana-6190	256	12	of	of	ADP
cana-6190	256	13	the	the	DET
cana-6190	256	14	population	population	NOUN
cana-6190	256	15	still	still	ADV
cana-6190	256	16	lacks	lack	VERB
cana-6190	256	17	access	access	NOUN
cana-6190	256	18	to	to	ADP
cana-6190	256	19	essential	essential	ADJ
cana-6190	256	20	digital	digital	ADJ
cana-6190	256	21	tools	tool	NOUN
cana-6190	256	22	needed	need	VERB
cana-6190	256	23	for	for	ADP
cana-6190	256	24	fintech	fintech	NOUN
cana-6190	256	25	services	service	NOUN
cana-6190	256	26	.	.	PUNCT
cana-6190	257	1	additionally	additionally	ADV
cana-6190	257	2	,	,	PUNCT
cana-6190	257	3	the	the	DET
cana-6190	257	4	high	high	ADJ
cana-6190	257	5	cost	cost	NOUN
cana-6190	257	6	of	of	ADP
cana-6190	257	7	mobile	mobile	ADJ
cana-6190	257	8	devices	device	NOUN
cana-6190	257	9	and	and	CCONJ
cana-6190	257	10	internet	internet	NOUN
cana-6190	257	11	data	datum	NOUN
cana-6190	257	12	prevents	prevent	VERB
cana-6190	257	13	low	low	ADJ
cana-6190	257	14	-	-	PUNCT
cana-6190	257	15	income	income	NOUN
cana-6190	257	16	individuals	individual	NOUN
cana-6190	257	17	—	—	PUNCT
cana-6190	257	18	those	those	PRON
cana-6190	257	19	who	who	PRON
cana-6190	257	20	stand	stand	VERB
cana-6190	257	21	to	to	PART
cana-6190	257	22	benefit	benefit	VERB
cana-6190	257	23	most	most	ADV
cana-6190	257	24	from	from	ADP
cana-6190	257	25	financial	financial	ADJ
cana-6190	257	26	inclusion	inclusion	NOUN
cana-6190	257	27	—	—	PUNCT
cana-6190	257	28	from	from	ADP
cana-6190	257	29	accessing	access	VERB
cana-6190	257	30	fintech	fintech	NOUN
cana-6190	257	31	solutions	solution	NOUN
cana-6190	257	32	.	.	PUNCT
cana-6190	258	1	even	even	ADV
cana-6190	258	2	when	when	SCONJ
cana-6190	258	3	infrastructure	infrastructure	NOUN
cana-6190	258	4	is	be	AUX
cana-6190	258	5	available	available	ADJ
cana-6190	258	6	,	,	PUNCT
cana-6190	258	7	gaps	gap	NOUN
cana-6190	258	8	in	in	ADP
cana-6190	258	9	digital	digital	ADJ
cana-6190	258	10	literacy	literacy	NOUN
cana-6190	258	11	limit	limit	NOUN
cana-6190	258	12	effective	effective	ADJ
cana-6190	258	13	usage	usage	NOUN
cana-6190	258	14	.	.	PUNCT
cana-6190	259	1	many	many	ADJ
cana-6190	259	2	individuals	individual	NOUN
cana-6190	259	3	,	,	PUNCT
cana-6190	259	4	particularly	particularly	ADV
cana-6190	259	5	in	in	ADP
cana-6190	259	6	rural	rural	ADJ
cana-6190	259	7	and	and	CCONJ
cana-6190	259	8	underserved	underserved	ADJ
cana-6190	259	9	communities	community	NOUN
cana-6190	259	10	,	,	PUNCT
cana-6190	259	11	struggle	struggle	VERB
cana-6190	259	12	to	to	PART
cana-6190	259	13	navigate	navigate	VERB
cana-6190	259	14	mobile	mobile	ADJ
cana-6190	259	15	banking	banking	NOUN
cana-6190	259	16	applications	application	NOUN
cana-6190	259	17	,	,	PUNCT
cana-6190	259	18	understand	understand	VERB
cana-6190	259	19	online	online	ADJ
cana-6190	259	20	security	security	NOUN
cana-6190	259	21	practices	practice	NOUN
cana-6190	259	22	,	,	PUNCT
cana-6190	259	23	or	or	CCONJ
cana-6190	259	24	recognize	recognize	VERB
cana-6190	259	25	the	the	DET
cana-6190	259	26	benefits	benefit	NOUN
cana-6190	259	27	of	of	ADP
cana-6190	259	28	digital	digital	ADJ
cana-6190	259	29	finance	finance	NOUN
cana-6190	259	30	.	.	PUNCT
cana-6190	260	1	communications	communication	NOUN
cana-6190	260	2	on	on	ADP
cana-6190	260	3	applied	apply	VERB
cana-6190	260	4	nonlinear	nonlinear	ADJ
cana-6190	260	5	analysis	analysis	NOUN
cana-6190	260	6	issn	issn	NOUN
cana-6190	260	7	:	:	PUNCT
cana-6190	260	8	1074	1074	NUM
cana-6190	260	9	-	-	PUNCT
cana-6190	260	10	133x	133x	NUM
cana-6190	260	11	vol	vol	NOUN
cana-6190	260	12	32	32	NUM
cana-6190	260	13	no	no	NOUN
cana-6190	260	14	.	.	NOUN
cana-6190	260	15	1	1	NUM
cana-6190	260	16	(	(	PUNCT
cana-6190	260	17	2025	2025	NUM
cana-6190	260	18	)	)	PUNCT
cana-6190	260	19	718	718	NUM
cana-6190	260	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	260	21	9.4	9.4	NUM
cana-6190	260	22	.	.	PUNCT
cana-6190	261	1	the	the	DET
cana-6190	261	2	need	need	NOUN
cana-6190	261	3	for	for	ADP
cana-6190	261	4	holistic	holistic	ADJ
cana-6190	261	5	solutions	solution	NOUN
cana-6190	261	6	:	:	PUNCT
cana-6190	261	7	the	the	DET
cana-6190	261	8	digital	digital	ADJ
cana-6190	261	9	divide	divide	NOUN
cana-6190	261	10	poses	pose	VERB
cana-6190	261	11	a	a	DET
cana-6190	261	12	risk	risk	NOUN
cana-6190	261	13	of	of	ADP
cana-6190	261	14	deepening	deepen	VERB
cana-6190	261	15	financial	financial	ADJ
cana-6190	261	16	inequalities	inequality	NOUN
cana-6190	261	17	,	,	PUNCT
cana-6190	261	18	potentially	potentially	ADV
cana-6190	261	19	creating	create	VERB
cana-6190	261	20	a	a	DET
cana-6190	261	21	two	two	NUM
cana-6190	261	22	-	-	PUNCT
cana-6190	261	23	tiered	tiere	VERB
cana-6190	261	24	system	system	NOUN
cana-6190	261	25	where	where	SCONJ
cana-6190	261	26	only	only	ADV
cana-6190	261	27	those	those	PRON
cana-6190	261	28	with	with	ADP
cana-6190	261	29	digital	digital	ADJ
cana-6190	261	30	access	access	NOUN
cana-6190	261	31	can	can	AUX
cana-6190	261	32	benefit	benefit	VERB
cana-6190	261	33	from	from	ADP
cana-6190	261	34	fintech	fintech	NOUN
cana-6190	261	35	advancements	advancement	NOUN
cana-6190	261	36	.	.	PUNCT
cana-6190	262	1	to	to	PART
cana-6190	262	2	unlock	unlock	VERB
cana-6190	262	3	the	the	DET
cana-6190	262	4	full	full	ADJ
cana-6190	262	5	potential	potential	NOUN
cana-6190	262	6	of	of	ADP
cana-6190	262	7	fintech	fintech	NOUN
cana-6190	262	8	for	for	ADP
cana-6190	262	9	financial	financial	ADJ
cana-6190	262	10	inclusion	inclusion	NOUN
cana-6190	262	11	,	,	PUNCT
cana-6190	262	12	it	it	PRON
cana-6190	262	13	is	be	AUX
cana-6190	262	14	essential	essential	ADJ
cana-6190	262	15	to	to	PART
cana-6190	262	16	address	address	VERB
cana-6190	262	17	these	these	DET
cana-6190	262	18	challenges	challenge	NOUN
cana-6190	262	19	through	through	ADP
cana-6190	262	20	comprehensive	comprehensive	ADJ
cana-6190	262	21	strategies	strategy	NOUN
cana-6190	262	22	.	.	PUNCT
cana-6190	263	1	implementing	implement	VERB
cana-6190	263	2	flexible	flexible	ADJ
cana-6190	263	3	and	and	CCONJ
cana-6190	263	4	adaptive	adaptive	ADJ
cana-6190	263	5	regulatory	regulatory	ADJ
cana-6190	263	6	frameworks	framework	NOUN
cana-6190	263	7	,	,	PUNCT
cana-6190	263	8	strengthening	strengthen	VERB
cana-6190	263	9	cybersecurity	cybersecurity	NOUN
cana-6190	263	10	measures	measure	NOUN
cana-6190	263	11	,	,	PUNCT
cana-6190	263	12	and	and	CCONJ
cana-6190	263	13	investing	invest	VERB
cana-6190	263	14	in	in	ADP
cana-6190	263	15	digital	digital	ADJ
cana-6190	263	16	literacy	literacy	NOUN
cana-6190	263	17	programs	program	NOUN
cana-6190	263	18	can	can	AUX
cana-6190	263	19	help	help	VERB
cana-6190	263	20	bridge	bridge	VERB
cana-6190	263	21	these	these	DET
cana-6190	263	22	gaps	gap	NOUN
cana-6190	263	23	.	.	PUNCT
cana-6190	264	1	ensuring	ensure	VERB
cana-6190	264	2	that	that	SCONJ
cana-6190	264	3	fintech	fintech	NOUN
cana-6190	264	4	solutions	solution	NOUN
cana-6190	264	5	are	be	AUX
cana-6190	264	6	accessible	accessible	ADJ
cana-6190	264	7	,	,	PUNCT
cana-6190	264	8	secure	secure	ADJ
cana-6190	264	9	,	,	PUNCT
cana-6190	264	10	and	and	CCONJ
cana-6190	264	11	well	well	ADV
cana-6190	264	12	-	-	PUNCT
cana-6190	264	13	regulated	regulate	VERB
cana-6190	264	14	will	will	AUX
cana-6190	264	15	be	be	AUX
cana-6190	264	16	key	key	ADJ
cana-6190	264	17	to	to	ADP
cana-6190	264	18	achieving	achieve	VERB
cana-6190	264	19	sustainable	sustainable	ADJ
cana-6190	264	20	and	and	CCONJ
cana-6190	264	21	equitable	equitable	ADJ
cana-6190	264	22	financial	financial	ADJ
cana-6190	264	23	inclusion	inclusion	NOUN
cana-6190	264	24	,	,	PUNCT
cana-6190	264	25	particularly	particularly	ADV
cana-6190	264	26	for	for	ADP
cana-6190	264	27	underserved	underserved	ADJ
cana-6190	264	28	populations	population	NOUN
cana-6190	264	29	.	.	PUNCT
cana-6190	265	1	10	10	NUM
cana-6190	265	2	.	.	PUNCT
cana-6190	266	1	future	future	ADJ
cana-6190	266	2	trends	trend	NOUN
cana-6190	266	3	in	in	ADP
cana-6190	266	4	fintech	fintech	NOUN
cana-6190	266	5	and	and	CCONJ
cana-6190	266	6	financial	financial	ADJ
cana-6190	266	7	inclusion	inclusion	NOUN
cana-6190	266	8	:	:	PUNCT
cana-6190	266	9	the	the	DET
cana-6190	266	10	environment	environment	NOUN
cana-6190	266	11	of	of	ADP
cana-6190	266	12	fintech	fintech	NOUN
cana-6190	266	13	and	and	CCONJ
cana-6190	266	14	financial	financial	ADJ
cana-6190	266	15	inclusion	inclusion	NOUN
cana-6190	266	16	is	be	AUX
cana-6190	266	17	expected	expect	VERB
cana-6190	266	18	to	to	PART
cana-6190	266	19	undergo	undergo	VERB
cana-6190	266	20	continuous	continuous	ADJ
cana-6190	266	21	change	change	NOUN
cana-6190	266	22	as	as	ADP
cana-6190	266	23	a	a	DET
cana-6190	266	24	result	result	NOUN
cana-6190	266	25	of	of	ADP
cana-6190	266	26	advancements	advancement	NOUN
cana-6190	266	27	in	in	ADP
cana-6190	266	28	technology	technology	NOUN
cana-6190	266	29	,	,	PUNCT
cana-6190	266	30	shifting	shift	VERB
cana-6190	266	31	consumer	consumer	NOUN
cana-6190	266	32	demands	demand	NOUN
cana-6190	266	33	,	,	PUNCT
cana-6190	266	34	and	and	CCONJ
cana-6190	266	35	proactive	proactive	ADJ
cana-6190	266	36	legislative	legislative	ADJ
cana-6190	266	37	changes	change	NOUN
cana-6190	266	38	.	.	PUNCT
cana-6190	267	1	the	the	DET
cana-6190	267	2	future	future	NOUN
cana-6190	267	3	of	of	ADP
cana-6190	267	4	this	this	DET
cana-6190	267	5	dynamic	dynamic	ADJ
cana-6190	267	6	intersection	intersection	NOUN
cana-6190	267	7	is	be	AUX
cana-6190	267	8	expected	expect	VERB
cana-6190	267	9	to	to	PART
cana-6190	267	10	be	be	AUX
cana-6190	267	11	shaped	shape	VERB
cana-6190	267	12	by	by	ADP
cana-6190	267	13	a	a	DET
cana-6190	267	14	number	number	NOUN
cana-6190	267	15	of	of	ADP
cana-6190	267	16	important	important	ADJ
cana-6190	267	17	factors	factor	NOUN
cana-6190	267	18	.	.	PUNCT
cana-6190	268	1	figure	figure	VERB
cana-6190	268	2	1.6	1.6	NUM
cana-6190	268	3	.	.	PUNCT
cana-6190	269	1	predictions	prediction	NOUN
cana-6190	269	2	on	on	ADP
cana-6190	269	3	the	the	DET
cana-6190	269	4	future	future	NOUN
cana-6190	269	5	of	of	ADP
cana-6190	269	6	financial	financial	ADJ
cana-6190	269	7	technology	technology	NOUN
cana-6190	269	8	solutions	solution	NOUN
cana-6190	269	9	10.1	10.1	NUM
cana-6190	269	10	.	.	PUNCT
cana-6190	270	1	future	future	ADJ
cana-6190	270	2	trends	trend	NOUN
cana-6190	270	3	in	in	ADP
cana-6190	270	4	financial	financial	ADJ
cana-6190	270	5	technology	technology	NOUN
cana-6190	270	6	:	:	PUNCT
cana-6190	270	7	the	the	DET
cana-6190	270	8	financial	financial	ADJ
cana-6190	270	9	technology	technology	NOUN
cana-6190	270	10	landscape	landscape	NOUN
cana-6190	270	11	is	be	AUX
cana-6190	270	12	rapidly	rapidly	ADV
cana-6190	270	13	evolving	evolve	VERB
cana-6190	270	14	,	,	PUNCT
cana-6190	270	15	driven	drive	VERB
cana-6190	270	16	by	by	ADP
cana-6190	270	17	advancements	advancement	NOUN
cana-6190	270	18	in	in	ADP
cana-6190	270	19	artificial	artificial	ADJ
cana-6190	270	20	intelligence	intelligence	NOUN
cana-6190	270	21	,	,	PUNCT
cana-6190	270	22	blockchain	blockchain	NOUN
cana-6190	270	23	,	,	PUNCT
cana-6190	270	24	and	and	CCONJ
cana-6190	270	25	digital	digital	ADJ
cana-6190	270	26	finance	finance	NOUN
cana-6190	270	27	.	.	PUNCT
cana-6190	271	1	several	several	ADJ
cana-6190	271	2	key	key	ADJ
cana-6190	271	3	trends	trend	NOUN
cana-6190	271	4	are	be	AUX
cana-6190	271	5	expected	expect	VERB
cana-6190	271	6	to	to	PART
cana-6190	271	7	shape	shape	VERB
cana-6190	271	8	the	the	DET
cana-6190	271	9	industry	industry	NOUN
cana-6190	271	10	,	,	PUNCT
cana-6190	271	11	enhancing	enhance	VERB
cana-6190	271	12	accessibility	accessibility	NOUN
cana-6190	271	13	,	,	PUNCT
cana-6190	271	14	security	security	NOUN
cana-6190	271	15	,	,	PUNCT
cana-6190	271	16	and	and	CCONJ
cana-6190	271	17	efficiency	efficiency	NOUN
cana-6190	271	18	in	in	ADP
cana-6190	271	19	financial	financial	ADJ
cana-6190	271	20	services	service	NOUN
cana-6190	271	21	.	.	PUNCT
cana-6190	272	1	communications	communication	NOUN
cana-6190	272	2	on	on	ADP
cana-6190	272	3	applied	apply	VERB
cana-6190	272	4	nonlinear	nonlinear	ADJ
cana-6190	272	5	analysis	analysis	NOUN
cana-6190	272	6	issn	issn	NOUN
cana-6190	272	7	:	:	PUNCT
cana-6190	272	8	1074	1074	NUM
cana-6190	272	9	-	-	PUNCT
cana-6190	272	10	133x	133x	NUM
cana-6190	272	11	vol	vol	NOUN
cana-6190	272	12	32	32	NUM
cana-6190	272	13	no	no	NOUN
cana-6190	272	14	.	.	NOUN
cana-6190	272	15	1	1	NUM
cana-6190	272	16	(	(	PUNCT
cana-6190	272	17	2025	2025	NUM
cana-6190	272	18	)	)	PUNCT
cana-6190	272	19	719	719	NUM
cana-6190	272	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	272	21	10.2	10.2	NUM
cana-6190	272	22	.	.	PUNCT
cana-6190	273	1	hyper	hyper	NOUN
cana-6190	273	2	-	-	NOUN
cana-6190	273	3	personalization	personalization	NOUN
cana-6190	273	4	in	in	ADP
cana-6190	273	5	financial	financial	ADJ
cana-6190	273	6	services	service	NOUN
cana-6190	273	7	:	:	PUNCT
cana-6190	273	8	the	the	DET
cana-6190	273	9	use	use	NOUN
cana-6190	273	10	of	of	ADP
cana-6190	273	11	artificial	artificial	ADJ
cana-6190	273	12	intelligence	intelligence	NOUN
cana-6190	273	13	(	(	PUNCT
cana-6190	273	14	ai	ai	NOUN
cana-6190	273	15	)	)	PUNCT
cana-6190	273	16	and	and	CCONJ
cana-6190	273	17	machine	machine	NOUN
cana-6190	273	18	learning	learning	NOUN
cana-6190	273	19	(	(	PUNCT
cana-6190	273	20	ml	ml	NOUN
cana-6190	273	21	)	)	PUNCT
cana-6190	273	22	will	will	AUX
cana-6190	273	23	continue	continue	VERB
cana-6190	273	24	to	to	PART
cana-6190	273	25	expand	expand	VERB
cana-6190	273	26	,	,	PUNCT
cana-6190	273	27	enabling	enable	VERB
cana-6190	273	28	the	the	DET
cana-6190	273	29	development	development	NOUN
cana-6190	273	30	of	of	ADP
cana-6190	273	31	highly	highly	ADV
cana-6190	273	32	personalized	personalized	ADJ
cana-6190	273	33	financial	financial	ADJ
cana-6190	273	34	solutions	solution	NOUN
cana-6190	273	35	.	.	PUNCT
cana-6190	274	1	these	these	DET
cana-6190	274	2	technologies	technology	NOUN
cana-6190	274	3	will	will	AUX
cana-6190	274	4	enhance	enhance	VERB
cana-6190	274	5	credit	credit	NOUN
cana-6190	274	6	scoring	scoring	NOUN
cana-6190	274	7	,	,	PUNCT
cana-6190	274	8	provide	provide	VERB
cana-6190	274	9	tailored	tailor	VERB
cana-6190	274	10	financial	financial	ADJ
cana-6190	274	11	advice	advice	NOUN
cana-6190	274	12	,	,	PUNCT
cana-6190	274	13	and	and	CCONJ
cana-6190	274	14	introduce	introduce	VERB
cana-6190	274	15	predictive	predictive	ADJ
cana-6190	274	16	financial	financial	ADJ
cana-6190	274	17	management	management	NOUN
cana-6190	274	18	tools	tool	NOUN
cana-6190	274	19	.	.	PUNCT
cana-6190	275	1	by	by	ADP
cana-6190	275	2	analyzing	analyze	VERB
cana-6190	275	3	individual	individual	ADJ
cana-6190	275	4	financial	financial	ADJ
cana-6190	275	5	behavior	behavior	NOUN
cana-6190	275	6	,	,	PUNCT
cana-6190	275	7	fintech	fintech	NOUN
cana-6190	275	8	solutions	solution	NOUN
cana-6190	275	9	will	will	AUX
cana-6190	275	10	offer	offer	VERB
cana-6190	275	11	customized	customized	ADJ
cana-6190	275	12	recommendations	recommendation	NOUN
cana-6190	275	13	that	that	PRON
cana-6190	275	14	improve	improve	VERB
cana-6190	275	15	overall	overall	ADJ
cana-6190	275	16	financial	financial	ADJ
cana-6190	275	17	well	well	NOUN
cana-6190	275	18	-	-	PUNCT
cana-6190	275	19	being	being	NOUN
cana-6190	275	20	.	.	PUNCT
cana-6190	276	1	10.3	10.3	NUM
cana-6190	276	2	.	.	PUNCT
cana-6190	277	1	the	the	DET
cana-6190	277	2	rise	rise	NOUN
cana-6190	277	3	of	of	ADP
cana-6190	277	4	embedded	embed	VERB
cana-6190	277	5	finance	finance	NOUN
cana-6190	277	6	:	:	PUNCT
cana-6190	277	7	financial	financial	ADJ
cana-6190	277	8	services	service	NOUN
cana-6190	277	9	will	will	AUX
cana-6190	277	10	increasingly	increasingly	ADV
cana-6190	277	11	be	be	AUX
cana-6190	277	12	integrated	integrate	VERB
cana-6190	277	13	into	into	ADP
cana-6190	277	14	non	non	ADJ
cana-6190	277	15	-	-	ADJ
cana-6190	277	16	financial	financial	ADJ
cana-6190	277	17	platforms	platform	NOUN
cana-6190	277	18	,	,	PUNCT
cana-6190	277	19	making	make	VERB
cana-6190	277	20	transactions	transaction	NOUN
cana-6190	277	21	more	more	ADV
cana-6190	277	22	seamless	seamless	ADJ
cana-6190	277	23	and	and	CCONJ
cana-6190	277	24	accessible	accessible	ADJ
cana-6190	277	25	.	.	PUNCT
cana-6190	278	1	banking	banking	NOUN
cana-6190	278	2	,	,	PUNCT
cana-6190	278	3	payments	payment	NOUN
cana-6190	278	4	,	,	PUNCT
cana-6190	278	5	and	and	CCONJ
cana-6190	278	6	lending	lending	NOUN
cana-6190	278	7	solutions	solution	NOUN
cana-6190	278	8	will	will	AUX
cana-6190	278	9	be	be	AUX
cana-6190	278	10	embedded	embed	VERB
cana-6190	278	11	within	within	ADP
cana-6190	278	12	ecommerce	ecommerce	NOUN
cana-6190	278	13	sites	site	NOUN
cana-6190	278	14	,	,	PUNCT
cana-6190	278	15	social	social	ADJ
cana-6190	278	16	media	medium	NOUN
cana-6190	278	17	platforms	platform	NOUN
cana-6190	278	18	,	,	PUNCT
cana-6190	278	19	ride	ride	NOUN
cana-6190	278	20	-	-	PUNCT
cana-6190	278	21	hailing	hail	VERB
cana-6190	278	22	apps	app	NOUN
cana-6190	278	23	,	,	PUNCT
cana-6190	278	24	and	and	CCONJ
cana-6190	278	25	even	even	ADV
cana-6190	278	26	internet	internet	NOUN
cana-6190	278	27	of	of	ADP
cana-6190	278	28	things	thing	NOUN
cana-6190	278	29	(	(	PUNCT
cana-6190	278	30	iot	iot	NOUN
cana-6190	278	31	)	)	PUNCT
cana-6190	278	32	devices	device	NOUN
cana-6190	278	33	.	.	PUNCT
cana-6190	279	1	this	this	DET
cana-6190	279	2	integration	integration	NOUN
cana-6190	279	3	will	will	AUX
cana-6190	279	4	simplify	simplify	VERB
cana-6190	279	5	financial	financial	ADJ
cana-6190	279	6	interactions	interaction	NOUN
cana-6190	279	7	,	,	PUNCT
cana-6190	279	8	making	make	VERB
cana-6190	279	9	them	they	PRON
cana-6190	279	10	more	more	ADV
cana-6190	279	11	convenient	convenient	ADJ
cana-6190	279	12	and	and	CCONJ
cana-6190	279	13	aligned	align	VERB
cana-6190	279	14	with	with	ADP
cana-6190	279	15	users	user	NOUN
cana-6190	279	16	'	'	PART
cana-6190	279	17	daily	daily	ADJ
cana-6190	279	18	activities	activity	NOUN
cana-6190	279	19	.	.	PUNCT
cana-6190	280	1	10.4	10.4	NUM
cana-6190	280	2	.	.	PUNCT
cana-6190	280	3	targeted	target	VERB
cana-6190	280	4	growth	growth	NOUN
cana-6190	280	5	of	of	ADP
cana-6190	280	6	decentralized	decentralized	ADJ
cana-6190	280	7	finance	finance	NOUN
cana-6190	280	8	(	(	PUNCT
cana-6190	280	9	defi	defi	PROPN
cana-6190	280	10	):	):	PUNCT
cana-6190	280	11	although	although	SCONJ
cana-6190	280	12	still	still	ADV
cana-6190	280	13	in	in	ADP
cana-6190	280	14	its	its	PRON
cana-6190	280	15	early	early	ADJ
cana-6190	280	16	stages	stage	NOUN
cana-6190	280	17	and	and	CCONJ
cana-6190	280	18	subject	subject	ADJ
cana-6190	280	19	to	to	ADP
cana-6190	280	20	regulatory	regulatory	ADJ
cana-6190	280	21	scrutiny	scrutiny	NOUN
cana-6190	280	22	,	,	PUNCT
cana-6190	280	23	defi	defi	PROPN
cana-6190	280	24	has	have	VERB
cana-6190	280	25	the	the	DET
cana-6190	280	26	potential	potential	NOUN
cana-6190	280	27	to	to	PART
cana-6190	280	28	transform	transform	VERB
cana-6190	280	29	financial	financial	ADJ
cana-6190	280	30	accessibility	accessibility	NOUN
cana-6190	280	31	.	.	PUNCT
cana-6190	281	1	specific	specific	ADJ
cana-6190	281	2	applications	application	NOUN
cana-6190	281	3	such	such	ADJ
cana-6190	281	4	as	as	ADP
cana-6190	281	5	cross	cross	ADJ
cana-6190	281	6	-	-	ADJ
cana-6190	281	7	border	border	ADJ
cana-6190	281	8	remittances	remittance	NOUN
cana-6190	281	9	,	,	PUNCT
cana-6190	281	10	microlending	microlende	VERB
cana-6190	281	11	in	in	ADP
cana-6190	281	12	underserved	underserved	ADJ
cana-6190	281	13	regions	region	NOUN
cana-6190	281	14	,	,	PUNCT
cana-6190	281	15	and	and	CCONJ
cana-6190	281	16	alternative	alternative	ADJ
cana-6190	281	17	investment	investment	NOUN
cana-6190	281	18	models	model	NOUN
cana-6190	281	19	could	could	AUX
cana-6190	281	20	enhance	enhance	VERB
cana-6190	281	21	financial	financial	ADJ
cana-6190	281	22	inclusion	inclusion	NOUN
cana-6190	281	23	.	.	PUNCT
cana-6190	282	1	however	however	ADV
cana-6190	282	2	,	,	PUNCT
cana-6190	282	3	ensuring	ensure	VERB
cana-6190	282	4	responsible	responsible	ADJ
cana-6190	282	5	implementation	implementation	NOUN
cana-6190	282	6	through	through	ADP
cana-6190	282	7	effective	effective	ADJ
cana-6190	282	8	risk	risk	NOUN
cana-6190	282	9	management	management	NOUN
cana-6190	282	10	will	will	AUX
cana-6190	282	11	be	be	AUX
cana-6190	282	12	crucial	crucial	ADJ
cana-6190	282	13	to	to	ADP
cana-6190	282	14	protecting	protect	VERB
cana-6190	282	15	vulnerable	vulnerable	ADJ
cana-6190	282	16	populations	population	NOUN
cana-6190	282	17	from	from	ADP
cana-6190	282	18	financial	financial	ADJ
cana-6190	282	19	instability	instability	NOUN
cana-6190	282	20	.	.	PUNCT
cana-6190	283	1	10.5	10.5	NUM
cana-6190	283	2	.	.	PUNCT
cana-6190	283	3	shifting	shift	VERB
cana-6190	283	4	focus	focus	NOUN
cana-6190	283	5	from	from	ADP
cana-6190	283	6	access	access	NOUN
cana-6190	283	7	to	to	ADP
cana-6190	283	8	financial	financial	ADJ
cana-6190	283	9	well	well	NOUN
cana-6190	283	10	-	-	PUNCT
cana-6190	283	11	being	being	NOUN
cana-6190	283	12	:	:	PUNCT
cana-6190	283	13	the	the	DET
cana-6190	283	14	fintech	fintech	NOUN
cana-6190	283	15	industry	industry	NOUN
cana-6190	283	16	will	will	AUX
cana-6190	283	17	prioritize	prioritize	VERB
cana-6190	283	18	not	not	PART
cana-6190	283	19	just	just	ADV
cana-6190	283	20	financial	financial	ADJ
cana-6190	283	21	access	access	NOUN
cana-6190	283	22	but	but	CCONJ
cana-6190	283	23	also	also	ADV
cana-6190	283	24	overall	overall	ADJ
cana-6190	283	25	financial	financial	ADJ
cana-6190	283	26	health	health	NOUN
cana-6190	283	27	.	.	PUNCT
cana-6190	284	1	future	future	ADJ
cana-6190	284	2	solutions	solution	NOUN
cana-6190	284	3	will	will	AUX
cana-6190	284	4	emphasize	emphasize	VERB
cana-6190	284	5	budgeting	budgeting	NOUN
cana-6190	284	6	,	,	PUNCT
cana-6190	284	7	financial	financial	ADJ
cana-6190	284	8	literacy	literacy	NOUN
cana-6190	284	9	,	,	PUNCT
cana-6190	284	10	automated	automated	ADJ
cana-6190	284	11	savings	saving	NOUN
cana-6190	284	12	,	,	PUNCT
cana-6190	284	13	and	and	CCONJ
cana-6190	284	14	debt	debt	NOUN
cana-6190	284	15	management	management	NOUN
cana-6190	284	16	tools	tool	NOUN
cana-6190	284	17	.	.	PUNCT
cana-6190	285	1	by	by	ADP
cana-6190	285	2	equipping	equip	VERB
cana-6190	285	3	users	user	NOUN
cana-6190	285	4	with	with	ADP
cana-6190	285	5	better	well	ADJ
cana-6190	285	6	financial	financial	ADJ
cana-6190	285	7	education	education	NOUN
cana-6190	285	8	and	and	CCONJ
cana-6190	285	9	resources	resource	NOUN
cana-6190	285	10	,	,	PUNCT
cana-6190	285	11	fintech	fintech	NOUN
cana-6190	285	12	will	will	AUX
cana-6190	285	13	help	help	VERB
cana-6190	285	14	individuals	individual	NOUN
cana-6190	285	15	make	make	VERB
cana-6190	285	16	informed	informed	ADJ
cana-6190	285	17	decisions	decision	NOUN
cana-6190	285	18	,	,	PUNCT
cana-6190	285	19	promoting	promote	VERB
cana-6190	285	20	long	long	ADJ
cana-6190	285	21	-	-	PUNCT
cana-6190	285	22	term	term	NOUN
cana-6190	285	23	financial	financial	ADJ
cana-6190	285	24	stability	stability	NOUN
cana-6190	285	25	.	.	PUNCT
cana-6190	286	1	10.6	10.6	NUM
cana-6190	286	2	.	.	PUNCT
cana-6190	287	1	expanding	expand	VERB
cana-6190	287	2	reach	reach	NOUN
cana-6190	287	3	to	to	ADP
cana-6190	287	4	underserved	underserved	ADJ
cana-6190	287	5	communities	community	NOUN
cana-6190	287	6	:	:	PUNCT
cana-6190	287	7	fintech	fintech	NOUN
cana-6190	287	8	innovations	innovation	NOUN
cana-6190	287	9	will	will	AUX
cana-6190	287	10	extend	extend	VERB
cana-6190	287	11	to	to	ADP
cana-6190	287	12	ultra	ultra	ADJ
cana-6190	287	13	-	-	ADJ
cana-6190	287	14	rural	rural	ADJ
cana-6190	287	15	and	and	CCONJ
cana-6190	287	16	marginalized	marginalize	VERB
cana-6190	287	17	areas	area	NOUN
cana-6190	287	18	through	through	ADP
cana-6190	287	19	mobile	mobile	ADJ
cana-6190	287	20	-	-	PUNCT
cana-6190	287	21	first	first	ADJ
cana-6190	287	22	strategies	strategy	NOUN
cana-6190	287	23	,	,	PUNCT
cana-6190	287	24	community	community	NOUN
cana-6190	287	25	-	-	PUNCT
cana-6190	287	26	based	base	VERB
cana-6190	287	27	agent	agent	NOUN
cana-6190	287	28	networks	network	NOUN
cana-6190	287	29	,	,	PUNCT
cana-6190	287	30	and	and	CCONJ
cana-6190	287	31	offline	offline	ADJ
cana-6190	287	32	accessibility	accessibility	NOUN
cana-6190	287	33	solutions	solution	NOUN
cana-6190	287	34	.	.	PUNCT
cana-6190	288	1	addressing	address	VERB
cana-6190	288	2	infrastructure	infrastructure	NOUN
cana-6190	288	3	limitations	limitation	NOUN
cana-6190	288	4	and	and	CCONJ
cana-6190	288	5	designing	design	VERB
cana-6190	288	6	financial	financial	ADJ
cana-6190	288	7	products	product	NOUN
cana-6190	288	8	tailored	tailor	VERB
cana-6190	288	9	to	to	ADP
cana-6190	288	10	local	local	ADJ
cana-6190	288	11	needs	need	NOUN
cana-6190	288	12	will	will	AUX
cana-6190	288	13	be	be	AUX
cana-6190	288	14	key	key	ADJ
cana-6190	288	15	to	to	ADP
cana-6190	288	16	bridging	bridge	VERB
cana-6190	288	17	financial	financial	ADJ
cana-6190	288	18	gaps	gap	NOUN
cana-6190	288	19	in	in	ADP
cana-6190	288	20	these	these	DET
cana-6190	288	21	communities	community	NOUN
cana-6190	288	22	.	.	PUNCT
cana-6190	289	1	10.7	10.7	NUM
cana-6190	289	2	.	.	PUNCT
cana-6190	289	3	technological	technological	ADJ
cana-6190	289	4	integration	integration	NOUN
cana-6190	289	5	for	for	ADP
cana-6190	289	6	holistic	holistic	ADJ
cana-6190	289	7	financial	financial	ADJ
cana-6190	289	8	solutions	solution	NOUN
cana-6190	289	9	:	:	PUNCT
cana-6190	289	10	advancements	advancement	NOUN
cana-6190	289	11	in	in	ADP
cana-6190	289	12	ai	ai	PROPN
cana-6190	289	13	,	,	PUNCT
cana-6190	289	14	blockchain	blockchain	PROPN
cana-6190	289	15	,	,	PUNCT
cana-6190	289	16	iot	iot	NOUN
cana-6190	289	17	,	,	PUNCT
cana-6190	289	18	and	and	CCONJ
cana-6190	289	19	biometric	biometric	ADJ
cana-6190	289	20	authentication	authentication	NOUN
cana-6190	289	21	will	will	AUX
cana-6190	289	22	converge	converge	VERB
cana-6190	289	23	to	to	PART
cana-6190	289	24	create	create	VERB
cana-6190	289	25	more	more	ADV
cana-6190	289	26	secure	secure	ADJ
cana-6190	289	27	,	,	PUNCT
cana-6190	289	28	efficient	efficient	ADJ
cana-6190	289	29	,	,	PUNCT
cana-6190	289	30	and	and	CCONJ
cana-6190	289	31	user	user	NOUN
cana-6190	289	32	-	-	PUNCT
cana-6190	289	33	friendly	friendly	ADJ
cana-6190	289	34	financial	financial	ADJ
cana-6190	289	35	platforms	platform	NOUN
cana-6190	289	36	.	.	PUNCT
cana-6190	290	1	these	these	DET
cana-6190	290	2	integrations	integration	NOUN
cana-6190	290	3	will	will	AUX
cana-6190	290	4	streamline	streamline	VERB
cana-6190	290	5	risk	risk	NOUN
cana-6190	290	6	assessments	assessment	NOUN
cana-6190	290	7	,	,	PUNCT
cana-6190	290	8	enhance	enhance	VERB
cana-6190	290	9	security	security	NOUN
cana-6190	290	10	measures	measure	NOUN
cana-6190	290	11	,	,	PUNCT
cana-6190	290	12	and	and	CCONJ
cana-6190	290	13	improve	improve	VERB
cana-6190	290	14	customer	customer	NOUN
cana-6190	290	15	experiences	experience	NOUN
cana-6190	290	16	,	,	PUNCT
cana-6190	290	17	making	make	VERB
cana-6190	290	18	financial	financial	ADJ
cana-6190	290	19	services	service	NOUN
cana-6190	290	20	more	more	ADV
cana-6190	290	21	inclusive	inclusive	ADJ
cana-6190	290	22	and	and	CCONJ
cana-6190	290	23	effective	effective	ADJ
cana-6190	290	24	.	.	PUNCT
cana-6190	291	1	11	11	NUM
cana-6190	291	2	.	.	PUNCT
cana-6190	291	3	emerging	emerge	VERB
cana-6190	291	4	technologies	technology	NOUN
cana-6190	291	5	in	in	ADP
cana-6190	291	6	financial	financial	ADJ
cana-6190	291	7	services	service	NOUN
cana-6190	291	8	:	:	PUNCT
cana-6190	291	9	11.1	11.1	NUM
cana-6190	291	10	.	.	PUNCT
cana-6190	292	1	advanced	advanced	ADJ
cana-6190	292	2	ai	ai	VERB
cana-6190	292	3	and	and	CCONJ
cana-6190	292	4	machine	machine	NOUN
cana-6190	292	5	learning	learn	VERB
cana-6190	292	6	applications	application	NOUN
cana-6190	292	7	:	:	PUNCT
cana-6190	292	8	beyond	beyond	ADP
cana-6190	292	9	traditional	traditional	ADJ
cana-6190	292	10	credit	credit	NOUN
cana-6190	292	11	assessment	assessment	NOUN
cana-6190	292	12	,	,	PUNCT
cana-6190	292	13	ai	ai	VERB
cana-6190	292	14	and	and	CCONJ
cana-6190	292	15	ml	ml	PROPN
cana-6190	292	16	will	will	AUX
cana-6190	292	17	drive	drive	VERB
cana-6190	292	18	several	several	ADJ
cana-6190	292	19	innovations	innovation	NOUN
cana-6190	292	20	in	in	ADP
cana-6190	292	21	financial	financial	ADJ
cana-6190	292	22	services	service	NOUN
cana-6190	292	23	:	:	PUNCT
cana-6190	292	24	communications	communication	NOUN
cana-6190	292	25	on	on	ADP
cana-6190	292	26	applied	apply	VERB
cana-6190	292	27	nonlinear	nonlinear	ADJ
cana-6190	292	28	analysis	analysis	NOUN
cana-6190	292	29	issn	issn	NOUN
cana-6190	292	30	:	:	PUNCT
cana-6190	292	31	1074	1074	NUM
cana-6190	292	32	-	-	PUNCT
cana-6190	292	33	133x	133x	NUM
cana-6190	292	34	vol	vol	NOUN
cana-6190	292	35	32	32	NUM
cana-6190	292	36	no	no	NOUN
cana-6190	292	37	.	.	NOUN
cana-6190	292	38	1	1	NUM
cana-6190	292	39	(	(	PUNCT
cana-6190	292	40	2025	2025	NUM
cana-6190	292	41	)	)	PUNCT
cana-6190	292	42	720	720	NUM
cana-6190	292	43	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	292	44	a.	a.	NOUN
cana-6190	292	45	predictive	predictive	PROPN
cana-6190	292	46	analytics	analytic	NOUN
cana-6190	292	47	for	for	ADP
cana-6190	292	48	financial	financial	ADJ
cana-6190	292	49	stability	stability	NOUN
cana-6190	292	50	:	:	PUNCT
cana-6190	292	51	ai	ai	VERB
cana-6190	292	52	will	will	AUX
cana-6190	292	53	identify	identify	VERB
cana-6190	292	54	individuals	individual	NOUN
cana-6190	292	55	at	at	ADP
cana-6190	292	56	risk	risk	NOUN
cana-6190	292	57	of	of	ADP
cana-6190	292	58	financial	financial	ADJ
cana-6190	292	59	distress	distress	NOUN
cana-6190	292	60	,	,	PUNCT
cana-6190	292	61	providing	provide	VERB
cana-6190	292	62	timely	timely	ADJ
cana-6190	292	63	support	support	NOUN
cana-6190	292	64	and	and	CCONJ
cana-6190	292	65	intervention	intervention	NOUN
cana-6190	292	66	.	.	PUNCT
cana-6190	293	1	b.	b.	PROPN
cana-6190	293	2	ai	ai	PROPN
cana-6190	293	3	-	-	PUNCT
cana-6190	293	4	driven	drive	VERB
cana-6190	293	5	customer	customer	NOUN
cana-6190	293	6	assistance	assistance	NOUN
cana-6190	293	7	:	:	PUNCT
cana-6190	294	1	chatbots	chatbot	NOUN
cana-6190	294	2	and	and	CCONJ
cana-6190	294	3	virtual	virtual	ADJ
cana-6190	294	4	assistants	assistant	NOUN
cana-6190	294	5	will	will	AUX
cana-6190	294	6	offer	offer	VERB
cana-6190	294	7	24/7	24/7	PROPN
cana-6190	294	8	financial	financial	ADJ
cana-6190	294	9	guidance	guidance	NOUN
cana-6190	294	10	in	in	ADP
cana-6190	294	11	multiple	multiple	ADJ
cana-6190	294	12	languages	language	NOUN
cana-6190	294	13	,	,	PUNCT
cana-6190	294	14	reducing	reduce	VERB
cana-6190	294	15	costs	cost	NOUN
cana-6190	294	16	and	and	CCONJ
cana-6190	294	17	improving	improve	VERB
cana-6190	294	18	service	service	NOUN
cana-6190	294	19	accessibility	accessibility	NOUN
cana-6190	294	20	.	.	PUNCT
cana-6190	295	1	c.	c.	PROPN
cana-6190	295	2	enhanced	enhance	VERB
cana-6190	295	3	fraud	fraud	NOUN
cana-6190	295	4	detection	detection	NOUN
cana-6190	295	5	:	:	PUNCT
cana-6190	295	6	real	real	ADJ
cana-6190	295	7	-	-	PUNCT
cana-6190	295	8	time	time	NOUN
cana-6190	295	9	ai	ai	ADP
cana-6190	295	10	monitoring	monitoring	NOUN
cana-6190	295	11	will	will	AUX
cana-6190	295	12	detect	detect	VERB
cana-6190	295	13	and	and	CCONJ
cana-6190	295	14	prevent	prevent	VERB
cana-6190	295	15	fraudulent	fraudulent	ADJ
cana-6190	295	16	transactions	transaction	NOUN
cana-6190	295	17	,	,	PUNCT
cana-6190	295	18	safeguarding	safeguard	VERB
cana-6190	295	19	both	both	PRON
cana-6190	295	20	consumers	consumer	NOUN
cana-6190	295	21	and	and	CCONJ
cana-6190	295	22	financial	financial	ADJ
cana-6190	295	23	institutions	institution	NOUN
cana-6190	295	24	.	.	PUNCT
cana-6190	296	1	d.	d.	PROPN
cana-6190	296	2	personalized	personalize	VERB
cana-6190	296	3	financial	financial	ADJ
cana-6190	296	4	planning	planning	NOUN
cana-6190	296	5	:	:	PUNCT
cana-6190	296	6	robo	robo	NOUN
cana-6190	296	7	-	-	PUNCT
cana-6190	296	8	advisors	advisor	NOUN
cana-6190	296	9	will	will	AUX
cana-6190	296	10	become	become	VERB
cana-6190	296	11	more	more	ADV
cana-6190	296	12	prevalent	prevalent	ADJ
cana-6190	296	13	,	,	PUNCT
cana-6190	296	14	providing	provide	VERB
cana-6190	296	15	customized	customized	ADJ
cana-6190	296	16	investment	investment	NOUN
cana-6190	296	17	and	and	CCONJ
cana-6190	296	18	savings	saving	NOUN
cana-6190	296	19	strategies	strategy	NOUN
cana-6190	296	20	to	to	ADP
cana-6190	296	21	a	a	DET
cana-6190	296	22	broader	broad	ADJ
cana-6190	296	23	audience	audience	NOUN
cana-6190	296	24	.	.	PUNCT
cana-6190	297	1	11.2	11.2	NUM
cana-6190	297	2	.	.	PUNCT
cana-6190	298	1	blockchain	blockchain	NOUN
cana-6190	298	2	for	for	ADP
cana-6190	298	3	security	security	NOUN
cana-6190	298	4	and	and	CCONJ
cana-6190	298	5	financial	financial	ADJ
cana-6190	298	6	inclusion	inclusion	NOUN
cana-6190	298	7	:	:	PUNCT
cana-6190	298	8	blockchain	blockchain	PROPN
cana-6190	298	9	technology	technology	PROPN
cana-6190	298	10	will	will	AUX
cana-6190	298	11	extend	extend	VERB
cana-6190	298	12	its	its	PRON
cana-6190	298	13	applications	application	NOUN
cana-6190	298	14	beyond	beyond	ADP
cana-6190	298	15	remittances	remittance	NOUN
cana-6190	298	16	,	,	PUNCT
cana-6190	298	17	offering	offer	VERB
cana-6190	298	18	new	new	ADJ
cana-6190	298	19	opportunities	opportunity	NOUN
cana-6190	298	20	for	for	ADP
cana-6190	298	21	financial	financial	ADJ
cana-6190	298	22	security	security	NOUN
cana-6190	298	23	and	and	CCONJ
cana-6190	298	24	accessibility	accessibility	NOUN
cana-6190	298	25	:	:	PUNCT
cana-6190	298	26	a.	a.	NOUN
cana-6190	298	27	decentralized	decentralize	VERB
cana-6190	298	28	digital	digital	ADJ
cana-6190	298	29	identity	identity	NOUN
cana-6190	298	30	:	:	PUNCT
cana-6190	298	31	blockchain	blockchain	NOUN
cana-6190	298	32	-	-	PUNCT
cana-6190	298	33	based	base	VERB
cana-6190	298	34	identity	identity	NOUN
cana-6190	298	35	verification	verification	NOUN
cana-6190	298	36	will	will	AUX
cana-6190	298	37	give	give	VERB
cana-6190	298	38	individuals	individual	NOUN
cana-6190	298	39	greater	great	ADJ
cana-6190	298	40	control	control	NOUN
cana-6190	298	41	over	over	ADP
cana-6190	298	42	their	their	PRON
cana-6190	298	43	financial	financial	ADJ
cana-6190	298	44	credentials	credential	NOUN
cana-6190	298	45	,	,	PUNCT
cana-6190	298	46	facilitating	facilitate	VERB
cana-6190	298	47	smoother	smooth	ADJ
cana-6190	298	48	access	access	NOUN
cana-6190	298	49	to	to	ADP
cana-6190	298	50	financial	financial	ADJ
cana-6190	298	51	services	service	NOUN
cana-6190	298	52	.	.	PUNCT
cana-6190	299	1	b.	b.	PROPN
cana-6190	299	2	transparent	transparent	ADJ
cana-6190	299	3	supply	supply	NOUN
cana-6190	299	4	chain	chain	NOUN
cana-6190	299	5	finance	finance	NOUN
cana-6190	299	6	:	:	PUNCT
cana-6190	300	1	blockchain	blockchain	PROPN
cana-6190	300	2	will	will	AUX
cana-6190	300	3	improve	improve	VERB
cana-6190	300	4	financial	financial	ADJ
cana-6190	300	5	accessibility	accessibility	NOUN
cana-6190	300	6	for	for	ADP
cana-6190	300	7	small	small	ADJ
cana-6190	300	8	and	and	CCONJ
cana-6190	300	9	medium	medium	ADJ
cana-6190	300	10	enterprises	enterprise	NOUN
cana-6190	300	11	(	(	PUNCT
cana-6190	300	12	smes	sme	NOUN
cana-6190	300	13	)	)	PUNCT
cana-6190	300	14	,	,	PUNCT
cana-6190	300	15	especially	especially	ADV
cana-6190	300	16	in	in	ADP
cana-6190	300	17	agricultural	agricultural	ADJ
cana-6190	300	18	sectors	sector	NOUN
cana-6190	300	19	,	,	PUNCT
cana-6190	300	20	by	by	ADP
cana-6190	300	21	enhancing	enhance	VERB
cana-6190	300	22	supply	supply	NOUN
cana-6190	300	23	chain	chain	NOUN
cana-6190	300	24	transparency	transparency	NOUN
cana-6190	300	25	.	.	PUNCT
cana-6190	301	1	c.	c.	PROPN
cana-6190	301	2	fractional	fractional	PROPN
cana-6190	301	3	asset	asset	NOUN
cana-6190	301	4	ownership	ownership	NOUN
cana-6190	301	5	:	:	PUNCT
cana-6190	301	6	tokenization	tokenization	NOUN
cana-6190	301	7	of	of	ADP
cana-6190	301	8	assets	asset	NOUN
cana-6190	301	9	will	will	AUX
cana-6190	301	10	allow	allow	VERB
cana-6190	301	11	individuals	individual	NOUN
cana-6190	301	12	to	to	PART
cana-6190	301	13	invest	invest	VERB
cana-6190	301	14	in	in	ADP
cana-6190	301	15	smaller	small	ADJ
cana-6190	301	16	portions	portion	NOUN
cana-6190	301	17	of	of	ADP
cana-6190	301	18	high	high	ADJ
cana-6190	301	19	-	-	PUNCT
cana-6190	301	20	value	value	NOUN
cana-6190	301	21	assets	asset	NOUN
cana-6190	301	22	,	,	PUNCT
cana-6190	301	23	making	make	VERB
cana-6190	301	24	investment	investment	NOUN
cana-6190	301	25	opportunities	opportunity	NOUN
cana-6190	301	26	more	more	ADV
cana-6190	301	27	accessible	accessible	ADJ
cana-6190	301	28	.	.	PUNCT
cana-6190	302	1	11.3	11.3	NUM
cana-6190	302	2	.	.	PUNCT
cana-6190	302	3	biometric	biometric	ADJ
cana-6190	302	4	authentication	authentication	NOUN
cana-6190	302	5	for	for	ADP
cana-6190	302	6	enhanced	enhanced	ADJ
cana-6190	302	7	security	security	NOUN
cana-6190	302	8	:	:	PUNCT
cana-6190	302	9	biometric	biometric	ADJ
cana-6190	302	10	technology	technology	NOUN
cana-6190	302	11	will	will	AUX
cana-6190	302	12	play	play	VERB
cana-6190	302	13	a	a	DET
cana-6190	302	14	growing	grow	VERB
cana-6190	302	15	role	role	NOUN
cana-6190	302	16	in	in	ADP
cana-6190	302	17	financial	financial	ADJ
cana-6190	302	18	services	service	NOUN
cana-6190	302	19	,	,	PUNCT
cana-6190	302	20	improving	improve	VERB
cana-6190	302	21	both	both	CCONJ
cana-6190	302	22	security	security	NOUN
cana-6190	302	23	and	and	CCONJ
cana-6190	302	24	accessibility	accessibility	NOUN
cana-6190	302	25	:	:	PUNCT
cana-6190	302	26	stronger	strong	ADJ
cana-6190	302	27	authentication	authentication	NOUN
cana-6190	302	28	methods	method	NOUN
cana-6190	302	29	:	:	PUNCT
cana-6190	302	30	facial	facial	ADJ
cana-6190	302	31	recognition	recognition	NOUN
cana-6190	302	32	,	,	PUNCT
cana-6190	302	33	fingerprint	fingerprint	NOUN
cana-6190	302	34	scanning	scanning	NOUN
cana-6190	302	35	,	,	PUNCT
cana-6190	302	36	and	and	CCONJ
cana-6190	302	37	voice	voice	NOUN
cana-6190	302	38	authentication	authentication	NOUN
cana-6190	302	39	will	will	AUX
cana-6190	302	40	reduce	reduce	VERB
cana-6190	302	41	reliance	reliance	NOUN
cana-6190	302	42	on	on	ADP
cana-6190	302	43	passwords	password	NOUN
cana-6190	302	44	and	and	CCONJ
cana-6190	302	45	pins	pin	NOUN
cana-6190	302	46	,	,	PUNCT
cana-6190	302	47	enhancing	enhance	VERB
cana-6190	302	48	security	security	NOUN
cana-6190	302	49	.	.	PUNCT
cana-6190	303	1	increased	increase	VERB
cana-6190	303	2	accessibility	accessibility	NOUN
cana-6190	303	3	for	for	ADP
cana-6190	303	4	low	low	ADJ
cana-6190	303	5	-	-	PUNCT
cana-6190	303	6	literacy	literacy	NOUN
cana-6190	303	7	users	user	NOUN
cana-6190	303	8	:	:	PUNCT
cana-6190	303	9	biometric	biometric	ADJ
cana-6190	303	10	authentication	authentication	NOUN
cana-6190	303	11	will	will	AUX
cana-6190	303	12	simplify	simplify	VERB
cana-6190	303	13	digital	digital	ADJ
cana-6190	303	14	financial	financial	ADJ
cana-6190	303	15	services	service	NOUN
cana-6190	303	16	for	for	ADP
cana-6190	303	17	users	user	NOUN
cana-6190	303	18	with	with	ADP
cana-6190	303	19	limited	limited	ADJ
cana-6190	303	20	reading	reading	NOUN
cana-6190	303	21	and	and	CCONJ
cana-6190	303	22	writing	writing	NOUN
cana-6190	303	23	skills	skill	NOUN
cana-6190	303	24	,	,	PUNCT
cana-6190	303	25	fostering	foster	VERB
cana-6190	303	26	greater	great	ADJ
cana-6190	303	27	inclusion	inclusion	NOUN
cana-6190	303	28	.	.	PUNCT
cana-6190	304	1	12	12	NUM
cana-6190	304	2	.	.	PUNCT
cana-6190	305	1	the	the	DET
cana-6190	305	2	future	future	NOUN
cana-6190	305	3	of	of	ADP
cana-6190	305	4	fintech	fintech	NOUN
cana-6190	305	5	innovation	innovation	NOUN
cana-6190	305	6	:	:	PUNCT
cana-6190	305	7	as	as	SCONJ
cana-6190	305	8	financial	financial	ADJ
cana-6190	305	9	technology	technology	NOUN
cana-6190	305	10	continues	continue	VERB
cana-6190	305	11	to	to	PART
cana-6190	305	12	evolve	evolve	VERB
cana-6190	305	13	,	,	PUNCT
cana-6190	305	14	the	the	DET
cana-6190	305	15	focus	focus	NOUN
cana-6190	305	16	will	will	AUX
cana-6190	305	17	remain	remain	VERB
cana-6190	305	18	on	on	ADP
cana-6190	305	19	enhancing	enhance	VERB
cana-6190	305	20	security	security	NOUN
cana-6190	305	21	,	,	PUNCT
cana-6190	305	22	accessibility	accessibility	NOUN
cana-6190	305	23	,	,	PUNCT
cana-6190	305	24	and	and	CCONJ
cana-6190	305	25	user	user	NOUN
cana-6190	305	26	experience	experience	NOUN
cana-6190	305	27	.	.	PUNCT
cana-6190	306	1	by	by	ADP
cana-6190	306	2	integrating	integrate	VERB
cana-6190	306	3	ai	ai	PROPN
cana-6190	306	4	,	,	PUNCT
cana-6190	306	5	blockchain	blockchain	NOUN
cana-6190	306	6	,	,	PUNCT
cana-6190	306	7	and	and	CCONJ
cana-6190	306	8	biometric	biometric	ADJ
cana-6190	306	9	solutions	solution	NOUN
cana-6190	306	10	,	,	PUNCT
cana-6190	306	11	fintech	fintech	NOUN
cana-6190	306	12	will	will	AUX
cana-6190	306	13	drive	drive	VERB
cana-6190	306	14	greater	great	ADJ
cana-6190	306	15	financial	financial	ADJ
cana-6190	306	16	inclusion	inclusion	NOUN
cana-6190	306	17	and	and	CCONJ
cana-6190	306	18	empower	empower	NOUN
cana-6190	306	19	individuals	individual	NOUN
cana-6190	306	20	with	with	ADP
cana-6190	306	21	improved	improved	ADJ
cana-6190	306	22	financial	financial	ADJ
cana-6190	306	23	management	management	NOUN
cana-6190	306	24	tools	tool	NOUN
cana-6190	306	25	.	.	PUNCT
cana-6190	307	1	the	the	DET
cana-6190	307	2	future	future	NOUN
cana-6190	307	3	of	of	ADP
cana-6190	307	4	fintech	fintech	NOUN
cana-6190	307	5	lies	lie	VERB
cana-6190	307	6	not	not	PART
cana-6190	307	7	only	only	ADV
cana-6190	307	8	in	in	ADP
cana-6190	307	9	increasing	increase	VERB
cana-6190	307	10	financial	financial	ADJ
cana-6190	307	11	access	access	NOUN
cana-6190	307	12	but	but	CCONJ
cana-6190	307	13	also	also	ADV
cana-6190	307	14	in	in	ADP
cana-6190	307	15	promoting	promote	VERB
cana-6190	307	16	sustainable	sustainable	ADJ
cana-6190	307	17	financial	financial	ADJ
cana-6190	307	18	well	well	NOUN
cana-6190	307	19	-	-	PUNCT
cana-6190	307	20	being	being	NOUN
cana-6190	307	21	across	across	ADP
cana-6190	307	22	diverse	diverse	ADJ
cana-6190	307	23	communities	community	NOUN
cana-6190	307	24	.	.	PUNCT
cana-6190	308	1	12.1	12.1	NUM
cana-6190	308	2	.	.	PUNCT
cana-6190	309	1	expanding	expand	VERB
cana-6190	309	2	the	the	DET
cana-6190	309	3	role	role	NOUN
cana-6190	309	4	of	of	ADP
cana-6190	309	5	iot	iot	NOUN
cana-6190	309	6	in	in	ADP
cana-6190	309	7	financial	financial	ADJ
cana-6190	309	8	inclusion	inclusion	NOUN
cana-6190	309	9	:	:	PUNCT
cana-6190	309	10	the	the	DET
cana-6190	309	11	integration	integration	NOUN
cana-6190	309	12	of	of	ADP
cana-6190	309	13	internet	internet	NOUN
cana-6190	309	14	of	of	ADP
cana-6190	309	15	things	thing	NOUN
cana-6190	309	16	(	(	PUNCT
cana-6190	309	17	iot	iot	NOUN
cana-6190	309	18	)	)	PUNCT
cana-6190	309	19	technology	technology	NOUN
cana-6190	309	20	is	be	AUX
cana-6190	309	21	set	set	VERB
cana-6190	309	22	to	to	PART
cana-6190	309	23	play	play	VERB
cana-6190	309	24	a	a	DET
cana-6190	309	25	transformative	transformative	ADJ
cana-6190	309	26	role	role	NOUN
cana-6190	309	27	in	in	ADP
cana-6190	309	28	financial	financial	ADJ
cana-6190	309	29	inclusion	inclusion	NOUN
cana-6190	309	30	by	by	ADP
cana-6190	309	31	generating	generate	VERB
cana-6190	309	32	valuable	valuable	ADJ
cana-6190	309	33	data	datum	NOUN
cana-6190	309	34	for	for	ADP
cana-6190	309	35	various	various	ADJ
cana-6190	309	36	applications	application	NOUN
cana-6190	309	37	.	.	PUNCT
cana-6190	310	1	a.	a.	NOUN
cana-6190	310	2	alternative	alternative	PROPN
cana-6190	310	3	credit	credit	NOUN
cana-6190	310	4	assessment	assessment	NOUN
cana-6190	310	5	:	:	PUNCT
cana-6190	311	1	data	datum	NOUN
cana-6190	311	2	collected	collect	VERB
cana-6190	311	3	from	from	ADP
cana-6190	311	4	smart	smart	ADJ
cana-6190	311	5	meters	meter	NOUN
cana-6190	311	6	,	,	PUNCT
cana-6190	311	7	agricultural	agricultural	ADJ
cana-6190	311	8	sensors	sensor	NOUN
cana-6190	311	9	,	,	PUNCT
cana-6190	311	10	and	and	CCONJ
cana-6190	311	11	wearable	wearable	ADJ
cana-6190	311	12	devices	device	NOUN
cana-6190	311	13	can	can	AUX
cana-6190	311	14	serve	serve	VERB
cana-6190	311	15	as	as	ADP
cana-6190	311	16	independent	independent	ADJ
cana-6190	311	17	indicators	indicator	NOUN
cana-6190	311	18	of	of	ADP
cana-6190	311	19	creditworthiness	creditworthiness	NOUN
cana-6190	311	20	,	,	PUNCT
cana-6190	311	21	particularly	particularly	ADV
cana-6190	311	22	for	for	ADP
cana-6190	311	23	individuals	individual	NOUN
cana-6190	311	24	who	who	PRON
cana-6190	311	25	lack	lack	VERB
cana-6190	311	26	formal	formal	ADJ
cana-6190	311	27	credit	credit	NOUN
cana-6190	311	28	histories	history	NOUN
cana-6190	311	29	.	.	PUNCT
cana-6190	312	1	communications	communication	NOUN
cana-6190	312	2	on	on	ADP
cana-6190	312	3	applied	apply	VERB
cana-6190	312	4	nonlinear	nonlinear	ADJ
cana-6190	312	5	analysis	analysis	NOUN
cana-6190	312	6	issn	issn	NOUN
cana-6190	312	7	:	:	PUNCT
cana-6190	312	8	1074	1074	NUM
cana-6190	312	9	-	-	PUNCT
cana-6190	312	10	133x	133x	NUM
cana-6190	312	11	vol	vol	NOUN
cana-6190	312	12	32	32	NUM
cana-6190	312	13	no	no	NOUN
cana-6190	312	14	.	.	NOUN
cana-6190	312	15	1	1	NUM
cana-6190	312	16	(	(	PUNCT
cana-6190	312	17	2025	2025	NUM
cana-6190	312	18	)	)	PUNCT
cana-6190	312	19	721	721	NUM
cana-6190	312	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	312	21	b.	b.	NOUN
cana-6190	312	22	usage	usage	NOUN
cana-6190	312	23	-	-	PUNCT
cana-6190	312	24	based	base	VERB
cana-6190	312	25	insurance	insurance	NOUN
cana-6190	312	26	solutions	solution	NOUN
cana-6190	312	27	:	:	PUNCT
cana-6190	312	28	iot	iot	ADJ
cana-6190	312	29	-	-	PUNCT
cana-6190	312	30	driven	drive	VERB
cana-6190	312	31	insights	insight	NOUN
cana-6190	312	32	can	can	AUX
cana-6190	312	33	help	help	VERB
cana-6190	312	34	design	design	VERB
cana-6190	312	35	insurance	insurance	NOUN
cana-6190	312	36	products	product	NOUN
cana-6190	312	37	tailored	tailor	VERB
cana-6190	312	38	to	to	ADP
cana-6190	312	39	low	low	ADJ
cana-6190	312	40	-	-	PUNCT
cana-6190	312	41	income	income	NOUN
cana-6190	312	42	individuals	individual	NOUN
cana-6190	312	43	and	and	CCONJ
cana-6190	312	44	small	small	ADJ
cana-6190	312	45	businesses	business	NOUN
cana-6190	312	46	,	,	PUNCT
cana-6190	312	47	enabling	enable	VERB
cana-6190	312	48	affordability	affordability	NOUN
cana-6190	312	49	and	and	CCONJ
cana-6190	312	50	accessibility	accessibility	NOUN
cana-6190	312	51	.	.	PUNCT
cana-6190	313	1	c.	c.	PROPN
cana-6190	313	2	remote	remote	ADJ
cana-6190	313	3	monitoring	monitoring	NOUN
cana-6190	313	4	for	for	ADP
cana-6190	313	5	microfinance	microfinance	NOUN
cana-6190	313	6	:	:	PUNCT
cana-6190	313	7	iot	iot	ADJ
cana-6190	313	8	-	-	PUNCT
cana-6190	313	9	enabled	enable	VERB
cana-6190	313	10	tracking	tracking	NOUN
cana-6190	313	11	and	and	CCONJ
cana-6190	313	12	analytics	analytic	NOUN
cana-6190	313	13	can	can	AUX
cana-6190	313	14	improve	improve	VERB
cana-6190	313	15	loan	loan	NOUN
cana-6190	313	16	management	management	NOUN
cana-6190	313	17	efficiency	efficiency	NOUN
cana-6190	313	18	,	,	PUNCT
cana-6190	313	19	especially	especially	ADV
cana-6190	313	20	in	in	ADP
cana-6190	313	21	rural	rural	ADJ
cana-6190	313	22	agricultural	agricultural	ADJ
cana-6190	313	23	communities	community	NOUN
cana-6190	313	24	,	,	PUNCT
cana-6190	313	25	by	by	ADP
cana-6190	313	26	providing	provide	VERB
cana-6190	313	27	real	real	ADJ
cana-6190	313	28	-	-	PUNCT
cana-6190	313	29	time	time	NOUN
cana-6190	313	30	insights	insight	NOUN
cana-6190	313	31	into	into	ADP
cana-6190	313	32	financial	financial	ADJ
cana-6190	313	33	and	and	CCONJ
cana-6190	313	34	operational	operational	ADJ
cana-6190	313	35	conditions	condition	NOUN
cana-6190	313	36	.	.	PUNCT
cana-6190	314	1	12.2	12.2	NUM
cana-6190	314	2	.	.	PUNCT
cana-6190	315	1	policy	policy	NOUN
cana-6190	315	2	changes	change	NOUN
cana-6190	315	3	to	to	PART
cana-6190	315	4	promote	promote	VERB
cana-6190	315	5	fintech	fintech	NOUN
cana-6190	315	6	growth	growth	NOUN
cana-6190	315	7	:	:	PUNCT
cana-6190	315	8	to	to	PART
cana-6190	315	9	drive	drive	VERB
cana-6190	315	10	fintech	fintech	NOUN
cana-6190	315	11	innovation	innovation	NOUN
cana-6190	315	12	and	and	CCONJ
cana-6190	315	13	ensure	ensure	VERB
cana-6190	315	14	its	its	PRON
cana-6190	315	15	sustainable	sustainable	ADJ
cana-6190	315	16	development	development	NOUN
cana-6190	315	17	,	,	PUNCT
cana-6190	315	18	several	several	ADJ
cana-6190	315	19	key	key	ADJ
cana-6190	315	20	policy	policy	NOUN
cana-6190	315	21	adjustments	adjustment	NOUN
cana-6190	315	22	may	may	AUX
cana-6190	315	23	be	be	AUX
cana-6190	315	24	necessary	necessary	ADJ
cana-6190	315	25	:	:	PUNCT
cana-6190	315	26	a.	a.	NOUN
cana-6190	315	27	regulatory	regulatory	PROPN
cana-6190	315	28	sandboxes	sandbox	NOUN
cana-6190	315	29	&	&	CCONJ
cana-6190	315	30	innovation	innovation	NOUN
cana-6190	315	31	hubs	hub	NOUN
cana-6190	315	32	:	:	PUNCT
cana-6190	315	33	governments	government	NOUN
cana-6190	315	34	will	will	AUX
cana-6190	315	35	increasingly	increasingly	ADV
cana-6190	315	36	support	support	VERB
cana-6190	315	37	fintech	fintech	NOUN
cana-6190	315	38	development	development	NOUN
cana-6190	315	39	through	through	ADP
cana-6190	315	40	controlled	control	VERB
cana-6190	315	41	environments	environment	NOUN
cana-6190	315	42	that	that	PRON
cana-6190	315	43	allow	allow	VERB
cana-6190	315	44	for	for	ADP
cana-6190	315	45	the	the	DET
cana-6190	315	46	testing	testing	NOUN
cana-6190	315	47	of	of	ADP
cana-6190	315	48	new	new	ADJ
cana-6190	315	49	products	product	NOUN
cana-6190	315	50	and	and	CCONJ
cana-6190	315	51	services	service	NOUN
cana-6190	315	52	under	under	ADP
cana-6190	315	53	regulatory	regulatory	ADJ
cana-6190	315	54	supervision	supervision	NOUN
cana-6190	315	55	.	.	PUNCT
cana-6190	316	1	b.	b.	PROPN
cana-6190	316	2	flexible	flexible	PROPN
cana-6190	316	3	&	&	CCONJ
cana-6190	316	4	risk	risk	NOUN
cana-6190	316	5	-	-	PUNCT
cana-6190	316	6	based	base	VERB
cana-6190	316	7	regulatory	regulatory	ADJ
cana-6190	316	8	approaches	approach	NOUN
cana-6190	316	9	:	:	PUNCT
cana-6190	316	10	instead	instead	ADV
cana-6190	316	11	of	of	ADP
cana-6190	316	12	rigid	rigid	ADJ
cana-6190	316	13	compliance	compliance	NOUN
cana-6190	316	14	frameworks	framework	NOUN
cana-6190	316	15	,	,	PUNCT
cana-6190	316	16	policymakers	policymaker	NOUN
cana-6190	316	17	may	may	AUX
cana-6190	316	18	adopt	adopt	VERB
cana-6190	316	19	adaptable	adaptable	ADJ
cana-6190	316	20	,	,	PUNCT
cana-6190	316	21	outcome	outcome	NOUN
cana-6190	316	22	-	-	PUNCT
cana-6190	316	23	focused	focus	VERB
cana-6190	316	24	regulations	regulation	NOUN
cana-6190	316	25	that	that	PRON
cana-6190	316	26	respond	respond	VERB
cana-6190	316	27	dynamically	dynamically	ADV
cana-6190	316	28	to	to	ADP
cana-6190	316	29	technological	technological	ADJ
cana-6190	316	30	advancements	advancement	NOUN
cana-6190	316	31	.	.	PUNCT
cana-6190	317	1	c.	c.	PROPN
cana-6190	317	2	open	open	PROPN
cana-6190	317	3	banking	banking	NOUN
cana-6190	317	4	with	with	ADP
cana-6190	317	5	strong	strong	ADJ
cana-6190	317	6	data	datum	NOUN
cana-6190	317	7	privacy	privacy	NOUN
cana-6190	317	8	protections	protection	NOUN
cana-6190	317	9	:	:	PUNCT
cana-6190	317	10	policies	policy	NOUN
cana-6190	317	11	enabling	enable	VERB
cana-6190	317	12	secure	secure	ADJ
cana-6190	317	13	data	datum	NOUN
cana-6190	317	14	sharing	sharing	NOUN
cana-6190	317	15	will	will	AUX
cana-6190	317	16	foster	foster	VERB
cana-6190	317	17	competition	competition	NOUN
cana-6190	317	18	and	and	CCONJ
cana-6190	317	19	innovation	innovation	NOUN
cana-6190	317	20	,	,	PUNCT
cana-6190	317	21	allowing	allow	VERB
cana-6190	317	22	for	for	ADP
cana-6190	317	23	the	the	DET
cana-6190	317	24	creation	creation	NOUN
cana-6190	317	25	of	of	ADP
cana-6190	317	26	customer	customer	NOUN
cana-6190	317	27	-	-	PUNCT
cana-6190	317	28	centric	centric	ADJ
cana-6190	317	29	financial	financial	ADJ
cana-6190	317	30	solutions	solution	NOUN
cana-6190	317	31	without	without	ADP
cana-6190	317	32	compromising	compromise	VERB
cana-6190	317	33	user	user	NOUN
cana-6190	317	34	privacy	privacy	NOUN
cana-6190	317	35	.	.	PUNCT
cana-6190	318	1	d.	d.	PROPN
cana-6190	318	2	investment	investment	PROPN
cana-6190	318	3	in	in	ADP
cana-6190	318	4	digital	digital	ADJ
cana-6190	318	5	infrastructure	infrastructure	NOUN
cana-6190	318	6	&	&	CCONJ
cana-6190	318	7	skills	skill	NOUN
cana-6190	318	8	development	development	NOUN
cana-6190	318	9	:	:	PUNCT
cana-6190	318	10	expanding	expand	VERB
cana-6190	318	11	internet	internet	NOUN
cana-6190	318	12	access	access	NOUN
cana-6190	318	13	,	,	PUNCT
cana-6190	318	14	ensuring	ensure	VERB
cana-6190	318	15	reliable	reliable	ADJ
cana-6190	318	16	power	power	NOUN
cana-6190	318	17	supply	supply	NOUN
cana-6190	318	18	,	,	PUNCT
cana-6190	318	19	strengthening	strengthen	VERB
cana-6190	318	20	digital	digital	ADJ
cana-6190	318	21	identity	identity	NOUN
cana-6190	318	22	systems	system	NOUN
cana-6190	318	23	,	,	PUNCT
cana-6190	318	24	and	and	CCONJ
cana-6190	318	25	enhancing	enhance	VERB
cana-6190	318	26	financial	financial	ADJ
cana-6190	318	27	literacy	literacy	NOUN
cana-6190	318	28	programs	program	NOUN
cana-6190	318	29	will	will	AUX
cana-6190	318	30	be	be	AUX
cana-6190	318	31	crucial	crucial	ADJ
cana-6190	318	32	for	for	ADP
cana-6190	318	33	fintech	fintech	NOUN
cana-6190	318	34	adoption	adoption	NOUN
cana-6190	318	35	among	among	ADP
cana-6190	318	36	low	low	ADJ
cana-6190	318	37	-	-	PUNCT
cana-6190	318	38	income	income	NOUN
cana-6190	318	39	populations	population	NOUN
cana-6190	318	40	.	.	PUNCT
cana-6190	319	1	e.	e.	PROPN
cana-6190	319	2	enhanced	enhance	VERB
cana-6190	319	3	consumer	consumer	NOUN
cana-6190	319	4	protection	protection	PROPN
cana-6190	319	5	&	&	CCONJ
cana-6190	319	6	financial	financial	ADJ
cana-6190	319	7	education	education	NOUN
cana-6190	319	8	:	:	PUNCT
cana-6190	319	9	strengthening	strengthen	VERB
cana-6190	319	10	regulations	regulation	NOUN
cana-6190	319	11	around	around	ADP
cana-6190	319	12	data	datum	NOUN
cana-6190	319	13	privacy	privacy	NOUN
cana-6190	319	14	,	,	PUNCT
cana-6190	319	15	dispute	dispute	NOUN
cana-6190	319	16	resolution	resolution	NOUN
cana-6190	319	17	mechanisms	mechanism	NOUN
cana-6190	319	18	,	,	PUNCT
cana-6190	319	19	and	and	CCONJ
cana-6190	319	20	consumer	consumer	NOUN
cana-6190	319	21	awareness	awareness	NOUN
cana-6190	319	22	initiatives	initiative	NOUN
cana-6190	319	23	will	will	AUX
cana-6190	319	24	help	help	VERB
cana-6190	319	25	build	build	VERB
cana-6190	319	26	trust	trust	NOUN
cana-6190	319	27	in	in	ADP
cana-6190	319	28	digital	digital	ADJ
cana-6190	319	29	financial	financial	ADJ
cana-6190	319	30	services	service	NOUN
cana-6190	319	31	.	.	PUNCT
cana-6190	320	1	f.	f.	PROPN
cana-6190	320	2	global	global	PROPN
cana-6190	320	3	collaboration	collaboration	PROPN
cana-6190	320	4	&	&	CCONJ
cana-6190	320	5	regulatory	regulatory	ADJ
cana-6190	320	6	harmonization	harmonization	NOUN
cana-6190	320	7	:	:	PUNCT
cana-6190	320	8	increased	increase	VERB
cana-6190	320	9	cooperation	cooperation	NOUN
cana-6190	320	10	on	on	ADP
cana-6190	320	11	international	international	ADJ
cana-6190	320	12	fintech	fintech	NOUN
cana-6190	320	13	regulations	regulation	NOUN
cana-6190	320	14	,	,	PUNCT
cana-6190	320	15	cybersecurity	cybersecurity	NOUN
cana-6190	320	16	measures	measure	NOUN
cana-6190	320	17	,	,	PUNCT
cana-6190	320	18	and	and	CCONJ
cana-6190	320	19	data	datum	NOUN
cana-6190	320	20	privacy	privacy	NOUN
cana-6190	320	21	standards	standard	NOUN
cana-6190	320	22	will	will	AUX
cana-6190	320	23	promote	promote	VERB
cana-6190	320	24	crossborder	crossborder	NOUN
cana-6190	320	25	innovation	innovation	NOUN
cana-6190	320	26	and	and	CCONJ
cana-6190	320	27	address	address	VERB
cana-6190	320	28	global	global	ADJ
cana-6190	320	29	financial	financial	ADJ
cana-6190	320	30	inclusion	inclusion	NOUN
cana-6190	320	31	challenges	challenge	NOUN
cana-6190	320	32	.	.	PUNCT
cana-6190	321	1	g.	g.	NOUN
cana-6190	321	2	incentives	incentive	NOUN
cana-6190	321	3	for	for	ADP
cana-6190	321	4	inclusion	inclusion	NOUN
cana-6190	321	5	-	-	PUNCT
cana-6190	321	6	focused	focus	VERB
cana-6190	321	7	fintech	fintech	NOUN
cana-6190	321	8	solutions	solution	NOUN
cana-6190	321	9	:	:	PUNCT
cana-6190	321	10	targeted	target	VERB
cana-6190	321	11	financial	financial	ADJ
cana-6190	321	12	support	support	NOUN
cana-6190	321	13	,	,	PUNCT
cana-6190	321	14	such	such	ADJ
cana-6190	321	15	as	as	ADP
cana-6190	321	16	grants	grant	NOUN
cana-6190	321	17	,	,	PUNCT
cana-6190	321	18	tax	tax	NOUN
cana-6190	321	19	benefits	benefit	NOUN
cana-6190	321	20	,	,	PUNCT
cana-6190	321	21	and	and	CCONJ
cana-6190	321	22	training	training	NOUN
cana-6190	321	23	programs	program	NOUN
cana-6190	321	24	,	,	PUNCT
cana-6190	321	25	will	will	AUX
cana-6190	321	26	encourage	encourage	VERB
cana-6190	321	27	fintech	fintech	NOUN
cana-6190	321	28	firms	firm	NOUN
cana-6190	321	29	to	to	PART
cana-6190	321	30	develop	develop	VERB
cana-6190	321	31	solutions	solution	NOUN
cana-6190	321	32	that	that	PRON
cana-6190	321	33	cater	cater	VERB
cana-6190	321	34	to	to	ADP
cana-6190	321	35	underserved	underserved	ADJ
cana-6190	321	36	communities	community	NOUN
cana-6190	321	37	.	.	PUNCT
cana-6190	322	1	13	13	NUM
cana-6190	322	2	.	.	X
cana-6190	322	3	conclusion	conclusion	NOUN
cana-6190	322	4	:	:	PUNCT
cana-6190	322	5	the	the	DET
cana-6190	322	6	internet	internet	NOUN
cana-6190	322	7	of	of	ADP
cana-6190	322	8	things	thing	NOUN
cana-6190	322	9	(	(	PUNCT
cana-6190	322	10	iot	iot	NOUN
cana-6190	322	11	)	)	PUNCT
cana-6190	322	12	is	be	AUX
cana-6190	322	13	playing	play	VERB
cana-6190	322	14	a	a	DET
cana-6190	322	15	crucial	crucial	ADJ
cana-6190	322	16	role	role	NOUN
cana-6190	322	17	in	in	ADP
cana-6190	322	18	enhancing	enhance	VERB
cana-6190	322	19	financial	financial	ADJ
cana-6190	322	20	inclusion	inclusion	NOUN
cana-6190	322	21	by	by	ADP
cana-6190	322	22	generating	generate	VERB
cana-6190	322	23	valuable	valuable	ADJ
cana-6190	322	24	data	datum	NOUN
cana-6190	322	25	that	that	PRON
cana-6190	322	26	can	can	AUX
cana-6190	322	27	be	be	AUX
cana-6190	322	28	leveraged	leverage	VERB
cana-6190	322	29	for	for	ADP
cana-6190	322	30	various	various	ADJ
cana-6190	322	31	applications	application	NOUN
cana-6190	322	32	.	.	PUNCT
cana-6190	323	1	one	one	NUM
cana-6190	323	2	such	such	ADJ
cana-6190	323	3	application	application	NOUN
cana-6190	323	4	is	be	AUX
cana-6190	323	5	alternative	alternative	ADJ
cana-6190	323	6	credit	credit	NOUN
cana-6190	323	7	scoring	scoring	NOUN
cana-6190	323	8	,	,	PUNCT
cana-6190	323	9	where	where	SCONJ
cana-6190	323	10	data	datum	NOUN
cana-6190	323	11	from	from	ADP
cana-6190	323	12	smart	smart	ADJ
cana-6190	323	13	meters	meter	NOUN
cana-6190	323	14	,	,	PUNCT
cana-6190	323	15	agricultural	agricultural	ADJ
cana-6190	323	16	sensors	sensor	NOUN
cana-6190	323	17	,	,	PUNCT
cana-6190	323	18	and	and	CCONJ
cana-6190	323	19	wearable	wearable	ADJ
cana-6190	323	20	devices	device	NOUN
cana-6190	323	21	can	can	AUX
cana-6190	323	22	serve	serve	VERB
cana-6190	323	23	as	as	ADP
cana-6190	323	24	indicators	indicator	NOUN
cana-6190	323	25	of	of	ADP
cana-6190	323	26	creditworthiness	creditworthiness	NOUN
cana-6190	323	27	for	for	ADP
cana-6190	323	28	individuals	individual	NOUN
cana-6190	323	29	who	who	PRON
cana-6190	323	30	lack	lack	VERB
cana-6190	323	31	traditional	traditional	ADJ
cana-6190	323	32	credit	credit	NOUN
cana-6190	323	33	histories	history	NOUN
cana-6190	323	34	.	.	PUNCT
cana-6190	324	1	additionally	additionally	ADV
cana-6190	324	2	,	,	PUNCT
cana-6190	324	3	iot	iot	PROPN
cana-6190	324	4	technology	technology	NOUN
cana-6190	324	5	enables	enable	VERB
cana-6190	324	6	the	the	DET
cana-6190	324	7	development	development	NOUN
cana-6190	324	8	of	of	ADP
cana-6190	324	9	usage	usage	NOUN
cana-6190	324	10	-	-	PUNCT
cana-6190	324	11	based	base	VERB
cana-6190	324	12	insurance	insurance	NOUN
cana-6190	324	13	products	product	NOUN
cana-6190	324	14	tailored	tailor	VERB
cana-6190	324	15	for	for	ADP
cana-6190	324	16	low	low	ADJ
cana-6190	324	17	-	-	PUNCT
cana-6190	324	18	income	income	NOUN
cana-6190	324	19	individuals	individual	NOUN
cana-6190	324	20	and	and	CCONJ
cana-6190	324	21	small	small	ADJ
cana-6190	324	22	businesses	business	NOUN
cana-6190	324	23	,	,	PUNCT
cana-6190	324	24	ensuring	ensure	VERB
cana-6190	324	25	affordability	affordability	NOUN
cana-6190	324	26	and	and	CCONJ
cana-6190	324	27	accessibility	accessibility	NOUN
cana-6190	324	28	.	.	PUNCT
cana-6190	325	1	furthermore	furthermore	ADV
cana-6190	325	2	,	,	PUNCT
cana-6190	325	3	remote	remote	ADJ
cana-6190	325	4	monitoring	monitoring	NOUN
cana-6190	325	5	using	use	VERB
cana-6190	325	6	iot	iot	NOUN
cana-6190	325	7	devices	device	NOUN
cana-6190	325	8	can	can	AUX
cana-6190	325	9	enhance	enhance	VERB
cana-6190	325	10	the	the	DET
cana-6190	325	11	management	management	NOUN
cana-6190	325	12	of	of	ADP
cana-6190	325	13	microfinance	microfinance	NOUN
cana-6190	325	14	loans	loan	NOUN
cana-6190	325	15	in	in	ADP
cana-6190	325	16	rural	rural	ADJ
cana-6190	325	17	farming	farming	NOUN
cana-6190	325	18	communications	communication	NOUN
cana-6190	325	19	on	on	ADP
cana-6190	325	20	applied	apply	VERB
cana-6190	325	21	nonlinear	nonlinear	ADJ
cana-6190	325	22	analysis	analysis	NOUN
cana-6190	325	23	issn	issn	NOUN
cana-6190	325	24	:	:	PUNCT
cana-6190	325	25	1074	1074	NUM
cana-6190	325	26	-	-	PUNCT
cana-6190	325	27	133x	133x	NUM
cana-6190	325	28	vol	vol	NOUN
cana-6190	325	29	32	32	NUM
cana-6190	325	30	no	no	NOUN
cana-6190	325	31	.	.	NOUN
cana-6190	325	32	1	1	NUM
cana-6190	325	33	(	(	PUNCT
cana-6190	325	34	2025	2025	NUM
cana-6190	325	35	)	)	PUNCT
cana-6190	325	36	722	722	NUM
cana-6190	325	37	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-6190	325	38	communities	community	NOUN
cana-6190	325	39	,	,	PUNCT
cana-6190	325	40	improving	improve	VERB
cana-6190	325	41	efficiency	efficiency	NOUN
cana-6190	325	42	and	and	CCONJ
cana-6190	325	43	reducing	reduce	VERB
cana-6190	325	44	risks	risk	NOUN
cana-6190	325	45	associated	associate	VERB
cana-6190	325	46	with	with	ADP
cana-6190	325	47	loan	loan	NOUN
cana-6190	325	48	disbursement	disbursement	NOUN
cana-6190	325	49	and	and	CCONJ
cana-6190	325	50	repayment	repayment	NOUN
cana-6190	325	51	.	.	PUNCT
cana-6190	326	1	to	to	PART
cana-6190	326	2	foster	foster	VERB
cana-6190	326	3	fintech	fintech	NOUN
cana-6190	326	4	development	development	NOUN
cana-6190	326	5	and	and	CCONJ
cana-6190	326	6	maximize	maximize	VERB
cana-6190	326	7	its	its	PRON
cana-6190	326	8	impact	impact	NOUN
cana-6190	326	9	on	on	ADP
cana-6190	326	10	financial	financial	ADJ
cana-6190	326	11	inclusion	inclusion	NOUN
cana-6190	326	12	,	,	PUNCT
cana-6190	326	13	several	several	ADJ
cana-6190	326	14	key	key	ADJ
cana-6190	326	15	policy	policy	NOUN
cana-6190	326	16	changes	change	NOUN
cana-6190	326	17	need	need	VERB
cana-6190	326	18	to	to	PART
cana-6190	326	19	be	be	AUX
cana-6190	326	20	implemented	implement	VERB
cana-6190	326	21	.	.	PUNCT
cana-6190	327	1	governments	government	NOUN
cana-6190	327	2	are	be	AUX
cana-6190	327	3	increasingly	increasingly	ADV
cana-6190	327	4	adopting	adopt	VERB
cana-6190	327	5	pro	pro	ADJ
cana-6190	327	6	-	-	ADJ
cana-6190	327	7	innovation	innovation	ADJ
cana-6190	327	8	regulatory	regulatory	ADJ
cana-6190	327	9	sandboxes	sandbox	NOUN
cana-6190	327	10	and	and	CCONJ
cana-6190	327	11	innovation	innovation	NOUN
cana-6190	327	12	hubs	hub	NOUN
cana-6190	327	13	,	,	PUNCT
cana-6190	327	14	allowing	allow	VERB
cana-6190	327	15	fintech	fintech	NOUN
cana-6190	327	16	companies	company	NOUN
cana-6190	327	17	to	to	PART
cana-6190	327	18	test	test	VERB
cana-6190	327	19	new	new	ADJ
cana-6190	327	20	products	product	NOUN
cana-6190	327	21	in	in	ADP
cana-6190	327	22	a	a	DET
cana-6190	327	23	controlled	control	VERB
cana-6190	327	24	environment	environment	NOUN
cana-6190	327	25	.	.	PUNCT
cana-6190	328	1	regulatory	regulatory	ADJ
cana-6190	328	2	frameworks	framework	NOUN
cana-6190	328	3	must	must	AUX
cana-6190	328	4	also	also	ADV
cana-6190	328	5	transition	transition	VERB
cana-6190	328	6	from	from	ADP
cana-6190	328	7	rigid	rigid	ADJ
cana-6190	328	8	,	,	PUNCT
cana-6190	328	9	rules	rule	NOUN
cana-6190	328	10	-	-	PUNCT
cana-6190	328	11	based	base	VERB
cana-6190	328	12	models	model	NOUN
cana-6190	328	13	to	to	ADP
cana-6190	328	14	more	more	ADV
cana-6190	328	15	adaptive	adaptive	ADJ
cana-6190	328	16	,	,	PUNCT
cana-6190	328	17	risk	risk	NOUN
cana-6190	328	18	-	-	PUNCT
cana-6190	328	19	based	base	VERB
cana-6190	328	20	policies	policy	NOUN
cana-6190	328	21	that	that	PRON
cana-6190	328	22	respond	respond	VERB
cana-6190	328	23	to	to	ADP
cana-6190	328	24	technological	technological	ADJ
cana-6190	328	25	advancements	advancement	NOUN
cana-6190	328	26	while	while	SCONJ
cana-6190	328	27	ensuring	ensure	VERB
cana-6190	328	28	consumer	consumer	NOUN
cana-6190	328	29	protection	protection	NOUN
cana-6190	328	30	.	.	PUNCT
cana-6190	329	1	open	open	ADJ
cana-6190	329	2	banking	banking	NOUN
cana-6190	329	3	initiatives	initiative	NOUN
cana-6190	329	4	and	and	CCONJ
cana-6190	329	5	data	data	NOUN
cana-6190	329	6	-	-	PUNCT
cana-6190	329	7	sharing	share	VERB
cana-6190	329	8	policies	policy	NOUN
cana-6190	329	9	,	,	PUNCT
cana-6190	329	10	supported	support	VERB
cana-6190	329	11	by	by	ADP
cana-6190	329	12	robust	robust	ADJ
cana-6190	329	13	data	datum	NOUN
cana-6190	329	14	privacy	privacy	NOUN
cana-6190	329	15	measures	measure	NOUN
cana-6190	329	16	,	,	PUNCT
cana-6190	329	17	will	will	AUX
cana-6190	329	18	further	far	ADV
cana-6190	329	19	drive	drive	VERB
cana-6190	329	20	competition	competition	NOUN
cana-6190	329	21	and	and	CCONJ
cana-6190	329	22	innovation	innovation	NOUN
cana-6190	329	23	while	while	SCONJ
cana-6190	329	24	safeguarding	safeguard	VERB
cana-6190	329	25	consumer	consumer	NOUN
cana-6190	329	26	information	information	NOUN
cana-6190	329	27	.	.	PUNCT
cana-6190	330	1	investment	investment	NOUN
cana-6190	330	2	in	in	ADP
cana-6190	330	3	digital	digital	ADJ
cana-6190	330	4	infrastructure	infrastructure	NOUN
cana-6190	330	5	and	and	CCONJ
cana-6190	330	6	digital	digital	ADJ
cana-6190	330	7	literacy	literacy	NOUN
cana-6190	330	8	programs	program	NOUN
cana-6190	330	9	is	be	AUX
cana-6190	330	10	essential	essential	ADJ
cana-6190	330	11	for	for	ADP
cana-6190	330	12	bridging	bridge	VERB
cana-6190	330	13	the	the	DET
cana-6190	330	14	digital	digital	ADJ
cana-6190	330	15	divide	divide	NOUN
cana-6190	330	16	,	,	PUNCT
cana-6190	330	17	particularly	particularly	ADV
cana-6190	330	18	in	in	ADP
cana-6190	330	19	low	low	ADJ
cana-6190	330	20	-	-	PUNCT
cana-6190	330	21	income	income	NOUN
cana-6190	330	22	and	and	CCONJ
cana-6190	330	23	rural	rural	ADJ
cana-6190	330	24	areas	area	NOUN
cana-6190	330	25	.	.	PUNCT
cana-6190	331	1	governments	government	NOUN
cana-6190	331	2	and	and	CCONJ
cana-6190	331	3	development	development	NOUN
cana-6190	331	4	agencies	agency	NOUN
cana-6190	331	5	must	must	AUX
cana-6190	331	6	prioritize	prioritize	VERB
cana-6190	331	7	initiatives	initiative	NOUN
cana-6190	331	8	that	that	PRON
cana-6190	331	9	expand	expand	VERB
cana-6190	331	10	internet	internet	NOUN
cana-6190	331	11	connectivity	connectivity	NOUN
cana-6190	331	12	,	,	PUNCT
cana-6190	331	13	ensure	ensure	VERB
cana-6190	331	14	reliable	reliable	ADJ
cana-6190	331	15	power	power	NOUN
cana-6190	331	16	supply	supply	NOUN
cana-6190	331	17	,	,	PUNCT
cana-6190	331	18	and	and	CCONJ
cana-6190	331	19	enhance	enhance	VERB
cana-6190	331	20	digital	digital	ADJ
cana-6190	331	21	identity	identity	NOUN
cana-6190	331	22	systems	system	NOUN
cana-6190	331	23	.	.	PUNCT
cana-6190	332	1	additionally	additionally	ADV
cana-6190	332	2	,	,	PUNCT
cana-6190	332	3	consumer	consumer	NOUN
cana-6190	332	4	protection	protection	NOUN
cana-6190	332	5	measures	measure	NOUN
cana-6190	332	6	,	,	PUNCT
cana-6190	332	7	including	include	VERB
cana-6190	332	8	stringent	stringent	ADJ
cana-6190	332	9	data	datum	NOUN
cana-6190	332	10	privacy	privacy	NOUN
cana-6190	332	11	regulations	regulation	NOUN
cana-6190	332	12	,	,	PUNCT
cana-6190	332	13	dispute	dispute	NOUN
cana-6190	332	14	resolution	resolution	NOUN
cana-6190	332	15	mechanisms	mechanism	NOUN
cana-6190	332	16	,	,	PUNCT
cana-6190	332	17	and	and	CCONJ
cana-6190	332	18	financial	financial	ADJ
cana-6190	332	19	literacy	literacy	NOUN
cana-6190	332	20	campaigns	campaign	NOUN
cana-6190	332	21	,	,	PUNCT
cana-6190	332	22	will	will	AUX
cana-6190	332	23	be	be	AUX
cana-6190	332	24	crucial	crucial	ADJ
cana-6190	332	25	in	in	ADP
cana-6190	332	26	fostering	foster	VERB
cana-6190	332	27	trust	trust	NOUN
cana-6190	332	28	in	in	ADP
cana-6190	332	29	digital	digital	ADJ
cana-6190	332	30	financial	financial	ADJ
cana-6190	332	31	services	service	NOUN
cana-6190	332	32	.	.	PUNCT
cana-6190	333	1	international	international	ADJ
cana-6190	333	2	collaboration	collaboration	NOUN
cana-6190	333	3	on	on	ADP
cana-6190	333	4	regulatory	regulatory	ADJ
cana-6190	333	5	standards	standard	NOUN
cana-6190	333	6	,	,	PUNCT
cana-6190	333	7	cybersecurity	cybersecurity	NOUN
cana-6190	333	8	measures	measure	NOUN
cana-6190	333	9	,	,	PUNCT
cana-6190	333	10	and	and	CCONJ
cana-6190	333	11	data	datum	NOUN
cana-6190	333	12	privacy	privacy	NOUN
cana-6190	333	13	frameworks	framework	NOUN
cana-6190	333	14	is	be	AUX
cana-6190	333	15	also	also	ADV
cana-6190	333	16	necessary	necessary	ADJ
cana-6190	333	17	to	to	PART
cana-6190	333	18	enable	enable	VERB
cana-6190	333	19	cross	cross	ADJ
cana-6190	333	20	-	-	ADJ
cana-6190	333	21	border	border	ADJ
cana-6190	333	22	fintech	fintech	NOUN
cana-6190	333	23	innovation	innovation	NOUN
cana-6190	333	24	and	and	CCONJ
cana-6190	333	25	address	address	VERB
cana-6190	333	26	global	global	ADJ
cana-6190	333	27	financial	financial	ADJ
cana-6190	333	28	inclusion	inclusion	NOUN
cana-6190	333	29	challenges	challenge	NOUN
cana-6190	333	30	.	.	PUNCT
cana-6190	334	1	governments	government	NOUN
cana-6190	334	2	and	and	CCONJ
cana-6190	334	3	development	development	NOUN
cana-6190	334	4	organizations	organization	NOUN
cana-6190	334	5	can	can	AUX
cana-6190	334	6	further	far	ADV
cana-6190	334	7	accelerate	accelerate	VERB
cana-6190	334	8	financial	financial	ADJ
cana-6190	334	9	inclusion	inclusion	NOUN
cana-6190	334	10	by	by	ADP
cana-6190	334	11	providing	provide	VERB
cana-6190	334	12	targeted	target	VERB
cana-6190	334	13	support	support	NOUN
cana-6190	334	14	and	and	CCONJ
cana-6190	334	15	incentives	incentive	NOUN
cana-6190	334	16	for	for	ADP
cana-6190	334	17	fintech	fintech	NOUN
cana-6190	334	18	companies	company	NOUN
cana-6190	334	19	focused	focus	VERB
cana-6190	334	20	on	on	ADP
cana-6190	334	21	serving	serve	VERB
cana-6190	334	22	underrepresented	underrepresented	ADJ
cana-6190	334	23	communities	community	NOUN
cana-6190	334	24	.	.	PUNCT
cana-6190	335	1	this	this	DET
cana-6190	335	2	support	support	NOUN
cana-6190	335	3	may	may	AUX
cana-6190	335	4	include	include	VERB
cana-6190	335	5	grants	grant	NOUN
cana-6190	335	6	,	,	PUNCT
cana-6190	335	7	subsidies	subsidy	NOUN
cana-6190	335	8	,	,	PUNCT
cana-6190	335	9	tax	tax	NOUN
cana-6190	335	10	incentives	incentive	NOUN
cana-6190	335	11	,	,	PUNCT
cana-6190	335	12	and	and	CCONJ
cana-6190	335	13	capacity	capacity	NOUN
cana-6190	335	14	-	-	PUNCT
cana-6190	335	15	building	build	VERB
cana-6190	335	16	programs	program	NOUN
cana-6190	335	17	to	to	PART
cana-6190	335	18	encourage	encourage	VERB
cana-6190	335	19	the	the	DET
cana-6190	335	20	development	development	NOUN
cana-6190	335	21	of	of	ADP
cana-6190	335	22	inclusive	inclusive	ADJ
cana-6190	335	23	financial	financial	ADJ
cana-6190	335	24	solutions	solution	NOUN
cana-6190	335	25	.	.	PUNCT
cana-6190	336	1	by	by	ADP
cana-6190	336	2	addressing	address	VERB
cana-6190	336	3	these	these	DET
cana-6190	336	4	policy	policy	NOUN
cana-6190	336	5	and	and	CCONJ
cana-6190	336	6	regulatory	regulatory	ADJ
cana-6190	336	7	challenges	challenge	NOUN
cana-6190	336	8	,	,	PUNCT
cana-6190	336	9	fintech	fintech	NOUN
cana-6190	336	10	can	can	AUX
cana-6190	336	11	continue	continue	VERB
cana-6190	336	12	to	to	PART
cana-6190	336	13	drive	drive	VERB
cana-6190	336	14	financial	financial	ADJ
cana-6190	336	15	inclusion	inclusion	NOUN
cana-6190	336	16	and	and	CCONJ
cana-6190	336	17	create	create	VERB
cana-6190	336	18	a	a	DET
cana-6190	336	19	more	more	ADV
cana-6190	336	20	equitable	equitable	ADJ
cana-6190	336	21	global	global	ADJ
cana-6190	336	22	economy	economy	NOUN
cana-6190	336	23	.	.	PUNCT
cana-6190	337	1	fintech	fintech	NOUN
cana-6190	337	2	innovations	innovation	NOUN
cana-6190	337	3	have	have	AUX
cana-6190	337	4	already	already	ADV
cana-6190	337	5	demonstrated	demonstrate	VERB
cana-6190	337	6	their	their	PRON
cana-6190	337	7	potential	potential	NOUN
cana-6190	337	8	to	to	PART
cana-6190	337	9	transform	transform	VERB
cana-6190	337	10	financial	financial	ADJ
cana-6190	337	11	services	service	NOUN
cana-6190	337	12	,	,	PUNCT
cana-6190	337	13	particularly	particularly	ADV
cana-6190	337	14	in	in	ADP
cana-6190	337	15	developing	develop	VERB
cana-6190	337	16	economies	economy	NOUN
cana-6190	337	17	.	.	PUNCT
cana-6190	338	1	examples	example	NOUN
cana-6190	338	2	such	such	ADJ
cana-6190	338	3	as	as	ADP
cana-6190	338	4	the	the	DET
cana-6190	338	5	mobile	mobile	ADJ
cana-6190	338	6	money	money	NOUN
cana-6190	338	7	revolution	revolution	NOUN
cana-6190	338	8	in	in	ADP
cana-6190	338	9	kenya	kenya	PROPN
cana-6190	338	10	and	and	CCONJ
cana-6190	338	11	india	india	PROPN
cana-6190	338	12	,	,	PUNCT
cana-6190	338	13	ai	ai	ADJ
cana-6190	338	14	-	-	PUNCT
cana-6190	338	15	driven	drive	VERB
cana-6190	338	16	credit	credit	NOUN
cana-6190	338	17	scoring	scoring	NOUN
cana-6190	338	18	,	,	PUNCT
cana-6190	338	19	and	and	CCONJ
cana-6190	338	20	blockchain	blockchain	NOUN
cana-6190	338	21	-	-	PUNCT
cana-6190	338	22	based	base	VERB
cana-6190	338	23	remittance	remittance	NOUN
cana-6190	338	24	solutions	solution	NOUN
cana-6190	338	25	highlight	highlight	VERB
cana-6190	338	26	the	the	DET
cana-6190	338	27	power	power	NOUN
cana-6190	338	28	of	of	ADP
cana-6190	338	29	fintech	fintech	NOUN
cana-6190	338	30	to	to	PART
cana-6190	338	31	expand	expand	VERB
cana-6190	338	32	financial	financial	ADJ
cana-6190	338	33	access	access	NOUN
cana-6190	338	34	,	,	PUNCT
cana-6190	338	35	reduce	reduce	VERB
cana-6190	338	36	costs	cost	NOUN
cana-6190	338	37	,	,	PUNCT
cana-6190	338	38	and	and	CCONJ
cana-6190	338	39	enhance	enhance	VERB
cana-6190	338	40	service	service	NOUN
cana-6190	338	41	efficiency	efficiency	NOUN
cana-6190	338	42	.	.	PUNCT
cana-6190	339	1	however	however	ADV
cana-6190	339	2	,	,	PUNCT
cana-6190	339	3	significant	significant	ADJ
cana-6190	339	4	challenges	challenge	NOUN
cana-6190	339	5	remain	remain	VERB
cana-6190	339	6	,	,	PUNCT
cana-6190	339	7	including	include	VERB
cana-6190	339	8	regulatory	regulatory	ADJ
cana-6190	339	9	barriers	barrier	NOUN
cana-6190	339	10	,	,	PUNCT
cana-6190	339	11	cybersecurity	cybersecurity	NOUN
cana-6190	339	12	risks	risk	NOUN
cana-6190	339	13	,	,	PUNCT
cana-6190	339	14	and	and	CCONJ
cana-6190	339	15	the	the	DET
cana-6190	339	16	persistent	persistent	ADJ
cana-6190	339	17	digital	digital	ADJ
cana-6190	339	18	divide	divide	NOUN
cana-6190	339	19	.	.	PUNCT
cana-6190	340	1	to	to	PART
cana-6190	340	2	overcome	overcome	VERB
cana-6190	340	3	these	these	DET
cana-6190	340	4	obstacles	obstacle	NOUN
cana-6190	340	5	,	,	PUNCT
cana-6190	340	6	governments	government	NOUN
cana-6190	340	7	should	should	AUX
cana-6190	340	8	adopt	adopt	VERB
cana-6190	340	9	flexible	flexible	ADJ
cana-6190	340	10	and	and	CCONJ
cana-6190	340	11	innovation	innovation	NOUN
cana-6190	340	12	-	-	PUNCT
cana-6190	340	13	friendly	friendly	ADJ
cana-6190	340	14	regulations	regulation	NOUN
cana-6190	340	15	,	,	PUNCT
cana-6190	340	16	invest	invest	VERB
cana-6190	340	17	in	in	ADP
cana-6190	340	18	digital	digital	ADJ
cana-6190	340	19	infrastructure	infrastructure	NOUN
cana-6190	340	20	and	and	CCONJ
cana-6190	340	21	education	education	NOUN
cana-6190	340	22	,	,	PUNCT
cana-6190	340	23	and	and	CCONJ
cana-6190	340	24	strengthen	strengthen	VERB
cana-6190	340	25	consumer	consumer	NOUN
cana-6190	340	26	protection	protection	NOUN
cana-6190	340	27	frameworks	framework	NOUN
cana-6190	340	28	.	.	PUNCT
cana-6190	341	1	for	for	ADP
cana-6190	341	2	fintech	fintech	NOUN
cana-6190	341	3	companies	company	NOUN
cana-6190	341	4	,	,	PUNCT
cana-6190	341	5	prioritizing	prioritize	VERB
cana-6190	341	6	user	user	NOUN
cana-6190	341	7	-	-	PUNCT
cana-6190	341	8	centered	center	VERB
cana-6190	341	9	design	design	NOUN
cana-6190	341	10	,	,	PUNCT
cana-6190	341	11	robust	robust	ADJ
cana-6190	341	12	cybersecurity	cybersecurity	NOUN
cana-6190	341	13	measures	measure	NOUN
cana-6190	341	14	,	,	PUNCT
cana-6190	341	15	and	and	CCONJ
cana-6190	341	16	ethical	ethical	ADJ
cana-6190	341	17	data	datum	NOUN
cana-6190	341	18	practices	practice	NOUN
cana-6190	341	19	is	be	AUX
cana-6190	341	20	essential	essential	ADJ
cana-6190	341	21	for	for	ADP
cana-6190	341	22	sustainable	sustainable	ADJ
cana-6190	341	23	growth	growth	NOUN
cana-6190	341	24	.	.	PUNCT
cana-6190	342	1	collaboration	collaboration	NOUN
cana-6190	342	2	with	with	ADP
cana-6190	342	3	regulators	regulator	NOUN
cana-6190	342	4	and	and	CCONJ
cana-6190	342	5	nongovernmental	nongovernmental	ADJ
cana-6190	342	6	organizations	organization	NOUN
cana-6190	342	7	(	(	PUNCT
cana-6190	342	8	ngos	ngo	NOUN
cana-6190	342	9	)	)	PUNCT
cana-6190	342	10	will	will	AUX
cana-6190	342	11	ensure	ensure	VERB
cana-6190	342	12	that	that	SCONJ
cana-6190	342	13	fintech	fintech	NOUN
cana-6190	342	14	solutions	solution	NOUN
cana-6190	342	15	are	be	AUX
cana-6190	342	16	both	both	CCONJ
cana-6190	342	17	effective	effective	ADJ
cana-6190	342	18	and	and	CCONJ
cana-6190	342	19	responsible	responsible	ADJ
cana-6190	342	20	.	.	PUNCT
cana-6190	343	1	ngos	ngo	NOUN
cana-6190	343	2	play	play	VERB
cana-6190	343	3	a	a	DET
cana-6190	343	4	critical	critical	ADJ
cana-6190	343	5	role	role	NOUN
cana-6190	343	6	as	as	ADP
cana-6190	343	7	intermediaries	intermediary	NOUN
cana-6190	343	8	,	,	PUNCT
cana-6190	343	9	advocating	advocate	VERB
cana-6190	343	10	for	for	ADP
cana-6190	343	11	inclusive	inclusive	ADJ
cana-6190	343	12	policies	policy	NOUN
cana-6190	343	13	,	,	PUNCT
cana-6190	343	14	providing	provide	VERB
cana-6190	343	15	financial	financial	ADJ
cana-6190	343	16	education	education	NOUN
cana-6190	343	17	,	,	PUNCT
cana-6190	343	18	and	and	CCONJ
cana-6190	343	19	connecting	connect	VERB
cana-6190	343	20	underserved	underserved	ADJ
cana-6190	343	21	communities	community	NOUN
cana-6190	343	22	with	with	ADP
cana-6190	343	23	fintech	fintech	NOUN
cana-6190	343	24	solutions	solution	NOUN
cana-6190	343	25	.	.	PUNCT
cana-6190	344	1	looking	look	VERB
cana-6190	344	2	ahead	ahead	ADV
cana-6190	344	3	,	,	PUNCT
cana-6190	344	4	further	further	ADJ
cana-6190	344	5	research	research	NOUN
cana-6190	344	6	is	be	AUX
cana-6190	344	7	needed	need	VERB
cana-6190	344	8	to	to	PART
cana-6190	344	9	assess	assess	VERB
cana-6190	344	10	the	the	DET
cana-6190	344	11	long	long	ADJ
cana-6190	344	12	-	-	PUNCT
cana-6190	344	13	term	term	NOUN
cana-6190	344	14	impact	impact	NOUN
cana-6190	344	15	of	of	ADP
cana-6190	344	16	fintech	fintech	NOUN
cana-6190	344	17	on	on	ADP
cana-6190	344	18	financial	financial	ADJ
cana-6190	344	19	literacy	literacy	NOUN
cana-6190	344	20	and	and	CCONJ
cana-6190	344	21	economic	economic	ADJ
cana-6190	344	22	empowerment	empowerment	NOUN
cana-6190	344	23	,	,	PUNCT
cana-6190	344	24	address	address	VERB
cana-6190	344	25	ethical	ethical	ADJ
cana-6190	344	26	concerns	concern	NOUN
cana-6190	344	27	related	relate	VERB
cana-6190	344	28	to	to	ADP
cana-6190	344	29	ai	ai	VERB
cana-6190	344	30	-	-	PUNCT
cana-6190	344	31	driven	drive	VERB
cana-6190	344	32	financial	financial	ADJ
cana-6190	344	33	services	service	NOUN
cana-6190	344	34	,	,	PUNCT
cana-6190	344	35	and	and	CCONJ
cana-6190	344	36	develop	develop	VERB
cana-6190	344	37	strong	strong	ADJ
cana-6190	344	38	cybersecurity	cybersecurity	NOUN
cana-6190	344	39	frameworks	framework	NOUN
cana-6190	344	40	for	for	ADP
cana-6190	344	41	inclusive	inclusive	ADJ
cana-6190	344	42	fintech	fintech	NOUN
cana-6190	344	43	.	.	PUNCT
cana-6190	345	1	a	a	DET
cana-6190	345	2	collaborative	collaborative	ADJ
cana-6190	345	3	approach	approach	NOUN
cana-6190	345	4	among	among	ADP
cana-6190	345	5	governments	government	NOUN
cana-6190	345	6	,	,	PUNCT
cana-6190	345	7	fintech	fintech	NOUN
cana-6190	345	8	companies	company	NOUN
cana-6190	345	9	,	,	PUNCT
cana-6190	345	10	ngos	ngo	NOUN
cana-6190	345	11	,	,	PUNCT
cana-6190	345	12	and	and	CCONJ
cana-6190	345	13	international	international	ADJ
cana-6190	345	14	organizations	organization	NOUN
cana-6190	345	15	is	be	AUX
cana-6190	345	16	crucial	crucial	ADJ
cana-6190	345	17	to	to	ADP
cana-6190	345	18	unlocking	unlock	VERB
cana-6190	345	19	the	the	DET
cana-6190	345	20	full	full	ADJ
cana-6190	345	21	potential	potential	NOUN
cana-6190	345	22	of	of	ADP
cana-6190	345	23	fintech	fintech	NOUN
cana-6190	345	24	in	in	ADP
cana-6190	345	25	creating	create	VERB
cana-6190	345	26	a	a	DET
cana-6190	345	27	more	more	ADV
cana-6190	345	28	inclusive	inclusive	ADJ
cana-6190	345	29	financial	financial	ADJ
cana-6190	345	30	future	future	NOUN
cana-6190	345	31	.	.	PUNCT
cana-6190	346	1	communications	communication	NOUN
cana-6190	346	2	on	on	ADP
cana-6190	346	3	applied	apply	VERB
cana-6190	346	4	nonlinear	nonlinear	ADJ
cana-6190	346	5	analysis	analysis	NOUN
cana-6190	346	6	issn	issn	NOUN
cana-6190	346	7	:	:	PUNCT
cana-6190	346	8	1074	1074	NUM
cana-6190	346	9	-	-	PUNCT
cana-6190	346	10	133x	133x	NUM
cana-6190	346	11	vol	vol	NOUN
cana-6190	346	12	32	32	NUM
cana-6190	346	13	no	no	NOUN
cana-6190	346	14	.	.	NOUN
cana-6190	346	15	1	1	NUM
cana-6190	346	16	(	(	PUNCT
cana-6190	346	17	2025	2025	NUM
cana-6190	346	18	)	)	PUNCT
cana-6190	346	19	723	723	NUM
cana-6190	346	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	346	21	references	reference	NOUN
cana-6190	346	22	:	:	PUNCT
cana-6190	347	1	1	1	X
cana-6190	347	2	.	.	X
cana-6190	347	3	antwi	antwi	PROPN
cana-6190	347	4	,	,	PUNCT
cana-6190	347	5	s.	s.	PROPN
cana-6190	347	6	h.	h.	PROPN
cana-6190	347	7	,	,	PUNCT
cana-6190	347	8	getty	getty	PROPN
cana-6190	347	9	,	,	PUNCT
cana-6190	347	10	d.	d.	PROPN
cana-6190	347	11	,	,	PUNCT
cana-6190	347	12	linnemayr	linnemayr	PROPN
cana-6190	347	13	,	,	PUNCT
cana-6190	347	14	s.	s.	PROPN
cana-6190	347	15	,	,	PUNCT
cana-6190	347	16	&	&	CCONJ
cana-6190	347	17	kappel	kappel	PROPN
cana-6190	347	18	,	,	PUNCT
cana-6190	347	19	k.	k.	PROPN
cana-6190	347	20	(	(	PUNCT
cana-6190	347	21	2020	2020	NUM
cana-6190	347	22	)	)	PUNCT
cana-6190	347	23	.	.	PUNCT
cana-6190	348	1	mobile	mobile	ADJ
cana-6190	348	2	money	money	NOUN
cana-6190	348	3	adoption	adoption	NOUN
cana-6190	348	4	and	and	CCONJ
cana-6190	348	5	financial	financial	ADJ
cana-6190	348	6	inclusion	inclusion	NOUN
cana-6190	348	7	:	:	PUNCT
cana-6190	348	8	evidence	evidence	NOUN
cana-6190	348	9	from	from	ADP
cana-6190	348	10	rural	rural	ADJ
cana-6190	348	11	ghana	ghana	PROPN
cana-6190	348	12	.	.	PUNCT
cana-6190	349	1	world	world	NOUN
cana-6190	349	2	development	development	PROPN
cana-6190	349	3	perspectives	perspective	NOUN
cana-6190	349	4	,	,	PUNCT
cana-6190	349	5	19	19	NUM
cana-6190	349	6	,	,	PUNCT
cana-6190	349	7	article	article	NOUN
cana-6190	349	8	100226	100226	NUM
cana-6190	349	9	.	.	PUNCT
cana-6190	350	1	https://doi.org/10.1016/j.wdp.2020.100226	https://doi.org/10.1016/j.wdp.2020.100226	PROPN
cana-6190	350	2	2	2	NUM
cana-6190	350	3	.	.	X
cana-6190	350	4	beck	beck	PROPN
cana-6190	350	5	,	,	PUNCT
cana-6190	350	6	t.	t.	PROPN
cana-6190	350	7	,	,	PUNCT
cana-6190	350	8	demirgüç	demirgüç	PROPN
cana-6190	350	9	-	-	PUNCT
cana-6190	350	10	kunt	kunt	PROPN
cana-6190	350	11	,	,	PUNCT
cana-6190	350	12	a.	a.	PROPN
cana-6190	350	13	,	,	PUNCT
cana-6190	350	14	&	&	CCONJ
cana-6190	350	15	levine	levine	PROPN
cana-6190	350	16	,	,	PUNCT
cana-6190	350	17	r.	r.	PROPN
cana-6190	350	18	(	(	PUNCT
cana-6190	350	19	2007	2007	NUM
cana-6190	350	20	)	)	PUNCT
cana-6190	350	21	.	.	PUNCT
cana-6190	351	1	finance	finance	NOUN
cana-6190	351	2	,	,	PUNCT
cana-6190	351	3	inequality	inequality	NOUN
cana-6190	351	4	and	and	CCONJ
cana-6190	351	5	the	the	DET
cana-6190	351	6	poor	poor	ADJ
cana-6190	351	7	.	.	PUNCT
cana-6190	352	1	journal	journal	NOUN
cana-6190	352	2	of	of	ADP
cana-6190	352	3	economic	economic	ADJ
cana-6190	352	4	growth	growth	NOUN
cana-6190	352	5	,	,	PUNCT
cana-6190	352	6	12(1	12(1	NUM
cana-6190	352	7	)	)	PUNCT
cana-6190	352	8	,	,	PUNCT
cana-6190	352	9	27	27	NUM
cana-6190	352	10	-	-	SYM
cana-6190	352	11	49	49	NUM
cana-6190	352	12	.	.	PUNCT
cana-6190	353	1	https://doi.org/10.1007/s10887-007-9010-6	https://doi.org/10.1007/s10887-007-9010-6	NOUN
cana-6190	353	2	3	3	NUM
cana-6190	353	3	.	.	PUNCT
cana-6190	354	1	berg	berg	PROPN
cana-6190	354	2	,	,	PUNCT
cana-6190	354	3	t.	t.	PROPN
cana-6190	354	4	,	,	PUNCT
cana-6190	354	5	burg	burg	PROPN
cana-6190	354	6	,	,	PUNCT
cana-6190	354	7	v.	v.	PROPN
cana-6190	354	8	,	,	PUNCT
cana-6190	354	9	gombović	gombović	PROPN
cana-6190	354	10	,	,	PUNCT
cana-6190	354	11	a.	a.	PROPN
cana-6190	354	12	,	,	PUNCT
cana-6190	354	13	&	&	CCONJ
cana-6190	354	14	puri	puri	PROPN
cana-6190	354	15	,	,	PUNCT
cana-6190	354	16	m.	m.	NOUN
cana-6190	354	17	(	(	PUNCT
cana-6190	354	18	2020	2020	NUM
cana-6190	354	19	)	)	PUNCT
cana-6190	354	20	.	.	PUNCT
cana-6190	355	1	on	on	ADP
cana-6190	355	2	the	the	DET
cana-6190	355	3	rise	rise	NOUN
cana-6190	355	4	of	of	ADP
cana-6190	355	5	fintechs	fintech	NOUN
cana-6190	355	6	:	:	PUNCT
cana-6190	355	7	credit	credit	NOUN
cana-6190	355	8	scoring	scoring	NOUN
cana-6190	355	9	using	use	VERB
cana-6190	355	10	digital	digital	ADJ
cana-6190	355	11	footprints	footprint	NOUN
cana-6190	355	12	.	.	PUNCT
cana-6190	356	1	the	the	DET
cana-6190	356	2	review	review	NOUN
cana-6190	356	3	of	of	ADP
cana-6190	356	4	financial	financial	ADJ
cana-6190	356	5	studies	study	NOUN
cana-6190	356	6	,	,	PUNCT
cana-6190	356	7	33(7	33(7	NUM
cana-6190	356	8	)	)	PUNCT
cana-6190	356	9	,	,	PUNCT
cana-6190	356	10	2845	2845	NUM
cana-6190	356	11	-	-	SYM
cana-6190	356	12	2897	2897	NUM
cana-6190	356	13	.	.	PUNCT
cana-6190	357	1	https://doi.org/10.1093/rfs/hhz099	https://doi.org/10.1093/rfs/hhz099	PROPN
cana-6190	357	2	4	4	NUM
cana-6190	357	3	.	.	X
cana-6190	357	4	carboni	carboni	PROPN
cana-6190	357	5	,	,	PUNCT
cana-6190	357	6	i.	i.	PROPN
cana-6190	357	7	,	,	PUNCT
cana-6190	357	8	&	&	CCONJ
cana-6190	357	9	natarajan	natarajan	PROPN
cana-6190	357	10	,	,	PUNCT
cana-6190	357	11	h.	h.	PROPN
cana-6190	357	12	(	(	PUNCT
cana-6190	357	13	2020	2020	NUM
cana-6190	357	14	)	)	PUNCT
cana-6190	357	15	.	.	PUNCT
cana-6190	358	1	digital	digital	ADJ
cana-6190	358	2	access	access	NOUN
cana-6190	358	3	:	:	PUNCT
cana-6190	358	4	the	the	DET
cana-6190	358	5	future	future	NOUN
cana-6190	358	6	of	of	ADP
cana-6190	358	7	financial	financial	ADJ
cana-6190	358	8	inclusion	inclusion	NOUN
cana-6190	358	9	in	in	ADP
cana-6190	358	10	africa	africa	PROPN
cana-6190	358	11	.	.	PUNCT
cana-6190	359	1	international	international	PROPN
cana-6190	359	2	bank	bank	PROPN
cana-6190	359	3	for	for	ADP
cana-6190	359	4	reconstruction	reconstruction	NOUN
cana-6190	359	5	and	and	CCONJ
cana-6190	359	6	development	development	NOUN
cana-6190	359	7	/	/	SYM
cana-6190	359	8	the	the	DET
cana-6190	359	9	world	world	PROPN
cana-6190	359	10	bank	bank	NOUN
cana-6190	359	11	.	.	PUNCT
cana-6190	360	1	5	5	X
cana-6190	360	2	.	.	X
cana-6190	360	3	david	david	PROPN
cana-6190	360	4	-	-	PUNCT
cana-6190	360	5	west	west	PROPN
cana-6190	360	6	,	,	PUNCT
cana-6190	360	7	o.	o.	PROPN
cana-6190	360	8	,	,	PUNCT
cana-6190	360	9	iheanachor	iheanachor	NOUN
cana-6190	360	10	,	,	PUNCT
cana-6190	360	11	n.	n.	NOUN
cana-6190	360	12	,	,	PUNCT
cana-6190	360	13	&	&	CCONJ
cana-6190	360	14	kelikume	kelikume	PROPN
cana-6190	360	15	,	,	PUNCT
cana-6190	360	16	i.	i.	PROPN
cana-6190	360	17	(	(	PUNCT
cana-6190	360	18	2019	2019	NUM
cana-6190	360	19	)	)	PUNCT
cana-6190	360	20	.	.	PUNCT
cana-6190	361	1	a	a	DET
cana-6190	361	2	resource	resource	NOUN
cana-6190	361	3	-	-	PUNCT
cana-6190	361	4	based	base	VERB
cana-6190	361	5	view	view	NOUN
cana-6190	361	6	of	of	ADP
cana-6190	361	7	digital	digital	ADJ
cana-6190	361	8	financial	financial	ADJ
cana-6190	361	9	services	service	NOUN
cana-6190	361	10	(	(	PUNCT
cana-6190	361	11	dfs	dfs	PROPN
cana-6190	361	12	):	):	PUNCT
cana-6190	361	13	an	an	DET
cana-6190	361	14	exploratory	exploratory	ADJ
cana-6190	361	15	study	study	NOUN
cana-6190	361	16	of	of	ADP
cana-6190	361	17	nigerian	nigerian	ADJ
cana-6190	361	18	providers	provider	NOUN
cana-6190	361	19	.	.	PUNCT
cana-6190	362	1	journal	journal	PROPN
cana-6190	362	2	of	of	ADP
cana-6190	362	3	business	business	NOUN
cana-6190	362	4	research	research	NOUN
cana-6190	362	5	,	,	PUNCT
cana-6190	362	6	98	98	NUM
cana-6190	362	7	,	,	PUNCT
cana-6190	362	8	238	238	NUM
cana-6190	362	9	-	-	SYM
cana-6190	362	10	251	251	NUM
cana-6190	362	11	.	.	PUNCT
cana-6190	363	1	https://doi.org/10.1016/j.jbusres.2019.02.026	https://doi.org/10.1016/j.jbusres.2019.02.026	PROPN
cana-6190	363	2	6	6	NUM
cana-6190	363	3	.	.	PUNCT
cana-6190	363	4	hernández	hernández	PROPN
cana-6190	363	5	-	-	PUNCT
cana-6190	363	6	coss	coss	PROPN
cana-6190	363	7	,	,	PUNCT
cana-6190	363	8	r.	r.	PROPN
cana-6190	363	9	,	,	PUNCT
cana-6190	363	10	almazan	almazan	PROPN
cana-6190	363	11	,	,	PUNCT
cana-6190	363	12	m.	m.	NOUN
cana-6190	363	13	,	,	PUNCT
cana-6190	363	14	&	&	CCONJ
cana-6190	363	15	ratha	ratha	PROPN
cana-6190	363	16	,	,	PUNCT
cana-6190	363	17	d.	d.	PROPN
cana-6190	363	18	(	(	PUNCT
cana-6190	363	19	2020	2020	NUM
cana-6190	363	20	)	)	PUNCT
cana-6190	363	21	.	.	PUNCT
cana-6190	364	1	the	the	DET
cana-6190	364	2	remittance	remittance	NOUN
cana-6190	364	3	marketplace	marketplace	NOUN
cana-6190	364	4	in	in	ADP
cana-6190	364	5	mexico	mexico	PROPN
cana-6190	364	6	:	:	PUNCT
cana-6190	364	7	opportunities	opportunity	NOUN
cana-6190	364	8	and	and	CCONJ
cana-6190	364	9	challenges	challenge	NOUN
cana-6190	364	10	.	.	PUNCT
cana-6190	365	1	journal	journal	NOUN
cana-6190	365	2	of	of	ADP
cana-6190	365	3	payments	payment	NOUN
cana-6190	365	4	strategy	strategy	NOUN
cana-6190	365	5	&	&	CCONJ
cana-6190	365	6	systems	system	NOUN
cana-6190	365	7	,	,	PUNCT
cana-6190	365	8	14(2	14(2	NUM
cana-6190	365	9	)	)	PUNCT
cana-6190	365	10	,	,	PUNCT
cana-6190	365	11	156171	156171	NUM
cana-6190	365	12	.	.	PUNCT
cana-6190	366	1	7	7	X
cana-6190	366	2	.	.	X
cana-6190	366	3	honohan	honohan	NOUN
cana-6190	366	4	,	,	PUNCT
cana-6190	366	5	p.	p.	NOUN
cana-6190	366	6	(	(	PUNCT
cana-6190	366	7	2004	2004	NUM
cana-6190	366	8	)	)	PUNCT
cana-6190	366	9	.	.	PUNCT
cana-6190	367	1	financial	financial	ADJ
cana-6190	367	2	development	development	NOUN
cana-6190	367	3	,	,	PUNCT
cana-6190	367	4	growth	growth	NOUN
cana-6190	367	5	and	and	CCONJ
cana-6190	367	6	poverty	poverty	NOUN
cana-6190	367	7	:	:	PUNCT
cana-6190	367	8	how	how	SCONJ
cana-6190	367	9	close	close	ADJ
cana-6190	367	10	are	be	AUX
cana-6190	367	11	the	the	DET
cana-6190	367	12	links	link	NOUN
cana-6190	367	13	?	?	PUNCT
cana-6190	368	1	in	in	ADP
cana-6190	368	2	c.	c.	PROPN
cana-6190	368	3	a.	a.	PROPN
cana-6190	368	4	e.	e.	PROPN
cana-6190	368	5	goodhart	goodhart	PROPN
cana-6190	368	6	(	(	PUNCT
cana-6190	368	7	ed	ed	NOUN
cana-6190	368	8	.	.	PUNCT
cana-6190	368	9	)	)	PUNCT
cana-6190	368	10	,	,	PUNCT
cana-6190	368	11	financial	financial	ADJ
cana-6190	368	12	development	development	NOUN
cana-6190	368	13	and	and	CCONJ
cana-6190	368	14	economic	economic	ADJ
cana-6190	368	15	growth	growth	NOUN
cana-6190	368	16	(	(	PUNCT
cana-6190	368	17	pp	pp	ADJ
cana-6190	368	18	.	.	PUNCT
cana-6190	368	19	1	1	NUM
cana-6190	368	20	-	-	SYM
cana-6190	368	21	37	37	NUM
cana-6190	368	22	)	)	PUNCT
cana-6190	368	23	.	.	PUNCT
cana-6190	369	1	palgrave	palgrave	PROPN
cana-6190	369	2	macmillan	macmillan	PROPN
cana-6190	369	3	.	.	PUNCT
cana-6190	370	1	https://doi.org/10.1057/9780230374270_1	https://doi.org/10.1057/9780230374270_1	X
cana-6190	370	2	8	8	X
cana-6190	370	3	.	.	PUNCT
cana-6190	371	1	jack	jack	PROPN
cana-6190	371	2	,	,	PUNCT
cana-6190	371	3	w.	w.	PROPN
cana-6190	371	4	,	,	PUNCT
cana-6190	371	5	&	&	CCONJ
cana-6190	371	6	suri	suri	PROPN
cana-6190	371	7	,	,	PUNCT
cana-6190	371	8	t.	t.	PROPN
cana-6190	371	9	(	(	PUNCT
cana-6190	371	10	2014	2014	NUM
cana-6190	371	11	)	)	PUNCT
cana-6190	371	12	.	.	PUNCT
cana-6190	372	1	risk	risk	NOUN
cana-6190	372	2	sharing	sharing	NOUN
cana-6190	372	3	and	and	CCONJ
cana-6190	372	4	transactions	transaction	NOUN
cana-6190	372	5	costs	cost	NOUN
cana-6190	372	6	:	:	PUNCT
cana-6190	372	7	evidence	evidence	NOUN
cana-6190	372	8	from	from	ADP
cana-6190	372	9	kenya	kenya	PROPN
cana-6190	372	10	's	's	PART
cana-6190	372	11	mobile	mobile	ADJ
cana-6190	372	12	money	money	NOUN
cana-6190	372	13	revolution	revolution	NOUN
cana-6190	372	14	.	.	PUNCT
cana-6190	373	1	american	american	PROPN
cana-6190	373	2	economic	economic	PROPN
cana-6190	373	3	review	review	PROPN
cana-6190	373	4	,	,	PUNCT
cana-6190	373	5	104(1	104(1	NUM
cana-6190	373	6	)	)	PUNCT
cana-6190	373	7	,	,	PUNCT
cana-6190	373	8	183	183	NUM
cana-6190	373	9	-	-	SYM
cana-6190	373	10	223	223	NUM
cana-6190	373	11	.	.	PUNCT
cana-6190	374	1	https://doi.org/10.1257/aer.104.1.183	https://doi.org/10.1257/aer.104.1.183	NOUN
cana-6190	374	2	9	9	NUM
cana-6190	374	3	.	.	PUNCT
cana-6190	375	1	jack	jack	PROPN
cana-6190	375	2	,	,	PUNCT
cana-6190	375	3	w.	w.	PROPN
cana-6190	375	4	,	,	PUNCT
cana-6190	375	5	&	&	CCONJ
cana-6190	375	6	suri	suri	PROPN
cana-6190	375	7	,	,	PUNCT
cana-6190	375	8	t.	t.	PROPN
cana-6190	375	9	(	(	PUNCT
cana-6190	375	10	2016	2016	NUM
cana-6190	375	11	)	)	PUNCT
cana-6190	375	12	.	.	PUNCT
cana-6190	376	1	the	the	DET
cana-6190	376	2	long	long	ADV
cana-6190	376	3	-	-	PUNCT
cana-6190	376	4	run	run	VERB
cana-6190	376	5	poverty	poverty	NOUN
cana-6190	376	6	and	and	CCONJ
cana-6190	376	7	gender	gender	NOUN
cana-6190	376	8	impacts	impact	NOUN
cana-6190	376	9	of	of	ADP
cana-6190	376	10	mobile	mobile	ADJ
cana-6190	376	11	money	money	NOUN
cana-6190	376	12	.	.	PUNCT
cana-6190	377	1	science	science	NOUN
cana-6190	377	2	,	,	PUNCT
cana-6190	377	3	354(6317	354(6317	NUM
cana-6190	377	4	)	)	PUNCT
cana-6190	377	5	,	,	PUNCT
cana-6190	377	6	1288	1288	NUM
cana-6190	377	7	-	-	SYM
cana-6190	377	8	1292	1292	NUM
cana-6190	377	9	.	.	PUNCT
cana-6190	378	1	https://doi.org/10.1126/science.aah5309	https://doi.org/10.1126/science.aah5309	PROPN
cana-6190	378	2	10	10	NUM
cana-6190	378	3	.	.	PUNCT
cana-6190	379	1	khan	khan	PROPN
cana-6190	379	2	,	,	PUNCT
cana-6190	379	3	m.	m.	NOUN
cana-6190	379	4	a.	a.	PROPN
cana-6190	379	5	,	,	PUNCT
cana-6190	379	6	&	&	CCONJ
cana-6190	379	7	ali	ali	PROPN
cana-6190	379	8	,	,	PUNCT
cana-6190	379	9	s.	s.	PROPN
cana-6190	379	10	(	(	PUNCT
cana-6190	379	11	2022	2022	NUM
cana-6190	379	12	)	)	PUNCT
cana-6190	379	13	.	.	PUNCT
cana-6190	380	1	digital	digital	ADJ
cana-6190	380	2	payment	payment	NOUN
cana-6190	380	3	systems	system	NOUN
cana-6190	380	4	in	in	ADP
cana-6190	380	5	pakistan	pakistan	PROPN
cana-6190	380	6	:	:	PUNCT
cana-6190	380	7	opportunities	opportunity	NOUN
cana-6190	380	8	and	and	CCONJ
cana-6190	380	9	challenges	challenge	NOUN
cana-6190	380	10	.	.	PUNCT
cana-6190	381	1	pakistan	pakistan	PROPN
cana-6190	381	2	journal	journal	PROPN
cana-6190	381	3	of	of	ADP
cana-6190	381	4	commerce	commerce	PROPN
cana-6190	381	5	and	and	CCONJ
cana-6190	381	6	social	social	ADJ
cana-6190	381	7	sciences	science	NOUN
cana-6190	381	8	,	,	PUNCT
cana-6190	381	9	16(1	16(1	NUM
cana-6190	381	10	)	)	PUNCT
cana-6190	381	11	,	,	PUNCT
cana-6190	381	12	159	159	NUM
cana-6190	381	13	-	-	SYM
cana-6190	381	14	179	179	NUM
cana-6190	381	15	.	.	PUNCT
cana-6190	382	1	11	11	NUM
cana-6190	382	2	.	.	PUNCT
cana-6190	383	1	lee	lee	PROPN
cana-6190	383	2	,	,	PUNCT
cana-6190	383	3	i.	i.	PROPN
cana-6190	383	4	,	,	PUNCT
cana-6190	383	5	shin	shin	PROPN
cana-6190	383	6	,	,	PUNCT
cana-6190	383	7	y.	y.	PROPN
cana-6190	383	8	j.	j.	PROPN
cana-6190	383	9	,	,	PUNCT
cana-6190	383	10	&	&	CCONJ
cana-6190	383	11	hong	hong	PROPN
cana-6190	383	12	,	,	PUNCT
cana-6190	383	13	s.	s.	PROPN
cana-6190	383	14	(	(	PUNCT
cana-6190	383	15	2021	2021	NUM
cana-6190	383	16	)	)	PUNCT
cana-6190	383	17	.	.	PUNCT
cana-6190	384	1	fintech	fintech	NOUN
cana-6190	384	2	:	:	PUNCT
cana-6190	384	3	ecosystem	ecosystem	NOUN
cana-6190	384	4	,	,	PUNCT
cana-6190	384	5	business	business	NOUN
cana-6190	384	6	models	model	NOUN
cana-6190	384	7	,	,	PUNCT
cana-6190	384	8	investment	investment	NOUN
cana-6190	384	9	decisions	decision	NOUN
cana-6190	384	10	,	,	PUNCT
cana-6190	384	11	and	and	CCONJ
cana-6190	384	12	challenges	challenge	NOUN
cana-6190	384	13	.	.	PUNCT
cana-6190	385	1	business	business	NOUN
cana-6190	385	2	horizons	horizon	NOUN
cana-6190	385	3	,	,	PUNCT
cana-6190	385	4	64(2	64(2	NUM
cana-6190	385	5	)	)	PUNCT
cana-6190	385	6	,	,	PUNCT
cana-6190	385	7	159	159	NUM
cana-6190	385	8	-	-	SYM
cana-6190	385	9	172	172	NUM
cana-6190	385	10	.	.	PUNCT
cana-6190	385	11	https://doi.org/10.1016/j.bushor.2020.12.002	https://doi.org/10.1016/j.bushor.2020.12.002	NOUN
cana-6190	385	12	12	12	NUM
cana-6190	385	13	.	.	PUNCT
cana-6190	386	1	mehrpouya	mehrpouya	PROPN
cana-6190	386	2	,	,	PUNCT
cana-6190	386	3	a.	a.	PROPN
cana-6190	386	4	,	,	PUNCT
cana-6190	386	5	&	&	CCONJ
cana-6190	386	6	samiolo	samiolo	PROPN
cana-6190	386	7	,	,	PUNCT
cana-6190	386	8	r.	r.	PROPN
cana-6190	386	9	(	(	PUNCT
cana-6190	386	10	2019	2019	NUM
cana-6190	386	11	)	)	PUNCT
cana-6190	386	12	.	.	PUNCT
cana-6190	387	1	performance	performance	NOUN
cana-6190	387	2	measurement	measurement	NOUN
cana-6190	387	3	in	in	ADP
cana-6190	387	4	global	global	ADJ
cana-6190	387	5	governance	governance	NOUN
cana-6190	387	6	:	:	PUNCT
cana-6190	387	7	ranking	ranking	NOUN
cana-6190	387	8	and	and	CCONJ
cana-6190	387	9	the	the	DET
cana-6190	387	10	politics	politic	NOUN
cana-6190	387	11	of	of	ADP
cana-6190	387	12	variability	variability	NOUN
cana-6190	387	13	.	.	PUNCT
cana-6190	388	1	accounting	accounting	NOUN
cana-6190	388	2	,	,	PUNCT
cana-6190	388	3	organizations	organization	NOUN
cana-6190	388	4	and	and	CCONJ
cana-6190	388	5	society	society	NOUN
cana-6190	388	6	,	,	PUNCT
cana-6190	388	7	74	74	NUM
cana-6190	388	8	,	,	PUNCT
cana-6190	388	9	24	24	NUM
cana-6190	388	10	-	-	SYM
cana-6190	388	11	37	37	NUM
cana-6190	388	12	.	.	PUNCT
cana-6190	389	1	https://doi.org/10.1016/j.aos.2018.09.002	https://doi.org/10.1016/j.aos.2018.09.002	NOUN
cana-6190	389	2	13	13	NUM
cana-6190	389	3	.	.	PUNCT
cana-6190	390	1	north	north	PROPN
cana-6190	390	2	,	,	PUNCT
cana-6190	390	3	d.	d.	PROPN
cana-6190	390	4	c.	c.	PROPN
cana-6190	390	5	(	(	PUNCT
cana-6190	390	6	1990	1990	NUM
cana-6190	390	7	)	)	PUNCT
cana-6190	390	8	.	.	PUNCT
cana-6190	391	1	institutions	institution	NOUN
cana-6190	391	2	,	,	PUNCT
cana-6190	391	3	institutional	institutional	ADJ
cana-6190	391	4	change	change	NOUN
cana-6190	391	5	and	and	CCONJ
cana-6190	391	6	economic	economic	ADJ
cana-6190	391	7	performance	performance	NOUN
cana-6190	391	8	.	.	PUNCT
cana-6190	392	1	cambridge	cambridge	PROPN
cana-6190	392	2	university	university	PROPN
cana-6190	392	3	press	press	NOUN
cana-6190	392	4	.	.	PUNCT
cana-6190	393	1	14	14	NUM
cana-6190	393	2	.	.	PUNCT
cana-6190	394	1	rahman	rahman	PROPN
cana-6190	394	2	,	,	PUNCT
cana-6190	394	3	a.	a.	PROPN
cana-6190	394	4	,	,	PUNCT
cana-6190	394	5	&	&	CCONJ
cana-6190	394	6	alam	alam	PROPN
cana-6190	394	7	,	,	PUNCT
cana-6190	394	8	k.	k.	PROPN
cana-6190	394	9	(	(	PUNCT
cana-6190	394	10	2021	2021	NUM
cana-6190	394	11	)	)	PUNCT
cana-6190	394	12	.	.	PUNCT
cana-6190	395	1	the	the	DET
cana-6190	395	2	role	role	NOUN
cana-6190	395	3	of	of	ADP
cana-6190	395	4	mobile	mobile	ADJ
cana-6190	395	5	financial	financial	ADJ
cana-6190	395	6	services	service	NOUN
cana-6190	395	7	in	in	ADP
cana-6190	395	8	financial	financial	ADJ
cana-6190	395	9	inclusion	inclusion	NOUN
cana-6190	395	10	in	in	ADP
cana-6190	395	11	bangladesh	bangladesh	NOUN
cana-6190	395	12	:	:	PUNCT
cana-6190	395	13	current	current	ADJ
cana-6190	395	14	status	status	NOUN
cana-6190	395	15	and	and	CCONJ
cana-6190	395	16	future	future	ADJ
cana-6190	395	17	prospects	prospect	NOUN
cana-6190	395	18	.	.	PUNCT
cana-6190	396	1	journal	journal	NOUN
cana-6190	396	2	of	of	ADP
cana-6190	396	3	business	business	NOUN
cana-6190	396	4	research	research	NOUN
cana-6190	396	5	,	,	PUNCT
cana-6190	396	6	128	128	NUM
cana-6190	396	7	,	,	PUNCT
cana-6190	396	8	751760	751760	NUM
cana-6190	396	9	.	.	PUNCT
cana-6190	397	1	https://doi.org/10.1016/j.jbusres.2020.05.011	https://doi.org/10.1016/j.jbusres.2020.05.011	NUM
cana-6190	397	2	15	15	NUM
cana-6190	397	3	.	.	PUNCT
cana-6190	398	1	raj	raj	PROPN
cana-6190	398	2	,	,	PUNCT
cana-6190	398	3	d.	d.	PROPN
cana-6190	398	4	,	,	PUNCT
cana-6190	398	5	o'connell	o'connell	PROPN
cana-6190	398	6	,	,	PUNCT
cana-6190	398	7	s.	s.	PROPN
cana-6190	398	8	d.	d.	PROPN
cana-6190	398	9	,	,	PUNCT
cana-6190	398	10	&	&	CCONJ
cana-6190	398	11	pathak	pathak	PROPN
cana-6190	398	12	,	,	PUNCT
cana-6190	398	13	p.	p.	PROPN
cana-6190	398	14	k.	k.	PROPN
cana-6190	398	15	(	(	PUNCT
cana-6190	398	16	2020	2020	NUM
cana-6190	398	17	)	)	PUNCT
cana-6190	398	18	.	.	PUNCT
cana-6190	399	1	financial	financial	ADJ
cana-6190	399	2	inclusion	inclusion	NOUN
cana-6190	399	3	through	through	ADP
cana-6190	399	4	digital	digital	ADJ
cana-6190	399	5	governance	governance	NOUN
cana-6190	399	6	in	in	ADP
cana-6190	399	7	india	india	PROPN
cana-6190	399	8	.	.	PUNCT
cana-6190	400	1	world	world	PROPN
cana-6190	400	2	development	development	PROPN
cana-6190	400	3	,	,	PUNCT
cana-6190	400	4	136	136	NUM
cana-6190	400	5	,	,	PUNCT
cana-6190	400	6	article	article	NOUN
cana-6190	400	7	105184	105184	NUM
cana-6190	400	8	.	.	PUNCT
cana-6190	401	1	https://doi.org/10.1016/j.worlddev.2020.105184	https://doi.org/10.1016/j.worlddev.2020.105184	NOUN
cana-6190	401	2	communications	communication	NOUN
cana-6190	401	3	on	on	ADP
cana-6190	401	4	applied	apply	VERB
cana-6190	401	5	nonlinear	nonlinear	ADJ
cana-6190	401	6	analysis	analysis	NOUN
cana-6190	401	7	issn	issn	NOUN
cana-6190	401	8	:	:	PUNCT
cana-6190	401	9	1074	1074	NUM
cana-6190	401	10	-	-	PUNCT
cana-6190	401	11	133x	133x	NUM
cana-6190	401	12	vol	vol	NOUN
cana-6190	401	13	32	32	NUM
cana-6190	401	14	no	no	NOUN
cana-6190	401	15	.	.	NOUN
cana-6190	401	16	1	1	NUM
cana-6190	401	17	(	(	PUNCT
cana-6190	401	18	2025	2025	NUM
cana-6190	401	19	)	)	PUNCT
cana-6190	401	20	724	724	NUM
cana-6190	401	21	https://internationalpubls.com	https://internationalpubls.com	X
cana-6190	401	22	16	16	NUM
cana-6190	401	23	.	.	PUNCT
cana-6190	402	1	robinson	robinson	PROPN
cana-6190	402	2	,	,	PUNCT
cana-6190	402	3	m.	m.	PROPN
cana-6190	402	4	s.	s.	PROPN
cana-6190	402	5	(	(	PUNCT
cana-6190	402	6	2001	2001	NUM
cana-6190	402	7	)	)	PUNCT
cana-6190	402	8	.	.	PUNCT
cana-6190	403	1	the	the	DET
cana-6190	403	2	microfinance	microfinance	NOUN
cana-6190	403	3	revolution	revolution	NOUN
cana-6190	403	4	:	:	PUNCT
cana-6190	403	5	sustainable	sustainable	ADJ
cana-6190	403	6	finance	finance	NOUN
cana-6190	403	7	for	for	ADP
cana-6190	403	8	the	the	DET
cana-6190	403	9	poor	poor	ADJ
cana-6190	403	10	.	.	PUNCT
cana-6190	404	1	world	world	PROPN
cana-6190	404	2	bank	bank	PROPN
cana-6190	404	3	publications	publication	NOUN
cana-6190	404	4	.	.	PUNCT
cana-6190	405	1	17	17	NUM
cana-6190	405	2	.	.	X
cana-6190	405	3	santos	santos	PROPN
cana-6190	405	4	,	,	PUNCT
cana-6190	405	5	e.	e.	PROPN
cana-6190	405	6	s.	s.	PROPN
cana-6190	405	7	,	,	PUNCT
cana-6190	405	8	silva	silva	PROPN
cana-6190	405	9	,	,	PUNCT
cana-6190	405	10	m.	m.	NOUN
cana-6190	405	11	a.	a.	PROPN
cana-6190	405	12	,	,	PUNCT
cana-6190	405	13	&	&	CCONJ
cana-6190	405	14	nascimento	nascimento	PROPN
cana-6190	405	15	,	,	PUNCT
cana-6190	405	16	c.	c.	PROPN
cana-6190	405	17	b.	b.	PROPN
cana-6190	405	18	(	(	PUNCT
cana-6190	405	19	2021	2021	NUM
cana-6190	405	20	)	)	PUNCT
cana-6190	405	21	.	.	PUNCT
cana-6190	406	1	pix	pix	VERB
cana-6190	406	2	:	:	PUNCT
cana-6190	406	3	the	the	DET
cana-6190	406	4	brazilian	brazilian	ADJ
cana-6190	406	5	instant	instant	ADJ
cana-6190	406	6	payment	payment	NOUN
cana-6190	406	7	system	system	NOUN
cana-6190	406	8	(	(	PUNCT
cana-6190	406	9	working	working	NOUN
cana-6190	406	10	paper	paper	NOUN
cana-6190	406	11	no	no	INTJ
cana-6190	406	12	.	.	PROPN
cana-6190	406	13	548	548	NUM
cana-6190	406	14	)	)	PUNCT
cana-6190	406	15	.	.	PUNCT
cana-6190	407	1	central	central	PROPN
cana-6190	407	2	bank	bank	PROPN
cana-6190	407	3	of	of	ADP
cana-6190	407	4	brazil	brazil	PROPN
cana-6190	407	5	.	.	PUNCT
cana-6190	408	1	18	18	NUM
cana-6190	408	2	.	.	X
cana-6190	408	3	scott	scott	PROPN
cana-6190	408	4	,	,	PUNCT
cana-6190	408	5	w.	w.	PROPN
cana-6190	408	6	r.	r.	PROPN
cana-6190	408	7	(	(	PUNCT
cana-6190	408	8	2008	2008	NUM
cana-6190	408	9	)	)	PUNCT
cana-6190	408	10	.	.	PUNCT
cana-6190	409	1	institutions	institution	NOUN
cana-6190	409	2	and	and	CCONJ
cana-6190	409	3	organizations	organization	NOUN
cana-6190	409	4	:	:	PUNCT
cana-6190	409	5	ideas	idea	NOUN
cana-6190	409	6	and	and	CCONJ
cana-6190	409	7	interests	interest	NOUN
cana-6190	409	8	(	(	PUNCT
cana-6190	409	9	3rd	3rd	ADJ
cana-6190	409	10	ed	ed	NOUN
cana-6190	409	11	.	.	PUNCT
cana-6190	409	12	)	)	PUNCT
cana-6190	409	13	.	.	PUNCT
cana-6190	410	1	sage	sage	NOUN
cana-6190	410	2	publications	publication	NOUN
cana-6190	410	3	.	.	PUNCT
cana-6190	411	1	19	19	NUM
cana-6190	411	2	.	.	X
cana-6190	411	3	tamayo	tamayo	PROPN
cana-6190	411	4	,	,	PUNCT
cana-6190	411	5	c.	c.	PROPN
cana-6190	411	6	e.	e.	PROPN
cana-6190	411	7	,	,	PUNCT
cana-6190	411	8	zambrano	zambrano	PROPN
cana-6190	411	9	,	,	PUNCT
cana-6190	411	10	m.	m.	NOUN
cana-6190	411	11	a.	a.	PROPN
cana-6190	411	12	,	,	PUNCT
cana-6190	411	13	&	&	CCONJ
cana-6190	411	14	gonzález	gonzález	PROPN
cana-6190	411	15	,	,	PUNCT
cana-6190	411	16	s.	s.	PROPN
cana-6190	411	17	(	(	PUNCT
cana-6190	411	18	2022	2022	NUM
cana-6190	411	19	)	)	PUNCT
cana-6190	411	20	.	.	PUNCT
cana-6190	412	1	digital	digital	ADJ
cana-6190	412	2	financial	financial	ADJ
cana-6190	412	3	inclusion	inclusion	NOUN
cana-6190	412	4	in	in	ADP
cana-6190	412	5	colombia	colombia	PROPN
cana-6190	412	6	:	:	PUNCT
cana-6190	412	7	the	the	DET
cana-6190	412	8	role	role	NOUN
cana-6190	412	9	of	of	ADP
cana-6190	412	10	fintech	fintech	NOUN
cana-6190	412	11	in	in	ADP
cana-6190	412	12	expanding	expand	VERB
cana-6190	412	13	access	access	NOUN
cana-6190	412	14	.	.	PUNCT
cana-6190	413	1	latin	latin	PROPN
cana-6190	413	2	american	american	PROPN
cana-6190	413	3	journal	journal	PROPN
cana-6190	413	4	of	of	ADP
cana-6190	413	5	economics	economic	NOUN
cana-6190	413	6	,	,	PUNCT
cana-6190	413	7	59(1	59(1	NUM
cana-6190	413	8	)	)	PUNCT
cana-6190	413	9	,	,	PUNCT
cana-6190	413	10	79	79	NUM
cana-6190	413	11	-	-	SYM
cana-6190	413	12	112	112	NUM
cana-6190	413	13	.	.	PUNCT
cana-6190	414	1	https://doi.org/10.7764/laje.59.1.79	https://doi.org/10.7764/laje.59.1.79	NOUN
cana-6190	414	2	20	20	NUM
cana-6190	414	3	.	.	PUNCT
cana-6190	414	4	world	world	PROPN
cana-6190	414	5	bank	bank	PROPN
cana-6190	414	6	.	.	PUNCT
cana-6190	415	1	(	(	PUNCT
cana-6190	415	2	2021	2021	NUM
cana-6190	415	3	)	)	PUNCT
cana-6190	415	4	.	.	PUNCT
cana-6190	416	1	global	global	ADJ
cana-6190	416	2	financial	financial	ADJ
cana-6190	416	3	inclusion	inclusion	NOUN
cana-6190	416	4	database	database	NOUN
cana-6190	416	5	(	(	PUNCT
cana-6190	416	6	global	global	ADJ
cana-6190	416	7	findex	findex	NOUN
cana-6190	416	8	)	)	PUNCT
cana-6190	416	9	.	.	PUNCT
cana-6190	417	1	https://globalfindex.worldbank.org	https://globalfindex.worldbank.org	X
cana-6190	418	1	21	21	NUM
cana-6190	418	2	.	.	PUNCT
cana-6190	418	3	world	world	PROPN
cana-6190	418	4	bank	bank	PROPN
cana-6190	418	5	.	.	PUNCT
cana-6190	419	1	(	(	PUNCT
cana-6190	419	2	2022	2022	NUM
cana-6190	419	3	)	)	PUNCT
cana-6190	419	4	.	.	PUNCT
cana-6190	420	1	digital	digital	ADJ
cana-6190	420	2	financial	financial	ADJ
cana-6190	420	3	services	service	NOUN
cana-6190	420	4	:	:	PUNCT
cana-6190	420	5	opportunities	opportunity	NOUN
cana-6190	420	6	and	and	CCONJ
cana-6190	420	7	challenges	challenge	NOUN
cana-6190	420	8	in	in	ADP
cana-6190	420	9	emerging	emerge	VERB
cana-6190	420	10	markets	market	NOUN
cana-6190	420	11	.	.	PUNCT
cana-6190	421	1	https://documents.worldbank.org/en/publication/documentsreports/digitalfinancialservices	https://documents.worldbank.org/en/publication/documentsreports/digitalfinancialservice	NOUN
cana-6190	421	2	22	22	NUM
cana-6190	421	3	.	.	PUNCT
cana-6190	422	1	world	world	PROPN
cana-6190	422	2	economic	economic	PROPN
cana-6190	422	3	forum	forum	PROPN
cana-6190	422	4	.	.	PUNCT
cana-6190	423	1	(	(	PUNCT
cana-6190	423	2	2023	2023	NUM
cana-6190	423	3	)	)	PUNCT
cana-6190	423	4	.	.	PUNCT
cana-6190	424	1	global	global	ADJ
cana-6190	424	2	future	future	PROPN
cana-6190	424	3	council	council	PROPN
cana-6190	424	4	on	on	ADP
cana-6190	424	5	financial	financial	ADJ
cana-6190	424	6	and	and	CCONJ
cana-6190	424	7	monetary	monetary	ADJ
cana-6190	424	8	systems	system	NOUN
cana-6190	424	9	vision	vision	NOUN
cana-6190	424	10	2030	2030	NUM
cana-6190	424	11	:	:	PUNCT
cana-6190	424	12	a	a	DET
cana-6190	424	13	stocktake	stocktake	NOUN
cana-6190	424	14	.	.	PUNCT
cana-6190	425	1	https://www3.weforum.org/docs/wef_gfc_financial_monetary_systems_2023.pdf	https://www3.weforum.org/docs/wef_gfc_financial_monetary_systems_2023.pdf	ADJ
cana-6190	425	2	23	23	NUM
cana-6190	425	3	.	.	PUNCT
cana-6190	426	1	yunus	yunus	PROPN
cana-6190	426	2	,	,	PUNCT
cana-6190	426	3	m.	m.	NOUN
cana-6190	426	4	(	(	PUNCT
cana-6190	426	5	1999	1999	NUM
cana-6190	426	6	)	)	PUNCT
cana-6190	426	7	.	.	PUNCT
cana-6190	427	1	banker	banker	NOUN
cana-6190	427	2	to	to	ADP
cana-6190	427	3	the	the	DET
cana-6190	427	4	poor	poor	ADJ
cana-6190	427	5	:	:	PUNCT
cana-6190	427	6	micro	micro	ADJ
cana-6190	427	7	-	-	NOUN
cana-6190	427	8	lending	lending	NOUN
cana-6190	427	9	and	and	CCONJ
cana-6190	427	10	the	the	DET
cana-6190	427	11	battle	battle	NOUN
cana-6190	427	12	against	against	ADP
cana-6190	427	13	world	world	NOUN
cana-6190	427	14	poverty	poverty	NOUN
cana-6190	427	15	.	.	PUNCT
cana-6190	428	1	publicaffairs	publicaffair	NOUN
cana-6190	428	2	.	.	PUNCT