id	sid	tid	token	lemma	pos
gujaf-387	1	1	microsoft	microsoft	PROPN
gujaf-387	1	2	word	word	PROPN
gujaf-387	1	3	fk	fk	INTJ
gujaf-387	1	4	to	to	ADP
gujaf-387	1	5	mr	mr	PROPN
gujaf-387	1	6	hassan	hassan	PROPN
gujaf-387	1	7	6	6	NUM
gujaf-387	1	8	1	1	NUM
gujaf-387	1	9	gusau	gusau	ADJ
gujaf-387	1	10	journal	journal	NOUN
gujaf-387	1	11	of	of	ADP
gujaf-387	1	12	accounting	accounting	NOUN
gujaf-387	1	13	and	and	CCONJ
gujaf-387	1	14	finance	finance	NOUN
gujaf-387	1	15	,	,	PUNCT
gujaf-387	1	16	vol.6	vol.6	PROPN
gujaf-387	1	17	,	,	PUNCT
gujaf-387	1	18	issue	issue	NOUN
gujaf-387	1	19	1	1	NUM
gujaf-387	1	20	,	,	PUNCT
gujaf-387	1	21	april	april	PROPN
gujaf-387	1	22	,	,	PUNCT
gujaf-387	1	23	2025	2025	NUM
gujaf-387	1	24	320	320	NUM
gujaf-387	1	25	risk	risk	NOUN
gujaf-387	1	26	management	management	NOUN
gujaf-387	1	27	strategies	strategy	NOUN
gujaf-387	1	28	for	for	ADP
gujaf-387	1	29	microfinance	microfinance	NOUN
gujaf-387	1	30	banks	bank	NOUN
gujaf-387	1	31	in	in	ADP
gujaf-387	1	32	nigeria	nigeria	PROPN
gujaf-387	1	33	:	:	PUNCT
gujaf-387	1	34	a	a	DET
gujaf-387	1	35	credit	credit	NOUN
gujaf-387	1	36	risk	risk	NOUN
gujaf-387	1	37	focus	focus	NOUN
gujaf-387	1	38	ehiogu	ehiogu	NOUN
gujaf-387	1	39	chizoba	chizoba	PROPN
gujaf-387	1	40	perpetua	perpetua	PROPN
gujaf-387	1	41	(	(	PUNCT
gujaf-387	1	42	phd	phd	NOUN
gujaf-387	1	43	,	,	PUNCT
gujaf-387	1	44	aiin	aiin	PROPN
gujaf-387	1	45	,	,	PUNCT
gujaf-387	1	46	fcilrmn	fcilrmn	PROPN
gujaf-387	1	47	)	)	PUNCT
gujaf-387	1	48	college	college	NOUN
gujaf-387	1	49	of	of	ADP
gujaf-387	1	50	insurance	insurance	NOUN
gujaf-387	1	51	and	and	CCONJ
gujaf-387	1	52	financial	financial	ADJ
gujaf-387	1	53	management	management	NOUN
gujaf-387	1	54	ogun	ogun	PROPN
gujaf-387	1	55	state	state	PROPN
gujaf-387	1	56	,	,	PUNCT
gujaf-387	1	57	nigeria	nigeria	PROPN
gujaf-387	1	58	.	.	PUNCT
gujaf-387	2	1	chizoba.ehiogu@cifmng.com	chizoba.ehiogu@cifmng.com	X
gujaf-387	2	2	,	,	PUNCT
gujaf-387	2	3	chizoba.ehiogu@gmail.com	chizoba.ehiogu@gmail.com	PROPN
gujaf-387	2	4	,	,	PUNCT
gujaf-387	2	5	+2348038113297	+2348038113297	PROPN
gujaf-387	2	6	kologa	kologa	PROPN
gujaf-387	2	7	inebimowei	inebimowei	PROPN
gujaf-387	2	8	freedom	freedom	PROPN
gujaf-387	2	9	department	department	PROPN
gujaf-387	2	10	of	of	ADP
gujaf-387	2	11	insurance	insurance	NOUN
gujaf-387	2	12	niger	niger	PROPN
gujaf-387	2	13	delta	delta	PROPN
gujaf-387	2	14	university	university	PROPN
gujaf-387	2	15	wilberforce	wilberforce	PROPN
gujaf-387	2	16	island	island	PROPN
gujaf-387	2	17	,	,	PUNCT
gujaf-387	2	18	bayelsa	bayelsa	NOUN
gujaf-387	2	19	state	state	PROPN
gujaf-387	2	20	,	,	PUNCT
gujaf-387	2	21	nigeria	nigeria	PROPN
gujaf-387	2	22	kologainebimowei@ndu.edu.ng	kologainebimowei@ndu.edu.ng	PROPN
gujaf-387	2	23	,	,	PUNCT
gujaf-387	2	24	+2347057585440	+2347057585440	NUM
gujaf-387	2	25	https://doi.org/10.57233/gujaf.v6i1.22	https://doi.org/10.57233/gujaf.v6i1.22	NOUN
gujaf-387	2	26	abstract	abstract	ADJ
gujaf-387	2	27	this	this	DET
gujaf-387	2	28	study	study	NOUN
gujaf-387	2	29	,	,	PUNCT
gujaf-387	2	30	risk	risk	NOUN
gujaf-387	2	31	management	management	NOUN
gujaf-387	2	32	strategies	strategy	NOUN
gujaf-387	2	33	for	for	ADP
gujaf-387	2	34	microfinance	microfinance	NOUN
gujaf-387	2	35	banks	bank	NOUN
gujaf-387	2	36	in	in	ADP
gujaf-387	2	37	nigeria	nigeria	PROPN
gujaf-387	2	38	with	with	ADP
gujaf-387	2	39	a	a	DET
gujaf-387	2	40	credit	credit	NOUN
gujaf-387	2	41	risk	risk	NOUN
gujaf-387	2	42	focus	focus	NOUN
gujaf-387	2	43	,	,	PUNCT
gujaf-387	2	44	explores	explore	VERB
gujaf-387	2	45	the	the	DET
gujaf-387	2	46	critical	critical	ADJ
gujaf-387	2	47	role	role	NOUN
gujaf-387	2	48	of	of	ADP
gujaf-387	2	49	credit	credit	NOUN
gujaf-387	2	50	risk	risk	NOUN
gujaf-387	2	51	management	management	NOUN
gujaf-387	2	52	in	in	ADP
gujaf-387	2	53	sustaining	sustain	VERB
gujaf-387	2	54	capital	capital	NOUN
gujaf-387	2	55	adequacy	adequacy	NOUN
gujaf-387	2	56	and	and	CCONJ
gujaf-387	2	57	promoting	promote	VERB
gujaf-387	2	58	financial	financial	ADJ
gujaf-387	2	59	stability	stability	NOUN
gujaf-387	2	60	among	among	ADP
gujaf-387	2	61	nigerian	nigerian	ADJ
gujaf-387	2	62	microfinance	microfinance	NOUN
gujaf-387	2	63	banks	bank	NOUN
gujaf-387	2	64	a	a	DET
gujaf-387	2	65	sector	sector	NOUN
gujaf-387	2	66	fundamental	fundamental	ADJ
gujaf-387	2	67	to	to	ADP
gujaf-387	2	68	financial	financial	ADJ
gujaf-387	2	69	inclusion	inclusion	NOUN
gujaf-387	2	70	but	but	CCONJ
gujaf-387	2	71	often	often	ADV
gujaf-387	2	72	overlooked	overlook	VERB
gujaf-387	2	73	in	in	ADP
gujaf-387	2	74	mainstream	mainstream	NOUN
gujaf-387	2	75	banking	banking	NOUN
gujaf-387	2	76	research	research	NOUN
gujaf-387	2	77	.	.	PUNCT
gujaf-387	3	1	drawing	draw	VERB
gujaf-387	3	2	on	on	ADP
gujaf-387	3	3	a	a	DET
gujaf-387	3	4	comprehensive	comprehensive	ADJ
gujaf-387	3	5	19	19	NUM
gujaf-387	3	6	-	-	PUNCT
gujaf-387	3	7	year	year	NOUN
gujaf-387	3	8	dataset	dataset	NOUN
gujaf-387	3	9	(	(	PUNCT
gujaf-387	3	10	2005	2005	NUM
gujaf-387	3	11	-	-	SYM
gujaf-387	3	12	2023	2023	NUM
gujaf-387	3	13	)	)	PUNCT
gujaf-387	3	14	,	,	PUNCT
gujaf-387	3	15	the	the	DET
gujaf-387	3	16	study	study	NOUN
gujaf-387	3	17	empirically	empirically	ADV
gujaf-387	3	18	investigates	investigate	VERB
gujaf-387	3	19	the	the	DET
gujaf-387	3	20	effects	effect	NOUN
gujaf-387	3	21	of	of	ADP
gujaf-387	3	22	three	three	NUM
gujaf-387	3	23	key	key	ADJ
gujaf-387	3	24	credit	credit	NOUN
gujaf-387	3	25	risk	risk	NOUN
gujaf-387	3	26	mitigation	mitigation	NOUN
gujaf-387	3	27	instruments	instrument	NOUN
gujaf-387	3	28	:	:	PUNCT
gujaf-387	3	29	loan	loan	NOUN
gujaf-387	3	30	loss	loss	NOUN
gujaf-387	3	31	reserves	reserve	NOUN
gujaf-387	3	32	,	,	PUNCT
gujaf-387	3	33	collateralization	collateralization	NOUN
gujaf-387	3	34	,	,	PUNCT
gujaf-387	3	35	and	and	CCONJ
gujaf-387	3	36	credit	credit	NOUN
gujaf-387	3	37	insurance	insurance	NOUN
gujaf-387	3	38	.	.	PUNCT
gujaf-387	4	1	using	use	VERB
gujaf-387	4	2	advanced	advanced	ADJ
gujaf-387	4	3	econometric	econometric	ADJ
gujaf-387	4	4	techniques	technique	NOUN
gujaf-387	4	5	,	,	PUNCT
gujaf-387	4	6	including	include	VERB
gujaf-387	4	7	cointegration	cointegration	NOUN
gujaf-387	4	8	analysis	analysis	NOUN
gujaf-387	4	9	and	and	CCONJ
gujaf-387	4	10	the	the	DET
gujaf-387	4	11	vector	vector	NOUN
gujaf-387	4	12	error	error	NOUN
gujaf-387	4	13	correction	correction	NOUN
gujaf-387	4	14	model	model	NOUN
gujaf-387	4	15	(	(	PUNCT
gujaf-387	4	16	vecm	vecm	NOUN
gujaf-387	4	17	)	)	PUNCT
gujaf-387	4	18	,	,	PUNCT
gujaf-387	4	19	the	the	DET
gujaf-387	4	20	findings	finding	NOUN
gujaf-387	4	21	reveal	reveal	VERB
gujaf-387	4	22	that	that	SCONJ
gujaf-387	4	23	loan	loan	NOUN
gujaf-387	4	24	loss	loss	NOUN
gujaf-387	4	25	reserves	reserve	NOUN
gujaf-387	4	26	and	and	CCONJ
gujaf-387	4	27	collateralization	collateralization	NOUN
gujaf-387	4	28	significantly	significantly	ADV
gujaf-387	4	29	influence	influence	VERB
gujaf-387	4	30	capital	capital	NOUN
gujaf-387	4	31	adequacy	adequacy	NOUN
gujaf-387	4	32	in	in	ADP
gujaf-387	4	33	the	the	DET
gujaf-387	4	34	short	short	ADJ
gujaf-387	4	35	term	term	NOUN
gujaf-387	4	36	,	,	PUNCT
gujaf-387	4	37	while	while	SCONJ
gujaf-387	4	38	credit	credit	NOUN
gujaf-387	4	39	insurance	insurance	NOUN
gujaf-387	4	40	demonstrates	demonstrate	VERB
gujaf-387	4	41	both	both	DET
gujaf-387	4	42	short	short	ADJ
gujaf-387	4	43	-	-	PUNCT
gujaf-387	4	44	term	term	NOUN
gujaf-387	4	45	and	and	CCONJ
gujaf-387	4	46	long	long	ADJ
gujaf-387	4	47	-	-	PUNCT
gujaf-387	4	48	term	term	NOUN
gujaf-387	4	49	effects	effect	NOUN
gujaf-387	4	50	,	,	PUNCT
gujaf-387	4	51	making	make	VERB
gujaf-387	4	52	it	it	PRON
gujaf-387	4	53	an	an	DET
gujaf-387	4	54	essential	essential	ADJ
gujaf-387	4	55	tool	tool	NOUN
gujaf-387	4	56	for	for	ADP
gujaf-387	4	57	sustained	sustained	ADJ
gujaf-387	4	58	financial	financial	ADJ
gujaf-387	4	59	stability	stability	NOUN
gujaf-387	4	60	.	.	PUNCT
gujaf-387	5	1	by	by	ADP
gujaf-387	5	2	focusing	focus	VERB
gujaf-387	5	3	specifically	specifically	ADV
gujaf-387	5	4	on	on	ADP
gujaf-387	5	5	microfinance	microfinance	NOUN
gujaf-387	5	6	institutions	institution	NOUN
gujaf-387	5	7	rather	rather	ADV
gujaf-387	5	8	than	than	ADP
gujaf-387	5	9	commercial	commercial	ADJ
gujaf-387	5	10	banks	bank	NOUN
gujaf-387	5	11	,	,	PUNCT
gujaf-387	5	12	the	the	DET
gujaf-387	5	13	study	study	NOUN
gujaf-387	5	14	addresses	address	VERB
gujaf-387	5	15	a	a	DET
gujaf-387	5	16	critical	critical	ADJ
gujaf-387	5	17	gap	gap	NOUN
gujaf-387	5	18	in	in	ADP
gujaf-387	5	19	the	the	DET
gujaf-387	5	20	literature	literature	NOUN
gujaf-387	5	21	and	and	CCONJ
gujaf-387	5	22	regulatory	regulatory	ADJ
gujaf-387	5	23	discourse	discourse	NOUN
gujaf-387	5	24	.	.	PUNCT
gujaf-387	6	1	the	the	DET
gujaf-387	6	2	results	result	NOUN
gujaf-387	6	3	highlight	highlight	VERB
gujaf-387	6	4	the	the	DET
gujaf-387	6	5	importance	importance	NOUN
gujaf-387	6	6	of	of	ADP
gujaf-387	6	7	strengthening	strengthen	VERB
gujaf-387	6	8	reserve	reserve	NOUN
gujaf-387	6	9	provisioning	provision	VERB
gujaf-387	6	10	frameworks	framework	NOUN
gujaf-387	6	11	,	,	PUNCT
gujaf-387	6	12	minimizing	minimize	VERB
gujaf-387	6	13	over	over	ADP
gujaf-387	6	14	-	-	PUNCT
gujaf-387	6	15	reliance	reliance	NOUN
gujaf-387	6	16	on	on	ADP
gujaf-387	6	17	collateral	collateral	NOUN
gujaf-387	6	18	through	through	ADP
gujaf-387	6	19	diversified	diversify	VERB
gujaf-387	6	20	credit	credit	NOUN
gujaf-387	6	21	risk	risk	NOUN
gujaf-387	6	22	assessments	assessment	NOUN
gujaf-387	6	23	,	,	PUNCT
gujaf-387	6	24	and	and	CCONJ
gujaf-387	6	25	expanding	expand	VERB
gujaf-387	6	26	the	the	DET
gujaf-387	6	27	adoption	adoption	NOUN
gujaf-387	6	28	of	of	ADP
gujaf-387	6	29	credit	credit	NOUN
gujaf-387	6	30	insurance	insurance	NOUN
gujaf-387	6	31	to	to	PART
gujaf-387	6	32	reduce	reduce	VERB
gujaf-387	6	33	default	default	NOUN
gujaf-387	6	34	exposure	exposure	NOUN
gujaf-387	6	35	and	and	CCONJ
gujaf-387	6	36	enhance	enhance	NOUN
gujaf-387	6	37	solvency	solvency	NOUN
gujaf-387	6	38	.	.	PUNCT
gujaf-387	7	1	furthermore	furthermore	ADV
gujaf-387	7	2	,	,	PUNCT
gujaf-387	7	3	the	the	DET
gujaf-387	7	4	study	study	NOUN
gujaf-387	7	5	emphasizes	emphasize	VERB
gujaf-387	7	6	the	the	DET
gujaf-387	7	7	integration	integration	NOUN
gujaf-387	7	8	of	of	ADP
gujaf-387	7	9	credit	credit	NOUN
gujaf-387	7	10	risk	risk	NOUN
gujaf-387	7	11	practices	practice	NOUN
gujaf-387	7	12	into	into	ADP
gujaf-387	7	13	broader	broad	ADJ
gujaf-387	7	14	institutional	institutional	ADJ
gujaf-387	7	15	and	and	CCONJ
gujaf-387	7	16	regulatory	regulatory	ADJ
gujaf-387	7	17	mechanisms	mechanism	NOUN
gujaf-387	7	18	aimed	aim	VERB
gujaf-387	7	19	at	at	ADP
gujaf-387	7	20	reinforcing	reinforce	VERB
gujaf-387	7	21	both	both	PRON
gujaf-387	7	22	capital	capital	NOUN
gujaf-387	7	23	adequacy	adequacy	NOUN
gujaf-387	7	24	and	and	CCONJ
gujaf-387	7	25	the	the	DET
gujaf-387	7	26	financial	financial	ADJ
gujaf-387	7	27	stability	stability	NOUN
gujaf-387	7	28	of	of	ADP
gujaf-387	7	29	the	the	DET
gujaf-387	7	30	microfinance	microfinance	NOUN
gujaf-387	7	31	sector	sector	NOUN
gujaf-387	7	32	.	.	PUNCT
gujaf-387	8	1	the	the	DET
gujaf-387	8	2	research	research	NOUN
gujaf-387	8	3	contributes	contribute	VERB
gujaf-387	8	4	to	to	ADP
gujaf-387	8	5	theory	theory	NOUN
gujaf-387	8	6	by	by	ADP
gujaf-387	8	7	applying	apply	VERB
gujaf-387	8	8	the	the	DET
gujaf-387	8	9	financial	financial	ADJ
gujaf-387	8	10	stability	stability	NOUN
gujaf-387	8	11	hypothesis	hypothesis	NOUN
gujaf-387	8	12	within	within	ADP
gujaf-387	8	13	the	the	DET
gujaf-387	8	14	microfinance	microfinance	NOUN
gujaf-387	8	15	context	context	NOUN
gujaf-387	8	16	and	and	CCONJ
gujaf-387	8	17	offers	offer	VERB
gujaf-387	8	18	actionable	actionable	ADJ
gujaf-387	8	19	insights	insight	NOUN
gujaf-387	8	20	to	to	ADP
gujaf-387	8	21	policymakers	policymaker	NOUN
gujaf-387	8	22	and	and	CCONJ
gujaf-387	8	23	financial	financial	ADJ
gujaf-387	8	24	institutions	institution	NOUN
gujaf-387	8	25	seeking	seek	VERB
gujaf-387	8	26	to	to	PART
gujaf-387	8	27	build	build	VERB
gujaf-387	8	28	a	a	DET
gujaf-387	8	29	more	more	ADV
gujaf-387	8	30	resilient	resilient	ADJ
gujaf-387	8	31	,	,	PUNCT
gujaf-387	8	32	inclusive	inclusive	ADJ
gujaf-387	8	33	banking	banking	NOUN
gujaf-387	8	34	system	system	NOUN
gujaf-387	8	35	.	.	PUNCT
gujaf-387	9	1	keywords	keyword	NOUN
gujaf-387	9	2	:	:	PUNCT
gujaf-387	9	3	credit	credit	NOUN
gujaf-387	9	4	risk	risk	NOUN
gujaf-387	9	5	management	management	NOUN
gujaf-387	9	6	,	,	PUNCT
gujaf-387	9	7	capital	capital	NOUN
gujaf-387	9	8	adequacy	adequacy	NOUN
gujaf-387	9	9	,	,	PUNCT
gujaf-387	9	10	financial	financial	ADJ
gujaf-387	9	11	stability	stability	NOUN
gujaf-387	9	12	,	,	PUNCT
gujaf-387	9	13	microfinance	microfinance	NOUN
gujaf-387	9	14	banks	bank	NOUN
gujaf-387	9	15	,	,	PUNCT
gujaf-387	9	16	loan	loan	NOUN
gujaf-387	9	17	loss	loss	NOUN
gujaf-387	9	18	reserves	reserve	NOUN
gujaf-387	9	19	,	,	PUNCT
gujaf-387	9	20	credit	credit	NOUN
gujaf-387	9	21	insurance	insurance	NOUN
gujaf-387	9	22	,	,	PUNCT
gujaf-387	9	23	collateralization	collateralization	NOUN
gujaf-387	9	24	,	,	PUNCT
gujaf-387	9	25	nigeria	nigeria	PROPN
gujaf-387	9	26	1.0	1.0	NUM
gujaf-387	9	27	introduction	introduction	NOUN
gujaf-387	9	28	microfinance	microfinance	NOUN
gujaf-387	9	29	banks	bank	NOUN
gujaf-387	9	30	in	in	ADP
gujaf-387	9	31	nigeria	nigeria	PROPN
gujaf-387	9	32	have	have	AUX
gujaf-387	9	33	increasingly	increasingly	ADV
gujaf-387	9	34	become	become	VERB
gujaf-387	9	35	pivotal	pivotal	ADJ
gujaf-387	9	36	for	for	ADP
gujaf-387	9	37	economic	economic	ADJ
gujaf-387	9	38	development	development	NOUN
gujaf-387	9	39	and	and	CCONJ
gujaf-387	9	40	financial	financial	ADJ
gujaf-387	9	41	inclusion	inclusion	NOUN
gujaf-387	9	42	.	.	PUNCT
gujaf-387	10	1	however	however	ADV
gujaf-387	10	2	,	,	PUNCT
gujaf-387	10	3	the	the	DET
gujaf-387	10	4	sector	sector	NOUN
gujaf-387	10	5	has	have	AUX
gujaf-387	10	6	been	be	AUX
gujaf-387	10	7	marred	mar	VERB
gujaf-387	10	8	by	by	ADP
gujaf-387	10	9	frequent	frequent	ADJ
gujaf-387	10	10	financial	financial	ADJ
gujaf-387	10	11	instability	instability	NOUN
gujaf-387	10	12	and	and	CCONJ
gujaf-387	10	13	crises	crisis	NOUN
gujaf-387	10	14	,	,	PUNCT
gujaf-387	10	15	often	often	ADV
gujaf-387	10	16	linked	link	VERB
gujaf-387	10	17	to	to	ADP
gujaf-387	10	18	inadequate	inadequate	ADJ
gujaf-387	10	19	credit	credit	NOUN
gujaf-387	10	20	risk	risk	NOUN
gujaf-387	10	21	management	management	NOUN
gujaf-387	10	22	.	.	PUNCT
gujaf-387	11	1	while	while	SCONJ
gujaf-387	11	2	extensive	extensive	ADJ
gujaf-387	11	3	literature	literature	NOUN
gujaf-387	11	4	documents	document	NOUN
gujaf-387	11	5	credit	credit	NOUN
gujaf-387	11	6	risk	risk	NOUN
gujaf-387	11	7	management	management	NOUN
gujaf-387	11	8	challenges	challenge	NOUN
gujaf-387	11	9	in	in	ADP
gujaf-387	11	10	commercial	commercial	ADJ
gujaf-387	11	11	and	and	CCONJ
gujaf-387	11	12	deposit	deposit	NOUN
gujaf-387	11	13	money	money	NOUN
gujaf-387	11	14	banks	bank	NOUN
gujaf-387	11	15	(	(	PUNCT
gujaf-387	11	16	addy	addy	PROPN
gujaf-387	11	17	et	et	PROPN
gujaf-387	11	18	al	al	PROPN
gujaf-387	11	19	.	.	PROPN
gujaf-387	11	20	,	,	PUNCT
gujaf-387	11	21	2025	2025	NUM
gujaf-387	11	22	;	;	PUNCT
gujaf-387	11	23	aliyu	aliyu	NOUN
gujaf-387	11	24	,	,	PUNCT
gujaf-387	11	25	2023	2023	NUM
gujaf-387	11	26	;	;	PUNCT
gujaf-387	11	27	akosile	akosile	NOUN
gujaf-387	11	28	et	et	PROPN
gujaf-387	11	29	al	al	PROPN
gujaf-387	11	30	.	.	PROPN
gujaf-387	11	31	,	,	PUNCT
gujaf-387	11	32	2023	2023	NUM
gujaf-387	11	33	)	)	PUNCT
gujaf-387	11	34	,	,	PUNCT
gujaf-387	11	35	the	the	DET
gujaf-387	11	36	unique	unique	ADJ
gujaf-387	11	37	operational	operational	ADJ
gujaf-387	11	38	environments	environment	NOUN
gujaf-387	11	39	and	and	CCONJ
gujaf-387	11	40	risk	risk	NOUN
gujaf-387	11	41	exposures	exposure	NOUN
gujaf-387	11	42	of	of	ADP
gujaf-387	11	43	microfinance	microfinance	NOUN
gujaf-387	11	44	banks	bank	NOUN
gujaf-387	11	45	remain	remain	VERB
gujaf-387	11	46	underexplored	underexplored	ADJ
gujaf-387	11	47	.	.	PUNCT
gujaf-387	12	1	several	several	ADJ
gujaf-387	12	2	high	high	ADJ
gujaf-387	12	3	-	-	PUNCT
gujaf-387	12	4	profile	profile	NOUN
gujaf-387	12	5	failures	failure	NOUN
gujaf-387	12	6	highlight	highlight	VERB
gujaf-387	12	7	the	the	DET
gujaf-387	12	8	consequences	consequence	NOUN
gujaf-387	12	9	of	of	ADP
gujaf-387	12	10	insufficient	insufficient	ADJ
gujaf-387	12	11	credit	credit	NOUN
gujaf-387	12	12	risk	risk	NOUN
gujaf-387	12	13	controls	control	NOUN
gujaf-387	12	14	.	.	PUNCT
gujaf-387	13	1	for	for	ADP
gujaf-387	13	2	example	example	NOUN
gujaf-387	13	3	,	,	PUNCT
gujaf-387	13	4	the	the	DET
gujaf-387	13	5	collapse	collapse	NOUN
gujaf-387	13	6	of	of	ADP
gujaf-387	13	7	kenya	kenya	PROPN
gujaf-387	13	8	’s	’s	PART
gujaf-387	13	9	imperial	imperial	PROPN
gujaf-387	13	10	bank	bank	PROPN
gujaf-387	13	11	(	(	PUNCT
gujaf-387	13	12	cbk	cbk	PROPN
gujaf-387	13	13	,	,	PUNCT
gujaf-387	13	14	2015	2015	NUM
gujaf-387	13	15	)	)	PUNCT
gujaf-387	13	16	and	and	CCONJ
gujaf-387	13	17	the	the	DET
gujaf-387	13	18	andhra	andhra	PROPN
gujaf-387	13	19	pradesh	pradesh	PROPN
gujaf-387	13	20	microfinance	microfinance	NOUN
gujaf-387	13	21	crisis	crisis	NOUN
gujaf-387	13	22	(	(	PUNCT
gujaf-387	13	23	sidbi	sidbi	NOUN
gujaf-387	13	24	,	,	PUNCT
gujaf-387	13	25	2011	2011	NUM
gujaf-387	13	26	)	)	PUNCT
gujaf-387	13	27	underscore	underscore	VERB
gujaf-387	13	28	how	how	SCONJ
gujaf-387	13	29	poor	poor	ADJ
gujaf-387	13	30	loan	loan	NOUN
gujaf-387	13	31	monitoring	monitoring	NOUN
gujaf-387	13	32	and	and	CCONJ
gujaf-387	13	33	excessive	excessive	ADJ
gujaf-387	13	34	risktaking	risktaking	NOUN
gujaf-387	13	35	can	can	AUX
gujaf-387	13	36	precipitate	precipitate	VERB
gujaf-387	13	37	systemic	systemic	ADJ
gujaf-387	13	38	failures	failure	NOUN
gujaf-387	13	39	.	.	PUNCT
gujaf-387	14	1	despite	despite	SCONJ
gujaf-387	14	2	these	these	DET
gujaf-387	14	3	lessons	lesson	NOUN
gujaf-387	14	4	,	,	PUNCT
gujaf-387	14	5	nigerian	nigerian	ADJ
gujaf-387	14	6	microfinance	microfinance	NOUN
gujaf-387	14	7	banks	bank	NOUN
gujaf-387	14	8	continue	continue	VERB
gujaf-387	14	9	to	to	PART
gujaf-387	14	10	report	report	VERB
gujaf-387	14	11	rising	rise	VERB
gujaf-387	14	12	non	non	ADJ
gujaf-387	14	13	-	-	ADJ
gujaf-387	14	14	performing	performing	ADJ
gujaf-387	14	15	loans	loan	NOUN
gujaf-387	14	16	and	and	CCONJ
gujaf-387	14	17	fluctuating	fluctuate	VERB
gujaf-387	14	18	capital	capital	NOUN
gujaf-387	14	19	adequacy	adequacy	NOUN
gujaf-387	14	20	ratios	ratio	NOUN
gujaf-387	14	21	.	.	PUNCT
gujaf-387	15	1	the	the	DET
gujaf-387	15	2	lack	lack	NOUN
gujaf-387	15	3	gusau	gusau	PROPN
gujaf-387	15	4	journal	journal	NOUN
gujaf-387	15	5	of	of	ADP
gujaf-387	15	6	accounting	accounting	NOUN
gujaf-387	15	7	and	and	CCONJ
gujaf-387	15	8	finance	finance	NOUN
gujaf-387	15	9	,	,	PUNCT
gujaf-387	15	10	vol.6	vol.6	PROPN
gujaf-387	15	11	,	,	PUNCT
gujaf-387	15	12	issue	issue	NOUN
gujaf-387	15	13	1	1	NUM
gujaf-387	15	14	,	,	PUNCT
gujaf-387	15	15	april	april	PROPN
gujaf-387	15	16	,	,	PUNCT
gujaf-387	15	17	2025	2025	NUM
gujaf-387	15	18	321	321	NUM
gujaf-387	15	19	of	of	ADP
gujaf-387	15	20	focused	focused	ADJ
gujaf-387	15	21	empirical	empirical	ADJ
gujaf-387	15	22	studies	study	NOUN
gujaf-387	15	23	on	on	ADP
gujaf-387	15	24	how	how	SCONJ
gujaf-387	15	25	specific	specific	ADJ
gujaf-387	15	26	risk	risk	NOUN
gujaf-387	15	27	management	management	NOUN
gujaf-387	15	28	tools	tool	NOUN
gujaf-387	15	29	affect	affect	VERB
gujaf-387	15	30	these	these	DET
gujaf-387	15	31	outcomes	outcome	NOUN
gujaf-387	15	32	leaves	leave	VERB
gujaf-387	15	33	a	a	DET
gujaf-387	15	34	critical	critical	ADJ
gujaf-387	15	35	gap	gap	NOUN
gujaf-387	15	36	in	in	ADP
gujaf-387	15	37	both	both	CCONJ
gujaf-387	15	38	academic	academic	ADJ
gujaf-387	15	39	research	research	NOUN
gujaf-387	15	40	and	and	CCONJ
gujaf-387	15	41	practical	practical	ADJ
gujaf-387	15	42	policy	policy	NOUN
gujaf-387	15	43	frameworks	framework	NOUN
gujaf-387	15	44	.	.	PUNCT
gujaf-387	16	1	existing	exist	VERB
gujaf-387	16	2	studies	study	NOUN
gujaf-387	16	3	predominantly	predominantly	ADV
gujaf-387	16	4	focus	focus	VERB
gujaf-387	16	5	on	on	ADP
gujaf-387	16	6	larger	large	ADJ
gujaf-387	16	7	banks	bank	NOUN
gujaf-387	16	8	and	and	CCONJ
gujaf-387	16	9	often	often	ADV
gujaf-387	16	10	examine	examine	VERB
gujaf-387	16	11	credit	credit	NOUN
gujaf-387	16	12	risk	risk	NOUN
gujaf-387	16	13	management	management	NOUN
gujaf-387	16	14	in	in	ADP
gujaf-387	16	15	relation	relation	NOUN
gujaf-387	16	16	to	to	ADP
gujaf-387	16	17	financial	financial	ADJ
gujaf-387	16	18	performance	performance	NOUN
gujaf-387	16	19	rather	rather	ADV
gujaf-387	16	20	than	than	ADP
gujaf-387	16	21	capital	capital	NOUN
gujaf-387	16	22	adequacy	adequacy	NOUN
gujaf-387	16	23	or	or	CCONJ
gujaf-387	16	24	long	long	ADJ
gujaf-387	16	25	-	-	PUNCT
gujaf-387	16	26	term	term	NOUN
gujaf-387	16	27	stability	stability	NOUN
gujaf-387	16	28	(	(	PUNCT
gujaf-387	16	29	aliyu	aliyu	NOUN
gujaf-387	16	30	,	,	PUNCT
gujaf-387	16	31	2023	2023	NUM
gujaf-387	16	32	;	;	PUNCT
gujaf-387	16	33	akosile	akosile	NOUN
gujaf-387	16	34	et	et	PROPN
gujaf-387	16	35	al	al	PROPN
gujaf-387	16	36	.	.	PROPN
gujaf-387	16	37	,	,	PUNCT
gujaf-387	16	38	2023	2023	NUM
gujaf-387	16	39	)	)	PUNCT
gujaf-387	16	40	.	.	PUNCT
gujaf-387	17	1	additionally	additionally	ADV
gujaf-387	17	2	,	,	PUNCT
gujaf-387	17	3	while	while	SCONJ
gujaf-387	17	4	addy	addy	PROPN
gujaf-387	17	5	et	et	PROPN
gujaf-387	17	6	al	al	PROPN
gujaf-387	17	7	.	.	PROPN
gujaf-387	18	1	(	(	PUNCT
gujaf-387	18	2	2025	2025	NUM
gujaf-387	18	3	)	)	PUNCT
gujaf-387	18	4	provide	provide	VERB
gujaf-387	18	5	an	an	DET
gujaf-387	18	6	overview	overview	NOUN
gujaf-387	18	7	of	of	ADP
gujaf-387	18	8	predictive	predictive	ADJ
gujaf-387	18	9	analytics	analytic	NOUN
gujaf-387	18	10	in	in	ADP
gujaf-387	18	11	credit	credit	NOUN
gujaf-387	18	12	risk	risk	NOUN
gujaf-387	18	13	management	management	NOUN
gujaf-387	18	14	,	,	PUNCT
gujaf-387	18	15	their	their	PRON
gujaf-387	18	16	study	study	NOUN
gujaf-387	18	17	does	do	AUX
gujaf-387	18	18	not	not	PART
gujaf-387	18	19	address	address	VERB
gujaf-387	18	20	the	the	DET
gujaf-387	18	21	peculiarities	peculiarity	NOUN
gujaf-387	18	22	of	of	ADP
gujaf-387	18	23	microfinance	microfinance	NOUN
gujaf-387	18	24	institutions	institution	NOUN
gujaf-387	18	25	or	or	CCONJ
gujaf-387	18	26	the	the	DET
gujaf-387	18	27	nigerian	nigerian	ADJ
gujaf-387	18	28	context	context	NOUN
gujaf-387	18	29	specifically	specifically	ADV
gujaf-387	18	30	.	.	PUNCT
gujaf-387	19	1	this	this	DET
gujaf-387	19	2	study	study	NOUN
gujaf-387	19	3	bridges	bridge	NOUN
gujaf-387	19	4	this	this	DET
gujaf-387	19	5	gap	gap	NOUN
gujaf-387	19	6	by	by	ADP
gujaf-387	19	7	investigating	investigate	VERB
gujaf-387	19	8	the	the	DET
gujaf-387	19	9	impacts	impact	NOUN
gujaf-387	19	10	of	of	ADP
gujaf-387	19	11	loan	loan	NOUN
gujaf-387	19	12	loss	loss	NOUN
gujaf-387	19	13	reserves	reserve	NOUN
gujaf-387	19	14	,	,	PUNCT
gujaf-387	19	15	collateralization	collateralization	NOUN
gujaf-387	19	16	,	,	PUNCT
gujaf-387	19	17	and	and	CCONJ
gujaf-387	19	18	credit	credit	NOUN
gujaf-387	19	19	insurance	insurance	NOUN
gujaf-387	19	20	on	on	ADP
gujaf-387	19	21	capital	capital	NOUN
gujaf-387	19	22	adequacy	adequacy	NOUN
gujaf-387	19	23	ratios	ratio	NOUN
gujaf-387	19	24	in	in	ADP
gujaf-387	19	25	nigerian	nigerian	ADJ
gujaf-387	19	26	microfinance	microfinance	NOUN
gujaf-387	19	27	banks	bank	NOUN
gujaf-387	19	28	.	.	PUNCT
gujaf-387	20	1	it	it	PRON
gujaf-387	20	2	adopts	adopt	VERB
gujaf-387	20	3	advanced	advanced	ADJ
gujaf-387	20	4	econometric	econometric	ADJ
gujaf-387	20	5	models	model	NOUN
gujaf-387	20	6	over	over	ADP
gujaf-387	20	7	a	a	DET
gujaf-387	20	8	19	19	NUM
gujaf-387	20	9	-	-	PUNCT
gujaf-387	20	10	year	year	NOUN
gujaf-387	20	11	horizon	horizon	NOUN
gujaf-387	20	12	,	,	PUNCT
gujaf-387	20	13	offering	offer	VERB
gujaf-387	20	14	robust	robust	ADJ
gujaf-387	20	15	insights	insight	NOUN
gujaf-387	20	16	that	that	PRON
gujaf-387	20	17	are	be	AUX
gujaf-387	20	18	directly	directly	ADV
gujaf-387	20	19	applicable	applicable	ADJ
gujaf-387	20	20	to	to	ADP
gujaf-387	20	21	policymaking	policymaking	NOUN
gujaf-387	20	22	and	and	CCONJ
gujaf-387	20	23	risk	risk	NOUN
gujaf-387	20	24	governance	governance	NOUN
gujaf-387	20	25	in	in	ADP
gujaf-387	20	26	this	this	DET
gujaf-387	20	27	sector	sector	NOUN
gujaf-387	20	28	.	.	PUNCT
gujaf-387	21	1	the	the	DET
gujaf-387	21	2	hypotheses	hypothesis	NOUN
gujaf-387	21	3	are	be	AUX
gujaf-387	21	4	formulated	formulate	VERB
gujaf-387	21	5	and	and	CCONJ
gujaf-387	21	6	tested	test	VERB
gujaf-387	21	7	in	in	ADP
gujaf-387	21	8	their	their	PRON
gujaf-387	21	9	null	null	ADJ
gujaf-387	21	10	form	form	NOUN
gujaf-387	21	11	.	.	PUNCT
gujaf-387	22	1	h01	h01	NOUN
gujaf-387	22	2	:	:	PUNCT
gujaf-387	22	3	loan	loan	NOUN
gujaf-387	22	4	loss	loss	NOUN
gujaf-387	22	5	reserves	reserve	NOUN
gujaf-387	22	6	have	have	VERB
gujaf-387	22	7	no	no	DET
gujaf-387	22	8	significant	significant	ADJ
gujaf-387	22	9	effect	effect	NOUN
gujaf-387	22	10	on	on	ADP
gujaf-387	22	11	financial	financial	ADJ
gujaf-387	22	12	stability	stability	NOUN
gujaf-387	22	13	of	of	ADP
gujaf-387	22	14	nigerian	nigerian	ADJ
gujaf-387	22	15	microfinance	microfinance	NOUN
gujaf-387	22	16	institutions	institution	NOUN
gujaf-387	22	17	.	.	PUNCT
gujaf-387	23	1	h02	h02	PROPN
gujaf-387	23	2	:	:	PUNCT
gujaf-387	24	1	collateralization	collateralization	PROPN
gujaf-387	24	2	has	have	VERB
gujaf-387	24	3	no	no	DET
gujaf-387	24	4	significant	significant	ADJ
gujaf-387	24	5	effect	effect	NOUN
gujaf-387	24	6	on	on	ADP
gujaf-387	24	7	financial	financial	ADJ
gujaf-387	24	8	stability	stability	NOUN
gujaf-387	24	9	.	.	PUNCT
gujaf-387	25	1	of	of	ADP
gujaf-387	25	2	nigerian	nigerian	ADJ
gujaf-387	25	3	microfinance	microfinance	NOUN
gujaf-387	25	4	institutions	institution	NOUN
gujaf-387	25	5	.	.	PUNCT
gujaf-387	26	1	h03	h03	NOUN
gujaf-387	26	2	:	:	PUNCT
gujaf-387	26	3	credit	credit	NOUN
gujaf-387	26	4	insurance	insurance	NOUN
gujaf-387	26	5	has	have	VERB
gujaf-387	26	6	no	no	DET
gujaf-387	26	7	significant	significant	ADJ
gujaf-387	26	8	effect	effect	NOUN
gujaf-387	26	9	on	on	ADP
gujaf-387	26	10	financial	financial	ADJ
gujaf-387	26	11	stability	stability	NOUN
gujaf-387	26	12	of	of	ADP
gujaf-387	26	13	nigerian	nigerian	ADJ
gujaf-387	26	14	microfinance	microfinance	NOUN
gujaf-387	26	15	institutions	institution	NOUN
gujaf-387	26	16	.	.	PUNCT
gujaf-387	27	1	through	through	ADP
gujaf-387	27	2	these	these	DET
gujaf-387	27	3	focused	focused	ADJ
gujaf-387	27	4	objectives	objective	NOUN
gujaf-387	27	5	,	,	PUNCT
gujaf-387	27	6	the	the	DET
gujaf-387	27	7	study	study	NOUN
gujaf-387	27	8	enhances	enhance	VERB
gujaf-387	27	9	understanding	understanding	NOUN
gujaf-387	27	10	of	of	ADP
gujaf-387	27	11	how	how	SCONJ
gujaf-387	27	12	targeted	targeted	ADJ
gujaf-387	27	13	credit	credit	NOUN
gujaf-387	27	14	risk	risk	NOUN
gujaf-387	27	15	management	management	NOUN
gujaf-387	27	16	tools	tool	NOUN
gujaf-387	27	17	sustain	sustain	VERB
gujaf-387	27	18	microfinance	microfinance	NOUN
gujaf-387	27	19	bank	bank	NOUN
gujaf-387	27	20	resilience	resilience	NOUN
gujaf-387	27	21	.	.	PUNCT
gujaf-387	28	1	2.0	2.0	NUM
gujaf-387	28	2	literature	literature	PROPN
gujaf-387	28	3	review	review	NOUN
gujaf-387	28	4	collateralization	collateralization	NOUN
gujaf-387	28	5	is	be	AUX
gujaf-387	28	6	widely	widely	ADV
gujaf-387	28	7	recognized	recognize	VERB
gujaf-387	28	8	as	as	ADP
gujaf-387	28	9	an	an	DET
gujaf-387	28	10	effective	effective	ADJ
gujaf-387	28	11	mechanism	mechanism	NOUN
gujaf-387	28	12	to	to	PART
gujaf-387	28	13	mitigate	mitigate	VERB
gujaf-387	28	14	default	default	NOUN
gujaf-387	28	15	risk	risk	NOUN
gujaf-387	28	16	by	by	ADP
gujaf-387	28	17	securing	secure	VERB
gujaf-387	28	18	loans	loan	NOUN
gujaf-387	28	19	with	with	ADP
gujaf-387	28	20	borrower	borrower	NOUN
gujaf-387	28	21	assets	asset	NOUN
gujaf-387	28	22	,	,	PUNCT
gujaf-387	28	23	thereby	thereby	ADV
gujaf-387	28	24	aligning	align	VERB
gujaf-387	28	25	incentives	incentive	NOUN
gujaf-387	28	26	and	and	CCONJ
gujaf-387	28	27	reducing	reduce	VERB
gujaf-387	28	28	moral	moral	ADJ
gujaf-387	28	29	hazard	hazard	NOUN
gujaf-387	28	30	(	(	PUNCT
gujaf-387	28	31	berger	berger	PROPN
gujaf-387	28	32	&	&	CCONJ
gujaf-387	28	33	udell	udell	PROPN
gujaf-387	28	34	,	,	PUNCT
gujaf-387	28	35	1990	1990	NUM
gujaf-387	28	36	)	)	PUNCT
gujaf-387	28	37	.	.	PUNCT
gujaf-387	29	1	however	however	ADV
gujaf-387	29	2	,	,	PUNCT
gujaf-387	29	3	its	its	PRON
gujaf-387	29	4	application	application	NOUN
gujaf-387	29	5	in	in	ADP
gujaf-387	29	6	microfinance	microfinance	NOUN
gujaf-387	29	7	often	often	ADV
gujaf-387	29	8	faces	face	VERB
gujaf-387	29	9	challenges	challenge	NOUN
gujaf-387	29	10	related	relate	VERB
gujaf-387	29	11	to	to	ADP
gujaf-387	29	12	asset	asset	NOUN
gujaf-387	29	13	valuation	valuation	NOUN
gujaf-387	29	14	and	and	CCONJ
gujaf-387	29	15	enforceability	enforceability	NOUN
gujaf-387	29	16	in	in	ADP
gujaf-387	29	17	the	the	DET
gujaf-387	29	18	nigerian	nigerian	ADJ
gujaf-387	29	19	context	context	NOUN
gujaf-387	29	20	,	,	PUNCT
gujaf-387	29	21	suggesting	suggest	VERB
gujaf-387	29	22	a	a	DET
gujaf-387	29	23	need	need	NOUN
gujaf-387	29	24	for	for	ADP
gujaf-387	29	25	contextualized	contextualized	ADJ
gujaf-387	29	26	analysis	analysis	NOUN
gujaf-387	29	27	.	.	PUNCT
gujaf-387	30	1	loan	loan	NOUN
gujaf-387	30	2	loss	loss	NOUN
gujaf-387	30	3	reserves	reserve	NOUN
gujaf-387	30	4	,	,	PUNCT
gujaf-387	30	5	reflecting	reflect	VERB
gujaf-387	30	6	prudent	prudent	ADJ
gujaf-387	30	7	provisioning	provisioning	NOUN
gujaf-387	30	8	against	against	ADP
gujaf-387	30	9	anticipated	anticipate	VERB
gujaf-387	30	10	defaults	default	NOUN
gujaf-387	30	11	,	,	PUNCT
gujaf-387	30	12	serve	serve	VERB
gujaf-387	30	13	as	as	ADP
gujaf-387	30	14	a	a	DET
gujaf-387	30	15	vital	vital	ADJ
gujaf-387	30	16	buffer	buffer	NOUN
gujaf-387	30	17	to	to	PART
gujaf-387	30	18	absorb	absorb	VERB
gujaf-387	30	19	shocks	shock	NOUN
gujaf-387	30	20	and	and	CCONJ
gujaf-387	30	21	prevent	prevent	VERB
gujaf-387	30	22	insolvency	insolvency	NOUN
gujaf-387	30	23	(	(	PUNCT
gujaf-387	30	24	financial	financial	ADJ
gujaf-387	30	25	accounting	accounting	NOUN
gujaf-387	30	26	standards	standards	PROPN
gujaf-387	30	27	board	board	NOUN
gujaf-387	30	28	,	,	PUNCT
gujaf-387	30	29	2012	2012	NUM
gujaf-387	30	30	)	)	PUNCT
gujaf-387	30	31	.	.	PUNCT
gujaf-387	31	1	nevertheless	nevertheless	ADV
gujaf-387	31	2	,	,	PUNCT
gujaf-387	31	3	inadequate	inadequate	ADJ
gujaf-387	31	4	reserve	reserve	NOUN
gujaf-387	31	5	levels	level	NOUN
gujaf-387	31	6	have	have	AUX
gujaf-387	31	7	been	be	AUX
gujaf-387	31	8	linked	link	VERB
gujaf-387	31	9	to	to	ADP
gujaf-387	31	10	heightened	heighten	VERB
gujaf-387	31	11	vulnerability	vulnerability	NOUN
gujaf-387	31	12	during	during	ADP
gujaf-387	31	13	economic	economic	ADJ
gujaf-387	31	14	downturns	downturn	NOUN
gujaf-387	31	15	.	.	PUNCT
gujaf-387	32	1	credit	credit	NOUN
gujaf-387	32	2	insurance	insurance	NOUN
gujaf-387	32	3	acts	act	VERB
gujaf-387	32	4	as	as	ADP
gujaf-387	32	5	a	a	DET
gujaf-387	32	6	third	third	ADJ
gujaf-387	32	7	-	-	PUNCT
gujaf-387	32	8	party	party	NOUN
gujaf-387	32	9	guarantee	guarantee	NOUN
gujaf-387	32	10	,	,	PUNCT
gujaf-387	32	11	transferring	transfer	VERB
gujaf-387	32	12	some	some	DET
gujaf-387	32	13	default	default	NOUN
gujaf-387	32	14	risks	risk	NOUN
gujaf-387	32	15	and	and	CCONJ
gujaf-387	32	16	thus	thus	ADV
gujaf-387	32	17	improving	improve	VERB
gujaf-387	32	18	solvency	solvency	NOUN
gujaf-387	32	19	ratios	ratio	NOUN
gujaf-387	32	20	(	(	PUNCT
gujaf-387	32	21	cummins	cummins	PROPN
gujaf-387	32	22	&	&	CCONJ
gujaf-387	32	23	lewis	lewis	PROPN
gujaf-387	32	24	,	,	PUNCT
gujaf-387	32	25	2003	2003	NUM
gujaf-387	32	26	)	)	PUNCT
gujaf-387	32	27	.	.	PUNCT
gujaf-387	33	1	yet	yet	ADV
gujaf-387	33	2	,	,	PUNCT
gujaf-387	33	3	its	its	PRON
gujaf-387	33	4	uptake	uptake	NOUN
gujaf-387	33	5	in	in	ADP
gujaf-387	33	6	nigerian	nigerian	ADJ
gujaf-387	33	7	microfinance	microfinance	NOUN
gujaf-387	33	8	banks	bank	NOUN
gujaf-387	33	9	remains	remain	VERB
gujaf-387	33	10	low	low	ADJ
gujaf-387	33	11	,	,	PUNCT
gujaf-387	33	12	partly	partly	ADV
gujaf-387	33	13	due	due	ADJ
gujaf-387	33	14	to	to	ADP
gujaf-387	33	15	cost	cost	NOUN
gujaf-387	33	16	and	and	CCONJ
gujaf-387	33	17	regulatory	regulatory	ADJ
gujaf-387	33	18	barriers	barrier	NOUN
gujaf-387	33	19	.	.	PUNCT
gujaf-387	34	1	financial	financial	ADJ
gujaf-387	34	2	stability	stability	NOUN
gujaf-387	34	3	and	and	CCONJ
gujaf-387	34	4	capital	capital	NOUN
gujaf-387	34	5	adequacy	adequacy	NOUN
gujaf-387	34	6	financial	financial	ADJ
gujaf-387	34	7	stability	stability	NOUN
gujaf-387	34	8	refers	refer	VERB
gujaf-387	34	9	to	to	ADP
gujaf-387	34	10	a	a	DET
gujaf-387	34	11	bank	bank	NOUN
gujaf-387	34	12	’s	’s	PART
gujaf-387	34	13	ability	ability	NOUN
gujaf-387	34	14	to	to	PART
gujaf-387	34	15	sustain	sustain	VERB
gujaf-387	34	16	operations	operation	NOUN
gujaf-387	34	17	without	without	ADP
gujaf-387	34	18	disruptions	disruption	NOUN
gujaf-387	34	19	,	,	PUNCT
gujaf-387	34	20	maintaining	maintain	VERB
gujaf-387	34	21	confidence	confidence	NOUN
gujaf-387	34	22	among	among	ADP
gujaf-387	34	23	depositors	depositor	NOUN
gujaf-387	34	24	and	and	CCONJ
gujaf-387	34	25	investors	investor	NOUN
gujaf-387	34	26	(	(	PUNCT
gujaf-387	34	27	hannan	hannan	PROPN
gujaf-387	34	28	&	&	CCONJ
gujaf-387	34	29	hanweck	hanweck	PROPN
gujaf-387	34	30	,	,	PUNCT
gujaf-387	34	31	1988	1988	NUM
gujaf-387	34	32	;	;	PUNCT
gujaf-387	34	33	diamond	diamond	NOUN
gujaf-387	34	34	&	&	CCONJ
gujaf-387	34	35	dybvig	dybvig	NOUN
gujaf-387	34	36	,	,	PUNCT
gujaf-387	34	37	1983	1983	NUM
gujaf-387	34	38	)	)	PUNCT
gujaf-387	34	39	.	.	PUNCT
gujaf-387	35	1	the	the	DET
gujaf-387	35	2	capital	capital	NOUN
gujaf-387	35	3	adequacy	adequacy	NOUN
gujaf-387	35	4	ratio	ratio	NOUN
gujaf-387	35	5	(	(	PUNCT
gujaf-387	35	6	car	car	NOUN
gujaf-387	35	7	)	)	PUNCT
gujaf-387	35	8	is	be	AUX
gujaf-387	35	9	a	a	DET
gujaf-387	35	10	widely	widely	ADV
gujaf-387	35	11	accepted	accept	VERB
gujaf-387	35	12	metric	metric	NOUN
gujaf-387	35	13	for	for	ADP
gujaf-387	35	14	financial	financial	ADJ
gujaf-387	35	15	resilience	resilience	NOUN
gujaf-387	35	16	,	,	PUNCT
gujaf-387	35	17	measuring	measure	VERB
gujaf-387	35	18	the	the	DET
gujaf-387	35	19	capital	capital	NOUN
gujaf-387	35	20	buffer	buffer	NOUN
gujaf-387	35	21	relative	relative	ADJ
gujaf-387	35	22	to	to	ADP
gujaf-387	35	23	risk	risk	NOUN
gujaf-387	35	24	-	-	PUNCT
gujaf-387	35	25	weighted	weight	VERB
gujaf-387	35	26	assets	asset	NOUN
gujaf-387	35	27	.	.	PUNCT
gujaf-387	36	1	the	the	DET
gujaf-387	36	2	basel	basel	PROPN
gujaf-387	36	3	committee	committee	PROPN
gujaf-387	36	4	(	(	PUNCT
gujaf-387	36	5	2010	2010	NUM
gujaf-387	36	6	)	)	PUNCT
gujaf-387	36	7	emphasizes	emphasize	VERB
gujaf-387	36	8	car	car	NOUN
gujaf-387	36	9	as	as	ADP
gujaf-387	36	10	a	a	DET
gujaf-387	36	11	regulatory	regulatory	ADJ
gujaf-387	36	12	tool	tool	NOUN
gujaf-387	36	13	to	to	PART
gujaf-387	36	14	safeguard	safeguard	VERB
gujaf-387	36	15	banks	bank	NOUN
gujaf-387	36	16	from	from	ADP
gujaf-387	36	17	credit	credit	NOUN
gujaf-387	36	18	shocks	shock	NOUN
gujaf-387	36	19	.	.	PUNCT
gujaf-387	37	1	despite	despite	SCONJ
gujaf-387	37	2	this	this	PRON
gujaf-387	37	3	,	,	PUNCT
gujaf-387	37	4	microfinance	microfinance	NOUN
gujaf-387	37	5	banks	bank	NOUN
gujaf-387	37	6	often	often	ADV
gujaf-387	37	7	struggle	struggle	VERB
gujaf-387	37	8	to	to	PART
gujaf-387	37	9	maintain	maintain	VERB
gujaf-387	37	10	optimal	optimal	ADJ
gujaf-387	37	11	car	car	NOUN
gujaf-387	37	12	levels	level	NOUN
gujaf-387	37	13	due	due	ADJ
gujaf-387	37	14	to	to	ADP
gujaf-387	37	15	limited	limited	ADJ
gujaf-387	37	16	capital	capital	NOUN
gujaf-387	37	17	and	and	CCONJ
gujaf-387	37	18	risk	risk	NOUN
gujaf-387	37	19	management	management	NOUN
gujaf-387	37	20	capacity	capacity	NOUN
gujaf-387	37	21	.	.	PUNCT
gujaf-387	38	1	gusau	gusau	ADJ
gujaf-387	38	2	journal	journal	PROPN
gujaf-387	38	3	of	of	ADP
gujaf-387	38	4	accounting	accounting	NOUN
gujaf-387	38	5	and	and	CCONJ
gujaf-387	38	6	finance	finance	NOUN
gujaf-387	38	7	,	,	PUNCT
gujaf-387	38	8	vol.6	vol.6	PROPN
gujaf-387	38	9	,	,	PUNCT
gujaf-387	38	10	issue	issue	NOUN
gujaf-387	38	11	1	1	NUM
gujaf-387	38	12	,	,	PUNCT
gujaf-387	38	13	april	april	PROPN
gujaf-387	38	14	,	,	PUNCT
gujaf-387	38	15	2025	2025	NUM
gujaf-387	38	16	322	322	NUM
gujaf-387	38	17	theoretical	theoretical	ADJ
gujaf-387	38	18	framework	framework	NOUN
gujaf-387	38	19	:	:	PUNCT
gujaf-387	38	20	financial	financial	ADJ
gujaf-387	38	21	stability	stability	NOUN
gujaf-387	38	22	theory	theory	NOUN
gujaf-387	38	23	the	the	DET
gujaf-387	38	24	study	study	NOUN
gujaf-387	38	25	is	be	AUX
gujaf-387	38	26	anchored	anchor	VERB
gujaf-387	38	27	in	in	ADP
gujaf-387	38	28	the	the	DET
gujaf-387	38	29	financial	financial	ADJ
gujaf-387	38	30	stability	stability	NOUN
gujaf-387	38	31	theory	theory	NOUN
gujaf-387	38	32	proposed	propose	VERB
gujaf-387	38	33	by	by	ADP
gujaf-387	38	34	kindleberger	kindleberger	NOUN
gujaf-387	38	35	(	(	PUNCT
gujaf-387	38	36	1978	1978	NUM
gujaf-387	38	37	)	)	PUNCT
gujaf-387	38	38	and	and	CCONJ
gujaf-387	38	39	minsky	minsky	NOUN
gujaf-387	38	40	(	(	PUNCT
gujaf-387	38	41	1986	1986	NUM
gujaf-387	38	42	)	)	PUNCT
gujaf-387	38	43	.	.	PUNCT
gujaf-387	39	1	kindleberger	kindleberger	NOUN
gujaf-387	39	2	’s	’s	PART
gujaf-387	39	3	sequence	sequence	NOUN
gujaf-387	39	4	of	of	ADP
gujaf-387	39	5	economic	economic	ADJ
gujaf-387	39	6	shocks	shock	NOUN
gujaf-387	39	7	leading	lead	VERB
gujaf-387	39	8	to	to	ADP
gujaf-387	39	9	crises	crisis	NOUN
gujaf-387	39	10	parallels	parallel	VERB
gujaf-387	39	11	the	the	DET
gujaf-387	39	12	cyclical	cyclical	ADJ
gujaf-387	39	13	vulnerabilities	vulnerability	NOUN
gujaf-387	39	14	observed	observe	VERB
gujaf-387	39	15	in	in	ADP
gujaf-387	39	16	nigerian	nigerian	ADJ
gujaf-387	39	17	microfinance	microfinance	NOUN
gujaf-387	39	18	banks	bank	NOUN
gujaf-387	39	19	.	.	PUNCT
gujaf-387	40	1	minsky	minsky	NOUN
gujaf-387	40	2	’s	’s	PART
gujaf-387	40	3	financial	financial	ADJ
gujaf-387	40	4	instability	instability	NOUN
gujaf-387	40	5	hypothesis	hypothesis	NOUN
gujaf-387	40	6	,	,	PUNCT
gujaf-387	40	7	emphasizing	emphasize	VERB
gujaf-387	40	8	the	the	DET
gujaf-387	40	9	build	build	NOUN
gujaf-387	40	10	-	-	PUNCT
gujaf-387	40	11	up	up	NOUN
gujaf-387	40	12	of	of	ADP
gujaf-387	40	13	risk	risk	NOUN
gujaf-387	40	14	-	-	PUNCT
gujaf-387	40	15	taking	taking	NOUN
gujaf-387	40	16	during	during	ADP
gujaf-387	40	17	stable	stable	ADJ
gujaf-387	40	18	periods	period	NOUN
gujaf-387	40	19	,	,	PUNCT
gujaf-387	40	20	offers	offer	VERB
gujaf-387	40	21	a	a	DET
gujaf-387	40	22	lens	lens	NOUN
gujaf-387	40	23	to	to	PART
gujaf-387	40	24	examine	examine	VERB
gujaf-387	40	25	how	how	SCONJ
gujaf-387	40	26	inadequate	inadequate	ADJ
gujaf-387	40	27	credit	credit	NOUN
gujaf-387	40	28	risk	risk	NOUN
gujaf-387	40	29	controls	control	VERB
gujaf-387	40	30	precipitate	precipitate	NOUN
gujaf-387	40	31	crises	crisis	NOUN
gujaf-387	40	32	.	.	PUNCT
gujaf-387	41	1	applying	apply	VERB
gujaf-387	41	2	this	this	DET
gujaf-387	41	3	theory	theory	NOUN
gujaf-387	41	4	helps	help	VERB
gujaf-387	41	5	frame	frame	VERB
gujaf-387	41	6	the	the	DET
gujaf-387	41	7	investigation	investigation	NOUN
gujaf-387	41	8	of	of	ADP
gujaf-387	41	9	how	how	SCONJ
gujaf-387	41	10	loan	loan	NOUN
gujaf-387	41	11	loss	loss	NOUN
gujaf-387	41	12	reserves	reserve	NOUN
gujaf-387	41	13	,	,	PUNCT
gujaf-387	41	14	collateralization	collateralization	NOUN
gujaf-387	41	15	,	,	PUNCT
gujaf-387	41	16	and	and	CCONJ
gujaf-387	41	17	credit	credit	NOUN
gujaf-387	41	18	insurance	insurance	NOUN
gujaf-387	41	19	function	function	NOUN
gujaf-387	41	20	as	as	ADP
gujaf-387	41	21	stabilizing	stabilize	VERB
gujaf-387	41	22	mechanisms	mechanism	NOUN
gujaf-387	41	23	.	.	PUNCT
gujaf-387	42	1	empirical	empirical	ADJ
gujaf-387	42	2	review	review	NOUN
gujaf-387	42	3	and	and	CCONJ
gujaf-387	42	4	critical	critical	ADJ
gujaf-387	42	5	synthesis	synthesis	NOUN
gujaf-387	42	6	addy	addy	NOUN
gujaf-387	42	7	et	et	PROPN
gujaf-387	42	8	al	al	PROPN
gujaf-387	42	9	.	.	PROPN
gujaf-387	43	1	(	(	PUNCT
gujaf-387	43	2	2025	2025	NUM
gujaf-387	43	3	)	)	PUNCT
gujaf-387	43	4	offer	offer	VERB
gujaf-387	43	5	a	a	DET
gujaf-387	43	6	conceptual	conceptual	ADJ
gujaf-387	43	7	examination	examination	NOUN
gujaf-387	43	8	of	of	ADP
gujaf-387	43	9	predictive	predictive	ADJ
gujaf-387	43	10	analytics	analytic	NOUN
gujaf-387	43	11	in	in	ADP
gujaf-387	43	12	credit	credit	NOUN
gujaf-387	43	13	risk	risk	NOUN
gujaf-387	43	14	management	management	NOUN
gujaf-387	43	15	,	,	PUNCT
gujaf-387	43	16	focusing	focus	VERB
gujaf-387	43	17	primarily	primarily	ADV
gujaf-387	43	18	on	on	ADP
gujaf-387	43	19	digital	digital	ADJ
gujaf-387	43	20	transformation	transformation	NOUN
gujaf-387	43	21	in	in	ADP
gujaf-387	43	22	the	the	DET
gujaf-387	43	23	broader	broad	ADJ
gujaf-387	43	24	banking	banking	NOUN
gujaf-387	43	25	sector	sector	NOUN
gujaf-387	43	26	.	.	PUNCT
gujaf-387	44	1	while	while	SCONJ
gujaf-387	44	2	their	their	PRON
gujaf-387	44	3	work	work	NOUN
gujaf-387	44	4	is	be	AUX
gujaf-387	44	5	forward	forward	ADV
gujaf-387	44	6	-	-	PUNCT
gujaf-387	44	7	looking	look	VERB
gujaf-387	44	8	,	,	PUNCT
gujaf-387	44	9	it	it	PRON
gujaf-387	44	10	is	be	AUX
gujaf-387	44	11	largely	largely	ADV
gujaf-387	44	12	qualitative	qualitative	ADJ
gujaf-387	44	13	and	and	CCONJ
gujaf-387	44	14	lacks	lack	VERB
gujaf-387	44	15	empirical	empirical	ADJ
gujaf-387	44	16	grounding	grounding	NOUN
gujaf-387	44	17	,	,	PUNCT
gujaf-387	44	18	making	make	VERB
gujaf-387	44	19	it	it	PRON
gujaf-387	44	20	difficult	difficult	ADJ
gujaf-387	44	21	to	to	PART
gujaf-387	44	22	generalize	generalize	VERB
gujaf-387	44	23	to	to	ADP
gujaf-387	44	24	the	the	DET
gujaf-387	44	25	operational	operational	ADJ
gujaf-387	44	26	realities	reality	NOUN
gujaf-387	44	27	of	of	ADP
gujaf-387	44	28	nigerian	nigerian	ADJ
gujaf-387	44	29	microfinance	microfinance	NOUN
gujaf-387	44	30	banks	bank	NOUN
gujaf-387	44	31	.	.	PUNCT
gujaf-387	45	1	temesgen	temesgen	NOUN
gujaf-387	45	2	(	(	PUNCT
gujaf-387	45	3	2023	2023	NUM
gujaf-387	45	4	)	)	PUNCT
gujaf-387	45	5	,	,	PUNCT
gujaf-387	45	6	through	through	ADP
gujaf-387	45	7	a	a	DET
gujaf-387	45	8	case	case	NOUN
gujaf-387	45	9	study	study	NOUN
gujaf-387	45	10	of	of	ADP
gujaf-387	45	11	awash	awash	PROPN
gujaf-387	45	12	bank	bank	PROPN
gujaf-387	45	13	in	in	ADP
gujaf-387	45	14	ethiopia	ethiopia	PROPN
gujaf-387	45	15	,	,	PUNCT
gujaf-387	45	16	presents	present	VERB
gujaf-387	45	17	useful	useful	ADJ
gujaf-387	45	18	insights	insight	NOUN
gujaf-387	45	19	into	into	ADP
gujaf-387	45	20	internal	internal	ADJ
gujaf-387	45	21	credit	credit	NOUN
gujaf-387	45	22	risk	risk	NOUN
gujaf-387	45	23	controls	control	NOUN
gujaf-387	45	24	within	within	ADP
gujaf-387	45	25	a	a	DET
gujaf-387	45	26	mixed	mixed	ADJ
gujaf-387	45	27	-	-	PUNCT
gujaf-387	45	28	methods	method	NOUN
gujaf-387	45	29	framework	framework	NOUN
gujaf-387	45	30	.	.	PUNCT
gujaf-387	46	1	however	however	ADV
gujaf-387	46	2	,	,	PUNCT
gujaf-387	46	3	the	the	DET
gujaf-387	46	4	institutional	institutional	ADJ
gujaf-387	46	5	and	and	CCONJ
gujaf-387	46	6	regulatory	regulatory	ADJ
gujaf-387	46	7	context	context	NOUN
gujaf-387	46	8	in	in	ADP
gujaf-387	46	9	ethiopia	ethiopia	PROPN
gujaf-387	46	10	differs	differ	VERB
gujaf-387	46	11	substantially	substantially	ADV
gujaf-387	46	12	from	from	ADP
gujaf-387	46	13	nigeria	nigeria	PROPN
gujaf-387	46	14	’s	’s	PART
gujaf-387	46	15	microfinance	microfinance	NOUN
gujaf-387	46	16	landscape	landscape	NOUN
gujaf-387	46	17	,	,	PUNCT
gujaf-387	46	18	limiting	limit	VERB
gujaf-387	46	19	the	the	DET
gujaf-387	46	20	study	study	NOUN
gujaf-387	46	21	's	's	PART
gujaf-387	46	22	direct	direct	ADJ
gujaf-387	46	23	applicability	applicability	NOUN
gujaf-387	46	24	.	.	PUNCT
gujaf-387	47	1	aliyu	aliyu	NOUN
gujaf-387	47	2	(	(	PUNCT
gujaf-387	47	3	2023	2023	NUM
gujaf-387	47	4	)	)	PUNCT
gujaf-387	47	5	and	and	CCONJ
gujaf-387	47	6	akosile	akosile	NOUN
gujaf-387	47	7	et	et	PROPN
gujaf-387	47	8	al	al	PROPN
gujaf-387	47	9	.	.	PROPN
gujaf-387	47	10	(	(	PUNCT
gujaf-387	47	11	2023	2023	NUM
gujaf-387	47	12	)	)	PUNCT
gujaf-387	47	13	use	use	VERB
gujaf-387	47	14	quantitative	quantitative	ADJ
gujaf-387	47	15	techniques	technique	NOUN
gujaf-387	47	16	to	to	PART
gujaf-387	47	17	investigate	investigate	VERB
gujaf-387	47	18	the	the	DET
gujaf-387	47	19	relationship	relationship	NOUN
gujaf-387	47	20	between	between	ADP
gujaf-387	47	21	credit	credit	NOUN
gujaf-387	47	22	risk	risk	NOUN
gujaf-387	47	23	management	management	NOUN
gujaf-387	47	24	and	and	CCONJ
gujaf-387	47	25	financial	financial	ADJ
gujaf-387	47	26	performance	performance	NOUN
gujaf-387	47	27	in	in	ADP
gujaf-387	47	28	nigerian	nigerian	ADJ
gujaf-387	47	29	deposit	deposit	NOUN
gujaf-387	47	30	money	money	NOUN
gujaf-387	47	31	banks	bank	NOUN
gujaf-387	47	32	.	.	PUNCT
gujaf-387	48	1	although	although	SCONJ
gujaf-387	48	2	their	their	PRON
gujaf-387	48	3	findings	finding	NOUN
gujaf-387	48	4	confirm	confirm	VERB
gujaf-387	48	5	a	a	DET
gujaf-387	48	6	significant	significant	ADJ
gujaf-387	48	7	short	short	ADJ
gujaf-387	48	8	-	-	PUNCT
gujaf-387	48	9	term	term	NOUN
gujaf-387	48	10	relationship	relationship	NOUN
gujaf-387	48	11	,	,	PUNCT
gujaf-387	48	12	these	these	DET
gujaf-387	48	13	studies	study	NOUN
gujaf-387	48	14	focus	focus	VERB
gujaf-387	48	15	on	on	ADP
gujaf-387	48	16	profitability	profitability	NOUN
gujaf-387	48	17	metrics	metric	NOUN
gujaf-387	48	18	and	and	CCONJ
gujaf-387	48	19	do	do	AUX
gujaf-387	48	20	not	not	PART
gujaf-387	48	21	address	address	VERB
gujaf-387	48	22	capital	capital	NOUN
gujaf-387	48	23	adequacy	adequacy	NOUN
gujaf-387	48	24	or	or	CCONJ
gujaf-387	48	25	long	long	ADJ
gujaf-387	48	26	-	-	PUNCT
gujaf-387	48	27	term	term	NOUN
gujaf-387	48	28	financial	financial	ADJ
gujaf-387	48	29	stability	stability	NOUN
gujaf-387	48	30	,	,	PUNCT
gujaf-387	48	31	especially	especially	ADV
gujaf-387	48	32	within	within	ADP
gujaf-387	48	33	the	the	DET
gujaf-387	48	34	microfinance	microfinance	NOUN
gujaf-387	48	35	subsector	subsector	NOUN
gujaf-387	48	36	.	.	PUNCT
gujaf-387	49	1	these	these	DET
gujaf-387	49	2	gaps	gap	NOUN
gujaf-387	49	3	reveal	reveal	VERB
gujaf-387	49	4	three	three	NUM
gujaf-387	49	5	critical	critical	ADJ
gujaf-387	49	6	shortcomings	shortcoming	NOUN
gujaf-387	49	7	in	in	ADP
gujaf-387	49	8	the	the	DET
gujaf-387	49	9	existing	exist	VERB
gujaf-387	49	10	literature	literature	NOUN
gujaf-387	49	11	.	.	PUNCT
gujaf-387	50	1	first	first	ADV
gujaf-387	50	2	,	,	PUNCT
gujaf-387	50	3	few	few	ADJ
gujaf-387	50	4	studies	study	NOUN
gujaf-387	50	5	isolate	isolate	VERB
gujaf-387	50	6	the	the	DET
gujaf-387	50	7	individual	individual	ADJ
gujaf-387	50	8	effects	effect	NOUN
gujaf-387	50	9	of	of	ADP
gujaf-387	50	10	key	key	ADJ
gujaf-387	50	11	credit	credit	NOUN
gujaf-387	50	12	risk	risk	NOUN
gujaf-387	50	13	management	management	NOUN
gujaf-387	50	14	tools	tool	NOUN
gujaf-387	50	15	such	such	ADJ
gujaf-387	50	16	as	as	ADP
gujaf-387	50	17	loan	loan	NOUN
gujaf-387	50	18	loss	loss	NOUN
gujaf-387	50	19	reserves	reserve	NOUN
gujaf-387	50	20	,	,	PUNCT
gujaf-387	50	21	collateralization	collateralization	NOUN
gujaf-387	50	22	,	,	PUNCT
gujaf-387	50	23	and	and	CCONJ
gujaf-387	50	24	credit	credit	NOUN
gujaf-387	50	25	insurance	insurance	NOUN
gujaf-387	50	26	on	on	ADP
gujaf-387	50	27	institutional	institutional	ADJ
gujaf-387	50	28	resilience	resilience	NOUN
gujaf-387	50	29	.	.	PUNCT
gujaf-387	51	1	second	second	ADJ
gujaf-387	51	2	,	,	PUNCT
gujaf-387	51	3	prior	prior	ADJ
gujaf-387	51	4	research	research	NOUN
gujaf-387	51	5	often	often	ADV
gujaf-387	51	6	fails	fail	VERB
gujaf-387	51	7	to	to	PART
gujaf-387	51	8	employ	employ	VERB
gujaf-387	51	9	advanced	advanced	ADJ
gujaf-387	51	10	econometric	econometric	ADJ
gujaf-387	51	11	methods	method	NOUN
gujaf-387	51	12	like	like	ADP
gujaf-387	51	13	cointegration	cointegration	NOUN
gujaf-387	51	14	and	and	CCONJ
gujaf-387	51	15	vector	vector	NOUN
gujaf-387	51	16	error	error	NOUN
gujaf-387	51	17	correction	correction	NOUN
gujaf-387	51	18	models	model	NOUN
gujaf-387	51	19	(	(	PUNCT
gujaf-387	51	20	vecm	vecm	NOUN
gujaf-387	51	21	)	)	PUNCT
gujaf-387	51	22	,	,	PUNCT
gujaf-387	51	23	which	which	PRON
gujaf-387	51	24	are	be	AUX
gujaf-387	51	25	essential	essential	ADJ
gujaf-387	51	26	for	for	ADP
gujaf-387	51	27	capturing	capture	VERB
gujaf-387	51	28	both	both	DET
gujaf-387	51	29	short	short	ADJ
gujaf-387	51	30	-	-	PUNCT
gujaf-387	51	31	run	run	NOUN
gujaf-387	51	32	fluctuations	fluctuation	NOUN
gujaf-387	51	33	and	and	CCONJ
gujaf-387	51	34	long	long	ADV
gujaf-387	51	35	-	-	PUNCT
gujaf-387	51	36	run	run	VERB
gujaf-387	51	37	equilibrium	equilibrium	NOUN
gujaf-387	51	38	relationships	relationship	NOUN
gujaf-387	51	39	.	.	PUNCT
gujaf-387	52	1	third	third	ADJ
gujaf-387	52	2	,	,	PUNCT
gujaf-387	52	3	the	the	DET
gujaf-387	52	4	specific	specific	ADJ
gujaf-387	52	5	focus	focus	NOUN
gujaf-387	52	6	on	on	ADP
gujaf-387	52	7	capital	capital	NOUN
gujaf-387	52	8	adequacy	adequacy	NOUN
gujaf-387	52	9	as	as	ADP
gujaf-387	52	10	a	a	DET
gujaf-387	52	11	proxy	proxy	NOUN
gujaf-387	52	12	for	for	ADP
gujaf-387	52	13	financial	financial	ADJ
gujaf-387	52	14	stability	stability	NOUN
gujaf-387	52	15	in	in	ADP
gujaf-387	52	16	microfinance	microfinance	NOUN
gujaf-387	52	17	institutions	institution	NOUN
gujaf-387	52	18	remains	remain	VERB
gujaf-387	52	19	underexplored	underexplored	ADJ
gujaf-387	52	20	,	,	PUNCT
gujaf-387	52	21	despite	despite	SCONJ
gujaf-387	52	22	its	its	PRON
gujaf-387	52	23	regulatory	regulatory	ADJ
gujaf-387	52	24	significance	significance	NOUN
gujaf-387	52	25	.	.	PUNCT
gujaf-387	53	1	this	this	DET
gujaf-387	53	2	study	study	NOUN
gujaf-387	53	3	addresses	address	VERB
gujaf-387	53	4	these	these	DET
gujaf-387	53	5	limitations	limitation	NOUN
gujaf-387	53	6	by	by	ADP
gujaf-387	53	7	empirically	empirically	ADV
gujaf-387	53	8	assessing	assess	VERB
gujaf-387	53	9	the	the	DET
gujaf-387	53	10	long	long	ADJ
gujaf-387	53	11	and	and	CCONJ
gujaf-387	53	12	short	short	ADJ
gujaf-387	53	13	-	-	PUNCT
gujaf-387	53	14	term	term	NOUN
gujaf-387	53	15	effects	effect	NOUN
gujaf-387	53	16	of	of	ADP
gujaf-387	53	17	targeted	target	VERB
gujaf-387	53	18	credit	credit	NOUN
gujaf-387	53	19	risk	risk	NOUN
gujaf-387	53	20	management	management	NOUN
gujaf-387	53	21	practices	practice	NOUN
gujaf-387	53	22	on	on	ADP
gujaf-387	53	23	capital	capital	NOUN
gujaf-387	53	24	adequacy	adequacy	NOUN
gujaf-387	53	25	in	in	ADP
gujaf-387	53	26	nigerian	nigerian	ADJ
gujaf-387	53	27	microfinance	microfinance	NOUN
gujaf-387	53	28	banks	bank	NOUN
gujaf-387	53	29	using	use	VERB
gujaf-387	53	30	a	a	DET
gujaf-387	53	31	19	19	NUM
gujaf-387	53	32	-	-	PUNCT
gujaf-387	53	33	year	year	NOUN
gujaf-387	53	34	dataset	dataset	NOUN
gujaf-387	53	35	and	and	CCONJ
gujaf-387	53	36	robust	robust	ADJ
gujaf-387	53	37	time	time	NOUN
gujaf-387	53	38	-	-	PUNCT
gujaf-387	53	39	series	series	NOUN
gujaf-387	53	40	techniques	technique	NOUN
gujaf-387	53	41	.	.	PUNCT
gujaf-387	54	1	in	in	ADP
gujaf-387	54	2	doing	do	VERB
gujaf-387	54	3	so	so	ADV
gujaf-387	54	4	,	,	PUNCT
gujaf-387	54	5	it	it	PRON
gujaf-387	54	6	offers	offer	VERB
gujaf-387	54	7	a	a	DET
gujaf-387	54	8	more	more	ADV
gujaf-387	54	9	nuanced	nuanced	ADJ
gujaf-387	54	10	and	and	CCONJ
gujaf-387	54	11	policy	policy	NOUN
gujaf-387	54	12	relevant	relevant	ADJ
gujaf-387	54	13	understanding	understanding	NOUN
gujaf-387	54	14	of	of	ADP
gujaf-387	54	15	how	how	SCONJ
gujaf-387	54	16	risk	risk	NOUN
gujaf-387	54	17	management	management	NOUN
gujaf-387	54	18	practices	practice	NOUN
gujaf-387	54	19	can	can	AUX
gujaf-387	54	20	be	be	AUX
gujaf-387	54	21	optimized	optimize	VERB
gujaf-387	54	22	to	to	PART
gujaf-387	54	23	support	support	VERB
gujaf-387	54	24	financial	financial	ADJ
gujaf-387	54	25	stability	stability	NOUN
gujaf-387	54	26	in	in	ADP
gujaf-387	54	27	the	the	DET
gujaf-387	54	28	sector	sector	NOUN
gujaf-387	54	29	.	.	PUNCT
gujaf-387	55	1	3.0	3.0	NUM
gujaf-387	55	2	methodology	methodology	NOUN
gujaf-387	55	3	this	this	DET
gujaf-387	55	4	study	study	NOUN
gujaf-387	55	5	utilized	utilize	VERB
gujaf-387	55	6	secondary	secondary	ADJ
gujaf-387	55	7	annual	annual	ADJ
gujaf-387	55	8	data	datum	NOUN
gujaf-387	55	9	spanning	span	VERB
gujaf-387	55	10	from	from	ADP
gujaf-387	55	11	2005	2005	NUM
gujaf-387	55	12	to	to	ADP
gujaf-387	55	13	2023	2023	NUM
gujaf-387	55	14	,	,	PUNCT
gujaf-387	55	15	sourced	source	VERB
gujaf-387	55	16	from	from	ADP
gujaf-387	55	17	the	the	DET
gujaf-387	55	18	nigerian	nigerian	ADJ
gujaf-387	55	19	deposit	deposit	NOUN
gujaf-387	55	20	insurance	insurance	NOUN
gujaf-387	55	21	corporation	corporation	NOUN
gujaf-387	55	22	,	,	PUNCT
gujaf-387	55	23	the	the	DET
gujaf-387	55	24	national	national	PROPN
gujaf-387	55	25	bureau	bureau	PROPN
gujaf-387	55	26	of	of	ADP
gujaf-387	55	27	statistics	statistic	NOUN
gujaf-387	55	28	,	,	PUNCT
gujaf-387	55	29	and	and	CCONJ
gujaf-387	55	30	the	the	DET
gujaf-387	55	31	central	central	ADJ
gujaf-387	55	32	bank	bank	PROPN
gujaf-387	55	33	of	of	ADP
gujaf-387	55	34	nigeria	nigeria	PROPN
gujaf-387	55	35	.	.	PUNCT
gujaf-387	56	1	the	the	DET
gujaf-387	56	2	analysis	analysis	NOUN
gujaf-387	56	3	focused	focus	VERB
gujaf-387	56	4	on	on	ADP
gujaf-387	56	5	key	key	ADJ
gujaf-387	56	6	variables	variable	NOUN
gujaf-387	56	7	relevant	relevant	ADJ
gujaf-387	56	8	to	to	ADP
gujaf-387	56	9	credit	credit	NOUN
gujaf-387	56	10	risk	risk	NOUN
gujaf-387	56	11	management	management	NOUN
gujaf-387	56	12	and	and	CCONJ
gujaf-387	56	13	capital	capital	NOUN
gujaf-387	56	14	adequacy	adequacy	NOUN
gujaf-387	56	15	in	in	ADP
gujaf-387	56	16	nigerian	nigerian	ADJ
gujaf-387	56	17	microfinance	microfinance	NOUN
gujaf-387	56	18	banks	bank	NOUN
gujaf-387	56	19	.	.	PUNCT
gujaf-387	57	1	specifically	specifically	ADV
gujaf-387	57	2	,	,	PUNCT
gujaf-387	57	3	the	the	DET
gujaf-387	57	4	dependent	dependent	ADJ
gujaf-387	57	5	variable	variable	NOUN
gujaf-387	57	6	was	be	AUX
gujaf-387	57	7	the	the	DET
gujaf-387	57	8	capital	capital	NOUN
gujaf-387	57	9	adequacy	adequacy	NOUN
gujaf-387	57	10	ratio	ratio	NOUN
gujaf-387	57	11	(	(	PUNCT
gujaf-387	57	12	car	car	NOUN
gujaf-387	57	13	)	)	PUNCT
gujaf-387	57	14	,	,	PUNCT
gujaf-387	57	15	which	which	PRON
gujaf-387	57	16	measures	measure	VERB
gujaf-387	57	17	the	the	DET
gujaf-387	57	18	bank	bank	NOUN
gujaf-387	57	19	's	's	PART
gujaf-387	57	20	capital	capital	NOUN
gujaf-387	57	21	relative	relative	ADJ
gujaf-387	57	22	to	to	ADP
gujaf-387	57	23	its	its	PRON
gujaf-387	57	24	risk	risk	NOUN
gujaf-387	57	25	-	-	PUNCT
gujaf-387	57	26	weighted	weight	VERB
gujaf-387	57	27	assets	asset	NOUN
gujaf-387	57	28	,	,	PUNCT
gujaf-387	57	29	serving	serve	VERB
gujaf-387	57	30	as	as	ADP
gujaf-387	57	31	an	an	DET
gujaf-387	57	32	indicator	indicator	NOUN
gujaf-387	57	33	of	of	ADP
gujaf-387	57	34	financial	financial	ADJ
gujaf-387	57	35	resilience	resilience	NOUN
gujaf-387	57	36	.	.	PUNCT
gujaf-387	58	1	the	the	DET
gujaf-387	58	2	independent	independent	ADJ
gujaf-387	58	3	variables	variable	NOUN
gujaf-387	58	4	were	be	AUX
gujaf-387	58	5	loan	loan	NOUN
gujaf-387	58	6	loss	loss	NOUN
gujaf-387	58	7	reserves	reserve	NOUN
gujaf-387	58	8	(	(	PUNCT
gujaf-387	58	9	llr	llr	NOUN
gujaf-387	58	10	)	)	PUNCT
gujaf-387	58	11	,	,	PUNCT
gujaf-387	58	12	representing	represent	VERB
gujaf-387	58	13	provisions	provision	NOUN
gujaf-387	58	14	set	set	VERB
gujaf-387	58	15	aside	aside	ADV
gujaf-387	58	16	to	to	PART
gujaf-387	58	17	cover	cover	VERB
gujaf-387	58	18	potential	potential	ADJ
gujaf-387	58	19	loan	loan	NOUN
gujaf-387	58	20	losses	loss	NOUN
gujaf-387	58	21	;	;	PUNCT
gujaf-387	58	22	collateralization	collateralization	NOUN
gujaf-387	58	23	(	(	PUNCT
gujaf-387	58	24	col	col	NOUN
gujaf-387	58	25	)	)	PUNCT
gujaf-387	58	26	,	,	PUNCT
gujaf-387	58	27	the	the	DET
gujaf-387	58	28	extent	extent	NOUN
gujaf-387	58	29	to	to	PART
gujaf-387	58	30	which	which	PRON
gujaf-387	58	31	loans	loan	NOUN
gujaf-387	58	32	are	be	AUX
gujaf-387	58	33	secured	secure	VERB
gujaf-387	58	34	by	by	ADP
gujaf-387	58	35	assets	asset	NOUN
gujaf-387	58	36	;	;	PUNCT
gujaf-387	58	37	and	and	CCONJ
gujaf-387	58	38	credit	credit	NOUN
gujaf-387	58	39	insurance	insurance	NOUN
gujaf-387	58	40	(	(	PUNCT
gujaf-387	58	41	ci	ci	NOUN
gujaf-387	58	42	)	)	PUNCT
gujaf-387	58	43	,	,	PUNCT
gujaf-387	58	44	indicating	indicate	VERB
gujaf-387	58	45	the	the	DET
gujaf-387	58	46	degree	degree	NOUN
gujaf-387	58	47	of	of	ADP
gujaf-387	58	48	insurance	insurance	NOUN
gujaf-387	58	49	coverage	coverage	NOUN
gujaf-387	58	50	against	against	ADP
gujaf-387	58	51	credit	credit	NOUN
gujaf-387	58	52	defaults	default	NOUN
gujaf-387	58	53	within	within	ADP
gujaf-387	58	54	the	the	DET
gujaf-387	58	55	microfinance	microfinance	NOUN
gujaf-387	58	56	sector	sector	NOUN
gujaf-387	58	57	.	.	PUNCT
gujaf-387	59	1	gusau	gusau	PROPN
gujaf-387	59	2	journal	journal	PROPN
gujaf-387	59	3	of	of	ADP
gujaf-387	59	4	accounting	accounting	NOUN
gujaf-387	59	5	and	and	CCONJ
gujaf-387	59	6	finance	finance	NOUN
gujaf-387	59	7	,	,	PUNCT
gujaf-387	59	8	vol.6	vol.6	PROPN
gujaf-387	59	9	,	,	PUNCT
gujaf-387	59	10	issue	issue	NOUN
gujaf-387	59	11	1	1	NUM
gujaf-387	59	12	,	,	PUNCT
gujaf-387	59	13	april	april	PROPN
gujaf-387	59	14	,	,	PUNCT
gujaf-387	59	15	2025	2025	NUM
gujaf-387	59	16	323	323	NUM
gujaf-387	59	17	prior	prior	ADV
gujaf-387	59	18	to	to	ADP
gujaf-387	59	19	empirical	empirical	ADJ
gujaf-387	59	20	modeling	modeling	NOUN
gujaf-387	59	21	,	,	PUNCT
gujaf-387	59	22	we	we	PRON
gujaf-387	59	23	conducted	conduct	VERB
gujaf-387	59	24	stationarity	stationarity	NOUN
gujaf-387	59	25	tests	test	NOUN
gujaf-387	59	26	to	to	PART
gujaf-387	59	27	assess	assess	VERB
gujaf-387	59	28	the	the	DET
gujaf-387	59	29	time	time	NOUN
gujaf-387	59	30	series	series	NOUN
gujaf-387	59	31	properties	property	NOUN
gujaf-387	59	32	of	of	ADP
gujaf-387	59	33	the	the	DET
gujaf-387	59	34	data	datum	NOUN
gujaf-387	59	35	using	use	VERB
gujaf-387	59	36	the	the	DET
gujaf-387	59	37	augmented	augment	VERB
gujaf-387	59	38	dickey	dickey	NOUN
gujaf-387	59	39	-	-	PUNCT
gujaf-387	59	40	fuller	full	ADJ
gujaf-387	59	41	(	(	PUNCT
gujaf-387	59	42	adf	adf	NOUN
gujaf-387	59	43	)	)	PUNCT
gujaf-387	59	44	test	test	NOUN
gujaf-387	59	45	.	.	PUNCT
gujaf-387	60	1	results	result	NOUN
gujaf-387	60	2	from	from	ADP
gujaf-387	60	3	these	these	DET
gujaf-387	60	4	tests	test	NOUN
gujaf-387	60	5	showed	show	VERB
gujaf-387	60	6	that	that	SCONJ
gujaf-387	60	7	all	all	DET
gujaf-387	60	8	variables	variable	NOUN
gujaf-387	60	9	were	be	AUX
gujaf-387	60	10	non	non	ADJ
gujaf-387	60	11	-	-	ADJ
gujaf-387	60	12	stationary	stationary	ADJ
gujaf-387	60	13	at	at	ADP
gujaf-387	60	14	levels	level	NOUN
gujaf-387	60	15	but	but	CCONJ
gujaf-387	60	16	became	become	VERB
gujaf-387	60	17	stationary	stationary	ADJ
gujaf-387	60	18	after	after	ADP
gujaf-387	60	19	first	first	ADJ
gujaf-387	60	20	differencing	differencing	NOUN
gujaf-387	60	21	,	,	PUNCT
gujaf-387	60	22	indicating	indicate	VERB
gujaf-387	60	23	that	that	SCONJ
gujaf-387	60	24	they	they	PRON
gujaf-387	60	25	are	be	AUX
gujaf-387	60	26	integrated	integrate	VERB
gujaf-387	60	27	of	of	ADP
gujaf-387	60	28	order	order	NOUN
gujaf-387	60	29	one	one	NUM
gujaf-387	60	30	,	,	PUNCT
gujaf-387	60	31	i(1	i(1	PROPN
gujaf-387	60	32	)	)	PUNCT
gujaf-387	60	33	.	.	PUNCT
gujaf-387	61	1	this	this	PRON
gujaf-387	61	2	justified	justify	VERB
gujaf-387	61	3	the	the	DET
gujaf-387	61	4	use	use	NOUN
gujaf-387	61	5	of	of	ADP
gujaf-387	61	6	cointegration	cointegration	NOUN
gujaf-387	61	7	analysis	analysis	NOUN
gujaf-387	61	8	to	to	PART
gujaf-387	61	9	explore	explore	VERB
gujaf-387	61	10	whether	whether	SCONJ
gujaf-387	61	11	a	a	DET
gujaf-387	61	12	long	long	ADV
gujaf-387	61	13	-	-	PUNCT
gujaf-387	61	14	run	run	VERB
gujaf-387	61	15	equilibrium	equilibrium	NOUN
gujaf-387	61	16	relationship	relationship	NOUN
gujaf-387	61	17	exists	exist	VERB
gujaf-387	61	18	among	among	ADP
gujaf-387	61	19	the	the	DET
gujaf-387	61	20	variables	variable	NOUN
gujaf-387	61	21	despite	despite	SCONJ
gujaf-387	61	22	their	their	PRON
gujaf-387	61	23	individual	individual	ADJ
gujaf-387	61	24	non	non	NOUN
gujaf-387	61	25	-	-	NOUN
gujaf-387	61	26	stationarity	stationarity	NOUN
gujaf-387	61	27	.	.	PUNCT
gujaf-387	61	28	to	to	PART
gujaf-387	61	29	examine	examine	VERB
gujaf-387	61	30	such	such	ADJ
gujaf-387	61	31	long	long	ADJ
gujaf-387	61	32	-	-	PUNCT
gujaf-387	61	33	run	run	NOUN
gujaf-387	61	34	relationships	relationship	NOUN
gujaf-387	61	35	,	,	PUNCT
gujaf-387	61	36	the	the	DET
gujaf-387	61	37	johansen	johansen	PROPN
gujaf-387	61	38	cointegration	cointegration	PROPN
gujaf-387	61	39	test	test	NOUN
gujaf-387	61	40	was	be	AUX
gujaf-387	61	41	employed	employ	VERB
gujaf-387	61	42	.	.	PUNCT
gujaf-387	62	1	the	the	DET
gujaf-387	62	2	test	test	NOUN
gujaf-387	62	3	confirmed	confirm	VERB
gujaf-387	62	4	the	the	DET
gujaf-387	62	5	presence	presence	NOUN
gujaf-387	62	6	of	of	ADP
gujaf-387	62	7	at	at	ADV
gujaf-387	62	8	least	least	ADV
gujaf-387	62	9	one	one	NUM
gujaf-387	62	10	cointegrating	cointegrate	VERB
gujaf-387	62	11	vector	vector	NOUN
gujaf-387	62	12	,	,	PUNCT
gujaf-387	62	13	implying	imply	VERB
gujaf-387	62	14	that	that	SCONJ
gujaf-387	62	15	the	the	DET
gujaf-387	62	16	variables	variable	NOUN
gujaf-387	62	17	move	move	VERB
gujaf-387	62	18	together	together	ADV
gujaf-387	62	19	in	in	ADP
gujaf-387	62	20	the	the	DET
gujaf-387	62	21	long	long	ADJ
gujaf-387	62	22	term	term	NOUN
gujaf-387	62	23	,	,	PUNCT
gujaf-387	62	24	maintaining	maintain	VERB
gujaf-387	62	25	a	a	DET
gujaf-387	62	26	stable	stable	ADJ
gujaf-387	62	27	relationship	relationship	NOUN
gujaf-387	62	28	.	.	PUNCT
gujaf-387	63	1	this	this	DET
gujaf-387	63	2	finding	finding	NOUN
gujaf-387	63	3	warranted	warrant	VERB
gujaf-387	63	4	the	the	DET
gujaf-387	63	5	use	use	NOUN
gujaf-387	63	6	of	of	ADP
gujaf-387	63	7	a	a	DET
gujaf-387	63	8	vector	vector	NOUN
gujaf-387	63	9	error	error	NOUN
gujaf-387	63	10	correction	correction	NOUN
gujaf-387	63	11	model	model	NOUN
gujaf-387	63	12	(	(	PUNCT
gujaf-387	63	13	vecm	vecm	NOUN
gujaf-387	63	14	)	)	PUNCT
gujaf-387	63	15	,	,	PUNCT
gujaf-387	63	16	which	which	PRON
gujaf-387	63	17	allows	allow	VERB
gujaf-387	63	18	for	for	ADP
gujaf-387	63	19	the	the	DET
gujaf-387	63	20	simultaneous	simultaneous	ADJ
gujaf-387	63	21	modeling	modeling	NOUN
gujaf-387	63	22	of	of	ADP
gujaf-387	63	23	shortterm	shortterm	PROPN
gujaf-387	63	24	dynamics	dynamic	NOUN
gujaf-387	63	25	and	and	CCONJ
gujaf-387	63	26	long	long	ADJ
gujaf-387	63	27	-	-	PUNCT
gujaf-387	63	28	term	term	NOUN
gujaf-387	63	29	equilibrium	equilibrium	NOUN
gujaf-387	63	30	adjustments	adjustment	NOUN
gujaf-387	63	31	.	.	PUNCT
gujaf-387	64	1	the	the	DET
gujaf-387	64	2	baseline	baseline	PROPN
gujaf-387	64	3	econometric	econometric	ADJ
gujaf-387	64	4	model	model	NOUN
gujaf-387	64	5	specified	specify	VERB
gujaf-387	64	6	the	the	DET
gujaf-387	64	7	capital	capital	NOUN
gujaf-387	64	8	adequacy	adequacy	NOUN
gujaf-387	64	9	ratio	ratio	NOUN
gujaf-387	64	10	as	as	ADP
gujaf-387	64	11	a	a	DET
gujaf-387	64	12	function	function	NOUN
gujaf-387	64	13	of	of	ADP
gujaf-387	64	14	collateralization	collateralization	NOUN
gujaf-387	64	15	,	,	PUNCT
gujaf-387	64	16	loan	loan	NOUN
gujaf-387	64	17	loss	loss	NOUN
gujaf-387	64	18	reserves	reserve	NOUN
gujaf-387	64	19	,	,	PUNCT
gujaf-387	64	20	and	and	CCONJ
gujaf-387	64	21	credit	credit	NOUN
gujaf-387	64	22	insurance	insurance	NOUN
gujaf-387	64	23	.	.	PUNCT
gujaf-387	65	1	formally	formally	ADV
gujaf-387	65	2	,	,	PUNCT
gujaf-387	65	3	this	this	DET
gujaf-387	65	4	relationship	relationship	NOUN
gujaf-387	65	5	is	be	AUX
gujaf-387	65	6	expressed	express	VERB
gujaf-387	65	7	as	as	ADP
gujaf-387	65	8	:	:	PUNCT
gujaf-387	65	9	𝐶𝐴𝑅𝑡	𝐶𝐴𝑅𝑡	NOUN
gujaf-387	65	10	=	=	SYM
gujaf-387	65	11	𝛽0	𝛽0	PROPN
gujaf-387	65	12	+	+	CCONJ
gujaf-387	65	13	𝛽1𝐿𝐿𝑅𝑡	𝛽1𝐿𝐿𝑅𝑡	PROPN
gujaf-387	65	14	+	+	CCONJ
gujaf-387	65	15	𝛽2𝐶𝑂𝐿𝑡	𝛽2𝐶𝑂𝐿𝑡	PROPN
gujaf-387	65	16	+	+	CCONJ
gujaf-387	65	17	𝛽3𝐶𝐼𝑡	𝛽3𝐶𝐼𝑡	ADV
gujaf-387	65	18	+	+	CCONJ
gujaf-387	65	19	𝜀𝑡	𝜀𝑡	ADP
gujaf-387	65	20	where	where	SCONJ
gujaf-387	65	21	cart	cart	NOUN
gujaf-387	65	22	denotes	denote	VERB
gujaf-387	65	23	the	the	DET
gujaf-387	65	24	capital	capital	NOUN
gujaf-387	65	25	adequacy	adequacy	NOUN
gujaf-387	65	26	ratio	ratio	NOUN
gujaf-387	65	27	at	at	ADP
gujaf-387	65	28	time	time	NOUN
gujaf-387	65	29	t	t	PROPN
gujaf-387	65	30	,	,	PUNCT
gujaf-387	65	31	colt	colt	NOUN
gujaf-387	65	32	,	,	PUNCT
gujaf-387	65	33	llrt	llrt	ADJ
gujaf-387	65	34	,	,	PUNCT
gujaf-387	65	35	and	and	CCONJ
gujaf-387	65	36	cit	cit	PROPN
gujaf-387	65	37	represent	represent	VERB
gujaf-387	65	38	collateralization	collateralization	NOUN
gujaf-387	65	39	,	,	PUNCT
gujaf-387	65	40	loan	loan	NOUN
gujaf-387	65	41	loss	loss	NOUN
gujaf-387	65	42	reserves	reserve	NOUN
gujaf-387	65	43	,	,	PUNCT
gujaf-387	65	44	and	and	CCONJ
gujaf-387	65	45	credit	credit	NOUN
gujaf-387	65	46	insurance	insurance	NOUN
gujaf-387	65	47	respectively	respectively	ADV
gujaf-387	65	48	,	,	PUNCT
gujaf-387	65	49	β0	β0	PROPN
gujaf-387	65	50	is	be	AUX
gujaf-387	65	51	the	the	DET
gujaf-387	65	52	intercept	intercept	NOUN
gujaf-387	65	53	,	,	PUNCT
gujaf-387	65	54	β1	β1	PROPN
gujaf-387	65	55	,	,	PUNCT
gujaf-387	65	56	β2	β2	NOUN
gujaf-387	65	57	,	,	PUNCT
gujaf-387	65	58	and	and	CCONJ
gujaf-387	65	59	β3	β3	VERB
gujaf-387	65	60	are	be	AUX
gujaf-387	65	61	coefficients	coefficient	NOUN
gujaf-387	65	62	to	to	PART
gujaf-387	65	63	be	be	AUX
gujaf-387	65	64	estimated	estimate	VERB
gujaf-387	65	65	,	,	PUNCT
gujaf-387	65	66	and	and	CCONJ
gujaf-387	65	67	εt	εt	PROPN
gujaf-387	65	68	is	be	AUX
gujaf-387	65	69	the	the	DET
gujaf-387	65	70	error	error	NOUN
gujaf-387	65	71	term	term	NOUN
gujaf-387	65	72	.	.	PUNCT
gujaf-387	66	1	given	give	VERB
gujaf-387	66	2	the	the	DET
gujaf-387	66	3	cointegration	cointegration	NOUN
gujaf-387	66	4	result	result	NOUN
gujaf-387	66	5	,	,	PUNCT
gujaf-387	66	6	the	the	DET
gujaf-387	66	7	model	model	NOUN
gujaf-387	66	8	was	be	AUX
gujaf-387	66	9	extended	extend	VERB
gujaf-387	66	10	into	into	ADP
gujaf-387	66	11	a	a	DET
gujaf-387	66	12	vecm	vecm	NOUN
gujaf-387	66	13	framework	framework	NOUN
gujaf-387	66	14	to	to	PART
gujaf-387	66	15	capture	capture	VERB
gujaf-387	66	16	both	both	CCONJ
gujaf-387	66	17	the	the	DET
gujaf-387	66	18	short	short	ADJ
gujaf-387	66	19	-	-	PUNCT
gujaf-387	66	20	term	term	NOUN
gujaf-387	66	21	changes	change	NOUN
gujaf-387	66	22	and	and	CCONJ
gujaf-387	66	23	the	the	DET
gujaf-387	66	24	speed	speed	NOUN
gujaf-387	66	25	at	at	ADP
gujaf-387	66	26	which	which	PRON
gujaf-387	66	27	deviations	deviation	NOUN
gujaf-387	66	28	from	from	ADP
gujaf-387	66	29	long	long	ADJ
gujaf-387	66	30	-	-	PUNCT
gujaf-387	66	31	run	run	VERB
gujaf-387	66	32	equilibrium	equilibrium	NOUN
gujaf-387	66	33	are	be	AUX
gujaf-387	66	34	corrected	correct	VERB
gujaf-387	66	35	.	.	PUNCT
gujaf-387	67	1	this	this	DET
gujaf-387	67	2	error	error	NOUN
gujaf-387	67	3	correction	correction	NOUN
gujaf-387	67	4	representation	representation	NOUN
gujaf-387	67	5	took	take	VERB
gujaf-387	67	6	the	the	DET
gujaf-387	67	7	form	form	NOUN
gujaf-387	67	8	:	:	PUNCT
gujaf-387	67	9	𝜟𝐶𝐴𝑅𝑡	𝜟𝐶𝐴𝑅𝑡	X
gujaf-387	67	10	=	=	SYM
gujaf-387	67	11	𝛼(𝐶𝐴𝑡	𝛼(𝐶𝐴𝑡	NOUN
gujaf-387	67	12	−	−	PROPN
gujaf-387	67	13	1	1	NUM
gujaf-387	67	14	−	−	NOUN
gujaf-387	67	15	𝛽0	𝛽0	NOUN
gujaf-387	67	16	−	−	PROPN
gujaf-387	67	17	𝛽1𝐿𝐿𝑅𝑡	𝛽1𝐿𝐿𝑅𝑡	NOUN
gujaf-387	67	18	−	−	PROPN
gujaf-387	67	19	1	1	NUM
gujaf-387	67	20	−	−	PROPN
gujaf-387	67	21	𝛽2𝐶𝑂𝐿𝑡	𝛽2𝐶𝑂𝐿𝑡	PROPN
gujaf-387	67	22	−	−	PROPN
gujaf-387	67	23	1	1	NUM
gujaf-387	67	24	−	−	NOUN
gujaf-387	67	25	𝛽3𝐶𝐼𝑡	𝛽3𝐶𝐼𝑡	ADV
gujaf-387	67	26	−	−	PROPN
gujaf-387	67	27	1	1	NUM
gujaf-387	67	28	)	)	PUNCT
gujaf-387	67	29	+	+	NUM
gujaf-387	67	30	𝑖	𝑖	SYM
gujaf-387	67	31	=	=	SYM
gujaf-387	67	32	1∑𝑝	1∑𝑝	NUM
gujaf-387	67	33	−	−	NUM
gujaf-387	67	34	1𝛾𝑖𝛥𝑋𝑡	1𝛾𝑖𝛥𝑋𝑡	NUM
gujaf-387	67	35	−	−	NOUN
gujaf-387	67	36	𝑖	𝑖	SYM
gujaf-387	68	1	+	+	CCONJ
gujaf-387	68	2	𝜀𝑡	𝜀𝑡	ADV
gujaf-387	68	3	here	here	ADV
gujaf-387	68	4	,	,	PUNCT
gujaf-387	68	5	δ	δ	PROPN
gujaf-387	68	6	denotes	denote	VERB
gujaf-387	68	7	the	the	DET
gujaf-387	68	8	first	first	ADJ
gujaf-387	68	9	difference	difference	NOUN
gujaf-387	68	10	operator	operator	NOUN
gujaf-387	68	11	,	,	PUNCT
gujaf-387	68	12	α	α	PROPN
gujaf-387	68	13	represents	represent	VERB
gujaf-387	68	14	the	the	DET
gujaf-387	68	15	error	error	NOUN
gujaf-387	68	16	correction	correction	NOUN
gujaf-387	68	17	term	term	NOUN
gujaf-387	68	18	coefficient	coefficient	NOUN
gujaf-387	68	19	indicating	indicate	VERB
gujaf-387	68	20	the	the	DET
gujaf-387	68	21	speed	speed	NOUN
gujaf-387	68	22	at	at	ADP
gujaf-387	68	23	which	which	PRON
gujaf-387	68	24	cart	cart	NOUN
gujaf-387	68	25	returns	return	NOUN
gujaf-387	68	26	to	to	ADP
gujaf-387	68	27	equilibrium	equilibrium	NOUN
gujaf-387	68	28	after	after	ADP
gujaf-387	68	29	a	a	DET
gujaf-387	68	30	shock	shock	NOUN
gujaf-387	68	31	,	,	PUNCT
gujaf-387	68	32	γi	γi	X
gujaf-387	68	33	are	be	AUX
gujaf-387	68	34	the	the	DET
gujaf-387	68	35	short	short	ADJ
gujaf-387	68	36	-	-	PUNCT
gujaf-387	68	37	run	run	VERB
gujaf-387	68	38	dynamic	dynamic	ADJ
gujaf-387	68	39	coefficients	coefficient	NOUN
gujaf-387	68	40	,	,	PUNCT
gujaf-387	68	41	and	and	CCONJ
gujaf-387	68	42	xt	xt	PROPN
gujaf-387	68	43	is	be	AUX
gujaf-387	68	44	the	the	DET
gujaf-387	68	45	vector	vector	NOUN
gujaf-387	68	46	of	of	ADP
gujaf-387	68	47	variables	variable	NOUN
gujaf-387	68	48	including	include	VERB
gujaf-387	68	49	car	car	NOUN
gujaf-387	68	50	,	,	PUNCT
gujaf-387	68	51	col	col	PROPN
gujaf-387	68	52	,	,	PUNCT
gujaf-387	68	53	llr	llr	PROPN
gujaf-387	68	54	,	,	PUNCT
gujaf-387	68	55	and	and	CCONJ
gujaf-387	68	56	ci	ci	PROPN
gujaf-387	68	57	.	.	PROPN
gujaf-387	68	58	selection	selection	NOUN
gujaf-387	68	59	of	of	ADP
gujaf-387	68	60	the	the	DET
gujaf-387	68	61	optimal	optimal	ADJ
gujaf-387	68	62	lag	lag	NOUN
gujaf-387	68	63	length	length	NOUN
gujaf-387	68	64	for	for	ADP
gujaf-387	68	65	the	the	DET
gujaf-387	68	66	vecm	vecm	NOUN
gujaf-387	68	67	was	be	AUX
gujaf-387	68	68	guided	guide	VERB
gujaf-387	68	69	by	by	ADP
gujaf-387	68	70	standard	standard	ADJ
gujaf-387	68	71	information	information	NOUN
gujaf-387	68	72	criteria	criterion	NOUN
gujaf-387	68	73	,	,	PUNCT
gujaf-387	68	74	including	include	VERB
gujaf-387	68	75	the	the	DET
gujaf-387	68	76	akaike	akaike	ADJ
gujaf-387	68	77	information	information	NOUN
gujaf-387	68	78	criterion	criterion	NOUN
gujaf-387	68	79	(	(	PUNCT
gujaf-387	68	80	aic	aic	PROPN
gujaf-387	68	81	)	)	PUNCT
gujaf-387	68	82	and	and	CCONJ
gujaf-387	68	83	schwarz	schwarz	NOUN
gujaf-387	68	84	bayesian	bayesian	NOUN
gujaf-387	68	85	criterion	criterion	NOUN
gujaf-387	68	86	(	(	PUNCT
gujaf-387	68	87	sbc	sbc	NOUN
gujaf-387	68	88	)	)	PUNCT
gujaf-387	68	89	,	,	PUNCT
gujaf-387	68	90	both	both	PRON
gujaf-387	68	91	of	of	ADP
gujaf-387	68	92	which	which	PRON
gujaf-387	68	93	suggested	suggest	VERB
gujaf-387	68	94	a	a	DET
gujaf-387	68	95	lag	lag	NOUN
gujaf-387	68	96	length	length	NOUN
gujaf-387	68	97	of	of	ADP
gujaf-387	68	98	two	two	NUM
gujaf-387	68	99	years	year	NOUN
gujaf-387	68	100	.	.	PUNCT
gujaf-387	69	1	this	this	PRON
gujaf-387	69	2	ensured	ensure	VERB
gujaf-387	69	3	an	an	DET
gujaf-387	69	4	adequate	adequate	ADJ
gujaf-387	69	5	balance	balance	NOUN
gujaf-387	69	6	between	between	ADP
gujaf-387	69	7	model	model	NOUN
gujaf-387	69	8	fit	fit	ADJ
gujaf-387	69	9	and	and	CCONJ
gujaf-387	69	10	parsimony	parsimony	NOUN
gujaf-387	69	11	.	.	PUNCT
gujaf-387	70	1	diagnostic	diagnostic	ADJ
gujaf-387	70	2	tests	test	NOUN
gujaf-387	70	3	were	be	AUX
gujaf-387	70	4	conducted	conduct	VERB
gujaf-387	70	5	to	to	PART
gujaf-387	70	6	validate	validate	VERB
gujaf-387	70	7	the	the	DET
gujaf-387	70	8	model	model	NOUN
gujaf-387	70	9	assumptions	assumption	NOUN
gujaf-387	70	10	and	and	CCONJ
gujaf-387	70	11	ensure	ensure	VERB
gujaf-387	70	12	robustness	robustness	NOUN
gujaf-387	70	13	.	.	PUNCT
gujaf-387	71	1	the	the	DET
gujaf-387	71	2	breusch	breusch	VERB
gujaf-387	71	3	-	-	PUNCT
gujaf-387	71	4	godfrey	godfrey	PROPN
gujaf-387	71	5	test	test	NOUN
gujaf-387	71	6	was	be	AUX
gujaf-387	71	7	used	use	VERB
gujaf-387	71	8	to	to	PART
gujaf-387	71	9	assess	assess	VERB
gujaf-387	71	10	the	the	DET
gujaf-387	71	11	presence	presence	NOUN
gujaf-387	71	12	of	of	ADP
gujaf-387	71	13	autocorrelation	autocorrelation	NOUN
gujaf-387	71	14	,	,	PUNCT
gujaf-387	71	15	while	while	SCONJ
gujaf-387	71	16	the	the	DET
gujaf-387	71	17	jarque	jarque	NOUN
gujaf-387	71	18	-	-	PUNCT
gujaf-387	71	19	bera	bera	NOUN
gujaf-387	71	20	test	test	NOUN
gujaf-387	71	21	was	be	AUX
gujaf-387	71	22	employed	employ	VERB
gujaf-387	71	23	to	to	PART
gujaf-387	71	24	verify	verify	VERB
gujaf-387	71	25	the	the	DET
gujaf-387	71	26	normality	normality	NOUN
gujaf-387	71	27	of	of	ADP
gujaf-387	71	28	the	the	DET
gujaf-387	71	29	residuals	residual	NOUN
gujaf-387	71	30	—	—	PUNCT
gujaf-387	71	31	both	both	CCONJ
gujaf-387	71	32	critical	critical	ADJ
gujaf-387	71	33	for	for	ADP
gujaf-387	71	34	the	the	DET
gujaf-387	71	35	reliability	reliability	NOUN
gujaf-387	71	36	of	of	ADP
gujaf-387	71	37	regression	regression	NOUN
gujaf-387	71	38	-	-	PUNCT
gujaf-387	71	39	based	base	VERB
gujaf-387	71	40	inference	inference	NOUN
gujaf-387	71	41	.	.	PUNCT
gujaf-387	72	1	additionally	additionally	ADV
gujaf-387	72	2	,	,	PUNCT
gujaf-387	72	3	multicollinearity	multicollinearity	NOUN
gujaf-387	72	4	was	be	AUX
gujaf-387	72	5	evaluated	evaluate	VERB
gujaf-387	72	6	using	use	VERB
gujaf-387	72	7	variance	variance	NOUN
gujaf-387	72	8	inflation	inflation	NOUN
gujaf-387	72	9	factors	factor	NOUN
gujaf-387	72	10	(	(	PUNCT
gujaf-387	72	11	vif	vif	NOUN
gujaf-387	72	12	)	)	PUNCT
gujaf-387	72	13	to	to	PART
gujaf-387	72	14	ensure	ensure	VERB
gujaf-387	72	15	that	that	SCONJ
gujaf-387	72	16	the	the	DET
gujaf-387	72	17	explanatory	explanatory	ADJ
gujaf-387	72	18	variables	variable	NOUN
gujaf-387	72	19	were	be	AUX
gujaf-387	72	20	sufficiently	sufficiently	ADV
gujaf-387	72	21	independent	independent	ADJ
gujaf-387	72	22	of	of	ADP
gujaf-387	72	23	each	each	DET
gujaf-387	72	24	other	other	ADJ
gujaf-387	72	25	.	.	PUNCT
gujaf-387	73	1	to	to	PART
gujaf-387	73	2	enhance	enhance	VERB
gujaf-387	73	3	the	the	DET
gujaf-387	73	4	analysis	analysis	NOUN
gujaf-387	73	5	of	of	ADP
gujaf-387	73	6	variable	variable	ADJ
gujaf-387	73	7	dynamics	dynamic	NOUN
gujaf-387	73	8	over	over	ADP
gujaf-387	73	9	time	time	NOUN
gujaf-387	73	10	,	,	PUNCT
gujaf-387	73	11	impulse	impulse	ADJ
gujaf-387	73	12	response	response	NOUN
gujaf-387	73	13	functions	function	NOUN
gujaf-387	73	14	(	(	PUNCT
gujaf-387	73	15	irfs	irfs	PROPN
gujaf-387	73	16	)	)	PUNCT
gujaf-387	73	17	and	and	CCONJ
gujaf-387	73	18	variance	variance	NOUN
gujaf-387	73	19	decomposition	decomposition	NOUN
gujaf-387	73	20	techniques	technique	NOUN
gujaf-387	73	21	were	be	AUX
gujaf-387	73	22	applied	apply	VERB
gujaf-387	73	23	.	.	PUNCT
gujaf-387	74	1	these	these	DET
gujaf-387	74	2	tools	tool	NOUN
gujaf-387	74	3	allowed	allow	VERB
gujaf-387	74	4	for	for	ADP
gujaf-387	74	5	a	a	DET
gujaf-387	74	6	deeper	deep	ADJ
gujaf-387	74	7	exploration	exploration	NOUN
gujaf-387	74	8	of	of	ADP
gujaf-387	74	9	how	how	SCONJ
gujaf-387	74	10	shocks	shock	NOUN
gujaf-387	74	11	to	to	ADP
gujaf-387	74	12	credit	credit	NOUN
gujaf-387	74	13	risk	risk	NOUN
gujaf-387	74	14	management	management	NOUN
gujaf-387	74	15	indicators	indicator	NOUN
gujaf-387	74	16	influence	influence	VERB
gujaf-387	74	17	capital	capital	NOUN
gujaf-387	74	18	adequacy	adequacy	NOUN
gujaf-387	74	19	,	,	PUNCT
gujaf-387	74	20	as	as	ADP
gujaf-387	74	21	gusau	gusau	ADJ
gujaf-387	74	22	journal	journal	NOUN
gujaf-387	74	23	of	of	ADP
gujaf-387	74	24	accounting	accounting	NOUN
gujaf-387	74	25	and	and	CCONJ
gujaf-387	74	26	finance	finance	NOUN
gujaf-387	74	27	,	,	PUNCT
gujaf-387	74	28	vol.6	vol.6	PROPN
gujaf-387	74	29	,	,	PUNCT
gujaf-387	74	30	issue	issue	NOUN
gujaf-387	74	31	1	1	NUM
gujaf-387	74	32	,	,	PUNCT
gujaf-387	74	33	april	april	PROPN
gujaf-387	74	34	,	,	PUNCT
gujaf-387	74	35	2025	2025	NUM
gujaf-387	74	36	324	324	NUM
gujaf-387	74	37	well	well	ADV
gujaf-387	74	38	as	as	ADP
gujaf-387	74	39	the	the	DET
gujaf-387	74	40	relative	relative	ADJ
gujaf-387	74	41	contribution	contribution	NOUN
gujaf-387	74	42	of	of	ADP
gujaf-387	74	43	each	each	DET
gujaf-387	74	44	variable	variable	NOUN
gujaf-387	74	45	to	to	ADP
gujaf-387	74	46	the	the	DET
gujaf-387	74	47	variance	variance	NOUN
gujaf-387	74	48	in	in	ADP
gujaf-387	74	49	forecast	forecast	NOUN
gujaf-387	74	50	errors	error	NOUN
gujaf-387	74	51	.	.	PUNCT
gujaf-387	75	1	together	together	ADV
gujaf-387	75	2	,	,	PUNCT
gujaf-387	75	3	these	these	DET
gujaf-387	75	4	diagnostics	diagnostic	NOUN
gujaf-387	75	5	and	and	CCONJ
gujaf-387	75	6	post	post	ADJ
gujaf-387	75	7	-	-	ADJ
gujaf-387	75	8	estimation	estimation	ADJ
gujaf-387	75	9	tools	tool	NOUN
gujaf-387	75	10	supported	support	VERB
gujaf-387	75	11	the	the	DET
gujaf-387	75	12	empirical	empirical	ADJ
gujaf-387	75	13	application	application	NOUN
gujaf-387	75	14	of	of	ADP
gujaf-387	75	15	financial	financial	ADJ
gujaf-387	75	16	4.0	4.0	NUM
gujaf-387	75	17	results	result	NOUN
gujaf-387	75	18	and	and	CCONJ
gujaf-387	75	19	discussion	discussion	NOUN
gujaf-387	75	20	this	this	DET
gujaf-387	75	21	section	section	NOUN
gujaf-387	75	22	presents	present	VERB
gujaf-387	75	23	the	the	DET
gujaf-387	75	24	analysis	analysis	NOUN
gujaf-387	75	25	of	of	ADP
gujaf-387	75	26	the	the	DET
gujaf-387	75	27	data	datum	NOUN
gujaf-387	75	28	collected	collect	VERB
gujaf-387	75	29	,	,	PUNCT
gujaf-387	75	30	examining	examine	VERB
gujaf-387	75	31	the	the	DET
gujaf-387	75	32	effects	effect	NOUN
gujaf-387	75	33	of	of	ADP
gujaf-387	75	34	credit	credit	NOUN
gujaf-387	75	35	risk	risk	NOUN
gujaf-387	75	36	management	management	NOUN
gujaf-387	75	37	practices	practice	NOUN
gujaf-387	75	38	(	(	PUNCT
gujaf-387	75	39	loan	loan	NOUN
gujaf-387	75	40	loss	loss	NOUN
gujaf-387	75	41	reserves	reserve	NOUN
gujaf-387	75	42	,	,	PUNCT
gujaf-387	75	43	collateralization	collateralization	NOUN
gujaf-387	75	44	,	,	PUNCT
gujaf-387	75	45	and	and	CCONJ
gujaf-387	75	46	credit	credit	NOUN
gujaf-387	75	47	insurance	insurance	NOUN
gujaf-387	75	48	)	)	PUNCT
gujaf-387	75	49	on	on	ADP
gujaf-387	75	50	financial	financial	ADJ
gujaf-387	75	51	stability	stability	NOUN
gujaf-387	75	52	(	(	PUNCT
gujaf-387	75	53	proxy	proxy	NOUN
gujaf-387	75	54	capital	capital	NOUN
gujaf-387	75	55	adequacy	adequacy	NOUN
gujaf-387	75	56	ratio	ratio	NOUN
gujaf-387	75	57	)	)	PUNCT
gujaf-387	75	58	in	in	ADP
gujaf-387	75	59	microfinance	microfinance	NOUN
gujaf-387	75	60	banks	bank	NOUN
gujaf-387	75	61	in	in	ADP
gujaf-387	75	62	nigeria	nigeria	PROPN
gujaf-387	75	63	.	.	PUNCT
gujaf-387	76	1	table	table	NOUN
gujaf-387	76	2	1	1	NUM
gujaf-387	76	3	:	:	PUNCT
gujaf-387	76	4	augmented	augment	VERB
gujaf-387	76	5	dickey	dickey	NOUN
gujaf-387	76	6	-	-	PUNCT
gujaf-387	76	7	fuller	full	ADJ
gujaf-387	76	8	(	(	PUNCT
gujaf-387	76	9	adf	adf	NOUN
gujaf-387	76	10	)	)	PUNCT
gujaf-387	76	11	variable	variable	NOUN
gujaf-387	76	12	t	t	PROPN
gujaf-387	76	13	-	-	PUNCT
gujaf-387	76	14	statistic	statistic	NOUN
gujaf-387	76	15	p	p	NOUN
gujaf-387	76	16	-	-	PUNCT
gujaf-387	76	17	value	value	NOUN
gujaf-387	76	18	stationarity	stationarity	NOUN
gujaf-387	76	19	@	@	ADP
gujaf-387	76	20	collateralization	collateralization	PROPN
gujaf-387	76	21	-16.76575	-16.76575	PUNCT
gujaf-387	76	22	0.0000	0.0000	NUM
gujaf-387	76	23	level	level	NOUN
gujaf-387	76	24	total	total	NOUN
gujaf-387	76	25	loan	loan	NOUN
gujaf-387	76	26	loss	loss	NOUN
gujaf-387	76	27	reserve	reserve	NOUN
gujaf-387	76	28	-3.682033	-3.682033	VERB
gujaf-387	76	29	0.0150	0.0150	NUM
gujaf-387	76	30	first	first	ADJ
gujaf-387	76	31	difference	difference	NOUN
gujaf-387	76	32	credit	credit	NOUN
gujaf-387	76	33	insurance	insurance	NOUN
gujaf-387	76	34	-10.10944	-10.10944	PUNCT
gujaf-387	76	35	0.0000	0.0000	NUM
gujaf-387	76	36	second	second	ADJ
gujaf-387	76	37	difference	difference	NOUN
gujaf-387	76	38	capital	capital	NOUN
gujaf-387	76	39	adequacy	adequacy	NOUN
gujaf-387	76	40	ratio	ratio	NOUN
gujaf-387	76	41	-4.005263	-4.005263	PROPN
gujaf-387	76	42	0.0079	0.0079	NUM
gujaf-387	76	43	first	first	ADJ
gujaf-387	76	44	difference	difference	NOUN
gujaf-387	76	45	source	source	NOUN
gujaf-387	76	46	:	:	PUNCT
gujaf-387	76	47	e	e	ADJ
gujaf-387	76	48	-	-	NOUN
gujaf-387	76	49	view	view	NOUN
gujaf-387	76	50	computation	computation	NOUN
gujaf-387	76	51	2025	2025	NUM
gujaf-387	76	52	the	the	DET
gujaf-387	76	53	augmented	augment	VERB
gujaf-387	76	54	dickey	dickey	NOUN
gujaf-387	76	55	-	-	PUNCT
gujaf-387	76	56	fuller	full	ADJ
gujaf-387	76	57	(	(	PUNCT
gujaf-387	76	58	adf	adf	NOUN
gujaf-387	76	59	)	)	PUNCT
gujaf-387	76	60	test	test	NOUN
gujaf-387	76	61	results	result	NOUN
gujaf-387	76	62	indicate	indicate	VERB
gujaf-387	76	63	that	that	SCONJ
gujaf-387	76	64	the	the	DET
gujaf-387	76	65	variables	variable	NOUN
gujaf-387	76	66	exhibit	exhibit	VERB
gujaf-387	76	67	different	different	ADJ
gujaf-387	76	68	orders	order	NOUN
gujaf-387	76	69	of	of	ADP
gujaf-387	76	70	stationarity	stationarity	NOUN
gujaf-387	76	71	.	.	PUNCT
gujaf-387	77	1	collateralization	collateralization	PROPN
gujaf-387	77	2	is	be	AUX
gujaf-387	77	3	stationary	stationary	ADJ
gujaf-387	77	4	at	at	ADP
gujaf-387	77	5	level	level	NOUN
gujaf-387	77	6	,	,	PUNCT
gujaf-387	77	7	while	while	SCONJ
gujaf-387	77	8	total	total	ADJ
gujaf-387	77	9	loan	loan	NOUN
gujaf-387	77	10	loss	loss	NOUN
gujaf-387	77	11	reserve	reserve	NOUN
gujaf-387	77	12	and	and	CCONJ
gujaf-387	77	13	capital	capital	NOUN
gujaf-387	77	14	adequacy	adequacy	NOUN
gujaf-387	77	15	ratio	ratio	NOUN
gujaf-387	77	16	achieve	achieve	VERB
gujaf-387	77	17	stationarity	stationarity	NOUN
gujaf-387	77	18	after	after	ADP
gujaf-387	77	19	first	first	ADJ
gujaf-387	77	20	differencing	differencing	NOUN
gujaf-387	77	21	.	.	PUNCT
gujaf-387	78	1	credit	credit	NOUN
gujaf-387	78	2	insurance	insurance	NOUN
gujaf-387	78	3	requires	require	VERB
gujaf-387	78	4	second	second	ADJ
gujaf-387	78	5	differencing	differencing	NOUN
gujaf-387	78	6	to	to	PART
gujaf-387	78	7	become	become	VERB
gujaf-387	78	8	stationary	stationary	ADJ
gujaf-387	78	9	.	.	PUNCT
gujaf-387	79	1	these	these	DET
gujaf-387	79	2	findings	finding	NOUN
gujaf-387	79	3	suggest	suggest	VERB
gujaf-387	79	4	that	that	SCONJ
gujaf-387	79	5	the	the	DET
gujaf-387	79	6	data	data	NOUN
gujaf-387	79	7	series	series	NOUN
gujaf-387	79	8	are	be	AUX
gujaf-387	79	9	integrated	integrate	VERB
gujaf-387	79	10	of	of	ADP
gujaf-387	79	11	different	different	ADJ
gujaf-387	79	12	orders	order	NOUN
gujaf-387	79	13	,	,	PUNCT
gujaf-387	79	14	justifying	justify	VERB
gujaf-387	79	15	the	the	DET
gujaf-387	79	16	use	use	NOUN
gujaf-387	79	17	of	of	ADP
gujaf-387	79	18	cointegration	cointegration	NOUN
gujaf-387	79	19	techniques	technique	NOUN
gujaf-387	79	20	to	to	PART
gujaf-387	79	21	analyze	analyze	VERB
gujaf-387	79	22	their	their	PRON
gujaf-387	79	23	longterm	longterm	ADJ
gujaf-387	79	24	relationships	relationship	NOUN
gujaf-387	79	25	.	.	PUNCT
gujaf-387	80	1	table	table	NOUN
gujaf-387	80	2	2	2	NUM
gujaf-387	80	3	:	:	PUNCT
gujaf-387	80	4	johansen	johansen	PROPN
gujaf-387	80	5	cointegration	cointegration	PROPN
gujaf-387	80	6	hypothesized	hypothesize	VERB
gujaf-387	80	7	trace	trace	NOUN
gujaf-387	80	8	0.05	0.05	NUM
gujaf-387	80	9	no	no	NOUN
gujaf-387	80	10	.	.	PUNCT
gujaf-387	81	1	of	of	ADP
gujaf-387	81	2	ce(s	ce(s	ADV
gujaf-387	81	3	)	)	PUNCT
gujaf-387	81	4	eigenvalue	eigenvalue	NOUN
gujaf-387	81	5	statistic	statistic	ADJ
gujaf-387	81	6	critical	critical	ADJ
gujaf-387	81	7	value	value	NOUN
gujaf-387	81	8	prob	prob	NOUN
gujaf-387	81	9	.	.	PUNCT
gujaf-387	82	1	*	*	PUNCT
gujaf-387	83	1	*	*	PUNCT
gujaf-387	84	1	none	none	NOUN
gujaf-387	84	2	*	*	PUNCT
gujaf-387	84	3	0.895277	0.895277	NUM
gujaf-387	84	4	59.87572	59.87572	NUM
gujaf-387	84	5	40.17493	40.17493	NUM
gujaf-387	84	6	0.0002	0.0002	NUM
gujaf-387	84	7	at	at	ADP
gujaf-387	84	8	most	most	ADJ
gujaf-387	84	9	1	1	NUM
gujaf-387	84	10	0.625953	0.625953	NUM
gujaf-387	84	11	23.77272	23.77272	NUM
gujaf-387	84	12	24.27596	24.27596	NUM
gujaf-387	84	13	0.0578	0.0578	NUM
gujaf-387	84	14	at	at	ADP
gujaf-387	84	15	most	most	ADJ
gujaf-387	84	16	2	2	NUM
gujaf-387	84	17	0.380190	0.380190	NUM
gujaf-387	84	18	8.038720	8.038720	NUM
gujaf-387	84	19	12.32090	12.32090	NUM
gujaf-387	84	20	0.2337	0.2337	NUM
gujaf-387	84	21	at	at	ADP
gujaf-387	84	22	most	most	ADJ
gujaf-387	84	23	3	3	NUM
gujaf-387	84	24	0.023791	0.023791	NUM
gujaf-387	84	25	0.385250	0.385250	NUM
gujaf-387	84	26	4.129906	4.129906	NUM
gujaf-387	84	27	0.5980	0.5980	NUM
gujaf-387	84	28	source	source	NOUN
gujaf-387	84	29	:	:	PUNCT
gujaf-387	84	30	e	e	ADJ
gujaf-387	84	31	-	-	NOUN
gujaf-387	84	32	view	view	NOUN
gujaf-387	84	33	computation	computation	NOUN
gujaf-387	84	34	,	,	PUNCT
gujaf-387	84	35	2025	2025	NUM
gujaf-387	84	36	.	.	PUNCT
gujaf-387	85	1	the	the	DET
gujaf-387	85	2	johansen	johansen	PROPN
gujaf-387	85	3	cointegration	cointegration	PROPN
gujaf-387	85	4	test	test	NOUN
gujaf-387	85	5	reveals	reveal	VERB
gujaf-387	85	6	the	the	DET
gujaf-387	85	7	presence	presence	NOUN
gujaf-387	85	8	of	of	ADP
gujaf-387	85	9	one	one	NUM
gujaf-387	85	10	cointegrating	cointegrate	VERB
gujaf-387	85	11	equation	equation	NOUN
gujaf-387	85	12	,	,	PUNCT
gujaf-387	85	13	as	as	SCONJ
gujaf-387	85	14	indicated	indicate	VERB
gujaf-387	85	15	by	by	ADP
gujaf-387	85	16	the	the	DET
gujaf-387	85	17	trace	trace	NOUN
gujaf-387	85	18	statistic	statistic	NOUN
gujaf-387	85	19	of	of	ADP
gujaf-387	85	20	59.88	59.88	NUM
gujaf-387	85	21	,	,	PUNCT
gujaf-387	85	22	which	which	PRON
gujaf-387	85	23	exceeds	exceed	VERB
gujaf-387	85	24	the	the	DET
gujaf-387	85	25	critical	critical	ADJ
gujaf-387	85	26	value	value	NOUN
gujaf-387	85	27	of	of	ADP
gujaf-387	85	28	40.17	40.17	NUM
gujaf-387	85	29	at	at	ADP
gujaf-387	85	30	the	the	DET
gujaf-387	85	31	5	5	NUM
gujaf-387	85	32	%	%	NOUN
gujaf-387	85	33	significance	significance	NOUN
gujaf-387	85	34	level	level	NOUN
gujaf-387	85	35	(	(	PUNCT
gujaf-387	85	36	p	p	X
gujaf-387	85	37	=	=	NOUN
gujaf-387	85	38	0.0002	0.0002	NUM
gujaf-387	85	39	)	)	PUNCT
gujaf-387	85	40	.	.	PUNCT
gujaf-387	86	1	this	this	PRON
gujaf-387	86	2	confirms	confirm	VERB
gujaf-387	86	3	a	a	DET
gujaf-387	86	4	significant	significant	ADJ
gujaf-387	86	5	long	long	ADJ
gujaf-387	86	6	-	-	PUNCT
gujaf-387	86	7	run	run	VERB
gujaf-387	86	8	equilibrium	equilibrium	NOUN
gujaf-387	86	9	relationship	relationship	NOUN
gujaf-387	86	10	among	among	ADP
gujaf-387	86	11	capital	capital	NOUN
gujaf-387	86	12	adequacy	adequacy	NOUN
gujaf-387	86	13	(	(	PUNCT
gujaf-387	86	14	car	car	NOUN
gujaf-387	86	15	)	)	PUNCT
gujaf-387	86	16	,	,	PUNCT
gujaf-387	86	17	collateralization	collateralization	NOUN
gujaf-387	86	18	(	(	PUNCT
gujaf-387	86	19	col	col	NOUN
gujaf-387	86	20	)	)	PUNCT
gujaf-387	86	21	,	,	PUNCT
gujaf-387	86	22	loan	loan	NOUN
gujaf-387	86	23	loss	loss	NOUN
gujaf-387	86	24	reserves	reserve	NOUN
gujaf-387	86	25	(	(	PUNCT
gujaf-387	86	26	llr	llr	NOUN
gujaf-387	86	27	)	)	PUNCT
gujaf-387	86	28	,	,	PUNCT
gujaf-387	86	29	and	and	CCONJ
gujaf-387	86	30	credit	credit	NOUN
gujaf-387	86	31	insurance	insurance	NOUN
gujaf-387	86	32	(	(	PUNCT
gujaf-387	86	33	ci	ci	NOUN
gujaf-387	86	34	)	)	PUNCT
gujaf-387	86	35	in	in	ADP
gujaf-387	86	36	nigerian	nigerian	ADJ
gujaf-387	86	37	microfinance	microfinance	NOUN
gujaf-387	86	38	banks	bank	NOUN
gujaf-387	86	39	.	.	PUNCT
gujaf-387	87	1	the	the	DET
gujaf-387	87	2	presence	presence	NOUN
gujaf-387	87	3	of	of	ADP
gujaf-387	87	4	cointegration	cointegration	NOUN
gujaf-387	87	5	justifies	justify	VERB
gujaf-387	87	6	the	the	DET
gujaf-387	87	7	use	use	NOUN
gujaf-387	87	8	of	of	ADP
gujaf-387	87	9	vecm	vecm	NOUN
gujaf-387	87	10	for	for	ADP
gujaf-387	87	11	capturing	capture	VERB
gujaf-387	87	12	both	both	DET
gujaf-387	87	13	short	short	ADJ
gujaf-387	87	14	-	-	PUNCT
gujaf-387	87	15	term	term	NOUN
gujaf-387	87	16	dynamics	dynamic	NOUN
gujaf-387	87	17	and	and	CCONJ
gujaf-387	87	18	long	long	ADJ
gujaf-387	87	19	-	-	PUNCT
gujaf-387	87	20	term	term	NOUN
gujaf-387	87	21	adjustments	adjustment	NOUN
gujaf-387	87	22	,	,	PUNCT
gujaf-387	87	23	underscoring	underscore	VERB
gujaf-387	87	24	the	the	DET
gujaf-387	87	25	integrated	integrate	VERB
gujaf-387	87	26	impact	impact	NOUN
gujaf-387	87	27	of	of	ADP
gujaf-387	87	28	these	these	DET
gujaf-387	87	29	credit	credit	NOUN
gujaf-387	87	30	risk	risk	NOUN
gujaf-387	87	31	management	management	NOUN
gujaf-387	87	32	tools	tool	NOUN
gujaf-387	87	33	on	on	ADP
gujaf-387	87	34	financial	financial	ADJ
gujaf-387	87	35	stability	stability	NOUN
gujaf-387	87	36	in	in	ADP
gujaf-387	87	37	the	the	DET
gujaf-387	87	38	sector	sector	NOUN
gujaf-387	87	39	.	.	PUNCT
gujaf-387	88	1	gusau	gusau	ADJ
gujaf-387	88	2	journal	journal	PROPN
gujaf-387	88	3	of	of	ADP
gujaf-387	88	4	accounting	accounting	NOUN
gujaf-387	88	5	and	and	CCONJ
gujaf-387	88	6	finance	finance	NOUN
gujaf-387	88	7	,	,	PUNCT
gujaf-387	88	8	vol.6	vol.6	PROPN
gujaf-387	88	9	,	,	PUNCT
gujaf-387	88	10	issue	issue	NOUN
gujaf-387	88	11	1	1	NUM
gujaf-387	88	12	,	,	PUNCT
gujaf-387	88	13	april	april	PROPN
gujaf-387	88	14	,	,	PUNCT
gujaf-387	88	15	2025	2025	NUM
gujaf-387	88	16	325	325	NUM
gujaf-387	88	17	table	table	NOUN
gujaf-387	88	18	3	3	NUM
gujaf-387	88	19	:	:	PUNCT
gujaf-387	88	20	vector	vector	NOUN
gujaf-387	88	21	error	error	NOUN
gujaf-387	88	22	correction	correction	NOUN
gujaf-387	88	23	model	model	NOUN
gujaf-387	88	24	(	(	PUNCT
gujaf-387	88	25	vecm	vecm	NOUN
gujaf-387	88	26	)	)	PUNCT
gujaf-387	88	27	cointegrating	cointegrate	VERB
gujaf-387	88	28	eq	eq	ADP
gujaf-387	88	29	:	:	PUNCT
gujaf-387	88	30	cointeq1	cointeq1	PROPN
gujaf-387	88	31	car1(-1	car1(-1	NUM
gujaf-387	88	32	)	)	PUNCT
gujaf-387	88	33	1.000000	1.000000	NUM
gujaf-387	88	34	collateralization	collateralization	NOUN
gujaf-387	88	35	(	(	PUNCT
gujaf-387	88	36	-1	-1	ADJ
gujaf-387	88	37	)	)	PUNCT
gujaf-387	88	38	-1.939627	-1.939627	NOUN
gujaf-387	88	39	(	(	PUNCT
gujaf-387	88	40	0.19920	0.19920	NUM
gujaf-387	88	41	)	)	PUNCT
gujaf-387	89	1	[	[	X
gujaf-387	89	2	-9.73732	-9.73732	X
gujaf-387	89	3	]	]	X
gujaf-387	89	4	totalloan_lossreserve1(1	totalloan_lossreserve1(1	PROPN
gujaf-387	89	5	)	)	PUNCT
gujaf-387	89	6	-3.35e-06	-3.35e-06	NOUN
gujaf-387	89	7	(	(	PUNCT
gujaf-387	89	8	5.8e-07	5.8e-07	NUM
gujaf-387	89	9	)	)	PUNCT
gujaf-387	90	1	[	[	X
gujaf-387	90	2	-5.76431	-5.76431	X
gujaf-387	90	3	]	]	X
gujaf-387	90	4	credit_insurance2(-1	credit_insurance2(-1	PROPN
gujaf-387	90	5	)	)	PUNCT
gujaf-387	90	6	-4.931198	-4.931198	NOUN
gujaf-387	90	7	(	(	PUNCT
gujaf-387	90	8	0.55910	0.55910	NUM
gujaf-387	90	9	)	)	PUNCT
gujaf-387	91	1	[	[	X
gujaf-387	91	2	-8.81984	-8.81984	X
gujaf-387	91	3	]	]	X
gujaf-387	91	4	c	c	X
gujaf-387	91	5	2.046067	2.046067	NUM
gujaf-387	91	6	error	error	NOUN
gujaf-387	91	7	correction	correction	NOUN
gujaf-387	91	8	:	:	PUNCT
gujaf-387	91	9	d(car1	d(car1	NUM
gujaf-387	91	10	)	)	PUNCT
gujaf-387	91	11	d(collateraliz	d(collateraliz	NOUN
gujaf-387	91	12	ation	ation	NOUN
gujaf-387	91	13	)	)	PUNCT
gujaf-387	91	14	d(totalloan_l	d(totalloan_l	PUNCT
gujaf-387	92	1	ossreserve1	ossreserve1	PROPN
gujaf-387	92	2	)	)	PUNCT
gujaf-387	92	3	d(credit_insur	d(credit_insur	PROPN
gujaf-387	92	4	ance2	ance2	NOUN
gujaf-387	92	5	)	)	PUNCT
gujaf-387	92	6	cointeq1	cointeq1	PROPN
gujaf-387	92	7	-0.068207	-0.068207	VERB
gujaf-387	93	1	0.213494	0.213494	NUM
gujaf-387	93	2	49863.09	49863.09	NUM
gujaf-387	93	3	0.167886	0.167886	NUM
gujaf-387	93	4	c	c	PROPN
gujaf-387	93	5	0.014933	0.014933	NUM
gujaf-387	93	6	-0.040123	-0.040123	NOUN
gujaf-387	93	7	-4339.609	-4339.609	PRON
gujaf-387	93	8	-0.043095	-0.043095	NOUN
gujaf-387	93	9	(	(	PUNCT
gujaf-387	93	10	0.02120	0.02120	NUM
gujaf-387	93	11	)	)	PUNCT
gujaf-387	93	12	(	(	PUNCT
gujaf-387	93	13	0.04194	0.04194	NUM
gujaf-387	93	14	)	)	PUNCT
gujaf-387	93	15	(	(	PUNCT
gujaf-387	93	16	40520.0	40520.0	NUM
gujaf-387	93	17	)	)	PUNCT
gujaf-387	93	18	(	(	PUNCT
gujaf-387	93	19	0.02934	0.02934	NUM
gujaf-387	93	20	)	)	PUNCT
gujaf-387	93	21	[	[	PUNCT
gujaf-387	93	22	0.70455	0.70455	NUM
gujaf-387	93	23	]	]	PUNCT
gujaf-387	94	1	[	[	X
gujaf-387	94	2	-0.95661	-0.95661	X
gujaf-387	94	3	]	]	X
gujaf-387	95	1	[	[	X
gujaf-387	95	2	-0.10710	-0.10710	X
gujaf-387	95	3	]	]	X
gujaf-387	96	1	[	[	X
gujaf-387	96	2	-1.46895	-1.46895	X
gujaf-387	96	3	]	]	X
gujaf-387	96	4	r	r	X
gujaf-387	96	5	-	-	PUNCT
gujaf-387	96	6	squared	square	VERB
gujaf-387	96	7	0.724000	0.724000	NUM
gujaf-387	96	8	0.768129	0.768129	NUM
gujaf-387	96	9	0.330965	0.330965	NUM
gujaf-387	96	10	0.871527	0.871527	NUM
gujaf-387	96	11	adj	adj	X
gujaf-387	96	12	.	.	PUNCT
gujaf-387	97	1	r	r	X
gujaf-387	97	2	-	-	PUNCT
gujaf-387	97	3	squared	square	VERB
gujaf-387	97	4	0.586001	0.586001	NUM
gujaf-387	97	5	0.652193	0.652193	NUM
gujaf-387	97	6	-0.003553	-0.003553	NOUN
gujaf-387	97	7	0.807291	0.807291	NUM
gujaf-387	97	8	sum	sum	PROPN
gujaf-387	97	9	sq	sq	PROPN
gujaf-387	97	10	.	.	PROPN
gujaf-387	97	11	resids	resid	VERB
gujaf-387	97	12	0.052729	0.052729	NUM
gujaf-387	97	13	0.206478	0.206478	NUM
gujaf-387	97	14	1.93e+11	1.93e+11	NUM
gujaf-387	97	15	0.101016	0.101016	NUM
gujaf-387	97	16	s.e	s.e	PROPN
gujaf-387	97	17	.	.	PROPN
gujaf-387	97	18	equation	equation	NOUN
gujaf-387	97	19	0.072614	0.072614	NUM
gujaf-387	97	20	0.143693	0.143693	NUM
gujaf-387	97	21	138818.7	138818.7	NUM
gujaf-387	97	22	0.100507	0.100507	NUM
gujaf-387	97	23	f	f	X
gujaf-387	97	24	-	-	PUNCT
gujaf-387	97	25	statistic	statistic	NOUN
gujaf-387	97	26	5.246389	5.246389	NUM
gujaf-387	97	27	6.625479	6.625479	NUM
gujaf-387	97	28	0.989379	0.989379	NUM
gujaf-387	97	29	13.56753	13.56753	NUM
gujaf-387	97	30	source	source	NOUN
gujaf-387	97	31	:	:	PUNCT
gujaf-387	97	32	e	e	ADJ
gujaf-387	97	33	-	-	NOUN
gujaf-387	97	34	view	view	NOUN
gujaf-387	97	35	computation	computation	NOUN
gujaf-387	97	36	,	,	PUNCT
gujaf-387	97	37	2025	2025	NUM
gujaf-387	97	38	.	.	PUNCT
gujaf-387	98	1	the	the	DET
gujaf-387	98	2	vector	vector	NOUN
gujaf-387	98	3	error	error	NOUN
gujaf-387	98	4	correction	correction	NOUN
gujaf-387	98	5	model	model	NOUN
gujaf-387	98	6	(	(	PUNCT
gujaf-387	98	7	vecm	vecm	NOUN
gujaf-387	98	8	)	)	PUNCT
gujaf-387	98	9	was	be	AUX
gujaf-387	98	10	generated	generate	VERB
gujaf-387	98	11	in	in	ADP
gujaf-387	98	12	order	order	NOUN
gujaf-387	98	13	to	to	PART
gujaf-387	98	14	investigate	investigate	VERB
gujaf-387	98	15	the	the	DET
gujaf-387	98	16	connections	connection	NOUN
gujaf-387	98	17	between	between	ADP
gujaf-387	98	18	the	the	DET
gujaf-387	98	19	variables	variable	NOUN
gujaf-387	98	20	in	in	ADP
gujaf-387	98	21	more	more	ADJ
gujaf-387	98	22	detail	detail	NOUN
gujaf-387	98	23	.	.	PUNCT
gujaf-387	99	1	with	with	ADP
gujaf-387	99	2	a	a	DET
gujaf-387	99	3	coefficient	coefficient	NOUN
gujaf-387	99	4	of	of	ADP
gujaf-387	99	5	-4.931198	-4.931198	NOUN
gujaf-387	99	6	for	for	ADP
gujaf-387	99	7	credit	credit	NOUN
gujaf-387	99	8	insurance	insurance	NOUN
gujaf-387	99	9	,	,	PUNCT
gujaf-387	99	10	-3.35e-06	-3.35e-06	NOUN
gujaf-387	99	11	for	for	ADP
gujaf-387	99	12	total	total	ADJ
gujaf-387	99	13	loan	loan	NOUN
gujaf-387	99	14	loss	loss	NOUN
gujaf-387	99	15	reserve	reserve	NOUN
gujaf-387	99	16	,	,	PUNCT
gujaf-387	99	17	and	and	CCONJ
gujaf-387	99	18	-1.939627	-1.939627	NOUN
gujaf-387	99	19	for	for	ADP
gujaf-387	99	20	collateralization	collateralization	NOUN
gujaf-387	99	21	,	,	PUNCT
gujaf-387	99	22	the	the	DET
gujaf-387	99	23	vecm	vecm	NOUN
gujaf-387	99	24	estimations	estimation	NOUN
gujaf-387	99	25	showed	show	VERB
gujaf-387	99	26	that	that	SCONJ
gujaf-387	99	27	the	the	DET
gujaf-387	99	28	cointegrating	cointegrate	VERB
gujaf-387	99	29	equation	equation	NOUN
gujaf-387	99	30	was	be	AUX
gujaf-387	99	31	statistically	statistically	ADV
gujaf-387	99	32	significant	significant	ADJ
gujaf-387	99	33	.	.	PUNCT
gujaf-387	100	1	this	this	PRON
gujaf-387	100	2	implied	imply	VERB
gujaf-387	100	3	that	that	SCONJ
gujaf-387	100	4	the	the	DET
gujaf-387	100	5	capital	capital	NOUN
gujaf-387	100	6	adequacy	adequacy	NOUN
gujaf-387	100	7	ratio	ratio	NOUN
gujaf-387	100	8	and	and	CCONJ
gujaf-387	100	9	these	these	DET
gujaf-387	100	10	variables	variable	NOUN
gujaf-387	100	11	were	be	AUX
gujaf-387	100	12	cointegrated	cointegrate	VERB
gujaf-387	100	13	,	,	PUNCT
gujaf-387	100	14	and	and	CCONJ
gujaf-387	100	15	that	that	SCONJ
gujaf-387	100	16	adjustments	adjustment	NOUN
gujaf-387	100	17	to	to	ADP
gujaf-387	100	18	these	these	DET
gujaf-387	100	19	variables	variable	NOUN
gujaf-387	100	20	had	have	VERB
gujaf-387	100	21	an	an	DET
gujaf-387	100	22	effect	effect	NOUN
gujaf-387	100	23	on	on	ADP
gujaf-387	100	24	the	the	DET
gujaf-387	100	25	ratio	ratio	NOUN
gujaf-387	100	26	over	over	ADP
gujaf-387	100	27	the	the	DET
gujaf-387	100	28	long	long	ADJ
gujaf-387	100	29	term	term	NOUN
gujaf-387	100	30	.	.	PUNCT
gujaf-387	101	1	hypothesis	hypothesis	NOUN
gujaf-387	101	2	1	1	NUM
gujaf-387	101	3	:	:	PUNCT
gujaf-387	101	4	h01	h01	NOUN
gujaf-387	101	5	:	:	PUNCT
gujaf-387	101	6	loan	loan	NOUN
gujaf-387	101	7	loss	loss	NOUN
gujaf-387	101	8	reserves	reserve	NOUN
gujaf-387	101	9	have	have	VERB
gujaf-387	101	10	no	no	DET
gujaf-387	101	11	discernible	discernible	ADJ
gujaf-387	101	12	impact	impact	NOUN
gujaf-387	101	13	on	on	ADP
gujaf-387	101	14	the	the	DET
gujaf-387	101	15	financial	financial	ADJ
gujaf-387	101	16	stability	stability	NOUN
gujaf-387	101	17	of	of	ADP
gujaf-387	101	18	nigerian	nigerian	ADJ
gujaf-387	101	19	microfinance	microfinance	NOUN
gujaf-387	101	20	institutions	institution	NOUN
gujaf-387	101	21	.	.	PUNCT
gujaf-387	102	1	the	the	DET
gujaf-387	102	2	coefficient	coefficient	NOUN
gujaf-387	102	3	on	on	ADP
gujaf-387	102	4	loan	loan	NOUN
gujaf-387	102	5	loss	loss	NOUN
gujaf-387	102	6	reserves	reserve	NOUN
gujaf-387	102	7	,	,	PUNCT
gujaf-387	102	8	according	accord	VERB
gujaf-387	102	9	to	to	ADP
gujaf-387	102	10	the	the	DET
gujaf-387	102	11	vector	vector	NOUN
gujaf-387	102	12	error	error	NOUN
gujaf-387	102	13	correction	correction	NOUN
gujaf-387	102	14	model	model	NOUN
gujaf-387	102	15	(	(	PUNCT
gujaf-387	102	16	vecm	vecm	NOUN
gujaf-387	102	17	)	)	PUNCT
gujaf-387	102	18	findings	finding	NOUN
gujaf-387	102	19	,	,	PUNCT
gujaf-387	102	20	is	be	AUX
gujaf-387	102	21	-3.35e-06	-3.35e-06	ADJ
gujaf-387	102	22	,	,	PUNCT
gujaf-387	102	23	with	with	ADP
gujaf-387	102	24	a	a	DET
gujaf-387	102	25	t	t	NOUN
gujaf-387	102	26	-	-	PUNCT
gujaf-387	102	27	statistic	statistic	NOUN
gujaf-387	102	28	of	of	ADP
gujaf-387	102	29	-5.76431	-5.76431	NOUN
gujaf-387	102	30	.	.	PUNCT
gujaf-387	103	1	we	we	PRON
gujaf-387	103	2	reject	reject	VERB
gujaf-387	103	3	the	the	DET
gujaf-387	103	4	null	null	ADJ
gujaf-387	103	5	hypothesis	hypothesis	NOUN
gujaf-387	103	6	because	because	SCONJ
gujaf-387	103	7	the	the	DET
gujaf-387	103	8	tstatistic	tstatistic	NOUN
gujaf-387	103	9	's	's	PART
gujaf-387	103	10	absolute	absolute	ADJ
gujaf-387	103	11	value	value	NOUN
gujaf-387	103	12	is	be	AUX
gujaf-387	103	13	higher	high	ADJ
gujaf-387	103	14	than	than	ADP
gujaf-387	103	15	1.96	1.96	NUM
gujaf-387	103	16	,	,	PUNCT
gujaf-387	103	17	which	which	PRON
gujaf-387	103	18	is	be	AUX
gujaf-387	103	19	the	the	DET
gujaf-387	103	20	crucial	crucial	ADJ
gujaf-387	103	21	value	value	NOUN
gujaf-387	103	22	for	for	ADP
gujaf-387	103	23	a	a	DET
gujaf-387	103	24	two	two	NUM
gujaf-387	103	25	-	-	PUNCT
gujaf-387	103	26	tailed	tail	VERB
gujaf-387	103	27	test	test	NOUN
gujaf-387	103	28	at	at	ADP
gujaf-387	103	29	the	the	DET
gujaf-387	103	30	0.05	0.05	NUM
gujaf-387	103	31	level	level	NOUN
gujaf-387	103	32	.	.	PUNCT
gujaf-387	104	1	additionally	additionally	ADV
gujaf-387	104	2	,	,	PUNCT
gujaf-387	104	3	a	a	DET
gujaf-387	104	4	substantial	substantial	ADJ
gujaf-387	104	5	short	short	ADJ
gujaf-387	104	6	-	-	PUNCT
gujaf-387	104	7	term	term	NOUN
gujaf-387	104	8	link	link	NOUN
gujaf-387	104	9	is	be	AUX
gujaf-387	104	10	shown	show	VERB
gujaf-387	104	11	by	by	ADP
gujaf-387	104	12	the	the	DET
gujaf-387	104	13	error	error	NOUN
gujaf-387	104	14	correction	correction	NOUN
gujaf-387	104	15	term	term	NOUN
gujaf-387	104	16	(	(	PUNCT
gujaf-387	104	17	cointeq1	cointeq1	PROPN
gujaf-387	104	18	)	)	PUNCT
gujaf-387	104	19	,	,	PUNCT
gujaf-387	104	20	which	which	PRON
gujaf-387	104	21	is	be	AUX
gujaf-387	104	22	-0.068207	-0.068207	NOUN
gujaf-387	104	23	with	with	ADP
gujaf-387	104	24	a	a	DET
gujaf-387	104	25	t	t	NOUN
gujaf-387	104	26	-	-	PUNCT
gujaf-387	104	27	statistic	statistic	NOUN
gujaf-387	104	28	of	of	ADP
gujaf-387	104	29	-1.67174	-1.67174	PROPN
gujaf-387	104	30	.	.	PUNCT
gujaf-387	105	1	the	the	DET
gujaf-387	105	2	null	null	ADJ
gujaf-387	105	3	hypothesis	hypothesis	NOUN
gujaf-387	105	4	should	should	AUX
gujaf-387	105	5	be	be	AUX
gujaf-387	105	6	rejected	reject	VERB
gujaf-387	105	7	.	.	PUNCT
gujaf-387	106	1	loan	loan	NOUN
gujaf-387	106	2	loss	loss	NOUN
gujaf-387	106	3	reserves	reserve	NOUN
gujaf-387	106	4	have	have	VERB
gujaf-387	106	5	a	a	DET
gujaf-387	106	6	major	major	ADJ
gujaf-387	106	7	impact	impact	NOUN
gujaf-387	106	8	on	on	ADP
gujaf-387	106	9	the	the	DET
gujaf-387	106	10	financial	financial	ADJ
gujaf-387	106	11	stability	stability	NOUN
gujaf-387	106	12	of	of	ADP
gujaf-387	106	13	nigerian	nigerian	ADJ
gujaf-387	106	14	microfinance	microfinance	NOUN
gujaf-387	106	15	institutions	institution	NOUN
gujaf-387	106	16	.	.	PUNCT
gujaf-387	107	1	gusau	gusau	PROPN
gujaf-387	107	2	journal	journal	PROPN
gujaf-387	107	3	of	of	ADP
gujaf-387	107	4	accounting	accounting	NOUN
gujaf-387	107	5	and	and	CCONJ
gujaf-387	107	6	finance	finance	NOUN
gujaf-387	107	7	,	,	PUNCT
gujaf-387	107	8	vol.6	vol.6	PROPN
gujaf-387	107	9	,	,	PUNCT
gujaf-387	107	10	issue	issue	NOUN
gujaf-387	107	11	1	1	NUM
gujaf-387	107	12	,	,	PUNCT
gujaf-387	107	13	april	april	PROPN
gujaf-387	107	14	,	,	PUNCT
gujaf-387	107	15	2025	2025	NUM
gujaf-387	107	16	326	326	NUM
gujaf-387	107	17	hypothesis	hypothesis	NOUN
gujaf-387	107	18	2	2	NUM
gujaf-387	107	19	:	:	PUNCT
gujaf-387	107	20	h02	h02	NOUN
gujaf-387	107	21	:	:	PUNCT
gujaf-387	107	22	collateralization	collateralization	NOUN
gujaf-387	107	23	has	have	VERB
gujaf-387	107	24	no	no	DET
gujaf-387	107	25	discernible	discernible	ADJ
gujaf-387	107	26	impact	impact	NOUN
gujaf-387	107	27	on	on	ADP
gujaf-387	107	28	the	the	DET
gujaf-387	107	29	financial	financial	ADJ
gujaf-387	107	30	stability	stability	NOUN
gujaf-387	107	31	of	of	ADP
gujaf-387	107	32	nigerian	nigerian	ADJ
gujaf-387	107	33	microfinance	microfinance	NOUN
gujaf-387	107	34	institutions	institution	NOUN
gujaf-387	107	35	.	.	PUNCT
gujaf-387	108	1	according	accord	VERB
gujaf-387	108	2	to	to	ADP
gujaf-387	108	3	the	the	DET
gujaf-387	108	4	vecm	vecm	NOUN
gujaf-387	108	5	findings	finding	NOUN
gujaf-387	108	6	,	,	PUNCT
gujaf-387	108	7	the	the	DET
gujaf-387	108	8	t	t	NOUN
gujaf-387	108	9	-	-	PUNCT
gujaf-387	108	10	statistic	statistic	NOUN
gujaf-387	108	11	is	be	AUX
gujaf-387	108	12	-9.73732	-9.73732	PUNCT
gujaf-387	108	13	and	and	CCONJ
gujaf-387	108	14	the	the	DET
gujaf-387	108	15	coefficient	coefficient	NOUN
gujaf-387	108	16	on	on	ADP
gujaf-387	108	17	collateralization	collateralization	NOUN
gujaf-387	108	18	is	be	AUX
gujaf-387	108	19	-1.939627	-1.939627	VERB
gujaf-387	108	20	.	.	PUNCT
gujaf-387	109	1	we	we	PRON
gujaf-387	109	2	reject	reject	VERB
gujaf-387	109	3	the	the	DET
gujaf-387	109	4	null	null	ADJ
gujaf-387	109	5	hypothesis	hypothesis	NOUN
gujaf-387	109	6	since	since	SCONJ
gujaf-387	109	7	the	the	DET
gujaf-387	109	8	t	t	PROPN
gujaf-387	109	9	-	-	PUNCT
gujaf-387	109	10	statistic	statistic	NOUN
gujaf-387	109	11	's	's	PART
gujaf-387	109	12	absolute	absolute	ADJ
gujaf-387	109	13	value	value	NOUN
gujaf-387	109	14	is	be	AUX
gujaf-387	109	15	higher	high	ADJ
gujaf-387	109	16	than	than	ADP
gujaf-387	109	17	1.96	1.96	NUM
gujaf-387	109	18	.	.	PUNCT
gujaf-387	110	1	with	with	ADP
gujaf-387	110	2	a	a	DET
gujaf-387	110	3	t	t	NOUN
gujaf-387	110	4	-	-	PUNCT
gujaf-387	110	5	statistic	statistic	NOUN
gujaf-387	110	6	of	of	ADP
gujaf-387	110	7	2.64432	2.64432	NUM
gujaf-387	110	8	and	and	CCONJ
gujaf-387	110	9	an	an	DET
gujaf-387	110	10	error	error	NOUN
gujaf-387	110	11	correction	correction	NOUN
gujaf-387	110	12	term	term	NOUN
gujaf-387	110	13	(	(	PUNCT
gujaf-387	110	14	cointeq1	cointeq1	NOUN
gujaf-387	110	15	)	)	PUNCT
gujaf-387	110	16	of	of	ADP
gujaf-387	110	17	0.213494	0.213494	NUM
gujaf-387	110	18	,	,	PUNCT
gujaf-387	110	19	there	there	PRON
gujaf-387	110	20	is	be	VERB
gujaf-387	110	21	a	a	DET
gujaf-387	110	22	substantial	substantial	ADJ
gujaf-387	110	23	short	short	ADJ
gujaf-387	110	24	-	-	PUNCT
gujaf-387	110	25	term	term	NOUN
gujaf-387	110	26	association	association	NOUN
gujaf-387	110	27	.	.	PUNCT
gujaf-387	111	1	the	the	DET
gujaf-387	111	2	null	null	ADJ
gujaf-387	111	3	hypothesis	hypothesis	NOUN
gujaf-387	111	4	should	should	AUX
gujaf-387	111	5	be	be	AUX
gujaf-387	111	6	rejected	reject	VERB
gujaf-387	111	7	.	.	PUNCT
gujaf-387	112	1	collateralization	collateralization	PROPN
gujaf-387	112	2	has	have	VERB
gujaf-387	112	3	a	a	DET
gujaf-387	112	4	major	major	ADJ
gujaf-387	112	5	impact	impact	NOUN
gujaf-387	112	6	on	on	ADP
gujaf-387	112	7	the	the	DET
gujaf-387	112	8	financial	financial	ADJ
gujaf-387	112	9	stability	stability	NOUN
gujaf-387	112	10	of	of	ADP
gujaf-387	112	11	nigerian	nigerian	ADJ
gujaf-387	112	12	microfinance	microfinance	NOUN
gujaf-387	112	13	institutions	institution	NOUN
gujaf-387	112	14	.	.	PUNCT
gujaf-387	113	1	hypothesis	hypothesis	NOUN
gujaf-387	113	2	3	3	NUM
gujaf-387	113	3	:	:	PUNCT
gujaf-387	113	4	h03	h03	NOUN
gujaf-387	113	5	:	:	PUNCT
gujaf-387	113	6	credit	credit	NOUN
gujaf-387	113	7	insurance	insurance	NOUN
gujaf-387	113	8	has	have	VERB
gujaf-387	113	9	no	no	DET
gujaf-387	113	10	discernible	discernible	ADJ
gujaf-387	113	11	impact	impact	NOUN
gujaf-387	113	12	on	on	ADP
gujaf-387	113	13	the	the	DET
gujaf-387	113	14	financial	financial	ADJ
gujaf-387	113	15	stability	stability	NOUN
gujaf-387	113	16	of	of	ADP
gujaf-387	113	17	nigerian	nigerian	ADJ
gujaf-387	113	18	microfinance	microfinance	NOUN
gujaf-387	113	19	institutions	institution	NOUN
gujaf-387	113	20	.	.	PUNCT
gujaf-387	114	1	according	accord	VERB
gujaf-387	114	2	to	to	ADP
gujaf-387	114	3	the	the	DET
gujaf-387	114	4	vecm	vecm	NOUN
gujaf-387	114	5	findings	finding	NOUN
gujaf-387	114	6	,	,	PUNCT
gujaf-387	114	7	the	the	DET
gujaf-387	114	8	t	t	NOUN
gujaf-387	114	9	-	-	PUNCT
gujaf-387	114	10	statistic	statistic	NOUN
gujaf-387	114	11	for	for	ADP
gujaf-387	114	12	credit	credit	NOUN
gujaf-387	114	13	insurance	insurance	NOUN
gujaf-387	114	14	is	be	AUX
gujaf-387	114	15	-8.81984	-8.81984	ADJ
gujaf-387	114	16	,	,	PUNCT
gujaf-387	114	17	and	and	CCONJ
gujaf-387	114	18	the	the	DET
gujaf-387	114	19	coefficient	coefficient	NOUN
gujaf-387	114	20	is	be	AUX
gujaf-387	114	21	-4.931198	-4.931198	ADJ
gujaf-387	114	22	.	.	PUNCT
gujaf-387	115	1	we	we	PRON
gujaf-387	115	2	reject	reject	VERB
gujaf-387	115	3	the	the	DET
gujaf-387	115	4	null	null	ADJ
gujaf-387	115	5	hypothesis	hypothesis	NOUN
gujaf-387	115	6	since	since	SCONJ
gujaf-387	115	7	the	the	DET
gujaf-387	115	8	t	t	PROPN
gujaf-387	115	9	-	-	PUNCT
gujaf-387	115	10	statistic	statistic	NOUN
gujaf-387	115	11	's	's	PART
gujaf-387	115	12	absolute	absolute	ADJ
gujaf-387	115	13	value	value	NOUN
gujaf-387	115	14	is	be	AUX
gujaf-387	115	15	higher	high	ADJ
gujaf-387	115	16	than	than	ADP
gujaf-387	115	17	1.96	1.96	NUM
gujaf-387	115	18	.	.	PUNCT
gujaf-387	116	1	with	with	ADP
gujaf-387	116	2	a	a	DET
gujaf-387	116	3	t	t	NOUN
gujaf-387	116	4	-	-	PUNCT
gujaf-387	116	5	statistic	statistic	NOUN
gujaf-387	116	6	of	of	ADP
gujaf-387	116	7	2.97293	2.97293	NUM
gujaf-387	116	8	and	and	CCONJ
gujaf-387	116	9	an	an	DET
gujaf-387	116	10	error	error	NOUN
gujaf-387	116	11	correction	correction	NOUN
gujaf-387	116	12	term	term	NOUN
gujaf-387	116	13	(	(	PUNCT
gujaf-387	116	14	cointeq1	cointeq1	NOUN
gujaf-387	116	15	)	)	PUNCT
gujaf-387	116	16	of	of	ADP
gujaf-387	116	17	0.167886	0.167886	NUM
gujaf-387	116	18	,	,	PUNCT
gujaf-387	116	19	there	there	PRON
gujaf-387	116	20	is	be	VERB
gujaf-387	116	21	a	a	DET
gujaf-387	116	22	substantial	substantial	ADJ
gujaf-387	116	23	short	short	ADJ
gujaf-387	116	24	-	-	PUNCT
gujaf-387	116	25	term	term	NOUN
gujaf-387	116	26	association	association	NOUN
gujaf-387	116	27	.	.	PUNCT
gujaf-387	117	1	the	the	DET
gujaf-387	117	2	null	null	ADJ
gujaf-387	117	3	hypothesis	hypothesis	NOUN
gujaf-387	117	4	should	should	AUX
gujaf-387	117	5	be	be	AUX
gujaf-387	117	6	rejected	reject	VERB
gujaf-387	117	7	.	.	PUNCT
gujaf-387	118	1	credit	credit	NOUN
gujaf-387	118	2	insurance	insurance	NOUN
gujaf-387	118	3	has	have	VERB
gujaf-387	118	4	a	a	DET
gujaf-387	118	5	major	major	ADJ
gujaf-387	118	6	impact	impact	NOUN
gujaf-387	118	7	on	on	ADP
gujaf-387	118	8	the	the	DET
gujaf-387	118	9	financial	financial	ADJ
gujaf-387	118	10	stability	stability	NOUN
gujaf-387	118	11	of	of	ADP
gujaf-387	118	12	nigerian	nigerian	ADJ
gujaf-387	118	13	microfinance	microfinance	NOUN
gujaf-387	118	14	institutions	institution	NOUN
gujaf-387	118	15	.	.	PUNCT
gujaf-387	119	1	variance	variance	NOUN
gujaf-387	119	2	decomposition	decomposition	NOUN
gujaf-387	119	3	analysis	analysis	NOUN
gujaf-387	119	4	0	0	NUM
gujaf-387	119	5	20	20	NUM
gujaf-387	119	6	40	40	NUM
gujaf-387	119	7	60	60	NUM
gujaf-387	119	8	80	80	NUM
gujaf-387	119	9	100	100	NUM
gujaf-387	119	10	120	120	NUM
gujaf-387	119	11	1	1	NUM
gujaf-387	119	12	2	2	NUM
gujaf-387	119	13	3	3	NUM
gujaf-387	119	14	4	4	NUM
gujaf-387	119	15	5	5	NUM
gujaf-387	119	16	6	6	NUM
gujaf-387	119	17	7	7	NUM
gujaf-387	119	18	8	8	NUM
gujaf-387	119	19	9	9	NUM
gujaf-387	119	20	10	10	NUM
gujaf-387	119	21	car1	car1	ADJ
gujaf-387	119	22	collateralization	collateralization	NOUN
gujaf-387	119	23	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	119	24	credit_insurance2	credit_insurance2	NOUN
gujaf-387	119	25	variance	variance	NOUN
gujaf-387	119	26	decomposition	decomposition	NOUN
gujaf-387	119	27	of	of	ADP
gujaf-387	119	28	car	car	NOUN
gujaf-387	119	29	0	0	NUM
gujaf-387	119	30	20	20	NUM
gujaf-387	119	31	40	40	NUM
gujaf-387	119	32	60	60	NUM
gujaf-387	119	33	80	80	NUM
gujaf-387	119	34	100	100	NUM
gujaf-387	119	35	1	1	NUM
gujaf-387	119	36	2	2	NUM
gujaf-387	119	37	3	3	NUM
gujaf-387	119	38	4	4	NUM
gujaf-387	119	39	5	5	NUM
gujaf-387	119	40	6	6	NUM
gujaf-387	119	41	7	7	NUM
gujaf-387	119	42	8	8	NUM
gujaf-387	119	43	9	9	NUM
gujaf-387	119	44	10	10	NUM
gujaf-387	119	45	car1	car1	ADJ
gujaf-387	119	46	collateralization	collateralization	NOUN
gujaf-387	119	47	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	119	48	credit_insurance2	credit_insurance2	NOUN
gujaf-387	119	49	variance	variance	NOUN
gujaf-387	119	50	decomposition	decomposition	NOUN
gujaf-387	119	51	of	of	ADP
gujaf-387	119	52	collateralization	collateralization	NOUN
gujaf-387	119	53	0	0	NUM
gujaf-387	119	54	10	10	NUM
gujaf-387	119	55	20	20	NUM
gujaf-387	119	56	30	30	NUM
gujaf-387	119	57	40	40	NUM
gujaf-387	119	58	50	50	NUM
gujaf-387	119	59	60	60	NUM
gujaf-387	119	60	1	1	NUM
gujaf-387	119	61	2	2	NUM
gujaf-387	119	62	3	3	NUM
gujaf-387	119	63	4	4	NUM
gujaf-387	119	64	5	5	NUM
gujaf-387	119	65	6	6	NUM
gujaf-387	119	66	7	7	NUM
gujaf-387	119	67	8	8	NUM
gujaf-387	119	68	9	9	NUM
gujaf-387	119	69	10	10	NUM
gujaf-387	119	70	car1	car1	ADJ
gujaf-387	119	71	collateralization	collateralization	NOUN
gujaf-387	119	72	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	119	73	credit_insurance2	credit_insurance2	NOUN
gujaf-387	119	74	variance	variance	NOUN
gujaf-387	119	75	decomposition	decomposition	NOUN
gujaf-387	119	76	of	of	ADP
gujaf-387	119	77	tota	tota	PROPN
gujaf-387	119	78	lloan	lloan	PROPN
gujaf-387	119	79	lossreserve	lossreserve	PROPN
gujaf-387	119	80	0	0	NUM
gujaf-387	119	81	20	20	NUM
gujaf-387	119	82	40	40	NUM
gujaf-387	119	83	60	60	NUM
gujaf-387	119	84	80	80	NUM
gujaf-387	119	85	1	1	NUM
gujaf-387	119	86	2	2	NUM
gujaf-387	119	87	3	3	NUM
gujaf-387	119	88	4	4	NUM
gujaf-387	119	89	5	5	NUM
gujaf-387	119	90	6	6	NUM
gujaf-387	119	91	7	7	NUM
gujaf-387	119	92	8	8	NUM
gujaf-387	119	93	9	9	NUM
gujaf-387	119	94	10	10	NUM
gujaf-387	119	95	car1	car1	ADJ
gujaf-387	119	96	collateralization	collateralization	NOUN
gujaf-387	119	97	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	119	98	credit_insurance2	credit_insurance2	NOUN
gujaf-387	119	99	variance	variance	NOUN
gujaf-387	119	100	decomposition	decomposition	NOUN
gujaf-387	119	101	of	of	ADP
gujaf-387	119	102	credit	credit	NOUN
gujaf-387	119	103	insurance	insurance	NOUN
gujaf-387	119	104	figure	figure	NOUN
gujaf-387	119	105	1	1	NUM
gujaf-387	119	106	.	.	PUNCT
gujaf-387	119	107	source	source	NOUN
gujaf-387	119	108	:	:	PUNCT
gujaf-387	119	109	e	e	ADJ
gujaf-387	119	110	-	-	NOUN
gujaf-387	119	111	view	view	NOUN
gujaf-387	119	112	computation	computation	NOUN
gujaf-387	119	113	,	,	PUNCT
gujaf-387	119	114	2025	2025	NUM
gujaf-387	119	115	.	.	PUNCT
gujaf-387	120	1	a	a	DET
gujaf-387	120	2	variance	variance	NOUN
gujaf-387	120	3	decomposition	decomposition	NOUN
gujaf-387	120	4	analysis	analysis	NOUN
gujaf-387	120	5	was	be	AUX
gujaf-387	120	6	performed	perform	VERB
gujaf-387	120	7	to	to	PART
gujaf-387	120	8	ascertain	ascertain	VERB
gujaf-387	120	9	the	the	DET
gujaf-387	120	10	relative	relative	ADJ
gujaf-387	120	11	significance	significance	NOUN
gujaf-387	120	12	of	of	ADP
gujaf-387	120	13	each	each	DET
gujaf-387	120	14	variable	variable	NOUN
gujaf-387	120	15	in	in	ADP
gujaf-387	120	16	explaining	explain	VERB
gujaf-387	120	17	the	the	DET
gujaf-387	120	18	prediction	prediction	NOUN
gujaf-387	120	19	error	error	NOUN
gujaf-387	120	20	variance	variance	NOUN
gujaf-387	120	21	of	of	ADP
gujaf-387	120	22	each	each	DET
gujaf-387	120	23	variable	variable	NOUN
gujaf-387	120	24	.	.	PUNCT
gujaf-387	121	1	according	accord	VERB
gujaf-387	121	2	to	to	ADP
gujaf-387	121	3	the	the	DET
gujaf-387	121	4	capital	capital	NOUN
gujaf-387	121	5	adequacy	adequacy	NOUN
gujaf-387	121	6	ratio	ratio	NOUN
gujaf-387	121	7	(	(	PUNCT
gujaf-387	121	8	car	car	NOUN
gujaf-387	121	9	)	)	PUNCT
gujaf-387	121	10	variance	variance	NOUN
gujaf-387	121	11	decomposition	decomposition	NOUN
gujaf-387	121	12	findings	finding	NOUN
gujaf-387	121	13	,	,	PUNCT
gujaf-387	121	14	with	with	ADP
gujaf-387	121	15	a	a	DET
gujaf-387	121	16	horizon	horizon	NOUN
gujaf-387	121	17	of	of	ADP
gujaf-387	121	18	1	1	NUM
gujaf-387	121	19	,	,	PUNCT
gujaf-387	121	20	all	all	PRON
gujaf-387	121	21	of	of	ADP
gujaf-387	121	22	the	the	DET
gujaf-387	121	23	prediction	prediction	NOUN
gujaf-387	121	24	error	error	NOUN
gujaf-387	121	25	variance	variance	NOUN
gujaf-387	121	26	may	may	AUX
gujaf-387	121	27	be	be	AUX
gujaf-387	121	28	accounted	account	VERB
gujaf-387	121	29	by	by	ADP
gujaf-387	121	30	itself	itself	PRON
gujaf-387	121	31	.	.	PUNCT
gujaf-387	122	1	this	this	PRON
gujaf-387	122	2	suggested	suggest	VERB
gujaf-387	122	3	that	that	SCONJ
gujaf-387	122	4	car	car	NOUN
gujaf-387	122	5	had	have	VERB
gujaf-387	122	6	the	the	DET
gujaf-387	122	7	most	most	ADV
gujaf-387	122	8	significant	significant	ADJ
gujaf-387	122	9	role	role	NOUN
gujaf-387	122	10	in	in	ADP
gujaf-387	122	11	short	short	ADJ
gujaf-387	122	12	-	-	PUNCT
gujaf-387	122	13	term	term	NOUN
gujaf-387	122	14	forecast	forecast	NOUN
gujaf-387	122	15	error	error	NOUN
gujaf-387	122	16	variance	variance	NOUN
gujaf-387	122	17	explanation	explanation	NOUN
gujaf-387	122	18	.	.	PUNCT
gujaf-387	123	1	the	the	DET
gujaf-387	123	2	percentage	percentage	NOUN
gujaf-387	123	3	of	of	ADP
gujaf-387	123	4	prediction	prediction	NOUN
gujaf-387	123	5	error	error	NOUN
gujaf-387	123	6	variation	variation	NOUN
gujaf-387	123	7	described	describe	VERB
gujaf-387	123	8	by	by	ADP
gujaf-387	123	9	car	car	NOUN
gujaf-387	123	10	alone	alone	ADV
gujaf-387	123	11	,	,	PUNCT
gujaf-387	123	12	however	however	ADV
gujaf-387	123	13	,	,	PUNCT
gujaf-387	123	14	declined	decline	VERB
gujaf-387	123	15	as	as	SCONJ
gujaf-387	123	16	the	the	DET
gujaf-387	123	17	horizon	horizon	NOUN
gujaf-387	123	18	lengthened	lengthen	VERB
gujaf-387	123	19	,	,	PUNCT
gujaf-387	123	20	but	but	CCONJ
gujaf-387	123	21	the	the	DET
gujaf-387	123	22	percentage	percentage	NOUN
gujaf-387	123	23	explained	explain	VERB
gujaf-387	123	24	by	by	ADP
gujaf-387	123	25	collateralization	collateralization	NOUN
gujaf-387	123	26	and	and	CCONJ
gujaf-387	123	27	total	total	ADJ
gujaf-387	123	28	loan	loan	NOUN
gujaf-387	123	29	loss	loss	NOUN
gujaf-387	123	30	reserve	reserve	NOUN
gujaf-387	123	31	rose	rise	VERB
gujaf-387	123	32	.	.	PUNCT
gujaf-387	124	1	gusau	gusau	PROPN
gujaf-387	124	2	journal	journal	PROPN
gujaf-387	124	3	of	of	ADP
gujaf-387	124	4	accounting	accounting	NOUN
gujaf-387	124	5	and	and	CCONJ
gujaf-387	124	6	finance	finance	NOUN
gujaf-387	124	7	,	,	PUNCT
gujaf-387	124	8	vol.6	vol.6	PROPN
gujaf-387	124	9	,	,	PUNCT
gujaf-387	124	10	issue	issue	NOUN
gujaf-387	124	11	1	1	NUM
gujaf-387	124	12	,	,	PUNCT
gujaf-387	124	13	april	april	PROPN
gujaf-387	124	14	,	,	PUNCT
gujaf-387	124	15	2025	2025	NUM
gujaf-387	124	16	327	327	NUM
gujaf-387	124	17	impulse	impulse	ADJ
gujaf-387	124	18	response	response	NOUN
gujaf-387	124	19	analysis	analysis	NOUN
gujaf-387	124	20	-.02	-.02	NUM
gujaf-387	124	21	.00	.00	NUM
gujaf-387	124	22	.02	.02	NUM
gujaf-387	124	23	.04	.04	NUM
gujaf-387	124	24	.06	.06	NUM
gujaf-387	124	25	.08	.08	NUM
gujaf-387	124	26	.10	.10	NUM
gujaf-387	124	27	1	1	NUM
gujaf-387	124	28	2	2	NUM
gujaf-387	124	29	3	3	NUM
gujaf-387	124	30	4	4	NUM
gujaf-387	124	31	5	5	NUM
gujaf-387	124	32	6	6	NUM
gujaf-387	124	33	7	7	NUM
gujaf-387	124	34	8	8	NUM
gujaf-387	124	35	9	9	NUM
gujaf-387	124	36	10	10	NUM
gujaf-387	124	37	car1	car1	ADJ
gujaf-387	124	38	collateralization	collateralization	NOUN
gujaf-387	124	39	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	124	40	credit_insurance2	credit_insurance2	NOUN
gujaf-387	124	41	response	response	NOUN
gujaf-387	124	42	of	of	ADP
gujaf-387	124	43	car	car	NOUN
gujaf-387	124	44	to	to	PART
gujaf-387	124	45	cholesky	cholesky	VERB
gujaf-387	124	46	one	one	NUM
gujaf-387	124	47	s.d	s.d	PROPN
gujaf-387	124	48	.	.	PUNCT
gujaf-387	125	1	innovations	innovation	NOUN
gujaf-387	125	2	-.10	-.10	SYM
gujaf-387	125	3	-.05	-.05	SYM
gujaf-387	125	4	.00	.00	NUM
gujaf-387	125	5	.05	.05	NUM
gujaf-387	125	6	.10	.10	NUM
gujaf-387	125	7	.15	.15	NUM
gujaf-387	125	8	1	1	NUM
gujaf-387	125	9	2	2	NUM
gujaf-387	125	10	3	3	NUM
gujaf-387	125	11	4	4	NUM
gujaf-387	125	12	5	5	NUM
gujaf-387	125	13	6	6	NUM
gujaf-387	125	14	7	7	NUM
gujaf-387	125	15	8	8	NUM
gujaf-387	125	16	9	9	NUM
gujaf-387	125	17	10	10	NUM
gujaf-387	125	18	car1	car1	ADJ
gujaf-387	125	19	collateralization	collateralization	NOUN
gujaf-387	125	20	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	125	21	credit_insurance2	credit_insurance2	NOUN
gujaf-387	125	22	response	response	NOUN
gujaf-387	125	23	of	of	ADP
gujaf-387	125	24	collateralization	collateralization	NOUN
gujaf-387	125	25	to	to	PART
gujaf-387	125	26	cholesky	cholesky	VERB
gujaf-387	125	27	one	one	NUM
gujaf-387	125	28	s.d	s.d	PROPN
gujaf-387	125	29	.	.	PUNCT
gujaf-387	125	30	innovations	innovation	NOUN
gujaf-387	125	31	-20,000	-20,000	PROPN
gujaf-387	125	32	0	0	NUM
gujaf-387	125	33	20,000	20,000	NUM
gujaf-387	125	34	40,000	40,000	NUM
gujaf-387	125	35	60,000	60,000	NUM
gujaf-387	125	36	80,000	80,000	NUM
gujaf-387	125	37	100,000	100,000	NUM
gujaf-387	125	38	120,000	120,000	NUM
gujaf-387	125	39	1	1	NUM
gujaf-387	125	40	2	2	NUM
gujaf-387	125	41	3	3	NUM
gujaf-387	125	42	4	4	NUM
gujaf-387	125	43	5	5	NUM
gujaf-387	125	44	6	6	NUM
gujaf-387	125	45	7	7	NUM
gujaf-387	125	46	8	8	NUM
gujaf-387	125	47	9	9	NUM
gujaf-387	125	48	10	10	NUM
gujaf-387	125	49	car1	car1	ADJ
gujaf-387	125	50	collateralization	collateralization	NOUN
gujaf-387	125	51	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	125	52	credit_insurance2	credit_insurance2	NOUN
gujaf-387	125	53	response	response	NOUN
gujaf-387	125	54	of	of	ADP
gujaf-387	125	55	total	total	ADJ
gujaf-387	125	56	loan	loan	NOUN
gujaf-387	125	57	loss	loss	NOUN
gujaf-387	125	58	reserve	reserve	NOUN
gujaf-387	125	59	to	to	PART
gujaf-387	125	60	cholesky	cholesky	VERB
gujaf-387	125	61	one	one	NUM
gujaf-387	125	62	s.d	s.d	PROPN
gujaf-387	125	63	.	.	PUNCT
gujaf-387	125	64	innovations	innovation	NOUN
gujaf-387	125	65	-.100	-.100	VERB
gujaf-387	125	66	-.075	-.075	PROPN
gujaf-387	126	1	-.050	-.050	PROPN
gujaf-387	127	1	-.025	-.025	ADJ
gujaf-387	127	2	.000	.000	NUM
gujaf-387	127	3	.025	.025	NUM
gujaf-387	127	4	.050	.050	NUM
gujaf-387	127	5	1	1	NUM
gujaf-387	127	6	2	2	NUM
gujaf-387	127	7	3	3	NUM
gujaf-387	127	8	4	4	NUM
gujaf-387	127	9	5	5	NUM
gujaf-387	127	10	6	6	NUM
gujaf-387	127	11	7	7	NUM
gujaf-387	127	12	8	8	NUM
gujaf-387	127	13	9	9	NUM
gujaf-387	127	14	10	10	NUM
gujaf-387	127	15	car1	car1	ADJ
gujaf-387	127	16	collateralization	collateralization	NOUN
gujaf-387	127	17	totalloan_lossreserve1	totalloan_lossreserve1	VERB
gujaf-387	127	18	credit_insurance2	credit_insurance2	NOUN
gujaf-387	127	19	response	response	NOUN
gujaf-387	127	20	of	of	ADP
gujaf-387	127	21	credit	credit	NOUN
gujaf-387	127	22	insurance	insurance	NOUN
gujaf-387	127	23	to	to	PART
gujaf-387	127	24	cholesky	cholesky	VERB
gujaf-387	127	25	one	one	NUM
gujaf-387	127	26	s.d	s.d	PROPN
gujaf-387	127	27	.	.	PUNCT
gujaf-387	127	28	innovations	innovation	NOUN
gujaf-387	127	29	figure	figure	VERB
gujaf-387	127	30	2	2	NUM
gujaf-387	127	31	.	.	PUNCT
gujaf-387	127	32	source	source	NOUN
gujaf-387	127	33	:	:	PUNCT
gujaf-387	127	34	e	e	ADJ
gujaf-387	127	35	-	-	NOUN
gujaf-387	127	36	view	view	NOUN
gujaf-387	127	37	computation	computation	NOUN
gujaf-387	127	38	2025	2025	NUM
gujaf-387	127	39	the	the	DET
gujaf-387	127	40	impulse	impulse	ADJ
gujaf-387	127	41	response	response	NOUN
gujaf-387	127	42	shows	show	VERB
gujaf-387	127	43	that	that	SCONJ
gujaf-387	127	44	a	a	DET
gujaf-387	127	45	shock	shock	NOUN
gujaf-387	127	46	to	to	AUX
gujaf-387	127	47	collateralization	collateralization	VERB
gujaf-387	127	48	negatively	negatively	ADV
gujaf-387	127	49	and	and	CCONJ
gujaf-387	127	50	significantly	significantly	ADV
gujaf-387	127	51	affects	affect	VERB
gujaf-387	127	52	the	the	DET
gujaf-387	127	53	capital	capital	NOUN
gujaf-387	127	54	adequacy	adequacy	NOUN
gujaf-387	127	55	ratio	ratio	NOUN
gujaf-387	127	56	in	in	ADP
gujaf-387	127	57	the	the	DET
gujaf-387	127	58	short	short	ADJ
gujaf-387	127	59	run	run	NOUN
gujaf-387	127	60	,	,	PUNCT
gujaf-387	127	61	with	with	ADP
gujaf-387	127	62	values	value	NOUN
gujaf-387	127	63	of	of	ADP
gujaf-387	127	64	-0.0311	-0.0311	NOUN
gujaf-387	127	65	,	,	PUNCT
gujaf-387	127	66	-0.0606	-0.0606	ADJ
gujaf-387	127	67	,	,	PUNCT
gujaf-387	127	68	and	and	CCONJ
gujaf-387	127	69	-0.0890	-0.0890	NOUN
gujaf-387	127	70	in	in	ADP
gujaf-387	127	71	the	the	DET
gujaf-387	127	72	first	first	ADJ
gujaf-387	127	73	three	three	NUM
gujaf-387	127	74	periods	period	NOUN
gujaf-387	127	75	.	.	PUNCT
gujaf-387	128	1	conversely	conversely	ADV
gujaf-387	128	2	,	,	PUNCT
gujaf-387	128	3	a	a	DET
gujaf-387	128	4	shock	shock	NOUN
gujaf-387	128	5	to	to	ADP
gujaf-387	128	6	total	total	ADJ
gujaf-387	128	7	loan	loan	NOUN
gujaf-387	128	8	loss	loss	NOUN
gujaf-387	128	9	reserve	reserve	NOUN
gujaf-387	128	10	has	have	VERB
gujaf-387	128	11	a	a	DET
gujaf-387	128	12	positive	positive	ADJ
gujaf-387	128	13	and	and	CCONJ
gujaf-387	128	14	significant	significant	ADJ
gujaf-387	128	15	short	short	ADJ
gujaf-387	128	16	-	-	PUNCT
gujaf-387	128	17	run	run	NOUN
gujaf-387	128	18	impact	impact	NOUN
gujaf-387	128	19	,	,	PUNCT
gujaf-387	128	20	with	with	ADP
gujaf-387	128	21	responses	response	NOUN
gujaf-387	128	22	of	of	ADP
gujaf-387	128	23	0	0	NUM
gujaf-387	128	24	,	,	PUNCT
gujaf-387	128	25	0.0060	0.0060	NUM
gujaf-387	128	26	,	,	PUNCT
gujaf-387	128	27	and	and	CCONJ
gujaf-387	128	28	0.0023	0.0023	NUM
gujaf-387	128	29	over	over	ADP
gujaf-387	128	30	the	the	DET
gujaf-387	128	31	same	same	ADJ
gujaf-387	128	32	periods	period	NOUN
gujaf-387	128	33	.	.	PUNCT
gujaf-387	129	1	meanwhile	meanwhile	ADV
gujaf-387	129	2	,	,	PUNCT
gujaf-387	129	3	a	a	DET
gujaf-387	129	4	shock	shock	NOUN
gujaf-387	129	5	to	to	ADP
gujaf-387	129	6	credit	credit	NOUN
gujaf-387	129	7	insurance	insurance	NOUN
gujaf-387	129	8	negatively	negatively	ADV
gujaf-387	129	9	impacts	impact	VERB
gujaf-387	129	10	capital	capital	NOUN
gujaf-387	129	11	adequacy	adequacy	NOUN
gujaf-387	129	12	ratio	ratio	NOUN
gujaf-387	129	13	,	,	PUNCT
gujaf-387	129	14	with	with	ADP
gujaf-387	129	15	responses	response	NOUN
gujaf-387	129	16	of	of	ADP
gujaf-387	129	17	0	0	NUM
gujaf-387	129	18	,	,	PUNCT
gujaf-387	129	19	0.0052	0.0052	NUM
gujaf-387	129	20	,	,	PUNCT
gujaf-387	129	21	and	and	CCONJ
gujaf-387	129	22	0.0136	0.0136	NUM
gujaf-387	129	23	in	in	ADP
gujaf-387	129	24	the	the	DET
gujaf-387	129	25	first	first	ADJ
gujaf-387	129	26	three	three	NUM
gujaf-387	129	27	periods	period	NOUN
gujaf-387	129	28	.	.	PUNCT
gujaf-387	130	1	overall	overall	ADV
gujaf-387	130	2	,	,	PUNCT
gujaf-387	130	3	collateralization	collateralization	NOUN
gujaf-387	130	4	reduces	reduce	VERB
gujaf-387	130	5	,	,	PUNCT
gujaf-387	130	6	while	while	SCONJ
gujaf-387	130	7	total	total	ADJ
gujaf-387	130	8	loan	loan	NOUN
gujaf-387	130	9	loss	loss	NOUN
gujaf-387	130	10	reserve	reserve	NOUN
gujaf-387	130	11	increases	increase	VERB
gujaf-387	130	12	capital	capital	NOUN
gujaf-387	130	13	adequacy	adequacy	NOUN
gujaf-387	130	14	ratio	ratio	NOUN
gujaf-387	130	15	shortly	shortly	ADV
gujaf-387	130	16	after	after	ADP
gujaf-387	130	17	a	a	DET
gujaf-387	130	18	shock	shock	NOUN
gujaf-387	130	19	.	.	PUNCT
gujaf-387	131	1	table	table	NOUN
gujaf-387	131	2	4	4	NUM
gujaf-387	131	3	vec	vec	PROPN
gujaf-387	131	4	residual	residual	ADJ
gujaf-387	131	5	normality	normality	NOUN
gujaf-387	131	6	tests	test	NOUN
gujaf-387	131	7	component	component	NOUN
gujaf-387	131	8	skewness	skewness	NOUN
gujaf-387	131	9	chi	chi	PROPN
gujaf-387	131	10	-	-	PUNCT
gujaf-387	131	11	sq	sq	PROPN
gujaf-387	131	12	df	df	PROPN
gujaf-387	131	13	prob	prob	NOUN
gujaf-387	131	14	.	.	PUNCT
gujaf-387	132	1	1	1	NUM
gujaf-387	132	2	1.008324	1.008324	NUM
gujaf-387	132	3	2.711245	2.711245	NUM
gujaf-387	132	4	1	1	NUM
gujaf-387	132	5	0.0996	0.0996	NUM
gujaf-387	132	6	2	2	NUM
gujaf-387	132	7	-0.663989	-0.663989	NOUN
gujaf-387	132	8	1.175685	1.175685	NUM
gujaf-387	132	9	1	1	NUM
gujaf-387	132	10	0.2782	0.2782	NUM
gujaf-387	132	11	3	3	NUM
gujaf-387	132	12	0.818025	0.818025	NUM
gujaf-387	132	13	1.784439	1.784439	NUM
gujaf-387	132	14	1	1	NUM
gujaf-387	132	15	0.1816	0.1816	NUM
gujaf-387	132	16	4	4	NUM
gujaf-387	132	17	0.445454	0.445454	NUM
gujaf-387	132	18	0.529146	0.529146	NUM
gujaf-387	132	19	1	1	NUM
gujaf-387	132	20	0.4670	0.4670	NUM
gujaf-387	132	21	joint	joint	ADJ
gujaf-387	132	22	6.200514	6.200514	NUM
gujaf-387	132	23	4	4	NUM
gujaf-387	132	24	0.1847	0.1847	NUM
gujaf-387	132	25	component	component	NOUN
gujaf-387	132	26	kurtosis	kurtosis	NOUN
gujaf-387	132	27	chi	chi	ADJ
gujaf-387	132	28	-	-	PUNCT
gujaf-387	132	29	sq	sq	ADJ
gujaf-387	132	30	df	df	PROPN
gujaf-387	132	31	prob	prob	NOUN
gujaf-387	132	32	.	.	PUNCT
gujaf-387	133	1	1	1	NUM
gujaf-387	133	2	3.990081	3.990081	NUM
gujaf-387	133	3	0.653507	0.653507	NUM
gujaf-387	133	4	1	1	NUM
gujaf-387	133	5	0.4189	0.4189	NUM
gujaf-387	133	6	2	2	NUM
gujaf-387	133	7	2.252442	2.252442	NUM
gujaf-387	133	8	0.372562	0.372562	NUM
gujaf-387	133	9	1	1	NUM
gujaf-387	133	10	0.5416	0.5416	NUM
gujaf-387	133	11	3	3	NUM
gujaf-387	133	12	5.779931	5.779931	NUM
gujaf-387	133	13	5.152013	5.152013	NUM
gujaf-387	133	14	1	1	NUM
gujaf-387	133	15	0.0232	0.0232	NUM
gujaf-387	133	16	4	4	NUM
gujaf-387	133	17	2.313264	2.313264	NUM
gujaf-387	133	18	0.314404	0.314404	NUM
gujaf-387	133	19	1	1	NUM
gujaf-387	133	20	0.5750	0.5750	NUM
gujaf-387	133	21	joint	joint	ADJ
gujaf-387	133	22	6.492486	6.492486	NUM
gujaf-387	133	23	4	4	NUM
gujaf-387	133	24	0.1653	0.1653	NUM
gujaf-387	133	25	component	component	NOUN
gujaf-387	133	26	jarque	jarque	NOUN
gujaf-387	133	27	-	-	PUNCT
gujaf-387	133	28	bera	bera	NOUN
gujaf-387	133	29	df	df	NOUN
gujaf-387	133	30	prob	prob	NOUN
gujaf-387	133	31	.	.	PUNCT
gujaf-387	133	32	1	1	NUM
gujaf-387	134	1	3.364752	3.364752	NUM
gujaf-387	134	2	2	2	NUM
gujaf-387	134	3	0.1859	0.1859	NUM
gujaf-387	134	4	2	2	NUM
gujaf-387	134	5	1.548247	1.548247	NUM
gujaf-387	134	6	2	2	NUM
gujaf-387	134	7	0.4611	0.4611	NUM
gujaf-387	134	8	3	3	NUM
gujaf-387	134	9	6.936451	6.936451	NUM
gujaf-387	134	10	2	2	NUM
gujaf-387	134	11	0.0312	0.0312	NUM
gujaf-387	134	12	4	4	NUM
gujaf-387	134	13	0.843550	0.843550	NUM
gujaf-387	134	14	2	2	NUM
gujaf-387	134	15	0.6559	0.6559	NUM
gujaf-387	134	16	gusau	gusau	ADJ
gujaf-387	134	17	journal	journal	NOUN
gujaf-387	134	18	of	of	ADP
gujaf-387	134	19	accounting	accounting	NOUN
gujaf-387	134	20	and	and	CCONJ
gujaf-387	134	21	finance	finance	NOUN
gujaf-387	134	22	,	,	PUNCT
gujaf-387	134	23	vol.6	vol.6	PROPN
gujaf-387	134	24	,	,	PUNCT
gujaf-387	134	25	issue	issue	NOUN
gujaf-387	134	26	1	1	NUM
gujaf-387	134	27	,	,	PUNCT
gujaf-387	134	28	april	april	PROPN
gujaf-387	134	29	,	,	PUNCT
gujaf-387	134	30	2025	2025	NUM
gujaf-387	134	31	328	328	NUM
gujaf-387	134	32	joint	joint	ADJ
gujaf-387	134	33	12.69300	12.69300	NUM
gujaf-387	134	34	8	8	NUM
gujaf-387	134	35	0.1229	0.1229	NUM
gujaf-387	134	36	source	source	NOUN
gujaf-387	134	37	:	:	PUNCT
gujaf-387	134	38	e	e	ADJ
gujaf-387	134	39	-	-	NOUN
gujaf-387	134	40	view	view	NOUN
gujaf-387	134	41	computation	computation	NOUN
gujaf-387	134	42	2025	2025	NUM
gujaf-387	134	43	a	a	DET
gujaf-387	134	44	key	key	ADJ
gujaf-387	134	45	premise	premise	NOUN
gujaf-387	134	46	of	of	ADP
gujaf-387	134	47	the	the	DET
gujaf-387	134	48	model	model	NOUN
gujaf-387	134	49	was	be	AUX
gujaf-387	134	50	validated	validate	VERB
gujaf-387	134	51	by	by	ADP
gujaf-387	134	52	the	the	DET
gujaf-387	134	53	findings	finding	NOUN
gujaf-387	134	54	of	of	ADP
gujaf-387	134	55	the	the	DET
gujaf-387	134	56	vec	vec	PROPN
gujaf-387	134	57	residual	residual	ADJ
gujaf-387	134	58	normality	normality	NOUN
gujaf-387	134	59	test	test	NOUN
gujaf-387	134	60	,	,	PUNCT
gujaf-387	134	61	which	which	PRON
gujaf-387	134	62	offered	offer	VERB
gujaf-387	134	63	solid	solid	ADJ
gujaf-387	134	64	proof	proof	NOUN
gujaf-387	134	65	that	that	SCONJ
gujaf-387	134	66	the	the	DET
gujaf-387	134	67	vecm	vecm	NOUN
gujaf-387	134	68	model	model	NOUN
gujaf-387	134	69	's	's	PART
gujaf-387	134	70	residuals	residual	NOUN
gujaf-387	134	71	are	be	AUX
gujaf-387	134	72	roughly	roughly	ADV
gujaf-387	134	73	multivariate	multivariate	ADJ
gujaf-387	134	74	normal	normal	ADJ
gujaf-387	134	75	.	.	PUNCT
gujaf-387	135	1	with	with	ADP
gujaf-387	135	2	p	p	NOUN
gujaf-387	135	3	-	-	PUNCT
gujaf-387	135	4	values	value	NOUN
gujaf-387	135	5	of	of	ADP
gujaf-387	135	6	0.1847	0.1847	NUM
gujaf-387	135	7	,	,	PUNCT
gujaf-387	135	8	0.1653	0.1653	NUM
gujaf-387	135	9	,	,	PUNCT
gujaf-387	135	10	and	and	CCONJ
gujaf-387	135	11	0.1229	0.1229	NUM
gujaf-387	135	12	,	,	PUNCT
gujaf-387	135	13	respectively	respectively	ADV
gujaf-387	135	14	,	,	PUNCT
gujaf-387	135	15	the	the	DET
gujaf-387	135	16	joint	joint	ADJ
gujaf-387	135	17	tests	test	NOUN
gujaf-387	135	18	for	for	ADP
gujaf-387	135	19	skewness	skewness	NOUN
gujaf-387	135	20	,	,	PUNCT
gujaf-387	135	21	kurtosis	kurtosis	NOUN
gujaf-387	135	22	,	,	PUNCT
gujaf-387	135	23	and	and	CCONJ
gujaf-387	135	24	jarque	jarque	NOUN
gujaf-387	135	25	-	-	PUNCT
gujaf-387	135	26	bera	bera	NOUN
gujaf-387	135	27	statistics	statistic	NOUN
gujaf-387	135	28	fail	fail	VERB
gujaf-387	135	29	to	to	PART
gujaf-387	135	30	reject	reject	VERB
gujaf-387	135	31	the	the	DET
gujaf-387	135	32	null	null	ADJ
gujaf-387	135	33	hypothesis	hypothesis	NOUN
gujaf-387	135	34	of	of	ADP
gujaf-387	135	35	multivariate	multivariate	NOUN
gujaf-387	135	36	normality	normality	NOUN
gujaf-387	135	37	,	,	PUNCT
gujaf-387	135	38	despite	despite	SCONJ
gujaf-387	135	39	the	the	DET
gujaf-387	135	40	fact	fact	NOUN
gujaf-387	135	41	that	that	SCONJ
gujaf-387	135	42	several	several	ADJ
gujaf-387	135	43	individual	individual	ADJ
gujaf-387	135	44	component	component	NOUN
gujaf-387	135	45	tests	test	NOUN
gujaf-387	135	46	indicate	indicate	VERB
gujaf-387	135	47	slight	slight	ADJ
gujaf-387	135	48	departures	departure	NOUN
gujaf-387	135	49	from	from	ADP
gujaf-387	135	50	normalcy	normalcy	NOUN
gujaf-387	135	51	.	.	PUNCT
gujaf-387	136	1	these	these	DET
gujaf-387	136	2	results	result	NOUN
gujaf-387	136	3	provide	provide	VERB
gujaf-387	136	4	compelling	compelling	ADJ
gujaf-387	136	5	evidence	evidence	NOUN
gujaf-387	136	6	that	that	SCONJ
gujaf-387	136	7	the	the	DET
gujaf-387	136	8	residuals	residual	NOUN
gujaf-387	136	9	are	be	AUX
gujaf-387	136	10	symmetrically	symmetrically	ADV
gujaf-387	136	11	distributed	distribute	VERB
gujaf-387	136	12	,	,	PUNCT
gujaf-387	136	13	typically	typically	ADV
gujaf-387	136	14	well	well	ADV
gujaf-387	136	15	-	-	PUNCT
gujaf-387	136	16	behaved	behave	VERB
gujaf-387	136	17	,	,	PUNCT
gujaf-387	136	18	and	and	CCONJ
gujaf-387	136	19	free	free	ADJ
gujaf-387	136	20	of	of	ADP
gujaf-387	136	21	severe	severe	ADJ
gujaf-387	136	22	skewness	skewness	NOUN
gujaf-387	136	23	or	or	CCONJ
gujaf-387	136	24	kurtosis	kurtosis	NOUN
gujaf-387	136	25	.	.	PUNCT
gujaf-387	137	1	as	as	ADP
gujaf-387	137	2	a	a	DET
gujaf-387	137	3	consequence	consequence	NOUN
gujaf-387	137	4	,	,	PUNCT
gujaf-387	137	5	these	these	DET
gujaf-387	137	6	findings	finding	NOUN
gujaf-387	137	7	highlight	highlight	VERB
gujaf-387	137	8	the	the	DET
gujaf-387	137	9	vecm	vecm	NOUN
gujaf-387	137	10	model	model	NOUN
gujaf-387	137	11	's	's	PART
gujaf-387	137	12	capacity	capacity	NOUN
gujaf-387	137	13	to	to	PART
gujaf-387	137	14	precisely	precisely	ADV
gujaf-387	137	15	represent	represent	VERB
gujaf-387	137	16	the	the	DET
gujaf-387	137	17	underlying	underlie	VERB
gujaf-387	137	18	connections	connection	NOUN
gujaf-387	137	19	between	between	ADP
gujaf-387	137	20	the	the	DET
gujaf-387	137	21	variables	variable	NOUN
gujaf-387	137	22	and	and	CCONJ
gujaf-387	137	23	increase	increase	VERB
gujaf-387	137	24	confidence	confidence	NOUN
gujaf-387	137	25	in	in	ADP
gujaf-387	137	26	the	the	DET
gujaf-387	137	27	validity	validity	NOUN
gujaf-387	137	28	and	and	CCONJ
gujaf-387	137	29	reliability	reliability	NOUN
gujaf-387	137	30	of	of	ADP
gujaf-387	137	31	the	the	DET
gujaf-387	137	32	model	model	NOUN
gujaf-387	137	33	's	's	PART
gujaf-387	137	34	estimations	estimation	NOUN
gujaf-387	137	35	.	.	PUNCT
gujaf-387	138	1	table	table	NOUN
gujaf-387	138	2	5	5	NUM
gujaf-387	138	3	:	:	PUNCT
gujaf-387	138	4	vec	vec	PROPN
gujaf-387	138	5	residual	residual	ADJ
gujaf-387	138	6	serial	serial	ADJ
gujaf-387	138	7	correlation	correlation	NOUN
gujaf-387	138	8	lm	lm	NOUN
gujaf-387	138	9	tests	test	NOUN
gujaf-387	138	10	lags	lag	VERB
gujaf-387	138	11	lm	lm	ADJ
gujaf-387	138	12	-	-	PUNCT
gujaf-387	138	13	stat	stat	NOUN
gujaf-387	138	14	prob	prob	NOUN
gujaf-387	138	15	1	1	NUM
gujaf-387	138	16	9.907359	9.907359	NUM
gujaf-387	138	17	0.8714	0.8714	NUM
gujaf-387	139	1	2	2	NUM
gujaf-387	139	2	10.94488	10.94488	NUM
gujaf-387	139	3	0.8129	0.8129	NUM
gujaf-387	139	4	source	source	NOUN
gujaf-387	139	5	:	:	PUNCT
gujaf-387	139	6	e	e	ADJ
gujaf-387	139	7	-	-	NOUN
gujaf-387	139	8	view	view	NOUN
gujaf-387	139	9	computation	computation	NOUN
gujaf-387	139	10	,	,	PUNCT
gujaf-387	139	11	2025	2025	NUM
gujaf-387	139	12	.	.	PUNCT
gujaf-387	140	1	the	the	DET
gujaf-387	140	2	findings	finding	NOUN
gujaf-387	140	3	of	of	ADP
gujaf-387	140	4	the	the	DET
gujaf-387	140	5	vec	vec	PROPN
gujaf-387	140	6	residual	residual	ADJ
gujaf-387	140	7	serial	serial	ADJ
gujaf-387	140	8	correlation	correlation	NOUN
gujaf-387	140	9	lm	lm	NOUN
gujaf-387	140	10	test	test	NOUN
gujaf-387	140	11	provide	provide	VERB
gujaf-387	140	12	compelling	compelling	ADJ
gujaf-387	140	13	proof	proof	NOUN
gujaf-387	140	14	of	of	ADP
gujaf-387	140	15	the	the	DET
gujaf-387	140	16	vecm	vecm	NOUN
gujaf-387	140	17	model	model	NOUN
gujaf-387	140	18	's	's	PART
gujaf-387	140	19	validity	validity	NOUN
gujaf-387	140	20	.	.	PUNCT
gujaf-387	141	1	the	the	DET
gujaf-387	141	2	residuals	residual	NOUN
gujaf-387	141	3	are	be	AUX
gujaf-387	141	4	randomly	randomly	ADV
gujaf-387	141	5	distributed	distribute	VERB
gujaf-387	141	6	and	and	CCONJ
gujaf-387	141	7	devoid	devoid	ADJ
gujaf-387	141	8	of	of	ADP
gujaf-387	141	9	serial	serial	ADJ
gujaf-387	141	10	dependence	dependence	NOUN
gujaf-387	141	11	,	,	PUNCT
gujaf-387	141	12	as	as	SCONJ
gujaf-387	141	13	shown	show	VERB
gujaf-387	141	14	by	by	ADP
gujaf-387	141	15	the	the	DET
gujaf-387	141	16	inability	inability	NOUN
gujaf-387	141	17	to	to	PART
gujaf-387	141	18	reject	reject	VERB
gujaf-387	141	19	the	the	DET
gujaf-387	141	20	null	null	ADJ
gujaf-387	141	21	hypothesis	hypothesis	NOUN
gujaf-387	141	22	of	of	ADP
gujaf-387	141	23	no	no	DET
gujaf-387	141	24	serial	serial	ADJ
gujaf-387	141	25	correlation	correlation	NOUN
gujaf-387	141	26	at	at	ADP
gujaf-387	141	27	both	both	DET
gujaf-387	141	28	lag	lag	NOUN
gujaf-387	141	29	orders	order	NOUN
gujaf-387	141	30	1	1	NUM
gujaf-387	141	31	and	and	CCONJ
gujaf-387	141	32	2	2	NUM
gujaf-387	141	33	(	(	PUNCT
gujaf-387	141	34	p	p	NOUN
gujaf-387	141	35	-	-	PUNCT
gujaf-387	141	36	values	value	NOUN
gujaf-387	141	37	:	:	PUNCT
gujaf-387	141	38	0.8714	0.8714	NUM
gujaf-387	141	39	and	and	CCONJ
gujaf-387	141	40	0.8129	0.8129	NUM
gujaf-387	141	41	,	,	PUNCT
gujaf-387	141	42	respectively	respectively	ADV
gujaf-387	141	43	)	)	PUNCT
gujaf-387	141	44	.	.	PUNCT
gujaf-387	142	1	this	this	PRON
gujaf-387	142	2	implies	imply	VERB
gujaf-387	142	3	that	that	SCONJ
gujaf-387	142	4	the	the	DET
gujaf-387	142	5	calculated	calculate	VERB
gujaf-387	142	6	coefficients	coefficient	NOUN
gujaf-387	142	7	may	may	AUX
gujaf-387	142	8	be	be	AUX
gujaf-387	142	9	regarded	regard	VERB
gujaf-387	142	10	as	as	ADP
gujaf-387	142	11	trustworthy	trustworthy	ADJ
gujaf-387	142	12	and	and	CCONJ
gujaf-387	142	13	objective	objective	ADJ
gujaf-387	142	14	,	,	PUNCT
gujaf-387	142	15	and	and	CCONJ
gujaf-387	142	16	that	that	SCONJ
gujaf-387	142	17	the	the	DET
gujaf-387	142	18	vecm	vecm	NOUN
gujaf-387	142	19	model	model	NOUN
gujaf-387	142	20	has	have	AUX
gujaf-387	142	21	well	well	ADV
gujaf-387	142	22	captured	capture	VERB
gujaf-387	142	23	the	the	DET
gujaf-387	142	24	underlying	underlie	VERB
gujaf-387	142	25	dynamics	dynamic	NOUN
gujaf-387	142	26	of	of	ADP
gujaf-387	142	27	the	the	DET
gujaf-387	142	28	data	datum	NOUN
gujaf-387	142	29	.	.	PUNCT
gujaf-387	143	1	thus	thus	ADV
gujaf-387	143	2	,	,	PUNCT
gujaf-387	143	3	it	it	PRON
gujaf-387	143	4	is	be	AUX
gujaf-387	143	5	safe	safe	ADJ
gujaf-387	143	6	to	to	PART
gujaf-387	143	7	utilize	utilize	VERB
gujaf-387	143	8	the	the	DET
gujaf-387	143	9	findings	finding	NOUN
gujaf-387	143	10	of	of	ADP
gujaf-387	143	11	this	this	DET
gujaf-387	143	12	study	study	NOUN
gujaf-387	143	13	to	to	PART
gujaf-387	143	14	guide	guide	VERB
gujaf-387	143	15	future	future	ADJ
gujaf-387	143	16	research	research	NOUN
gujaf-387	143	17	and	and	CCONJ
gujaf-387	143	18	influence	influence	NOUN
gujaf-387	143	19	policy	policy	NOUN
gujaf-387	143	20	choices	choice	NOUN
gujaf-387	143	21	.	.	PUNCT
gujaf-387	144	1	table	table	NOUN
gujaf-387	144	2	6	6	NUM
gujaf-387	144	3	vec	vec	PROPN
gujaf-387	144	4	residual	residual	ADJ
gujaf-387	144	5	heteroskedasticity	heteroskedasticity	NOUN
gujaf-387	144	6	tests	test	VERB
gujaf-387	144	7	joint	joint	ADJ
gujaf-387	144	8	test	test	NOUN
gujaf-387	144	9	:	:	PUNCT
gujaf-387	144	10	chi	chi	ADJ
gujaf-387	144	11	-	-	PUNCT
gujaf-387	144	12	sq	sq	ADJ
gujaf-387	144	13	df	df	PROPN
gujaf-387	144	14	prob	prob	NOUN
gujaf-387	144	15	.	.	PUNCT
gujaf-387	145	1	100.7552	100.7552	NUM
gujaf-387	145	2	100	100	NUM
gujaf-387	145	3	0.4600	0.4600	NUM
gujaf-387	145	4	source	source	NOUN
gujaf-387	145	5	:	:	PUNCT
gujaf-387	145	6	e	e	ADJ
gujaf-387	145	7	-	-	NOUN
gujaf-387	145	8	view	view	NOUN
gujaf-387	145	9	computation	computation	NOUN
gujaf-387	145	10	,	,	PUNCT
gujaf-387	145	11	2025	2025	NUM
gujaf-387	145	12	.	.	PUNCT
gujaf-387	146	1	the	the	DET
gujaf-387	146	2	vec	vec	PROPN
gujaf-387	146	3	residual	residual	ADJ
gujaf-387	146	4	heteroskedasticity	heteroskedasticity	NOUN
gujaf-387	146	5	tests	test	NOUN
gujaf-387	146	6	show	show	VERB
gujaf-387	146	7	a	a	DET
gujaf-387	146	8	joint	joint	ADJ
gujaf-387	146	9	chi	chi	ADJ
gujaf-387	146	10	-	-	PUNCT
gujaf-387	146	11	square	square	ADJ
gujaf-387	146	12	statistic	statistic	NOUN
gujaf-387	146	13	of	of	ADP
gujaf-387	146	14	100.7552	100.7552	NUM
gujaf-387	146	15	with	with	ADP
gujaf-387	146	16	100	100	NUM
gujaf-387	146	17	degrees	degree	NOUN
gujaf-387	146	18	of	of	ADP
gujaf-387	146	19	freedom	freedom	NOUN
gujaf-387	146	20	and	and	CCONJ
gujaf-387	146	21	a	a	DET
gujaf-387	146	22	p	p	NOUN
gujaf-387	146	23	-	-	PUNCT
gujaf-387	146	24	value	value	NOUN
gujaf-387	146	25	of	of	ADP
gujaf-387	146	26	0.4600	0.4600	NUM
gujaf-387	146	27	,	,	PUNCT
gujaf-387	146	28	indicating	indicate	VERB
gujaf-387	146	29	no	no	DET
gujaf-387	146	30	significant	significant	ADJ
gujaf-387	146	31	heteroskedasticity	heteroskedasticity	NOUN
gujaf-387	146	32	overall	overall	ADJ
gujaf-387	146	33	.	.	PUNCT
gujaf-387	147	1	additionally	additionally	ADV
gujaf-387	147	2	,	,	PUNCT
gujaf-387	147	3	individual	individual	ADJ
gujaf-387	147	4	component	component	NOUN
gujaf-387	147	5	tests	test	NOUN
gujaf-387	147	6	also	also	ADV
gujaf-387	147	7	show	show	VERB
gujaf-387	147	8	no	no	DET
gujaf-387	147	9	significant	significant	ADJ
gujaf-387	147	10	heteroskedasticity	heteroskedasticity	NOUN
gujaf-387	147	11	issues	issue	NOUN
gujaf-387	147	12	,	,	PUNCT
gujaf-387	147	13	supporting	support	VERB
gujaf-387	147	14	the	the	DET
gujaf-387	147	15	reliability	reliability	NOUN
gujaf-387	147	16	of	of	ADP
gujaf-387	147	17	the	the	DET
gujaf-387	147	18	model	model	NOUN
gujaf-387	147	19	’s	’s	PART
gujaf-387	147	20	estimates	estimate	NOUN
gujaf-387	147	21	.	.	PUNCT
gujaf-387	148	1	gusau	gusau	PROPN
gujaf-387	148	2	journal	journal	PROPN
gujaf-387	148	3	of	of	ADP
gujaf-387	148	4	accounting	accounting	NOUN
gujaf-387	148	5	and	and	CCONJ
gujaf-387	148	6	finance	finance	NOUN
gujaf-387	148	7	,	,	PUNCT
gujaf-387	148	8	vol.6	vol.6	PROPN
gujaf-387	148	9	,	,	PUNCT
gujaf-387	148	10	issue	issue	NOUN
gujaf-387	148	11	1	1	NUM
gujaf-387	148	12	,	,	PUNCT
gujaf-387	148	13	april	april	PROPN
gujaf-387	148	14	,	,	PUNCT
gujaf-387	148	15	2025	2025	NUM
gujaf-387	148	16	329	329	NUM
gujaf-387	148	17	this	this	DET
gujaf-387	148	18	study	study	NOUN
gujaf-387	148	19	,	,	PUNCT
gujaf-387	148	20	titled	title	VERB
gujaf-387	148	21	risk	risk	NOUN
gujaf-387	148	22	management	management	NOUN
gujaf-387	148	23	strategies	strategy	NOUN
gujaf-387	148	24	for	for	ADP
gujaf-387	148	25	microfinance	microfinance	NOUN
gujaf-387	148	26	banks	bank	NOUN
gujaf-387	148	27	in	in	ADP
gujaf-387	148	28	nigeria	nigeria	PROPN
gujaf-387	148	29	with	with	ADP
gujaf-387	148	30	a	a	DET
gujaf-387	148	31	credit	credit	NOUN
gujaf-387	148	32	risk	risk	NOUN
gujaf-387	148	33	focus	focus	NOUN
gujaf-387	148	34	,	,	PUNCT
gujaf-387	148	35	examined	examine	VERB
gujaf-387	148	36	how	how	SCONJ
gujaf-387	148	37	targeted	targeted	ADJ
gujaf-387	148	38	credit	credit	NOUN
gujaf-387	148	39	risk	risk	NOUN
gujaf-387	148	40	management	management	NOUN
gujaf-387	148	41	tools	tool	NOUN
gujaf-387	148	42	-	-	PUNCT
gujaf-387	148	43	specifically	specifically	ADV
gujaf-387	148	44	loan	loan	NOUN
gujaf-387	148	45	loss	loss	NOUN
gujaf-387	148	46	reserves	reserve	NOUN
gujaf-387	148	47	,	,	PUNCT
gujaf-387	148	48	collateralization	collateralization	NOUN
gujaf-387	148	49	,	,	PUNCT
gujaf-387	148	50	and	and	CCONJ
gujaf-387	148	51	credit	credit	NOUN
gujaf-387	148	52	insurance	insurance	NOUN
gujaf-387	148	53	affect	affect	VERB
gujaf-387	148	54	the	the	DET
gujaf-387	148	55	financial	financial	ADJ
gujaf-387	148	56	stability	stability	NOUN
gujaf-387	148	57	of	of	ADP
gujaf-387	148	58	nigerian	nigerian	ADJ
gujaf-387	148	59	microfinance	microfinance	NOUN
gujaf-387	148	60	banks	bank	NOUN
gujaf-387	148	61	.	.	PUNCT
gujaf-387	149	1	the	the	DET
gujaf-387	149	2	findings	finding	NOUN
gujaf-387	149	3	align	align	VERB
gujaf-387	149	4	with	with	ADP
gujaf-387	149	5	existing	exist	VERB
gujaf-387	149	6	literature	literature	NOUN
gujaf-387	149	7	while	while	SCONJ
gujaf-387	149	8	providing	provide	VERB
gujaf-387	149	9	unique	unique	ADJ
gujaf-387	149	10	,	,	PUNCT
gujaf-387	149	11	context	context	NOUN
gujaf-387	149	12	-	-	PUNCT
gujaf-387	149	13	specific	specific	ADJ
gujaf-387	149	14	insights	insight	NOUN
gujaf-387	149	15	into	into	ADP
gujaf-387	149	16	this	this	DET
gujaf-387	149	17	often	often	ADV
gujaf-387	149	18	-	-	PUNCT
gujaf-387	149	19	overlooked	overlook	VERB
gujaf-387	149	20	segment	segment	NOUN
gujaf-387	149	21	of	of	ADP
gujaf-387	149	22	the	the	DET
gujaf-387	149	23	financial	financial	ADJ
gujaf-387	149	24	system	system	NOUN
gujaf-387	149	25	.	.	PUNCT
gujaf-387	150	1	consistent	consistent	ADJ
gujaf-387	150	2	with	with	ADP
gujaf-387	150	3	aliyu	aliyu	NOUN
gujaf-387	150	4	(	(	PUNCT
gujaf-387	150	5	2023	2023	NUM
gujaf-387	150	6	)	)	PUNCT
gujaf-387	150	7	,	,	PUNCT
gujaf-387	150	8	the	the	DET
gujaf-387	150	9	results	result	NOUN
gujaf-387	150	10	confirm	confirm	VERB
gujaf-387	150	11	that	that	SCONJ
gujaf-387	150	12	effective	effective	ADJ
gujaf-387	150	13	credit	credit	NOUN
gujaf-387	150	14	risk	risk	NOUN
gujaf-387	150	15	strategies	strategy	NOUN
gujaf-387	150	16	positively	positively	ADV
gujaf-387	150	17	influence	influence	VERB
gujaf-387	150	18	financial	financial	ADJ
gujaf-387	150	19	stability	stability	NOUN
gujaf-387	150	20	by	by	ADP
gujaf-387	150	21	supporting	support	VERB
gujaf-387	150	22	capital	capital	NOUN
gujaf-387	150	23	adequacy	adequacy	NOUN
gujaf-387	150	24	.	.	PUNCT
gujaf-387	151	1	in	in	ADP
gujaf-387	151	2	contrast	contrast	NOUN
gujaf-387	151	3	,	,	PUNCT
gujaf-387	151	4	akosile	akosile	NOUN
gujaf-387	151	5	et	et	PROPN
gujaf-387	151	6	al	al	PROPN
gujaf-387	151	7	.	.	PROPN
gujaf-387	151	8	(	(	PUNCT
gujaf-387	151	9	2023	2023	NUM
gujaf-387	151	10	)	)	PUNCT
gujaf-387	151	11	found	find	VERB
gujaf-387	151	12	a	a	DET
gujaf-387	151	13	more	more	ADV
gujaf-387	151	14	substantial	substantial	ADJ
gujaf-387	151	15	negative	negative	ADJ
gujaf-387	151	16	relationship	relationship	NOUN
gujaf-387	151	17	between	between	ADP
gujaf-387	151	18	credit	credit	NOUN
gujaf-387	151	19	risk	risk	NOUN
gujaf-387	151	20	and	and	CCONJ
gujaf-387	151	21	bank	bank	NOUN
gujaf-387	151	22	performance	performance	NOUN
gujaf-387	151	23	,	,	PUNCT
gujaf-387	151	24	a	a	DET
gujaf-387	151	25	discrepancy	discrepancy	NOUN
gujaf-387	151	26	likely	likely	ADV
gujaf-387	151	27	influenced	influence	VERB
gujaf-387	151	28	by	by	ADP
gujaf-387	151	29	institutional	institutional	ADJ
gujaf-387	151	30	and	and	CCONJ
gujaf-387	151	31	methodological	methodological	ADJ
gujaf-387	151	32	differences	difference	NOUN
gujaf-387	151	33	.	.	PUNCT
gujaf-387	152	1	this	this	DET
gujaf-387	152	2	study	study	NOUN
gujaf-387	152	3	also	also	ADV
gujaf-387	152	4	builds	build	VERB
gujaf-387	152	5	upon	upon	SCONJ
gujaf-387	152	6	the	the	DET
gujaf-387	152	7	contributions	contribution	NOUN
gujaf-387	152	8	of	of	ADP
gujaf-387	152	9	temesgen	temesgen	NOUN
gujaf-387	152	10	(	(	PUNCT
gujaf-387	152	11	2023	2023	NUM
gujaf-387	152	12	)	)	PUNCT
gujaf-387	152	13	,	,	PUNCT
gujaf-387	152	14	abiy	abiy	NOUN
gujaf-387	152	15	(	(	PUNCT
gujaf-387	152	16	2021	2021	NUM
gujaf-387	152	17	)	)	PUNCT
gujaf-387	152	18	,	,	PUNCT
gujaf-387	152	19	and	and	CCONJ
gujaf-387	152	20	tedros	tedro	NOUN
gujaf-387	152	21	(	(	PUNCT
gujaf-387	152	22	2021	2021	NUM
gujaf-387	152	23	)	)	PUNCT
gujaf-387	152	24	,	,	PUNCT
gujaf-387	152	25	who	who	PRON
gujaf-387	152	26	emphasized	emphasize	VERB
gujaf-387	152	27	the	the	DET
gujaf-387	152	28	significance	significance	NOUN
gujaf-387	152	29	of	of	ADP
gujaf-387	152	30	credit	credit	NOUN
gujaf-387	152	31	risk	risk	NOUN
gujaf-387	152	32	management	management	NOUN
gujaf-387	152	33	in	in	ADP
gujaf-387	152	34	ethiopian	ethiopian	ADJ
gujaf-387	152	35	banks	bank	NOUN
gujaf-387	152	36	,	,	PUNCT
gujaf-387	152	37	by	by	ADP
gujaf-387	152	38	presenting	present	VERB
gujaf-387	152	39	more	more	ADJ
gujaf-387	152	40	pronounced	pronounced	ADJ
gujaf-387	152	41	effects	effect	NOUN
gujaf-387	152	42	within	within	ADP
gujaf-387	152	43	nigerian	nigerian	ADJ
gujaf-387	152	44	microfinance	microfinance	NOUN
gujaf-387	152	45	institutions	institution	NOUN
gujaf-387	152	46	.	.	PUNCT
gujaf-387	153	1	moreover	moreover	ADV
gujaf-387	153	2	,	,	PUNCT
gujaf-387	153	3	the	the	DET
gujaf-387	153	4	findings	finding	NOUN
gujaf-387	153	5	challenge	challenge	VERB
gujaf-387	153	6	the	the	DET
gujaf-387	153	7	conclusions	conclusion	NOUN
gujaf-387	153	8	of	of	ADP
gujaf-387	153	9	antony	antony	PROPN
gujaf-387	153	10	and	and	CCONJ
gujaf-387	153	11	g	g	PROPN
gujaf-387	153	12	(	(	PUNCT
gujaf-387	153	13	2023	2023	NUM
gujaf-387	153	14	)	)	PUNCT
gujaf-387	153	15	,	,	PUNCT
gujaf-387	153	16	who	who	PRON
gujaf-387	153	17	focused	focus	VERB
gujaf-387	153	18	on	on	ADP
gujaf-387	153	19	macroeconomic	macroeconomic	ADJ
gujaf-387	153	20	and	and	CCONJ
gujaf-387	153	21	profitability	profitability	NOUN
gujaf-387	153	22	factors	factor	NOUN
gujaf-387	153	23	as	as	ADP
gujaf-387	153	24	key	key	ADJ
gujaf-387	153	25	determinants	determinant	NOUN
gujaf-387	153	26	of	of	ADP
gujaf-387	153	27	credit	credit	NOUN
gujaf-387	153	28	risk	risk	NOUN
gujaf-387	153	29	in	in	ADP
gujaf-387	153	30	indian	indian	ADJ
gujaf-387	153	31	commercial	commercial	ADJ
gujaf-387	153	32	banks	bank	NOUN
gujaf-387	153	33	,	,	PUNCT
gujaf-387	153	34	by	by	ADP
gujaf-387	153	35	demonstrating	demonstrate	VERB
gujaf-387	153	36	that	that	DET
gujaf-387	153	37	robust	robust	ADJ
gujaf-387	153	38	internal	internal	ADJ
gujaf-387	153	39	risk	risk	NOUN
gujaf-387	153	40	management	management	NOUN
gujaf-387	153	41	frameworks	framework	NOUN
gujaf-387	153	42	can	can	AUX
gujaf-387	153	43	effectively	effectively	ADV
gujaf-387	153	44	mitigate	mitigate	VERB
gujaf-387	153	45	such	such	ADJ
gujaf-387	153	46	external	external	ADJ
gujaf-387	153	47	pressures	pressure	NOUN
gujaf-387	153	48	and	and	CCONJ
gujaf-387	153	49	enhance	enhance	VERB
gujaf-387	153	50	long	long	ADJ
gujaf-387	153	51	-	-	PUNCT
gujaf-387	153	52	term	term	NOUN
gujaf-387	153	53	financial	financial	ADJ
gujaf-387	153	54	resilience	resilience	NOUN
gujaf-387	153	55	.	.	PUNCT
gujaf-387	154	1	5.0	5.0	NUM
gujaf-387	154	2	conclusion	conclusion	NOUN
gujaf-387	154	3	and	and	CCONJ
gujaf-387	154	4	recommendations	recommendation	NOUN
gujaf-387	154	5	this	this	DET
gujaf-387	154	6	study	study	NOUN
gujaf-387	154	7	,	,	PUNCT
gujaf-387	154	8	titled	title	VERB
gujaf-387	154	9	risk	risk	NOUN
gujaf-387	154	10	management	management	NOUN
gujaf-387	154	11	strategies	strategy	NOUN
gujaf-387	154	12	for	for	ADP
gujaf-387	154	13	microfinance	microfinance	NOUN
gujaf-387	154	14	banks	bank	NOUN
gujaf-387	154	15	in	in	ADP
gujaf-387	154	16	nigeria	nigeria	PROPN
gujaf-387	154	17	with	with	ADP
gujaf-387	154	18	a	a	DET
gujaf-387	154	19	credit	credit	NOUN
gujaf-387	154	20	risk	risk	NOUN
gujaf-387	154	21	focus	focus	NOUN
gujaf-387	154	22	,	,	PUNCT
gujaf-387	154	23	has	have	AUX
gujaf-387	154	24	established	establish	VERB
gujaf-387	154	25	that	that	PRON
gujaf-387	154	26	credit	credit	NOUN
gujaf-387	154	27	risk	risk	NOUN
gujaf-387	154	28	management	management	NOUN
gujaf-387	154	29	plays	play	VERB
gujaf-387	154	30	a	a	DET
gujaf-387	154	31	fundamental	fundamental	ADJ
gujaf-387	154	32	role	role	NOUN
gujaf-387	154	33	in	in	ADP
gujaf-387	154	34	safeguarding	safeguard	VERB
gujaf-387	154	35	the	the	DET
gujaf-387	154	36	financial	financial	ADJ
gujaf-387	154	37	stability	stability	NOUN
gujaf-387	154	38	of	of	ADP
gujaf-387	154	39	nigerian	nigerian	ADJ
gujaf-387	154	40	microfinance	microfinance	NOUN
gujaf-387	154	41	banks	bank	NOUN
gujaf-387	154	42	,	,	PUNCT
gujaf-387	154	43	particularly	particularly	ADV
gujaf-387	154	44	through	through	ADP
gujaf-387	154	45	the	the	DET
gujaf-387	154	46	lens	lens	NOUN
gujaf-387	154	47	of	of	ADP
gujaf-387	154	48	capital	capital	NOUN
gujaf-387	154	49	adequacy	adequacy	NOUN
gujaf-387	154	50	.	.	PUNCT
gujaf-387	155	1	by	by	ADP
gujaf-387	155	2	employing	employ	VERB
gujaf-387	155	3	robust	robust	ADJ
gujaf-387	155	4	econometric	econometric	ADJ
gujaf-387	155	5	methodologies	methodology	NOUN
gujaf-387	155	6	—	—	PUNCT
gujaf-387	155	7	including	include	VERB
gujaf-387	155	8	cointegration	cointegration	NOUN
gujaf-387	155	9	and	and	CCONJ
gujaf-387	155	10	vector	vector	NOUN
gujaf-387	155	11	error	error	NOUN
gujaf-387	155	12	correction	correction	NOUN
gujaf-387	155	13	models	model	NOUN
gujaf-387	155	14	(	(	PUNCT
gujaf-387	155	15	vecm	vecm	NOUN
gujaf-387	155	16	)	)	PUNCT
gujaf-387	155	17	on	on	ADP
gujaf-387	155	18	a	a	DET
gujaf-387	155	19	dataset	dataset	NOUN
gujaf-387	155	20	spanning	span	VERB
gujaf-387	155	21	2005	2005	NUM
gujaf-387	155	22	to	to	ADP
gujaf-387	155	23	2023	2023	NUM
gujaf-387	155	24	,	,	PUNCT
gujaf-387	155	25	the	the	DET
gujaf-387	155	26	research	research	NOUN
gujaf-387	155	27	provides	provide	VERB
gujaf-387	155	28	nuanced	nuanced	ADJ
gujaf-387	155	29	insights	insight	NOUN
gujaf-387	155	30	into	into	ADP
gujaf-387	155	31	how	how	SCONJ
gujaf-387	155	32	specific	specific	ADJ
gujaf-387	155	33	risk	risk	NOUN
gujaf-387	155	34	mitigation	mitigation	NOUN
gujaf-387	155	35	tools	tool	NOUN
gujaf-387	155	36	influence	influence	VERB
gujaf-387	155	37	long	long	ADJ
gujaf-387	155	38	-	-	PUNCT
gujaf-387	155	39	term	term	NOUN
gujaf-387	155	40	institutional	institutional	ADJ
gujaf-387	155	41	resilience	resilience	NOUN
gujaf-387	155	42	.	.	PUNCT
gujaf-387	156	1	the	the	DET
gujaf-387	156	2	analysis	analysis	NOUN
gujaf-387	156	3	reveals	reveal	VERB
gujaf-387	156	4	that	that	SCONJ
gujaf-387	156	5	loan	loan	NOUN
gujaf-387	156	6	loss	loss	NOUN
gujaf-387	156	7	reserves	reserve	NOUN
gujaf-387	156	8	serve	serve	VERB
gujaf-387	156	9	as	as	ADP
gujaf-387	156	10	a	a	DET
gujaf-387	156	11	powerful	powerful	ADJ
gujaf-387	156	12	short	short	ADJ
gujaf-387	156	13	-	-	PUNCT
gujaf-387	156	14	term	term	NOUN
gujaf-387	156	15	buffer	buffer	NOUN
gujaf-387	156	16	against	against	ADP
gujaf-387	156	17	credit	credit	NOUN
gujaf-387	156	18	shocks	shock	NOUN
gujaf-387	156	19	,	,	PUNCT
gujaf-387	156	20	emphasizing	emphasize	VERB
gujaf-387	156	21	the	the	DET
gujaf-387	156	22	importance	importance	NOUN
gujaf-387	156	23	of	of	ADP
gujaf-387	156	24	forward	forward	ADV
gujaf-387	156	25	-	-	PUNCT
gujaf-387	156	26	looking	look	VERB
gujaf-387	156	27	provisioning	provisioning	NOUN
gujaf-387	156	28	that	that	PRON
gujaf-387	156	29	can	can	AUX
gujaf-387	156	30	absorb	absorb	VERB
gujaf-387	156	31	potential	potential	ADJ
gujaf-387	156	32	defaults	default	NOUN
gujaf-387	156	33	before	before	SCONJ
gujaf-387	156	34	they	they	PRON
gujaf-387	156	35	impair	impair	VERB
gujaf-387	156	36	capital	capital	NOUN
gujaf-387	156	37	.	.	PUNCT
gujaf-387	157	1	collateralization	collateralization	PROPN
gujaf-387	157	2	,	,	PUNCT
gujaf-387	157	3	while	while	SCONJ
gujaf-387	157	4	offering	offer	VERB
gujaf-387	157	5	immediate	immediate	ADJ
gujaf-387	157	6	credit	credit	NOUN
gujaf-387	157	7	risk	risk	NOUN
gujaf-387	157	8	reduction	reduction	NOUN
gujaf-387	157	9	,	,	PUNCT
gujaf-387	157	10	demonstrates	demonstrate	VERB
gujaf-387	157	11	limited	limited	ADJ
gujaf-387	157	12	long	long	ADJ
gujaf-387	157	13	-	-	PUNCT
gujaf-387	157	14	term	term	NOUN
gujaf-387	157	15	utility	utility	NOUN
gujaf-387	157	16	due	due	ADP
gujaf-387	157	17	to	to	ADP
gujaf-387	157	18	asset	asset	NOUN
gujaf-387	157	19	depreciation	depreciation	NOUN
gujaf-387	157	20	and	and	CCONJ
gujaf-387	157	21	legal	legal	ADJ
gujaf-387	157	22	enforcement	enforcement	NOUN
gujaf-387	157	23	constraints	constraint	NOUN
gujaf-387	157	24	,	,	PUNCT
gujaf-387	157	25	suggesting	suggest	VERB
gujaf-387	157	26	a	a	DET
gujaf-387	157	27	need	need	NOUN
gujaf-387	157	28	for	for	ADP
gujaf-387	157	29	alternative	alternative	ADJ
gujaf-387	157	30	or	or	CCONJ
gujaf-387	157	31	complementary	complementary	ADJ
gujaf-387	157	32	credit	credit	NOUN
gujaf-387	157	33	assessment	assessment	NOUN
gujaf-387	157	34	tools	tool	NOUN
gujaf-387	157	35	.	.	PUNCT
gujaf-387	158	1	notably	notably	ADV
gujaf-387	158	2	,	,	PUNCT
gujaf-387	158	3	credit	credit	NOUN
gujaf-387	158	4	insurance	insurance	NOUN
gujaf-387	158	5	exhibits	exhibit	VERB
gujaf-387	158	6	strong	strong	ADJ
gujaf-387	158	7	influence	influence	NOUN
gujaf-387	158	8	on	on	ADP
gujaf-387	158	9	both	both	DET
gujaf-387	158	10	shortand	shortand	NOUN
gujaf-387	158	11	longterm	longterm	PROPN
gujaf-387	158	12	capital	capital	NOUN
gujaf-387	158	13	adequacy	adequacy	NOUN
gujaf-387	158	14	,	,	PUNCT
gujaf-387	158	15	functioning	function	VERB
gujaf-387	158	16	as	as	ADP
gujaf-387	158	17	an	an	DET
gujaf-387	158	18	effective	effective	ADJ
gujaf-387	158	19	risk	risk	NOUN
gujaf-387	158	20	transfer	transfer	NOUN
gujaf-387	158	21	mechanism	mechanism	NOUN
gujaf-387	158	22	that	that	PRON
gujaf-387	158	23	enhances	enhance	VERB
gujaf-387	158	24	solvency	solvency	NOUN
gujaf-387	158	25	and	and	CCONJ
gujaf-387	158	26	income	income	NOUN
gujaf-387	158	27	stability	stability	NOUN
gujaf-387	158	28	.	.	PUNCT
gujaf-387	159	1	beyond	beyond	ADP
gujaf-387	159	2	empirical	empirical	ADJ
gujaf-387	159	3	findings	finding	NOUN
gujaf-387	159	4	,	,	PUNCT
gujaf-387	159	5	this	this	DET
gujaf-387	159	6	study	study	NOUN
gujaf-387	159	7	makes	make	VERB
gujaf-387	159	8	an	an	DET
gujaf-387	159	9	important	important	ADJ
gujaf-387	159	10	theoretical	theoretical	ADJ
gujaf-387	159	11	contribution	contribution	NOUN
gujaf-387	159	12	by	by	ADP
gujaf-387	159	13	redirecting	redirect	VERB
gujaf-387	159	14	scholarly	scholarly	ADJ
gujaf-387	159	15	attention	attention	NOUN
gujaf-387	159	16	from	from	ADP
gujaf-387	159	17	profitability	profitability	NOUN
gujaf-387	159	18	which	which	PRON
gujaf-387	159	19	dominates	dominate	VERB
gujaf-387	159	20	existing	exist	VERB
gujaf-387	159	21	microfinance	microfinance	NOUN
gujaf-387	159	22	literature	literature	NOUN
gujaf-387	159	23	to	to	ADP
gujaf-387	159	24	capital	capital	NOUN
gujaf-387	159	25	adequacy	adequacy	NOUN
gujaf-387	159	26	as	as	ADP
gujaf-387	159	27	a	a	DET
gujaf-387	159	28	more	more	ADV
gujaf-387	159	29	comprehensive	comprehensive	ADJ
gujaf-387	159	30	indicator	indicator	NOUN
gujaf-387	159	31	of	of	ADP
gujaf-387	159	32	financial	financial	ADJ
gujaf-387	159	33	stability	stability	NOUN
gujaf-387	159	34	.	.	PUNCT
gujaf-387	160	1	it	it	PRON
gujaf-387	160	2	also	also	ADV
gujaf-387	160	3	advances	advance	VERB
gujaf-387	160	4	financial	financial	ADJ
gujaf-387	160	5	stability	stability	NOUN
gujaf-387	160	6	theory	theory	NOUN
gujaf-387	160	7	within	within	ADP
gujaf-387	160	8	the	the	DET
gujaf-387	160	9	microfinance	microfinance	NOUN
gujaf-387	160	10	context	context	NOUN
gujaf-387	160	11	by	by	ADP
gujaf-387	160	12	empirically	empirically	ADV
gujaf-387	160	13	validating	validate	VERB
gujaf-387	160	14	the	the	DET
gujaf-387	160	15	stabilizing	stabilize	VERB
gujaf-387	160	16	role	role	NOUN
gujaf-387	160	17	of	of	ADP
gujaf-387	160	18	structured	structured	ADJ
gujaf-387	160	19	credit	credit	NOUN
gujaf-387	160	20	risk	risk	NOUN
gujaf-387	160	21	interventions	intervention	NOUN
gujaf-387	160	22	.	.	PUNCT
gujaf-387	161	1	from	from	ADP
gujaf-387	161	2	a	a	DET
gujaf-387	161	3	policy	policy	NOUN
gujaf-387	161	4	and	and	CCONJ
gujaf-387	161	5	regulatory	regulatory	ADJ
gujaf-387	161	6	standpoint	standpoint	NOUN
gujaf-387	161	7	,	,	PUNCT
gujaf-387	161	8	the	the	DET
gujaf-387	161	9	results	result	NOUN
gujaf-387	161	10	call	call	VERB
gujaf-387	161	11	for	for	ADP
gujaf-387	161	12	a	a	DET
gujaf-387	161	13	shift	shift	NOUN
gujaf-387	161	14	toward	toward	ADP
gujaf-387	161	15	integrated	integrate	VERB
gujaf-387	161	16	risk	risk	NOUN
gujaf-387	161	17	management	management	NOUN
gujaf-387	161	18	frameworks	framework	NOUN
gujaf-387	161	19	.	.	PUNCT
gujaf-387	162	1	microfinance	microfinance	NOUN
gujaf-387	162	2	institutions	institution	NOUN
gujaf-387	162	3	are	be	AUX
gujaf-387	162	4	urged	urge	VERB
gujaf-387	162	5	to	to	PART
gujaf-387	162	6	adopt	adopt	VERB
gujaf-387	162	7	dynamic	dynamic	ADJ
gujaf-387	162	8	and	and	CCONJ
gujaf-387	162	9	data	data	NOUN
gujaf-387	162	10	-	-	PUNCT
gujaf-387	162	11	driven	drive	VERB
gujaf-387	162	12	reserve	reserve	NOUN
gujaf-387	162	13	provisioning	provision	VERB
gujaf-387	162	14	systems	system	NOUN
gujaf-387	162	15	,	,	PUNCT
gujaf-387	162	16	diversify	diversify	ADJ
gujaf-387	162	17	credit	credit	NOUN
gujaf-387	162	18	evaluation	evaluation	NOUN
gujaf-387	162	19	criteria	criterion	NOUN
gujaf-387	162	20	beyond	beyond	ADP
gujaf-387	162	21	physical	physical	ADJ
gujaf-387	162	22	collateral	collateral	NOUN
gujaf-387	162	23	,	,	PUNCT
gujaf-387	162	24	and	and	CCONJ
gujaf-387	162	25	incorporate	incorporate	VERB
gujaf-387	162	26	credit	credit	NOUN
gujaf-387	162	27	insurance	insurance	NOUN
gujaf-387	162	28	as	as	ADP
gujaf-387	162	29	a	a	DET
gujaf-387	162	30	standard	standard	ADJ
gujaf-387	162	31	risk	risk	NOUN
gujaf-387	162	32	mitigation	mitigation	NOUN
gujaf-387	162	33	tool	tool	NOUN
gujaf-387	162	34	.	.	PUNCT
gujaf-387	163	1	meanwhile	meanwhile	ADV
gujaf-387	163	2	,	,	PUNCT
gujaf-387	163	3	regulators	regulator	NOUN
gujaf-387	163	4	such	such	ADJ
gujaf-387	163	5	as	as	ADP
gujaf-387	163	6	the	the	DET
gujaf-387	163	7	central	central	ADJ
gujaf-387	163	8	bank	bank	PROPN
gujaf-387	163	9	of	of	ADP
gujaf-387	163	10	nigeria	nigeria	PROPN
gujaf-387	163	11	should	should	AUX
gujaf-387	163	12	consider	consider	VERB
gujaf-387	163	13	differentiated	differentiated	ADJ
gujaf-387	163	14	capital	capital	NOUN
gujaf-387	163	15	adequacy	adequacy	NOUN
gujaf-387	163	16	requirements	requirement	NOUN
gujaf-387	163	17	that	that	PRON
gujaf-387	163	18	reward	reward	VERB
gujaf-387	163	19	robust	robust	ADJ
gujaf-387	163	20	risk	risk	NOUN
gujaf-387	163	21	practices	practice	NOUN
gujaf-387	163	22	,	,	PUNCT
gujaf-387	163	23	introduce	introduce	VERB
gujaf-387	163	24	incentives	incentive	NOUN
gujaf-387	163	25	for	for	ADP
gujaf-387	163	26	credit	credit	NOUN
gujaf-387	163	27	insurance	insurance	NOUN
gujaf-387	163	28	adoption	adoption	NOUN
gujaf-387	163	29	,	,	PUNCT
gujaf-387	163	30	and	and	CCONJ
gujaf-387	163	31	enhance	enhance	VERB
gujaf-387	163	32	supervisory	supervisory	ADJ
gujaf-387	163	33	oversight	oversight	NOUN
gujaf-387	163	34	through	through	ADP
gujaf-387	163	35	risk	risk	NOUN
gujaf-387	163	36	-	-	PUNCT
gujaf-387	163	37	sensitive	sensitive	ADJ
gujaf-387	163	38	performance	performance	NOUN
gujaf-387	163	39	metrics	metric	NOUN
gujaf-387	163	40	.	.	PUNCT
gujaf-387	164	1	these	these	DET
gujaf-387	164	2	combined	combined	ADJ
gujaf-387	164	3	efforts	effort	NOUN
gujaf-387	164	4	will	will	AUX
gujaf-387	164	5	not	not	PART
gujaf-387	164	6	only	only	ADV
gujaf-387	164	7	improve	improve	VERB
gujaf-387	164	8	institutional	institutional	ADJ
gujaf-387	164	9	soundness	soundness	NOUN
gujaf-387	164	10	and	and	CCONJ
gujaf-387	164	11	investor	investor	NOUN
gujaf-387	164	12	confidence	confidence	NOUN
gujaf-387	164	13	but	but	CCONJ
gujaf-387	164	14	also	also	ADV
gujaf-387	164	15	reinforce	reinforce	VERB
gujaf-387	164	16	the	the	DET
gujaf-387	164	17	sector	sector	NOUN
gujaf-387	164	18	’s	’s	PART
gujaf-387	164	19	capacity	capacity	NOUN
gujaf-387	164	20	to	to	PART
gujaf-387	164	21	support	support	VERB
gujaf-387	164	22	inclusive	inclusive	ADJ
gujaf-387	164	23	economic	economic	ADJ
gujaf-387	164	24	development	development	NOUN
gujaf-387	164	25	in	in	ADP
gujaf-387	164	26	nigeria	nigeria	PROPN
gujaf-387	164	27	.	.	PUNCT
gujaf-387	165	1	as	as	ADP
gujaf-387	165	2	such	such	ADJ
gujaf-387	165	3	,	,	PUNCT
gujaf-387	165	4	gusau	gusau	ADJ
gujaf-387	165	5	journal	journal	NOUN
gujaf-387	165	6	of	of	ADP
gujaf-387	165	7	accounting	accounting	NOUN
gujaf-387	165	8	and	and	CCONJ
gujaf-387	165	9	finance	finance	NOUN
gujaf-387	165	10	,	,	PUNCT
gujaf-387	165	11	vol.6	vol.6	PROPN
gujaf-387	165	12	,	,	PUNCT
gujaf-387	165	13	issue	issue	NOUN
gujaf-387	165	14	1	1	NUM
gujaf-387	165	15	,	,	PUNCT
gujaf-387	165	16	april	april	PROPN
gujaf-387	165	17	,	,	PUNCT
gujaf-387	165	18	2025	2025	NUM
gujaf-387	165	19	330	330	NUM
gujaf-387	165	20	this	this	DET
gujaf-387	165	21	study	study	NOUN
gujaf-387	165	22	lays	lay	VERB
gujaf-387	165	23	the	the	DET
gujaf-387	165	24	groundwork	groundwork	NOUN
gujaf-387	165	25	for	for	ADP
gujaf-387	165	26	future	future	ADJ
gujaf-387	165	27	research	research	NOUN
gujaf-387	165	28	and	and	CCONJ
gujaf-387	165	29	policy	policy	NOUN
gujaf-387	165	30	dialogues	dialogue	NOUN
gujaf-387	165	31	that	that	PRON
gujaf-387	165	32	prioritize	prioritize	VERB
gujaf-387	165	33	resilience	resilience	NOUN
gujaf-387	165	34	,	,	PUNCT
gujaf-387	165	35	sustainability	sustainability	NOUN
gujaf-387	165	36	,	,	PUNCT
gujaf-387	165	37	and	and	CCONJ
gujaf-387	165	38	risk	risk	NOUN
gujaf-387	165	39	governance	governance	NOUN
gujaf-387	165	40	in	in	ADP
gujaf-387	165	41	the	the	DET
gujaf-387	165	42	evolving	evolve	VERB
gujaf-387	165	43	microfinance	microfinance	NOUN
gujaf-387	165	44	landscape	landscape	NOUN
gujaf-387	165	45	.	.	PUNCT
gujaf-387	166	1	recommendations	recommendation	NOUN
gujaf-387	166	2	in	in	ADP
gujaf-387	166	3	light	light	NOUN
gujaf-387	166	4	of	of	ADP
gujaf-387	166	5	the	the	DET
gujaf-387	166	6	study	study	NOUN
gujaf-387	166	7	’s	’s	PART
gujaf-387	166	8	findings	finding	NOUN
gujaf-387	166	9	,	,	PUNCT
gujaf-387	166	10	microfinance	microfinance	NOUN
gujaf-387	166	11	banks	bank	NOUN
gujaf-387	166	12	in	in	ADP
gujaf-387	166	13	nigeria	nigeria	PROPN
gujaf-387	166	14	are	be	AUX
gujaf-387	166	15	advised	advise	VERB
gujaf-387	166	16	to	to	PART
gujaf-387	166	17	strengthen	strengthen	VERB
gujaf-387	166	18	their	their	PRON
gujaf-387	166	19	loan	loan	NOUN
gujaf-387	166	20	loss	loss	NOUN
gujaf-387	166	21	reserve	reserve	NOUN
gujaf-387	166	22	frameworks	framework	NOUN
gujaf-387	166	23	by	by	ADP
gujaf-387	166	24	adopting	adopt	VERB
gujaf-387	166	25	more	more	ADV
gujaf-387	166	26	dynamic	dynamic	ADJ
gujaf-387	166	27	and	and	CCONJ
gujaf-387	166	28	forward	forward	ADV
gujaf-387	166	29	-	-	PUNCT
gujaf-387	166	30	looking	look	VERB
gujaf-387	166	31	provisioning	provision	VERB
gujaf-387	166	32	systems	system	NOUN
gujaf-387	166	33	.	.	PUNCT
gujaf-387	167	1	rather	rather	ADV
gujaf-387	167	2	than	than	ADP
gujaf-387	167	3	relying	rely	VERB
gujaf-387	167	4	solely	solely	ADV
gujaf-387	167	5	on	on	ADP
gujaf-387	167	6	historical	historical	ADJ
gujaf-387	167	7	loss	loss	NOUN
gujaf-387	167	8	data	datum	NOUN
gujaf-387	167	9	,	,	PUNCT
gujaf-387	167	10	banks	bank	NOUN
gujaf-387	167	11	should	should	AUX
gujaf-387	167	12	incorporate	incorporate	VERB
gujaf-387	167	13	real	real	ADJ
gujaf-387	167	14	-	-	PUNCT
gujaf-387	167	15	time	time	NOUN
gujaf-387	167	16	credit	credit	NOUN
gujaf-387	167	17	risk	risk	NOUN
gujaf-387	167	18	assessments	assessment	NOUN
gujaf-387	167	19	and	and	CCONJ
gujaf-387	167	20	macroeconomic	macroeconomic	ADJ
gujaf-387	167	21	indicators	indicator	NOUN
gujaf-387	167	22	to	to	PART
gujaf-387	167	23	determine	determine	VERB
gujaf-387	167	24	provisioning	provision	VERB
gujaf-387	167	25	levels	level	NOUN
gujaf-387	167	26	that	that	PRON
gujaf-387	167	27	reflect	reflect	VERB
gujaf-387	167	28	both	both	CCONJ
gujaf-387	167	29	individual	individual	ADJ
gujaf-387	167	30	and	and	CCONJ
gujaf-387	167	31	portfolio	portfolio	NOUN
gujaf-387	167	32	-	-	PUNCT
gujaf-387	167	33	level	level	NOUN
gujaf-387	167	34	risk	risk	NOUN
gujaf-387	167	35	.	.	PUNCT
gujaf-387	168	1	these	these	DET
gujaf-387	168	2	reserves	reserve	NOUN
gujaf-387	168	3	should	should	AUX
gujaf-387	168	4	be	be	AUX
gujaf-387	168	5	reviewed	review	VERB
gujaf-387	168	6	periodically	periodically	ADV
gujaf-387	168	7	,	,	PUNCT
gujaf-387	168	8	subjected	subject	VERB
gujaf-387	168	9	to	to	ADP
gujaf-387	168	10	internal	internal	ADJ
gujaf-387	168	11	audit	audit	NOUN
gujaf-387	168	12	,	,	PUNCT
gujaf-387	168	13	and	and	CCONJ
gujaf-387	168	14	aligned	align	VERB
gujaf-387	168	15	with	with	ADP
gujaf-387	168	16	both	both	CCONJ
gujaf-387	168	17	the	the	DET
gujaf-387	168	18	central	central	ADJ
gujaf-387	168	19	bank	bank	PROPN
gujaf-387	168	20	of	of	ADP
gujaf-387	168	21	nigeria	nigeria	PROPN
gujaf-387	168	22	’s	’s	PART
gujaf-387	168	23	regulatory	regulatory	ADJ
gujaf-387	168	24	benchmarks	benchmark	NOUN
gujaf-387	168	25	and	and	CCONJ
gujaf-387	168	26	basel	basel	PROPN
gujaf-387	168	27	guidelines	guideline	NOUN
gujaf-387	168	28	.	.	PUNCT
gujaf-387	169	1	furthermore	furthermore	ADV
gujaf-387	169	2	,	,	PUNCT
gujaf-387	169	3	the	the	DET
gujaf-387	169	4	use	use	NOUN
gujaf-387	169	5	of	of	ADP
gujaf-387	169	6	collateral	collateral	NOUN
gujaf-387	169	7	,	,	PUNCT
gujaf-387	169	8	although	although	SCONJ
gujaf-387	169	9	effective	effective	ADJ
gujaf-387	169	10	in	in	ADP
gujaf-387	169	11	reducing	reduce	VERB
gujaf-387	169	12	short	short	ADJ
gujaf-387	169	13	-	-	PUNCT
gujaf-387	169	14	term	term	NOUN
gujaf-387	169	15	exposure	exposure	NOUN
gujaf-387	169	16	,	,	PUNCT
gujaf-387	169	17	must	must	AUX
gujaf-387	169	18	be	be	AUX
gujaf-387	169	19	reassessed	reassess	VERB
gujaf-387	169	20	within	within	ADP
gujaf-387	169	21	the	the	DET
gujaf-387	169	22	context	context	NOUN
gujaf-387	169	23	of	of	ADP
gujaf-387	169	24	nigeria	nigeria	PROPN
gujaf-387	169	25	’s	’s	PART
gujaf-387	169	26	collateral	collateral	ADJ
gujaf-387	169	27	recovery	recovery	NOUN
gujaf-387	169	28	limitations	limitation	NOUN
gujaf-387	169	29	.	.	PUNCT
gujaf-387	170	1	banks	bank	NOUN
gujaf-387	170	2	are	be	AUX
gujaf-387	170	3	encouraged	encourage	VERB
gujaf-387	170	4	to	to	PART
gujaf-387	170	5	adopt	adopt	VERB
gujaf-387	170	6	more	more	ADV
gujaf-387	170	7	diversified	diversified	ADJ
gujaf-387	170	8	credit	credit	NOUN
gujaf-387	170	9	evaluation	evaluation	NOUN
gujaf-387	170	10	toolssuch	toolssuch	NOUN
gujaf-387	170	11	as	as	ADP
gujaf-387	170	12	behavioral	behavioral	ADJ
gujaf-387	170	13	scoring	scoring	NOUN
gujaf-387	170	14	,	,	PUNCT
gujaf-387	170	15	group	group	NOUN
gujaf-387	170	16	lending	lending	NOUN
gujaf-387	170	17	schemes	scheme	NOUN
gujaf-387	170	18	,	,	PUNCT
gujaf-387	170	19	and	and	CCONJ
gujaf-387	170	20	cash	cash	NOUN
gujaf-387	170	21	-	-	PUNCT
gujaf-387	170	22	flow	flow	NOUN
gujaf-387	170	23	based	base	VERB
gujaf-387	170	24	assessments	assessment	NOUN
gujaf-387	170	25	-	-	PUNCT
gujaf-387	170	26	to	to	PART
gujaf-387	170	27	avoid	avoid	VERB
gujaf-387	170	28	over	over	ADP
gujaf-387	170	29	-	-	PUNCT
gujaf-387	170	30	reliance	reliance	NOUN
gujaf-387	170	31	on	on	ADP
gujaf-387	170	32	physical	physical	ADJ
gujaf-387	170	33	collateral	collateral	NOUN
gujaf-387	170	34	.	.	PUNCT
gujaf-387	171	1	credit	credit	NOUN
gujaf-387	171	2	insurance	insurance	NOUN
gujaf-387	171	3	,	,	PUNCT
gujaf-387	171	4	having	having	AUX
gujaf-387	171	5	shown	show	VERB
gujaf-387	171	6	significant	significant	ADJ
gujaf-387	171	7	impact	impact	NOUN
gujaf-387	171	8	in	in	ADP
gujaf-387	171	9	both	both	CCONJ
gujaf-387	171	10	the	the	DET
gujaf-387	171	11	short	short	ADJ
gujaf-387	171	12	and	and	CCONJ
gujaf-387	171	13	long	long	ADJ
gujaf-387	171	14	term	term	NOUN
gujaf-387	171	15	,	,	PUNCT
gujaf-387	171	16	should	should	AUX
gujaf-387	171	17	be	be	AUX
gujaf-387	171	18	actively	actively	ADV
gujaf-387	171	19	integrated	integrate	VERB
gujaf-387	171	20	into	into	ADP
gujaf-387	171	21	the	the	DET
gujaf-387	171	22	credit	credit	NOUN
gujaf-387	171	23	risk	risk	NOUN
gujaf-387	171	24	management	management	NOUN
gujaf-387	171	25	strategies	strategy	NOUN
gujaf-387	171	26	of	of	ADP
gujaf-387	171	27	microfinance	microfinance	NOUN
gujaf-387	171	28	banks	bank	NOUN
gujaf-387	171	29	.	.	PUNCT
gujaf-387	172	1	to	to	PART
gujaf-387	172	2	overcome	overcome	VERB
gujaf-387	172	3	cost	cost	NOUN
gujaf-387	172	4	barriers	barrier	NOUN
gujaf-387	172	5	,	,	PUNCT
gujaf-387	172	6	collaborative	collaborative	ADJ
gujaf-387	172	7	schemes	scheme	NOUN
gujaf-387	172	8	or	or	CCONJ
gujaf-387	172	9	pooled	pool	VERB
gujaf-387	172	10	insurance	insurance	NOUN
gujaf-387	172	11	products	product	NOUN
gujaf-387	172	12	targeting	target	VERB
gujaf-387	172	13	specific	specific	ADJ
gujaf-387	172	14	borrower	borrower	NOUN
gujaf-387	172	15	categories	category	NOUN
gujaf-387	172	16	could	could	AUX
gujaf-387	172	17	be	be	AUX
gujaf-387	172	18	developed	develop	VERB
gujaf-387	172	19	.	.	PUNCT
gujaf-387	173	1	the	the	DET
gujaf-387	173	2	regulatory	regulatory	ADJ
gujaf-387	173	3	authorities	authority	NOUN
gujaf-387	173	4	,	,	PUNCT
gujaf-387	173	5	in	in	ADP
gujaf-387	173	6	turn	turn	NOUN
gujaf-387	173	7	,	,	PUNCT
gujaf-387	173	8	can	can	AUX
gujaf-387	173	9	incentivize	incentivize	VERB
gujaf-387	173	10	the	the	DET
gujaf-387	173	11	uptake	uptake	NOUN
gujaf-387	173	12	of	of	ADP
gujaf-387	173	13	credit	credit	NOUN
gujaf-387	173	14	insurance	insurance	NOUN
gujaf-387	173	15	through	through	ADP
gujaf-387	173	16	capital	capital	NOUN
gujaf-387	173	17	relief	relief	NOUN
gujaf-387	173	18	measures	measure	NOUN
gujaf-387	173	19	or	or	CCONJ
gujaf-387	173	20	tax	tax	NOUN
gujaf-387	173	21	incentives	incentive	NOUN
gujaf-387	173	22	tied	tie	VERB
gujaf-387	173	23	to	to	ADP
gujaf-387	173	24	insured	insure	VERB
gujaf-387	173	25	credit	credit	NOUN
gujaf-387	173	26	portfolios	portfolio	NOUN
gujaf-387	173	27	.	.	PUNCT
gujaf-387	174	1	moreover	moreover	ADV
gujaf-387	174	2	,	,	PUNCT
gujaf-387	174	3	effective	effective	ADJ
gujaf-387	174	4	implementation	implementation	NOUN
gujaf-387	174	5	requires	require	VERB
gujaf-387	174	6	training	train	VERB
gujaf-387	174	7	programs	program	NOUN
gujaf-387	174	8	for	for	ADP
gujaf-387	174	9	loan	loan	NOUN
gujaf-387	174	10	officers	officer	NOUN
gujaf-387	174	11	and	and	CCONJ
gujaf-387	174	12	risk	risk	NOUN
gujaf-387	174	13	managers	manager	NOUN
gujaf-387	174	14	on	on	ADP
gujaf-387	174	15	structuring	structure	VERB
gujaf-387	174	16	credit	credit	NOUN
gujaf-387	174	17	insurance	insurance	NOUN
gujaf-387	174	18	contracts	contract	NOUN
gujaf-387	174	19	and	and	CCONJ
gujaf-387	174	20	understanding	understand	VERB
gujaf-387	174	21	their	their	PRON
gujaf-387	174	22	implications	implication	NOUN
gujaf-387	174	23	for	for	ADP
gujaf-387	174	24	capital	capital	NOUN
gujaf-387	174	25	planning	planning	NOUN
gujaf-387	174	26	.	.	PUNCT
gujaf-387	175	1	lastly	lastly	ADV
gujaf-387	175	2	,	,	PUNCT
gujaf-387	175	3	regulatory	regulatory	ADJ
gujaf-387	175	4	and	and	CCONJ
gujaf-387	175	5	supervisory	supervisory	ADJ
gujaf-387	175	6	mechanisms	mechanism	NOUN
gujaf-387	175	7	must	must	AUX
gujaf-387	175	8	evolve	evolve	VERB
gujaf-387	175	9	to	to	PART
gujaf-387	175	10	support	support	VERB
gujaf-387	175	11	sound	sound	ADJ
gujaf-387	175	12	risk	risk	NOUN
gujaf-387	175	13	management	management	NOUN
gujaf-387	175	14	in	in	ADP
gujaf-387	175	15	microfinance	microfinance	NOUN
gujaf-387	175	16	.	.	PUNCT
gujaf-387	176	1	policymakers	policymaker	NOUN
gujaf-387	176	2	should	should	AUX
gujaf-387	176	3	consider	consider	VERB
gujaf-387	176	4	introducing	introduce	VERB
gujaf-387	176	5	differentiated	differentiate	VERB
gujaf-387	176	6	capital	capital	NOUN
gujaf-387	176	7	adequacy	adequacy	NOUN
gujaf-387	176	8	thresholds	threshold	NOUN
gujaf-387	176	9	that	that	PRON
gujaf-387	176	10	reflect	reflect	VERB
gujaf-387	176	11	the	the	DET
gujaf-387	176	12	quality	quality	NOUN
gujaf-387	176	13	of	of	ADP
gujaf-387	176	14	credit	credit	NOUN
gujaf-387	176	15	risk	risk	NOUN
gujaf-387	176	16	management	management	NOUN
gujaf-387	176	17	practices	practice	NOUN
gujaf-387	176	18	rather	rather	ADV
gujaf-387	176	19	than	than	ADP
gujaf-387	176	20	using	use	VERB
gujaf-387	176	21	a	a	DET
gujaf-387	176	22	onesize	onesize	NOUN
gujaf-387	176	23	-	-	PUNCT
gujaf-387	176	24	fits	fit	VERB
gujaf-387	176	25	-	-	PUNCT
gujaf-387	176	26	all	all	DET
gujaf-387	176	27	approach	approach	NOUN
gujaf-387	176	28	.	.	PUNCT
gujaf-387	177	1	enhanced	enhance	VERB
gujaf-387	177	2	supervisory	supervisory	ADJ
gujaf-387	177	3	oversight	oversight	NOUN
gujaf-387	177	4	,	,	PUNCT
gujaf-387	177	5	including	include	VERB
gujaf-387	177	6	the	the	DET
gujaf-387	177	7	publication	publication	NOUN
gujaf-387	177	8	of	of	ADP
gujaf-387	177	9	comparative	comparative	ADJ
gujaf-387	177	10	risk	risk	NOUN
gujaf-387	177	11	management	management	NOUN
gujaf-387	177	12	ratings	rating	NOUN
gujaf-387	177	13	for	for	ADP
gujaf-387	177	14	licensed	licensed	ADJ
gujaf-387	177	15	microfinance	microfinance	NOUN
gujaf-387	177	16	institutions	institution	NOUN
gujaf-387	177	17	,	,	PUNCT
gujaf-387	177	18	could	could	AUX
gujaf-387	177	19	foster	foster	VERB
gujaf-387	177	20	sector	sector	NOUN
gujaf-387	177	21	-	-	PUNCT
gujaf-387	177	22	wide	wide	ADJ
gujaf-387	177	23	improvements	improvement	NOUN
gujaf-387	177	24	.	.	PUNCT
gujaf-387	178	1	by	by	ADP
gujaf-387	178	2	embedding	embed	VERB
gujaf-387	178	3	these	these	DET
gujaf-387	178	4	recommendations	recommendation	NOUN
gujaf-387	178	5	into	into	ADP
gujaf-387	178	6	institutional	institutional	ADJ
gujaf-387	178	7	and	and	CCONJ
gujaf-387	178	8	regulatory	regulatory	ADJ
gujaf-387	178	9	frameworks	framework	NOUN
gujaf-387	178	10	,	,	PUNCT
gujaf-387	178	11	nigerian	nigerian	ADJ
gujaf-387	178	12	microfinance	microfinance	NOUN
gujaf-387	178	13	banks	bank	NOUN
gujaf-387	178	14	can	can	AUX
gujaf-387	178	15	better	well	ADV
gujaf-387	178	16	withstand	withstand	VERB
gujaf-387	178	17	credit	credit	NOUN
gujaf-387	178	18	shocks	shock	NOUN
gujaf-387	178	19	,	,	PUNCT
gujaf-387	178	20	enhance	enhance	VERB
gujaf-387	178	21	stakeholder	stakeholder	NOUN
gujaf-387	178	22	confidence	confidence	NOUN
gujaf-387	178	23	,	,	PUNCT
gujaf-387	178	24	and	and	CCONJ
gujaf-387	178	25	contribute	contribute	VERB
gujaf-387	178	26	more	more	ADJ
gujaf-387	178	27	sustainably	sustainably	ADV
gujaf-387	178	28	to	to	ADP
gujaf-387	178	29	financial	financial	ADJ
gujaf-387	178	30	inclusion	inclusion	NOUN
gujaf-387	178	31	and	and	CCONJ
gujaf-387	178	32	economic	economic	ADJ
gujaf-387	178	33	development	development	NOUN
gujaf-387	178	34	.	.	PUNCT
gujaf-387	179	1	references	reference	NOUN
gujaf-387	179	2	addy	addy	PROPN
gujaf-387	179	3	,	,	PUNCT
gujaf-387	179	4	w.	w.	PROPN
gujaf-387	179	5	a.	a.	PROPN
gujaf-387	179	6	,	,	PUNCT
gujaf-387	179	7	ugochukwu	ugochukwu	NOUN
gujaf-387	179	8	,	,	PUNCT
gujaf-387	179	9	c.	c.	PROPN
gujaf-387	179	10	e.	e.	PROPN
gujaf-387	179	11	,	,	PUNCT
gujaf-387	179	12	oyewole	oyewole	NOUN
gujaf-387	179	13	,	,	PUNCT
gujaf-387	179	14	a.	a.	NOUN
gujaf-387	179	15	t.	t.	PROPN
gujaf-387	179	16	,	,	PUNCT
gujaf-387	179	17	ofodile	ofodile	NOUN
gujaf-387	179	18	,	,	PUNCT
gujaf-387	179	19	c.	c.	PROPN
gujaf-387	179	20	c.	c.	PROPN
gujaf-387	179	21	,	,	PUNCT
gujaf-387	179	22	adeoye	adeoye	VERB
gujaf-387	179	23	,	,	PUNCT
gujaf-387	179	24	o.	o.	PROPN
gujaf-387	179	25	b.	b.	PROPN
gujaf-387	179	26	,	,	PUNCT
gujaf-387	179	27	&	&	CCONJ
gujaf-387	179	28	okoye	okoye	PROPN
gujaf-387	179	29	,	,	PUNCT
gujaf-387	179	30	c.	c.	PROPN
gujaf-387	179	31	c.	c.	PROPN
gujaf-387	179	32	(	(	PUNCT
gujaf-387	179	33	2025	2025	NUM
gujaf-387	179	34	)	)	PUNCT
gujaf-387	179	35	.	.	PUNCT
gujaf-387	180	1	predictive	predictive	ADJ
gujaf-387	180	2	analytics	analytic	NOUN
gujaf-387	180	3	in	in	ADP
gujaf-387	180	4	credit	credit	NOUN
gujaf-387	180	5	risk	risk	NOUN
gujaf-387	180	6	management	management	NOUN
gujaf-387	180	7	for	for	ADP
gujaf-387	180	8	banks	bank	NOUN
gujaf-387	180	9	:	:	PUNCT
gujaf-387	180	10	a	a	DET
gujaf-387	180	11	comprehensive	comprehensive	ADJ
gujaf-387	180	12	review	review	NOUN
gujaf-387	180	13	.	.	PUNCT
gujaf-387	181	1	gsc	gsc	PROPN
gujaf-387	181	2	advanced	advanced	ADJ
gujaf-387	181	3	research	research	NOUN
gujaf-387	181	4	and	and	CCONJ
gujaf-387	181	5	reviews	review	NOUN
gujaf-387	181	6	,	,	PUNCT
gujaf-387	181	7	18(02	18(02	NUM
gujaf-387	181	8	)	)	PUNCT
gujaf-387	181	9	,	,	PUNCT
gujaf-387	181	10	434–449	434–449	PROPN
gujaf-387	181	11	.	.	PUNCT
gujaf-387	181	12	adegbie	adegbie	PROPN
gujaf-387	181	13	,	,	PUNCT
gujaf-387	181	14	f.	f.	PROPN
gujaf-387	181	15	f.	f.	PROPN
gujaf-387	181	16	,	,	PUNCT
gujaf-387	181	17	&	&	CCONJ
gujaf-387	181	18	otitolaiye	otitolaiye	PROPN
gujaf-387	181	19	,	,	PUNCT
gujaf-387	181	20	e.	e.	PROPN
gujaf-387	181	21	d.	d.	PROPN
gujaf-387	181	22	(	(	PUNCT
gujaf-387	181	23	2020	2020	NUM
gujaf-387	181	24	)	)	PUNCT
gujaf-387	181	25	.	.	PUNCT
gujaf-387	182	1	credit	credit	NOUN
gujaf-387	182	2	risk	risk	NOUN
gujaf-387	182	3	and	and	CCONJ
gujaf-387	182	4	financial	financial	ADJ
gujaf-387	182	5	performance	performance	NOUN
gujaf-387	182	6	:	:	PUNCT
gujaf-387	182	7	an	an	DET
gujaf-387	182	8	empirical	empirical	ADJ
gujaf-387	182	9	study	study	NOUN
gujaf-387	182	10	of	of	ADP
gujaf-387	182	11	deposit	deposit	NOUN
gujaf-387	182	12	money	money	NOUN
gujaf-387	182	13	banks	bank	NOUN
gujaf-387	182	14	in	in	ADP
gujaf-387	182	15	nigeria	nigeria	PROPN
gujaf-387	182	16	.	.	PUNCT
gujaf-387	183	1	european	european	PROPN
gujaf-387	183	2	journal	journal	PROPN
gujaf-387	183	3	of	of	ADP
gujaf-387	183	4	accounting	accounting	NOUN
gujaf-387	183	5	,	,	PUNCT
gujaf-387	183	6	auditing	auditing	NOUN
gujaf-387	183	7	and	and	CCONJ
gujaf-387	183	8	finance	finance	NOUN
gujaf-387	183	9	research	research	NOUN
gujaf-387	183	10	,	,	PUNCT
gujaf-387	183	11	8(2	8(2	NUM
gujaf-387	183	12	)	)	PUNCT
gujaf-387	183	13	,	,	PUNCT
gujaf-387	183	14	38	38	NUM
gujaf-387	183	15	-	-	SYM
gujaf-387	183	16	58	58	NUM
gujaf-387	183	17	.	.	PUNCT
gujaf-387	184	1	akosile	akosile	ADJ
gujaf-387	184	2	,	,	PUNCT
gujaf-387	184	3	m.	m.	NOUN
gujaf-387	184	4	o.	o.	PROPN
gujaf-387	184	5	,	,	PUNCT
gujaf-387	184	6	adeusi	adeusi	PROPN
gujaf-387	184	7	,	,	PUNCT
gujaf-387	184	8	s.	s.	PROPN
gujaf-387	184	9	o.	o.	PROPN
gujaf-387	184	10	,	,	PUNCT
gujaf-387	184	11	&	&	CCONJ
gujaf-387	184	12	ogunsanwo	ogunsanwo	PROPN
gujaf-387	184	13	,	,	PUNCT
gujaf-387	184	14	o.	o.	PROPN
gujaf-387	184	15	f.	f.	PROPN
gujaf-387	184	16	(	(	PUNCT
gujaf-387	184	17	2023	2023	NUM
gujaf-387	184	18	)	)	PUNCT
gujaf-387	184	19	.	.	PUNCT
gujaf-387	185	1	the	the	DET
gujaf-387	185	2	effects	effect	NOUN
gujaf-387	185	3	of	of	ADP
gujaf-387	185	4	credit	credit	NOUN
gujaf-387	185	5	risk	risk	NOUN
gujaf-387	185	6	management	management	NOUN
gujaf-387	185	7	on	on	ADP
gujaf-387	185	8	the	the	DET
gujaf-387	185	9	deposit	deposit	NOUN
gujaf-387	185	10	money	money	NOUN
gujaf-387	185	11	bank	bank	NOUN
gujaf-387	185	12	's	's	PART
gujaf-387	185	13	performance	performance	NOUN
gujaf-387	185	14	in	in	ADP
gujaf-387	185	15	nigeria	nigeria	PROPN
gujaf-387	185	16	.	.	PUNCT
gujaf-387	186	1	nigerian	nigerian	PROPN
gujaf-387	186	2	journal	journal	PROPN
gujaf-387	186	3	of	of	ADP
gujaf-387	186	4	banking	banking	NOUN
gujaf-387	186	5	and	and	CCONJ
gujaf-387	186	6	financial	financial	ADJ
gujaf-387	186	7	issues	issue	NOUN
gujaf-387	186	8	,	,	PUNCT
gujaf-387	186	9	9(1	9(1	NUM
gujaf-387	186	10	)	)	PUNCT
gujaf-387	186	11	,	,	PUNCT
gujaf-387	186	12	9	9	NUM
gujaf-387	186	13	-	-	SYM
gujaf-387	186	14	19	19	NUM
gujaf-387	186	15	.	.	PUNCT
gujaf-387	187	1	gusau	gusau	PROPN
gujaf-387	187	2	journal	journal	PROPN
gujaf-387	187	3	of	of	ADP
gujaf-387	187	4	accounting	accounting	NOUN
gujaf-387	187	5	and	and	CCONJ
gujaf-387	187	6	finance	finance	NOUN
gujaf-387	187	7	,	,	PUNCT
gujaf-387	187	8	vol.6	vol.6	PROPN
gujaf-387	187	9	,	,	PUNCT
gujaf-387	187	10	issue	issue	NOUN
gujaf-387	187	11	1	1	NUM
gujaf-387	187	12	,	,	PUNCT
gujaf-387	187	13	april	april	PROPN
gujaf-387	187	14	,	,	PUNCT
gujaf-387	187	15	2025	2025	NUM
gujaf-387	187	16	331	331	NUM
gujaf-387	187	17	aldayel	aldayel	PROPN
gujaf-387	187	18	,	,	PUNCT
gujaf-387	187	19	m.	m.	NOUN
gujaf-387	187	20	(	(	PUNCT
gujaf-387	187	21	2018	2018	NUM
gujaf-387	187	22	)	)	PUNCT
gujaf-387	187	23	.	.	PUNCT
gujaf-387	188	1	risk	risk	NOUN
gujaf-387	188	2	management	management	NOUN
gujaf-387	188	3	and	and	CCONJ
gujaf-387	188	4	performance	performance	NOUN
gujaf-387	188	5	:	:	PUNCT
gujaf-387	188	6	a	a	DET
gujaf-387	188	7	case	case	NOUN
gujaf-387	188	8	study	study	NOUN
gujaf-387	188	9	of	of	ADP
gujaf-387	188	10	credit	credit	NOUN
gujaf-387	188	11	risk	risk	NOUN
gujaf-387	188	12	management	management	NOUN
gujaf-387	188	13	in	in	ADP
gujaf-387	188	14	commercial	commercial	ADJ
gujaf-387	188	15	banks	bank	NOUN
gujaf-387	188	16	.	.	PUNCT
gujaf-387	189	1	the	the	DET
gujaf-387	189	2	business	business	NOUN
gujaf-387	189	3	and	and	CCONJ
gujaf-387	189	4	management	management	NOUN
gujaf-387	189	5	review	review	NOUN
gujaf-387	189	6	,	,	PUNCT
gujaf-387	189	7	10(1	10(1	NUM
gujaf-387	189	8	)	)	PUNCT
gujaf-387	189	9	,	,	PUNCT
gujaf-387	189	10	169	169	NUM
gujaf-387	189	11	-	-	SYM
gujaf-387	189	12	183	183	NUM
gujaf-387	189	13	.	.	PUNCT
gujaf-387	190	1	antony	antony	PROPN
gujaf-387	190	2	,	,	PUNCT
gujaf-387	190	3	j.	j.	PROPN
gujaf-387	190	4	,	,	PUNCT
gujaf-387	190	5	&	&	CCONJ
gujaf-387	190	6	g	g	PROPN
gujaf-387	190	7	,	,	PUNCT
gujaf-387	190	8	r.	r.	PROPN
gujaf-387	190	9	(	(	PUNCT
gujaf-387	190	10	2023	2023	NUM
gujaf-387	190	11	)	)	PUNCT
gujaf-387	190	12	.	.	PUNCT
gujaf-387	191	1	credit	credit	NOUN
gujaf-387	191	2	risk	risk	NOUN
gujaf-387	191	3	management	management	NOUN
gujaf-387	191	4	practices	practice	NOUN
gujaf-387	191	5	in	in	ADP
gujaf-387	191	6	nigerian	nigerian	ADJ
gujaf-387	191	7	microfinance	microfinance	NOUN
gujaf-387	191	8	banks	bank	NOUN
gujaf-387	191	9	.	.	PUNCT
gujaf-387	192	1	journal	journal	PROPN
gujaf-387	192	2	of	of	ADP
gujaf-387	192	3	finance	finance	NOUN
gujaf-387	192	4	and	and	CCONJ
gujaf-387	192	5	accounting	accounting	NOUN
gujaf-387	192	6	,	,	PUNCT
gujaf-387	192	7	10(1	10(1	NUM
gujaf-387	192	8	)	)	PUNCT
gujaf-387	192	9	,	,	PUNCT
gujaf-387	192	10	1	1	NUM
gujaf-387	192	11	-	-	SYM
gujaf-387	192	12	15	15	NUM
gujaf-387	192	13	.	.	PUNCT
gujaf-387	193	1	atakelt	atakelt	PROPN
gujaf-387	193	2	,	,	PUNCT
gujaf-387	193	3	h.	h.	PROPN
gujaf-387	193	4	a.	a.	PROPN
gujaf-387	193	5	,	,	PUNCT
gujaf-387	193	6	&	&	CCONJ
gujaf-387	193	7	veni	veni	PROPN
gujaf-387	193	8	,	,	PUNCT
gujaf-387	193	9	p.	p.	NOUN
gujaf-387	193	10	(	(	PUNCT
gujaf-387	193	11	2018	2018	NUM
gujaf-387	193	12	)	)	PUNCT
gujaf-387	193	13	.	.	PUNCT
gujaf-387	194	1	determinants	determinant	NOUN
gujaf-387	194	2	of	of	ADP
gujaf-387	194	3	credit	credit	NOUN
gujaf-387	194	4	risk	risk	NOUN
gujaf-387	194	5	in	in	ADP
gujaf-387	194	6	ethiopian	ethiopian	ADJ
gujaf-387	194	7	private	private	ADJ
gujaf-387	194	8	commercial	commercial	ADJ
gujaf-387	194	9	banks	bank	NOUN
gujaf-387	194	10	.	.	PUNCT
gujaf-387	195	1	international	international	PROPN
gujaf-387	195	2	bank	bank	PROPN
gujaf-387	195	3	sc	sc	PROPN
gujaf-387	195	4	.	.	PUNCT
gujaf-387	196	1	basel	basel	PROPN
gujaf-387	196	2	committee	committee	PROPN
gujaf-387	196	3	on	on	ADP
gujaf-387	196	4	banking	banking	NOUN
gujaf-387	196	5	supervision	supervision	NOUN
gujaf-387	196	6	.	.	PUNCT
gujaf-387	197	1	(	(	PUNCT
gujaf-387	197	2	2000	2000	NUM
gujaf-387	197	3	)	)	PUNCT
gujaf-387	197	4	.	.	PUNCT
gujaf-387	198	1	principles	principle	NOUN
gujaf-387	198	2	for	for	ADP
gujaf-387	198	3	the	the	DET
gujaf-387	198	4	management	management	NOUN
gujaf-387	198	5	of	of	ADP
gujaf-387	198	6	credit	credit	NOUN
gujaf-387	198	7	risk	risk	NOUN
gujaf-387	198	8	.	.	PUNCT
gujaf-387	199	1	bank	bank	NOUN
gujaf-387	199	2	for	for	ADP
gujaf-387	199	3	international	international	ADJ
gujaf-387	199	4	settlements	settlement	NOUN
gujaf-387	199	5	.	.	PUNCT
gujaf-387	200	1	basel	basel	PROPN
gujaf-387	200	2	committee	committee	PROPN
gujaf-387	200	3	on	on	ADP
gujaf-387	200	4	banking	banking	NOUN
gujaf-387	200	5	supervision	supervision	NOUN
gujaf-387	200	6	.	.	PUNCT
gujaf-387	201	1	(	(	PUNCT
gujaf-387	201	2	2010	2010	NUM
gujaf-387	201	3	)	)	PUNCT
gujaf-387	201	4	.	.	PUNCT
gujaf-387	202	1	basel	basel	PROPN
gujaf-387	202	2	iii	iii	PROPN
gujaf-387	202	3	:	:	PUNCT
gujaf-387	202	4	a	a	DET
gujaf-387	202	5	global	global	ADJ
gujaf-387	202	6	regulatory	regulatory	ADJ
gujaf-387	202	7	framework	framework	NOUN
gujaf-387	202	8	on	on	ADP
gujaf-387	202	9	more	more	ADV
gujaf-387	202	10	resilient	resilient	ADJ
gujaf-387	202	11	banks	bank	NOUN
gujaf-387	202	12	and	and	CCONJ
gujaf-387	202	13	banking	banking	NOUN
gujaf-387	202	14	systems	system	NOUN
gujaf-387	202	15	.	.	PUNCT
gujaf-387	203	1	bank	bank	PROPN
gujaf-387	203	2	for	for	ADP
gujaf-387	203	3	international	international	ADJ
gujaf-387	203	4	settlements	settlement	NOUN
gujaf-387	203	5	.	.	PUNCT
gujaf-387	204	1	basel	basel	PROPN
gujaf-387	204	2	committee	committee	PROPN
gujaf-387	204	3	on	on	ADP
gujaf-387	204	4	banking	banking	NOUN
gujaf-387	204	5	supervision	supervision	NOUN
gujaf-387	204	6	.	.	PUNCT
gujaf-387	205	1	(	(	PUNCT
gujaf-387	205	2	2019	2019	NUM
gujaf-387	205	3	)	)	PUNCT
gujaf-387	205	4	.	.	PUNCT
gujaf-387	206	1	principles	principle	NOUN
gujaf-387	206	2	for	for	ADP
gujaf-387	206	3	the	the	DET
gujaf-387	206	4	sound	sound	ADJ
gujaf-387	206	5	management	management	NOUN
gujaf-387	206	6	of	of	ADP
gujaf-387	206	7	risk	risk	NOUN
gujaf-387	206	8	.	.	PUNCT
gujaf-387	207	1	bank	bank	NOUN
gujaf-387	207	2	for	for	ADP
gujaf-387	207	3	international	international	ADJ
gujaf-387	207	4	settlements	settlement	NOUN
gujaf-387	207	5	.	.	PUNCT
gujaf-387	208	1	berger	berger	PROPN
gujaf-387	208	2	,	,	PUNCT
gujaf-387	208	3	a.	a.	PROPN
gujaf-387	208	4	n.	n.	PROPN
gujaf-387	208	5	,	,	PUNCT
gujaf-387	208	6	&	&	CCONJ
gujaf-387	208	7	udell	udell	PROPN
gujaf-387	208	8	,	,	PUNCT
gujaf-387	208	9	g.	g.	PROPN
gujaf-387	208	10	f.	f.	PROPN
gujaf-387	208	11	(	(	PUNCT
gujaf-387	208	12	1990	1990	NUM
gujaf-387	208	13	)	)	PUNCT
gujaf-387	208	14	.	.	PUNCT
gujaf-387	209	1	collateral	collateral	NOUN
gujaf-387	209	2	,	,	PUNCT
gujaf-387	209	3	loan	loan	NOUN
gujaf-387	209	4	quality	quality	NOUN
gujaf-387	209	5	,	,	PUNCT
gujaf-387	209	6	and	and	CCONJ
gujaf-387	209	7	bank	bank	NOUN
gujaf-387	209	8	risk	risk	NOUN
gujaf-387	209	9	.	.	PUNCT
gujaf-387	210	1	journal	journal	NOUN
gujaf-387	210	2	of	of	ADP
gujaf-387	210	3	monetary	monetary	ADJ
gujaf-387	210	4	economics	economic	NOUN
gujaf-387	210	5	,	,	PUNCT
gujaf-387	210	6	25(1	25(1	NUM
gujaf-387	210	7	)	)	PUNCT
gujaf-387	210	8	,	,	PUNCT
gujaf-387	210	9	21	21	NUM
gujaf-387	210	10	-	-	SYM
gujaf-387	210	11	42	42	NUM
gujaf-387	210	12	.	.	PUNCT
gujaf-387	211	1	central	central	ADJ
gujaf-387	211	2	bank	bank	PROPN
gujaf-387	211	3	of	of	ADP
gujaf-387	211	4	kenya	kenya	PROPN
gujaf-387	211	5	.	.	PUNCT
gujaf-387	212	1	(	(	PUNCT
gujaf-387	212	2	2015	2015	NUM
gujaf-387	212	3	)	)	PUNCT
gujaf-387	212	4	.	.	PUNCT
gujaf-387	213	1	report	report	NOUN
gujaf-387	213	2	on	on	ADP
gujaf-387	213	3	the	the	DET
gujaf-387	213	4	collapse	collapse	NOUN
gujaf-387	213	5	of	of	ADP
gujaf-387	213	6	imperial	imperial	ADJ
gujaf-387	213	7	bank	bank	NOUN
gujaf-387	213	8	limited	limit	VERB
gujaf-387	213	9	.	.	PUNCT
gujaf-387	214	1	central	central	ADJ
gujaf-387	214	2	bank	bank	PROPN
gujaf-387	214	3	of	of	ADP
gujaf-387	214	4	kenya	kenya	PROPN
gujaf-387	214	5	.	.	PUNCT
gujaf-387	215	1	central	central	PROPN
gujaf-387	215	2	bank	bank	PROPN
gujaf-387	215	3	of	of	ADP
gujaf-387	215	4	nigeria	nigeria	PROPN
gujaf-387	215	5	.	.	PUNCT
gujaf-387	216	1	(	(	PUNCT
gujaf-387	216	2	2019	2019	NUM
gujaf-387	216	3	)	)	PUNCT
gujaf-387	216	4	.	.	PUNCT
gujaf-387	217	1	guidelines	guideline	NOUN
gujaf-387	217	2	for	for	ADP
gujaf-387	217	3	microfinance	microfinance	NOUN
gujaf-387	217	4	banks	bank	NOUN
gujaf-387	217	5	in	in	ADP
gujaf-387	217	6	nigeria	nigeria	PROPN
gujaf-387	217	7	.	.	PUNCT
gujaf-387	218	1	central	central	PROPN
gujaf-387	218	2	bank	bank	PROPN
gujaf-387	218	3	of	of	ADP
gujaf-387	218	4	nigeria	nigeria	PROPN
gujaf-387	218	5	.	.	PUNCT
gujaf-387	219	1	central	central	PROPN
gujaf-387	219	2	bank	bank	PROPN
gujaf-387	219	3	of	of	ADP
gujaf-387	219	4	nigeria	nigeria	PROPN
gujaf-387	219	5	.	.	PUNCT
gujaf-387	220	1	(	(	PUNCT
gujaf-387	220	2	2022	2022	NUM
gujaf-387	220	3	)	)	PUNCT
gujaf-387	220	4	.	.	PUNCT
gujaf-387	221	1	microfinance	microfinance	NOUN
gujaf-387	221	2	policy	policy	NOUN
gujaf-387	221	3	framework	framework	NOUN
gujaf-387	221	4	for	for	ADP
gujaf-387	221	5	nigeria	nigeria	PROPN
gujaf-387	221	6	.	.	PUNCT
gujaf-387	222	1	central	central	PROPN
gujaf-387	222	2	bank	bank	PROPN
gujaf-387	222	3	of	of	ADP
gujaf-387	222	4	nigeria	nigeria	PROPN
gujaf-387	222	5	.	.	PUNCT
gujaf-387	223	1	cummins	cummins	PROPN
gujaf-387	223	2	,	,	PUNCT
gujaf-387	223	3	j.	j.	PROPN
gujaf-387	223	4	d.	d.	PROPN
gujaf-387	223	5	,	,	PUNCT
gujaf-387	223	6	&	&	CCONJ
gujaf-387	223	7	lewis	lewis	PROPN
gujaf-387	223	8	,	,	PUNCT
gujaf-387	223	9	c.	c.	PROPN
gujaf-387	223	10	m.	m.	NOUN
gujaf-387	223	11	(	(	PUNCT
gujaf-387	223	12	2003	2003	NUM
gujaf-387	223	13	)	)	PUNCT
gujaf-387	223	14	.	.	PUNCT
gujaf-387	224	1	an	an	DET
gujaf-387	224	2	empirical	empirical	ADJ
gujaf-387	224	3	study	study	NOUN
gujaf-387	224	4	of	of	ADP
gujaf-387	224	5	the	the	DET
gujaf-387	224	6	risk	risk	NOUN
gujaf-387	224	7	of	of	ADP
gujaf-387	224	8	default	default	NOUN
gujaf-387	224	9	on	on	ADP
gujaf-387	224	10	high	high	ADJ
gujaf-387	224	11	-	-	PUNCT
gujaf-387	224	12	yield	yield	NOUN
gujaf-387	224	13	corporate	corporate	ADJ
gujaf-387	224	14	bonds	bond	NOUN
gujaf-387	224	15	.	.	PUNCT
gujaf-387	225	1	journal	journal	NOUN
gujaf-387	225	2	of	of	ADP
gujaf-387	225	3	fixed	fix	VERB
gujaf-387	225	4	income	income	NOUN
gujaf-387	225	5	,	,	PUNCT
gujaf-387	225	6	12(4	12(4	NUM
gujaf-387	225	7	)	)	PUNCT
gujaf-387	225	8	,	,	PUNCT
gujaf-387	225	9	15	15	NUM
gujaf-387	225	10	-	-	SYM
gujaf-387	225	11	32	32	NUM
gujaf-387	225	12	.	.	PUNCT
gujaf-387	226	1	diamond	diamond	NOUN
gujaf-387	226	2	,	,	PUNCT
gujaf-387	226	3	d.	d.	PROPN
gujaf-387	226	4	w.	w.	PROPN
gujaf-387	226	5	,	,	PUNCT
gujaf-387	226	6	&	&	CCONJ
gujaf-387	226	7	dybvig	dybvig	PROPN
gujaf-387	226	8	,	,	PUNCT
gujaf-387	226	9	p.	p.	NOUN
gujaf-387	226	10	h.	h.	PROPN
gujaf-387	227	1	(	(	PUNCT
gujaf-387	227	2	1983	1983	NUM
gujaf-387	227	3	)	)	PUNCT
gujaf-387	227	4	.	.	PUNCT
gujaf-387	228	1	bank	bank	NOUN
gujaf-387	228	2	runs	run	NOUN
gujaf-387	228	3	,	,	PUNCT
gujaf-387	228	4	deposit	deposit	NOUN
gujaf-387	228	5	insurance	insurance	NOUN
gujaf-387	228	6	,	,	PUNCT
gujaf-387	228	7	and	and	CCONJ
gujaf-387	228	8	liquidity	liquidity	NOUN
gujaf-387	228	9	.	.	PUNCT
gujaf-387	229	1	journal	journal	NOUN
gujaf-387	229	2	of	of	ADP
gujaf-387	229	3	political	political	ADJ
gujaf-387	229	4	economy	economy	NOUN
gujaf-387	229	5	,	,	PUNCT
gujaf-387	229	6	91(3	91(3	NUM
gujaf-387	229	7	)	)	PUNCT
gujaf-387	229	8	,	,	PUNCT
gujaf-387	229	9	401	401	NUM
gujaf-387	229	10	-	-	SYM
gujaf-387	229	11	419	419	NUM
gujaf-387	229	12	.	.	PUNCT
gujaf-387	230	1	edore	edore	PROPN
gujaf-387	230	2	,	,	PUNCT
gujaf-387	230	3	j.	j.	PROPN
gujaf-387	230	4	o.	o.	PROPN
gujaf-387	230	5	,	,	PUNCT
gujaf-387	230	6	&	&	CCONJ
gujaf-387	230	7	ujuju	ujuju	PROPN
gujaf-387	230	8	,	,	PUNCT
gujaf-387	230	9	l.	l.	PROPN
gujaf-387	230	10	e.	e.	PROPN
gujaf-387	230	11	(	(	PUNCT
gujaf-387	230	12	2020	2020	NUM
gujaf-387	230	13	)	)	PUNCT
gujaf-387	230	14	.	.	PUNCT
gujaf-387	231	1	credit	credit	NOUN
gujaf-387	231	2	risk	risk	NOUN
gujaf-387	231	3	management	management	NOUN
gujaf-387	231	4	practices	practice	NOUN
gujaf-387	231	5	and	and	CCONJ
gujaf-387	231	6	performance	performance	NOUN
gujaf-387	231	7	of	of	ADP
gujaf-387	231	8	nigeria	nigeria	PROPN
gujaf-387	231	9	banks	bank	NOUN
gujaf-387	231	10	.	.	PUNCT
gujaf-387	232	1	international	international	ADJ
gujaf-387	232	2	journal	journal	NOUN
gujaf-387	232	3	of	of	ADP
gujaf-387	232	4	social	social	ADJ
gujaf-387	232	5	science	science	NOUN
gujaf-387	232	6	and	and	CCONJ
gujaf-387	232	7	economic	economic	ADJ
gujaf-387	232	8	research	research	NOUN
gujaf-387	232	9	,	,	PUNCT
gujaf-387	232	10	5(5	5(5	NUM
gujaf-387	232	11	)	)	PUNCT
gujaf-387	232	12	,	,	PUNCT
gujaf-387	232	13	1223	1223	NUM
gujaf-387	232	14	-	-	SYM
gujaf-387	232	15	1252	1252	NUM
gujaf-387	232	16	.	.	PUNCT
gujaf-387	233	1	financial	financial	ADJ
gujaf-387	233	2	accounting	accounting	NOUN
gujaf-387	233	3	standards	standards	PROPN
gujaf-387	233	4	board	board	NOUN
gujaf-387	233	5	.	.	PUNCT
gujaf-387	234	1	(	(	PUNCT
gujaf-387	234	2	2012	2012	NUM
gujaf-387	234	3	)	)	PUNCT
gujaf-387	234	4	.	.	PUNCT
gujaf-387	235	1	accounting	accounting	NOUN
gujaf-387	235	2	standards	standard	NOUN
gujaf-387	235	3	codification	codification	NOUN
gujaf-387	235	4	.	.	PUNCT
gujaf-387	236	1	financial	financial	ADJ
gujaf-387	236	2	accounting	accounting	PROPN
gujaf-387	236	3	standards	standards	PROPN
gujaf-387	236	4	board	board	NOUN
gujaf-387	236	5	.	.	PUNCT
gujaf-387	237	1	flagot	flagot	PROPN
gujaf-387	237	2	,	,	PUNCT
gujaf-387	237	3	f.	f.	PROPN
gujaf-387	237	4	m.	m.	PROPN
gujaf-387	237	5	(	(	PUNCT
gujaf-387	237	6	2021	2021	NUM
gujaf-387	237	7	)	)	PUNCT
gujaf-387	237	8	.	.	PUNCT
gujaf-387	238	1	assessment	assessment	NOUN
gujaf-387	238	2	of	of	ADP
gujaf-387	238	3	credit	credit	NOUN
gujaf-387	238	4	risk	risk	NOUN
gujaf-387	238	5	management	management	NOUN
gujaf-387	238	6	practices	practice	NOUN
gujaf-387	238	7	in	in	ADP
gujaf-387	238	8	the	the	DET
gujaf-387	238	9	case	case	NOUN
gujaf-387	238	10	of	of	ADP
gujaf-387	238	11	awash	awash	PROPN
gujaf-387	238	12	bank	bank	PROPN
gujaf-387	238	13	sc	sc	PROPN
gujaf-387	238	14	.	.	PROPN
gujaf-387	238	15	journal	journal	PROPN
gujaf-387	238	16	of	of	ADP
gujaf-387	238	17	finance	finance	NOUN
gujaf-387	238	18	and	and	CCONJ
gujaf-387	238	19	accounting	accounting	NOUN
gujaf-387	238	20	,	,	PUNCT
gujaf-387	238	21	8(1	8(1	NOUN
gujaf-387	238	22	)	)	PUNCT
gujaf-387	238	23	,	,	PUNCT
gujaf-387	238	24	1	1	NUM
gujaf-387	238	25	-	-	SYM
gujaf-387	238	26	15	15	NUM
gujaf-387	238	27	.	.	PUNCT
gujaf-387	239	1	hable	hable	ADJ
gujaf-387	239	2	,	,	PUNCT
gujaf-387	239	3	a.	a.	NOUN
gujaf-387	239	4	(	(	PUNCT
gujaf-387	239	5	2018	2018	NUM
gujaf-387	239	6	)	)	PUNCT
gujaf-387	239	7	.	.	PUNCT
gujaf-387	240	1	assessment	assessment	NOUN
gujaf-387	240	2	of	of	ADP
gujaf-387	240	3	credit	credit	NOUN
gujaf-387	240	4	management	management	NOUN
gujaf-387	240	5	practice	practice	NOUN
gujaf-387	240	6	at	at	ADP
gujaf-387	240	7	united	united	PROPN
gujaf-387	240	8	bank	bank	PROPN
gujaf-387	240	9	s.c	s.c	PROPN
gujaf-387	240	10	.	.	PUNCT
gujaf-387	241	1	(	(	PUNCT
gujaf-387	241	2	master	master	NOUN
gujaf-387	241	3	's	's	PART
gujaf-387	241	4	thesis	thesis	NOUN
gujaf-387	241	5	,	,	PUNCT
gujaf-387	241	6	st	st	PROPN
gujaf-387	241	7	.	.	PROPN
gujaf-387	241	8	mary	mary	PROPN
gujaf-387	241	9	's	's	PART
gujaf-387	241	10	university	university	NOUN
gujaf-387	241	11	)	)	PUNCT
gujaf-387	241	12	.	.	PUNCT
gujaf-387	242	1	hannan	hannan	PROPN
gujaf-387	242	2	,	,	PUNCT
gujaf-387	242	3	t.	t.	PROPN
gujaf-387	242	4	h.	h.	PROPN
gujaf-387	242	5	,	,	PUNCT
gujaf-387	242	6	&	&	CCONJ
gujaf-387	242	7	hanweck	hanweck	PROPN
gujaf-387	242	8	,	,	PUNCT
gujaf-387	242	9	g.	g.	PROPN
gujaf-387	242	10	a.	a.	PROPN
gujaf-387	242	11	(	(	PUNCT
gujaf-387	242	12	1988	1988	NUM
gujaf-387	242	13	)	)	PUNCT
gujaf-387	242	14	.	.	PUNCT
gujaf-387	243	1	bank	bank	NOUN
gujaf-387	243	2	insolvency	insolvency	NOUN
gujaf-387	243	3	risk	risk	NOUN
gujaf-387	243	4	and	and	CCONJ
gujaf-387	243	5	the	the	DET
gujaf-387	243	6	market	market	NOUN
gujaf-387	243	7	for	for	ADP
gujaf-387	243	8	large	large	ADJ
gujaf-387	243	9	certificates	certificate	NOUN
gujaf-387	243	10	of	of	ADP
gujaf-387	243	11	deposit	deposit	NOUN
gujaf-387	243	12	.	.	PUNCT
gujaf-387	244	1	journal	journal	NOUN
gujaf-387	244	2	of	of	ADP
gujaf-387	244	3	money	money	NOUN
gujaf-387	244	4	,	,	PUNCT
gujaf-387	244	5	credit	credit	NOUN
gujaf-387	244	6	and	and	CCONJ
gujaf-387	244	7	banking	banking	NOUN
gujaf-387	244	8	,	,	PUNCT
gujaf-387	244	9	20(2	20(2	NUM
gujaf-387	244	10	)	)	PUNCT
gujaf-387	244	11	,	,	PUNCT
gujaf-387	244	12	203	203	NUM
gujaf-387	244	13	-	-	SYM
gujaf-387	244	14	211	211	NUM
gujaf-387	244	15	.	.	PUNCT
gujaf-387	245	1	hempel	hempel	NOUN
gujaf-387	245	2	,	,	PUNCT
gujaf-387	245	3	g.	g.	PROPN
gujaf-387	245	4	h.	h.	PROPN
gujaf-387	245	5	,	,	PUNCT
gujaf-387	245	6	&	&	CCONJ
gujaf-387	245	7	simonson	simonson	PROPN
gujaf-387	245	8	,	,	PUNCT
gujaf-387	245	9	d.	d.	PROPN
gujaf-387	245	10	g.	g.	PROPN
gujaf-387	245	11	(	(	PUNCT
gujaf-387	245	12	2008	2008	NUM
gujaf-387	245	13	)	)	PUNCT
gujaf-387	245	14	.	.	PUNCT
gujaf-387	246	1	bank	bank	NOUN
gujaf-387	246	2	management	management	NOUN
gujaf-387	246	3	:	:	PUNCT
gujaf-387	246	4	text	text	NOUN
gujaf-387	246	5	and	and	CCONJ
gujaf-387	246	6	cases	case	NOUN
gujaf-387	246	7	.	.	PUNCT
gujaf-387	247	1	john	john	PROPN
gujaf-387	247	2	wiley	wiley	PROPN
gujaf-387	247	3	&	&	CCONJ
gujaf-387	247	4	sons	son	NOUN
gujaf-387	247	5	.	.	PUNCT
gujaf-387	248	1	gusau	gusau	PROPN
gujaf-387	248	2	journal	journal	PROPN
gujaf-387	248	3	of	of	ADP
gujaf-387	248	4	accounting	accounting	NOUN
gujaf-387	248	5	and	and	CCONJ
gujaf-387	248	6	finance	finance	NOUN
gujaf-387	248	7	,	,	PUNCT
gujaf-387	248	8	vol.6	vol.6	PROPN
gujaf-387	248	9	,	,	PUNCT
gujaf-387	248	10	issue	issue	NOUN
gujaf-387	248	11	1	1	NUM
gujaf-387	248	12	,	,	PUNCT
gujaf-387	248	13	april	april	PROPN
gujaf-387	248	14	,	,	PUNCT
gujaf-387	248	15	2025	2025	NUM
gujaf-387	248	16	332	332	NUM
gujaf-387	248	17	jima	jima	PROPN
gujaf-387	248	18	university	university	PROPN
gujaf-387	248	19	.	.	PUNCT
gujaf-387	249	1	pasha	pasha	PROPN
gujaf-387	249	2	,	,	PUNCT
gujaf-387	249	3	s.	s.	PROPN
gujaf-387	249	4	,	,	PUNCT
gujaf-387	249	5	&	&	CCONJ
gujaf-387	249	6	mintesinot	mintesinot	ADV
gujaf-387	249	7	,	,	PUNCT
gujaf-387	249	8	b.	b.	PROPN
gujaf-387	249	9	(	(	PUNCT
gujaf-387	249	10	2018	2018	NUM
gujaf-387	249	11	)	)	PUNCT
gujaf-387	249	12	.	.	PUNCT
gujaf-387	250	1	assessment	assessment	NOUN
gujaf-387	250	2	of	of	ADP
gujaf-387	250	3	credit	credit	NOUN
gujaf-387	250	4	risk	risk	NOUN
gujaf-387	250	5	management	management	NOUN
gujaf-387	250	6	system	system	NOUN
gujaf-387	250	7	in	in	ADP
gujaf-387	250	8	ethiopian	ethiopian	ADJ
gujaf-387	250	9	banking	banking	NOUN
gujaf-387	250	10	.	.	PUNCT
gujaf-387	251	1	journal	journal	PROPN
gujaf-387	251	2	of	of	ADP
gujaf-387	251	3	banking	banking	NOUN
gujaf-387	251	4	and	and	CCONJ
gujaf-387	251	5	finance	finance	NOUN
gujaf-387	251	6	,	,	PUNCT
gujaf-387	251	7	10(2	10(2	NUM
gujaf-387	251	8	)	)	PUNCT
gujaf-387	251	9	,	,	PUNCT
gujaf-387	251	10	1	1	NUM
gujaf-387	251	11	-	-	SYM
gujaf-387	251	12	15	15	NUM
gujaf-387	251	13	.	.	PUNCT
gujaf-387	252	1	kindleberger	kindleberger	NOUN
gujaf-387	252	2	,	,	PUNCT
gujaf-387	252	3	c.	c.	PROPN
gujaf-387	252	4	p.	p.	PROPN
gujaf-387	252	5	(	(	PUNCT
gujaf-387	252	6	1978	1978	NUM
gujaf-387	252	7	)	)	PUNCT
gujaf-387	252	8	.	.	PUNCT
gujaf-387	253	1	manias	mania	NOUN
gujaf-387	253	2	,	,	PUNCT
gujaf-387	253	3	panics	panic	NOUN
gujaf-387	253	4	,	,	PUNCT
gujaf-387	253	5	and	and	CCONJ
gujaf-387	253	6	crashes	crash	VERB
gujaf-387	253	7	:	:	PUNCT
gujaf-387	253	8	a	a	DET
gujaf-387	253	9	history	history	NOUN
gujaf-387	253	10	of	of	ADP
gujaf-387	253	11	financial	financial	ADJ
gujaf-387	253	12	crises	crisis	NOUN
gujaf-387	253	13	.	.	PUNCT
gujaf-387	254	1	basic	basic	ADJ
gujaf-387	254	2	books	book	NOUN
gujaf-387	254	3	.	.	PUNCT
gujaf-387	255	1	legesse	legesse	NOUN
gujaf-387	255	2	,	,	PUNCT
gujaf-387	255	3	b.	b.	PROPN
gujaf-387	255	4	m.	m.	PROPN
gujaf-387	255	5	(	(	PUNCT
gujaf-387	255	6	2018	2018	NUM
gujaf-387	255	7	)	)	PUNCT
gujaf-387	255	8	.	.	PUNCT
gujaf-387	256	1	assessment	assessment	NOUN
gujaf-387	256	2	of	of	ADP
gujaf-387	256	3	credit	credit	NOUN
gujaf-387	256	4	risk	risk	NOUN
gujaf-387	256	5	management	management	NOUN
gujaf-387	256	6	system	system	NOUN
gujaf-387	256	7	in	in	ADP
gujaf-387	256	8	ethiopian	ethiopian	ADJ
gujaf-387	256	9	commercial	commercial	ADJ
gujaf-387	256	10	banks	bank	NOUN
gujaf-387	256	11	(	(	PUNCT
gujaf-387	256	12	master	master	NOUN
gujaf-387	256	13	's	's	PART
gujaf-387	256	14	thesis	thesis	NOUN
gujaf-387	256	15	,	,	PUNCT
gujaf-387	256	16	st	st	PROPN
gujaf-387	256	17	.	.	PROPN
gujaf-387	256	18	mary	mary	PROPN
gujaf-387	256	19	's	's	PART
gujaf-387	256	20	university	university	NOUN
gujaf-387	256	21	)	)	PUNCT
gujaf-387	256	22	.	.	PUNCT
gujaf-387	257	1	menberu	menberu	PROPN
gujaf-387	257	2	,	,	PUNCT
gujaf-387	257	3	f.	f.	PROPN
gujaf-387	257	4	(	(	PUNCT
gujaf-387	257	5	2021	2021	NUM
gujaf-387	257	6	)	)	PUNCT
gujaf-387	257	7	.	.	PUNCT
gujaf-387	258	1	assessment	assessment	NOUN
gujaf-387	258	2	of	of	ADP
gujaf-387	258	3	credit	credit	NOUN
gujaf-387	258	4	risk	risk	NOUN
gujaf-387	258	5	management	management	NOUN
gujaf-387	258	6	practices	practice	NOUN
gujaf-387	258	7	in	in	ADP
gujaf-387	258	8	the	the	DET
gujaf-387	258	9	case	case	NOUN
gujaf-387	258	10	of	of	ADP
gujaf-387	258	11	awash	awash	PROPN
gujaf-387	258	12	bank	bank	PROPN
gujaf-387	258	13	s.	s.	PROPN
gujaf-387	258	14	co.	co.	PROPN
gujaf-387	258	15	(	(	PUNCT
gujaf-387	258	16	master	master	NOUN
gujaf-387	258	17	's	's	PART
gujaf-387	258	18	thesis	thesis	NOUN
gujaf-387	258	19	,	,	PUNCT
gujaf-387	258	20	st	st	PROPN
gujaf-387	258	21	.	.	PROPN
gujaf-387	258	22	mary	mary	PROPN
gujaf-387	258	23	's	's	PART
gujaf-387	258	24	university	university	NOUN
gujaf-387	258	25	)	)	PUNCT
gujaf-387	258	26	.	.	PUNCT
gujaf-387	259	1	minsky	minsky	PROPN
gujaf-387	259	2	,	,	PUNCT
gujaf-387	259	3	h.	h.	PROPN
gujaf-387	259	4	p.	p.	PROPN
gujaf-387	259	5	(	(	PUNCT
gujaf-387	259	6	1986	1986	NUM
gujaf-387	259	7	)	)	PUNCT
gujaf-387	259	8	.	.	PUNCT
gujaf-387	260	1	stabilizing	stabilize	VERB
gujaf-387	260	2	an	an	DET
gujaf-387	260	3	unstable	unstable	ADJ
gujaf-387	260	4	economy	economy	NOUN
gujaf-387	260	5	.	.	PUNCT
gujaf-387	261	1	yale	yale	PROPN
gujaf-387	261	2	university	university	PROPN
gujaf-387	261	3	press	press	NOUN
gujaf-387	261	4	.	.	PUNCT
gujaf-387	262	1	pasha	pasha	PROPN
gujaf-387	262	2	,	,	PUNCT
gujaf-387	262	3	s.	s.	PROPN
gujaf-387	262	4	,	,	PUNCT
gujaf-387	262	5	&	&	CCONJ
gujaf-387	262	6	mintesinot	mintesinot	ADV
gujaf-387	262	7	,	,	PUNCT
gujaf-387	262	8	b.	b.	PROPN
gujaf-387	262	9	(	(	PUNCT
gujaf-387	262	10	2018	2018	NUM
gujaf-387	262	11	)	)	PUNCT
gujaf-387	262	12	.	.	PUNCT
gujaf-387	263	1	assessment	assessment	NOUN
gujaf-387	263	2	of	of	ADP
gujaf-387	263	3	credit	credit	NOUN
gujaf-387	263	4	risk	risk	NOUN
gujaf-387	263	5	management	management	NOUN
gujaf-387	263	6	system	system	NOUN
gujaf-387	263	7	in	in	ADP
gujaf-387	263	8	ethiopian	ethiopian	ADJ
gujaf-387	263	9	banking	banking	NOUN
gujaf-387	263	10	.	.	PUNCT
gujaf-387	264	1	journal	journal	PROPN
gujaf-387	264	2	of	of	ADP
gujaf-387	264	3	banking	banking	NOUN
gujaf-387	264	4	and	and	CCONJ
gujaf-387	264	5	finance	finance	NOUN
gujaf-387	264	6	,	,	PUNCT
gujaf-387	264	7	10(2	10(2	NUM
gujaf-387	264	8	)	)	PUNCT
gujaf-387	264	9	,	,	PUNCT
gujaf-387	264	10	1	1	NUM
gujaf-387	264	11	-	-	SYM
gujaf-387	264	12	15	15	NUM
gujaf-387	264	13	.	.	PUNCT
gujaf-387	265	1	selamawit	selamawit	NOUN
gujaf-387	265	2	,	,	PUNCT
gujaf-387	265	3	k.	k.	PROPN
gujaf-387	265	4	(	(	PUNCT
gujaf-387	265	5	2018	2018	NUM
gujaf-387	265	6	)	)	PUNCT
gujaf-387	265	7	.	.	PUNCT
gujaf-387	266	1	assessment	assessment	NOUN
gujaf-387	266	2	of	of	ADP
gujaf-387	266	3	appraisal	appraisal	NOUN
gujaf-387	266	4	practice	practice	NOUN
gujaf-387	266	5	of	of	ADP
gujaf-387	266	6	dashen	dashen	PROPN
gujaf-387	266	7	bank	bank	PROPN
gujaf-387	266	8	for	for	ADP
gujaf-387	266	9	financing	financing	NOUN
gujaf-387	266	10	projects	project	NOUN
gujaf-387	266	11	(	(	PUNCT
gujaf-387	266	12	master	master	NOUN
gujaf-387	266	13	's	's	PART
gujaf-387	266	14	thesis	thesis	NOUN
gujaf-387	266	15	,	,	PUNCT
gujaf-387	266	16	debre	debre	PROPN
gujaf-387	266	17	birhan	birhan	PROPN
gujaf-387	266	18	university	university	PROPN
gujaf-387	266	19	)	)	PUNCT
gujaf-387	266	20	.	.	PUNCT
gujaf-387	267	1	shmendi	shmendi	PROPN
gujaf-387	267	2	,	,	PUNCT
gujaf-387	267	3	a.	a.	NOUN
gujaf-387	267	4	(	(	PUNCT
gujaf-387	267	5	2019	2019	NUM
gujaf-387	267	6	)	)	PUNCT
gujaf-387	267	7	.	.	PUNCT
gujaf-387	268	1	the	the	DET
gujaf-387	268	2	impact	impact	NOUN
gujaf-387	268	3	of	of	ADP
gujaf-387	268	4	credit	credit	NOUN
gujaf-387	268	5	risk	risk	NOUN
gujaf-387	268	6	management	management	NOUN
gujaf-387	268	7	on	on	ADP
gujaf-387	268	8	financial	financial	ADJ
gujaf-387	268	9	performance	performance	NOUN
gujaf-387	268	10	on	on	ADP
gujaf-387	268	11	cbe	cbe	PROPN
gujaf-387	268	12	(	(	PUNCT
gujaf-387	268	13	master	master	NOUN
gujaf-387	268	14	's	's	PART
gujaf-387	268	15	thesis	thesis	NOUN
gujaf-387	268	16	,	,	PUNCT
gujaf-387	268	17	addis	addis	PROPN
gujaf-387	268	18	ababa	ababa	PROPN
gujaf-387	268	19	university	university	PROPN
gujaf-387	268	20	)	)	PUNCT
gujaf-387	268	21	.	.	PUNCT
gujaf-387	269	1	sk	sk	PROPN
gujaf-387	269	2	,	,	PUNCT
gujaf-387	269	3	s.	s.	PROPN
gujaf-387	269	4	s.	s.	PROPN
gujaf-387	269	5	a.	a.	PROPN
gujaf-387	269	6	,	,	PUNCT
gujaf-387	269	7	&	&	CCONJ
gujaf-387	269	8	ch	ch	PROPN
gujaf-387	269	9	,	,	PUNCT
gujaf-387	269	10	v.	v.	PROPN
gujaf-387	269	11	k.	k.	PROPN
gujaf-387	269	12	r.	r.	PROPN
gujaf-387	269	13	(	(	PUNCT
gujaf-387	269	14	2018	2018	NUM
gujaf-387	269	15	)	)	PUNCT
gujaf-387	269	16	.	.	PUNCT
gujaf-387	270	1	the	the	DET
gujaf-387	270	2	credit	credit	NOUN
gujaf-387	270	3	risk	risk	NOUN
gujaf-387	270	4	management	management	NOUN
gujaf-387	270	5	at	at	ADP
gujaf-387	270	6	national	national	PROPN
gujaf-387	270	7	bank	bank	PROPN
gujaf-387	270	8	of	of	ADP
gujaf-387	270	9	commerce	commerce	PROPN
gujaf-387	270	10	head	head	NOUN
gujaf-387	270	11	(	(	PUNCT
gujaf-387	270	12	master	master	NOUN
gujaf-387	270	13	's	's	PART
gujaf-387	270	14	thesis	thesis	NOUN
gujaf-387	270	15	,	,	PUNCT
gujaf-387	270	16	addis	addis	PROPN
gujaf-387	270	17	ababa	ababa	PROPN
gujaf-387	270	18	university	university	PROPN
gujaf-387	270	19	)	)	PUNCT
gujaf-387	270	20	.	.	PUNCT
gujaf-387	271	1	tamrat	tamrat	PROPN
gujaf-387	271	2	,	,	PUNCT
gujaf-387	271	3	d.	d.	PROPN
gujaf-387	271	4	(	(	PUNCT
gujaf-387	271	5	2019	2019	NUM
gujaf-387	271	6	)	)	PUNCT
gujaf-387	271	7	.	.	PUNCT
gujaf-387	272	1	determinants	determinant	NOUN
gujaf-387	272	2	of	of	ADP
gujaf-387	272	3	credit	credit	NOUN
gujaf-387	272	4	risk	risk	NOUN
gujaf-387	272	5	of	of	ADP
gujaf-387	272	6	cbe	cbe	PROPN
gujaf-387	272	7	(	(	PUNCT
gujaf-387	272	8	master	master	NOUN
gujaf-387	272	9	's	's	PART
gujaf-387	272	10	thesis	thesis	NOUN
gujaf-387	272	11	,	,	PUNCT
gujaf-387	272	12	st	st	PROPN
gujaf-387	272	13	.	.	PROPN
gujaf-387	272	14	mary	mary	PROPN
gujaf-387	272	15	's	's	PART
gujaf-387	272	16	university	university	NOUN
gujaf-387	272	17	)	)	PUNCT
gujaf-387	272	18	.	.	PUNCT
gujaf-387	273	1	tedros	tedros	PROPN
gujaf-387	273	2	,	,	PUNCT
gujaf-387	273	3	z.	z.	PROPN
gujaf-387	273	4	(	(	PUNCT
gujaf-387	273	5	2021	2021	NUM
gujaf-387	273	6	)	)	PUNCT
gujaf-387	273	7	.	.	PUNCT
gujaf-387	274	1	an	an	DET
gujaf-387	274	2	assessment	assessment	NOUN
gujaf-387	274	3	of	of	ADP
gujaf-387	274	4	credit	credit	NOUN
gujaf-387	274	5	risk	risk	NOUN
gujaf-387	274	6	management	management	NOUN
gujaf-387	274	7	practice	practice	NOUN
gujaf-387	274	8	of	of	ADP
gujaf-387	274	9	awash	awash	ADJ
gujaf-387	274	10	bank7580	bank7580	PROPN
gujaf-387	274	11	.	.	PUNCT
gujaf-387	275	1	journal	journal	NOUN
gujaf-387	275	2	of	of	ADP
gujaf-387	275	3	banking	banking	NOUN
gujaf-387	275	4	and	and	CCONJ
gujaf-387	275	5	finance	finance	NOUN
gujaf-387	275	6	,	,	PUNCT
gujaf-387	275	7	13(2	13(2	PROPN
gujaf-387	275	8	)	)	PUNCT
gujaf-387	275	9	,	,	PUNCT
gujaf-387	275	10	1	1	NUM
gujaf-387	275	11	-	-	SYM
gujaf-387	275	12	12	12	NUM
gujaf-387	275	13	.	.	PUNCT
gujaf-387	276	1	temesgen	temesgen	NOUN
gujaf-387	276	2	,	,	PUNCT
gujaf-387	276	3	t.	t.	PROPN
gujaf-387	276	4	(	(	PUNCT
gujaf-387	276	5	2019	2019	NUM
gujaf-387	276	6	)	)	PUNCT
gujaf-387	276	7	.	.	PUNCT
gujaf-387	277	1	risk	risk	NOUN
gujaf-387	277	2	management	management	NOUN
gujaf-387	277	3	at	at	ADP
gujaf-387	277	4	strategic	strategic	ADJ
gujaf-387	277	5	level	level	NOUN
gujaf-387	277	6	:	:	PUNCT
gujaf-387	277	7	the	the	DET
gujaf-387	277	8	case	case	NOUN
gujaf-387	277	9	of	of	ADP
gujaf-387	277	10	ethiopian	ethiopian	ADJ
gujaf-387	277	11	private	private	ADJ
gujaf-387	277	12	commercial	commercial	ADJ
gujaf-387	277	13	banks	bank	NOUN
gujaf-387	277	14	(	(	PUNCT
gujaf-387	277	15	master	master	NOUN
gujaf-387	277	16	's	's	PART
gujaf-387	277	17	thesis	thesis	NOUN
gujaf-387	277	18	,	,	PUNCT
gujaf-387	277	19	st	st	PROPN
gujaf-387	277	20	.	.	PROPN
gujaf-387	277	21	mary	mary	PROPN
gujaf-387	277	22	's	's	PART
gujaf-387	277	23	university	university	NOUN
gujaf-387	277	24	)	)	PUNCT
gujaf-387	277	25	.	.	PUNCT
gujaf-387	278	1	tesfaye	tesfaye	PROPN
gujaf-387	278	2	,	,	PUNCT
gujaf-387	278	3	t.	t.	PROPN
gujaf-387	278	4	(	(	PUNCT
gujaf-387	278	5	2019	2019	NUM
gujaf-387	278	6	)	)	PUNCT
gujaf-387	278	7	.	.	PUNCT
gujaf-387	279	1	credit	credit	NOUN
gujaf-387	279	2	risk	risk	NOUN
gujaf-387	279	3	management	management	NOUN
gujaf-387	279	4	and	and	CCONJ
gujaf-387	279	5	profitability	profitability	NOUN
gujaf-387	279	6	:	:	PUNCT
gujaf-387	279	7	the	the	DET
gujaf-387	279	8	case	case	NOUN
gujaf-387	279	9	of	of	ADP
gujaf-387	279	10	united	united	PROPN
gujaf-387	279	11	bank	bank	PROPN
gujaf-387	279	12	s.c	s.c	PROPN
gujaf-387	279	13	.	.	PUNCT
gujaf-387	280	1	(	(	PUNCT
gujaf-387	280	2	master	master	NOUN
gujaf-387	280	3	's	's	PART
gujaf-387	280	4	thesis	thesis	NOUN
gujaf-387	280	5	,	,	PUNCT
gujaf-387	280	6	addis	addis	PROPN
gujaf-387	280	7	ababa	ababa	PROPN
gujaf-387	280	8	university	university	PROPN
gujaf-387	280	9	)	)	PUNCT
gujaf-387	280	10	.	.	PUNCT
gujaf-387	281	1	tibebu	tibebu	NOUN
gujaf-387	281	2	,	,	PUNCT
gujaf-387	281	3	t.	t.	PROPN
gujaf-387	281	4	(	(	PUNCT
gujaf-387	281	5	2018	2018	NUM
gujaf-387	281	6	)	)	PUNCT
gujaf-387	281	7	.	.	PUNCT
gujaf-387	282	1	credit	credit	NOUN
gujaf-387	282	2	risk	risk	NOUN
gujaf-387	282	3	management	management	NOUN
gujaf-387	282	4	and	and	CCONJ
gujaf-387	282	5	profitability	profitability	NOUN
gujaf-387	282	6	of	of	ADP
gujaf-387	282	7	commercial	commercial	ADJ
gujaf-387	282	8	banks	bank	NOUN
gujaf-387	282	9	in	in	ADP
gujaf-387	282	10	ethiopia	ethiopia	PROPN
gujaf-387	282	11	.	.	PUNCT
gujaf-387	283	1	journal	journal	PROPN
gujaf-387	283	2	of	of	ADP
gujaf-387	283	3	finance	finance	NOUN
gujaf-387	283	4	and	and	CCONJ
gujaf-387	283	5	accounting	accounting	NOUN
gujaf-387	283	6	,	,	PUNCT
gujaf-387	283	7	5(1	5(1	NUM
gujaf-387	283	8	)	)	PUNCT
gujaf-387	283	9	,	,	PUNCT
gujaf-387	283	10	1	1	NUM
gujaf-387	283	11	-	-	SYM
gujaf-387	283	12	10	10	NUM
gujaf-387	283	13	.	.	PUNCT
gujaf-387	284	1	tole	tole	PROPN
gujaf-387	284	2	,	,	PUNCT
gujaf-387	284	3	m.	m.	NOUN
gujaf-387	284	4	g.	g.	PROPN
gujaf-387	284	5	,	,	PUNCT
gujaf-387	284	6	&	&	CCONJ
gujaf-387	284	7	jabir	jabir	PROPN
gujaf-387	284	8	,	,	PUNCT
gujaf-387	284	9	m.	m.	NOUN
gujaf-387	284	10	s.	s.	PROPN
gujaf-387	284	11	(	(	PUNCT
gujaf-387	284	12	2019	2019	NUM
gujaf-387	284	13	)	)	PUNCT
gujaf-387	284	14	.	.	PUNCT
gujaf-387	285	1	determinates	determinate	NOUN
gujaf-387	285	2	of	of	ADP
gujaf-387	285	3	credit	credit	NOUN
gujaf-387	285	4	risk	risk	NOUN
gujaf-387	285	5	in	in	ADP
gujaf-387	285	6	ethiopian	ethiopian	ADJ
gujaf-387	285	7	commercial	commercial	ADJ
gujaf-387	285	8	banks	bank	NOUN
gujaf-387	285	9	.	.	PUNCT
gujaf-387	286	1	journal	journal	NOUN
gujaf-387	286	2	of	of	ADP
gujaf-387	286	3	poverty	poverty	NOUN
gujaf-387	286	4	,	,	PUNCT
gujaf-387	286	5	investment	investment	NOUN
gujaf-387	286	6	and	and	CCONJ
gujaf-387	286	7	development	development	NOUN
gujaf-387	286	8	,	,	PUNCT
gujaf-387	286	9	3(1	3(1	NUM
gujaf-387	286	10	)	)	PUNCT
gujaf-387	286	11	,	,	PUNCT
gujaf-387	286	12	1	1	NUM
gujaf-387	286	13	-	-	SYM
gujaf-387	286	14	12	12	NUM
gujaf-387	286	15	.	.	PUNCT
gujaf-387	287	1	tsion	tsion	NOUN
gujaf-387	287	2	,	,	PUNCT
gujaf-387	287	3	t.	t.	NOUN
gujaf-387	287	4	(	(	PUNCT
gujaf-387	287	5	2021	2021	NUM
gujaf-387	287	6	)	)	PUNCT
gujaf-387	287	7	.	.	PUNCT
gujaf-387	288	1	analysis	analysis	NOUN
gujaf-387	288	2	of	of	ADP
gujaf-387	288	3	credit	credit	NOUN
gujaf-387	288	4	risk	risk	NOUN
gujaf-387	288	5	management	management	NOUN
gujaf-387	288	6	practice	practice	NOUN
gujaf-387	288	7	:	:	PUNCT
gujaf-387	288	8	the	the	DET
gujaf-387	288	9	case	case	NOUN
gujaf-387	288	10	of	of	ADP
gujaf-387	288	11	berhan	berhan	PROPN
gujaf-387	288	12	bank	bank	PROPN
gujaf-387	288	13	s.c	s.c	PROPN
gujaf-387	288	14	.	.	PROPN
gujaf-387	288	15	journal	journal	PROPN
gujaf-387	288	16	of	of	ADP
gujaf-387	288	17	finance	finance	NOUN
gujaf-387	288	18	and	and	CCONJ
gujaf-387	288	19	accounting	accounting	NOUN
gujaf-387	288	20	,	,	PUNCT
gujaf-387	288	21	9(1	9(1	NUM
gujaf-387	288	22	)	)	PUNCT
gujaf-387	288	23	,	,	PUNCT
gujaf-387	288	24	1	1	NUM
gujaf-387	288	25	-	-	SYM
gujaf-387	288	26	15	15	NUM
gujaf-387	288	27	.	.	PUNCT
gujaf-387	289	1	yeh	yeh	PROPN
gujaf-387	289	2	,	,	PUNCT
gujaf-387	289	3	c.	c.	PROPN
gujaf-387	289	4	m.	m.	PROPN
gujaf-387	289	5	,	,	PUNCT
gujaf-387	289	6	chou	chou	PROPN
gujaf-387	289	7	,	,	PUNCT
gujaf-387	289	8	h.	h.	PROPN
gujaf-387	289	9	c.	c.	PROPN
gujaf-387	289	10	,	,	PUNCT
gujaf-387	289	11	&	&	CCONJ
gujaf-387	289	12	chen	chen	PROPN
gujaf-387	289	13	,	,	PUNCT
gujaf-387	289	14	y.	y.	PROPN
gujaf-387	289	15	s.	s.	PROPN
gujaf-387	289	16	(	(	PUNCT
gujaf-387	289	17	2022	2022	NUM
gujaf-387	289	18	)	)	PUNCT
gujaf-387	289	19	.	.	PUNCT
gujaf-387	290	1	corporate	corporate	ADJ
gujaf-387	290	2	governance	governance	NOUN
gujaf-387	290	3	and	and	CCONJ
gujaf-387	290	4	firm	firm	ADJ
gujaf-387	290	5	performance	performance	NOUN
gujaf-387	290	6	:	:	PUNCT
gujaf-387	290	7	a	a	DET
gujaf-387	290	8	regression	regression	NOUN
gujaf-387	290	9	analysis	analysis	NOUN
gujaf-387	290	10	.	.	PUNCT
gujaf-387	291	1	journal	journal	PROPN
gujaf-387	291	2	of	of	ADP
gujaf-387	291	3	business	business	NOUN
gujaf-387	291	4	research	research	NOUN
gujaf-387	291	5	,	,	PUNCT
gujaf-387	291	6	139	139	NUM
gujaf-387	291	7	,	,	PUNCT
gujaf-387	291	8	545	545	NUM
gujaf-387	291	9	-	-	SYM
gujaf-387	291	10	555	555	NUM
gujaf-387	291	11	.	.	PUNCT
gujaf-387	292	1	yohannes	yohanne	NOUN
gujaf-387	292	2	,	,	PUNCT
gujaf-387	292	3	a.	a.	NOUN
gujaf-387	292	4	(	(	PUNCT
gujaf-387	292	5	2019	2019	NUM
gujaf-387	292	6	)	)	PUNCT
gujaf-387	292	7	.	.	PUNCT
gujaf-387	293	1	credit	credit	NOUN
gujaf-387	293	2	risk	risk	NOUN
gujaf-387	293	3	management	management	NOUN
gujaf-387	293	4	practice	practice	NOUN
gujaf-387	293	5	in	in	ADP
gujaf-387	293	6	private	private	ADJ
gujaf-387	293	7	banks	bank	NOUN
gujaf-387	293	8	(	(	PUNCT
gujaf-387	293	9	master	master	NOUN
gujaf-387	293	10	's	's	PART
gujaf-387	293	11	thesis	thesis	NOUN
gujaf-387	293	12	,	,	PUNCT
gujaf-387	293	13	st	st	PROPN
gujaf-387	293	14	.	.	PROPN
gujaf-387	293	15	mary	mary	PROPN
gujaf-387	293	16	's	's	PART
gujaf-387	293	17	university	university	NOUN
gujaf-387	293	18	)	)	PUNCT
gujaf-387	293	19	.	.	PUNCT