id	sid	tid	token	lemma	pos
ajfa-1752	1	1	microsoft	microsoft	PROPN
ajfa-1752	1	2	word	word	NOUN
ajfa-1752	1	3	1752	1752	NUM
ajfa-1752	1	4	-	-	SYM
ajfa-1752	1	5	6880	6880	NUM
ajfa-1752	1	6	-	-	PUNCT
ajfa-1752	1	7	2	2	NUM
ajfa-1752	1	8	-	-	PUNCT
ajfa-1752	1	9	rv	rv	NOUN
ajfa-1752	1	10	-	-	PUNCT
ajfa-1752	1	11	writer2	writer2	VERB
ajfa-1752	1	12	-	-	ADJ
ajfa-1752	1	13	new	new	ADJ
ajfa-1752	1	14	asian	asian	ADJ
ajfa-1752	1	15	journal	journal	NOUN
ajfa-1752	1	16	of	of	ADP
ajfa-1752	1	17	finance	finance	PROPN
ajfa-1752	1	18	&	&	CCONJ
ajfa-1752	1	19	accounting	accounting	PROPN
ajfa-1752	1	20	issn	issn	PROPN
ajfa-1752	1	21	1946	1946	NUM
ajfa-1752	1	22	-	-	PUNCT
ajfa-1752	1	23	052x	052x	NOUN
ajfa-1752	1	24	2012	2012	NUM
ajfa-1752	1	25	,	,	PUNCT
ajfa-1752	1	26	vol	vol	NOUN
ajfa-1752	1	27	.	.	PROPN
ajfa-1752	1	28	4	4	NUM
ajfa-1752	1	29	,	,	PUNCT
ajfa-1752	1	30	no	no	INTJ
ajfa-1752	1	31	.	.	NOUN
ajfa-1752	1	32	1	1	NUM
ajfa-1752	1	33	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	1	34	330	330	NUM
ajfa-1752	1	35	evaluating	evaluate	VERB
ajfa-1752	1	36	company	company	NOUN
ajfa-1752	1	37	failure	failure	NOUN
ajfa-1752	1	38	in	in	ADP
ajfa-1752	1	39	malaysia	malaysia	NOUN
ajfa-1752	1	40	using	use	VERB
ajfa-1752	1	41	financial	financial	ADJ
ajfa-1752	1	42	ratios	ratio	NOUN
ajfa-1752	1	43	and	and	CCONJ
ajfa-1752	1	44	logistic	logistic	ADJ
ajfa-1752	1	45	regression	regression	NOUN
ajfa-1752	1	46	ben	ben	PROPN
ajfa-1752	1	47	chin	chin	PROPN
ajfa-1752	1	48	fook	fook	PROPN
ajfa-1752	1	49	yap	yap	PROPN
ajfa-1752	1	50	senior	senior	ADJ
ajfa-1752	1	51	lecturer	lecturer	NOUN
ajfa-1752	1	52	,	,	PUNCT
ajfa-1752	1	53	universiti	universiti	PROPN
ajfa-1752	1	54	tun	tun	PROPN
ajfa-1752	1	55	abdul	abdul	PROPN
ajfa-1752	1	56	razak	razak	PROPN
ajfa-1752	1	57	e	e	PROPN
ajfa-1752	1	58	-	-	NOUN
ajfa-1752	1	59	mail	mail	NOUN
ajfa-1752	1	60	:	:	PUNCT
ajfa-1752	1	61	benyap@unirazak.edu.my	benyap@unirazak.edu.my	PROPN
ajfa-1752	1	62	dr	dr	PROPN
ajfa-1752	1	63	.	.	PROPN
ajfa-1752	1	64	shanmugam	shanmugam	PROPN
ajfa-1752	1	65	munuswamy	munuswamy	PROPN
ajfa-1752	1	66	associate	associate	PROPN
ajfa-1752	1	67	professor	professor	NOUN
ajfa-1752	1	68	,	,	PUNCT
ajfa-1752	1	69	universiti	universiti	PROPN
ajfa-1752	1	70	tun	tun	PROPN
ajfa-1752	1	71	abdul	abdul	PROPN
ajfa-1752	1	72	razak	razak	PROPN
ajfa-1752	1	73	dr	dr	PROPN
ajfa-1752	1	74	.	.	PROPN
ajfa-1752	1	75	zulkifflee	zulkifflee	PROPN
ajfa-1752	1	76	bin	bin	PROPN
ajfa-1752	1	77	mohamed	mohamed	PROPN
ajfa-1752	1	78	assistant	assistant	PROPN
ajfa-1752	1	79	professor	professor	PROPN
ajfa-1752	1	80	,	,	PUNCT
ajfa-1752	1	81	universiti	universiti	PROPN
ajfa-1752	1	82	tun	tun	PROPN
ajfa-1752	1	83	abdul	abdul	PROPN
ajfa-1752	1	84	razak	razak	PROPN
ajfa-1752	1	85	received	receive	VERB
ajfa-1752	1	86	:	:	PUNCT
ajfa-1752	1	87	may	may	AUX
ajfa-1752	1	88	2	2	NUM
ajfa-1752	1	89	,	,	PUNCT
ajfa-1752	1	90	2012	2012	NUM
ajfa-1752	1	91	accepted	accept	VERB
ajfa-1752	1	92	:	:	PUNCT
ajfa-1752	1	93	may	may	AUX
ajfa-1752	1	94	14	14	NUM
ajfa-1752	1	95	,	,	PUNCT
ajfa-1752	1	96	2012	2012	NUM
ajfa-1752	1	97	published	publish	VERB
ajfa-1752	1	98	:	:	PUNCT
ajfa-1752	1	99	june	june	PROPN
ajfa-1752	1	100	1	1	NUM
ajfa-1752	1	101	,	,	PUNCT
ajfa-1752	1	102	2012	2012	NUM
ajfa-1752	1	103	doi:10.5296	doi:10.5296	NOUN
ajfa-1752	1	104	/	/	SYM
ajfa-1752	1	105	ajfa.v4i1.1752	ajfa.v4i1.1752	NUM
ajfa-1752	1	106	url	url	PROPN
ajfa-1752	1	107	:	:	PUNCT
ajfa-1752	1	108	http://dx.doi.org/10.5296/ajfa.v4i1.1752	http://dx.doi.org/10.5296/ajfa.v4i1.1752	X
ajfa-1752	1	109	abstract	abstract	ADV
ajfa-1752	1	110	this	this	DET
ajfa-1752	1	111	paper	paper	NOUN
ajfa-1752	1	112	investigates	investigate	VERB
ajfa-1752	1	113	the	the	DET
ajfa-1752	1	114	ability	ability	NOUN
ajfa-1752	1	115	of	of	ADP
ajfa-1752	1	116	logistic	logistic	ADJ
ajfa-1752	1	117	regression	regression	NOUN
ajfa-1752	1	118	in	in	ADP
ajfa-1752	1	119	anticipating	anticipate	VERB
ajfa-1752	1	120	corporate	corporate	ADJ
ajfa-1752	1	121	failures	failure	NOUN
ajfa-1752	1	122	in	in	ADP
ajfa-1752	1	123	malaysia	malaysia	PROPN
ajfa-1752	1	124	over	over	ADP
ajfa-1752	1	125	a	a	DET
ajfa-1752	1	126	ten	ten	NUM
ajfa-1752	1	127	year	year	NOUN
ajfa-1752	1	128	period	period	NOUN
ajfa-1752	1	129	covering	cover	VERB
ajfa-1752	1	130	the	the	DET
ajfa-1752	1	131	economic	economic	ADJ
ajfa-1752	1	132	cycles	cycle	NOUN
ajfa-1752	1	133	of	of	ADP
ajfa-1752	1	134	boom	boom	NOUN
ajfa-1752	1	135	,	,	PUNCT
ajfa-1752	1	136	the	the	DET
ajfa-1752	1	137	asian	asian	ADJ
ajfa-1752	1	138	financial	financial	ADJ
ajfa-1752	1	139	crisis	crisis	NOUN
ajfa-1752	1	140	of	of	ADP
ajfa-1752	1	141	1997	1997	NUM
ajfa-1752	1	142	and	and	CCONJ
ajfa-1752	1	143	economic	economic	ADJ
ajfa-1752	1	144	recovery	recovery	NOUN
ajfa-1752	1	145	.	.	PUNCT
ajfa-1752	2	1	64	64	NUM
ajfa-1752	2	2	companies	company	NOUN
ajfa-1752	2	3	were	be	AUX
ajfa-1752	2	4	analyzed	analyze	VERB
ajfa-1752	2	5	with	with	ADP
ajfa-1752	2	6	an	an	DET
ajfa-1752	2	7	initial	initial	ADJ
ajfa-1752	2	8	16	16	NUM
ajfa-1752	2	9	financial	financial	ADJ
ajfa-1752	2	10	ratios	ratio	NOUN
ajfa-1752	2	11	.	.	PUNCT
ajfa-1752	3	1	a	a	DET
ajfa-1752	3	2	strong	strong	ADJ
ajfa-1752	3	3	logit	logit	NOUN
ajfa-1752	3	4	model	model	NOUN
ajfa-1752	3	5	was	be	AUX
ajfa-1752	3	6	developed	develop	VERB
ajfa-1752	3	7	with	with	ADP
ajfa-1752	3	8	four	four	NUM
ajfa-1752	3	9	ratios	ratio	NOUN
ajfa-1752	3	10	found	find	VERB
ajfa-1752	3	11	to	to	PART
ajfa-1752	3	12	be	be	AUX
ajfa-1752	3	13	significant	significant	ADJ
ajfa-1752	3	14	in	in	ADP
ajfa-1752	3	15	its	its	PRON
ajfa-1752	3	16	predictive	predictive	ADJ
ajfa-1752	3	17	power	power	NOUN
ajfa-1752	3	18	and	and	CCONJ
ajfa-1752	3	19	classification	classification	NOUN
ajfa-1752	3	20	results	result	NOUN
ajfa-1752	3	21	showed	show	VERB
ajfa-1752	3	22	very	very	ADV
ajfa-1752	3	23	high	high	ADJ
ajfa-1752	3	24	average	average	ADJ
ajfa-1752	3	25	accuracy	accuracy	NOUN
ajfa-1752	3	26	rates	rate	NOUN
ajfa-1752	3	27	of	of	ADP
ajfa-1752	3	28	88	88	NUM
ajfa-1752	3	29	%	%	NOUN
ajfa-1752	3	30	and	and	CCONJ
ajfa-1752	3	31	90	90	NUM
ajfa-1752	3	32	%	%	NOUN
ajfa-1752	3	33	for	for	ADP
ajfa-1752	3	34	the	the	DET
ajfa-1752	3	35	analysis	analysis	NOUN
ajfa-1752	3	36	and	and	CCONJ
ajfa-1752	3	37	the	the	DET
ajfa-1752	3	38	hold	hold	VERB
ajfa-1752	3	39	-	-	PUNCT
ajfa-1752	3	40	out	out	ADP
ajfa-1752	3	41	samples	sample	NOUN
ajfa-1752	3	42	respectively	respectively	ADV
ajfa-1752	3	43	and	and	CCONJ
ajfa-1752	3	44	for	for	ADP
ajfa-1752	3	45	each	each	PRON
ajfa-1752	3	46	of	of	ADP
ajfa-1752	3	47	the	the	DET
ajfa-1752	3	48	five	five	NUM
ajfa-1752	3	49	years	year	NOUN
ajfa-1752	3	50	preceding	precede	VERB
ajfa-1752	3	51	the	the	DET
ajfa-1752	3	52	actual	actual	ADJ
ajfa-1752	3	53	failure	failure	NOUN
ajfa-1752	3	54	.	.	PUNCT
ajfa-1752	4	1	this	this	DET
ajfa-1752	4	2	study	study	NOUN
ajfa-1752	4	3	also	also	ADV
ajfa-1752	4	4	showed	show	VERB
ajfa-1752	4	5	it	it	PRON
ajfa-1752	4	6	does	do	AUX
ajfa-1752	4	7	not	not	PART
ajfa-1752	4	8	need	need	VERB
ajfa-1752	4	9	many	many	ADJ
ajfa-1752	4	10	ratios	ratio	NOUN
ajfa-1752	4	11	to	to	PART
ajfa-1752	4	12	be	be	AUX
ajfa-1752	4	13	able	able	ADJ
ajfa-1752	4	14	to	to	PART
ajfa-1752	4	15	anticipate	anticipate	VERB
ajfa-1752	4	16	potential	potential	ADJ
ajfa-1752	4	17	company	company	NOUN
ajfa-1752	4	18	failures	failure	NOUN
ajfa-1752	4	19	and	and	CCONJ
ajfa-1752	4	20	that	that	SCONJ
ajfa-1752	4	21	even	even	ADV
ajfa-1752	4	22	with	with	ADP
ajfa-1752	4	23	more	more	ADV
ajfa-1752	4	24	advanced	advanced	ADJ
ajfa-1752	4	25	statistical	statistical	ADJ
ajfa-1752	4	26	models	model	NOUN
ajfa-1752	4	27	used	use	VERB
ajfa-1752	4	28	recently	recently	ADV
ajfa-1752	4	29	,	,	PUNCT
ajfa-1752	4	30	logistic	logistic	ADJ
ajfa-1752	4	31	regression	regression	NOUN
ajfa-1752	4	32	is	be	AUX
ajfa-1752	4	33	still	still	ADV
ajfa-1752	4	34	a	a	DET
ajfa-1752	4	35	very	very	ADV
ajfa-1752	4	36	effective	effective	ADJ
ajfa-1752	4	37	and	and	CCONJ
ajfa-1752	4	38	reliable	reliable	ADJ
ajfa-1752	4	39	statistical	statistical	ADJ
ajfa-1752	4	40	tool	tool	NOUN
ajfa-1752	4	41	.	.	PUNCT
ajfa-1752	5	1	keywords	keyword	NOUN
ajfa-1752	5	2	:	:	PUNCT
ajfa-1752	5	3	financial	financial	ADJ
ajfa-1752	5	4	ratios	ratio	NOUN
ajfa-1752	5	5	,	,	PUNCT
ajfa-1752	5	6	company	company	NOUN
ajfa-1752	5	7	failures	failure	NOUN
ajfa-1752	5	8	,	,	PUNCT
ajfa-1752	5	9	failure	failure	NOUN
ajfa-1752	5	10	predictions	prediction	NOUN
ajfa-1752	5	11	,	,	PUNCT
ajfa-1752	5	12	logistic	logistic	ADJ
ajfa-1752	5	13	regression	regression	NOUN
ajfa-1752	5	14	.	.	PUNCT
ajfa-1752	6	1	jel	jel	PROPN
ajfa-1752	6	2	classification	classification	NOUN
ajfa-1752	6	3	codes	code	NOUN
ajfa-1752	6	4	:	:	PUNCT
ajfa-1752	6	5	g33	g33	PROPN
ajfa-1752	6	6	,	,	PUNCT
ajfa-1752	6	7	c39	c39	NOUN
ajfa-1752	6	8	,	,	PUNCT
ajfa-1752	6	9	m41	m41	ADJ
ajfa-1752	6	10	asian	asian	ADJ
ajfa-1752	6	11	journal	journal	NOUN
ajfa-1752	6	12	of	of	ADP
ajfa-1752	6	13	finance	finance	PROPN
ajfa-1752	6	14	&	&	CCONJ
ajfa-1752	6	15	accounting	accounting	PROPN
ajfa-1752	6	16	issn	issn	PROPN
ajfa-1752	6	17	1946	1946	NUM
ajfa-1752	6	18	-	-	PUNCT
ajfa-1752	6	19	052x	052x	NOUN
ajfa-1752	6	20	2012	2012	NUM
ajfa-1752	6	21	,	,	PUNCT
ajfa-1752	6	22	vol	vol	NOUN
ajfa-1752	6	23	.	.	PROPN
ajfa-1752	6	24	4	4	NUM
ajfa-1752	6	25	,	,	PUNCT
ajfa-1752	6	26	no	no	INTJ
ajfa-1752	6	27	.	.	NOUN
ajfa-1752	6	28	1	1	NUM
ajfa-1752	6	29	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	6	30	331	331	NUM
ajfa-1752	6	31	1	1	NUM
ajfa-1752	6	32	.	.	PUNCT
ajfa-1752	6	33	introduction	introduction	NOUN
ajfa-1752	6	34	an	an	DET
ajfa-1752	6	35	economic	economic	ADJ
ajfa-1752	6	36	downturn	downturn	NOUN
ajfa-1752	6	37	like	like	ADP
ajfa-1752	6	38	the	the	DET
ajfa-1752	6	39	1997	1997	NUM
ajfa-1752	6	40	-	-	SYM
ajfa-1752	6	41	98	98	NUM
ajfa-1752	6	42	asian	asian	ADJ
ajfa-1752	6	43	financial	financial	ADJ
ajfa-1752	6	44	crisis	crisis	NOUN
ajfa-1752	6	45	resulted	result	VERB
ajfa-1752	6	46	in	in	ADP
ajfa-1752	6	47	a	a	DET
ajfa-1752	6	48	sharp	sharp	ADJ
ajfa-1752	6	49	decline	decline	NOUN
ajfa-1752	6	50	in	in	ADP
ajfa-1752	6	51	the	the	DET
ajfa-1752	6	52	value	value	NOUN
ajfa-1752	6	53	of	of	ADP
ajfa-1752	6	54	the	the	DET
ajfa-1752	6	55	malaysian	malaysian	ADJ
ajfa-1752	6	56	ringgit	ringgit	NOUN
ajfa-1752	6	57	followed	follow	VERB
ajfa-1752	6	58	by	by	ADP
ajfa-1752	6	59	drastic	drastic	ADJ
ajfa-1752	6	60	drops	drop	NOUN
ajfa-1752	6	61	in	in	ADP
ajfa-1752	6	62	stock	stock	NOUN
ajfa-1752	6	63	prices	price	NOUN
ajfa-1752	6	64	that	that	PRON
ajfa-1752	6	65	dampened	dampen	VERB
ajfa-1752	6	66	business	business	NOUN
ajfa-1752	6	67	confidence	confidence	NOUN
ajfa-1752	6	68	and	and	CCONJ
ajfa-1752	6	69	increased	increase	VERB
ajfa-1752	6	70	company	company	NOUN
ajfa-1752	6	71	bankruptcies	bankruptcy	NOUN
ajfa-1752	6	72	.	.	PUNCT
ajfa-1752	7	1	during	during	ADP
ajfa-1752	7	2	normal	normal	ADJ
ajfa-1752	7	3	times	time	NOUN
ajfa-1752	7	4	,	,	PUNCT
ajfa-1752	7	5	however	however	ADV
ajfa-1752	7	6	,	,	PUNCT
ajfa-1752	7	7	business	business	NOUN
ajfa-1752	7	8	failures	failure	NOUN
ajfa-1752	7	9	are	be	AUX
ajfa-1752	7	10	more	more	ADV
ajfa-1752	7	11	likely	likely	ADJ
ajfa-1752	7	12	to	to	PART
ajfa-1752	7	13	be	be	AUX
ajfa-1752	7	14	caused	cause	VERB
ajfa-1752	7	15	by	by	ADP
ajfa-1752	7	16	falling	fall	VERB
ajfa-1752	7	17	profits	profit	NOUN
ajfa-1752	7	18	or	or	CCONJ
ajfa-1752	7	19	losses	loss	NOUN
ajfa-1752	7	20	for	for	ADP
ajfa-1752	7	21	several	several	ADJ
ajfa-1752	7	22	years	year	NOUN
ajfa-1752	7	23	in	in	ADP
ajfa-1752	7	24	succession	succession	NOUN
ajfa-1752	7	25	,	,	PUNCT
ajfa-1752	7	26	excessive	excessive	ADJ
ajfa-1752	7	27	debts	debt	NOUN
ajfa-1752	7	28	,	,	PUNCT
ajfa-1752	7	29	insufficient	insufficient	ADJ
ajfa-1752	7	30	working	working	NOUN
ajfa-1752	7	31	capital	capital	NOUN
ajfa-1752	7	32	,	,	PUNCT
ajfa-1752	7	33	managerial	managerial	ADJ
ajfa-1752	7	34	errors	error	NOUN
ajfa-1752	7	35	and	and	CCONJ
ajfa-1752	7	36	misjudgments	misjudgment	NOUN
ajfa-1752	7	37	,	,	PUNCT
ajfa-1752	7	38	though	though	SCONJ
ajfa-1752	7	39	management	management	NOUN
ajfa-1752	7	40	frauds	fraud	NOUN
ajfa-1752	7	41	have	have	AUX
ajfa-1752	7	42	surfaced	surface	VERB
ajfa-1752	7	43	more	more	ADV
ajfa-1752	7	44	frequently	frequently	ADV
ajfa-1752	7	45	and	and	CCONJ
ajfa-1752	7	46	involving	involve	VERB
ajfa-1752	7	47	large	large	ADJ
ajfa-1752	7	48	multinationals	multinational	NOUN
ajfa-1752	7	49	recently	recently	ADV
ajfa-1752	7	50	.	.	PUNCT
ajfa-1752	8	1	over	over	ADP
ajfa-1752	8	2	the	the	DET
ajfa-1752	8	3	years	year	NOUN
ajfa-1752	8	4	,	,	PUNCT
ajfa-1752	8	5	various	various	ADJ
ajfa-1752	8	6	analytical	analytical	ADJ
ajfa-1752	8	7	techniques	technique	NOUN
ajfa-1752	8	8	such	such	ADJ
ajfa-1752	8	9	as	as	ADP
ajfa-1752	8	10	multiple	multiple	ADJ
ajfa-1752	8	11	discriminant	discriminant	ADJ
ajfa-1752	8	12	analysis	analysis	NOUN
ajfa-1752	8	13	,	,	PUNCT
ajfa-1752	8	14	logistic	logistic	ADJ
ajfa-1752	8	15	regression	regression	NOUN
ajfa-1752	8	16	,	,	PUNCT
ajfa-1752	8	17	linear	linear	ADJ
ajfa-1752	8	18	probability	probability	NOUN
ajfa-1752	8	19	models	model	NOUN
ajfa-1752	8	20	and	and	CCONJ
ajfa-1752	8	21	artificial	artificial	ADJ
ajfa-1752	8	22	neural	neural	ADJ
ajfa-1752	8	23	network	network	NOUN
ajfa-1752	8	24	models	model	NOUN
ajfa-1752	8	25	,	,	PUNCT
ajfa-1752	8	26	have	have	AUX
ajfa-1752	8	27	been	be	AUX
ajfa-1752	8	28	used	use	VERB
ajfa-1752	8	29	to	to	PART
ajfa-1752	8	30	predict	predict	VERB
ajfa-1752	8	31	potential	potential	ADJ
ajfa-1752	8	32	company	company	NOUN
ajfa-1752	8	33	failures	failure	NOUN
ajfa-1752	8	34	and	and	CCONJ
ajfa-1752	8	35	these	these	DET
ajfa-1752	8	36	previous	previous	ADJ
ajfa-1752	8	37	studies	study	NOUN
ajfa-1752	8	38	have	have	AUX
ajfa-1752	8	39	found	find	VERB
ajfa-1752	8	40	that	that	SCONJ
ajfa-1752	8	41	they	they	PRON
ajfa-1752	8	42	are	be	AUX
ajfa-1752	8	43	effective	effective	ADJ
ajfa-1752	8	44	and	and	CCONJ
ajfa-1752	8	45	reasonably	reasonably	ADV
ajfa-1752	8	46	accurate	accurate	ADJ
ajfa-1752	8	47	though	though	SCONJ
ajfa-1752	8	48	some	some	PRON
ajfa-1752	8	49	of	of	ADP
ajfa-1752	8	50	the	the	DET
ajfa-1752	8	51	claims	claim	NOUN
ajfa-1752	8	52	made	make	VERB
ajfa-1752	8	53	may	may	AUX
ajfa-1752	8	54	seem	seem	VERB
ajfa-1752	8	55	not	not	PART
ajfa-1752	8	56	as	as	ADV
ajfa-1752	8	57	credible	credible	ADJ
ajfa-1752	8	58	when	when	SCONJ
ajfa-1752	8	59	tested	test	VERB
ajfa-1752	8	60	over	over	ADP
ajfa-1752	8	61	time	time	NOUN
ajfa-1752	8	62	and	and	CCONJ
ajfa-1752	8	63	with	with	ADP
ajfa-1752	8	64	different	different	ADJ
ajfa-1752	8	65	samples	sample	NOUN
ajfa-1752	8	66	and	and	CCONJ
ajfa-1752	8	67	populations	population	NOUN
ajfa-1752	8	68	and	and	CCONJ
ajfa-1752	8	69	in	in	ADP
ajfa-1752	8	70	different	different	ADJ
ajfa-1752	8	71	sectors	sector	NOUN
ajfa-1752	8	72	.	.	PUNCT
ajfa-1752	9	1	however	however	ADV
ajfa-1752	9	2	,	,	PUNCT
ajfa-1752	9	3	financial	financial	ADJ
ajfa-1752	9	4	ratios	ratio	NOUN
ajfa-1752	9	5	and	and	CCONJ
ajfa-1752	9	6	bankruptcy	bankruptcy	NOUN
ajfa-1752	9	7	prediction	prediction	NOUN
ajfa-1752	9	8	models	model	NOUN
ajfa-1752	9	9	are	be	AUX
ajfa-1752	9	10	useful	useful	ADJ
ajfa-1752	9	11	and	and	CCONJ
ajfa-1752	9	12	helpful	helpful	ADJ
ajfa-1752	9	13	as	as	SCONJ
ajfa-1752	9	14	attested	attest	VERB
ajfa-1752	9	15	by	by	ADP
ajfa-1752	9	16	the	the	DET
ajfa-1752	9	17	continuing	continue	VERB
ajfa-1752	9	18	interests	interest	NOUN
ajfa-1752	9	19	and	and	CCONJ
ajfa-1752	9	20	continuing	continue	VERB
ajfa-1752	9	21	usage	usage	NOUN
ajfa-1752	9	22	of	of	ADP
ajfa-1752	9	23	them	they	PRON
ajfa-1752	9	24	by	by	ADP
ajfa-1752	9	25	a	a	DET
ajfa-1752	9	26	wide	wide	ADJ
ajfa-1752	9	27	range	range	NOUN
ajfa-1752	9	28	of	of	ADP
ajfa-1752	9	29	managers	manager	NOUN
ajfa-1752	9	30	,	,	PUNCT
ajfa-1752	9	31	analysts	analyst	NOUN
ajfa-1752	9	32	and	and	CCONJ
ajfa-1752	9	33	other	other	ADJ
ajfa-1752	9	34	professionals	professional	NOUN
ajfa-1752	9	35	in	in	ADP
ajfa-1752	9	36	commerce	commerce	PROPN
ajfa-1752	9	37	,	,	PUNCT
ajfa-1752	9	38	finance	finance	NOUN
ajfa-1752	9	39	and	and	CCONJ
ajfa-1752	9	40	industry	industry	NOUN
ajfa-1752	9	41	.	.	PUNCT
ajfa-1752	10	1	companies	company	NOUN
ajfa-1752	10	2	in	in	ADP
ajfa-1752	10	3	malaysia	malaysia	PROPN
ajfa-1752	10	4	do	do	AUX
ajfa-1752	10	5	not	not	PART
ajfa-1752	10	6	have	have	VERB
ajfa-1752	10	7	as	as	ADV
ajfa-1752	10	8	long	long	ADJ
ajfa-1752	10	9	a	a	DET
ajfa-1752	10	10	history	history	NOUN
ajfa-1752	10	11	as	as	ADP
ajfa-1752	10	12	those	those	PRON
ajfa-1752	10	13	in	in	ADP
ajfa-1752	10	14	the	the	DET
ajfa-1752	10	15	western	western	ADJ
ajfa-1752	10	16	countries	country	NOUN
ajfa-1752	10	17	and	and	CCONJ
ajfa-1752	10	18	their	their	PRON
ajfa-1752	10	19	sizes	size	NOUN
ajfa-1752	10	20	are	be	AUX
ajfa-1752	10	21	,	,	PUNCT
ajfa-1752	10	22	for	for	ADP
ajfa-1752	10	23	most	most	ADJ
ajfa-1752	10	24	of	of	ADP
ajfa-1752	10	25	the	the	DET
ajfa-1752	10	26	companies	company	NOUN
ajfa-1752	10	27	,	,	PUNCT
ajfa-1752	10	28	not	not	PART
ajfa-1752	10	29	as	as	ADV
ajfa-1752	10	30	large	large	ADJ
ajfa-1752	10	31	.	.	PUNCT
ajfa-1752	11	1	in	in	ADP
ajfa-1752	11	2	addition	addition	NOUN
ajfa-1752	11	3	,	,	PUNCT
ajfa-1752	11	4	their	their	PRON
ajfa-1752	11	5	access	access	NOUN
ajfa-1752	11	6	to	to	ADP
ajfa-1752	11	7	funds	fund	NOUN
ajfa-1752	11	8	and	and	CCONJ
ajfa-1752	11	9	capital	capital	NOUN
ajfa-1752	11	10	are	be	AUX
ajfa-1752	11	11	not	not	PART
ajfa-1752	11	12	as	as	ADV
ajfa-1752	11	13	easily	easily	ADV
ajfa-1752	11	14	available	available	ADJ
ajfa-1752	11	15	compared	compare	VERB
ajfa-1752	11	16	to	to	ADP
ajfa-1752	11	17	the	the	DET
ajfa-1752	11	18	more	more	ADV
ajfa-1752	11	19	developed	develop	VERB
ajfa-1752	11	20	countries	country	NOUN
ajfa-1752	11	21	.	.	PUNCT
ajfa-1752	12	1	the	the	DET
ajfa-1752	12	2	development	development	NOUN
ajfa-1752	12	3	of	of	ADP
ajfa-1752	12	4	the	the	DET
ajfa-1752	12	5	capital	capital	NOUN
ajfa-1752	12	6	market	market	NOUN
ajfa-1752	12	7	in	in	ADP
ajfa-1752	12	8	malaysia	malaysia	PROPN
ajfa-1752	12	9	is	be	AUX
ajfa-1752	12	10	still	still	ADV
ajfa-1752	12	11	at	at	ADP
ajfa-1752	12	12	its	its	PRON
ajfa-1752	12	13	early	early	ADJ
ajfa-1752	12	14	stages	stage	NOUN
ajfa-1752	12	15	compared	compare	VERB
ajfa-1752	12	16	to	to	ADP
ajfa-1752	12	17	advanced	advanced	ADJ
ajfa-1752	12	18	markets	market	NOUN
ajfa-1752	12	19	in	in	ADP
ajfa-1752	12	20	the	the	DET
ajfa-1752	12	21	west	west	NOUN
ajfa-1752	12	22	.	.	PUNCT
ajfa-1752	13	1	although	although	SCONJ
ajfa-1752	13	2	the	the	DET
ajfa-1752	13	3	government	government	NOUN
ajfa-1752	13	4	has	have	AUX
ajfa-1752	13	5	always	always	ADV
ajfa-1752	13	6	been	be	AUX
ajfa-1752	13	7	stressing	stress	VERB
ajfa-1752	13	8	the	the	DET
ajfa-1752	13	9	importance	importance	NOUN
ajfa-1752	13	10	of	of	ADP
ajfa-1752	13	11	good	good	ADJ
ajfa-1752	13	12	corporate	corporate	ADJ
ajfa-1752	13	13	governance	governance	NOUN
ajfa-1752	13	14	,	,	PUNCT
ajfa-1752	13	15	malaysia	malaysia	PROPN
ajfa-1752	13	16	has	have	AUX
ajfa-1752	13	17	not	not	PART
ajfa-1752	13	18	been	be	AUX
ajfa-1752	13	19	immune	immune	ADJ
ajfa-1752	13	20	to	to	ADP
ajfa-1752	13	21	corporate	corporate	ADJ
ajfa-1752	13	22	collapses	collapse	NOUN
ajfa-1752	13	23	and	and	CCONJ
ajfa-1752	13	24	scandals	scandal	NOUN
ajfa-1752	13	25	.	.	PUNCT
ajfa-1752	14	1	therefore	therefore	ADV
ajfa-1752	14	2	,	,	PUNCT
ajfa-1752	14	3	the	the	DET
ajfa-1752	14	4	selection	selection	NOUN
ajfa-1752	14	5	of	of	ADP
ajfa-1752	14	6	financial	financial	ADJ
ajfa-1752	14	7	ratios	ratio	NOUN
ajfa-1752	14	8	and	and	CCONJ
ajfa-1752	14	9	the	the	DET
ajfa-1752	14	10	predictive	predictive	ADJ
ajfa-1752	14	11	models	model	NOUN
ajfa-1752	14	12	and	and	CCONJ
ajfa-1752	14	13	their	their	PRON
ajfa-1752	14	14	statistical	statistical	ADJ
ajfa-1752	14	15	techniques	technique	NOUN
ajfa-1752	14	16	used	use	VERB
ajfa-1752	14	17	in	in	ADP
ajfa-1752	14	18	researches	research	NOUN
ajfa-1752	14	19	done	do	VERB
ajfa-1752	14	20	elsewhere	elsewhere	ADV
ajfa-1752	14	21	may	may	AUX
ajfa-1752	14	22	not	not	PART
ajfa-1752	14	23	be	be	AUX
ajfa-1752	14	24	as	as	ADV
ajfa-1752	14	25	applicable	applicable	ADJ
ajfa-1752	14	26	or	or	CCONJ
ajfa-1752	14	27	as	as	ADV
ajfa-1752	14	28	reliable	reliable	ADJ
ajfa-1752	14	29	and	and	CCONJ
ajfa-1752	14	30	accurate	accurate	ADJ
ajfa-1752	14	31	as	as	ADP
ajfa-1752	14	32	when	when	SCONJ
ajfa-1752	14	33	they	they	PRON
ajfa-1752	14	34	are	be	AUX
ajfa-1752	14	35	applied	apply	VERB
ajfa-1752	14	36	to	to	ADP
ajfa-1752	14	37	the	the	DET
ajfa-1752	14	38	malaysian	malaysian	ADJ
ajfa-1752	14	39	companies	company	NOUN
ajfa-1752	14	40	.	.	PUNCT
ajfa-1752	15	1	many	many	ADJ
ajfa-1752	15	2	investigations	investigation	NOUN
ajfa-1752	15	3	and	and	CCONJ
ajfa-1752	15	4	studies	study	NOUN
ajfa-1752	15	5	on	on	ADP
ajfa-1752	15	6	company	company	NOUN
ajfa-1752	15	7	failure	failure	NOUN
ajfa-1752	15	8	predictions	prediction	NOUN
ajfa-1752	15	9	have	have	AUX
ajfa-1752	15	10	been	be	AUX
ajfa-1752	15	11	carried	carry	VERB
ajfa-1752	15	12	out	out	ADP
ajfa-1752	15	13	in	in	ADP
ajfa-1752	15	14	developed	developed	ADJ
ajfa-1752	15	15	countries	country	NOUN
ajfa-1752	15	16	such	such	ADJ
ajfa-1752	15	17	as	as	ADP
ajfa-1752	15	18	by	by	ADP
ajfa-1752	15	19	altman	altman	PROPN
ajfa-1752	15	20	(	(	PUNCT
ajfa-1752	15	21	1968	1968	NUM
ajfa-1752	15	22	)	)	PUNCT
ajfa-1752	15	23	,	,	PUNCT
ajfa-1752	15	24	deakin	deakin	PROPN
ajfa-1752	15	25	(	(	PUNCT
ajfa-1752	15	26	1972	1972	NUM
ajfa-1752	15	27	)	)	PUNCT
ajfa-1752	15	28	and	and	CCONJ
ajfa-1752	15	29	ohlson	ohlson	NOUN
ajfa-1752	15	30	(	(	PUNCT
ajfa-1752	15	31	1990	1990	NUM
ajfa-1752	15	32	)	)	PUNCT
ajfa-1752	15	33	in	in	ADP
ajfa-1752	15	34	the	the	DET
ajfa-1752	15	35	us	us	PROPN
ajfa-1752	15	36	,	,	PUNCT
ajfa-1752	15	37	green	green	ADJ
ajfa-1752	15	38	(	(	PUNCT
ajfa-1752	15	39	1978	1978	NUM
ajfa-1752	15	40	)	)	PUNCT
ajfa-1752	15	41	,	,	PUNCT
ajfa-1752	15	42	wood	wood	NOUN
ajfa-1752	15	43	&	&	CCONJ
ajfa-1752	15	44	piesse	piesse	NOUN
ajfa-1752	15	45	(	(	PUNCT
ajfa-1752	15	46	1987	1987	NUM
ajfa-1752	15	47	)	)	PUNCT
ajfa-1752	15	48	and	and	CCONJ
ajfa-1752	15	49	inman	inman	PROPN
ajfa-1752	15	50	(	(	PUNCT
ajfa-1752	15	51	1991	1991	NUM
ajfa-1752	15	52	)	)	PUNCT
ajfa-1752	15	53	in	in	ADP
ajfa-1752	15	54	the	the	DET
ajfa-1752	15	55	uk	uk	PROPN
ajfa-1752	15	56	,	,	PUNCT
ajfa-1752	15	57	and	and	CCONJ
ajfa-1752	15	58	gepp	gepp	PROPN
ajfa-1752	15	59	&	&	CCONJ
ajfa-1752	15	60	kumar	kumar	PROPN
ajfa-1752	15	61	(	(	PUNCT
ajfa-1752	15	62	2008	2008	NUM
ajfa-1752	15	63	)	)	PUNCT
ajfa-1752	15	64	and	and	CCONJ
ajfa-1752	15	65	jones	jones	PROPN
ajfa-1752	15	66	&	&	CCONJ
ajfa-1752	15	67	hensher	hensher	PROPN
ajfa-1752	15	68	(	(	PUNCT
ajfa-1752	15	69	2004	2004	NUM
ajfa-1752	15	70	)	)	PUNCT
ajfa-1752	15	71	in	in	ADP
ajfa-1752	15	72	australia	australia	PROPN
ajfa-1752	15	73	.	.	PUNCT
ajfa-1752	16	1	these	these	DET
ajfa-1752	16	2	countries	country	NOUN
ajfa-1752	16	3	have	have	AUX
ajfa-1752	16	4	longer	long	ADV
ajfa-1752	16	5	trading	trade	VERB
ajfa-1752	16	6	and	and	CCONJ
ajfa-1752	16	7	commercial	commercial	ADJ
ajfa-1752	16	8	histories	history	NOUN
ajfa-1752	16	9	with	with	ADP
ajfa-1752	16	10	more	more	ADV
ajfa-1752	16	11	stringent	stringent	ADJ
ajfa-1752	16	12	company	company	NOUN
ajfa-1752	16	13	law	law	NOUN
ajfa-1752	16	14	provisions	provision	NOUN
ajfa-1752	16	15	and	and	CCONJ
ajfa-1752	16	16	stronger	strong	ADJ
ajfa-1752	16	17	law	law	NOUN
ajfa-1752	16	18	enforcements	enforcement	NOUN
ajfa-1752	16	19	and	and	CCONJ
ajfa-1752	16	20	penalties	penalty	NOUN
ajfa-1752	16	21	.	.	PUNCT
ajfa-1752	17	1	studies	study	NOUN
ajfa-1752	17	2	on	on	ADP
ajfa-1752	17	3	company	company	NOUN
ajfa-1752	17	4	defaults	default	NOUN
ajfa-1752	17	5	,	,	PUNCT
ajfa-1752	17	6	failure	failure	NOUN
ajfa-1752	17	7	and	and	CCONJ
ajfa-1752	17	8	bankruptcy	bankruptcy	NOUN
ajfa-1752	17	9	prediction	prediction	NOUN
ajfa-1752	17	10	on	on	ADP
ajfa-1752	17	11	malaysian	malaysian	ADJ
ajfa-1752	17	12	companies	company	NOUN
ajfa-1752	17	13	only	only	ADV
ajfa-1752	17	14	started	start	VERB
ajfa-1752	17	15	in	in	ADP
ajfa-1752	17	16	2001	2001	NUM
ajfa-1752	17	17	with	with	ADP
ajfa-1752	17	18	studies	study	NOUN
ajfa-1752	17	19	done	do	VERB
ajfa-1752	17	20	by	by	ADP
ajfa-1752	17	21	(	(	PUNCT
ajfa-1752	17	22	i	i	NOUN
ajfa-1752	17	23	)	)	PUNCT
ajfa-1752	17	24	mohamed	mohamed	PROPN
ajfa-1752	17	25	et	et	PROPN
ajfa-1752	17	26	al	al	PROPN
ajfa-1752	17	27	.	.	PROPN
ajfa-1752	18	1	(	(	PUNCT
ajfa-1752	18	2	2001	2001	NUM
ajfa-1752	18	3	)	)	PUNCT
ajfa-1752	19	1	using	use	VERB
ajfa-1752	19	2	the	the	DET
ajfa-1752	19	3	logit	logit	NOUN
ajfa-1752	19	4	method	method	NOUN
ajfa-1752	19	5	with	with	ADP
ajfa-1752	19	6	correct	correct	ADJ
ajfa-1752	19	7	classification	classification	NOUN
ajfa-1752	19	8	of	of	ADP
ajfa-1752	19	9	81	81	NUM
ajfa-1752	19	10	%	%	NOUN
ajfa-1752	19	11	and	and	CCONJ
ajfa-1752	19	12	74	74	NUM
ajfa-1752	19	13	%	%	NOUN
ajfa-1752	19	14	for	for	ADP
ajfa-1752	19	15	the	the	DET
ajfa-1752	19	16	analysis	analysis	NOUN
ajfa-1752	19	17	and	and	CCONJ
ajfa-1752	19	18	holdout	holdout	NOUN
ajfa-1752	19	19	samples	sample	NOUN
ajfa-1752	19	20	respectively	respectively	ADV
ajfa-1752	19	21	,	,	PUNCT
ajfa-1752	19	22	(	(	PUNCT
ajfa-1752	19	23	ii	ii	NOUN
ajfa-1752	19	24	)	)	PUNCT
ajfa-1752	19	25	zulkarnain	zulkarnain	PROPN
ajfa-1752	19	26	et.al	et.al	PROPN
ajfa-1752	19	27	.	.	PUNCT
ajfa-1752	20	1	(	(	PUNCT
ajfa-1752	20	2	2001	2001	NUM
ajfa-1752	20	3	)	)	PUNCT
ajfa-1752	20	4	using	use	VERB
ajfa-1752	20	5	mda	mda	PROPN
ajfa-1752	20	6	with	with	ADP
ajfa-1752	20	7	correct	correct	ADJ
ajfa-1752	20	8	classification	classification	NOUN
ajfa-1752	20	9	of	of	ADP
ajfa-1752	20	10	91	91	NUM
ajfa-1752	20	11	%	%	NOUN
ajfa-1752	20	12	and	and	CCONJ
ajfa-1752	20	13	71	71	NUM
ajfa-1752	20	14	%	%	NOUN
ajfa-1752	20	15	for	for	ADP
ajfa-1752	20	16	the	the	DET
ajfa-1752	20	17	analysis	analysis	NOUN
ajfa-1752	20	18	and	and	CCONJ
ajfa-1752	20	19	holdout	holdout	NOUN
ajfa-1752	20	20	samples	sample	NOUN
ajfa-1752	20	21	respective	respective	ADJ
ajfa-1752	20	22	,	,	PUNCT
ajfa-1752	20	23	(	(	PUNCT
ajfa-1752	20	24	iii	iii	NOUN
ajfa-1752	20	25	)	)	PUNCT
ajfa-1752	20	26	low	low	ADJ
ajfa-1752	20	27	,	,	PUNCT
ajfa-1752	20	28	nor	nor	CCONJ
ajfa-1752	20	29	&	&	CCONJ
ajfa-1752	20	30	yatim	yatim	PROPN
ajfa-1752	20	31	(	(	PUNCT
ajfa-1752	20	32	2001	2001	NUM
ajfa-1752	20	33	)	)	PUNCT
ajfa-1752	20	34	using	use	VERB
ajfa-1752	20	35	the	the	DET
ajfa-1752	20	36	logit	logit	NOUN
ajfa-1752	20	37	model	model	NOUN
ajfa-1752	20	38	with	with	ADP
ajfa-1752	20	39	correct	correct	ADJ
ajfa-1752	20	40	classification	classification	NOUN
ajfa-1752	20	41	of	of	ADP
ajfa-1752	20	42	82	82	NUM
ajfa-1752	20	43	%	%	NOUN
ajfa-1752	20	44	and	and	CCONJ
ajfa-1752	20	45	90	90	NUM
ajfa-1752	20	46	%	%	NOUN
ajfa-1752	20	47	for	for	ADP
ajfa-1752	20	48	the	the	DET
ajfa-1752	20	49	analysis	analysis	NOUN
ajfa-1752	20	50	and	and	CCONJ
ajfa-1752	20	51	holdout	holdout	NOUN
ajfa-1752	20	52	samples	sample	NOUN
ajfa-1752	20	53	respectively	respectively	ADV
ajfa-1752	20	54	and	and	CCONJ
ajfa-1752	20	55	(	(	PUNCT
ajfa-1752	20	56	iv	iv	X
ajfa-1752	20	57	)	)	PUNCT
ajfa-1752	20	58	adiana	adiana	NOUN
ajfa-1752	20	59	et.al	et.al	PROPN
ajfa-1752	20	60	.	.	PUNCT
ajfa-1752	21	1	(	(	PUNCT
ajfa-1752	21	2	2008	2008	NUM
ajfa-1752	21	3	)	)	PUNCT
ajfa-1752	21	4	using	use	VERB
ajfa-1752	21	5	the	the	DET
ajfa-1752	21	6	hazard	hazard	NOUN
ajfa-1752	21	7	model	model	NOUN
ajfa-1752	21	8	with	with	ADP
ajfa-1752	21	9	correct	correct	ADJ
ajfa-1752	21	10	classification	classification	NOUN
ajfa-1752	21	11	of	of	ADP
ajfa-1752	21	12	83	83	NUM
ajfa-1752	21	13	%	%	NOUN
ajfa-1752	21	14	and	and	CCONJ
ajfa-1752	21	15	86	86	NUM
ajfa-1752	21	16	%	%	NOUN
ajfa-1752	21	17	for	for	ADP
ajfa-1752	21	18	the	the	DET
ajfa-1752	21	19	analysis	analysis	NOUN
ajfa-1752	21	20	and	and	CCONJ
ajfa-1752	21	21	holdout	holdout	NOUN
ajfa-1752	21	22	samples	sample	NOUN
ajfa-1752	21	23	respectively	respectively	ADV
ajfa-1752	21	24	.	.	PUNCT
ajfa-1752	22	1	many	many	ADJ
ajfa-1752	22	2	of	of	ADP
ajfa-1752	22	3	the	the	DET
ajfa-1752	22	4	previous	previous	ADJ
ajfa-1752	22	5	studies	study	NOUN
ajfa-1752	22	6	on	on	ADP
ajfa-1752	22	7	bankruptcy	bankruptcy	NOUN
ajfa-1752	22	8	prediction	prediction	NOUN
ajfa-1752	22	9	do	do	AUX
ajfa-1752	22	10	not	not	PART
ajfa-1752	22	11	have	have	VERB
ajfa-1752	22	12	the	the	DET
ajfa-1752	22	13	same	same	ADJ
ajfa-1752	22	14	consensus	consensus	NOUN
ajfa-1752	22	15	on	on	ADP
ajfa-1752	22	16	the	the	DET
ajfa-1752	22	17	term	term	NOUN
ajfa-1752	22	18	“	"	PUNCT
ajfa-1752	22	19	failure	failure	NOUN
ajfa-1752	22	20	”	"	PUNCT
ajfa-1752	22	21	or	or	CCONJ
ajfa-1752	22	22	bankruptcy	bankruptcy	NOUN
ajfa-1752	22	23	.	.	PUNCT
ajfa-1752	23	1	definitions	definition	NOUN
ajfa-1752	23	2	from	from	ADP
ajfa-1752	23	3	different	different	ADJ
ajfa-1752	23	4	studies	study	NOUN
ajfa-1752	23	5	vary	vary	VERB
ajfa-1752	23	6	significantly	significantly	ADV
ajfa-1752	23	7	and	and	CCONJ
ajfa-1752	23	8	arbitrarily	arbitrarily	ADV
ajfa-1752	23	9	.	.	PUNCT
ajfa-1752	24	1	is	be	AUX
ajfa-1752	24	2	it	it	PRON
ajfa-1752	24	3	loan	loan	NOUN
ajfa-1752	24	4	interest	interest	NOUN
ajfa-1752	24	5	defaults	default	NOUN
ajfa-1752	24	6	,	,	PUNCT
ajfa-1752	24	7	asian	asian	ADJ
ajfa-1752	24	8	journal	journal	NOUN
ajfa-1752	24	9	of	of	ADP
ajfa-1752	24	10	finance	finance	PROPN
ajfa-1752	24	11	&	&	CCONJ
ajfa-1752	24	12	accounting	accounting	PROPN
ajfa-1752	24	13	issn	issn	PROPN
ajfa-1752	24	14	1946	1946	NUM
ajfa-1752	24	15	-	-	PUNCT
ajfa-1752	24	16	052x	052x	NOUN
ajfa-1752	24	17	2012	2012	NUM
ajfa-1752	24	18	,	,	PUNCT
ajfa-1752	24	19	vol	vol	NOUN
ajfa-1752	24	20	.	.	PROPN
ajfa-1752	25	1	4	4	NUM
ajfa-1752	25	2	,	,	PUNCT
ajfa-1752	25	3	no	no	INTJ
ajfa-1752	25	4	.	.	NOUN
ajfa-1752	25	5	1	1	NUM
ajfa-1752	25	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	25	7	332	332	NUM
ajfa-1752	25	8	bond	bond	NOUN
ajfa-1752	25	9	interest	interest	NOUN
ajfa-1752	25	10	defaults	default	NOUN
ajfa-1752	25	11	,	,	PUNCT
ajfa-1752	25	12	inability	inability	NOUN
ajfa-1752	25	13	to	to	PART
ajfa-1752	25	14	pay	pay	VERB
ajfa-1752	25	15	preference	preference	NOUN
ajfa-1752	25	16	dividends	dividend	NOUN
ajfa-1752	25	17	,	,	PUNCT
ajfa-1752	25	18	inability	inability	NOUN
ajfa-1752	25	19	to	to	PART
ajfa-1752	25	20	pay	pay	VERB
ajfa-1752	25	21	liabilities	liability	NOUN
ajfa-1752	25	22	when	when	SCONJ
ajfa-1752	25	23	due	due	ADJ
ajfa-1752	25	24	or	or	CCONJ
ajfa-1752	25	25	when	when	SCONJ
ajfa-1752	25	26	a	a	DET
ajfa-1752	25	27	creditor	creditor	NOUN
ajfa-1752	25	28	file	file	NOUN
ajfa-1752	25	29	for	for	ADP
ajfa-1752	25	30	liquidation	liquidation	NOUN
ajfa-1752	25	31	and	and	CCONJ
ajfa-1752	25	32	bankruptcy	bankruptcy	NOUN
ajfa-1752	25	33	?	?	PUNCT
ajfa-1752	26	1	in	in	ADP
ajfa-1752	26	2	their	their	PRON
ajfa-1752	26	3	study	study	NOUN
ajfa-1752	26	4	,	,	PUNCT
ajfa-1752	26	5	poston	poston	PROPN
ajfa-1752	26	6	et	et	PROPN
ajfa-1752	26	7	.	.	PUNCT
ajfa-1752	27	1	al	al	PROPN
ajfa-1752	27	2	.	.	PROPN
ajfa-1752	28	1	(	(	PUNCT
ajfa-1752	28	2	1994	1994	NUM
ajfa-1752	28	3	)	)	PUNCT
ajfa-1752	28	4	considered	consider	VERB
ajfa-1752	28	5	that	that	SCONJ
ajfa-1752	28	6	a	a	DET
ajfa-1752	28	7	company	company	NOUN
ajfa-1752	28	8	is	be	AUX
ajfa-1752	28	9	in	in	ADP
ajfa-1752	28	10	financial	financial	ADJ
ajfa-1752	28	11	distress	distress	NOUN
ajfa-1752	28	12	if	if	SCONJ
ajfa-1752	28	13	it	it	PRON
ajfa-1752	28	14	has	have	VERB
ajfa-1752	28	15	two	two	NUM
ajfa-1752	28	16	or	or	CCONJ
ajfa-1752	28	17	more	more	ADV
ajfa-1752	28	18	consecutive	consecutive	ADJ
ajfa-1752	28	19	years	year	NOUN
ajfa-1752	28	20	of	of	ADP
ajfa-1752	28	21	operating	operating	NOUN
ajfa-1752	28	22	losses	loss	NOUN
ajfa-1752	28	23	or	or	CCONJ
ajfa-1752	28	24	a	a	DET
ajfa-1752	28	25	current	current	ADJ
ajfa-1752	28	26	ratio	ratio	NOUN
ajfa-1752	28	27	of	of	ADP
ajfa-1752	28	28	less	less	ADJ
ajfa-1752	28	29	than	than	ADP
ajfa-1752	28	30	1.0	1.0	NUM
ajfa-1752	28	31	as	as	ADP
ajfa-1752	28	32	at	at	ADP
ajfa-1752	28	33	the	the	DET
ajfa-1752	28	34	end	end	NOUN
ajfa-1752	28	35	of	of	ADP
ajfa-1752	28	36	any	any	DET
ajfa-1752	28	37	single	single	ADJ
ajfa-1752	28	38	fiscal	fiscal	ADJ
ajfa-1752	28	39	year	year	NOUN
ajfa-1752	28	40	or	or	CCONJ
ajfa-1752	28	41	a	a	DET
ajfa-1752	28	42	negative	negative	ADJ
ajfa-1752	28	43	balance	balance	NOUN
ajfa-1752	28	44	in	in	ADP
ajfa-1752	28	45	the	the	DET
ajfa-1752	28	46	retained	retain	VERB
ajfa-1752	28	47	earnings	earning	NOUN
ajfa-1752	28	48	account	account	NOUN
ajfa-1752	28	49	as	as	ADP
ajfa-1752	28	50	at	at	ADP
ajfa-1752	28	51	the	the	DET
ajfa-1752	28	52	end	end	NOUN
ajfa-1752	28	53	of	of	ADP
ajfa-1752	28	54	any	any	DET
ajfa-1752	28	55	single	single	ADJ
ajfa-1752	28	56	fiscal	fiscal	ADJ
ajfa-1752	28	57	year	year	NOUN
ajfa-1752	28	58	.	.	PUNCT
ajfa-1752	29	1	according	accord	VERB
ajfa-1752	29	2	to	to	ADP
ajfa-1752	29	3	them	they	PRON
ajfa-1752	29	4	,	,	PUNCT
ajfa-1752	29	5	meeting	meet	VERB
ajfa-1752	29	6	any	any	DET
ajfa-1752	29	7	one	one	NUM
ajfa-1752	29	8	of	of	ADP
ajfa-1752	29	9	the	the	DET
ajfa-1752	29	10	above	above	ADJ
ajfa-1752	29	11	criteria	criterion	NOUN
ajfa-1752	29	12	would	would	AUX
ajfa-1752	29	13	be	be	AUX
ajfa-1752	29	14	considered	consider	VERB
ajfa-1752	29	15	a	a	DET
ajfa-1752	29	16	distress	distress	NOUN
ajfa-1752	29	17	situation	situation	NOUN
ajfa-1752	29	18	.	.	PUNCT
ajfa-1752	30	1	flagg	flagg	PROPN
ajfa-1752	30	2	,	,	PUNCT
ajfa-1752	30	3	giroux	giroux	PROPN
ajfa-1752	30	4	&	&	CCONJ
ajfa-1752	30	5	wiggins	wiggins	PROPN
ajfa-1752	30	6	(	(	PUNCT
ajfa-1752	30	7	1991	1991	NUM
ajfa-1752	30	8	)	)	PUNCT
ajfa-1752	30	9	identified	identify	VERB
ajfa-1752	30	10	four	four	NUM
ajfa-1752	30	11	potential	potential	ADJ
ajfa-1752	30	12	failure	failure	NOUN
ajfa-1752	30	13	events	event	NOUN
ajfa-1752	30	14	,	,	PUNCT
ajfa-1752	30	15	namely	namely	ADV
ajfa-1752	30	16	reductions	reduction	NOUN
ajfa-1752	30	17	in	in	ADP
ajfa-1752	30	18	dividends	dividend	NOUN
ajfa-1752	30	19	,	,	PUNCT
ajfa-1752	30	20	“	"	PUNCT
ajfa-1752	30	21	going	go	VERB
ajfa-1752	30	22	concern	concern	NOUN
ajfa-1752	30	23	”	"	PUNCT
ajfa-1752	30	24	qualified	qualified	ADJ
ajfa-1752	30	25	audit	audit	NOUN
ajfa-1752	30	26	opinion	opinion	NOUN
ajfa-1752	30	27	,	,	PUNCT
ajfa-1752	30	28	troubled	troubled	ADJ
ajfa-1752	30	29	debt	debt	NOUN
ajfa-1752	30	30	restructuring	restructuring	NOUN
ajfa-1752	30	31	and	and	CCONJ
ajfa-1752	30	32	violations	violation	NOUN
ajfa-1752	30	33	of	of	ADP
ajfa-1752	30	34	debt	debt	NOUN
ajfa-1752	30	35	covenants	covenant	NOUN
ajfa-1752	30	36	.	.	PUNCT
ajfa-1752	31	1	for	for	ADP
ajfa-1752	31	2	this	this	DET
ajfa-1752	31	3	study	study	NOUN
ajfa-1752	31	4	,	,	PUNCT
ajfa-1752	31	5	the	the	DET
ajfa-1752	31	6	failed	fail	VERB
ajfa-1752	31	7	companies	company	NOUN
ajfa-1752	31	8	analyzed	analyze	VERB
ajfa-1752	31	9	are	be	AUX
ajfa-1752	31	10	either	either	CCONJ
ajfa-1752	31	11	(	(	PUNCT
ajfa-1752	31	12	i	i	NOUN
ajfa-1752	31	13	)	)	PUNCT
ajfa-1752	31	14	classified	classify	VERB
ajfa-1752	31	15	by	by	ADP
ajfa-1752	31	16	bursa	bursa	PROPN
ajfa-1752	31	17	malaysia	malaysia	PROPN
ajfa-1752	31	18	(	(	PUNCT
ajfa-1752	31	19	formerly	formerly	ADV
ajfa-1752	31	20	the	the	DET
ajfa-1752	31	21	kuala	kuala	PROPN
ajfa-1752	31	22	lumpur	lumpur	PROPN
ajfa-1752	31	23	stock	stock	PROPN
ajfa-1752	31	24	exchange	exchange	PROPN
ajfa-1752	31	25	)	)	PUNCT
ajfa-1752	31	26	as	as	ADP
ajfa-1752	31	27	falling	fall	VERB
ajfa-1752	31	28	either	either	CCONJ
ajfa-1752	31	29	under	under	ADP
ajfa-1752	31	30	one	one	NUM
ajfa-1752	31	31	of	of	ADP
ajfa-1752	31	32	the	the	DET
ajfa-1752	31	33	practice	practice	NOUN
ajfa-1752	31	34	notes	note	NOUN
ajfa-1752	31	35	(	(	PUNCT
ajfa-1752	31	36	pns	pns	NOUN
ajfa-1752	31	37	)	)	PUNCT
ajfa-1752	31	38	namely	namely	ADV
ajfa-1752	31	39	pn4	pn4	VERB
ajfa-1752	31	40	,	,	PUNCT
ajfa-1752	31	41	pn10	pn10	PROPN
ajfa-1752	31	42	or	or	CCONJ
ajfa-1752	31	43	pn17	pn17	PROPN
ajfa-1752	31	44	or	or	CCONJ
ajfa-1752	31	45	(	(	PUNCT
ajfa-1752	31	46	ii	ii	NOUN
ajfa-1752	31	47	)	)	PUNCT
ajfa-1752	31	48	they	they	PRON
ajfa-1752	31	49	have	have	AUX
ajfa-1752	31	50	applied	apply	VERB
ajfa-1752	31	51	to	to	ADP
ajfa-1752	31	52	the	the	DET
ajfa-1752	31	53	court	court	NOUN
ajfa-1752	31	54	under	under	ADP
ajfa-1752	31	55	section	section	NOUN
ajfa-1752	31	56	176	176	NUM
ajfa-1752	31	57	of	of	ADP
ajfa-1752	31	58	the	the	DET
ajfa-1752	31	59	companies	company	NOUN
ajfa-1752	31	60	act	act	VERB
ajfa-1752	31	61	1965	1965	NUM
ajfa-1752	31	62	,	,	PUNCT
ajfa-1752	31	63	for	for	ADP
ajfa-1752	31	64	a	a	DET
ajfa-1752	31	65	scheme	scheme	NOUN
ajfa-1752	31	66	of	of	ADP
ajfa-1752	31	67	arrangement	arrangement	NOUN
ajfa-1752	31	68	.	.	PUNCT
ajfa-1752	32	1	the	the	DET
ajfa-1752	32	2	main	main	ADJ
ajfa-1752	32	3	reasons	reason	NOUN
ajfa-1752	32	4	for	for	ADP
ajfa-1752	32	5	companies	company	NOUN
ajfa-1752	32	6	being	be	AUX
ajfa-1752	32	7	designated	designate	VERB
ajfa-1752	32	8	as	as	ADP
ajfa-1752	32	9	pn	pn	PROPN
ajfa-1752	32	10	companies	company	NOUN
ajfa-1752	32	11	by	by	ADP
ajfa-1752	32	12	bursa	bursa	PROPN
ajfa-1752	32	13	malaysia	malaysia	PROPN
ajfa-1752	32	14	are	be	AUX
ajfa-1752	32	15	mainly	mainly	ADV
ajfa-1752	32	16	because	because	SCONJ
ajfa-1752	32	17	of	of	ADP
ajfa-1752	32	18	deficits	deficit	NOUN
ajfa-1752	32	19	in	in	ADP
ajfa-1752	32	20	their	their	PRON
ajfa-1752	32	21	shareholders	shareholder	NOUN
ajfa-1752	32	22	funds	fund	NOUN
ajfa-1752	32	23	where	where	SCONJ
ajfa-1752	32	24	their	their	PRON
ajfa-1752	32	25	financial	financial	ADJ
ajfa-1752	32	26	conditions	condition	NOUN
ajfa-1752	32	27	do	do	AUX
ajfa-1752	32	28	not	not	PART
ajfa-1752	32	29	justify	justify	VERB
ajfa-1752	32	30	continued	continue	VERB
ajfa-1752	32	31	trading	trading	NOUN
ajfa-1752	32	32	and/or	and/or	CCONJ
ajfa-1752	32	33	listing	list	VERB
ajfa-1752	32	34	in	in	ADP
ajfa-1752	32	35	the	the	DET
ajfa-1752	32	36	stock	stock	NOUN
ajfa-1752	32	37	exchange	exchange	NOUN
ajfa-1752	32	38	.	.	PUNCT
ajfa-1752	33	1	these	these	DET
ajfa-1752	33	2	companies	company	NOUN
ajfa-1752	33	3	are	be	AUX
ajfa-1752	33	4	given	give	VERB
ajfa-1752	33	5	certain	certain	ADJ
ajfa-1752	33	6	time	time	NOUN
ajfa-1752	33	7	to	to	PART
ajfa-1752	33	8	regularize	regularize	VERB
ajfa-1752	33	9	their	their	PRON
ajfa-1752	33	10	financial	financial	ADJ
ajfa-1752	33	11	position	position	NOUN
ajfa-1752	33	12	or	or	CCONJ
ajfa-1752	33	13	take	take	VERB
ajfa-1752	33	14	actions	action	NOUN
ajfa-1752	33	15	that	that	PRON
ajfa-1752	33	16	is	be	AUX
ajfa-1752	33	17	necessary	necessary	ADJ
ajfa-1752	33	18	to	to	PART
ajfa-1752	33	19	release	release	VERB
ajfa-1752	33	20	themselves	themselves	PRON
ajfa-1752	33	21	from	from	ADP
ajfa-1752	33	22	those	those	DET
ajfa-1752	33	23	criteria	criterion	NOUN
ajfa-1752	33	24	that	that	PRON
ajfa-1752	33	25	trigger	trigger	VERB
ajfa-1752	33	26	the	the	DET
ajfa-1752	33	27	specific	specific	ADJ
ajfa-1752	33	28	pn	pn	PROPN
ajfa-1752	33	29	classifications	classification	NOUN
ajfa-1752	33	30	stated	state	VERB
ajfa-1752	33	31	above	above	ADV
ajfa-1752	33	32	.	.	PUNCT
ajfa-1752	34	1	for	for	ADP
ajfa-1752	34	2	companies	company	NOUN
ajfa-1752	34	3	that	that	PRON
ajfa-1752	34	4	have	have	AUX
ajfa-1752	34	5	applied	apply	VERB
ajfa-1752	34	6	for	for	ADP
ajfa-1752	34	7	section	section	NOUN
ajfa-1752	34	8	176	176	NUM
ajfa-1752	34	9	protection	protection	NOUN
ajfa-1752	34	10	,	,	PUNCT
ajfa-1752	34	11	an	an	DET
ajfa-1752	34	12	order	order	NOUN
ajfa-1752	34	13	is	be	AUX
ajfa-1752	34	14	given	give	VERB
ajfa-1752	34	15	by	by	ADP
ajfa-1752	34	16	the	the	DET
ajfa-1752	34	17	high	high	ADJ
ajfa-1752	34	18	court	court	NOUN
ajfa-1752	34	19	to	to	PART
ajfa-1752	34	20	stay	stay	VERB
ajfa-1752	34	21	any	any	DET
ajfa-1752	34	22	proceedings	proceeding	NOUN
ajfa-1752	34	23	against	against	ADP
ajfa-1752	34	24	the	the	DET
ajfa-1752	34	25	companies	company	NOUN
ajfa-1752	34	26	whilst	whilst	SCONJ
ajfa-1752	34	27	the	the	DET
ajfa-1752	34	28	scheme	scheme	NOUN
ajfa-1752	34	29	is	be	AUX
ajfa-1752	34	30	pending	pende	VERB
ajfa-1752	34	31	.	.	PUNCT
ajfa-1752	35	1	although	although	SCONJ
ajfa-1752	35	2	many	many	ADJ
ajfa-1752	35	3	bankruptcy	bankruptcy	NOUN
ajfa-1752	35	4	and	and	CCONJ
ajfa-1752	35	5	default	default	NOUN
ajfa-1752	35	6	prediction	prediction	NOUN
ajfa-1752	35	7	models	model	NOUN
ajfa-1752	35	8	have	have	AUX
ajfa-1752	35	9	been	be	AUX
ajfa-1752	35	10	developed	develop	VERB
ajfa-1752	35	11	,	,	PUNCT
ajfa-1752	35	12	it	it	PRON
ajfa-1752	35	13	is	be	AUX
ajfa-1752	35	14	of	of	ADP
ajfa-1752	35	15	utmost	utmost	ADJ
ajfa-1752	35	16	importance	importance	NOUN
ajfa-1752	35	17	that	that	SCONJ
ajfa-1752	35	18	we	we	PRON
ajfa-1752	35	19	first	first	ADV
ajfa-1752	35	20	test	test	VERB
ajfa-1752	35	21	for	for	ADP
ajfa-1752	35	22	the	the	DET
ajfa-1752	35	23	feasibility	feasibility	NOUN
ajfa-1752	35	24	of	of	ADP
ajfa-1752	35	25	models	model	NOUN
ajfa-1752	35	26	used	use	VERB
ajfa-1752	35	27	for	for	ADP
ajfa-1752	35	28	malaysian	malaysian	ADJ
ajfa-1752	35	29	companies	company	NOUN
ajfa-1752	35	30	with	with	ADP
ajfa-1752	35	31	different	different	ADJ
ajfa-1752	35	32	company	company	NOUN
ajfa-1752	35	33	sizes	size	NOUN
ajfa-1752	35	34	and	and	CCONJ
ajfa-1752	35	35	under	under	ADP
ajfa-1752	35	36	the	the	DET
ajfa-1752	35	37	present	present	ADJ
ajfa-1752	35	38	market	market	NOUN
ajfa-1752	35	39	and	and	CCONJ
ajfa-1752	35	40	economic	economic	ADJ
ajfa-1752	35	41	conditions	condition	NOUN
ajfa-1752	35	42	.	.	PUNCT
ajfa-1752	36	1	it	it	PRON
ajfa-1752	36	2	is	be	AUX
ajfa-1752	36	3	also	also	ADV
ajfa-1752	36	4	important	important	ADJ
ajfa-1752	36	5	that	that	SCONJ
ajfa-1752	36	6	we	we	PRON
ajfa-1752	36	7	can	can	AUX
ajfa-1752	36	8	produce	produce	VERB
ajfa-1752	36	9	a	a	DET
ajfa-1752	36	10	modified	modify	VERB
ajfa-1752	36	11	model	model	NOUN
ajfa-1752	36	12	with	with	ADP
ajfa-1752	36	13	different	different	ADJ
ajfa-1752	36	14	variables	variable	NOUN
ajfa-1752	36	15	,	,	PUNCT
ajfa-1752	36	16	(	(	PUNCT
ajfa-1752	36	17	after	after	ADP
ajfa-1752	36	18	reviewing	review	VERB
ajfa-1752	36	19	the	the	DET
ajfa-1752	36	20	few	few	ADJ
ajfa-1752	36	21	studies	study	NOUN
ajfa-1752	36	22	carried	carry	VERB
ajfa-1752	36	23	out	out	ADP
ajfa-1752	36	24	in	in	ADP
ajfa-1752	36	25	malaysia	malaysia	PROPN
ajfa-1752	36	26	as	as	SCONJ
ajfa-1752	36	27	mentioned	mention	VERB
ajfa-1752	36	28	above	above	ADV
ajfa-1752	36	29	)	)	PUNCT
ajfa-1752	36	30	,	,	PUNCT
ajfa-1752	36	31	to	to	PART
ajfa-1752	36	32	identify	identify	VERB
ajfa-1752	36	33	companies	company	NOUN
ajfa-1752	36	34	that	that	PRON
ajfa-1752	36	35	has	have	VERB
ajfa-1752	36	36	a	a	DET
ajfa-1752	36	37	high	high	ADJ
ajfa-1752	36	38	probability	probability	NOUN
ajfa-1752	36	39	of	of	ADP
ajfa-1752	36	40	failure	failure	NOUN
ajfa-1752	36	41	from	from	ADP
ajfa-1752	36	42	those	those	PRON
ajfa-1752	36	43	that	that	PRON
ajfa-1752	36	44	are	be	AUX
ajfa-1752	36	45	highly	highly	ADV
ajfa-1752	36	46	unlikely	unlikely	ADJ
ajfa-1752	36	47	to	to	PART
ajfa-1752	36	48	fail	fail	VERB
ajfa-1752	36	49	.	.	PUNCT
ajfa-1752	37	1	this	this	DET
ajfa-1752	37	2	study	study	NOUN
ajfa-1752	37	3	is	be	AUX
ajfa-1752	37	4	based	base	VERB
ajfa-1752	37	5	on	on	ADP
ajfa-1752	37	6	companies	company	NOUN
ajfa-1752	37	7	in	in	ADP
ajfa-1752	37	8	the	the	DET
ajfa-1752	37	9	manufacturing	manufacturing	NOUN
ajfa-1752	37	10	sector	sector	NOUN
ajfa-1752	37	11	being	be	AUX
ajfa-1752	37	12	officially	officially	ADV
ajfa-1752	37	13	classified	classify	VERB
ajfa-1752	37	14	as	as	ADP
ajfa-1752	37	15	consumer	consumer	NOUN
ajfa-1752	37	16	and	and	CCONJ
ajfa-1752	37	17	industrial	industrial	ADJ
ajfa-1752	37	18	product	product	NOUN
ajfa-1752	37	19	companies	company	NOUN
ajfa-1752	37	20	.	.	PUNCT
ajfa-1752	38	1	companies	company	NOUN
ajfa-1752	38	2	in	in	ADP
ajfa-1752	38	3	the	the	DET
ajfa-1752	38	4	trading	trading	NOUN
ajfa-1752	38	5	,	,	PUNCT
ajfa-1752	38	6	services	service	NOUN
ajfa-1752	38	7	and	and	CCONJ
ajfa-1752	38	8	property	property	NOUN
ajfa-1752	38	9	and	and	CCONJ
ajfa-1752	38	10	construction	construction	NOUN
ajfa-1752	38	11	sectors	sector	NOUN
ajfa-1752	38	12	are	be	AUX
ajfa-1752	38	13	not	not	PART
ajfa-1752	38	14	included	include	VERB
ajfa-1752	38	15	as	as	SCONJ
ajfa-1752	38	16	they	they	PRON
ajfa-1752	38	17	have	have	VERB
ajfa-1752	38	18	different	different	ADJ
ajfa-1752	38	19	assets	asset	NOUN
ajfa-1752	38	20	and	and	CCONJ
ajfa-1752	38	21	financing	financing	NOUN
ajfa-1752	38	22	requirements	requirement	NOUN
ajfa-1752	38	23	compared	compare	VERB
ajfa-1752	38	24	to	to	ADP
ajfa-1752	38	25	companies	company	NOUN
ajfa-1752	38	26	involved	involve	VERB
ajfa-1752	38	27	in	in	ADP
ajfa-1752	38	28	manufacturing	manufacturing	NOUN
ajfa-1752	38	29	.	.	PUNCT
ajfa-1752	39	1	for	for	ADP
ajfa-1752	39	2	similar	similar	ADJ
ajfa-1752	39	3	reasons	reason	NOUN
ajfa-1752	39	4	,	,	PUNCT
ajfa-1752	39	5	companies	company	NOUN
ajfa-1752	39	6	in	in	ADP
ajfa-1752	39	7	the	the	DET
ajfa-1752	39	8	financial	financial	ADJ
ajfa-1752	39	9	and	and	CCONJ
ajfa-1752	39	10	banking	banking	NOUN
ajfa-1752	39	11	sectors	sector	NOUN
ajfa-1752	39	12	are	be	AUX
ajfa-1752	39	13	also	also	ADV
ajfa-1752	39	14	excluded	exclude	VERB
ajfa-1752	39	15	.	.	PUNCT
ajfa-1752	40	1	company	company	NOUN
ajfa-1752	40	2	collapses	collapse	NOUN
ajfa-1752	40	3	and	and	CCONJ
ajfa-1752	40	4	bankruptcies	bankruptcy	NOUN
ajfa-1752	40	5	affect	affect	VERB
ajfa-1752	40	6	stakeholders	stakeholder	NOUN
ajfa-1752	40	7	including	include	VERB
ajfa-1752	40	8	shareholders	shareholder	NOUN
ajfa-1752	40	9	,	,	PUNCT
ajfa-1752	40	10	suppliers	supplier	NOUN
ajfa-1752	40	11	,	,	PUNCT
ajfa-1752	40	12	creditors	creditor	NOUN
ajfa-1752	40	13	,	,	PUNCT
ajfa-1752	40	14	customers	customer	NOUN
ajfa-1752	40	15	,	,	PUNCT
ajfa-1752	40	16	employees	employee	NOUN
ajfa-1752	40	17	and	and	CCONJ
ajfa-1752	40	18	management	management	NOUN
ajfa-1752	40	19	itself	itself	PRON
ajfa-1752	40	20	.	.	PUNCT
ajfa-1752	41	1	incidences	incidence	NOUN
ajfa-1752	41	2	of	of	ADP
ajfa-1752	41	3	company	company	NOUN
ajfa-1752	41	4	failures	failure	NOUN
ajfa-1752	41	5	,	,	PUNCT
ajfa-1752	41	6	especially	especially	ADV
ajfa-1752	41	7	large	large	ADJ
ajfa-1752	41	8	corporate	corporate	ADJ
ajfa-1752	41	9	entities	entity	NOUN
ajfa-1752	41	10	that	that	PRON
ajfa-1752	41	11	employ	employ	VERB
ajfa-1752	41	12	large	large	ADJ
ajfa-1752	41	13	number	number	NOUN
ajfa-1752	41	14	of	of	ADP
ajfa-1752	41	15	people	people	NOUN
ajfa-1752	41	16	can	can	AUX
ajfa-1752	41	17	significantly	significantly	ADV
ajfa-1752	41	18	affect	affect	VERB
ajfa-1752	41	19	the	the	DET
ajfa-1752	41	20	livelihood	livelihood	NOUN
ajfa-1752	41	21	of	of	ADP
ajfa-1752	41	22	many	many	ADJ
ajfa-1752	41	23	people	people	NOUN
ajfa-1752	41	24	and	and	CCONJ
ajfa-1752	41	25	the	the	DET
ajfa-1752	41	26	economy	economy	NOUN
ajfa-1752	41	27	of	of	ADP
ajfa-1752	41	28	the	the	DET
ajfa-1752	41	29	locality	locality	NOUN
ajfa-1752	41	30	where	where	SCONJ
ajfa-1752	41	31	the	the	DET
ajfa-1752	41	32	company	company	NOUN
ajfa-1752	41	33	is	be	AUX
ajfa-1752	41	34	located	locate	VERB
ajfa-1752	41	35	.	.	PUNCT
ajfa-1752	42	1	shareholders	shareholder	NOUN
ajfa-1752	42	2	and	and	CCONJ
ajfa-1752	42	3	investors	investor	NOUN
ajfa-1752	42	4	can	can	AUX
ajfa-1752	42	5	suffer	suffer	VERB
ajfa-1752	42	6	huge	huge	ADJ
ajfa-1752	42	7	economic	economic	ADJ
ajfa-1752	42	8	losses	loss	NOUN
ajfa-1752	42	9	as	as	SCONJ
ajfa-1752	42	10	they	they	PRON
ajfa-1752	42	11	are	be	AUX
ajfa-1752	42	12	among	among	ADP
ajfa-1752	42	13	the	the	DET
ajfa-1752	42	14	last	last	ADJ
ajfa-1752	42	15	group	group	NOUN
ajfa-1752	42	16	of	of	ADP
ajfa-1752	42	17	interested	interested	ADJ
ajfa-1752	42	18	parties	party	NOUN
ajfa-1752	42	19	who	who	PRON
ajfa-1752	42	20	would	would	AUX
ajfa-1752	42	21	be	be	AUX
ajfa-1752	42	22	paid	pay	VERB
ajfa-1752	42	23	off	off	ADP
ajfa-1752	42	24	in	in	ADP
ajfa-1752	42	25	any	any	DET
ajfa-1752	42	26	liquidations	liquidation	NOUN
ajfa-1752	42	27	and	and	CCONJ
ajfa-1752	42	28	winding	winding	NOUN
ajfa-1752	42	29	-	-	PUNCT
ajfa-1752	42	30	ups	up	NOUN
ajfa-1752	42	31	.	.	PUNCT
ajfa-1752	43	1	in	in	ADP
ajfa-1752	43	2	cases	case	NOUN
ajfa-1752	43	3	of	of	ADP
ajfa-1752	43	4	negligence	negligence	NOUN
ajfa-1752	43	5	or	or	CCONJ
ajfa-1752	43	6	fraud	fraud	NOUN
ajfa-1752	43	7	,	,	PUNCT
ajfa-1752	43	8	managers	manager	NOUN
ajfa-1752	43	9	and	and	CCONJ
ajfa-1752	43	10	office	office	NOUN
ajfa-1752	43	11	bearers	bearer	NOUN
ajfa-1752	43	12	can	can	AUX
ajfa-1752	43	13	be	be	AUX
ajfa-1752	43	14	subject	subject	ADJ
ajfa-1752	43	15	to	to	ADP
ajfa-1752	43	16	severe	severe	ADJ
ajfa-1752	43	17	penalties	penalty	NOUN
ajfa-1752	43	18	including	include	VERB
ajfa-1752	43	19	heavy	heavy	ADJ
ajfa-1752	43	20	fines	fine	NOUN
ajfa-1752	43	21	,	,	PUNCT
ajfa-1752	43	22	convictions	conviction	NOUN
ajfa-1752	43	23	and	and	CCONJ
ajfa-1752	43	24	jails	jail	NOUN
ajfa-1752	43	25	.	.	PUNCT
ajfa-1752	44	1	if	if	SCONJ
ajfa-1752	44	2	impending	impending	ADJ
ajfa-1752	44	3	company	company	NOUN
ajfa-1752	44	4	failures	failure	NOUN
ajfa-1752	44	5	are	be	AUX
ajfa-1752	44	6	not	not	PART
ajfa-1752	44	7	detected	detect	VERB
ajfa-1752	44	8	early	early	ADV
ajfa-1752	44	9	or	or	CCONJ
ajfa-1752	44	10	the	the	DET
ajfa-1752	44	11	collapse	collapse	NOUN
ajfa-1752	44	12	has	have	AUX
ajfa-1752	44	13	already	already	ADV
ajfa-1752	44	14	happened	happen	VERB
ajfa-1752	44	15	,	,	PUNCT
ajfa-1752	44	16	it	it	PRON
ajfa-1752	44	17	can	can	AUX
ajfa-1752	44	18	mean	mean	VERB
ajfa-1752	44	19	that	that	SCONJ
ajfa-1752	44	20	these	these	DET
ajfa-1752	44	21	companies	company	NOUN
ajfa-1752	44	22	may	may	AUX
ajfa-1752	44	23	not	not	PART
ajfa-1752	44	24	be	be	AUX
ajfa-1752	44	25	disclosing	disclose	VERB
ajfa-1752	44	26	truthful	truthful	ADJ
ajfa-1752	44	27	and	and	CCONJ
ajfa-1752	44	28	adequate	adequate	ADJ
ajfa-1752	44	29	information	information	NOUN
ajfa-1752	44	30	about	about	ADP
ajfa-1752	44	31	their	their	PRON
ajfa-1752	44	32	financial	financial	ADJ
ajfa-1752	44	33	health	health	NOUN
ajfa-1752	44	34	.	.	PUNCT
ajfa-1752	45	1	it	it	PRON
ajfa-1752	45	2	can	can	AUX
ajfa-1752	45	3	also	also	ADV
ajfa-1752	45	4	imply	imply	VERB
ajfa-1752	45	5	that	that	SCONJ
ajfa-1752	45	6	the	the	DET
ajfa-1752	45	7	accounting	account	VERB
ajfa-1752	45	8	asian	asian	ADJ
ajfa-1752	45	9	journal	journal	NOUN
ajfa-1752	45	10	of	of	ADP
ajfa-1752	45	11	finance	finance	PROPN
ajfa-1752	45	12	&	&	CCONJ
ajfa-1752	45	13	accounting	accounting	PROPN
ajfa-1752	45	14	issn	issn	PROPN
ajfa-1752	45	15	1946	1946	NUM
ajfa-1752	45	16	-	-	PUNCT
ajfa-1752	45	17	052x	052x	NOUN
ajfa-1752	45	18	2012	2012	NUM
ajfa-1752	45	19	,	,	PUNCT
ajfa-1752	45	20	vol	vol	NOUN
ajfa-1752	45	21	.	.	PROPN
ajfa-1752	45	22	4	4	NUM
ajfa-1752	45	23	,	,	PUNCT
ajfa-1752	45	24	no	no	INTJ
ajfa-1752	45	25	.	.	NOUN
ajfa-1752	45	26	1	1	NUM
ajfa-1752	45	27	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	45	28	333	333	NUM
ajfa-1752	45	29	standards	standard	NOUN
ajfa-1752	45	30	and	and	CCONJ
ajfa-1752	45	31	other	other	ADJ
ajfa-1752	45	32	regulatory	regulatory	ADJ
ajfa-1752	45	33	and	and	CCONJ
ajfa-1752	45	34	legal	legal	ADJ
ajfa-1752	45	35	requirements	requirement	NOUN
ajfa-1752	45	36	may	may	AUX
ajfa-1752	45	37	not	not	PART
ajfa-1752	45	38	be	be	AUX
ajfa-1752	45	39	enough	enough	ADJ
ajfa-1752	45	40	to	to	PART
ajfa-1752	45	41	ensure	ensure	VERB
ajfa-1752	45	42	proper	proper	ADJ
ajfa-1752	45	43	and	and	CCONJ
ajfa-1752	45	44	fair	fair	ADJ
ajfa-1752	45	45	disclosures	disclosure	NOUN
ajfa-1752	45	46	.	.	PUNCT
ajfa-1752	46	1	it	it	PRON
ajfa-1752	46	2	is	be	AUX
ajfa-1752	46	3	obvious	obvious	ADJ
ajfa-1752	46	4	that	that	SCONJ
ajfa-1752	46	5	any	any	DET
ajfa-1752	46	6	additional	additional	ADJ
ajfa-1752	46	7	tools	tool	NOUN
ajfa-1752	46	8	or	or	CCONJ
ajfa-1752	46	9	improved	improved	ADJ
ajfa-1752	46	10	models	model	NOUN
ajfa-1752	46	11	for	for	ADP
ajfa-1752	46	12	detecting	detect	VERB
ajfa-1752	46	13	signs	sign	NOUN
ajfa-1752	46	14	of	of	ADP
ajfa-1752	46	15	companies	company	NOUN
ajfa-1752	46	16	in	in	ADP
ajfa-1752	46	17	distress	distress	NOUN
ajfa-1752	46	18	would	would	AUX
ajfa-1752	46	19	be	be	AUX
ajfa-1752	46	20	most	most	ADV
ajfa-1752	46	21	helpful	helpful	ADJ
ajfa-1752	46	22	.	.	PUNCT
ajfa-1752	47	1	finance	finance	NOUN
ajfa-1752	47	2	managers	manager	NOUN
ajfa-1752	47	3	and	and	CCONJ
ajfa-1752	47	4	controllers	controller	NOUN
ajfa-1752	47	5	trained	train	VERB
ajfa-1752	47	6	in	in	ADP
ajfa-1752	47	7	the	the	DET
ajfa-1752	47	8	analysis	analysis	NOUN
ajfa-1752	47	9	and	and	CCONJ
ajfa-1752	47	10	evaluation	evaluation	NOUN
ajfa-1752	47	11	of	of	ADP
ajfa-1752	47	12	the	the	DET
ajfa-1752	47	13	financial	financial	ADJ
ajfa-1752	47	14	health	health	NOUN
ajfa-1752	47	15	of	of	ADP
ajfa-1752	47	16	companies	company	NOUN
ajfa-1752	47	17	can	can	AUX
ajfa-1752	47	18	take	take	VERB
ajfa-1752	47	19	corrective	corrective	ADJ
ajfa-1752	47	20	and	and	CCONJ
ajfa-1752	47	21	preventive	preventive	ADJ
ajfa-1752	47	22	measures	measure	NOUN
ajfa-1752	47	23	to	to	PART
ajfa-1752	47	24	prevent	prevent	VERB
ajfa-1752	47	25	failure	failure	NOUN
ajfa-1752	47	26	in	in	ADP
ajfa-1752	47	27	their	their	PRON
ajfa-1752	47	28	own	own	ADJ
ajfa-1752	47	29	companies	company	NOUN
ajfa-1752	47	30	.	.	PUNCT
ajfa-1752	48	1	institutional	institutional	ADJ
ajfa-1752	48	2	investors	investor	NOUN
ajfa-1752	48	3	and	and	CCONJ
ajfa-1752	48	4	fund	fund	NOUN
ajfa-1752	48	5	managers	manager	NOUN
ajfa-1752	48	6	who	who	PRON
ajfa-1752	48	7	manage	manage	VERB
ajfa-1752	48	8	large	large	ADJ
ajfa-1752	48	9	investment	investment	NOUN
ajfa-1752	48	10	portfolios	portfolio	NOUN
ajfa-1752	48	11	can	can	AUX
ajfa-1752	48	12	improve	improve	VERB
ajfa-1752	48	13	their	their	PRON
ajfa-1752	48	14	performances	performance	NOUN
ajfa-1752	48	15	and	and	CCONJ
ajfa-1752	48	16	generate	generate	VERB
ajfa-1752	48	17	higher	high	ADJ
ajfa-1752	48	18	returns	return	NOUN
ajfa-1752	48	19	for	for	ADP
ajfa-1752	48	20	their	their	PRON
ajfa-1752	48	21	clients	client	NOUN
ajfa-1752	48	22	if	if	SCONJ
ajfa-1752	48	23	they	they	PRON
ajfa-1752	48	24	can	can	AUX
ajfa-1752	48	25	distinguish	distinguish	VERB
ajfa-1752	48	26	the	the	DET
ajfa-1752	48	27	weak	weak	ADJ
ajfa-1752	48	28	companies	company	NOUN
ajfa-1752	48	29	from	from	ADP
ajfa-1752	48	30	the	the	DET
ajfa-1752	48	31	healthy	healthy	ADJ
ajfa-1752	48	32	ones	one	NOUN
ajfa-1752	48	33	.	.	PUNCT
ajfa-1752	49	1	the	the	DET
ajfa-1752	49	2	objective	objective	NOUN
ajfa-1752	49	3	of	of	ADP
ajfa-1752	49	4	this	this	DET
ajfa-1752	49	5	study	study	NOUN
ajfa-1752	49	6	is	be	AUX
ajfa-1752	49	7	to	to	PART
ajfa-1752	49	8	develop	develop	VERB
ajfa-1752	49	9	a	a	DET
ajfa-1752	49	10	failure	failure	NOUN
ajfa-1752	49	11	prediction	prediction	NOUN
ajfa-1752	49	12	model	model	NOUN
ajfa-1752	49	13	using	use	VERB
ajfa-1752	49	14	logistic	logistic	ADJ
ajfa-1752	49	15	regression	regression	NOUN
ajfa-1752	49	16	and	and	CCONJ
ajfa-1752	49	17	a	a	DET
ajfa-1752	49	18	different	different	ADJ
ajfa-1752	49	19	group	group	NOUN
ajfa-1752	49	20	of	of	ADP
ajfa-1752	49	21	financial	financial	ADJ
ajfa-1752	49	22	/	/	SYM
ajfa-1752	49	23	accounting	accounting	NOUN
ajfa-1752	49	24	ratios	ratio	NOUN
ajfa-1752	49	25	to	to	PART
ajfa-1752	49	26	obtain	obtain	VERB
ajfa-1752	49	27	a	a	DET
ajfa-1752	49	28	much	much	ADV
ajfa-1752	49	29	higher	high	ADJ
ajfa-1752	49	30	correct	correct	ADJ
ajfa-1752	49	31	classification	classification	NOUN
ajfa-1752	49	32	rates	rate	NOUN
ajfa-1752	49	33	for	for	ADP
ajfa-1752	49	34	failed	failed	ADJ
ajfa-1752	49	35	and	and	CCONJ
ajfa-1752	49	36	non	non	ADJ
ajfa-1752	49	37	-	-	ADJ
ajfa-1752	49	38	failed	failed	ADJ
ajfa-1752	49	39	companies	company	NOUN
ajfa-1752	49	40	in	in	ADP
ajfa-1752	49	41	malaysia	malaysia	PROPN
ajfa-1752	49	42	under	under	ADP
ajfa-1752	49	43	local	local	ADJ
ajfa-1752	49	44	financial	financial	ADJ
ajfa-1752	49	45	,	,	PUNCT
ajfa-1752	49	46	market	market	NOUN
ajfa-1752	49	47	and	and	CCONJ
ajfa-1752	49	48	economic	economic	ADJ
ajfa-1752	49	49	conditions	condition	NOUN
ajfa-1752	49	50	for	for	ADP
ajfa-1752	49	51	each	each	PRON
ajfa-1752	49	52	of	of	ADP
ajfa-1752	49	53	the	the	DET
ajfa-1752	49	54	five	five	NUM
ajfa-1752	49	55	years	year	NOUN
ajfa-1752	49	56	preceding	precede	VERB
ajfa-1752	49	57	the	the	DET
ajfa-1752	49	58	date	date	NOUN
ajfa-1752	49	59	of	of	ADP
ajfa-1752	49	60	the	the	DET
ajfa-1752	49	61	actual	actual	ADJ
ajfa-1752	49	62	company	company	NOUN
ajfa-1752	49	63	failure	failure	NOUN
ajfa-1752	49	64	.	.	PUNCT
ajfa-1752	50	1	although	although	SCONJ
ajfa-1752	50	2	,	,	PUNCT
ajfa-1752	50	3	more	more	ADV
ajfa-1752	50	4	advanced	advanced	ADJ
ajfa-1752	50	5	statistical	statistical	ADJ
ajfa-1752	50	6	techniques	technique	NOUN
ajfa-1752	50	7	such	such	ADJ
ajfa-1752	50	8	as	as	ADP
ajfa-1752	50	9	artificial	artificial	ADJ
ajfa-1752	50	10	neural	neural	ADJ
ajfa-1752	50	11	networks	network	NOUN
ajfa-1752	50	12	and	and	CCONJ
ajfa-1752	50	13	recursive	recursive	ADJ
ajfa-1752	50	14	partitioned	partition	VERB
ajfa-1752	50	15	decision	decision	NOUN
ajfa-1752	50	16	trees	tree	NOUN
ajfa-1752	50	17	have	have	AUX
ajfa-1752	50	18	been	be	AUX
ajfa-1752	50	19	used	use	VERB
ajfa-1752	50	20	,	,	PUNCT
ajfa-1752	50	21	results	result	NOUN
ajfa-1752	50	22	obtained	obtain	VERB
ajfa-1752	50	23	from	from	ADP
ajfa-1752	50	24	these	these	DET
ajfa-1752	50	25	later	later	ADJ
ajfa-1752	50	26	methods	method	NOUN
ajfa-1752	50	27	have	have	AUX
ajfa-1752	50	28	outperformed	outperform	VERB
ajfa-1752	50	29	other	other	ADJ
ajfa-1752	50	30	statistical	statistical	ADJ
ajfa-1752	50	31	classification	classification	NOUN
ajfa-1752	50	32	techniques	technique	NOUN
ajfa-1752	50	33	as	as	SCONJ
ajfa-1752	50	34	found	find	VERB
ajfa-1752	50	35	by	by	ADP
ajfa-1752	50	36	the	the	DET
ajfa-1752	50	37	study	study	NOUN
ajfa-1752	50	38	by	by	ADP
ajfa-1752	50	39	frydma	frydma	PROPN
ajfa-1752	50	40	,	,	PUNCT
ajfa-1752	50	41	altman	altman	PROPN
ajfa-1752	50	42	&	&	CCONJ
ajfa-1752	50	43	kao1985	kao1985	PROPN
ajfa-1752	50	44	)	)	PUNCT
ajfa-1752	50	45	.	.	PUNCT
ajfa-1752	51	1	2	2	X
ajfa-1752	51	2	.	.	X
ajfa-1752	51	3	brief	brief	ADJ
ajfa-1752	51	4	review	review	NOUN
ajfa-1752	51	5	of	of	ADP
ajfa-1752	51	6	previous	previous	ADJ
ajfa-1752	51	7	studies	study	NOUN
ajfa-1752	51	8	according	accord	VERB
ajfa-1752	51	9	to	to	ADP
ajfa-1752	51	10	green	green	ADJ
ajfa-1752	51	11	(	(	PUNCT
ajfa-1752	51	12	1978	1978	NUM
ajfa-1752	51	13	)	)	PUNCT
ajfa-1752	51	14	,	,	PUNCT
ajfa-1752	51	15	the	the	DET
ajfa-1752	51	16	earliest	early	ADJ
ajfa-1752	51	17	studies	study	NOUN
ajfa-1752	51	18	on	on	ADP
ajfa-1752	51	19	the	the	DET
ajfa-1752	51	20	financial	financial	ADJ
ajfa-1752	51	21	health	health	NOUN
ajfa-1752	51	22	of	of	ADP
ajfa-1752	51	23	companies	company	NOUN
ajfa-1752	51	24	were	be	AUX
ajfa-1752	51	25	univariate	univariate	ADJ
ajfa-1752	51	26	in	in	ADP
ajfa-1752	51	27	nature	nature	NOUN
ajfa-1752	51	28	starting	start	VERB
ajfa-1752	51	29	with	with	ADP
ajfa-1752	51	30	works	work	NOUN
ajfa-1752	51	31	by	by	ADP
ajfa-1752	51	32	fitzpatrick	fitzpatrick	PROPN
ajfa-1752	51	33	and	and	CCONJ
ajfa-1752	51	34	winakor	winakor	PROPN
ajfa-1752	51	35	&	&	CCONJ
ajfa-1752	51	36	smith	smith	PROPN
ajfa-1752	51	37	in	in	ADP
ajfa-1752	51	38	the	the	DET
ajfa-1752	51	39	1930s	1930	NOUN
ajfa-1752	51	40	and	and	CCONJ
ajfa-1752	51	41	mervin	mervin	NOUN
ajfa-1752	51	42	in	in	ADP
ajfa-1752	51	43	1942	1942	NUM
ajfa-1752	51	44	.	.	PUNCT
ajfa-1752	52	1	the	the	DET
ajfa-1752	52	2	most	most	ADV
ajfa-1752	52	3	well	well	ADV
ajfa-1752	52	4	-	-	PUNCT
ajfa-1752	52	5	known	know	VERB
ajfa-1752	52	6	univariate	univariate	ADJ
ajfa-1752	52	7	model	model	NOUN
ajfa-1752	52	8	is	be	AUX
ajfa-1752	52	9	probably	probably	ADV
ajfa-1752	52	10	the	the	DET
ajfa-1752	52	11	1966	1966	NUM
ajfa-1752	52	12	study	study	NOUN
ajfa-1752	52	13	by	by	ADP
ajfa-1752	52	14	beaver	beaver	PROPN
ajfa-1752	52	15	,	,	PUNCT
ajfa-1752	52	16	which	which	PRON
ajfa-1752	52	17	from	from	ADP
ajfa-1752	52	18	then	then	ADV
ajfa-1752	52	19	on	on	ADV
ajfa-1752	52	20	,	,	PUNCT
ajfa-1752	52	21	has	have	AUX
ajfa-1752	52	22	started	start	VERB
ajfa-1752	52	23	many	many	ADJ
ajfa-1752	52	24	other	other	ADJ
ajfa-1752	52	25	company	company	NOUN
ajfa-1752	52	26	failure	failure	NOUN
ajfa-1752	52	27	prediction	prediction	NOUN
ajfa-1752	52	28	analyses	analysis	NOUN
ajfa-1752	52	29	using	use	VERB
ajfa-1752	52	30	other	other	ADJ
ajfa-1752	52	31	statistical	statistical	ADJ
ajfa-1752	52	32	techniques	technique	NOUN
ajfa-1752	52	33	.	.	PUNCT
ajfa-1752	53	1	the	the	DET
ajfa-1752	53	2	univariate	univariate	ADJ
ajfa-1752	53	3	approach	approach	NOUN
ajfa-1752	53	4	was	be	AUX
ajfa-1752	53	5	criticized	criticize	VERB
ajfa-1752	53	6	for	for	ADP
ajfa-1752	53	7	various	various	ADJ
ajfa-1752	53	8	weaknesses	weakness	NOUN
ajfa-1752	53	9	.	.	PUNCT
ajfa-1752	54	1	altman	altman	PROPN
ajfa-1752	54	2	(	(	PUNCT
ajfa-1752	54	3	1968	1968	NUM
ajfa-1752	54	4	)	)	PUNCT
ajfa-1752	54	5	stated	state	VERB
ajfa-1752	54	6	that	that	SCONJ
ajfa-1752	54	7	one	one	NUM
ajfa-1752	54	8	of	of	ADP
ajfa-1752	54	9	the	the	DET
ajfa-1752	54	10	main	main	ADJ
ajfa-1752	54	11	shortcomings	shortcoming	NOUN
ajfa-1752	54	12	of	of	ADP
ajfa-1752	54	13	using	use	VERB
ajfa-1752	54	14	the	the	DET
ajfa-1752	54	15	univariate	univariate	ADJ
ajfa-1752	54	16	method	method	NOUN
ajfa-1752	54	17	is	be	AUX
ajfa-1752	54	18	that	that	SCONJ
ajfa-1752	54	19	the	the	DET
ajfa-1752	54	20	ratios	ratio	NOUN
ajfa-1752	54	21	are	be	AUX
ajfa-1752	54	22	not	not	PART
ajfa-1752	54	23	allowed	allow	VERB
ajfa-1752	54	24	to	to	PART
ajfa-1752	54	25	interact	interact	VERB
ajfa-1752	54	26	with	with	ADP
ajfa-1752	54	27	one	one	NUM
ajfa-1752	54	28	another	another	DET
ajfa-1752	54	29	as	as	SCONJ
ajfa-1752	54	30	each	each	DET
ajfa-1752	54	31	ratio	ratio	NOUN
ajfa-1752	54	32	is	be	AUX
ajfa-1752	54	33	examined	examine	VERB
ajfa-1752	54	34	separately	separately	ADV
ajfa-1752	54	35	,	,	PUNCT
ajfa-1752	54	36	in	in	ADP
ajfa-1752	54	37	isolation	isolation	NOUN
ajfa-1752	54	38	from	from	ADP
ajfa-1752	54	39	the	the	DET
ajfa-1752	54	40	other	other	ADJ
ajfa-1752	54	41	ratios	ratio	NOUN
ajfa-1752	54	42	.	.	PUNCT
ajfa-1752	55	1	morris	morris	PROPN
ajfa-1752	55	2	(	(	PUNCT
ajfa-1752	55	3	1998	1998	NUM
ajfa-1752	55	4	)	)	PUNCT
ajfa-1752	55	5	illustrated	illustrate	VERB
ajfa-1752	55	6	with	with	ADP
ajfa-1752	55	7	the	the	DET
ajfa-1752	55	8	example	example	NOUN
ajfa-1752	55	9	that	that	SCONJ
ajfa-1752	55	10	while	while	SCONJ
ajfa-1752	55	11	low	low	ADJ
ajfa-1752	55	12	profitability	profitability	NOUN
ajfa-1752	55	13	may	may	AUX
ajfa-1752	55	14	be	be	AUX
ajfa-1752	55	15	one	one	NUM
ajfa-1752	55	16	signal	signal	NOUN
ajfa-1752	55	17	of	of	ADP
ajfa-1752	55	18	financial	financial	ADJ
ajfa-1752	55	19	distress	distress	NOUN
ajfa-1752	55	20	,	,	PUNCT
ajfa-1752	55	21	it	it	PRON
ajfa-1752	55	22	may	may	AUX
ajfa-1752	55	23	not	not	PART
ajfa-1752	55	24	necessarily	necessarily	ADV
ajfa-1752	55	25	be	be	AUX
ajfa-1752	55	26	fatal	fatal	ADJ
ajfa-1752	55	27	if	if	SCONJ
ajfa-1752	55	28	a	a	DET
ajfa-1752	55	29	business	business	NOUN
ajfa-1752	55	30	has	have	VERB
ajfa-1752	55	31	a	a	DET
ajfa-1752	55	32	strong	strong	ADJ
ajfa-1752	55	33	liquidity	liquidity	NOUN
ajfa-1752	55	34	position	position	NOUN
ajfa-1752	55	35	,	,	PUNCT
ajfa-1752	55	36	and	and	CCONJ
ajfa-1752	55	37	likewise	likewise	ADV
ajfa-1752	55	38	,	,	PUNCT
ajfa-1752	55	39	a	a	DET
ajfa-1752	55	40	company	company	NOUN
ajfa-1752	55	41	that	that	PRON
ajfa-1752	55	42	is	be	AUX
ajfa-1752	55	43	profitable	profitable	ADJ
ajfa-1752	55	44	but	but	CCONJ
ajfa-1752	55	45	which	which	PRON
ajfa-1752	55	46	has	have	VERB
ajfa-1752	55	47	low	low	ADJ
ajfa-1752	55	48	reserves	reserve	NOUN
ajfa-1752	55	49	of	of	ADP
ajfa-1752	55	50	liquid	liquid	ADJ
ajfa-1752	55	51	assets	asset	NOUN
ajfa-1752	55	52	is	be	AUX
ajfa-1752	55	53	potentially	potentially	ADV
ajfa-1752	55	54	vulnerable	vulnerable	ADJ
ajfa-1752	55	55	if	if	SCONJ
ajfa-1752	55	56	there	there	PRON
ajfa-1752	55	57	should	should	AUX
ajfa-1752	55	58	be	be	AUX
ajfa-1752	55	59	an	an	DET
ajfa-1752	55	60	unexpected	unexpected	ADJ
ajfa-1752	55	61	setback	setback	NOUN
ajfa-1752	55	62	.	.	PUNCT
ajfa-1752	56	1	thus	thus	ADV
ajfa-1752	56	2	using	use	VERB
ajfa-1752	56	3	a	a	DET
ajfa-1752	56	4	single	single	ADJ
ajfa-1752	56	5	variable	variable	NOUN
ajfa-1752	56	6	to	to	PART
ajfa-1752	56	7	determine	determine	VERB
ajfa-1752	56	8	a	a	DET
ajfa-1752	56	9	financial	financial	ADJ
ajfa-1752	56	10	distress	distress	NOUN
ajfa-1752	56	11	situation	situation	NOUN
ajfa-1752	56	12	is	be	AUX
ajfa-1752	56	13	risky	risky	ADJ
ajfa-1752	56	14	.	.	PUNCT
ajfa-1752	57	1	from	from	ADP
ajfa-1752	57	2	some	some	PRON
ajfa-1752	57	3	of	of	ADP
ajfa-1752	57	4	the	the	DET
ajfa-1752	57	5	shortcomings	shortcoming	NOUN
ajfa-1752	57	6	of	of	ADP
ajfa-1752	57	7	univariate	univariate	ADJ
ajfa-1752	57	8	analyses	analysis	NOUN
ajfa-1752	57	9	in	in	ADP
ajfa-1752	57	10	evaluating	evaluate	VERB
ajfa-1752	57	11	ratios	ratio	NOUN
ajfa-1752	57	12	individually	individually	ADV
ajfa-1752	57	13	and	and	CCONJ
ajfa-1752	57	14	independently	independently	ADV
ajfa-1752	57	15	of	of	ADP
ajfa-1752	57	16	each	each	DET
ajfa-1752	57	17	other	other	ADJ
ajfa-1752	57	18	,	,	PUNCT
ajfa-1752	57	19	it	it	PRON
ajfa-1752	57	20	seems	seem	VERB
ajfa-1752	57	21	obvious	obvious	ADJ
ajfa-1752	57	22	that	that	SCONJ
ajfa-1752	57	23	there	there	PRON
ajfa-1752	57	24	may	may	AUX
ajfa-1752	57	25	be	be	AUX
ajfa-1752	57	26	advantages	advantage	NOUN
ajfa-1752	57	27	in	in	ADP
ajfa-1752	57	28	developing	develop	VERB
ajfa-1752	57	29	models	model	NOUN
ajfa-1752	57	30	which	which	PRON
ajfa-1752	57	31	simultaneously	simultaneously	ADV
ajfa-1752	57	32	examine	examine	VERB
ajfa-1752	57	33	a	a	DET
ajfa-1752	57	34	number	number	NOUN
ajfa-1752	57	35	of	of	ADP
ajfa-1752	57	36	key	key	ADJ
ajfa-1752	57	37	characteristics	characteristic	NOUN
ajfa-1752	57	38	,	,	PUNCT
ajfa-1752	57	39	such	such	ADJ
ajfa-1752	57	40	as	as	ADP
ajfa-1752	57	41	profitability	profitability	NOUN
ajfa-1752	57	42	,	,	PUNCT
ajfa-1752	57	43	short	short	ADJ
ajfa-1752	57	44	and	and	CCONJ
ajfa-1752	57	45	long	long	ADJ
ajfa-1752	57	46	term	term	NOUN
ajfa-1752	57	47	liquidity	liquidity	NOUN
ajfa-1752	57	48	,	,	PUNCT
ajfa-1752	57	49	gearing	gearing	NOUN
ajfa-1752	57	50	and	and	CCONJ
ajfa-1752	57	51	so	so	ADV
ajfa-1752	57	52	on	on	ADV
ajfa-1752	57	53	.	.	PUNCT
ajfa-1752	58	1	in	in	ADP
ajfa-1752	58	2	attempts	attempt	NOUN
ajfa-1752	58	3	to	to	PART
ajfa-1752	58	4	formulate	formulate	VERB
ajfa-1752	58	5	models	model	NOUN
ajfa-1752	58	6	that	that	PRON
ajfa-1752	58	7	take	take	VERB
ajfa-1752	58	8	into	into	ADP
ajfa-1752	58	9	account	account	NOUN
ajfa-1752	58	10	the	the	DET
ajfa-1752	58	11	simultaneous	simultaneous	ADJ
ajfa-1752	58	12	interaction	interaction	NOUN
ajfa-1752	58	13	between	between	ADP
ajfa-1752	58	14	variables	variable	NOUN
ajfa-1752	58	15	,	,	PUNCT
ajfa-1752	58	16	researchers	researcher	NOUN
ajfa-1752	58	17	have	have	AUX
ajfa-1752	58	18	devised	devise	VERB
ajfa-1752	58	19	,	,	PUNCT
ajfa-1752	58	20	and	and	CCONJ
ajfa-1752	58	21	come	come	VERB
ajfa-1752	58	22	out	out	ADP
ajfa-1752	58	23	with	with	ADP
ajfa-1752	58	24	newer	new	ADJ
ajfa-1752	58	25	models	model	NOUN
ajfa-1752	58	26	mostly	mostly	ADV
ajfa-1752	58	27	based	base	VERB
ajfa-1752	58	28	on	on	ADP
ajfa-1752	58	29	multiple	multiple	ADJ
ajfa-1752	58	30	regression	regression	NOUN
ajfa-1752	58	31	statistical	statistical	ADJ
ajfa-1752	58	32	techniques	technique	NOUN
ajfa-1752	58	33	such	such	ADJ
ajfa-1752	58	34	as	as	ADP
ajfa-1752	58	35	multiple	multiple	ADJ
ajfa-1752	58	36	discriminant	discriminant	ADJ
ajfa-1752	58	37	analysis	analysis	NOUN
ajfa-1752	58	38	by	by	ADP
ajfa-1752	58	39	altman	altman	PROPN
ajfa-1752	58	40	(	(	PUNCT
ajfa-1752	58	41	1968	1968	NUM
ajfa-1752	58	42	)	)	PUNCT
ajfa-1752	58	43	and	and	CCONJ
ajfa-1752	58	44	koh	koh	PROPN
ajfa-1752	58	45	&	&	CCONJ
ajfa-1752	58	46	killough	killough	PROPN
ajfa-1752	58	47	(	(	PUNCT
ajfa-1752	58	48	1990	1990	NUM
ajfa-1752	58	49	)	)	PUNCT
ajfa-1752	58	50	and	and	CCONJ
ajfa-1752	58	51	logistic	logistic	ADJ
ajfa-1752	58	52	regression	regression	NOUN
ajfa-1752	58	53	by	by	ADP
ajfa-1752	58	54	ohlson	ohlson	NOUN
ajfa-1752	58	55	(	(	PUNCT
ajfa-1752	58	56	1980	1980	NUM
ajfa-1752	58	57	)	)	PUNCT
ajfa-1752	58	58	,	,	PUNCT
ajfa-1752	58	59	gilbert	gilbert	PROPN
ajfa-1752	58	60	,	,	PUNCT
ajfa-1752	58	61	menon	menon	PROPN
ajfa-1752	58	62	&	&	CCONJ
ajfa-1752	58	63	schwartz	schwartz	PROPN
ajfa-1752	58	64	(	(	PUNCT
ajfa-1752	58	65	1990	1990	NUM
ajfa-1752	58	66	)	)	PUNCT
ajfa-1752	58	67	and	and	CCONJ
ajfa-1752	58	68	lin	lin	PROPN
ajfa-1752	58	69	&	&	CCONJ
ajfa-1752	58	70	piesse	piesse	PROPN
ajfa-1752	58	71	(	(	PUNCT
ajfa-1752	58	72	2004	2004	NUM
ajfa-1752	58	73	)	)	PUNCT
ajfa-1752	58	74	.	.	PUNCT
ajfa-1752	59	1	another	another	DET
ajfa-1752	59	2	popular	popular	ADJ
ajfa-1752	59	3	modeling	modeling	NOUN
ajfa-1752	59	4	technique	technique	NOUN
ajfa-1752	59	5	is	be	AUX
ajfa-1752	59	6	artificial	artificial	ADJ
ajfa-1752	59	7	neural	neural	ADJ
ajfa-1752	59	8	network	network	NOUN
ajfa-1752	59	9	which	which	PRON
ajfa-1752	59	10	uses	use	VERB
ajfa-1752	59	11	a	a	DET
ajfa-1752	59	12	non	non	ADJ
ajfa-1752	59	13	-	-	ADJ
ajfa-1752	59	14	linear	linear	ADJ
ajfa-1752	59	15	approach	approach	NOUN
ajfa-1752	59	16	and	and	CCONJ
ajfa-1752	59	17	gives	give	VERB
ajfa-1752	59	18	a	a	DET
ajfa-1752	59	19	computer	computer	NOUN
ajfa-1752	59	20	system	system	NOUN
ajfa-1752	59	21	an	an	DET
ajfa-1752	59	22	amazing	amazing	ADJ
ajfa-1752	59	23	capacity	capacity	NOUN
ajfa-1752	59	24	to	to	PART
ajfa-1752	59	25	actually	actually	ADV
ajfa-1752	59	26	learn	learn	VERB
ajfa-1752	59	27	from	from	ADP
ajfa-1752	59	28	input	input	NOUN
ajfa-1752	59	29	data	datum	NOUN
ajfa-1752	59	30	.	.	PUNCT
ajfa-1752	60	1	asian	asian	ADJ
ajfa-1752	60	2	journal	journal	PROPN
ajfa-1752	60	3	of	of	ADP
ajfa-1752	60	4	finance	finance	PROPN
ajfa-1752	60	5	&	&	CCONJ
ajfa-1752	60	6	accounting	accounting	PROPN
ajfa-1752	60	7	issn	issn	PROPN
ajfa-1752	60	8	1946	1946	NUM
ajfa-1752	60	9	-	-	PUNCT
ajfa-1752	60	10	052x	052x	NOUN
ajfa-1752	60	11	2012	2012	NUM
ajfa-1752	60	12	,	,	PUNCT
ajfa-1752	60	13	vol	vol	NOUN
ajfa-1752	60	14	.	.	PROPN
ajfa-1752	60	15	4	4	NUM
ajfa-1752	60	16	,	,	PUNCT
ajfa-1752	60	17	no	no	INTJ
ajfa-1752	60	18	.	.	NOUN
ajfa-1752	60	19	1	1	NUM
ajfa-1752	60	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	60	21	334	334	NUM
ajfa-1752	60	22	artificial	artificial	ADJ
ajfa-1752	60	23	neural	neural	ADJ
ajfa-1752	60	24	networks	network	NOUN
ajfa-1752	60	25	(	(	PUNCT
ajfa-1752	60	26	anns	anns	PROPN
ajfa-1752	60	27	)	)	PUNCT
ajfa-1752	60	28	have	have	AUX
ajfa-1752	60	29	provided	provide	VERB
ajfa-1752	60	30	solutions	solution	NOUN
ajfa-1752	60	31	to	to	ADP
ajfa-1752	60	32	problems	problem	NOUN
ajfa-1752	60	33	normally	normally	ADV
ajfa-1752	60	34	requiring	require	VERB
ajfa-1752	60	35	human	human	ADJ
ajfa-1752	60	36	observation	observation	NOUN
ajfa-1752	60	37	and	and	CCONJ
ajfa-1752	60	38	thought	think	VERB
ajfa-1752	60	39	processes	process	NOUN
ajfa-1752	60	40	including	include	VERB
ajfa-1752	60	41	speech	speech	NOUN
ajfa-1752	60	42	and	and	CCONJ
ajfa-1752	60	43	pattern	pattern	NOUN
ajfa-1752	60	44	recognition	recognition	NOUN
ajfa-1752	60	45	,	,	PUNCT
ajfa-1752	60	46	credit	credit	NOUN
ajfa-1752	60	47	rating	rating	NOUN
ajfa-1752	60	48	and	and	CCONJ
ajfa-1752	60	49	bankruptcy	bankruptcy	NOUN
ajfa-1752	60	50	forecasting	forecasting	NOUN
ajfa-1752	60	51	.	.	PUNCT
ajfa-1752	61	1	studies	study	NOUN
ajfa-1752	61	2	on	on	ADP
ajfa-1752	61	3	company	company	NOUN
ajfa-1752	61	4	failure	failure	NOUN
ajfa-1752	61	5	predictions	prediction	NOUN
ajfa-1752	61	6	using	use	VERB
ajfa-1752	61	7	anns	ann	NOUN
ajfa-1752	61	8	have	have	AUX
ajfa-1752	61	9	been	be	AUX
ajfa-1752	61	10	carried	carry	VERB
ajfa-1752	61	11	out	out	ADP
ajfa-1752	61	12	by	by	ADP
ajfa-1752	61	13	dorsey	dorsey	PROPN
ajfa-1752	61	14	,	,	PUNCT
ajfa-1752	61	15	edminster	edminster	PROPN
ajfa-1752	61	16	&	&	CCONJ
ajfa-1752	61	17	johnson	johnson	PROPN
ajfa-1752	61	18	(	(	PUNCT
ajfa-1752	61	19	1995	1995	NUM
ajfa-1752	61	20	)	)	PUNCT
ajfa-1752	61	21	and	and	CCONJ
ajfa-1752	61	22	pramodh	pramodh	PROPN
ajfa-1752	61	23	&	&	CCONJ
ajfa-1752	61	24	ravi	ravi	PROPN
ajfa-1752	61	25	(	(	PUNCT
ajfa-1752	61	26	2007	2007	NUM
ajfa-1752	61	27	)	)	PUNCT
ajfa-1752	61	28	.	.	PUNCT
ajfa-1752	62	1	some	some	DET
ajfa-1752	62	2	other	other	ADJ
ajfa-1752	62	3	well	well	ADV
ajfa-1752	62	4	-	-	PUNCT
ajfa-1752	62	5	known	know	VERB
ajfa-1752	62	6	modeling	modeling	NOUN
ajfa-1752	62	7	techniques	technique	NOUN
ajfa-1752	62	8	that	that	PRON
ajfa-1752	62	9	have	have	AUX
ajfa-1752	62	10	been	be	AUX
ajfa-1752	62	11	developed	develop	VERB
ajfa-1752	62	12	and	and	CCONJ
ajfa-1752	62	13	used	use	VERB
ajfa-1752	62	14	for	for	ADP
ajfa-1752	62	15	corporate	corporate	ADJ
ajfa-1752	62	16	failure	failure	NOUN
ajfa-1752	62	17	predictions	prediction	NOUN
ajfa-1752	62	18	include	include	VERB
ajfa-1752	62	19	balance	balance	NOUN
ajfa-1752	62	20	sheet	sheet	NOUN
ajfa-1752	62	21	decomposition	decomposition	NOUN
ajfa-1752	62	22	model	model	NOUN
ajfa-1752	62	23	by	by	ADP
ajfa-1752	62	24	lev	lev	NOUN
ajfa-1752	62	25	(	(	PUNCT
ajfa-1752	62	26	1973	1973	NUM
ajfa-1752	62	27	)	)	PUNCT
ajfa-1752	62	28	,	,	PUNCT
ajfa-1752	62	29	cash	cash	NOUN
ajfa-1752	62	30	based	base	VERB
ajfa-1752	62	31	models	model	NOUN
ajfa-1752	62	32	by	by	ADP
ajfa-1752	62	33	casey	casey	PROPN
ajfa-1752	62	34	&	&	CCONJ
ajfa-1752	62	35	bartczak	bartczak	PROPN
ajfa-1752	62	36	(	(	PUNCT
ajfa-1752	62	37	1985	1985	NUM
ajfa-1752	62	38	)	)	PUNCT
ajfa-1752	62	39	and	and	CCONJ
ajfa-1752	62	40	aziz	aziz	PROPN
ajfa-1752	62	41	,	,	PUNCT
ajfa-1752	62	42	emanuel	emanuel	PROPN
ajfa-1752	62	43	&	&	CCONJ
ajfa-1752	62	44	lawson	lawson	PROPN
ajfa-1752	62	45	(	(	PUNCT
ajfa-1752	62	46	1998	1998	NUM
ajfa-1752	62	47	)	)	PUNCT
ajfa-1752	62	48	,	,	PUNCT
ajfa-1752	62	49	the	the	DET
ajfa-1752	62	50	hazard	hazard	NOUN
ajfa-1752	62	51	model	model	NOUN
ajfa-1752	62	52	by	by	ADP
ajfa-1752	62	53	shumway	shumway	NOUN
ajfa-1752	62	54	(	(	PUNCT
ajfa-1752	62	55	2001	2001	NUM
ajfa-1752	62	56	)	)	PUNCT
ajfa-1752	62	57	and	and	CCONJ
ajfa-1752	62	58	the	the	DET
ajfa-1752	62	59	survival	survival	NOUN
ajfa-1752	62	60	analysis	analysis	NOUN
ajfa-1752	62	61	model	model	NOUN
ajfa-1752	62	62	by	by	ADP
ajfa-1752	62	63	gepp	gepp	PROPN
ajfa-1752	62	64	&	&	CCONJ
ajfa-1752	62	65	kumar	kumar	PROPN
ajfa-1752	62	66	(	(	PUNCT
ajfa-1752	62	67	2008	2008	NUM
ajfa-1752	62	68	)	)	PUNCT
ajfa-1752	62	69	.	.	PUNCT
ajfa-1752	63	1	however	however	ADV
ajfa-1752	63	2	,	,	PUNCT
ajfa-1752	63	3	not	not	PART
ajfa-1752	63	4	all	all	DET
ajfa-1752	63	5	the	the	DET
ajfa-1752	63	6	above	above	ADJ
ajfa-1752	63	7	methodologies	methodology	NOUN
ajfa-1752	63	8	and	and	CCONJ
ajfa-1752	63	9	techniques	technique	NOUN
ajfa-1752	63	10	are	be	AUX
ajfa-1752	63	11	popular	popular	ADJ
ajfa-1752	63	12	and	and	CCONJ
ajfa-1752	63	13	some	some	PRON
ajfa-1752	63	14	have	have	AUX
ajfa-1752	63	15	not	not	PART
ajfa-1752	63	16	been	be	AUX
ajfa-1752	63	17	commonly	commonly	ADV
ajfa-1752	63	18	used	use	VERB
ajfa-1752	63	19	in	in	ADP
ajfa-1752	63	20	distress	distress	NOUN
ajfa-1752	63	21	studies	study	NOUN
ajfa-1752	63	22	.	.	PUNCT
ajfa-1752	64	1	in	in	ADP
ajfa-1752	64	2	almost	almost	ADV
ajfa-1752	64	3	all	all	PRON
ajfa-1752	64	4	bankruptcy	bankruptcy	NOUN
ajfa-1752	64	5	studies	study	NOUN
ajfa-1752	64	6	,	,	PUNCT
ajfa-1752	64	7	financial	financial	ADJ
ajfa-1752	64	8	measures	measure	NOUN
ajfa-1752	64	9	and	and	CCONJ
ajfa-1752	64	10	financial	financial	ADJ
ajfa-1752	64	11	ratios	ratio	NOUN
ajfa-1752	64	12	play	play	VERB
ajfa-1752	64	13	the	the	DET
ajfa-1752	64	14	dominant	dominant	ADJ
ajfa-1752	64	15	role	role	NOUN
ajfa-1752	64	16	in	in	ADP
ajfa-1752	64	17	almost	almost	ADV
ajfa-1752	64	18	all	all	DET
ajfa-1752	64	19	the	the	DET
ajfa-1752	64	20	variables	variable	NOUN
ajfa-1752	64	21	used	use	VERB
ajfa-1752	64	22	as	as	ADP
ajfa-1752	64	23	predictors	predictor	NOUN
ajfa-1752	64	24	attesting	attest	VERB
ajfa-1752	64	25	to	to	ADP
ajfa-1752	64	26	the	the	DET
ajfa-1752	64	27	fact	fact	NOUN
ajfa-1752	64	28	that	that	SCONJ
ajfa-1752	64	29	ratios	ratio	NOUN
ajfa-1752	64	30	do	do	AUX
ajfa-1752	64	31	contribute	contribute	VERB
ajfa-1752	64	32	substantially	substantially	ADV
ajfa-1752	64	33	and	and	CCONJ
ajfa-1752	64	34	immeasurably	immeasurably	ADV
ajfa-1752	64	35	to	to	ADP
ajfa-1752	64	36	understanding	understand	VERB
ajfa-1752	64	37	company	company	NOUN
ajfa-1752	64	38	financial	financial	ADJ
ajfa-1752	64	39	performance	performance	NOUN
ajfa-1752	64	40	and	and	CCONJ
ajfa-1752	64	41	future	future	ADJ
ajfa-1752	64	42	financial	financial	ADJ
ajfa-1752	64	43	status	status	NOUN
ajfa-1752	64	44	.	.	PUNCT
ajfa-1752	65	1	deakin	deakin	PROPN
ajfa-1752	65	2	(	(	PUNCT
ajfa-1752	65	3	1972	1972	NUM
ajfa-1752	65	4	)	)	PUNCT
ajfa-1752	65	5	showed	show	VERB
ajfa-1752	65	6	considerable	considerable	ADJ
ajfa-1752	65	7	evidence	evidence	NOUN
ajfa-1752	65	8	that	that	SCONJ
ajfa-1752	65	9	investors	investor	NOUN
ajfa-1752	65	10	use	use	VERB
ajfa-1752	65	11	financial	financial	ADJ
ajfa-1752	65	12	ratios	ratio	NOUN
ajfa-1752	65	13	to	to	PART
ajfa-1752	65	14	study	study	VERB
ajfa-1752	65	15	and	and	CCONJ
ajfa-1752	65	16	analyze	analyze	VERB
ajfa-1752	65	17	published	publish	VERB
ajfa-1752	65	18	financial	financial	ADJ
ajfa-1752	65	19	data	datum	NOUN
ajfa-1752	65	20	,	,	PUNCT
ajfa-1752	65	21	implying	imply	VERB
ajfa-1752	65	22	its	its	PRON
ajfa-1752	65	23	usefulness	usefulness	NOUN
ajfa-1752	65	24	consistent	consistent	ADJ
ajfa-1752	65	25	with	with	ADP
ajfa-1752	65	26	the	the	DET
ajfa-1752	65	27	accounting	accounting	NOUN
ajfa-1752	65	28	and	and	CCONJ
ajfa-1752	65	29	finance	finance	NOUN
ajfa-1752	65	30	literature	literature	NOUN
ajfa-1752	65	31	which	which	PRON
ajfa-1752	65	32	asserts	assert	VERB
ajfa-1752	65	33	that	that	SCONJ
ajfa-1752	65	34	ratio	ratio	NOUN
ajfa-1752	65	35	analysis	analysis	NOUN
ajfa-1752	65	36	is	be	AUX
ajfa-1752	65	37	useful	useful	ADJ
ajfa-1752	65	38	to	to	ADP
ajfa-1752	65	39	investors	investor	NOUN
ajfa-1752	65	40	.	.	PUNCT
ajfa-1752	66	1	gardiner	gardiner	NOUN
ajfa-1752	66	2	(	(	PUNCT
ajfa-1752	66	3	1995	1995	NUM
ajfa-1752	66	4	)	)	PUNCT
ajfa-1752	66	5	in	in	ADP
ajfa-1752	66	6	a	a	DET
ajfa-1752	66	7	review	review	NOUN
ajfa-1752	66	8	of	of	ADP
ajfa-1752	66	9	some	some	PRON
ajfa-1752	66	10	of	of	ADP
ajfa-1752	66	11	the	the	DET
ajfa-1752	66	12	most	most	ADV
ajfa-1752	66	13	important	important	ADJ
ajfa-1752	66	14	financial	financial	ADJ
ajfa-1752	66	15	ratios	ratio	NOUN
ajfa-1752	66	16	stated	state	VERB
ajfa-1752	66	17	that	that	SCONJ
ajfa-1752	66	18	ratio	ratio	NOUN
ajfa-1752	66	19	analysis	analysis	NOUN
ajfa-1752	66	20	is	be	AUX
ajfa-1752	66	21	universally	universally	ADV
ajfa-1752	66	22	recognized	recognize	VERB
ajfa-1752	66	23	as	as	ADP
ajfa-1752	66	24	a	a	DET
ajfa-1752	66	25	powerful	powerful	ADJ
ajfa-1752	66	26	financial	financial	ADJ
ajfa-1752	66	27	tool	tool	NOUN
ajfa-1752	66	28	and	and	CCONJ
ajfa-1752	66	29	are	be	AUX
ajfa-1752	66	30	used	use	VERB
ajfa-1752	66	31	by	by	ADP
ajfa-1752	66	32	investors	investor	NOUN
ajfa-1752	66	33	when	when	SCONJ
ajfa-1752	66	34	deciding	decide	VERB
ajfa-1752	66	35	between	between	ADP
ajfa-1752	66	36	choices	choice	NOUN
ajfa-1752	66	37	of	of	ADP
ajfa-1752	66	38	alternative	alternative	ADJ
ajfa-1752	66	39	investments	investment	NOUN
ajfa-1752	66	40	.	.	PUNCT
ajfa-1752	67	1	his	his	PRON
ajfa-1752	67	2	study	study	NOUN
ajfa-1752	67	3	also	also	ADV
ajfa-1752	67	4	confirmed	confirm	VERB
ajfa-1752	67	5	that	that	SCONJ
ajfa-1752	67	6	financial	financial	ADJ
ajfa-1752	67	7	ratios	ratio	NOUN
ajfa-1752	67	8	are	be	AUX
ajfa-1752	67	9	used	use	VERB
ajfa-1752	67	10	by	by	ADP
ajfa-1752	67	11	banks	bank	NOUN
ajfa-1752	67	12	and	and	CCONJ
ajfa-1752	67	13	other	other	ADJ
ajfa-1752	67	14	lenders	lender	NOUN
ajfa-1752	67	15	before	before	SCONJ
ajfa-1752	67	16	decisions	decision	NOUN
ajfa-1752	67	17	are	be	AUX
ajfa-1752	67	18	made	make	VERB
ajfa-1752	67	19	on	on	ADP
ajfa-1752	67	20	whether	whether	SCONJ
ajfa-1752	67	21	to	to	PART
ajfa-1752	67	22	grant	grant	VERB
ajfa-1752	67	23	certain	certain	ADJ
ajfa-1752	67	24	loans	loan	NOUN
ajfa-1752	67	25	,	,	PUNCT
ajfa-1752	67	26	by	by	ADP
ajfa-1752	67	27	auditors	auditor	NOUN
ajfa-1752	67	28	when	when	SCONJ
ajfa-1752	67	29	they	they	PRON
ajfa-1752	67	30	conduct	conduct	VERB
ajfa-1752	67	31	analytical	analytical	ADJ
ajfa-1752	67	32	reviews	review	NOUN
ajfa-1752	67	33	of	of	ADP
ajfa-1752	67	34	their	their	PRON
ajfa-1752	67	35	clients	client	NOUN
ajfa-1752	67	36	as	as	ADV
ajfa-1752	67	37	well	well	ADV
ajfa-1752	67	38	as	as	ADP
ajfa-1752	67	39	by	by	ADP
ajfa-1752	67	40	companies	company	NOUN
ajfa-1752	67	41	when	when	SCONJ
ajfa-1752	67	42	assessing	assess	VERB
ajfa-1752	67	43	the	the	DET
ajfa-1752	67	44	creditworthiness	creditworthiness	NOUN
ajfa-1752	67	45	of	of	ADP
ajfa-1752	67	46	their	their	PRON
ajfa-1752	67	47	debtors	debtor	NOUN
ajfa-1752	67	48	.	.	PUNCT
ajfa-1752	68	1	3	3	X
ajfa-1752	68	2	.	.	X
ajfa-1752	68	3	methodology	methodology	NOUN
ajfa-1752	68	4	3.1	3.1	NUM
ajfa-1752	68	5	selection	selection	NOUN
ajfa-1752	68	6	of	of	ADP
ajfa-1752	68	7	variables	variable	NOUN
ajfa-1752	68	8	karels	karels	PROPN
ajfa-1752	68	9	&	&	CCONJ
ajfa-1752	68	10	prakash	prakash	PROPN
ajfa-1752	68	11	(	(	PUNCT
ajfa-1752	68	12	1987	1987	NUM
ajfa-1752	68	13	)	)	PUNCT
ajfa-1752	68	14	suggested	suggest	VERB
ajfa-1752	68	15	a	a	DET
ajfa-1752	68	16	careful	careful	ADJ
ajfa-1752	68	17	selection	selection	NOUN
ajfa-1752	68	18	of	of	ADP
ajfa-1752	68	19	ratios	ratio	NOUN
ajfa-1752	68	20	to	to	PART
ajfa-1752	68	21	be	be	AUX
ajfa-1752	68	22	used	use	VERB
ajfa-1752	68	23	in	in	ADP
ajfa-1752	68	24	the	the	DET
ajfa-1752	68	25	development	development	NOUN
ajfa-1752	68	26	of	of	ADP
ajfa-1752	68	27	a	a	DET
ajfa-1752	68	28	bankruptcy	bankruptcy	NOUN
ajfa-1752	68	29	prediction	prediction	NOUN
ajfa-1752	68	30	model	model	NOUN
ajfa-1752	68	31	,	,	PUNCT
ajfa-1752	68	32	as	as	SCONJ
ajfa-1752	68	33	the	the	DET
ajfa-1752	68	34	choice	choice	NOUN
ajfa-1752	68	35	of	of	ADP
ajfa-1752	68	36	ratios	ratio	NOUN
ajfa-1752	68	37	can	can	AUX
ajfa-1752	68	38	affect	affect	VERB
ajfa-1752	68	39	the	the	DET
ajfa-1752	68	40	prediction	prediction	NOUN
ajfa-1752	68	41	accuracy	accuracy	NOUN
ajfa-1752	68	42	of	of	ADP
ajfa-1752	68	43	the	the	DET
ajfa-1752	68	44	model	model	NOUN
ajfa-1752	68	45	.	.	PUNCT
ajfa-1752	69	1	the	the	DET
ajfa-1752	69	2	choice	choice	NOUN
ajfa-1752	69	3	of	of	ADP
ajfa-1752	69	4	ratios	ratio	NOUN
ajfa-1752	69	5	used	use	VERB
ajfa-1752	69	6	may	may	AUX
ajfa-1752	69	7	have	have	VERB
ajfa-1752	69	8	to	to	PART
ajfa-1752	69	9	be	be	AUX
ajfa-1752	69	10	different	different	ADJ
ajfa-1752	69	11	for	for	ADP
ajfa-1752	69	12	companies	company	NOUN
ajfa-1752	69	13	in	in	ADP
ajfa-1752	69	14	different	different	ADJ
ajfa-1752	69	15	industries	industry	NOUN
ajfa-1752	69	16	.	.	PUNCT
ajfa-1752	70	1	gombola	gombola	PROPN
ajfa-1752	70	2	&	&	CCONJ
ajfa-1752	70	3	ketz	ketz	PROPN
ajfa-1752	70	4	(	(	PUNCT
ajfa-1752	70	5	1983	1983	NUM
ajfa-1752	70	6	)	)	PUNCT
ajfa-1752	70	7	found	find	VERB
ajfa-1752	70	8	that	that	SCONJ
ajfa-1752	70	9	ratios	ratio	NOUN
ajfa-1752	70	10	in	in	ADP
ajfa-1752	70	11	the	the	DET
ajfa-1752	70	12	retail	retail	ADJ
ajfa-1752	70	13	and	and	CCONJ
ajfa-1752	70	14	manufacturing	manufacturing	NOUN
ajfa-1752	70	15	industries	industry	NOUN
ajfa-1752	70	16	are	be	AUX
ajfa-1752	70	17	at	at	ADP
ajfa-1752	70	18	their	their	PRON
ajfa-1752	70	19	extreme	extreme	NOUN
ajfa-1752	70	20	in	in	ADP
ajfa-1752	70	21	their	their	PRON
ajfa-1752	70	22	characteristics	characteristic	NOUN
ajfa-1752	70	23	and	and	CCONJ
ajfa-1752	70	24	that	that	SCONJ
ajfa-1752	70	25	companies	company	NOUN
ajfa-1752	70	26	in	in	ADP
ajfa-1752	70	27	other	other	ADJ
ajfa-1752	70	28	industries	industry	NOUN
ajfa-1752	70	29	seems	seem	VERB
ajfa-1752	70	30	to	to	PART
ajfa-1752	70	31	fall	fall	VERB
ajfa-1752	70	32	in	in	ADP
ajfa-1752	70	33	-	-	PUNCT
ajfa-1752	70	34	between	between	ADP
ajfa-1752	70	35	these	these	DET
ajfa-1752	70	36	extreme	extreme	ADJ
ajfa-1752	70	37	ends	end	NOUN
ajfa-1752	70	38	.	.	PUNCT
ajfa-1752	71	1	shivaswamy	shivaswamy	PROPN
ajfa-1752	71	2	&	&	CCONJ
ajfa-1752	71	3	holban	holban	PROPN
ajfa-1752	71	4	(	(	PUNCT
ajfa-1752	71	5	1993	1993	NUM
ajfa-1752	71	6	)	)	PUNCT
ajfa-1752	71	7	identified	identify	VERB
ajfa-1752	71	8	19	19	NUM
ajfa-1752	71	9	ratios	ratio	NOUN
ajfa-1752	71	10	as	as	ADP
ajfa-1752	71	11	important	important	ADJ
ajfa-1752	71	12	in	in	ADP
ajfa-1752	71	13	analyzing	analyze	VERB
ajfa-1752	71	14	retail	retail	ADJ
ajfa-1752	71	15	companies	company	NOUN
ajfa-1752	71	16	and	and	CCONJ
ajfa-1752	71	17	14	14	NUM
ajfa-1752	71	18	ratios	ratio	NOUN
ajfa-1752	71	19	considered	consider	VERB
ajfa-1752	71	20	important	important	ADJ
ajfa-1752	71	21	in	in	ADP
ajfa-1752	71	22	analyzing	analyze	VERB
ajfa-1752	71	23	manufacturing	manufacturing	NOUN
ajfa-1752	71	24	companies	company	NOUN
ajfa-1752	71	25	.	.	PUNCT
ajfa-1752	72	1	in	in	ADP
ajfa-1752	72	2	their	their	PRON
ajfa-1752	72	3	study	study	NOUN
ajfa-1752	72	4	,	,	PUNCT
ajfa-1752	72	5	they	they	PRON
ajfa-1752	72	6	found	find	VERB
ajfa-1752	72	7	that	that	SCONJ
ajfa-1752	72	8	bankers	banker	NOUN
ajfa-1752	72	9	use	use	VERB
ajfa-1752	72	10	one	one	NUM
ajfa-1752	72	11	set	set	NOUN
ajfa-1752	72	12	of	of	ADP
ajfa-1752	72	13	ratios	ratio	NOUN
ajfa-1752	72	14	to	to	PART
ajfa-1752	72	15	evaluate	evaluate	VERB
ajfa-1752	72	16	retail	retail	ADJ
ajfa-1752	72	17	firms	firm	NOUN
ajfa-1752	72	18	and	and	CCONJ
ajfa-1752	72	19	another	another	DET
ajfa-1752	72	20	set	set	NOUN
ajfa-1752	72	21	of	of	ADP
ajfa-1752	72	22	ratios	ratio	NOUN
ajfa-1752	72	23	when	when	SCONJ
ajfa-1752	72	24	appraising	appraise	VERB
ajfa-1752	72	25	manufacturers	manufacturer	NOUN
ajfa-1752	72	26	.	.	PUNCT
ajfa-1752	73	1	bankers	banker	NOUN
ajfa-1752	73	2	found	find	VERB
ajfa-1752	73	3	that	that	SCONJ
ajfa-1752	73	4	liquidity	liquidity	NOUN
ajfa-1752	73	5	and	and	CCONJ
ajfa-1752	73	6	activity	activity	NOUN
ajfa-1752	73	7	ratio	ratio	NOUN
ajfa-1752	73	8	groups	group	NOUN
ajfa-1752	73	9	were	be	AUX
ajfa-1752	73	10	significantly	significantly	ADV
ajfa-1752	73	11	more	more	ADV
ajfa-1752	73	12	important	important	ADJ
ajfa-1752	73	13	for	for	ADP
ajfa-1752	73	14	retailers	retailer	NOUN
ajfa-1752	73	15	than	than	ADP
ajfa-1752	73	16	for	for	ADP
ajfa-1752	73	17	manufacturers	manufacturer	NOUN
ajfa-1752	73	18	while	while	SCONJ
ajfa-1752	73	19	the	the	DET
ajfa-1752	73	20	profitability	profitability	NOUN
ajfa-1752	73	21	and	and	CCONJ
ajfa-1752	73	22	leverage	leverage	NOUN
ajfa-1752	73	23	ratio	ratio	NOUN
ajfa-1752	73	24	groups	group	NOUN
ajfa-1752	73	25	were	be	AUX
ajfa-1752	73	26	equally	equally	ADV
ajfa-1752	73	27	important	important	ADJ
ajfa-1752	73	28	for	for	ADP
ajfa-1752	73	29	both	both	DET
ajfa-1752	73	30	groups	group	NOUN
ajfa-1752	73	31	.	.	PUNCT
ajfa-1752	74	1	koh	koh	PROPN
ajfa-1752	74	2	&	&	CCONJ
ajfa-1752	74	3	killough	killough	PROPN
ajfa-1752	74	4	(	(	PUNCT
ajfa-1752	74	5	1986	1986	NUM
ajfa-1752	74	6	)	)	PUNCT
ajfa-1752	74	7	found	find	VERB
ajfa-1752	74	8	that	that	SCONJ
ajfa-1752	74	9	it	it	PRON
ajfa-1752	74	10	is	be	AUX
ajfa-1752	74	11	not	not	PART
ajfa-1752	74	12	necessary	necessary	ADJ
ajfa-1752	74	13	to	to	PART
ajfa-1752	74	14	have	have	VERB
ajfa-1752	74	15	a	a	DET
ajfa-1752	74	16	large	large	ADJ
ajfa-1752	74	17	number	number	NOUN
ajfa-1752	74	18	of	of	ADP
ajfa-1752	74	19	ratios	ratio	NOUN
ajfa-1752	74	20	to	to	PART
ajfa-1752	74	21	predict	predict	VERB
ajfa-1752	74	22	business	business	NOUN
ajfa-1752	74	23	failures	failure	NOUN
ajfa-1752	74	24	and	and	CCONJ
ajfa-1752	74	25	all	all	DET
ajfa-1752	74	26	that	that	PRON
ajfa-1752	74	27	is	be	AUX
ajfa-1752	74	28	needed	need	VERB
ajfa-1752	74	29	is	be	AUX
ajfa-1752	74	30	a	a	DET
ajfa-1752	74	31	set	set	NOUN
ajfa-1752	74	32	of	of	ADP
ajfa-1752	74	33	dominant	dominant	ADJ
ajfa-1752	74	34	ratios	ratio	NOUN
ajfa-1752	74	35	derived	derive	VERB
ajfa-1752	74	36	from	from	ADP
ajfa-1752	74	37	a	a	DET
ajfa-1752	74	38	larger	large	ADJ
ajfa-1752	74	39	set	set	NOUN
ajfa-1752	74	40	of	of	ADP
ajfa-1752	74	41	related	related	ADJ
ajfa-1752	74	42	ratios	ratio	NOUN
ajfa-1752	74	43	.	.	PUNCT
ajfa-1752	75	1	in	in	ADP
ajfa-1752	75	2	this	this	DET
ajfa-1752	75	3	study	study	NOUN
ajfa-1752	75	4	,	,	PUNCT
ajfa-1752	75	5	16	16	NUM
ajfa-1752	75	6	ratios	ratio	NOUN
ajfa-1752	75	7	(	(	PUNCT
ajfa-1752	75	8	table	table	NOUN
ajfa-1752	75	9	1	1	NUM
ajfa-1752	75	10	)	)	PUNCT
ajfa-1752	75	11	were	be	AUX
ajfa-1752	75	12	selected	select	VERB
ajfa-1752	75	13	among	among	ADP
ajfa-1752	75	14	the	the	DET
ajfa-1752	75	15	many	many	ADJ
ajfa-1752	75	16	that	that	PRON
ajfa-1752	75	17	had	have	AUX
ajfa-1752	75	18	been	be	AUX
ajfa-1752	75	19	used	use	VERB
ajfa-1752	75	20	in	in	ADP
ajfa-1752	75	21	previous	previous	ADJ
ajfa-1752	75	22	studies	study	NOUN
ajfa-1752	75	23	.	.	PUNCT
ajfa-1752	76	1	these	these	DET
ajfa-1752	76	2	ratios	ratio	NOUN
ajfa-1752	76	3	were	be	AUX
ajfa-1752	76	4	selected	select	VERB
ajfa-1752	76	5	to	to	PART
ajfa-1752	76	6	evaluate	evaluate	VERB
ajfa-1752	76	7	profitability	profitability	NOUN
ajfa-1752	76	8	,	,	PUNCT
ajfa-1752	76	9	asian	asian	ADJ
ajfa-1752	76	10	journal	journal	NOUN
ajfa-1752	76	11	of	of	ADP
ajfa-1752	76	12	finance	finance	PROPN
ajfa-1752	76	13	&	&	CCONJ
ajfa-1752	76	14	accounting	accounting	PROPN
ajfa-1752	76	15	issn	issn	PROPN
ajfa-1752	76	16	1946	1946	NUM
ajfa-1752	76	17	-	-	PUNCT
ajfa-1752	76	18	052x	052x	NOUN
ajfa-1752	76	19	2012	2012	NUM
ajfa-1752	76	20	,	,	PUNCT
ajfa-1752	76	21	vol	vol	NOUN
ajfa-1752	76	22	.	.	PROPN
ajfa-1752	77	1	4	4	NUM
ajfa-1752	77	2	,	,	PUNCT
ajfa-1752	77	3	no	no	INTJ
ajfa-1752	77	4	.	.	NOUN
ajfa-1752	77	5	1	1	NUM
ajfa-1752	77	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	77	7	335	335	NUM
ajfa-1752	77	8	efficiency	efficiency	NOUN
ajfa-1752	77	9	,	,	PUNCT
ajfa-1752	77	10	liquidity	liquidity	NOUN
ajfa-1752	77	11	,	,	PUNCT
ajfa-1752	77	12	and	and	CCONJ
ajfa-1752	77	13	solvency	solvency	NOUN
ajfa-1752	77	14	and	and	CCONJ
ajfa-1752	77	15	leverage	leverage	NOUN
ajfa-1752	77	16	.	.	PUNCT
ajfa-1752	78	1	the	the	DET
ajfa-1752	78	2	selection	selection	NOUN
ajfa-1752	78	3	and	and	CCONJ
ajfa-1752	78	4	the	the	DET
ajfa-1752	78	5	choice	choice	NOUN
ajfa-1752	78	6	of	of	ADP
ajfa-1752	78	7	ratios	ratio	NOUN
ajfa-1752	78	8	were	be	AUX
ajfa-1752	78	9	based	base	VERB
ajfa-1752	78	10	on	on	ADP
ajfa-1752	78	11	two	two	NUM
ajfa-1752	78	12	main	main	ADJ
ajfa-1752	78	13	conditions	condition	NOUN
ajfa-1752	78	14	.	.	PUNCT
ajfa-1752	79	1	the	the	DET
ajfa-1752	79	2	ratios	ratio	NOUN
ajfa-1752	79	3	have	have	AUX
ajfa-1752	79	4	been	be	AUX
ajfa-1752	79	5	frequently	frequently	ADV
ajfa-1752	79	6	used	use	VERB
ajfa-1752	79	7	in	in	ADP
ajfa-1752	79	8	past	past	ADJ
ajfa-1752	79	9	studies	study	NOUN
ajfa-1752	79	10	and	and	CCONJ
ajfa-1752	79	11	that	that	SCONJ
ajfa-1752	79	12	the	the	DET
ajfa-1752	79	13	ratios	ratio	NOUN
ajfa-1752	79	14	have	have	AUX
ajfa-1752	79	15	been	be	AUX
ajfa-1752	79	16	shown	show	VERB
ajfa-1752	79	17	to	to	PART
ajfa-1752	79	18	perform	perform	VERB
ajfa-1752	79	19	well	well	ADV
ajfa-1752	79	20	in	in	ADP
ajfa-1752	79	21	past	past	ADJ
ajfa-1752	79	22	studies	study	NOUN
ajfa-1752	79	23	.	.	PUNCT
ajfa-1752	80	1	table	table	NOUN
ajfa-1752	80	2	1	1	NUM
ajfa-1752	80	3	also	also	ADV
ajfa-1752	80	4	shows	show	VERB
ajfa-1752	80	5	some	some	PRON
ajfa-1752	80	6	of	of	ADP
ajfa-1752	80	7	the	the	DET
ajfa-1752	80	8	earlier	early	ADJ
ajfa-1752	80	9	studies	study	NOUN
ajfa-1752	80	10	that	that	PRON
ajfa-1752	80	11	have	have	AUX
ajfa-1752	80	12	also	also	ADV
ajfa-1752	80	13	used	use	VERB
ajfa-1752	80	14	these	these	DET
ajfa-1752	80	15	ratios	ratio	NOUN
ajfa-1752	80	16	in	in	ADP
ajfa-1752	80	17	their	their	PRON
ajfa-1752	80	18	analyses	analysis	NOUN
ajfa-1752	80	19	.	.	PUNCT
ajfa-1752	81	1	table	table	NOUN
ajfa-1752	81	2	1	1	NUM
ajfa-1752	81	3	.	.	PUNCT
ajfa-1752	82	1	the	the	DET
ajfa-1752	82	2	sixteen	sixteen	NUM
ajfa-1752	82	3	ratios	ratio	NOUN
ajfa-1752	82	4	selected	select	VERB
ajfa-1752	82	5	in	in	ADP
ajfa-1752	82	6	this	this	DET
ajfa-1752	82	7	study	study	NOUN
ajfa-1752	82	8	descriptions	description	NOUN
ajfa-1752	82	9	initials	initial	NOUN
ajfa-1752	82	10	measure	measure	NOUN
ajfa-1752	82	11	used	use	VERB
ajfa-1752	82	12	in	in	ADP
ajfa-1752	82	13	past	past	ADJ
ajfa-1752	82	14	studies	study	NOUN
ajfa-1752	82	15	1	1	NUM
ajfa-1752	82	16	net	net	ADJ
ajfa-1752	82	17	income	income	NOUN
ajfa-1752	82	18	to	to	ADP
ajfa-1752	82	19	total	total	ADJ
ajfa-1752	82	20	assets	asset	NOUN
ajfa-1752	82	21	nita	nita	PROPN
ajfa-1752	82	22	profitability	profitability	PROPN
ajfa-1752	82	23	ohlson	ohlson	NOUN
ajfa-1752	82	24	(	(	PUNCT
ajfa-1752	82	25	1980	1980	NUM
ajfa-1752	82	26	)	)	PUNCT
ajfa-1752	82	27	flagg	flagg	PROPN
ajfa-1752	82	28	(	(	PUNCT
ajfa-1752	82	29	1991	1991	NUM
ajfa-1752	82	30	)	)	PUNCT
ajfa-1752	82	31	adiana	adiana	NOUN
ajfa-1752	82	32	(	(	PUNCT
ajfa-1752	82	33	2008	2008	NUM
ajfa-1752	82	34	)	)	PUNCT
ajfa-1752	82	35	2	2	NUM
ajfa-1752	82	36	retained	retain	VERB
ajfa-1752	82	37	earnings	earning	NOUN
ajfa-1752	82	38	to	to	ADP
ajfa-1752	82	39	total	total	ADJ
ajfa-1752	82	40	assets	asset	NOUN
ajfa-1752	82	41	reta	reta	PROPN
ajfa-1752	82	42	profitability	profitability	NOUN
ajfa-1752	82	43	altman	altman	PROPN
ajfa-1752	82	44	(	(	PUNCT
ajfa-1752	82	45	1968	1968	NUM
ajfa-1752	82	46	)	)	PUNCT
ajfa-1752	82	47	gilbert	gilbert	PROPN
ajfa-1752	82	48	(	(	PUNCT
ajfa-1752	82	49	1990	1990	NUM
ajfa-1752	82	50	)	)	PUNCT
ajfa-1752	82	51	flagg	flagg	PROPN
ajfa-1752	82	52	(	(	PUNCT
ajfa-1752	82	53	1991	1991	NUM
ajfa-1752	82	54	)	)	PUNCT
ajfa-1752	82	55	3	3	NUM
ajfa-1752	82	56	earnings	earning	NOUN
ajfa-1752	82	57	before	before	ADP
ajfa-1752	82	58	interest	interest	NOUN
ajfa-1752	82	59	and	and	CCONJ
ajfa-1752	82	60	tax	tax	NOUN
ajfa-1752	82	61	to	to	ADP
ajfa-1752	82	62	total	total	ADJ
ajfa-1752	82	63	assets	asset	NOUN
ajfa-1752	82	64	ebitta	ebitta	PROPN
ajfa-1752	82	65	profitability	profitability	PROPN
ajfa-1752	82	66	altman	altman	PROPN
ajfa-1752	82	67	(	(	PUNCT
ajfa-1752	82	68	1968	1968	NUM
ajfa-1752	82	69	)	)	PUNCT
ajfa-1752	82	70	gombola	gombola	PROPN
ajfa-1752	82	71	(	(	PUNCT
ajfa-1752	82	72	1983	1983	NUM
ajfa-1752	82	73	)	)	PUNCT
ajfa-1752	82	74	karels	karel	NOUN
ajfa-1752	82	75	(	(	PUNCT
ajfa-1752	82	76	1987	1987	NUM
ajfa-1752	82	77	)	)	PUNCT
ajfa-1752	82	78	4	4	NUM
ajfa-1752	82	79	net	net	ADJ
ajfa-1752	82	80	income	income	NOUN
ajfa-1752	82	81	to	to	ADP
ajfa-1752	82	82	sales	sales	PROPN
ajfa-1752	82	83	nis	nis	PROPN
ajfa-1752	82	84	profitability	profitability	PROPN
ajfa-1752	82	85	gombola	gombola	PROPN
ajfa-1752	82	86	(	(	PUNCT
ajfa-1752	82	87	1983	1983	NUM
ajfa-1752	82	88	)	)	PUNCT
ajfa-1752	82	89	mutchler	mutchler	NOUN
ajfa-1752	82	90	(	(	PUNCT
ajfa-1752	82	91	1985	1985	NUM
ajfa-1752	82	92	)	)	PUNCT
ajfa-1752	82	93	karels	karel	NOUN
ajfa-1752	82	94	(	(	PUNCT
ajfa-1752	82	95	1987	1987	NUM
ajfa-1752	82	96	)	)	PUNCT
ajfa-1752	82	97	5	5	NUM
ajfa-1752	82	98	current	current	ADJ
ajfa-1752	82	99	asset	asset	NOUN
ajfa-1752	82	100	to	to	ADP
ajfa-1752	82	101	current	current	ADJ
ajfa-1752	82	102	liabilities	liability	NOUN
ajfa-1752	82	103	(	(	PUNCT
ajfa-1752	82	104	current	current	ADJ
ajfa-1752	82	105	ratio	ratio	NOUN
ajfa-1752	82	106	)	)	PUNCT
ajfa-1752	82	107	cacl	cacl	PROPN
ajfa-1752	82	108	liquidity	liquidity	NOUN
ajfa-1752	82	109	beaver	beaver	NOUN
ajfa-1752	82	110	(	(	PUNCT
ajfa-1752	82	111	1966	1966	NUM
ajfa-1752	82	112	)	)	PUNCT
ajfa-1752	82	113	altman	altman	NOUN
ajfa-1752	82	114	(	(	PUNCT
ajfa-1752	82	115	1977	1977	NUM
ajfa-1752	82	116	)	)	PUNCT
ajfa-1752	82	117	gilbert	gilbert	PROPN
ajfa-1752	82	118	(	(	PUNCT
ajfa-1752	82	119	1990	1990	NUM
ajfa-1752	82	120	)	)	PUNCT
ajfa-1752	82	121	zulkarnain	zulkarnain	NOUN
ajfa-1752	82	122	(	(	PUNCT
ajfa-1752	82	123	2001	2001	NUM
ajfa-1752	82	124	)	)	PUNCT
ajfa-1752	82	125	6	6	NUM
ajfa-1752	82	126	working	work	VERB
ajfa-1752	82	127	capital	capital	NOUN
ajfa-1752	82	128	to	to	ADP
ajfa-1752	82	129	total	total	ADJ
ajfa-1752	82	130	assets	asset	NOUN
ajfa-1752	82	131	wcta	wcta	ADJ
ajfa-1752	82	132	liquidity	liquidity	NOUN
ajfa-1752	82	133	beaver	beaver	NOUN
ajfa-1752	82	134	(	(	PUNCT
ajfa-1752	82	135	1966	1966	NUM
ajfa-1752	82	136	)	)	PUNCT
ajfa-1752	82	137	altman	altman	NOUN
ajfa-1752	82	138	(	(	PUNCT
ajfa-1752	82	139	1968	1968	NUM
ajfa-1752	82	140	)	)	PUNCT
ajfa-1752	82	141	ohlson	ohlson	NOUN
ajfa-1752	82	142	(	(	PUNCT
ajfa-1752	82	143	1980	1980	NUM
ajfa-1752	82	144	)	)	PUNCT
ajfa-1752	82	145	mossman	mossman	PROPN
ajfa-1752	82	146	(	(	PUNCT
ajfa-1752	82	147	1998	1998	NUM
ajfa-1752	82	148	)	)	PUNCT
ajfa-1752	82	149	jones	jones	PROPN
ajfa-1752	82	150	(	(	PUNCT
ajfa-1752	82	151	2004	2004	NUM
ajfa-1752	82	152	)	)	PUNCT
ajfa-1752	82	153	7	7	NUM
ajfa-1752	82	154	market	market	NOUN
ajfa-1752	82	155	value	value	NOUN
ajfa-1752	82	156	equity	equity	NOUN
ajfa-1752	82	157	to	to	PART
ajfa-1752	82	158	total	total	VERB
ajfa-1752	82	159	debt	debt	NOUN
ajfa-1752	82	160	metd	metd	NOUN
ajfa-1752	82	161	liquidity	liquidity	NOUN
ajfa-1752	82	162	altman	altman	NOUN
ajfa-1752	82	163	(	(	PUNCT
ajfa-1752	82	164	1977	1977	NUM
ajfa-1752	82	165	)	)	PUNCT
ajfa-1752	82	166	mossman	mossman	PROPN
ajfa-1752	82	167	(	(	PUNCT
ajfa-1752	82	168	1998	1998	NUM
ajfa-1752	82	169	)	)	PUNCT
ajfa-1752	82	170	zulkarnain	zulkarnain	NOUN
ajfa-1752	82	171	(	(	PUNCT
ajfa-1752	82	172	2001	2001	NUM
ajfa-1752	82	173	)	)	PUNCT
ajfa-1752	82	174	8	8	NUM
ajfa-1752	82	175	cash	cash	NOUN
ajfa-1752	82	176	flow	flow	NOUN
ajfa-1752	82	177	to	to	ADP
ajfa-1752	82	178	total	total	ADJ
ajfa-1752	82	179	debts	debt	NOUN
ajfa-1752	82	180	cftd	cftd	PROPN
ajfa-1752	82	181	liquidity	liquidity	NOUN
ajfa-1752	82	182	beaver	beaver	NOUN
ajfa-1752	82	183	(	(	PUNCT
ajfa-1752	82	184	1966	1966	NUM
ajfa-1752	82	185	)	)	PUNCT
ajfa-1752	82	186	casey	casey	NOUN
ajfa-1752	82	187	(	(	PUNCT
ajfa-1752	82	188	1985	1985	NUM
ajfa-1752	82	189	)	)	PUNCT
ajfa-1752	82	190	gilbert	gilbert	PROPN
ajfa-1752	82	191	(	(	PUNCT
ajfa-1752	82	192	1990	1990	NUM
ajfa-1752	82	193	)	)	PUNCT
ajfa-1752	82	194	9	9	NUM
ajfa-1752	82	195	cash	cash	NOUN
ajfa-1752	82	196	to	to	ADP
ajfa-1752	82	197	sales	sale	NOUN
ajfa-1752	82	198	cs	cs	PROPN
ajfa-1752	82	199	liquidity	liquidity	NOUN
ajfa-1752	82	200	deakin	deakin	PROPN
ajfa-1752	82	201	(	(	PUNCT
ajfa-1752	82	202	1972	1972	NUM
ajfa-1752	82	203	)	)	PUNCT
ajfa-1752	82	204	karels	karel	NOUN
ajfa-1752	82	205	(	(	PUNCT
ajfa-1752	82	206	1987	1987	NUM
ajfa-1752	82	207	)	)	PUNCT
ajfa-1752	82	208	10	10	NUM
ajfa-1752	82	209	current	current	ADJ
ajfa-1752	82	210	assets	asset	NOUN
ajfa-1752	82	211	to	to	PART
ajfa-1752	82	212	total	total	VERB
ajfa-1752	82	213	assets	asset	NOUN
ajfa-1752	82	214	cata	cata	PROPN
ajfa-1752	82	215	liquidity	liquidity	PROPN
ajfa-1752	82	216	deakin	deakin	PROPN
ajfa-1752	82	217	(	(	PUNCT
ajfa-1752	82	218	1972	1972	NUM
ajfa-1752	82	219	)	)	PUNCT
ajfa-1752	82	220	gilbert	gilbert	PROPN
ajfa-1752	82	221	(	(	PUNCT
ajfa-1752	82	222	1990	1990	NUM
ajfa-1752	82	223	)	)	PUNCT
ajfa-1752	82	224	11	11	NUM
ajfa-1752	82	225	working	work	VERB
ajfa-1752	82	226	capital	capital	NOUN
ajfa-1752	82	227	to	to	ADP
ajfa-1752	82	228	sales	sale	NOUN
ajfa-1752	82	229	wcs	wcs	PROPN
ajfa-1752	82	230	liquidity	liquidity	NOUN
ajfa-1752	82	231	deakin	deakin	PROPN
ajfa-1752	82	232	(	(	PUNCT
ajfa-1752	82	233	1972	1972	NUM
ajfa-1752	82	234	)	)	PUNCT
ajfa-1752	82	235	karels	karel	NOUN
ajfa-1752	82	236	(	(	PUNCT
ajfa-1752	82	237	1987	1987	NUM
ajfa-1752	82	238	)	)	PUNCT
ajfa-1752	82	239	12	12	NUM
ajfa-1752	82	240	cash	cash	NOUN
ajfa-1752	82	241	to	to	ADP
ajfa-1752	82	242	current	current	ADJ
ajfa-1752	82	243	liabilities	liability	NOUN
ajfa-1752	82	244	ccl	ccl	PROPN
ajfa-1752	82	245	liquidity	liquidity	PROPN
ajfa-1752	82	246	deakin	deakin	PROPN
ajfa-1752	82	247	(	(	PUNCT
ajfa-1752	82	248	1972	1972	NUM
ajfa-1752	82	249	)	)	PUNCT
ajfa-1752	82	250	zavgren	zavgren	NOUN
ajfa-1752	82	251	(	(	PUNCT
ajfa-1752	82	252	1985	1985	NUM
ajfa-1752	82	253	)	)	PUNCT
ajfa-1752	82	254	asian	asian	ADJ
ajfa-1752	82	255	journal	journal	NOUN
ajfa-1752	82	256	of	of	ADP
ajfa-1752	82	257	finance	finance	PROPN
ajfa-1752	82	258	&	&	CCONJ
ajfa-1752	82	259	accounting	accounting	PROPN
ajfa-1752	82	260	issn	issn	PROPN
ajfa-1752	82	261	1946	1946	NUM
ajfa-1752	82	262	-	-	PUNCT
ajfa-1752	82	263	052x	052x	NOUN
ajfa-1752	82	264	2012	2012	NUM
ajfa-1752	82	265	,	,	PUNCT
ajfa-1752	82	266	vol	vol	NOUN
ajfa-1752	82	267	.	.	PROPN
ajfa-1752	82	268	4	4	NUM
ajfa-1752	82	269	,	,	PUNCT
ajfa-1752	82	270	no	no	INTJ
ajfa-1752	82	271	.	.	NOUN
ajfa-1752	82	272	1	1	NUM
ajfa-1752	82	273	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	82	274	336	336	NUM
ajfa-1752	82	275	adiana	adiana	NOUN
ajfa-1752	82	276	(	(	PUNCT
ajfa-1752	82	277	2008	2008	NUM
ajfa-1752	82	278	)	)	PUNCT
ajfa-1752	82	279	13	13	NUM
ajfa-1752	82	280	total	total	ADJ
ajfa-1752	82	281	debts	debt	NOUN
ajfa-1752	82	282	to	to	ADP
ajfa-1752	82	283	total	total	ADJ
ajfa-1752	82	284	assets	asset	NOUN
ajfa-1752	82	285	tdta	tdta	NOUN
ajfa-1752	82	286	solvency	solvency	NOUN
ajfa-1752	82	287	beaver	beaver	NOUN
ajfa-1752	82	288	(	(	PUNCT
ajfa-1752	82	289	1966	1966	NUM
ajfa-1752	82	290	)	)	PUNCT
ajfa-1752	82	291	ohlson	ohlson	NOUN
ajfa-1752	82	292	(	(	PUNCT
ajfa-1752	82	293	1980	1980	NUM
ajfa-1752	82	294	)	)	PUNCT
ajfa-1752	82	295	zulkarnain	zulkarnain	NOUN
ajfa-1752	82	296	(	(	PUNCT
ajfa-1752	82	297	2001	2001	NUM
ajfa-1752	82	298	)	)	PUNCT
ajfa-1752	82	299	14	14	NUM
ajfa-1752	82	300	funds	fund	NOUN
ajfa-1752	82	301	flow	flow	VERB
ajfa-1752	82	302	to	to	ADP
ajfa-1752	82	303	total	total	ADJ
ajfa-1752	82	304	liabilities	liability	NOUN
ajfa-1752	82	305	fftl	fftl	PROPN
ajfa-1752	82	306	liquidity	liquidity	NOUN
ajfa-1752	82	307	ohlson	ohlson	NOUN
ajfa-1752	82	308	(	(	PUNCT
ajfa-1752	82	309	1980	1980	NUM
ajfa-1752	82	310	)	)	PUNCT
ajfa-1752	82	311	15	15	NUM
ajfa-1752	82	312	debtors	debtor	NOUN
ajfa-1752	82	313	turnover	turnover	NOUN
ajfa-1752	82	314	debtor	debtor	NOUN
ajfa-1752	82	315	efficiency	efficiency	NOUN
ajfa-1752	82	316	gombola	gombola	PROPN
ajfa-1752	82	317	(	(	PUNCT
ajfa-1752	82	318	1983	1983	NUM
ajfa-1752	82	319	)	)	PUNCT
ajfa-1752	82	320	zavgren	zavgren	NOUN
ajfa-1752	82	321	(	(	PUNCT
ajfa-1752	82	322	1985	1985	NUM
ajfa-1752	82	323	)	)	PUNCT
ajfa-1752	82	324	16	16	NUM
ajfa-1752	82	325	sales	sale	NOUN
ajfa-1752	82	326	to	to	ADP
ajfa-1752	82	327	total	total	ADJ
ajfa-1752	82	328	assets	asset	NOUN
ajfa-1752	82	329	sta	sta	NOUN
ajfa-1752	82	330	efficiency	efficiency	PROPN
ajfa-1752	82	331	gilbert	gilbert	PROPN
ajfa-1752	82	332	(	(	PUNCT
ajfa-1752	82	333	1990	1990	NUM
ajfa-1752	82	334	)	)	PUNCT
ajfa-1752	82	335	mohamed	mohamed	PROPN
ajfa-1752	82	336	(	(	PUNCT
ajfa-1752	82	337	2001	2001	NUM
ajfa-1752	82	338	)	)	PUNCT
ajfa-1752	82	339	3.2	3.2	NUM
ajfa-1752	82	340	data	datum	NOUN
ajfa-1752	82	341	collection	collection	NOUN
ajfa-1752	82	342	and	and	CCONJ
ajfa-1752	82	343	sample	sample	NOUN
ajfa-1752	82	344	financial	financial	ADJ
ajfa-1752	82	345	data	datum	NOUN
ajfa-1752	82	346	from	from	ADP
ajfa-1752	82	347	the	the	DET
ajfa-1752	82	348	annual	annual	ADJ
ajfa-1752	82	349	reports	report	NOUN
ajfa-1752	82	350	of	of	ADP
ajfa-1752	82	351	the	the	DET
ajfa-1752	82	352	selected	select	VERB
ajfa-1752	82	353	failed	fail	VERB
ajfa-1752	82	354	and	and	CCONJ
ajfa-1752	82	355	non	non	ADJ
ajfa-1752	82	356	-	-	ADJ
ajfa-1752	82	357	failed	failed	ADJ
ajfa-1752	82	358	public	public	ADJ
ajfa-1752	82	359	companies	company	NOUN
ajfa-1752	82	360	listed	list	VERB
ajfa-1752	82	361	in	in	ADP
ajfa-1752	82	362	bursa	bursa	PROPN
ajfa-1752	82	363	malaysia	malaysia	PROPN
ajfa-1752	82	364	were	be	AUX
ajfa-1752	82	365	extracted	extract	VERB
ajfa-1752	82	366	.	.	PUNCT
ajfa-1752	83	1	the	the	DET
ajfa-1752	83	2	data	datum	NOUN
ajfa-1752	83	3	collected	collect	VERB
ajfa-1752	83	4	were	be	AUX
ajfa-1752	83	5	for	for	ADP
ajfa-1752	83	6	a	a	DET
ajfa-1752	83	7	ten	ten	NUM
ajfa-1752	83	8	-	-	PUNCT
ajfa-1752	83	9	year	year	NOUN
ajfa-1752	83	10	period	period	NOUN
ajfa-1752	83	11	starting	start	VERB
ajfa-1752	83	12	1996	1996	NUM
ajfa-1752	83	13	until	until	ADP
ajfa-1752	83	14	the	the	DET
ajfa-1752	83	15	end	end	NOUN
ajfa-1752	83	16	2005	2005	NUM
ajfa-1752	83	17	.	.	PUNCT
ajfa-1752	84	1	data	datum	NOUN
ajfa-1752	84	2	of	of	ADP
ajfa-1752	84	3	the	the	DET
ajfa-1752	84	4	selected	select	VERB
ajfa-1752	84	5	failed	fail	VERB
ajfa-1752	84	6	and	and	CCONJ
ajfa-1752	84	7	non	non	ADJ
ajfa-1752	84	8	-	-	ADJ
ajfa-1752	84	9	failed	failed	ADJ
ajfa-1752	84	10	companies	company	NOUN
ajfa-1752	84	11	were	be	AUX
ajfa-1752	84	12	obtained	obtain	VERB
ajfa-1752	84	13	for	for	ADP
ajfa-1752	84	14	five	five	NUM
ajfa-1752	84	15	years	year	NOUN
ajfa-1752	84	16	preceding	precede	VERB
ajfa-1752	84	17	the	the	DET
ajfa-1752	84	18	actual	actual	ADJ
ajfa-1752	84	19	failure	failure	NOUN
ajfa-1752	84	20	.	.	PUNCT
ajfa-1752	85	1	the	the	DET
ajfa-1752	85	2	“	"	PUNCT
ajfa-1752	85	3	first	first	ADJ
ajfa-1752	85	4	year	year	NOUN
ajfa-1752	85	5	preceding	precede	VERB
ajfa-1752	85	6	failure	failure	NOUN
ajfa-1752	85	7	”	"	PUNCT
ajfa-1752	85	8	is	be	AUX
ajfa-1752	85	9	defined	define	VERB
ajfa-1752	85	10	as	as	ADP
ajfa-1752	85	11	that	that	DET
ajfa-1752	85	12	year	year	NOUN
ajfa-1752	85	13	included	include	VERB
ajfa-1752	85	14	in	in	ADP
ajfa-1752	85	15	the	the	DET
ajfa-1752	85	16	most	most	ADV
ajfa-1752	85	17	recent	recent	ADJ
ajfa-1752	85	18	financial	financial	ADJ
ajfa-1752	85	19	statement	statement	NOUN
ajfa-1752	85	20	prior	prior	ADV
ajfa-1752	85	21	to	to	ADP
ajfa-1752	85	22	the	the	DET
ajfa-1752	85	23	date	date	NOUN
ajfa-1752	85	24	that	that	PRON
ajfa-1752	85	25	the	the	DET
ajfa-1752	85	26	company	company	NOUN
ajfa-1752	85	27	failed	fail	VERB
ajfa-1752	85	28	,	,	PUNCT
ajfa-1752	85	29	i.e.	i.e.	X
ajfa-1752	85	30	,	,	PUNCT
ajfa-1752	85	31	if	if	SCONJ
ajfa-1752	85	32	the	the	DET
ajfa-1752	85	33	company	company	NOUN
ajfa-1752	85	34	failed	fail	VERB
ajfa-1752	85	35	in	in	ADP
ajfa-1752	85	36	2006	2006	NUM
ajfa-1752	85	37	,	,	PUNCT
ajfa-1752	85	38	then	then	ADV
ajfa-1752	85	39	the	the	DET
ajfa-1752	85	40	last	last	ADJ
ajfa-1752	85	41	financial	financial	ADJ
ajfa-1752	85	42	statement	statement	NOUN
ajfa-1752	85	43	data	datum	NOUN
ajfa-1752	85	44	used	use	VERB
ajfa-1752	85	45	would	would	AUX
ajfa-1752	85	46	be	be	AUX
ajfa-1752	85	47	the	the	DET
ajfa-1752	85	48	one	one	NUM
ajfa-1752	85	49	prepared	prepare	VERB
ajfa-1752	85	50	for	for	ADP
ajfa-1752	85	51	the	the	DET
ajfa-1752	85	52	most	most	ADV
ajfa-1752	85	53	recent	recent	ADJ
ajfa-1752	85	54	year	year	NOUN
ajfa-1752	85	55	before	before	ADP
ajfa-1752	85	56	failure	failure	NOUN
ajfa-1752	85	57	.	.	PUNCT
ajfa-1752	86	1	the	the	DET
ajfa-1752	86	2	second	second	ADJ
ajfa-1752	86	3	year	year	NOUN
ajfa-1752	86	4	prior	prior	ADV
ajfa-1752	86	5	to	to	ADP
ajfa-1752	86	6	failure	failure	NOUN
ajfa-1752	86	7	would	would	AUX
ajfa-1752	86	8	be	be	AUX
ajfa-1752	86	9	the	the	DET
ajfa-1752	86	10	financial	financial	ADJ
ajfa-1752	86	11	year	year	NOUN
ajfa-1752	86	12	preceding	precede	VERB
ajfa-1752	86	13	the	the	DET
ajfa-1752	86	14	first	first	ADJ
ajfa-1752	86	15	year	year	NOUN
ajfa-1752	86	16	.	.	PUNCT
ajfa-1752	87	1	if	if	SCONJ
ajfa-1752	87	2	the	the	DET
ajfa-1752	87	3	first	first	ADJ
ajfa-1752	87	4	year	year	NOUN
ajfa-1752	87	5	prior	prior	ADV
ajfa-1752	87	6	to	to	ADP
ajfa-1752	87	7	failure	failure	NOUN
ajfa-1752	87	8	was	be	AUX
ajfa-1752	87	9	31	31	NUM
ajfa-1752	87	10	december	december	PROPN
ajfa-1752	87	11	2006	2006	NUM
ajfa-1752	87	12	,	,	PUNCT
ajfa-1752	87	13	then	then	ADV
ajfa-1752	87	14	data	datum	NOUN
ajfa-1752	87	15	for	for	ADP
ajfa-1752	87	16	the	the	DET
ajfa-1752	87	17	preceding	precede	VERB
ajfa-1752	87	18	4	4	NUM
ajfa-1752	87	19	years	year	NOUN
ajfa-1752	87	20	ending	end	VERB
ajfa-1752	87	21	31	31	NUM
ajfa-1752	87	22	december	december	PROPN
ajfa-1752	87	23	2002	2002	NUM
ajfa-1752	87	24	to	to	ADP
ajfa-1752	87	25	31	31	NUM
ajfa-1752	87	26	december	december	PROPN
ajfa-1752	87	27	2005	2005	NUM
ajfa-1752	87	28	would	would	AUX
ajfa-1752	87	29	be	be	AUX
ajfa-1752	87	30	used	use	VERB
ajfa-1752	87	31	.	.	PUNCT
ajfa-1752	88	1	beaver	beaver	NOUN
ajfa-1752	88	2	(	(	PUNCT
ajfa-1752	88	3	1966	1966	NUM
ajfa-1752	88	4	)	)	PUNCT
ajfa-1752	88	5	,	,	PUNCT
ajfa-1752	88	6	altman	altman	NOUN
ajfa-1752	88	7	(	(	PUNCT
ajfa-1752	88	8	1968	1968	NUM
ajfa-1752	88	9	)	)	PUNCT
ajfa-1752	88	10	,	,	PUNCT
ajfa-1752	88	11	lev	lev	NOUN
ajfa-1752	88	12	(	(	PUNCT
ajfa-1752	88	13	1973	1973	NUM
ajfa-1752	88	14	)	)	PUNCT
ajfa-1752	88	15	,	,	PUNCT
ajfa-1752	88	16	letza	letza	NOUN
ajfa-1752	88	17	,	,	PUNCT
ajfa-1752	88	18	kalupa	kalupa	PROPN
ajfa-1752	88	19	&	&	CCONJ
ajfa-1752	88	20	kowalski	kowalski	PROPN
ajfa-1752	88	21	(	(	PUNCT
ajfa-1752	88	22	2003	2003	NUM
ajfa-1752	88	23	)	)	PUNCT
ajfa-1752	88	24	and	and	CCONJ
ajfa-1752	88	25	aziz	aziz	PROPN
ajfa-1752	88	26	,	,	PUNCT
ajfa-1752	88	27	emanuel	emanuel	PROPN
ajfa-1752	88	28	&	&	CCONJ
ajfa-1752	88	29	lawson	lawson	PROPN
ajfa-1752	88	30	(	(	PUNCT
ajfa-1752	88	31	1988	1988	NUM
ajfa-1752	88	32	)	)	PUNCT
ajfa-1752	88	33	has	have	AUX
ajfa-1752	88	34	all	all	PRON
ajfa-1752	88	35	used	use	VERB
ajfa-1752	88	36	matched	match	VERB
ajfa-1752	88	37	pair	pair	NOUN
ajfa-1752	88	38	samples	sample	NOUN
ajfa-1752	88	39	of	of	ADP
ajfa-1752	88	40	failed	fail	VERB
ajfa-1752	88	41	and	and	CCONJ
ajfa-1752	88	42	non	non	ADJ
ajfa-1752	88	43	-	-	ADJ
ajfa-1752	88	44	failed	failed	ADJ
ajfa-1752	88	45	companies	company	NOUN
ajfa-1752	88	46	.	.	PUNCT
ajfa-1752	89	1	the	the	DET
ajfa-1752	89	2	paired	pair	VERB
ajfa-1752	89	3	-	-	PUNCT
ajfa-1752	89	4	sample	sample	NOUN
ajfa-1752	89	5	design	design	NOUN
ajfa-1752	89	6	is	be	AUX
ajfa-1752	89	7	one	one	NUM
ajfa-1752	89	8	way	way	NOUN
ajfa-1752	89	9	of	of	ADP
ajfa-1752	89	10	compensating	compensate	VERB
ajfa-1752	89	11	for	for	ADP
ajfa-1752	89	12	the	the	DET
ajfa-1752	89	13	effects	effect	NOUN
ajfa-1752	89	14	of	of	ADP
ajfa-1752	89	15	industry	industry	NOUN
ajfa-1752	89	16	and	and	CCONJ
ajfa-1752	89	17	asset	asset	NOUN
ajfa-1752	89	18	size	size	NOUN
ajfa-1752	89	19	differences	difference	NOUN
ajfa-1752	89	20	.	.	PUNCT
ajfa-1752	90	1	companies	company	NOUN
ajfa-1752	90	2	with	with	ADP
ajfa-1752	90	3	the	the	DET
ajfa-1752	90	4	same	same	ADJ
ajfa-1752	90	5	financial	financial	ADJ
ajfa-1752	90	6	ratios	ratio	NOUN
ajfa-1752	90	7	but	but	CCONJ
ajfa-1752	90	8	with	with	ADP
ajfa-1752	90	9	different	different	ADJ
ajfa-1752	90	10	asset	asset	NOUN
ajfa-1752	90	11	sizes	size	NOUN
ajfa-1752	90	12	may	may	AUX
ajfa-1752	90	13	have	have	VERB
ajfa-1752	90	14	different	different	ADJ
ajfa-1752	90	15	probabilities	probability	NOUN
ajfa-1752	90	16	of	of	ADP
ajfa-1752	90	17	failure	failure	NOUN
ajfa-1752	90	18	.	.	PUNCT
ajfa-1752	91	1	it	it	PRON
ajfa-1752	91	2	is	be	AUX
ajfa-1752	91	3	logical	logical	ADJ
ajfa-1752	91	4	that	that	SCONJ
ajfa-1752	91	5	a	a	DET
ajfa-1752	91	6	larger	large	ADJ
ajfa-1752	91	7	company	company	NOUN
ajfa-1752	91	8	with	with	ADP
ajfa-1752	91	9	a	a	DET
ajfa-1752	91	10	larger	large	ADJ
ajfa-1752	91	11	asset	asset	NOUN
ajfa-1752	91	12	base	base	NOUN
ajfa-1752	91	13	will	will	AUX
ajfa-1752	91	14	have	have	VERB
ajfa-1752	91	15	a	a	DET
ajfa-1752	91	16	lower	low	ADJ
ajfa-1752	91	17	probability	probability	NOUN
ajfa-1752	91	18	of	of	ADP
ajfa-1752	91	19	failure	failure	NOUN
ajfa-1752	91	20	even	even	ADV
ajfa-1752	91	21	if	if	SCONJ
ajfa-1752	91	22	the	the	DET
ajfa-1752	91	23	ratios	ratio	NOUN
ajfa-1752	91	24	of	of	ADP
ajfa-1752	91	25	the	the	DET
ajfa-1752	91	26	two	two	NUM
ajfa-1752	91	27	firms	firm	NOUN
ajfa-1752	91	28	are	be	AUX
ajfa-1752	91	29	identical	identical	ADJ
ajfa-1752	91	30	.	.	PUNCT
ajfa-1752	92	1	a	a	DET
ajfa-1752	92	2	total	total	NOUN
ajfa-1752	92	3	of	of	ADP
ajfa-1752	92	4	64	64	NUM
ajfa-1752	92	5	companies	company	NOUN
ajfa-1752	92	6	are	be	AUX
ajfa-1752	92	7	divided	divide	VERB
ajfa-1752	92	8	equally	equally	ADV
ajfa-1752	92	9	into	into	ADP
ajfa-1752	92	10	half	half	NOUN
ajfa-1752	92	11	,	,	PUNCT
ajfa-1752	92	12	comprising	comprise	VERB
ajfa-1752	92	13	32	32	NUM
ajfa-1752	92	14	failed	fail	VERB
ajfa-1752	92	15	companies	company	NOUN
ajfa-1752	92	16	and	and	CCONJ
ajfa-1752	92	17	32	32	NUM
ajfa-1752	92	18	non	non	ADJ
ajfa-1752	92	19	-	-	ADJ
ajfa-1752	92	20	failed	failed	ADJ
ajfa-1752	92	21	companies	company	NOUN
ajfa-1752	92	22	.	.	PUNCT
ajfa-1752	93	1	for	for	ADP
ajfa-1752	93	2	each	each	DET
ajfa-1752	93	3	failed	fail	VERB
ajfa-1752	93	4	company	company	NOUN
ajfa-1752	93	5	,	,	PUNCT
ajfa-1752	93	6	a	a	DET
ajfa-1752	93	7	non	non	ADJ
ajfa-1752	93	8	-	-	ADJ
ajfa-1752	93	9	failed	failed	ADJ
ajfa-1752	93	10	company	company	NOUN
ajfa-1752	93	11	in	in	ADP
ajfa-1752	93	12	the	the	DET
ajfa-1752	93	13	same	same	ADJ
ajfa-1752	93	14	industry	industry	NOUN
ajfa-1752	93	15	and	and	CCONJ
ajfa-1752	93	16	with	with	ADP
ajfa-1752	93	17	the	the	DET
ajfa-1752	93	18	closest	close	ADJ
ajfa-1752	93	19	asset	asset	NOUN
ajfa-1752	93	20	size	size	NOUN
ajfa-1752	93	21	is	be	AUX
ajfa-1752	93	22	selected	select	VERB
ajfa-1752	93	23	.	.	PUNCT
ajfa-1752	94	1	the	the	DET
ajfa-1752	94	2	financial	financial	ADJ
ajfa-1752	94	3	statements	statement	NOUN
ajfa-1752	94	4	of	of	ADP
ajfa-1752	94	5	the	the	DET
ajfa-1752	94	6	non	non	ADJ
ajfa-1752	94	7	-	-	ADJ
ajfa-1752	94	8	failed	failed	ADJ
ajfa-1752	94	9	companies	company	NOUN
ajfa-1752	94	10	are	be	AUX
ajfa-1752	94	11	obtained	obtain	VERB
ajfa-1752	94	12	for	for	ADP
ajfa-1752	94	13	the	the	DET
ajfa-1752	94	14	same	same	ADJ
ajfa-1752	94	15	fiscal	fiscal	ADJ
ajfa-1752	94	16	years	year	NOUN
ajfa-1752	94	17	as	as	ADP
ajfa-1752	94	18	those	those	PRON
ajfa-1752	94	19	of	of	ADP
ajfa-1752	94	20	the	the	DET
ajfa-1752	94	21	failed	fail	VERB
ajfa-1752	94	22	companies	company	NOUN
ajfa-1752	94	23	,	,	PUNCT
ajfa-1752	94	24	that	that	ADV
ajfa-1752	94	25	is	is	ADV
ajfa-1752	94	26	,	,	PUNCT
ajfa-1752	94	27	if	if	SCONJ
ajfa-1752	94	28	the	the	DET
ajfa-1752	94	29	failed	fail	VERB
ajfa-1752	94	30	company	company	NOUN
ajfa-1752	94	31	has	have	VERB
ajfa-1752	94	32	a	a	DET
ajfa-1752	94	33	financial	financial	ADJ
ajfa-1752	94	34	year	year	NOUN
ajfa-1752	94	35	ending	end	VERB
ajfa-1752	94	36	31	31	NUM
ajfa-1752	94	37	dec	dec	PROPN
ajfa-1752	94	38	2006	2006	NUM
ajfa-1752	94	39	,	,	PUNCT
ajfa-1752	94	40	the	the	DET
ajfa-1752	94	41	non	non	ADJ
ajfa-1752	94	42	-	-	ADJ
ajfa-1752	94	43	failed	failed	ADJ
ajfa-1752	94	44	company	company	NOUN
ajfa-1752	94	45	would	would	AUX
ajfa-1752	94	46	be	be	AUX
ajfa-1752	94	47	chosen	choose	VERB
ajfa-1752	94	48	with	with	ADP
ajfa-1752	94	49	financial	financial	ADJ
ajfa-1752	94	50	statements	statement	NOUN
ajfa-1752	94	51	ending	end	VERB
ajfa-1752	94	52	in	in	ADP
ajfa-1752	94	53	the	the	DET
ajfa-1752	94	54	same	same	ADJ
ajfa-1752	94	55	year	year	NOUN
ajfa-1752	94	56	.	.	PUNCT
ajfa-1752	95	1	each	each	PRON
ajfa-1752	95	2	of	of	ADP
ajfa-1752	95	3	the	the	DET
ajfa-1752	95	4	above	above	ADJ
ajfa-1752	95	5	group	group	NOUN
ajfa-1752	95	6	will	will	AUX
ajfa-1752	95	7	be	be	AUX
ajfa-1752	95	8	further	far	ADV
ajfa-1752	95	9	divided	divide	VERB
ajfa-1752	95	10	into	into	ADP
ajfa-1752	95	11	half	half	NOUN
ajfa-1752	95	12	.	.	PUNCT
ajfa-1752	96	1	one	one	NUM
ajfa-1752	96	2	half	half	NOUN
ajfa-1752	96	3	will	will	AUX
ajfa-1752	96	4	comprise	comprise	VERB
ajfa-1752	96	5	of	of	ADP
ajfa-1752	96	6	16	16	NUM
ajfa-1752	96	7	failed	fail	VERB
ajfa-1752	96	8	companies	company	NOUN
ajfa-1752	96	9	and	and	CCONJ
ajfa-1752	96	10	16	16	NUM
ajfa-1752	96	11	non	non	ADJ
ajfa-1752	96	12	-	-	ADJ
ajfa-1752	96	13	failed	failed	ADJ
ajfa-1752	96	14	companies	company	NOUN
ajfa-1752	96	15	to	to	PART
ajfa-1752	96	16	be	be	AUX
ajfa-1752	96	17	used	use	VERB
ajfa-1752	96	18	for	for	ADP
ajfa-1752	96	19	the	the	DET
ajfa-1752	96	20	development	development	NOUN
ajfa-1752	96	21	of	of	ADP
ajfa-1752	96	22	the	the	DET
ajfa-1752	96	23	model	model	NOUN
ajfa-1752	96	24	(	(	PUNCT
ajfa-1752	96	25	the	the	DET
ajfa-1752	96	26	analysis	analysis	NOUN
ajfa-1752	96	27	sample	sample	NOUN
ajfa-1752	96	28	)	)	PUNCT
ajfa-1752	96	29	and	and	CCONJ
ajfa-1752	96	30	the	the	DET
ajfa-1752	96	31	other	other	ADJ
ajfa-1752	96	32	half	half	NOUN
ajfa-1752	96	33	of	of	ADP
ajfa-1752	96	34	16	16	NUM
ajfa-1752	96	35	failed	fail	VERB
ajfa-1752	96	36	and	and	CCONJ
ajfa-1752	96	37	16	16	NUM
ajfa-1752	96	38	non	non	ADJ
ajfa-1752	96	39	-	-	ADJ
ajfa-1752	96	40	failed	failed	ADJ
ajfa-1752	96	41	companies	company	NOUN
ajfa-1752	96	42	will	will	AUX
ajfa-1752	96	43	be	be	AUX
ajfa-1752	96	44	used	use	VERB
ajfa-1752	96	45	as	as	ADP
ajfa-1752	96	46	secondary	secondary	ADJ
ajfa-1752	96	47	or	or	CCONJ
ajfa-1752	96	48	validation	validation	NOUN
ajfa-1752	96	49	sample	sample	NOUN
ajfa-1752	96	50	(	(	PUNCT
ajfa-1752	96	51	the	the	DET
ajfa-1752	96	52	holdout	holdout	NOUN
ajfa-1752	96	53	sample	sample	NOUN
ajfa-1752	96	54	)	)	PUNCT
ajfa-1752	96	55	.	.	PUNCT
ajfa-1752	97	1	3.3	3.3	NUM
ajfa-1752	97	2	logistic	logistic	ADJ
ajfa-1752	97	3	regression	regression	NOUN
ajfa-1752	97	4	logit	logit	NOUN
ajfa-1752	97	5	analysis	analysis	NOUN
ajfa-1752	97	6	tries	try	VERB
ajfa-1752	97	7	to	to	PART
ajfa-1752	97	8	calculate	calculate	VERB
ajfa-1752	97	9	a	a	DET
ajfa-1752	97	10	probability	probability	NOUN
ajfa-1752	97	11	,	,	PUNCT
ajfa-1752	97	12	based	base	VERB
ajfa-1752	97	13	on	on	ADP
ajfa-1752	97	14	a	a	DET
ajfa-1752	97	15	probability	probability	NOUN
ajfa-1752	97	16	distribution	distribution	NOUN
ajfa-1752	97	17	.	.	PUNCT
ajfa-1752	98	1	like	like	ADP
ajfa-1752	98	2	discriminant	discriminant	ADJ
ajfa-1752	98	3	analysis	analysis	NOUN
ajfa-1752	98	4	,	,	PUNCT
ajfa-1752	98	5	it	it	PRON
ajfa-1752	98	6	weighs	weigh	VERB
ajfa-1752	98	7	the	the	DET
ajfa-1752	98	8	independent	independent	ADJ
ajfa-1752	98	9	variables	variable	NOUN
ajfa-1752	98	10	and	and	CCONJ
ajfa-1752	98	11	assigns	assign	VERB
ajfa-1752	98	12	a	a	DET
ajfa-1752	98	13	score	score	NOUN
ajfa-1752	98	14	in	in	ADP
ajfa-1752	98	15	the	the	DET
ajfa-1752	98	16	form	form	NOUN
ajfa-1752	98	17	of	of	ADP
ajfa-1752	98	18	asian	asian	ADJ
ajfa-1752	98	19	journal	journal	NOUN
ajfa-1752	98	20	of	of	ADP
ajfa-1752	98	21	finance	finance	PROPN
ajfa-1752	98	22	&	&	CCONJ
ajfa-1752	98	23	accounting	accounting	PROPN
ajfa-1752	98	24	issn	issn	PROPN
ajfa-1752	98	25	1946	1946	NUM
ajfa-1752	98	26	-	-	PUNCT
ajfa-1752	98	27	052x	052x	NOUN
ajfa-1752	98	28	2012	2012	NUM
ajfa-1752	98	29	,	,	PUNCT
ajfa-1752	98	30	vol	vol	NOUN
ajfa-1752	98	31	.	.	PROPN
ajfa-1752	98	32	4	4	NUM
ajfa-1752	98	33	,	,	PUNCT
ajfa-1752	98	34	no	no	INTJ
ajfa-1752	98	35	.	.	NOUN
ajfa-1752	98	36	1	1	NUM
ajfa-1752	98	37	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	98	38	337	337	NUM
ajfa-1752	98	39	failure	failure	NOUN
ajfa-1752	98	40	probability	probability	NOUN
ajfa-1752	98	41	to	to	ADP
ajfa-1752	98	42	each	each	DET
ajfa-1752	98	43	company	company	NOUN
ajfa-1752	98	44	in	in	ADP
ajfa-1752	98	45	the	the	DET
ajfa-1752	98	46	sample	sample	NOUN
ajfa-1752	98	47	.	.	PUNCT
ajfa-1752	99	1	this	this	DET
ajfa-1752	99	2	statistical	statistical	ADJ
ajfa-1752	99	3	procedure	procedure	NOUN
ajfa-1752	99	4	does	do	AUX
ajfa-1752	99	5	not	not	PART
ajfa-1752	99	6	just	just	ADV
ajfa-1752	99	7	group	group	VERB
ajfa-1752	99	8	a	a	DET
ajfa-1752	99	9	firm	firm	NOUN
ajfa-1752	99	10	to	to	ADP
ajfa-1752	99	11	either	either	CCONJ
ajfa-1752	99	12	fail	fail	VERB
ajfa-1752	99	13	or	or	CCONJ
ajfa-1752	99	14	healthy	healthy	ADJ
ajfa-1752	99	15	based	base	VERB
ajfa-1752	99	16	purely	purely	ADV
ajfa-1752	99	17	on	on	ADP
ajfa-1752	99	18	financial	financial	ADJ
ajfa-1752	99	19	factors	factor	NOUN
ajfa-1752	99	20	as	as	SCONJ
ajfa-1752	99	21	there	there	PRON
ajfa-1752	99	22	are	be	VERB
ajfa-1752	99	23	other	other	ADJ
ajfa-1752	99	24	external	external	ADJ
ajfa-1752	99	25	factors	factor	NOUN
ajfa-1752	99	26	to	to	PART
ajfa-1752	99	27	consider	consider	VERB
ajfa-1752	99	28	in	in	ADP
ajfa-1752	99	29	analyzing	analyze	VERB
ajfa-1752	99	30	risks	risk	NOUN
ajfa-1752	99	31	and	and	CCONJ
ajfa-1752	99	32	defaults	default	NOUN
ajfa-1752	99	33	,	,	PUNCT
ajfa-1752	99	34	such	such	ADJ
ajfa-1752	99	35	as	as	ADP
ajfa-1752	99	36	unexpected	unexpected	ADJ
ajfa-1752	99	37	random	random	ADJ
ajfa-1752	99	38	events	event	NOUN
ajfa-1752	99	39	,	,	PUNCT
ajfa-1752	99	40	macro	macro	ADJ
ajfa-1752	99	41	-	-	ADJ
ajfa-1752	99	42	economic	economic	ADJ
ajfa-1752	99	43	factors	factor	NOUN
ajfa-1752	99	44	and	and	CCONJ
ajfa-1752	99	45	new	new	ADJ
ajfa-1752	99	46	governmental	governmental	ADJ
ajfa-1752	99	47	rules	rule	NOUN
ajfa-1752	99	48	and	and	CCONJ
ajfa-1752	99	49	regulations	regulation	NOUN
ajfa-1752	99	50	.	.	PUNCT
ajfa-1752	100	1	the	the	DET
ajfa-1752	100	2	advantages	advantage	NOUN
ajfa-1752	100	3	of	of	ADP
ajfa-1752	100	4	logistic	logistic	ADJ
ajfa-1752	100	5	regression	regression	NOUN
ajfa-1752	100	6	analysis	analysis	NOUN
ajfa-1752	100	7	are	be	AUX
ajfa-1752	100	8	that	that	SCONJ
ajfa-1752	100	9	it	it	PRON
ajfa-1752	100	10	does	do	AUX
ajfa-1752	100	11	not	not	PART
ajfa-1752	100	12	assume	assume	VERB
ajfa-1752	100	13	multivariate	multivariate	NOUN
ajfa-1752	100	14	normality	normality	NOUN
ajfa-1752	100	15	and	and	CCONJ
ajfa-1752	100	16	equal	equal	ADJ
ajfa-1752	100	17	covariance	covariance	NOUN
ajfa-1752	100	18	matrices	matrix	NOUN
ajfa-1752	100	19	.	.	PUNCT
ajfa-1752	101	1	the	the	DET
ajfa-1752	101	2	logit	logit	PROPN
ajfa-1752	101	3	model	model	NOUN
ajfa-1752	101	4	utilizes	utilize	VERB
ajfa-1752	101	5	the	the	DET
ajfa-1752	101	6	coefficients	coefficient	NOUN
ajfa-1752	101	7	of	of	ADP
ajfa-1752	101	8	the	the	DET
ajfa-1752	101	9	independent	independent	ADJ
ajfa-1752	101	10	variables	variable	NOUN
ajfa-1752	101	11	to	to	PART
ajfa-1752	101	12	predict	predict	VERB
ajfa-1752	101	13	the	the	DET
ajfa-1752	101	14	probability	probability	NOUN
ajfa-1752	101	15	of	of	ADP
ajfa-1752	101	16	failed	failed	ADJ
ajfa-1752	101	17	or	or	CCONJ
ajfa-1752	101	18	non	non	ADJ
ajfa-1752	101	19	-	-	ADJ
ajfa-1752	101	20	failed	failed	ADJ
ajfa-1752	101	21	dependent	dependent	ADJ
ajfa-1752	101	22	variable	variable	NOUN
ajfa-1752	101	23	.	.	PUNCT
ajfa-1752	102	1	the	the	DET
ajfa-1752	102	2	technique	technique	NOUN
ajfa-1752	102	3	weights	weight	VERB
ajfa-1752	102	4	the	the	DET
ajfa-1752	102	5	independent	independent	ADJ
ajfa-1752	102	6	variables	variable	NOUN
ajfa-1752	102	7	and	and	CCONJ
ajfa-1752	102	8	creates	create	VERB
ajfa-1752	102	9	a	a	DET
ajfa-1752	102	10	score	score	NOUN
ajfa-1752	102	11	for	for	ADP
ajfa-1752	102	12	each	each	DET
ajfa-1752	102	13	company	company	NOUN
ajfa-1752	102	14	in	in	ADP
ajfa-1752	102	15	order	order	NOUN
ajfa-1752	102	16	to	to	PART
ajfa-1752	102	17	classify	classify	VERB
ajfa-1752	102	18	it	it	PRON
ajfa-1752	102	19	as	as	SCONJ
ajfa-1752	102	20	failed	failed	ADJ
ajfa-1752	102	21	or	or	CCONJ
ajfa-1752	102	22	non	non	ADJ
ajfa-1752	102	23	-	-	ADJ
ajfa-1752	102	24	failed	failed	ADJ
ajfa-1752	102	25	.	.	PUNCT
ajfa-1752	103	1	the	the	DET
ajfa-1752	103	2	function	function	NOUN
ajfa-1752	103	3	considered	consider	VERB
ajfa-1752	103	4	in	in	ADP
ajfa-1752	103	5	logistic	logistic	ADJ
ajfa-1752	103	6	regression	regression	NOUN
ajfa-1752	103	7	is	be	AUX
ajfa-1752	103	8	called	call	VERB
ajfa-1752	103	9	the	the	DET
ajfa-1752	103	10	logistic	logistic	ADJ
ajfa-1752	103	11	function	function	NOUN
ajfa-1752	103	12	.	.	PUNCT
ajfa-1752	104	1	based	base	VERB
ajfa-1752	104	2	on	on	ADP
ajfa-1752	104	3	ohlson	ohlson	NOUN
ajfa-1752	104	4	(	(	PUNCT
ajfa-1752	104	5	1980	1980	NUM
ajfa-1752	104	6	)	)	PUNCT
ajfa-1752	104	7	seminal	seminal	ADJ
ajfa-1752	104	8	study	study	NOUN
ajfa-1752	104	9	,	,	PUNCT
ajfa-1752	104	10	the	the	DET
ajfa-1752	104	11	logistic	logistic	ADJ
ajfa-1752	104	12	model	model	NOUN
ajfa-1752	104	13	is	be	AUX
ajfa-1752	104	14	stated	state	VERB
ajfa-1752	104	15	as	as	ADP
ajfa-1752	104	16	:	:	PUNCT
ajfa-1752	104	17	log	log	NOUN
ajfa-1752	104	18	,	,	PUNCT
ajfa-1752	104	19	log	log	VERB
ajfa-1752	104	20	1	1	NUM
ajfa-1752	104	21	,	,	PUNCT
ajfa-1752	104	22	i	i	PRON
ajfa-1752	104	23	s₁	s₁	VERB
ajfa-1752	104	24	i	i	PRON
ajfa-1752	104	25	s₂	s₂	PROPN
ajfa-1752	104	26	where	where	SCONJ
ajfa-1752	104	27	:	:	PUNCT
ajfa-1752	104	28	x	x	SYM
ajfa-1752	104	29	vector	vector	NOUN
ajfa-1752	104	30	of	of	ADP
ajfa-1752	104	31	predictors	predictor	NOUN
ajfa-1752	104	32	for	for	ADP
ajfa-1752	104	33	the	the	DET
ajfa-1752	104	34	i	i	PROPN
ajfa-1752	104	35	observation	observation	NOUN
ajfa-1752	104	36	=	=	SYM
ajfa-1752	104	37	vector	vector	NOUN
ajfa-1752	104	38	of	of	ADP
ajfa-1752	104	39	unknown	unknown	ADJ
ajfa-1752	104	40	parameters	parameter	NOUN
ajfa-1752	104	41	=	=	PUNCT
ajfa-1752	104	42	some	some	DET
ajfa-1752	104	43	probability	probability	NOUN
ajfa-1752	104	44	function	function	NOUN
ajfa-1752	104	45	,	,	PUNCT
ajfa-1752	104	46	0	0	NUM
ajfa-1752	104	47	≤	≤	NOUN
ajfa-1752	104	48	p	p	X
ajfa-1752	104	49	≤	≤	NUM
ajfa-1752	104	50	1	1	NUM
ajfa-1752	104	51	,	,	PUNCT
ajfa-1752	104	52	=	=	PUNCT
ajfa-1752	104	53	the	the	DET
ajfa-1752	104	54	probability	probability	NOUN
ajfa-1752	104	55	of	of	ADP
ajfa-1752	104	56	bankruptcy	bankruptcy	NOUN
ajfa-1752	104	57	for	for	ADP
ajfa-1752	104	58	any	any	DET
ajfa-1752	104	59	given	give	VERB
ajfa-1752	104	60	and	and	CCONJ
ajfa-1752	104	61	measures	measure	NOUN
ajfa-1752	104	62	of	of	ADP
ajfa-1752	104	63	goodness	goodness	NOUN
ajfa-1752	104	64	of	of	ADP
ajfa-1752	104	65	fit	fit	NOUN
ajfa-1752	104	66	would	would	AUX
ajfa-1752	104	67	be	be	AUX
ajfa-1752	104	68	determined	determine	VERB
ajfa-1752	104	69	through	through	ADP
ajfa-1752	104	70	pearson	pearson	PROPN
ajfa-1752	104	71	’s	’s	PART
ajfa-1752	104	72	and	and	CCONJ
ajfa-1752	104	73	deviance	deviance	NOUN
ajfa-1752	104	74	’s	’s	PART
ajfa-1752	104	75	chi	chi	ADJ
ajfa-1752	104	76	-	-	PUNCT
ajfa-1752	104	77	square	square	ADJ
ajfa-1752	104	78	values	value	NOUN
ajfa-1752	104	79	and	and	CCONJ
ajfa-1752	104	80	the	the	DET
ajfa-1752	104	81	significance	significance	NOUN
ajfa-1752	104	82	of	of	ADP
ajfa-1752	104	83	the	the	DET
ajfa-1752	104	84	variables	variable	NOUN
ajfa-1752	104	85	used	use	VERB
ajfa-1752	104	86	.	.	PUNCT
ajfa-1752	105	1	if	if	SCONJ
ajfa-1752	105	2	the	the	DET
ajfa-1752	105	3	p	p	NOUN
ajfa-1752	105	4	-	-	PUNCT
ajfa-1752	105	5	value	value	NOUN
ajfa-1752	105	6	is	be	AUX
ajfa-1752	105	7	>	>	X
ajfa-1752	105	8	0.05	0.05	NUM
ajfa-1752	105	9	then	then	ADV
ajfa-1752	105	10	the	the	DET
ajfa-1752	105	11	value	value	NOUN
ajfa-1752	105	12	is	be	AUX
ajfa-1752	105	13	not	not	PART
ajfa-1752	105	14	significant	significant	ADJ
ajfa-1752	105	15	and	and	CCONJ
ajfa-1752	105	16	the	the	DET
ajfa-1752	105	17	model	model	NOUN
ajfa-1752	105	18	fit	fit	NOUN
ajfa-1752	105	19	is	be	AUX
ajfa-1752	105	20	good	good	ADJ
ajfa-1752	105	21	.	.	PUNCT
ajfa-1752	106	1	a	a	DET
ajfa-1752	106	2	likelihood	likelihood	NOUN
ajfa-1752	106	3	ratio	ratio	NOUN
ajfa-1752	106	4	test	test	NOUN
ajfa-1752	106	5	is	be	AUX
ajfa-1752	106	6	used	use	VERB
ajfa-1752	106	7	to	to	PART
ajfa-1752	106	8	see	see	VERB
ajfa-1752	106	9	if	if	SCONJ
ajfa-1752	106	10	the	the	DET
ajfa-1752	106	11	variables	variable	NOUN
ajfa-1752	106	12	included	include	VERB
ajfa-1752	106	13	in	in	ADP
ajfa-1752	106	14	the	the	DET
ajfa-1752	106	15	final	final	ADJ
ajfa-1752	106	16	model	model	NOUN
ajfa-1752	106	17	are	be	AUX
ajfa-1752	106	18	significant	significant	ADJ
ajfa-1752	106	19	in	in	ADP
ajfa-1752	106	20	explaining	explain	VERB
ajfa-1752	106	21	some	some	PRON
ajfa-1752	106	22	of	of	ADP
ajfa-1752	106	23	the	the	DET
ajfa-1752	106	24	variability	variability	NOUN
ajfa-1752	106	25	in	in	ADP
ajfa-1752	106	26	the	the	DET
ajfa-1752	106	27	data	datum	NOUN
ajfa-1752	106	28	.	.	PUNCT
ajfa-1752	107	1	the	the	DET
ajfa-1752	107	2	chi	chi	ADJ
ajfa-1752	107	3	-	-	PUNCT
ajfa-1752	107	4	square	square	ADJ
ajfa-1752	107	5	statistic	statistic	NOUN
ajfa-1752	107	6	is	be	AUX
ajfa-1752	107	7	the	the	DET
ajfa-1752	107	8	difference	difference	NOUN
ajfa-1752	107	9	in	in	ADP
ajfa-1752	107	10	–	–	PUNCT
ajfa-1752	107	11	2	2	NUM
ajfa-1752	107	12	log	log	NOUN
ajfa-1752	107	13	likelihood	likelihood	NOUN
ajfa-1752	107	14	(	(	PUNCT
ajfa-1752	107	15	-2ll	-2ll	NUM
ajfa-1752	107	16	)	)	PUNCT
ajfa-1752	107	17	between	between	ADP
ajfa-1752	107	18	the	the	DET
ajfa-1752	107	19	final	final	ADJ
ajfa-1752	107	20	model	model	NOUN
ajfa-1752	107	21	and	and	CCONJ
ajfa-1752	107	22	a	a	DET
ajfa-1752	107	23	reduced	reduced	ADJ
ajfa-1752	107	24	model	model	NOUN
ajfa-1752	107	25	.	.	PUNCT
ajfa-1752	108	1	the	the	DET
ajfa-1752	108	2	reduced	reduced	ADJ
ajfa-1752	108	3	model	model	NOUN
ajfa-1752	108	4	is	be	AUX
ajfa-1752	108	5	formed	form	VERB
ajfa-1752	108	6	by	by	ADP
ajfa-1752	108	7	omitting	omit	VERB
ajfa-1752	108	8	an	an	DET
ajfa-1752	108	9	effect	effect	NOUN
ajfa-1752	108	10	from	from	ADP
ajfa-1752	108	11	the	the	DET
ajfa-1752	108	12	final	final	ADJ
ajfa-1752	108	13	model	model	NOUN
ajfa-1752	108	14	.	.	PUNCT
ajfa-1752	109	1	the	the	DET
ajfa-1752	109	2	null	null	ADJ
ajfa-1752	109	3	hypothesis	hypothesis	NOUN
ajfa-1752	109	4	is	be	AUX
ajfa-1752	109	5	that	that	SCONJ
ajfa-1752	109	6	all	all	DET
ajfa-1752	109	7	parameters	parameter	NOUN
ajfa-1752	109	8	of	of	ADP
ajfa-1752	109	9	that	that	DET
ajfa-1752	109	10	effect	effect	NOUN
ajfa-1752	109	11	are	be	AUX
ajfa-1752	109	12	0	0	NUM
ajfa-1752	109	13	.	.	PUNCT
ajfa-1752	110	1	this	this	DET
ajfa-1752	110	2	test	test	NOUN
ajfa-1752	110	3	is	be	AUX
ajfa-1752	110	4	comparable	comparable	ADJ
ajfa-1752	110	5	to	to	ADP
ajfa-1752	110	6	the	the	DET
ajfa-1752	110	7	overall	overall	ADJ
ajfa-1752	110	8	f	f	PROPN
ajfa-1752	110	9	test	test	NOUN
ajfa-1752	110	10	for	for	ADP
ajfa-1752	110	11	regression	regression	NOUN
ajfa-1752	110	12	analysis	analysis	NOUN
ajfa-1752	110	13	.	.	PUNCT
ajfa-1752	111	1	in	in	ADP
ajfa-1752	111	2	multiple	multiple	ADJ
ajfa-1752	111	3	regressions	regression	NOUN
ajfa-1752	111	4	,	,	PUNCT
ajfa-1752	111	5	r²	r²	NOUN
ajfa-1752	111	6	is	be	AUX
ajfa-1752	111	7	an	an	DET
ajfa-1752	111	8	intuitive	intuitive	ADJ
ajfa-1752	111	9	measure	measure	NOUN
ajfa-1752	111	10	of	of	ADP
ajfa-1752	111	11	how	how	SCONJ
ajfa-1752	111	12	well	well	ADV
ajfa-1752	111	13	the	the	DET
ajfa-1752	111	14	model	model	NOUN
ajfa-1752	111	15	predicts	predict	VERB
ajfa-1752	111	16	the	the	DET
ajfa-1752	111	17	values	value	NOUN
ajfa-1752	111	18	of	of	ADP
ajfa-1752	111	19	the	the	DET
ajfa-1752	111	20	dependent	dependent	ADJ
ajfa-1752	111	21	variables	variable	NOUN
ajfa-1752	111	22	.	.	PUNCT
ajfa-1752	112	1	however	however	ADV
ajfa-1752	112	2	,	,	PUNCT
ajfa-1752	112	3	in	in	ADP
ajfa-1752	112	4	logistic	logistic	ADJ
ajfa-1752	112	5	regression	regression	NOUN
ajfa-1752	112	6	,	,	PUNCT
ajfa-1752	112	7	there	there	PRON
ajfa-1752	112	8	are	be	VERB
ajfa-1752	112	9	no	no	DET
ajfa-1752	112	10	similar	similar	ADJ
ajfa-1752	112	11	measures	measure	NOUN
ajfa-1752	112	12	that	that	PRON
ajfa-1752	112	13	are	be	AUX
ajfa-1752	112	14	easily	easily	ADV
ajfa-1752	112	15	interpreted	interpret	VERB
ajfa-1752	112	16	.	.	PUNCT
ajfa-1752	113	1	the	the	DET
ajfa-1752	113	2	psuedo	psuedo	ADJ
ajfa-1752	113	3	rsquare	rsquare	NOUN
ajfa-1752	113	4	(	(	PUNCT
ajfa-1752	113	5	cox	cox	NOUN
ajfa-1752	113	6	and	and	CCONJ
ajfa-1752	113	7	snell	snell	PROPN
ajfa-1752	113	8	and	and	CCONJ
ajfa-1752	113	9	nagelkerke	nagelkerke	PROPN
ajfa-1752	113	10	)	)	PUNCT
ajfa-1752	113	11	are	be	AUX
ajfa-1752	113	12	attempts	attempt	NOUN
ajfa-1752	113	13	to	to	PART
ajfa-1752	113	14	quantify	quantify	VERB
ajfa-1752	113	15	the	the	DET
ajfa-1752	113	16	proportion	proportion	NOUN
ajfa-1752	113	17	of	of	ADP
ajfa-1752	113	18	explained	explain	VERB
ajfa-1752	113	19	variation	variation	NOUN
ajfa-1752	113	20	in	in	ADP
ajfa-1752	113	21	the	the	DET
ajfa-1752	113	22	dependent	dependent	ADJ
ajfa-1752	113	23	variable	variable	NOUN
ajfa-1752	113	24	.	.	PUNCT
ajfa-1752	114	1	the	the	DET
ajfa-1752	114	2	cox	cox	PROPN
ajfa-1752	114	3	and	and	CCONJ
ajfa-1752	114	4	snell	snell	PROPN
ajfa-1752	114	5	measures	measure	NOUN
ajfa-1752	114	6	are	be	AUX
ajfa-1752	114	7	usually	usually	ADV
ajfa-1752	114	8	<	<	X
ajfa-1752	114	9	1.0	1.0	NUM
ajfa-1752	114	10	and	and	CCONJ
ajfa-1752	114	11	are	be	AUX
ajfa-1752	114	12	difficult	difficult	ADJ
ajfa-1752	114	13	to	to	PART
ajfa-1752	114	14	interpret	interpret	VERB
ajfa-1752	114	15	.	.	PUNCT
ajfa-1752	115	1	the	the	DET
ajfa-1752	115	2	nagelkerke	nagelkerke	NOUN
ajfa-1752	115	3	’s	’s	PART
ajfa-1752	115	4	measure	measure	NOUN
ajfa-1752	115	5	ranges	range	VERB
ajfa-1752	115	6	from	from	ADP
ajfa-1752	115	7	0	0	NUM
ajfa-1752	115	8	to	to	ADP
ajfa-1752	115	9	1	1	NUM
ajfa-1752	115	10	and	and	CCONJ
ajfa-1752	115	11	values	value	NOUN
ajfa-1752	115	12	are	be	AUX
ajfa-1752	115	13	normally	normally	ADV
ajfa-1752	115	14	higher	high	ADJ
ajfa-1752	115	15	than	than	ADP
ajfa-1752	115	16	cox	cox	PROPN
ajfa-1752	115	17	and	and	CCONJ
ajfa-1752	115	18	snell	snell	PROPN
ajfa-1752	115	19	.	.	PUNCT
ajfa-1752	116	1	this	this	DET
ajfa-1752	116	2	measure	measure	NOUN
ajfa-1752	116	3	is	be	AUX
ajfa-1752	116	4	the	the	DET
ajfa-1752	116	5	most	most	ADV
ajfa-1752	116	6	reported	report	VERB
ajfa-1752	116	7	r²	r²	NOUN
ajfa-1752	116	8	for	for	ADP
ajfa-1752	116	9	logistic	logistic	ADJ
ajfa-1752	116	10	regression	regression	NOUN
ajfa-1752	116	11	(	(	PUNCT
ajfa-1752	116	12	norusis	norusis	NOUN
ajfa-1752	116	13	,	,	PUNCT
ajfa-1752	116	14	2005	2005	NUM
ajfa-1752	116	15	)	)	PUNCT
ajfa-1752	116	16	.	.	PUNCT
ajfa-1752	117	1	the	the	PRON
ajfa-1752	117	2	higher	high	ADJ
ajfa-1752	117	3	the	the	DET
ajfa-1752	117	4	values	value	NOUN
ajfa-1752	117	5	,	,	PUNCT
ajfa-1752	117	6	the	the	PRON
ajfa-1752	117	7	better	well	ADJ
ajfa-1752	117	8	the	the	DET
ajfa-1752	117	9	model	model	NOUN
ajfa-1752	117	10	fit	fit	NOUN
ajfa-1752	117	11	.	.	PUNCT
ajfa-1752	118	1	to	to	PART
ajfa-1752	118	2	reduce	reduce	VERB
ajfa-1752	118	3	the	the	DET
ajfa-1752	118	4	large	large	ADJ
ajfa-1752	118	5	number	number	NOUN
ajfa-1752	118	6	of	of	ADP
ajfa-1752	118	7	financial	financial	ADJ
ajfa-1752	118	8	ratios	ratio	NOUN
ajfa-1752	118	9	,	,	PUNCT
ajfa-1752	118	10	numerous	numerous	ADJ
ajfa-1752	118	11	logistic	logistic	ADJ
ajfa-1752	118	12	runs	run	NOUN
ajfa-1752	118	13	on	on	ADP
ajfa-1752	118	14	the	the	DET
ajfa-1752	118	15	spss	spss	PROPN
ajfa-1752	118	16	are	be	AUX
ajfa-1752	118	17	performed	perform	VERB
ajfa-1752	118	18	using	use	VERB
ajfa-1752	118	19	different	different	ADJ
ajfa-1752	118	20	combination	combination	NOUN
ajfa-1752	118	21	of	of	ADP
ajfa-1752	118	22	ratios	ratio	NOUN
ajfa-1752	118	23	.	.	PUNCT
ajfa-1752	119	1	for	for	SCONJ
ajfa-1752	119	2	each	each	DET
ajfa-1752	119	3	logit	logit	PROPN
ajfa-1752	119	4	function	function	NOUN
ajfa-1752	119	5	constructed	construct	VERB
ajfa-1752	119	6	,	,	PUNCT
ajfa-1752	119	7	the	the	DET
ajfa-1752	119	8	model	model	NOUN
ajfa-1752	119	9	fit	fit	NOUN
ajfa-1752	119	10	will	will	AUX
ajfa-1752	119	11	be	be	AUX
ajfa-1752	119	12	assessed	assess	VERB
ajfa-1752	119	13	on	on	ADP
ajfa-1752	119	14	how	how	SCONJ
ajfa-1752	119	15	strong	strong	ADJ
ajfa-1752	119	16	is	be	AUX
ajfa-1752	119	17	the	the	DET
ajfa-1752	119	18	function	function	NOUN
ajfa-1752	119	19	,	,	PUNCT
ajfa-1752	119	20	how	how	SCONJ
ajfa-1752	119	21	well	well	ADV
ajfa-1752	119	22	it	it	PRON
ajfa-1752	119	23	discriminates	discriminate	VERB
ajfa-1752	119	24	and	and	CCONJ
ajfa-1752	119	25	checking	check	VERB
ajfa-1752	119	26	the	the	DET
ajfa-1752	119	27	classification	classification	NOUN
ajfa-1752	119	28	matrices	matrix	NOUN
ajfa-1752	119	29	for	for	ADP
ajfa-1752	119	30	predictive	predictive	ADJ
ajfa-1752	119	31	accuracy	accuracy	NOUN
ajfa-1752	119	32	not	not	PART
ajfa-1752	119	33	just	just	ADV
ajfa-1752	119	34	for	for	ADP
ajfa-1752	119	35	the	the	DET
ajfa-1752	119	36	failed	fail	VERB
ajfa-1752	119	37	companies	company	NOUN
ajfa-1752	119	38	asian	asian	ADJ
ajfa-1752	119	39	journal	journal	PROPN
ajfa-1752	119	40	of	of	ADP
ajfa-1752	119	41	finance	finance	PROPN
ajfa-1752	119	42	&	&	CCONJ
ajfa-1752	119	43	accounting	accounting	PROPN
ajfa-1752	119	44	issn	issn	PROPN
ajfa-1752	119	45	1946	1946	NUM
ajfa-1752	119	46	-	-	PUNCT
ajfa-1752	119	47	052x	052x	NOUN
ajfa-1752	119	48	2012	2012	NUM
ajfa-1752	119	49	,	,	PUNCT
ajfa-1752	119	50	vol	vol	NOUN
ajfa-1752	119	51	.	.	PROPN
ajfa-1752	120	1	4	4	NUM
ajfa-1752	120	2	,	,	PUNCT
ajfa-1752	120	3	no	no	INTJ
ajfa-1752	120	4	.	.	NOUN
ajfa-1752	120	5	1	1	NUM
ajfa-1752	120	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	120	7	338	338	NUM
ajfa-1752	120	8	but	but	CCONJ
ajfa-1752	120	9	also	also	ADV
ajfa-1752	120	10	for	for	ADP
ajfa-1752	120	11	the	the	DET
ajfa-1752	120	12	non	non	ADJ
ajfa-1752	120	13	-	-	ADJ
ajfa-1752	120	14	failed	failed	ADJ
ajfa-1752	120	15	companies	company	NOUN
ajfa-1752	120	16	as	as	ADV
ajfa-1752	120	17	well	well	ADV
ajfa-1752	120	18	.	.	PUNCT
ajfa-1752	121	1	the	the	DET
ajfa-1752	121	2	model	model	NOUN
ajfa-1752	121	3	accepted	accept	VERB
ajfa-1752	121	4	has	have	VERB
ajfa-1752	121	5	to	to	PART
ajfa-1752	121	6	have	have	VERB
ajfa-1752	121	7	a	a	DET
ajfa-1752	121	8	good	good	ADJ
ajfa-1752	121	9	fit	fit	NOUN
ajfa-1752	121	10	and	and	CCONJ
ajfa-1752	121	11	that	that	SCONJ
ajfa-1752	121	12	the	the	DET
ajfa-1752	121	13	multicollinearity	multicollinearity	NOUN
ajfa-1752	121	14	level	level	NOUN
ajfa-1752	121	15	is	be	AUX
ajfa-1752	121	16	acceptable	acceptable	ADJ
ajfa-1752	121	17	.	.	PUNCT
ajfa-1752	122	1	the	the	DET
ajfa-1752	122	2	companies	company	NOUN
ajfa-1752	122	3	are	be	AUX
ajfa-1752	122	4	classified	classify	VERB
ajfa-1752	122	5	as	as	ADP
ajfa-1752	122	6	failed	failed	ADJ
ajfa-1752	122	7	or	or	CCONJ
ajfa-1752	122	8	non	non	ADJ
ajfa-1752	122	9	-	-	ADJ
ajfa-1752	122	10	failed	failed	ADJ
ajfa-1752	122	11	according	accord	VERB
ajfa-1752	122	12	to	to	ADP
ajfa-1752	122	13	their	their	PRON
ajfa-1752	122	14	probability	probability	NOUN
ajfa-1752	122	15	estimates	estimate	NOUN
ajfa-1752	122	16	.	.	PUNCT
ajfa-1752	123	1	this	this	PRON
ajfa-1752	123	2	would	would	AUX
ajfa-1752	123	3	be	be	AUX
ajfa-1752	123	4	shown	show	VERB
ajfa-1752	123	5	in	in	ADP
ajfa-1752	123	6	a	a	DET
ajfa-1752	123	7	classification	classification	NOUN
ajfa-1752	123	8	table	table	NOUN
ajfa-1752	123	9	where	where	SCONJ
ajfa-1752	123	10	the	the	DET
ajfa-1752	123	11	number	number	NOUN
ajfa-1752	123	12	of	of	ADP
ajfa-1752	123	13	failed	fail	VERB
ajfa-1752	123	14	companies	company	NOUN
ajfa-1752	123	15	and	and	CCONJ
ajfa-1752	123	16	non	non	ADJ
ajfa-1752	123	17	-	-	ADJ
ajfa-1752	123	18	failed	failed	ADJ
ajfa-1752	123	19	companies	company	NOUN
ajfa-1752	123	20	are	be	AUX
ajfa-1752	123	21	accordingly	accordingly	ADV
ajfa-1752	123	22	classified	classified	ADJ
ajfa-1752	123	23	.	.	PUNCT
ajfa-1752	124	1	4	4	X
ajfa-1752	124	2	.	.	NUM
ajfa-1752	124	3	findings	finding	NOUN
ajfa-1752	124	4	and	and	CCONJ
ajfa-1752	124	5	discussion	discussion	NOUN
ajfa-1752	124	6	after	after	ADP
ajfa-1752	124	7	numerous	numerous	ADJ
ajfa-1752	124	8	logistic	logistic	ADJ
ajfa-1752	124	9	runs	run	NOUN
ajfa-1752	124	10	,	,	PUNCT
ajfa-1752	124	11	one	one	NUM
ajfa-1752	124	12	logistic	logistic	ADJ
ajfa-1752	124	13	regression	regression	NOUN
ajfa-1752	124	14	function	function	NOUN
ajfa-1752	124	15	was	be	AUX
ajfa-1752	124	16	estimated	estimate	VERB
ajfa-1752	124	17	.	.	PUNCT
ajfa-1752	125	1	the	the	DET
ajfa-1752	125	2	logistic	logistic	ADJ
ajfa-1752	125	3	function	function	NOUN
ajfa-1752	125	4	constructed	construct	VERB
ajfa-1752	125	5	was	be	AUX
ajfa-1752	125	6	based	base	VERB
ajfa-1752	125	7	on	on	ADP
ajfa-1752	125	8	the	the	DET
ajfa-1752	125	9	log	log	NOUN
ajfa-1752	125	10	transformed	transform	VERB
ajfa-1752	125	11	values	value	NOUN
ajfa-1752	125	12	for	for	ADP
ajfa-1752	125	13	each	each	DET
ajfa-1752	125	14	ratio	ratio	NOUN
ajfa-1752	125	15	and	and	CCONJ
ajfa-1752	125	16	has	have	VERB
ajfa-1752	125	17	a	a	DET
ajfa-1752	125	18	50	50	NUM
ajfa-1752	125	19	%	%	NOUN
ajfa-1752	125	20	probability	probability	NOUN
ajfa-1752	125	21	of	of	ADP
ajfa-1752	125	22	group	group	NOUN
ajfa-1752	125	23	membership	membership	NOUN
ajfa-1752	125	24	,	,	PUNCT
ajfa-1752	125	25	that	that	ADV
ajfa-1752	125	26	is	is	ADV
ajfa-1752	125	27	,	,	PUNCT
ajfa-1752	125	28	failed	failed	ADJ
ajfa-1752	125	29	and	and	CCONJ
ajfa-1752	125	30	non	non	ADJ
ajfa-1752	125	31	-	-	ADJ
ajfa-1752	125	32	failed	failed	ADJ
ajfa-1752	125	33	.	.	PUNCT
ajfa-1752	126	1	four	four	NUM
ajfa-1752	126	2	ratios	ratio	NOUN
ajfa-1752	126	3	were	be	AUX
ajfa-1752	126	4	found	find	VERB
ajfa-1752	126	5	to	to	PART
ajfa-1752	126	6	have	have	VERB
ajfa-1752	126	7	significant	significant	ADJ
ajfa-1752	126	8	discriminating	discriminate	VERB
ajfa-1752	126	9	power	power	NOUN
ajfa-1752	126	10	in	in	ADP
ajfa-1752	126	11	evaluating	evaluate	VERB
ajfa-1752	126	12	failure	failure	NOUN
ajfa-1752	126	13	prediction	prediction	NOUN
ajfa-1752	126	14	.	.	PUNCT
ajfa-1752	127	1	they	they	PRON
ajfa-1752	127	2	are	be	AUX
ajfa-1752	127	3	cash	cash	NOUN
ajfa-1752	127	4	flow	flow	NOUN
ajfa-1752	127	5	to	to	ADP
ajfa-1752	127	6	total	total	ADJ
ajfa-1752	127	7	debts	debt	NOUN
ajfa-1752	127	8	(	(	PUNCT
ajfa-1752	127	9	cftd	cftd	PROPN
ajfa-1752	127	10	)	)	PUNCT
ajfa-1752	127	11	,	,	PUNCT
ajfa-1752	127	12	total	total	ADJ
ajfa-1752	127	13	debts	debt	NOUN
ajfa-1752	127	14	to	to	ADP
ajfa-1752	127	15	total	total	ADJ
ajfa-1752	127	16	assets	asset	NOUN
ajfa-1752	127	17	(	(	PUNCT
ajfa-1752	127	18	tdta	tdta	NOUN
ajfa-1752	127	19	)	)	PUNCT
ajfa-1752	127	20	,	,	PUNCT
ajfa-1752	127	21	retained	retain	VERB
ajfa-1752	127	22	earnings	earning	NOUN
ajfa-1752	127	23	to	to	ADP
ajfa-1752	127	24	total	total	ADJ
ajfa-1752	127	25	assets	asset	NOUN
ajfa-1752	127	26	(	(	PUNCT
ajfa-1752	127	27	reta	reta	NOUN
ajfa-1752	127	28	)	)	PUNCT
ajfa-1752	127	29	and	and	CCONJ
ajfa-1752	127	30	cash	cash	NOUN
ajfa-1752	127	31	to	to	ADP
ajfa-1752	127	32	current	current	ADJ
ajfa-1752	127	33	liabilities	liability	NOUN
ajfa-1752	127	34	(	(	PUNCT
ajfa-1752	127	35	ccl	ccl	PROPN
ajfa-1752	127	36	)	)	PUNCT
ajfa-1752	127	37	.	.	PUNCT
ajfa-1752	128	1	of	of	ADP
ajfa-1752	128	2	these	these	DET
ajfa-1752	128	3	four	four	NUM
ajfa-1752	128	4	ratios	ratio	NOUN
ajfa-1752	128	5	,	,	PUNCT
ajfa-1752	128	6	two	two	NUM
ajfa-1752	128	7	of	of	ADP
ajfa-1752	128	8	the	the	DET
ajfa-1752	128	9	ratios	ratio	NOUN
ajfa-1752	128	10	measure	measure	VERB
ajfa-1752	128	11	liquidity	liquidity	NOUN
ajfa-1752	128	12	,	,	PUNCT
ajfa-1752	128	13	one	one	NUM
ajfa-1752	128	14	measure	measure	NOUN
ajfa-1752	128	15	profitability	profitability	NOUN
ajfa-1752	128	16	and	and	CCONJ
ajfa-1752	128	17	one	one	NUM
ajfa-1752	128	18	measure	measure	NOUN
ajfa-1752	128	19	solvency	solvency	NOUN
ajfa-1752	128	20	.	.	PUNCT
ajfa-1752	129	1	hossari	hossari	PROPN
ajfa-1752	129	2	&	&	CCONJ
ajfa-1752	129	3	rahman	rahman	PROPN
ajfa-1752	129	4	(	(	PUNCT
ajfa-1752	129	5	2005	2005	NUM
ajfa-1752	129	6	)	)	PUNCT
ajfa-1752	129	7	identified	identify	VERB
ajfa-1752	129	8	48	48	NUM
ajfa-1752	129	9	ratios	ratio	NOUN
ajfa-1752	129	10	most	most	ADV
ajfa-1752	129	11	popularly	popularly	ADV
ajfa-1752	129	12	used	use	VERB
ajfa-1752	129	13	in	in	ADP
ajfa-1752	129	14	past	past	ADJ
ajfa-1752	129	15	studies	study	NOUN
ajfa-1752	129	16	.	.	PUNCT
ajfa-1752	130	1	of	of	ADP
ajfa-1752	130	2	the	the	DET
ajfa-1752	130	3	top	top	ADJ
ajfa-1752	130	4	10	10	NUM
ajfa-1752	130	5	ratios	ratio	NOUN
ajfa-1752	130	6	that	that	PRON
ajfa-1752	130	7	are	be	AUX
ajfa-1752	130	8	most	most	ADV
ajfa-1752	130	9	popular	popular	ADJ
ajfa-1752	130	10	,	,	PUNCT
ajfa-1752	130	11	4	4	NUM
ajfa-1752	130	12	measures	measure	NOUN
ajfa-1752	130	13	liquidity	liquidity	NOUN
ajfa-1752	130	14	,	,	PUNCT
ajfa-1752	130	15	another	another	DET
ajfa-1752	130	16	4	4	NUM
ajfa-1752	130	17	measures	measure	NOUN
ajfa-1752	130	18	profitablilty	profitablilty	NOUN
ajfa-1752	130	19	and	and	CCONJ
ajfa-1752	130	20	the	the	DET
ajfa-1752	130	21	remaining	remain	VERB
ajfa-1752	130	22	2	2	NUM
ajfa-1752	130	23	ratios	ratio	NOUN
ajfa-1752	130	24	measures	measure	NOUN
ajfa-1752	130	25	solvency	solvency	NOUN
ajfa-1752	130	26	.	.	PUNCT
ajfa-1752	131	1	the	the	DET
ajfa-1752	131	2	breakdown	breakdown	NOUN
ajfa-1752	131	3	of	of	ADP
ajfa-1752	131	4	these	these	DET
ajfa-1752	131	5	four	four	NUM
ajfa-1752	131	6	ratios	ratio	NOUN
ajfa-1752	131	7	identified	identify	VERB
ajfa-1752	131	8	in	in	ADP
ajfa-1752	131	9	this	this	DET
ajfa-1752	131	10	study	study	NOUN
ajfa-1752	131	11	in	in	ADP
ajfa-1752	131	12	terms	term	NOUN
ajfa-1752	131	13	of	of	ADP
ajfa-1752	131	14	what	what	PRON
ajfa-1752	131	15	they	they	PRON
ajfa-1752	131	16	measure	measure	VERB
ajfa-1752	131	17	and	and	CCONJ
ajfa-1752	131	18	how	how	SCONJ
ajfa-1752	131	19	they	they	PRON
ajfa-1752	131	20	compare	compare	VERB
ajfa-1752	131	21	to	to	ADP
ajfa-1752	131	22	the	the	DET
ajfa-1752	131	23	10	10	NUM
ajfa-1752	131	24	most	most	ADV
ajfa-1752	131	25	popular	popular	ADJ
ajfa-1752	131	26	financial	financial	ADJ
ajfa-1752	131	27	ratios	ratio	NOUN
ajfa-1752	131	28	found	find	VERB
ajfa-1752	131	29	to	to	PART
ajfa-1752	131	30	be	be	AUX
ajfa-1752	131	31	useful	useful	ADJ
ajfa-1752	131	32	in	in	ADP
ajfa-1752	131	33	past	past	ADJ
ajfa-1752	131	34	studies	study	NOUN
ajfa-1752	131	35	by	by	ADP
ajfa-1752	131	36	hossari	hossari	PROPN
ajfa-1752	131	37	&	&	CCONJ
ajfa-1752	131	38	rahman	rahman	PROPN
ajfa-1752	131	39	(	(	PUNCT
ajfa-1752	131	40	2005	2005	NUM
ajfa-1752	131	41	)	)	PUNCT
ajfa-1752	131	42	as	as	SCONJ
ajfa-1752	131	43	mentioned	mention	VERB
ajfa-1752	131	44	earlier	early	ADV
ajfa-1752	131	45	are	be	AUX
ajfa-1752	131	46	shown	show	VERB
ajfa-1752	131	47	in	in	ADP
ajfa-1752	131	48	table	table	NOUN
ajfa-1752	131	49	2	2	NUM
ajfa-1752	131	50	below	below	ADV
ajfa-1752	131	51	.	.	PUNCT
ajfa-1752	132	1	the	the	DET
ajfa-1752	132	2	results	result	NOUN
ajfa-1752	132	3	showed	show	VERB
ajfa-1752	132	4	that	that	SCONJ
ajfa-1752	132	5	those	those	DET
ajfa-1752	132	6	financial	financial	ADJ
ajfa-1752	132	7	ratios	ratio	NOUN
ajfa-1752	132	8	that	that	PRON
ajfa-1752	132	9	measure	measure	VERB
ajfa-1752	132	10	liquidity	liquidity	NOUN
ajfa-1752	132	11	are	be	AUX
ajfa-1752	132	12	the	the	DET
ajfa-1752	132	13	most	most	ADV
ajfa-1752	132	14	effective	effective	ADJ
ajfa-1752	132	15	in	in	ADP
ajfa-1752	132	16	their	their	PRON
ajfa-1752	132	17	discriminating	discriminate	VERB
ajfa-1752	132	18	power	power	NOUN
ajfa-1752	132	19	.	.	PUNCT
ajfa-1752	133	1	table	table	NOUN
ajfa-1752	133	2	2	2	NUM
ajfa-1752	133	3	.	.	PUNCT
ajfa-1752	134	1	comparisons	comparison	NOUN
ajfa-1752	134	2	of	of	ADP
ajfa-1752	134	3	financial	financial	ADJ
ajfa-1752	134	4	ratios	ratio	NOUN
ajfa-1752	134	5	selected	select	VERB
ajfa-1752	134	6	and	and	CCONJ
ajfa-1752	134	7	what	what	PRON
ajfa-1752	134	8	they	they	PRON
ajfa-1752	134	9	measure	measure	VERB
ajfa-1752	134	10	compared	compare	VERB
ajfa-1752	134	11	to	to	ADP
ajfa-1752	134	12	past	past	ADJ
ajfa-1752	134	13	studies	study	NOUN
ajfa-1752	134	14	present	present	ADJ
ajfa-1752	134	15	study	study	NOUN
ajfa-1752	134	16	percentage	percentage	NOUN
ajfa-1752	134	17	past	past	ADP
ajfa-1752	134	18	studies	study	NOUN
ajfa-1752	134	19	percentage	percentage	NOUN
ajfa-1752	134	20	liquidity	liquidity	NOUN
ajfa-1752	134	21	50	50	NUM
ajfa-1752	134	22	%	%	NOUN
ajfa-1752	134	23	liquidity	liquidity	NOUN
ajfa-1752	134	24	40	40	NUM
ajfa-1752	134	25	%	%	NOUN
ajfa-1752	134	26	profitability	profitability	NOUN
ajfa-1752	134	27	25	25	NUM
ajfa-1752	134	28	%	%	NOUN
ajfa-1752	134	29	profitability	profitability	NOUN
ajfa-1752	134	30	40	40	NUM
ajfa-1752	134	31	%	%	NOUN
ajfa-1752	134	32	solvency	solvency	NOUN
ajfa-1752	134	33	25	25	NUM
ajfa-1752	134	34	%	%	NOUN
ajfa-1752	134	35	solvency	solvency	NOUN
ajfa-1752	134	36	20	20	NUM
ajfa-1752	134	37	%	%	NOUN
ajfa-1752	134	38	the	the	DET
ajfa-1752	134	39	classification	classification	NOUN
ajfa-1752	134	40	results	result	NOUN
ajfa-1752	134	41	for	for	ADP
ajfa-1752	134	42	the	the	DET
ajfa-1752	134	43	analysis	analysis	NOUN
ajfa-1752	134	44	sample	sample	NOUN
ajfa-1752	134	45	as	as	SCONJ
ajfa-1752	134	46	shown	show	VERB
ajfa-1752	134	47	table	table	NOUN
ajfa-1752	134	48	3	3	NUM
ajfa-1752	134	49	below	below	ADV
ajfa-1752	134	50	,	,	PUNCT
ajfa-1752	134	51	showed	show	VERB
ajfa-1752	134	52	an	an	DET
ajfa-1752	134	53	average	average	ADJ
ajfa-1752	134	54	correct	correct	ADJ
ajfa-1752	134	55	classification	classification	NOUN
ajfa-1752	134	56	for	for	ADP
ajfa-1752	134	57	the	the	DET
ajfa-1752	134	58	failed	failed	ADJ
ajfa-1752	134	59	and	and	CCONJ
ajfa-1752	134	60	non	non	ADJ
ajfa-1752	134	61	-	-	ADJ
ajfa-1752	134	62	failed	failed	ADJ
ajfa-1752	134	63	companies	company	NOUN
ajfa-1752	134	64	of	of	ADP
ajfa-1752	134	65	89	89	NUM
ajfa-1752	134	66	%	%	NOUN
ajfa-1752	134	67	and	and	CCONJ
ajfa-1752	134	68	88	88	NUM
ajfa-1752	134	69	%	%	NOUN
ajfa-1752	134	70	respectively	respectively	ADV
ajfa-1752	134	71	for	for	ADP
ajfa-1752	134	72	the	the	DET
ajfa-1752	134	73	five	five	NUM
ajfa-1752	134	74	years	year	NOUN
ajfa-1752	134	75	preceding	precede	VERB
ajfa-1752	134	76	actual	actual	ADJ
ajfa-1752	134	77	failure	failure	NOUN
ajfa-1752	134	78	.	.	PUNCT
ajfa-1752	135	1	the	the	DET
ajfa-1752	135	2	results	result	NOUN
ajfa-1752	135	3	also	also	ADV
ajfa-1752	135	4	showed	show	VERB
ajfa-1752	135	5	that	that	SCONJ
ajfa-1752	135	6	the	the	DET
ajfa-1752	135	7	highest	high	ADJ
ajfa-1752	135	8	accuracy	accuracy	NOUN
ajfa-1752	135	9	rate	rate	NOUN
ajfa-1752	135	10	is	be	AUX
ajfa-1752	135	11	for	for	ADP
ajfa-1752	135	12	the	the	DET
ajfa-1752	135	13	first	first	ADJ
ajfa-1752	135	14	year	year	NOUN
ajfa-1752	135	15	preceding	precede	VERB
ajfa-1752	135	16	failure	failure	NOUN
ajfa-1752	135	17	at	at	ADP
ajfa-1752	135	18	94	94	NUM
ajfa-1752	135	19	%	%	NOUN
ajfa-1752	135	20	for	for	ADP
ajfa-1752	135	21	both	both	PRON
ajfa-1752	135	22	the	the	DET
ajfa-1752	135	23	failed	failed	ADJ
ajfa-1752	135	24	and	and	CCONJ
ajfa-1752	135	25	non	non	ADJ
ajfa-1752	135	26	-	-	ADJ
ajfa-1752	135	27	failed	failed	ADJ
ajfa-1752	135	28	companies	company	NOUN
ajfa-1752	135	29	.	.	PUNCT
ajfa-1752	135	30	.	.	PUNCT
ajfa-1752	136	1	it	it	PRON
ajfa-1752	136	2	is	be	AUX
ajfa-1752	136	3	generally	generally	ADV
ajfa-1752	136	4	accepted	accept	VERB
ajfa-1752	136	5	that	that	SCONJ
ajfa-1752	136	6	the	the	DET
ajfa-1752	136	7	discriminating	discriminate	VERB
ajfa-1752	136	8	power	power	NOUN
ajfa-1752	136	9	of	of	ADP
ajfa-1752	136	10	any	any	DET
ajfa-1752	136	11	model	model	NOUN
ajfa-1752	136	12	that	that	PRON
ajfa-1752	136	13	is	be	AUX
ajfa-1752	136	14	developed	develop	VERB
ajfa-1752	136	15	will	will	AUX
ajfa-1752	136	16	lose	lose	VERB
ajfa-1752	136	17	its	its	PRON
ajfa-1752	136	18	predictive	predictive	ADJ
ajfa-1752	136	19	accuracy	accuracy	NOUN
ajfa-1752	136	20	the	the	DET
ajfa-1752	136	21	further	further	ADJ
ajfa-1752	136	22	away	away	ADV
ajfa-1752	136	23	the	the	DET
ajfa-1752	136	24	time	time	NOUN
ajfa-1752	136	25	period	period	NOUN
ajfa-1752	136	26	is	be	AUX
ajfa-1752	136	27	from	from	ADP
ajfa-1752	136	28	its	its	PRON
ajfa-1752	136	29	actual	actual	ADJ
ajfa-1752	136	30	failure	failure	NOUN
ajfa-1752	136	31	.	.	PUNCT
ajfa-1752	137	1	as	as	SCONJ
ajfa-1752	137	2	the	the	DET
ajfa-1752	137	3	results	result	NOUN
ajfa-1752	137	4	show	show	VERB
ajfa-1752	137	5	,	,	PUNCT
ajfa-1752	137	6	even	even	ADV
ajfa-1752	137	7	in	in	ADP
ajfa-1752	137	8	years	year	NOUN
ajfa-1752	137	9	4	4	NUM
ajfa-1752	137	10	and	and	CCONJ
ajfa-1752	137	11	5	5	NUM
ajfa-1752	137	12	preceding	precede	VERB
ajfa-1752	137	13	failure	failure	NOUN
ajfa-1752	137	14	,	,	PUNCT
ajfa-1752	137	15	the	the	DET
ajfa-1752	137	16	results	result	NOUN
ajfa-1752	137	17	are	be	AUX
ajfa-1752	137	18	very	very	ADV
ajfa-1752	137	19	impressive	impressive	ADJ
ajfa-1752	137	20	with	with	ADP
ajfa-1752	137	21	an	an	DET
ajfa-1752	137	22	average	average	ADJ
ajfa-1752	137	23	correct	correct	ADJ
ajfa-1752	137	24	classification	classification	NOUN
ajfa-1752	137	25	of	of	ADP
ajfa-1752	137	26	84	84	NUM
ajfa-1752	137	27	%	%	NOUN
ajfa-1752	137	28	and	and	CCONJ
ajfa-1752	137	29	88	88	NUM
ajfa-1752	137	30	%	%	NOUN
ajfa-1752	137	31	respectively	respectively	ADV
ajfa-1752	137	32	.	.	PUNCT
ajfa-1752	138	1	asian	asian	ADJ
ajfa-1752	138	2	journal	journal	PROPN
ajfa-1752	138	3	of	of	ADP
ajfa-1752	138	4	finance	finance	PROPN
ajfa-1752	138	5	&	&	CCONJ
ajfa-1752	138	6	accounting	accounting	PROPN
ajfa-1752	138	7	issn	issn	PROPN
ajfa-1752	138	8	1946	1946	NUM
ajfa-1752	138	9	-	-	PUNCT
ajfa-1752	138	10	052x	052x	NOUN
ajfa-1752	138	11	2012	2012	NUM
ajfa-1752	138	12	,	,	PUNCT
ajfa-1752	138	13	vol	vol	NOUN
ajfa-1752	138	14	.	.	PROPN
ajfa-1752	138	15	4	4	NUM
ajfa-1752	138	16	,	,	PUNCT
ajfa-1752	138	17	no	no	INTJ
ajfa-1752	138	18	.	.	NOUN
ajfa-1752	138	19	1	1	NUM
ajfa-1752	138	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	138	21	339	339	NUM
ajfa-1752	138	22	table	table	NOUN
ajfa-1752	138	23	3	3	NUM
ajfa-1752	138	24	.	.	PUNCT
ajfa-1752	139	1	classification	classification	NOUN
ajfa-1752	139	2	results	result	NOUN
ajfa-1752	139	3	:	:	PUNCT
ajfa-1752	139	4	analysis	analysis	NOUN
ajfa-1752	139	5	sample	sample	NOUN
ajfa-1752	139	6	classification	classification	NOUN
ajfa-1752	139	7	results	result	NOUN
ajfa-1752	139	8	(	(	PUNCT
ajfa-1752	139	9	%	%	INTJ
ajfa-1752	139	10	)	)	PUNCT
ajfa-1752	139	11	year	year	NOUN
ajfa-1752	139	12	1	1	NUM
ajfa-1752	139	13	year	year	NOUN
ajfa-1752	139	14	2	2	NUM
ajfa-1752	139	15	year	year	NOUN
ajfa-1752	139	16	3	3	NUM
ajfa-1752	139	17	year	year	NOUN
ajfa-1752	139	18	4	4	NUM
ajfa-1752	139	19	year	year	NOUN
ajfa-1752	139	20	5	5	NUM
ajfa-1752	139	21	av	av	NOUN
ajfa-1752	139	22	.	.	PUNCT
ajfa-1752	140	1	5yrs	5yr	NOUN
ajfa-1752	140	2	analysis	analysis	NOUN
ajfa-1752	140	3	sample	sample	NOUN
ajfa-1752	140	4	fail	fail	VERB
ajfa-1752	140	5	94	94	NUM
ajfa-1752	140	6	88	88	NUM
ajfa-1752	140	7	88	88	NUM
ajfa-1752	140	8	81	81	NUM
ajfa-1752	140	9	94	94	NUM
ajfa-1752	140	10	89	89	NUM
ajfa-1752	140	11	non	non	ADJ
ajfa-1752	140	12	-	-	ADJ
ajfa-1752	140	13	fail	fail	ADJ
ajfa-1752	140	14	94	94	NUM
ajfa-1752	140	15	88	88	NUM
ajfa-1752	140	16	88	88	NUM
ajfa-1752	140	17	88	88	NUM
ajfa-1752	140	18	81	81	NUM
ajfa-1752	140	19	88	88	NUM
ajfa-1752	140	20	average	average	ADJ
ajfa-1752	140	21	94	94	NUM
ajfa-1752	140	22	88	88	NUM
ajfa-1752	140	23	88	88	NUM
ajfa-1752	140	24	84	84	NUM
ajfa-1752	140	25	88	88	NUM
ajfa-1752	140	26	88	88	NUM
ajfa-1752	140	27	the	the	DET
ajfa-1752	140	28	results	result	NOUN
ajfa-1752	140	29	for	for	ADP
ajfa-1752	140	30	the	the	DET
ajfa-1752	140	31	holdout	holdout	NOUN
ajfa-1752	140	32	sample	sample	NOUN
ajfa-1752	140	33	(	(	PUNCT
ajfa-1752	140	34	table	table	NOUN
ajfa-1752	140	35	4	4	NUM
ajfa-1752	140	36	)	)	PUNCT
ajfa-1752	140	37	showed	show	VERB
ajfa-1752	140	38	even	even	ADV
ajfa-1752	140	39	slightly	slightly	ADV
ajfa-1752	140	40	better	well	ADJ
ajfa-1752	140	41	results	result	NOUN
ajfa-1752	140	42	compared	compare	VERB
ajfa-1752	140	43	to	to	ADP
ajfa-1752	140	44	the	the	DET
ajfa-1752	140	45	analysis	analysis	NOUN
ajfa-1752	140	46	sample	sample	NOUN
ajfa-1752	140	47	giving	give	VERB
ajfa-1752	140	48	an	an	DET
ajfa-1752	140	49	average	average	ADJ
ajfa-1752	140	50	correct	correct	ADJ
ajfa-1752	140	51	classification	classification	NOUN
ajfa-1752	140	52	of	of	ADP
ajfa-1752	140	53	92	92	NUM
ajfa-1752	140	54	%	%	NOUN
ajfa-1752	140	55	and	and	CCONJ
ajfa-1752	140	56	89	89	NUM
ajfa-1752	140	57	%	%	NOUN
ajfa-1752	140	58	for	for	ADP
ajfa-1752	140	59	the	the	DET
ajfa-1752	140	60	failed	failed	ADJ
ajfa-1752	140	61	and	and	CCONJ
ajfa-1752	140	62	non	non	ADJ
ajfa-1752	140	63	-	-	ADJ
ajfa-1752	140	64	failed	failed	ADJ
ajfa-1752	140	65	companies	company	NOUN
ajfa-1752	140	66	respectively	respectively	ADV
ajfa-1752	140	67	for	for	ADP
ajfa-1752	140	68	the	the	DET
ajfa-1752	140	69	five	five	NUM
ajfa-1752	140	70	years	year	NOUN
ajfa-1752	140	71	.	.	PUNCT
ajfa-1752	141	1	the	the	DET
ajfa-1752	141	2	highest	high	ADJ
ajfa-1752	141	3	average	average	ADJ
ajfa-1752	141	4	correct	correct	ADJ
ajfa-1752	141	5	classification	classification	NOUN
ajfa-1752	141	6	results	result	NOUN
ajfa-1752	141	7	are	be	AUX
ajfa-1752	141	8	94	94	NUM
ajfa-1752	141	9	%	%	NOUN
ajfa-1752	141	10	for	for	ADP
ajfa-1752	141	11	year	year	NOUN
ajfa-1752	141	12	2	2	NUM
ajfa-1752	141	13	and	and	CCONJ
ajfa-1752	141	14	year	year	NOUN
ajfa-1752	141	15	5	5	NUM
ajfa-1752	141	16	before	before	ADP
ajfa-1752	141	17	the	the	DET
ajfa-1752	141	18	actual	actual	ADJ
ajfa-1752	141	19	failure	failure	NOUN
ajfa-1752	141	20	.	.	PUNCT
ajfa-1752	142	1	table	table	NOUN
ajfa-1752	142	2	4	4	NUM
ajfa-1752	142	3	.	.	PUNCT
ajfa-1752	143	1	classification	classification	NOUN
ajfa-1752	143	2	results	result	NOUN
ajfa-1752	143	3	:	:	PUNCT
ajfa-1752	143	4	holdout	holdout	NOUN
ajfa-1752	143	5	sample	sample	NOUN
ajfa-1752	143	6	classification	classification	NOUN
ajfa-1752	143	7	results	result	NOUN
ajfa-1752	143	8	(	(	PUNCT
ajfa-1752	143	9	%	%	INTJ
ajfa-1752	143	10	)	)	PUNCT
ajfa-1752	143	11	year	year	NOUN
ajfa-1752	143	12	1	1	NUM
ajfa-1752	143	13	year	year	NOUN
ajfa-1752	143	14	2	2	NUM
ajfa-1752	143	15	year	year	NOUN
ajfa-1752	143	16	3	3	NUM
ajfa-1752	143	17	year	year	NOUN
ajfa-1752	143	18	4	4	NUM
ajfa-1752	143	19	year	year	NOUN
ajfa-1752	143	20	5	5	NUM
ajfa-1752	143	21	av	av	NOUN
ajfa-1752	143	22	.	.	PUNCT
ajfa-1752	144	1	5yrs	5yr	NOUN
ajfa-1752	144	2	holdout	holdout	NOUN
ajfa-1752	144	3	sample	sample	NOUN
ajfa-1752	144	4	fail	fail	VERB
ajfa-1752	144	5	88	88	NUM
ajfa-1752	144	6	94	94	NUM
ajfa-1752	144	7	88	88	NUM
ajfa-1752	144	8	88	88	NUM
ajfa-1752	144	9	100	100	NUM
ajfa-1752	144	10	92	92	NUM
ajfa-1752	144	11	non	non	ADJ
ajfa-1752	144	12	-	-	ADJ
ajfa-1752	144	13	fail	fail	ADJ
ajfa-1752	144	14	94	94	NUM
ajfa-1752	144	15	94	94	NUM
ajfa-1752	144	16	88	88	NUM
ajfa-1752	144	17	81	81	NUM
ajfa-1752	144	18	88	88	NUM
ajfa-1752	144	19	89	89	NUM
ajfa-1752	144	20	average	average	NOUN
ajfa-1752	144	21	91	91	NUM
ajfa-1752	144	22	94	94	NUM
ajfa-1752	144	23	88	88	NUM
ajfa-1752	144	24	84	84	NUM
ajfa-1752	144	25	94	94	NUM
ajfa-1752	144	26	90	90	NUM
ajfa-1752	144	27	for	for	ADP
ajfa-1752	144	28	both	both	DET
ajfa-1752	144	29	the	the	DET
ajfa-1752	144	30	analysis	analysis	NOUN
ajfa-1752	144	31	and	and	CCONJ
ajfa-1752	144	32	holdout	holdout	NOUN
ajfa-1752	144	33	samples	sample	NOUN
ajfa-1752	144	34	,	,	PUNCT
ajfa-1752	144	35	the	the	DET
ajfa-1752	144	36	results	result	NOUN
ajfa-1752	144	37	are	be	AUX
ajfa-1752	144	38	striking	strike	VERB
ajfa-1752	144	39	in	in	ADP
ajfa-1752	144	40	that	that	PRON
ajfa-1752	144	41	a	a	DET
ajfa-1752	144	42	consistently	consistently	ADV
ajfa-1752	144	43	high	high	ADJ
ajfa-1752	144	44	accuracy	accuracy	NOUN
ajfa-1752	144	45	has	have	AUX
ajfa-1752	144	46	been	be	AUX
ajfa-1752	144	47	achieved	achieve	VERB
ajfa-1752	144	48	for	for	ADP
ajfa-1752	144	49	both	both	CCONJ
ajfa-1752	144	50	the	the	DET
ajfa-1752	144	51	failed	failed	ADJ
ajfa-1752	144	52	and	and	CCONJ
ajfa-1752	144	53	non	non	ADJ
ajfa-1752	144	54	-	-	ADJ
ajfa-1752	144	55	failed	failed	ADJ
ajfa-1752	144	56	companies	company	NOUN
ajfa-1752	144	57	and	and	CCONJ
ajfa-1752	144	58	for	for	ADP
ajfa-1752	144	59	each	each	PRON
ajfa-1752	144	60	of	of	ADP
ajfa-1752	144	61	the	the	DET
ajfa-1752	144	62	five	five	NUM
ajfa-1752	144	63	years	year	NOUN
ajfa-1752	144	64	.	.	PUNCT
ajfa-1752	145	1	it	it	PRON
ajfa-1752	145	2	seems	seem	VERB
ajfa-1752	145	3	that	that	SCONJ
ajfa-1752	145	4	our	our	PRON
ajfa-1752	145	5	‘	'	PUNCT
ajfa-1752	145	6	hit	hit	ADJ
ajfa-1752	145	7	’	'	PUNCT
ajfa-1752	145	8	rate	rate	NOUN
ajfa-1752	145	9	surpasses	surpasse	NOUN
ajfa-1752	145	10	some	some	PRON
ajfa-1752	145	11	of	of	ADP
ajfa-1752	145	12	the	the	DET
ajfa-1752	145	13	past	past	ADJ
ajfa-1752	145	14	studies	study	NOUN
ajfa-1752	145	15	,	,	PUNCT
ajfa-1752	145	16	although	although	SCONJ
ajfa-1752	145	17	the	the	DET
ajfa-1752	145	18	sample	sample	NOUN
ajfa-1752	145	19	size	size	NOUN
ajfa-1752	145	20	is	be	AUX
ajfa-1752	145	21	small	small	ADJ
ajfa-1752	145	22	.	.	PUNCT
ajfa-1752	145	23	”	"	PUNCT
ajfa-1752	146	1	one	one	NUM
ajfa-1752	146	2	of	of	ADP
ajfa-1752	146	3	the	the	DET
ajfa-1752	146	4	most	most	ADV
ajfa-1752	146	5	well	well	ADV
ajfa-1752	146	6	known	know	VERB
ajfa-1752	146	7	studies	study	NOUN
ajfa-1752	146	8	using	use	VERB
ajfa-1752	146	9	logistic	logistic	ADJ
ajfa-1752	146	10	regression	regression	NOUN
ajfa-1752	146	11	was	be	AUX
ajfa-1752	146	12	by	by	ADP
ajfa-1752	146	13	ohlson	ohlson	NOUN
ajfa-1752	146	14	and	and	CCONJ
ajfa-1752	146	15	his	his	PRON
ajfa-1752	146	16	findings	finding	NOUN
ajfa-1752	146	17	for	for	ADP
ajfa-1752	146	18	the	the	DET
ajfa-1752	146	19	three	three	NUM
ajfa-1752	146	20	years	year	NOUN
ajfa-1752	146	21	preceding	precede	VERB
ajfa-1752	146	22	failure	failure	NOUN
ajfa-1752	146	23	showed	show	VERB
ajfa-1752	146	24	average	average	ADJ
ajfa-1752	146	25	accuracy	accuracy	NOUN
ajfa-1752	146	26	rates	rate	NOUN
ajfa-1752	146	27	of	of	ADP
ajfa-1752	146	28	88	88	NUM
ajfa-1752	146	29	%	%	NOUN
ajfa-1752	146	30	and	and	CCONJ
ajfa-1752	146	31	83	83	NUM
ajfa-1752	146	32	%	%	NOUN
ajfa-1752	146	33	for	for	ADP
ajfa-1752	146	34	the	the	DET
ajfa-1752	146	35	failed	failed	ADJ
ajfa-1752	146	36	and	and	CCONJ
ajfa-1752	146	37	non	non	ADJ
ajfa-1752	146	38	-	-	ADJ
ajfa-1752	146	39	failed	failed	ADJ
ajfa-1752	146	40	companies	company	NOUN
ajfa-1752	146	41	.	.	PUNCT
ajfa-1752	147	1	the	the	DET
ajfa-1752	147	2	malaysian	malaysian	ADJ
ajfa-1752	147	3	studies	study	NOUN
ajfa-1752	147	4	using	use	VERB
ajfa-1752	147	5	the	the	DET
ajfa-1752	147	6	logistic	logistic	ADJ
ajfa-1752	147	7	regression	regression	NOUN
ajfa-1752	147	8	methods	method	NOUN
ajfa-1752	147	9	in	in	ADP
ajfa-1752	147	10	fact	fact	NOUN
ajfa-1752	147	11	showed	show	VERB
ajfa-1752	147	12	a	a	DET
ajfa-1752	147	13	much	much	ADV
ajfa-1752	147	14	lower	low	ADJ
ajfa-1752	147	15	average	average	ADJ
ajfa-1752	147	16	prediction	prediction	NOUN
ajfa-1752	147	17	accuracy	accuracy	NOUN
ajfa-1752	147	18	rates	rate	NOUN
ajfa-1752	147	19	(	(	PUNCT
ajfa-1752	147	20	mohammed	mohammed	PROPN
ajfa-1752	147	21	,	,	PUNCT
ajfa-1752	147	22	li	li	PROPN
ajfa-1752	147	23	&	&	CCONJ
ajfa-1752	147	24	sanda	sanda	PROPN
ajfa-1752	147	25	(	(	PUNCT
ajfa-1752	147	26	2001	2001	NUM
ajfa-1752	147	27	)	)	PUNCT
ajfa-1752	147	28	with	with	ADP
ajfa-1752	147	29	81	81	NUM
ajfa-1752	147	30	%	%	NOUN
ajfa-1752	147	31	and	and	CCONJ
ajfa-1752	147	32	75	75	NUM
ajfa-1752	147	33	%	%	NOUN
ajfa-1752	147	34	for	for	ADP
ajfa-1752	147	35	the	the	DET
ajfa-1752	147	36	analysis	analysis	NOUN
ajfa-1752	147	37	and	and	CCONJ
ajfa-1752	147	38	holdout	holdout	NOUN
ajfa-1752	147	39	samples	sample	NOUN
ajfa-1752	147	40	respectively	respectively	ADV
ajfa-1752	147	41	and	and	CCONJ
ajfa-1752	147	42	low	low	ADJ
ajfa-1752	147	43	,	,	PUNCT
ajfa-1752	147	44	nor	nor	CCONJ
ajfa-1752	147	45	&	&	CCONJ
ajfa-1752	147	46	yatim	yatim	PROPN
ajfa-1752	147	47	(	(	PUNCT
ajfa-1752	147	48	2001	2001	NUM
ajfa-1752	147	49	)	)	PUNCT
ajfa-1752	147	50	with	with	ADP
ajfa-1752	147	51	82	82	NUM
ajfa-1752	147	52	%	%	NOUN
ajfa-1752	147	53	and	and	CCONJ
ajfa-1752	147	54	90	90	NUM
ajfa-1752	147	55	%	%	NOUN
ajfa-1752	147	56	for	for	ADP
ajfa-1752	147	57	the	the	DET
ajfa-1752	147	58	analysis	analysis	NOUN
ajfa-1752	147	59	and	and	CCONJ
ajfa-1752	147	60	holdout	holdout	NOUN
ajfa-1752	147	61	samples	sample	NOUN
ajfa-1752	147	62	respectively	respectively	ADV
ajfa-1752	147	63	)	)	PUNCT
ajfa-1752	147	64	.	.	PUNCT
ajfa-1752	148	1	the	the	DET
ajfa-1752	148	2	measure	measure	NOUN
ajfa-1752	148	3	of	of	ADP
ajfa-1752	148	4	the	the	DET
ajfa-1752	148	5	overall	overall	ADJ
ajfa-1752	148	6	model	model	NOUN
ajfa-1752	148	7	fit	fit	NOUN
ajfa-1752	148	8	as	as	SCONJ
ajfa-1752	148	9	indicated	indicate	VERB
ajfa-1752	148	10	by	by	ADP
ajfa-1752	148	11	the	the	DET
ajfa-1752	148	12	-2	-2	NOUN
ajfa-1752	148	13	log	log	PROPN
ajfa-1752	148	14	likelihood	likelihood	NOUN
ajfa-1752	148	15	value	value	NOUN
ajfa-1752	148	16	(	(	PUNCT
ajfa-1752	148	17	-2ll	-2ll	NUM
ajfa-1752	148	18	)	)	PUNCT
ajfa-1752	148	19	,	,	PUNCT
ajfa-1752	148	20	the	the	DET
ajfa-1752	148	21	chi	chi	ADJ
ajfa-1752	148	22	-	-	PUNCT
ajfa-1752	148	23	square	square	NOUN
ajfa-1752	148	24	goodness	goodness	NOUN
ajfa-1752	148	25	-	-	PUNCT
ajfa-1752	148	26	of	of	ADP
ajfa-1752	148	27	-	-	PUNCT
ajfa-1752	148	28	fit	fit	NOUN
ajfa-1752	148	29	tests	test	NOUN
ajfa-1752	148	30	,	,	PUNCT
ajfa-1752	148	31	the	the	DET
ajfa-1752	148	32	pearson	pearson	NOUN
ajfa-1752	148	33	and	and	CCONJ
ajfa-1752	148	34	deviance	deviance	NOUN
ajfa-1752	148	35	chi	chi	ADJ
ajfa-1752	148	36	-	-	PUNCT
ajfa-1752	148	37	square	square	ADJ
ajfa-1752	148	38	goodness	goodness	NOUN
ajfa-1752	148	39	of	of	ADP
ajfa-1752	148	40	fit	fit	NOUN
ajfa-1752	148	41	as	as	ADV
ajfa-1752	148	42	well	well	ADV
ajfa-1752	148	43	as	as	ADP
ajfa-1752	148	44	the	the	DET
ajfa-1752	148	45	pseudo	pseudo	NOUN
ajfa-1752	148	46	r²	r²	NOUN
ajfa-1752	148	47	measures	measure	NOUN
ajfa-1752	148	48	are	be	AUX
ajfa-1752	148	49	as	as	ADP
ajfa-1752	148	50	tabulated	tabulate	VERB
ajfa-1752	148	51	in	in	ADP
ajfa-1752	148	52	table	table	NOUN
ajfa-1752	148	53	5	5	NUM
ajfa-1752	148	54	for	for	ADP
ajfa-1752	148	55	the	the	DET
ajfa-1752	148	56	analysis	analysis	NOUN
ajfa-1752	148	57	sample	sample	NOUN
ajfa-1752	148	58	and	and	CCONJ
ajfa-1752	148	59	table	table	NOUN
ajfa-1752	148	60	6	6	NUM
ajfa-1752	148	61	for	for	ADP
ajfa-1752	148	62	the	the	DET
ajfa-1752	148	63	holdout	holdout	NOUN
ajfa-1752	148	64	sample	sample	NOUN
ajfa-1752	148	65	.	.	PUNCT
ajfa-1752	149	1	asian	asian	ADJ
ajfa-1752	149	2	journal	journal	PROPN
ajfa-1752	149	3	of	of	ADP
ajfa-1752	149	4	finance	finance	PROPN
ajfa-1752	149	5	&	&	CCONJ
ajfa-1752	149	6	accounting	accounting	PROPN
ajfa-1752	149	7	issn	issn	PROPN
ajfa-1752	149	8	1946	1946	NUM
ajfa-1752	149	9	-	-	PUNCT
ajfa-1752	149	10	052x	052x	NOUN
ajfa-1752	149	11	2012	2012	NUM
ajfa-1752	149	12	,	,	PUNCT
ajfa-1752	149	13	vol	vol	NOUN
ajfa-1752	149	14	.	.	PROPN
ajfa-1752	149	15	4	4	NUM
ajfa-1752	149	16	,	,	PUNCT
ajfa-1752	149	17	no	no	INTJ
ajfa-1752	149	18	.	.	NOUN
ajfa-1752	149	19	1	1	NUM
ajfa-1752	149	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	149	21	340	340	NUM
ajfa-1752	149	22	table	table	NOUN
ajfa-1752	149	23	5	5	NUM
ajfa-1752	149	24	.	.	PUNCT
ajfa-1752	149	25	logistic	logistic	ADJ
ajfa-1752	149	26	function	function	NOUN
ajfa-1752	149	27	model	model	NOUN
ajfa-1752	149	28	fit	fit	ADJ
ajfa-1752	149	29	results	result	NOUN
ajfa-1752	149	30	–	–	PUNCT
ajfa-1752	149	31	analysis	analysis	NOUN
ajfa-1752	149	32	sample	sample	NOUN
ajfa-1752	149	33	year	year	NOUN
ajfa-1752	149	34	1	1	NUM
ajfa-1752	149	35	year	year	NOUN
ajfa-1752	149	36	2	2	NUM
ajfa-1752	149	37	year	year	NOUN
ajfa-1752	149	38	3	3	NUM
ajfa-1752	149	39	year4	year4	NOUN
ajfa-1752	149	40	year	year	NOUN
ajfa-1752	149	41	5	5	NUM
ajfa-1752	149	42	-2ll	-2ll	NOUN
ajfa-1752	149	43	final	final	ADJ
ajfa-1752	149	44	4.961	4.961	NUM
ajfa-1752	149	45	12.701	12.701	NUM
ajfa-1752	149	46	18.839	18.839	NUM
ajfa-1752	149	47	22.268	22.268	NUM
ajfa-1752	149	48	21.648	21.648	NUM
ajfa-1752	149	49	chi	chi	ADJ
ajfa-1752	149	50	-	-	PUNCT
ajfa-1752	149	51	square	square	NOUN
ajfa-1752	149	52	39.401	39.401	NUM
ajfa-1752	149	53	31.661	31.661	NUM
ajfa-1752	149	54	25.523	25.523	NUM
ajfa-1752	149	55	22.094	22.094	NUM
ajfa-1752	149	56	22.714	22.714	NUM
ajfa-1752	149	57	significance	significance	NOUN
ajfa-1752	149	58	0.000	0.000	NUM
ajfa-1752	149	59	0.000	0.000	NUM
ajfa-1752	149	60	0.000	0.000	NUM
ajfa-1752	149	61	0.000	0.000	NUM
ajfa-1752	149	62	0.000	0.000	NUM
ajfa-1752	149	63	goodness	goodness	NOUN
ajfa-1752	149	64	-	-	PUNCT
ajfa-1752	149	65	of	of	ADP
ajfa-1752	149	66	-	-	PUNCT
ajfa-1752	149	67	fit	fit	ADJ
ajfa-1752	149	68	pearson	pearson	NOUN
ajfa-1752	149	69	chi	chi	PROPN
ajfa-1752	149	70	-	-	PUNCT
ajfa-1752	149	71	square	square	ADJ
ajfa-1752	149	72	4.289	4.289	NUM
ajfa-1752	149	73	14.544	14.544	NUM
ajfa-1752	149	74	19.373	19.373	NUM
ajfa-1752	149	75	29.648	29.648	NUM
ajfa-1752	149	76	40.643	40.643	NUM
ajfa-1752	149	77	significance	significance	NOUN
ajfa-1752	149	78	1.000	1.000	NUM
ajfa-1752	149	79	0.975	0.975	NUM
ajfa-1752	149	80	0.858	0.858	NUM
ajfa-1752	149	81	0.330	0.330	NUM
ajfa-1752	149	82	0.045	0.045	NUM
ajfa-1752	149	83	deviance	deviance	NOUN
ajfa-1752	149	84	chi	chi	NOUN
ajfa-1752	149	85	-	-	PUNCT
ajfa-1752	149	86	square	square	NOUN
ajfa-1752	149	87	4.961	4.961	NUM
ajfa-1752	149	88	12.701	12.701	NUM
ajfa-1752	149	89	18.839	18.839	NUM
ajfa-1752	149	90	22.268	22.268	NUM
ajfa-1752	149	91	21.648	21.648	NUM
ajfa-1752	149	92	significance	significance	NOUN
ajfa-1752	149	93	1.000	1.000	NUM
ajfa-1752	149	94	0.991	0.991	NUM
ajfa-1752	149	95	0.876	0.876	NUM
ajfa-1752	149	96	0.724	0.724	NUM
ajfa-1752	149	97	0.755	0.755	NUM
ajfa-1752	149	98	pseudo	pseudo	NOUN
ajfa-1752	149	99	-	-	ADJ
ajfa-1752	149	100	r²	r²	ADJ
ajfa-1752	149	101	cox	cox	PROPN
ajfa-1752	149	102	&	&	CCONJ
ajfa-1752	149	103	snell	snell	PROPN
ajfa-1752	149	104	0.708	0.708	NUM
ajfa-1752	149	105	0.628	0.628	NUM
ajfa-1752	149	106	0.550	0.550	NUM
ajfa-1752	149	107	0.499	0.499	NUM
ajfa-1752	149	108	0.508	0.508	NUM
ajfa-1752	149	109	nagelkerke	nagelkerke	NOUN
ajfa-1752	149	110	0.944	0.944	NUM
ajfa-1752	149	111	0.838	0.838	NUM
ajfa-1752	149	112	0.773	0.773	NUM
ajfa-1752	149	113	0.665	0.665	NUM
ajfa-1752	149	114	0.678	0.678	NUM
ajfa-1752	149	115	for	for	ADP
ajfa-1752	149	116	the	the	DET
ajfa-1752	149	117	analysis	analysis	NOUN
ajfa-1752	149	118	sample	sample	NOUN
ajfa-1752	149	119	(	(	PUNCT
ajfa-1752	149	120	table	table	NOUN
ajfa-1752	149	121	5	5	NUM
ajfa-1752	149	122	)	)	PUNCT
ajfa-1752	149	123	and	and	CCONJ
ajfa-1752	149	124	for	for	ADP
ajfa-1752	149	125	all	all	DET
ajfa-1752	149	126	the	the	DET
ajfa-1752	149	127	five	five	NUM
ajfa-1752	149	128	years	year	NOUN
ajfa-1752	149	129	,	,	PUNCT
ajfa-1752	149	130	the	the	DET
ajfa-1752	149	131	values	value	NOUN
ajfa-1752	149	132	of	of	ADP
ajfa-1752	149	133	the	the	DET
ajfa-1752	149	134	-2ll	-2ll	NOUN
ajfa-1752	149	135	are	be	AUX
ajfa-1752	149	136	low	low	ADV
ajfa-1752	149	137	indicating	indicate	VERB
ajfa-1752	149	138	a	a	DET
ajfa-1752	149	139	well	well	ADV
ajfa-1752	149	140	fitting	fitting	ADJ
ajfa-1752	149	141	logit	logit	NOUN
ajfa-1752	149	142	model	model	NOUN
ajfa-1752	149	143	.	.	PUNCT
ajfa-1752	150	1	the	the	DET
ajfa-1752	150	2	relatively	relatively	ADV
ajfa-1752	150	3	high	high	ADJ
ajfa-1752	150	4	model	model	NOUN
ajfa-1752	150	5	chi	chi	ADJ
ajfa-1752	150	6	-	-	PUNCT
ajfa-1752	150	7	square	square	ADJ
ajfa-1752	150	8	values	value	NOUN
ajfa-1752	150	9	with	with	ADP
ajfa-1752	150	10	significant	significant	ADJ
ajfa-1752	150	11	p	p	NOUN
ajfa-1752	150	12	-	-	PUNCT
ajfa-1752	150	13	values	value	NOUN
ajfa-1752	150	14	(	(	PUNCT
ajfa-1752	150	15	p	p	NOUN
ajfa-1752	150	16	-	-	PUNCT
ajfa-1752	150	17	value	value	NOUN
ajfa-1752	150	18	of	of	ADP
ajfa-1752	150	19	<	<	X
ajfa-1752	150	20	0.05	0.05	NUM
ajfa-1752	150	21	)	)	PUNCT
ajfa-1752	150	22	,	,	PUNCT
ajfa-1752	150	23	showed	show	VERB
ajfa-1752	150	24	that	that	SCONJ
ajfa-1752	150	25	the	the	DET
ajfa-1752	150	26	independent	independent	ADJ
ajfa-1752	150	27	variables	variable	NOUN
ajfa-1752	150	28	entered	enter	VERB
ajfa-1752	150	29	in	in	ADP
ajfa-1752	150	30	the	the	DET
ajfa-1752	150	31	logit	logit	NOUN
ajfa-1752	150	32	construct	construct	VERB
ajfa-1752	150	33	significantly	significantly	ADV
ajfa-1752	150	34	impact	impact	VERB
ajfa-1752	150	35	the	the	DET
ajfa-1752	150	36	dependant	dependant	ADJ
ajfa-1752	150	37	variables	variable	NOUN
ajfa-1752	150	38	.	.	PUNCT
ajfa-1752	151	1	the	the	DET
ajfa-1752	151	2	pearson	pearson	PROPN
ajfa-1752	151	3	chi	chi	PROPN
ajfa-1752	151	4	-	-	PUNCT
ajfa-1752	151	5	square	square	ADJ
ajfa-1752	151	6	goodness	goodness	NOUN
ajfa-1752	151	7	of	of	ADP
ajfa-1752	151	8	fit	fit	ADJ
ajfa-1752	151	9	tests	test	NOUN
ajfa-1752	151	10	for	for	ADP
ajfa-1752	151	11	years	year	NOUN
ajfa-1752	151	12	1	1	NUM
ajfa-1752	151	13	to	to	PART
ajfa-1752	151	14	4	4	NUM
ajfa-1752	151	15	before	before	ADP
ajfa-1752	151	16	actual	actual	ADJ
ajfa-1752	151	17	failure	failure	NOUN
ajfa-1752	151	18	showed	show	VERB
ajfa-1752	151	19	p	p	NOUN
ajfa-1752	151	20	-	-	PUNCT
ajfa-1752	151	21	values	value	NOUN
ajfa-1752	151	22	of	of	ADP
ajfa-1752	151	23	>	>	X
ajfa-1752	151	24	0.05	0.05	NUM
ajfa-1752	151	25	indicating	indicate	VERB
ajfa-1752	151	26	that	that	SCONJ
ajfa-1752	151	27	they	they	PRON
ajfa-1752	151	28	are	be	AUX
ajfa-1752	151	29	not	not	PART
ajfa-1752	151	30	significant	significant	ADJ
ajfa-1752	151	31	and	and	CCONJ
ajfa-1752	151	32	the	the	DET
ajfa-1752	151	33	overall	overall	ADJ
ajfa-1752	151	34	model	model	NOUN
ajfa-1752	151	35	fit	fit	NOUN
ajfa-1752	151	36	is	be	AUX
ajfa-1752	151	37	good	good	ADJ
ajfa-1752	151	38	.	.	PUNCT
ajfa-1752	152	1	for	for	ADP
ajfa-1752	152	2	year	year	NOUN
ajfa-1752	152	3	5	5	NUM
ajfa-1752	152	4	before	before	ADP
ajfa-1752	152	5	actual	actual	ADJ
ajfa-1752	152	6	failure	failure	NOUN
ajfa-1752	152	7	the	the	DET
ajfa-1752	152	8	p	p	NOUN
ajfa-1752	152	9	-	-	PUNCT
ajfa-1752	152	10	value	value	NOUN
ajfa-1752	152	11	is	be	AUX
ajfa-1752	152	12	0.045	0.045	NUM
ajfa-1752	152	13	which	which	PRON
ajfa-1752	152	14	is	be	AUX
ajfa-1752	152	15	significant	significant	ADJ
ajfa-1752	152	16	but	but	CCONJ
ajfa-1752	152	17	the	the	DET
ajfa-1752	152	18	p	p	NOUN
ajfa-1752	152	19	-	-	PUNCT
ajfa-1752	152	20	value	value	NOUN
ajfa-1752	152	21	for	for	ADP
ajfa-1752	152	22	the	the	DET
ajfa-1752	152	23	deviance	deviance	NOUN
ajfa-1752	152	24	chi	chi	NOUN
ajfa-1752	152	25	-	-	PUNCT
ajfa-1752	152	26	square	square	NOUN
ajfa-1752	152	27	for	for	ADP
ajfa-1752	152	28	the	the	DET
ajfa-1752	152	29	same	same	ADJ
ajfa-1752	152	30	year	year	NOUN
ajfa-1752	152	31	is	be	AUX
ajfa-1752	152	32	not	not	PART
ajfa-1752	152	33	significant	significant	ADJ
ajfa-1752	152	34	at	at	ADP
ajfa-1752	152	35	0.755	0.755	NUM
ajfa-1752	152	36	.	.	PUNCT
ajfa-1752	153	1	together	together	ADV
ajfa-1752	153	2	with	with	ADP
ajfa-1752	153	3	the	the	DET
ajfa-1752	153	4	acceptable	acceptable	ADJ
ajfa-1752	153	5	-2ll	-2ll	NOUN
ajfa-1752	153	6	and	and	CCONJ
ajfa-1752	153	7	the	the	DET
ajfa-1752	153	8	pseudo	pseudo	NOUN
ajfa-1752	153	9	-	-	ADJ
ajfa-1752	153	10	r²	r²	ADJ
ajfa-1752	153	11	results	result	NOUN
ajfa-1752	153	12	,	,	PUNCT
ajfa-1752	153	13	it	it	PRON
ajfa-1752	153	14	may	may	AUX
ajfa-1752	153	15	help	help	VERB
ajfa-1752	153	16	explain	explain	VERB
ajfa-1752	153	17	why	why	SCONJ
ajfa-1752	153	18	the	the	DET
ajfa-1752	153	19	correct	correct	ADJ
ajfa-1752	153	20	classification	classification	NOUN
ajfa-1752	153	21	rate	rate	NOUN
ajfa-1752	153	22	for	for	ADP
ajfa-1752	153	23	year	year	NOUN
ajfa-1752	153	24	5	5	NUM
ajfa-1752	153	25	before	before	ADP
ajfa-1752	153	26	actual	actual	ADJ
ajfa-1752	153	27	failure	failure	NOUN
ajfa-1752	153	28	is	be	AUX
ajfa-1752	153	29	still	still	ADV
ajfa-1752	153	30	very	very	ADV
ajfa-1752	153	31	high	high	ADJ
ajfa-1752	153	32	at	at	ADP
ajfa-1752	153	33	91	91	NUM
ajfa-1752	153	34	%	%	NOUN
ajfa-1752	153	35	and	and	CCONJ
ajfa-1752	153	36	84	84	NUM
ajfa-1752	153	37	%	%	NOUN
ajfa-1752	153	38	for	for	ADP
ajfa-1752	153	39	the	the	DET
ajfa-1752	153	40	failed	failed	ADJ
ajfa-1752	153	41	and	and	CCONJ
ajfa-1752	153	42	non	non	ADJ
ajfa-1752	153	43	-	-	ADJ
ajfa-1752	153	44	failed	failed	ADJ
ajfa-1752	153	45	companies	company	NOUN
ajfa-1752	153	46	respectively	respectively	ADV
ajfa-1752	153	47	.	.	PUNCT
ajfa-1752	154	1	this	this	PRON
ajfa-1752	154	2	can	can	AUX
ajfa-1752	154	3	be	be	AUX
ajfa-1752	154	4	interpreted	interpret	VERB
ajfa-1752	154	5	that	that	SCONJ
ajfa-1752	154	6	the	the	DET
ajfa-1752	154	7	overall	overall	ADJ
ajfa-1752	154	8	measure	measure	NOUN
ajfa-1752	154	9	of	of	ADP
ajfa-1752	154	10	fit	fit	NOUN
ajfa-1752	154	11	is	be	AUX
ajfa-1752	154	12	still	still	ADV
ajfa-1752	154	13	very	very	ADV
ajfa-1752	154	14	good	good	ADJ
ajfa-1752	154	15	.	.	PUNCT
ajfa-1752	155	1	the	the	DET
ajfa-1752	155	2	cox	cox	PROPN
ajfa-1752	155	3	&	&	CCONJ
ajfa-1752	155	4	snell	snell	PROPN
ajfa-1752	155	5	and	and	CCONJ
ajfa-1752	155	6	nagelkerke	nagelkerke	NOUN
ajfa-1752	155	7	pseudo	pseudo	NOUN
ajfa-1752	155	8	-	-	ADJ
ajfa-1752	155	9	r²	r²	ADJ
ajfa-1752	155	10	results	result	NOUN
ajfa-1752	155	11	showed	show	VERB
ajfa-1752	155	12	values	value	NOUN
ajfa-1752	155	13	that	that	PRON
ajfa-1752	155	14	are	be	AUX
ajfa-1752	155	15	reasonably	reasonably	ADV
ajfa-1752	155	16	high	high	ADJ
ajfa-1752	155	17	indicating	indicate	VERB
ajfa-1752	155	18	that	that	SCONJ
ajfa-1752	155	19	an	an	DET
ajfa-1752	155	20	acceptable	acceptable	ADJ
ajfa-1752	155	21	proportion	proportion	NOUN
ajfa-1752	155	22	of	of	ADP
ajfa-1752	155	23	variation	variation	NOUN
ajfa-1752	155	24	in	in	ADP
ajfa-1752	155	25	the	the	DET
ajfa-1752	155	26	dependent	dependent	ADJ
ajfa-1752	155	27	variable	variable	NOUN
ajfa-1752	155	28	is	be	AUX
ajfa-1752	155	29	explained	explain	VERB
ajfa-1752	155	30	by	by	ADP
ajfa-1752	155	31	the	the	DET
ajfa-1752	155	32	independent	independent	ADJ
ajfa-1752	155	33	variables	variable	NOUN
ajfa-1752	155	34	.	.	PUNCT
ajfa-1752	156	1	though	though	SCONJ
ajfa-1752	156	2	this	this	DET
ajfa-1752	156	3	measure	measure	NOUN
ajfa-1752	156	4	is	be	AUX
ajfa-1752	156	5	similar	similar	ADJ
ajfa-1752	156	6	to	to	ADP
ajfa-1752	156	7	the	the	DET
ajfa-1752	156	8	regression	regression	NOUN
ajfa-1752	156	9	analysis	analysis	NOUN
ajfa-1752	156	10	’s	’s	PART
ajfa-1752	156	11	r²	r²	NOUN
ajfa-1752	156	12	,	,	PUNCT
ajfa-1752	156	13	the	the	DET
ajfa-1752	156	14	values	value	NOUN
ajfa-1752	156	15	calculated	calculate	VERB
ajfa-1752	156	16	for	for	ADP
ajfa-1752	156	17	logistic	logistic	ADJ
ajfa-1752	156	18	regression	regression	NOUN
ajfa-1752	156	19	are	be	AUX
ajfa-1752	156	20	typically	typically	ADV
ajfa-1752	156	21	smaller	small	ADJ
ajfa-1752	156	22	than	than	ADP
ajfa-1752	156	23	what	what	PRON
ajfa-1752	156	24	is	be	AUX
ajfa-1752	156	25	seen	see	VERB
ajfa-1752	156	26	for	for	ADP
ajfa-1752	156	27	linear	linear	ADJ
ajfa-1752	156	28	regression	regression	NOUN
ajfa-1752	156	29	models	model	NOUN
ajfa-1752	156	30	(	(	PUNCT
ajfa-1752	156	31	norusis	norusis	NOUN
ajfa-1752	156	32	2005	2005	NUM
ajfa-1752	156	33	)	)	PUNCT
ajfa-1752	156	34	.	.	PUNCT
ajfa-1752	157	1	asian	asian	ADJ
ajfa-1752	157	2	journal	journal	PROPN
ajfa-1752	157	3	of	of	ADP
ajfa-1752	157	4	finance	finance	PROPN
ajfa-1752	157	5	&	&	CCONJ
ajfa-1752	157	6	accounting	accounting	PROPN
ajfa-1752	157	7	issn	issn	PROPN
ajfa-1752	157	8	1946	1946	NUM
ajfa-1752	157	9	-	-	PUNCT
ajfa-1752	157	10	052x	052x	NOUN
ajfa-1752	157	11	2012	2012	NUM
ajfa-1752	157	12	,	,	PUNCT
ajfa-1752	157	13	vol	vol	NOUN
ajfa-1752	157	14	.	.	PROPN
ajfa-1752	157	15	4	4	NUM
ajfa-1752	157	16	,	,	PUNCT
ajfa-1752	157	17	no	no	INTJ
ajfa-1752	157	18	.	.	NOUN
ajfa-1752	157	19	1	1	NUM
ajfa-1752	157	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	157	21	341	341	NUM
ajfa-1752	157	22	table	table	NOUN
ajfa-1752	157	23	6	6	NUM
ajfa-1752	157	24	.	.	PUNCT
ajfa-1752	157	25	logistic	logistic	ADJ
ajfa-1752	157	26	function	function	NOUN
ajfa-1752	157	27	model	model	NOUN
ajfa-1752	157	28	fit	fit	ADJ
ajfa-1752	157	29	results	result	NOUN
ajfa-1752	157	30	–	–	PUNCT
ajfa-1752	157	31	holdout	holdout	NOUN
ajfa-1752	157	32	sample	sample	NOUN
ajfa-1752	157	33	year	year	NOUN
ajfa-1752	157	34	1	1	NUM
ajfa-1752	157	35	year	year	NOUN
ajfa-1752	157	36	2	2	NUM
ajfa-1752	157	37	year	year	NOUN
ajfa-1752	157	38	3	3	NUM
ajfa-1752	157	39	year4	year4	NOUN
ajfa-1752	157	40	year	year	NOUN
ajfa-1752	157	41	5	5	NUM
ajfa-1752	157	42	-2ll	-2ll	NOUN
ajfa-1752	157	43	final	final	ADJ
ajfa-1752	157	44	21.905	21.905	NUM
ajfa-1752	157	45	9.083	9.083	NUM
ajfa-1752	157	46	14.631	14.631	NUM
ajfa-1752	157	47	26.123	26.123	NUM
ajfa-1752	157	48	11.583	11.583	NUM
ajfa-1752	157	49	chi	chi	ADJ
ajfa-1752	157	50	-	-	PUNCT
ajfa-1752	157	51	square	square	NOUN
ajfa-1752	157	52	22.457	22.457	NUM
ajfa-1752	157	53	35.278	35.278	NUM
ajfa-1752	157	54	29.730	29.730	NUM
ajfa-1752	157	55	18.238	18.238	NUM
ajfa-1752	157	56	32.778	32.778	NUM
ajfa-1752	157	57	significance	significance	NOUN
ajfa-1752	157	58	0.000	0.000	NUM
ajfa-1752	157	59	0.000	0.000	NUM
ajfa-1752	157	60	0.000	0.000	NUM
ajfa-1752	157	61	0.001	0.001	NUM
ajfa-1752	157	62	0.000	0.000	NUM
ajfa-1752	157	63	goodness	goodness	NOUN
ajfa-1752	157	64	-	-	PUNCT
ajfa-1752	157	65	of	of	ADP
ajfa-1752	157	66	-	-	PUNCT
ajfa-1752	157	67	fit	fit	ADJ
ajfa-1752	157	68	pearson	pearson	NOUN
ajfa-1752	157	69	chi	chi	PROPN
ajfa-1752	157	70	-	-	PUNCT
ajfa-1752	157	71	square	square	ADJ
ajfa-1752	157	72	39.142	39.142	NUM
ajfa-1752	157	73	8.966	8.966	NUM
ajfa-1752	157	74	12.669	12.669	NUM
ajfa-1752	157	75	25.020	25.020	NUM
ajfa-1752	157	76	16.881	16.881	NUM
ajfa-1752	157	77	significance	significance	NOUN
ajfa-1752	157	78	0.062	0.062	NUM
ajfa-1752	157	79	1.000	1.000	NUM
ajfa-1752	157	80	0.991	0.991	NUM
ajfa-1752	157	81	0.573	0.573	NUM
ajfa-1752	157	82	0.934	0.934	NUM
ajfa-1752	157	83	deviance	deviance	NOUN
ajfa-1752	157	84	chi	chi	ADJ
ajfa-1752	157	85	-	-	PUNCT
ajfa-1752	157	86	square	square	NOUN
ajfa-1752	157	87	21.905	21.905	NUM
ajfa-1752	157	88	9.083	9.083	NUM
ajfa-1752	157	89	14.631	14.631	NUM
ajfa-1752	157	90	26.123	26.123	NUM
ajfa-1752	157	91	11.583	11.583	NUM
ajfa-1752	157	92	significance	significance	NOUN
ajfa-1752	157	93	0.742	0.742	NUM
ajfa-1752	157	94	1.000	1.000	NUM
ajfa-1752	157	95	0.974	0.974	NUM
ajfa-1752	157	96	0.512	0.512	NUM
ajfa-1752	157	97	0.996	0.996	NUM
ajfa-1752	157	98	pseudo	pseudo	NOUN
ajfa-1752	157	99	-	-	ADJ
ajfa-1752	157	100	r²	r²	ADJ
ajfa-1752	157	101	cox	cox	PROPN
ajfa-1752	157	102	&	&	CCONJ
ajfa-1752	157	103	snell	snell	PROPN
ajfa-1752	157	104	0.504	0.504	NUM
ajfa-1752	157	105	0.668	0.668	NUM
ajfa-1752	157	106	0.605	0.605	NUM
ajfa-1752	157	107	0.434	0.434	NUM
ajfa-1752	157	108	0.641	0.641	NUM
ajfa-1752	157	109	nagelkerke	nagelkerke	NOUN
ajfa-1752	157	110	0.672	0.672	NUM
ajfa-1752	157	111	0.891	0.891	NUM
ajfa-1752	157	112	0.807	0.807	NUM
ajfa-1752	157	113	0.579	0.579	NUM
ajfa-1752	157	114	0.855	0.855	NUM
ajfa-1752	157	115	for	for	ADP
ajfa-1752	157	116	the	the	DET
ajfa-1752	157	117	holdout	holdout	NOUN
ajfa-1752	157	118	sample	sample	NOUN
ajfa-1752	157	119	(	(	PUNCT
ajfa-1752	157	120	table	table	NOUN
ajfa-1752	157	121	6	6	NUM
ajfa-1752	157	122	)	)	PUNCT
ajfa-1752	157	123	,	,	PUNCT
ajfa-1752	157	124	the	the	DET
ajfa-1752	157	125	-2ll	-2ll	NOUN
ajfa-1752	157	126	,	,	PUNCT
ajfa-1752	157	127	the	the	DET
ajfa-1752	157	128	pearson	pearson	PROPN
ajfa-1752	157	129	and	and	CCONJ
ajfa-1752	157	130	deviance	deviance	NOUN
ajfa-1752	157	131	chi	chi	NOUN
ajfa-1752	157	132	-	-	PUNCT
ajfa-1752	157	133	square	square	NOUN
ajfa-1752	157	134	as	as	ADV
ajfa-1752	157	135	well	well	ADV
ajfa-1752	157	136	as	as	ADP
ajfa-1752	157	137	the	the	DET
ajfa-1752	157	138	pseudo	pseudo	NOUN
ajfa-1752	157	139	-	-	ADJ
ajfa-1752	157	140	r²	r²	ADJ
ajfa-1752	157	141	measures	measure	NOUN
ajfa-1752	157	142	all	all	PRON
ajfa-1752	157	143	indicated	indicate	VERB
ajfa-1752	157	144	that	that	SCONJ
ajfa-1752	157	145	the	the	DET
ajfa-1752	157	146	logit	logit	PROPN
ajfa-1752	157	147	model	model	NOUN
ajfa-1752	157	148	developed	develop	VERB
ajfa-1752	157	149	has	have	VERB
ajfa-1752	157	150	a	a	DET
ajfa-1752	157	151	good	good	ADJ
ajfa-1752	157	152	model	model	NOUN
ajfa-1752	157	153	fit	fit	NOUN
ajfa-1752	157	154	which	which	PRON
ajfa-1752	157	155	has	have	AUX
ajfa-1752	157	156	also	also	ADV
ajfa-1752	157	157	resulted	result	VERB
ajfa-1752	157	158	in	in	ADP
ajfa-1752	157	159	the	the	DET
ajfa-1752	157	160	high	high	ADJ
ajfa-1752	157	161	average	average	ADJ
ajfa-1752	157	162	correct	correct	ADJ
ajfa-1752	157	163	classifications	classification	NOUN
ajfa-1752	157	164	of	of	ADP
ajfa-1752	157	165	between	between	ADP
ajfa-1752	157	166	89	89	NUM
ajfa-1752	157	167	%	%	NOUN
ajfa-1752	157	168	and	and	CCONJ
ajfa-1752	157	169	92	92	NUM
ajfa-1752	157	170	%	%	NOUN
ajfa-1752	157	171	for	for	ADP
ajfa-1752	157	172	the	the	DET
ajfa-1752	157	173	failed	failed	ADJ
ajfa-1752	157	174	and	and	CCONJ
ajfa-1752	157	175	non	non	ADJ
ajfa-1752	157	176	-	-	ADJ
ajfa-1752	157	177	failed	failed	ADJ
ajfa-1752	157	178	companies	company	NOUN
ajfa-1752	157	179	as	as	SCONJ
ajfa-1752	157	180	mentioned	mention	VERB
ajfa-1752	157	181	earlier	early	ADV
ajfa-1752	157	182	.	.	PUNCT
ajfa-1752	158	1	the	the	DET
ajfa-1752	158	2	pearson	pearson	PROPN
ajfa-1752	158	3	and	and	CCONJ
ajfa-1752	158	4	deviance	deviance	NOUN
ajfa-1752	158	5	chi	chi	ADJ
ajfa-1752	158	6	-	-	PUNCT
ajfa-1752	158	7	square	square	ADJ
ajfa-1752	158	8	p	p	NOUN
ajfa-1752	158	9	-	-	PUNCT
ajfa-1752	158	10	values	value	NOUN
ajfa-1752	158	11	are	be	AUX
ajfa-1752	158	12	not	not	PART
ajfa-1752	158	13	significant	significant	ADJ
ajfa-1752	158	14	for	for	ADP
ajfa-1752	158	15	each	each	PRON
ajfa-1752	158	16	of	of	ADP
ajfa-1752	158	17	the	the	DET
ajfa-1752	158	18	five	five	NUM
ajfa-1752	158	19	years	year	NOUN
ajfa-1752	158	20	and	and	CCONJ
ajfa-1752	158	21	these	these	DET
ajfa-1752	158	22	values	value	NOUN
ajfa-1752	158	23	also	also	ADV
ajfa-1752	158	24	indicate	indicate	VERB
ajfa-1752	158	25	good	good	ADJ
ajfa-1752	158	26	model	model	NOUN
ajfa-1752	158	27	fit	fit	PROPN
ajfa-1752	158	28	.	.	PUNCT
ajfa-1752	159	1	the	the	DET
ajfa-1752	159	2	findings	finding	NOUN
ajfa-1752	159	3	showed	show	VERB
ajfa-1752	159	4	that	that	SCONJ
ajfa-1752	159	5	with	with	ADP
ajfa-1752	159	6	just	just	ADV
ajfa-1752	159	7	four	four	NUM
ajfa-1752	159	8	financial	financial	ADJ
ajfa-1752	159	9	ratios	ratio	NOUN
ajfa-1752	159	10	(	(	PUNCT
ajfa-1752	159	11	from	from	ADP
ajfa-1752	159	12	an	an	DET
ajfa-1752	159	13	original	original	ADJ
ajfa-1752	159	14	16	16	NUM
ajfa-1752	159	15	)	)	PUNCT
ajfa-1752	159	16	used	use	VERB
ajfa-1752	159	17	as	as	ADP
ajfa-1752	159	18	independent	independent	ADJ
ajfa-1752	159	19	variables	variable	NOUN
ajfa-1752	159	20	in	in	ADP
ajfa-1752	159	21	a	a	DET
ajfa-1752	159	22	logistic	logistic	ADJ
ajfa-1752	159	23	regression	regression	NOUN
ajfa-1752	159	24	model	model	NOUN
ajfa-1752	159	25	,	,	PUNCT
ajfa-1752	159	26	they	they	PRON
ajfa-1752	159	27	can	can	AUX
ajfa-1752	159	28	predict	predict	VERB
ajfa-1752	159	29	and	and	CCONJ
ajfa-1752	159	30	anticipate	anticipate	VERB
ajfa-1752	159	31	corporate	corporate	ADJ
ajfa-1752	159	32	failures	failure	NOUN
ajfa-1752	159	33	with	with	ADP
ajfa-1752	159	34	very	very	ADV
ajfa-1752	159	35	high	high	ADJ
ajfa-1752	159	36	correct	correct	ADJ
ajfa-1752	159	37	classifications	classification	NOUN
ajfa-1752	159	38	for	for	ADP
ajfa-1752	159	39	each	each	PRON
ajfa-1752	159	40	of	of	ADP
ajfa-1752	159	41	the	the	DET
ajfa-1752	159	42	five	five	NUM
ajfa-1752	159	43	years	year	NOUN
ajfa-1752	159	44	preceding	precede	VERB
ajfa-1752	159	45	the	the	DET
ajfa-1752	159	46	actual	actual	ADJ
ajfa-1752	159	47	corporate	corporate	ADJ
ajfa-1752	159	48	failure	failure	NOUN
ajfa-1752	159	49	.	.	PUNCT
ajfa-1752	160	1	5	5	X
ajfa-1752	160	2	.	.	X
ajfa-1752	160	3	conclusion	conclusion	VERB
ajfa-1752	160	4	the	the	DET
ajfa-1752	160	5	purpose	purpose	NOUN
ajfa-1752	160	6	of	of	ADP
ajfa-1752	160	7	this	this	DET
ajfa-1752	160	8	study	study	NOUN
ajfa-1752	160	9	is	be	AUX
ajfa-1752	160	10	to	to	PART
ajfa-1752	160	11	examine	examine	VERB
ajfa-1752	160	12	the	the	DET
ajfa-1752	160	13	ability	ability	NOUN
ajfa-1752	160	14	of	of	ADP
ajfa-1752	160	15	logistic	logistic	ADJ
ajfa-1752	160	16	regression	regression	NOUN
ajfa-1752	160	17	in	in	ADP
ajfa-1752	160	18	anticipating	anticipate	VERB
ajfa-1752	160	19	corporate	corporate	ADJ
ajfa-1752	160	20	failures	failure	NOUN
ajfa-1752	160	21	in	in	ADP
ajfa-1752	160	22	malaysia	malaysia	PROPN
ajfa-1752	160	23	.	.	PUNCT
ajfa-1752	161	1	over	over	ADP
ajfa-1752	161	2	a	a	DET
ajfa-1752	161	3	ten	ten	NUM
ajfa-1752	161	4	year	year	NOUN
ajfa-1752	161	5	period	period	NOUN
ajfa-1752	161	6	covering	cover	VERB
ajfa-1752	161	7	the	the	DET
ajfa-1752	161	8	economic	economic	ADJ
ajfa-1752	161	9	cycles	cycle	NOUN
ajfa-1752	161	10	of	of	ADP
ajfa-1752	161	11	boom	boom	NOUN
ajfa-1752	161	12	,	,	PUNCT
ajfa-1752	161	13	bust	bust	NOUN
ajfa-1752	161	14	and	and	CCONJ
ajfa-1752	161	15	recovery	recovery	NOUN
ajfa-1752	161	16	,	,	PUNCT
ajfa-1752	161	17	64	64	NUM
ajfa-1752	161	18	companies	company	NOUN
ajfa-1752	161	19	were	be	AUX
ajfa-1752	161	20	analyzed	analyze	VERB
ajfa-1752	161	21	using	use	VERB
ajfa-1752	161	22	16	16	NUM
ajfa-1752	161	23	financial	financial	ADJ
ajfa-1752	161	24	ratios	ratio	NOUN
ajfa-1752	161	25	.	.	PUNCT
ajfa-1752	162	1	a	a	DET
ajfa-1752	162	2	strong	strong	ADJ
ajfa-1752	162	3	logit	logit	NOUN
ajfa-1752	162	4	model	model	NOUN
ajfa-1752	162	5	was	be	AUX
ajfa-1752	162	6	developed	develop	VERB
ajfa-1752	162	7	with	with	ADP
ajfa-1752	162	8	four	four	NUM
ajfa-1752	162	9	ratios	ratio	NOUN
ajfa-1752	162	10	found	find	VERB
ajfa-1752	162	11	to	to	PART
ajfa-1752	162	12	be	be	AUX
ajfa-1752	162	13	significant	significant	ADJ
ajfa-1752	162	14	in	in	ADP
ajfa-1752	162	15	their	their	PRON
ajfa-1752	162	16	discriminating	discriminate	VERB
ajfa-1752	162	17	abilities	ability	NOUN
ajfa-1752	162	18	.	.	PUNCT
ajfa-1752	163	1	for	for	ADP
ajfa-1752	163	2	the	the	DET
ajfa-1752	163	3	five	five	NUM
ajfa-1752	163	4	years	year	NOUN
ajfa-1752	163	5	preceding	precede	VERB
ajfa-1752	163	6	the	the	DET
ajfa-1752	163	7	actual	actual	ADJ
ajfa-1752	163	8	failure	failure	NOUN
ajfa-1752	163	9	,	,	PUNCT
ajfa-1752	163	10	the	the	DET
ajfa-1752	163	11	results	result	NOUN
ajfa-1752	163	12	showed	show	VERB
ajfa-1752	163	13	average	average	ADJ
ajfa-1752	163	14	correct	correct	ADJ
ajfa-1752	163	15	classification	classification	NOUN
ajfa-1752	163	16	rates	rate	NOUN
ajfa-1752	163	17	of	of	ADP
ajfa-1752	163	18	between	between	ADP
ajfa-1752	163	19	88	88	NUM
ajfa-1752	163	20	%	%	NOUN
ajfa-1752	163	21	and	and	CCONJ
ajfa-1752	163	22	90	90	NUM
ajfa-1752	163	23	%	%	NOUN
ajfa-1752	163	24	for	for	ADP
ajfa-1752	163	25	the	the	DET
ajfa-1752	163	26	analysis	analysis	NOUN
ajfa-1752	163	27	and	and	CCONJ
ajfa-1752	163	28	holdout	holdout	NOUN
ajfa-1752	163	29	samples	sample	NOUN
ajfa-1752	163	30	respectively	respectively	ADV
ajfa-1752	163	31	.	.	PUNCT
ajfa-1752	164	1	the	the	DET
ajfa-1752	164	2	results	result	NOUN
ajfa-1752	164	3	are	be	AUX
ajfa-1752	164	4	especially	especially	ADV
ajfa-1752	164	5	impressive	impressive	ADJ
ajfa-1752	164	6	for	for	ADP
ajfa-1752	164	7	year	year	NOUN
ajfa-1752	164	8	4	4	NUM
ajfa-1752	164	9	and	and	CCONJ
ajfa-1752	164	10	year	year	NOUN
ajfa-1752	164	11	5	5	NUM
ajfa-1752	164	12	preceding	precede	VERB
ajfa-1752	164	13	the	the	DET
ajfa-1752	164	14	actual	actual	ADJ
ajfa-1752	164	15	failure	failure	NOUN
ajfa-1752	164	16	with	with	ADP
ajfa-1752	164	17	84	84	NUM
ajfa-1752	164	18	%	%	NOUN
ajfa-1752	164	19	and	and	CCONJ
ajfa-1752	164	20	88	88	NUM
ajfa-1752	164	21	%	%	NOUN
ajfa-1752	164	22	for	for	ADP
ajfa-1752	164	23	the	the	DET
ajfa-1752	164	24	analysis	analysis	NOUN
ajfa-1752	164	25	sample	sample	NOUN
ajfa-1752	164	26	and	and	CCONJ
ajfa-1752	164	27	84	84	NUM
ajfa-1752	164	28	%	%	NOUN
ajfa-1752	164	29	and	and	CCONJ
ajfa-1752	164	30	90	90	NUM
ajfa-1752	164	31	%	%	NOUN
ajfa-1752	164	32	for	for	ADP
ajfa-1752	164	33	the	the	DET
ajfa-1752	164	34	holdout	holdout	NOUN
ajfa-1752	164	35	sample	sample	NOUN
ajfa-1752	164	36	.	.	PUNCT
ajfa-1752	165	1	not	not	PART
ajfa-1752	165	2	many	many	ADJ
ajfa-1752	165	3	past	past	ADJ
ajfa-1752	165	4	studies	study	NOUN
ajfa-1752	165	5	have	have	AUX
ajfa-1752	165	6	managed	manage	VERB
ajfa-1752	165	7	to	to	PART
ajfa-1752	165	8	achieve	achieve	VERB
ajfa-1752	165	9	such	such	ADJ
ajfa-1752	165	10	high	high	ADJ
ajfa-1752	165	11	rates	rate	NOUN
ajfa-1752	165	12	of	of	ADP
ajfa-1752	165	13	success	success	NOUN
ajfa-1752	165	14	the	the	DET
ajfa-1752	165	15	further	far	ADV
ajfa-1752	165	16	away	away	ADV
ajfa-1752	165	17	the	the	DET
ajfa-1752	165	18	time	time	NOUN
ajfa-1752	165	19	period	period	NOUN
ajfa-1752	165	20	is	be	AUX
ajfa-1752	165	21	from	from	ADP
ajfa-1752	165	22	the	the	DET
ajfa-1752	165	23	actual	actual	ADJ
ajfa-1752	165	24	failure	failure	NOUN
ajfa-1752	165	25	.	.	PUNCT
ajfa-1752	166	1	the	the	DET
ajfa-1752	166	2	results	result	NOUN
ajfa-1752	166	3	also	also	ADV
ajfa-1752	166	4	revealed	reveal	VERB
ajfa-1752	166	5	that	that	SCONJ
ajfa-1752	166	6	financial	financial	ADJ
ajfa-1752	166	7	ratios	ratio	NOUN
ajfa-1752	166	8	that	that	PRON
ajfa-1752	166	9	measure	measure	VERB
ajfa-1752	166	10	liquidity	liquidity	NOUN
ajfa-1752	166	11	are	be	AUX
ajfa-1752	166	12	the	the	DET
ajfa-1752	166	13	most	most	ADV
ajfa-1752	166	14	significant	significant	ADJ
ajfa-1752	166	15	in	in	ADP
ajfa-1752	166	16	their	their	PRON
ajfa-1752	166	17	discriminating	discriminate	VERB
ajfa-1752	166	18	power	power	NOUN
ajfa-1752	166	19	on	on	ADP
ajfa-1752	166	20	whether	whether	SCONJ
ajfa-1752	166	21	a	a	DET
ajfa-1752	166	22	company	company	NOUN
ajfa-1752	166	23	is	be	AUX
ajfa-1752	166	24	successful	successful	ADJ
ajfa-1752	166	25	or	or	CCONJ
ajfa-1752	166	26	will	will	AUX
ajfa-1752	166	27	become	become	VERB
ajfa-1752	166	28	financially	financially	ADV
ajfa-1752	166	29	distressed	distressed	ADJ
ajfa-1752	166	30	and	and	CCONJ
ajfa-1752	166	31	eventually	eventually	ADV
ajfa-1752	166	32	end	end	VERB
ajfa-1752	166	33	in	in	ADP
ajfa-1752	166	34	failure	failure	NOUN
ajfa-1752	166	35	and	and	CCONJ
ajfa-1752	166	36	bankruptcy	bankruptcy	NOUN
ajfa-1752	166	37	.	.	PUNCT
ajfa-1752	167	1	asian	asian	ADJ
ajfa-1752	167	2	journal	journal	PROPN
ajfa-1752	167	3	of	of	ADP
ajfa-1752	167	4	finance	finance	PROPN
ajfa-1752	167	5	&	&	CCONJ
ajfa-1752	167	6	accounting	accounting	PROPN
ajfa-1752	167	7	issn	issn	PROPN
ajfa-1752	167	8	1946	1946	NUM
ajfa-1752	167	9	-	-	PUNCT
ajfa-1752	167	10	052x	052x	NOUN
ajfa-1752	167	11	2012	2012	NUM
ajfa-1752	167	12	,	,	PUNCT
ajfa-1752	167	13	vol	vol	NOUN
ajfa-1752	167	14	.	.	PROPN
ajfa-1752	167	15	4	4	NUM
ajfa-1752	167	16	,	,	PUNCT
ajfa-1752	167	17	no	no	INTJ
ajfa-1752	167	18	.	.	NOUN
ajfa-1752	167	19	1	1	NUM
ajfa-1752	167	20	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NOUN
ajfa-1752	167	21	342	342	NUM
ajfa-1752	167	22	the	the	DET
ajfa-1752	167	23	logistic	logistic	ADJ
ajfa-1752	167	24	model	model	NOUN
ajfa-1752	167	25	constructed	construct	VERB
ajfa-1752	167	26	here	here	ADV
ajfa-1752	167	27	should	should	AUX
ajfa-1752	167	28	be	be	AUX
ajfa-1752	167	29	tested	test	VERB
ajfa-1752	167	30	on	on	ADP
ajfa-1752	167	31	data	datum	NOUN
ajfa-1752	167	32	from	from	ADP
ajfa-1752	167	33	a	a	DET
ajfa-1752	167	34	different	different	ADJ
ajfa-1752	167	35	time	time	NOUN
ajfa-1752	167	36	span	span	NOUN
ajfa-1752	167	37	and	and	CCONJ
ajfa-1752	167	38	also	also	ADV
ajfa-1752	167	39	on	on	ADP
ajfa-1752	167	40	companies	company	NOUN
ajfa-1752	167	41	in	in	ADP
ajfa-1752	167	42	different	different	ADJ
ajfa-1752	167	43	industries	industry	NOUN
ajfa-1752	167	44	to	to	PART
ajfa-1752	167	45	check	check	VERB
ajfa-1752	167	46	whether	whether	SCONJ
ajfa-1752	167	47	there	there	PRON
ajfa-1752	167	48	are	be	VERB
ajfa-1752	167	49	significant	significant	ADJ
ajfa-1752	167	50	changes	change	NOUN
ajfa-1752	167	51	in	in	ADP
ajfa-1752	167	52	the	the	DET
ajfa-1752	167	53	model	model	NOUN
ajfa-1752	167	54	’s	’s	PART
ajfa-1752	167	55	explanatory	explanatory	ADJ
ajfa-1752	167	56	power	power	NOUN
ajfa-1752	167	57	and	and	CCONJ
ajfa-1752	167	58	predictive	predictive	ADJ
ajfa-1752	167	59	abilities	ability	NOUN
ajfa-1752	167	60	.	.	PUNCT
ajfa-1752	168	1	references	reference	NOUN
ajfa-1752	168	2	altman	altman	PROPN
ajfa-1752	168	3	e.	e.	PROPN
ajfa-1752	168	4	i.	i.	PROPN
ajfa-1752	168	5	(	(	PUNCT
ajfa-1752	168	6	1968	1968	NUM
ajfa-1752	168	7	)	)	PUNCT
ajfa-1752	168	8	.	.	PUNCT
ajfa-1752	169	1	financial	financial	ADJ
ajfa-1752	169	2	ratios	ratio	NOUN
ajfa-1752	169	3	,	,	PUNCT
ajfa-1752	169	4	discriminant	discriminant	ADJ
ajfa-1752	169	5	analysis	analysis	NOUN
ajfa-1752	169	6	and	and	CCONJ
ajfa-1752	169	7	the	the	DET
ajfa-1752	169	8	prediction	prediction	NOUN
ajfa-1752	169	9	of	of	ADP
ajfa-1752	169	10	corporate	corporate	ADJ
ajfa-1752	169	11	bankruptcy	bankruptcy	NOUN
ajfa-1752	169	12	.	.	PUNCT
ajfa-1752	170	1	journal	journal	PROPN
ajfa-1752	170	2	of	of	ADP
ajfa-1752	170	3	finance	finance	NOUN
ajfa-1752	170	4	,	,	PUNCT
ajfa-1752	170	5	23(4	23(4	NOUN
ajfa-1752	170	6	)	)	PUNCT
ajfa-1752	170	7	,	,	PUNCT
ajfa-1752	170	8	589	589	NUM
ajfa-1752	170	9	-	-	SYM
ajfa-1752	170	10	609	609	NUM
ajfa-1752	170	11	adiana	adiana	NOUN
ajfa-1752	170	12	nha	nha	NOUN
ajfa-1752	170	13	,	,	PUNCT
ajfa-1752	170	14	halim	halim	PROPN
ajfa-1752	170	15	a	a	PROPN
ajfa-1752	170	16	,	,	PUNCT
ajfa-1752	170	17	ahmad	ahmad	PROPN
ajfa-1752	170	18	h	h	PROPN
ajfa-1752	170	19	,	,	PUNCT
ajfa-1752	170	20	&	&	CCONJ
ajfa-1752	170	21	rohani	rohani	PROPN
ajfa-1752	170	22	m.	m.	PROPN
ajfa-1752	170	23	r.	r.	PROPN
ajfa-1752	170	24	(	(	PUNCT
ajfa-1752	170	25	2008	2008	NUM
ajfa-1752	170	26	)	)	PUNCT
ajfa-1752	170	27	.	.	PUNCT
ajfa-1752	171	1	predicting	predict	VERB
ajfa-1752	171	2	corporate	corporate	ADJ
ajfa-1752	171	3	failure	failure	NOUN
ajfa-1752	171	4	of	of	ADP
ajfa-1752	171	5	malaysia	malaysia	PROPN
ajfa-1752	171	6	’s	’s	PART
ajfa-1752	171	7	listed	list	VERB
ajfa-1752	171	8	companies	company	NOUN
ajfa-1752	171	9	:	:	PUNCT
ajfa-1752	171	10	comparing	compare	VERB
ajfa-1752	171	11	multiple	multiple	ADJ
ajfa-1752	171	12	discriminant	discriminant	ADJ
ajfa-1752	171	13	analysis	analysis	NOUN
ajfa-1752	171	14	,	,	PUNCT
ajfa-1752	171	15	logistic	logistic	ADJ
ajfa-1752	171	16	regression	regression	NOUN
ajfa-1752	171	17	and	and	CCONJ
ajfa-1752	171	18	the	the	DET
ajfa-1752	171	19	hazard	hazard	NOUN
ajfa-1752	171	20	model	model	NOUN
ajfa-1752	171	21	.	.	PUNCT
ajfa-1752	172	1	international	international	ADJ
ajfa-1752	172	2	research	research	PROPN
ajfa-1752	172	3	journal	journal	NOUN
ajfa-1752	172	4	of	of	ADP
ajfa-1752	172	5	finance	finance	NOUN
ajfa-1752	172	6	and	and	CCONJ
ajfa-1752	172	7	economics	economic	NOUN
ajfa-1752	172	8	,	,	PUNCT
ajfa-1752	172	9	5,202–217	5,202–217	PROPN
ajfa-1752	172	10	aziz	aziz	PROPN
ajfa-1752	172	11	a	a	PROPN
ajfa-1752	172	12	,	,	PUNCT
ajfa-1752	172	13	emanuel	emanuel	PROPN
ajfa-1752	172	14	d	d	PROPN
ajfa-1752	172	15	,	,	PUNCT
ajfa-1752	172	16	lawson	lawson	PROPN
ajfa-1752	172	17	g	g	PROPN
ajfa-1752	172	18	(	(	PUNCT
ajfa-1752	172	19	1988	1988	NUM
ajfa-1752	172	20	)	)	PUNCT
ajfa-1752	172	21	.	.	PUNCT
ajfa-1752	173	1	bankruptcy	bankruptcy	NOUN
ajfa-1752	173	2	prediction	prediction	NOUN
ajfa-1752	173	3	–	–	PUNCT
ajfa-1752	173	4	and	and	CCONJ
ajfa-1752	173	5	investigation	investigation	NOUN
ajfa-1752	173	6	of	of	ADP
ajfa-1752	173	7	cash	cash	NOUN
ajfa-1752	173	8	flow	flow	NOUN
ajfa-1752	173	9	based	base	VERB
ajfa-1752	173	10	models	model	NOUN
ajfa-1752	173	11	.	.	PUNCT
ajfa-1752	174	1	journal	journal	PROPN
ajfa-1752	174	2	management	management	NOUN
ajfa-1752	174	3	studies	study	NOUN
ajfa-1752	174	4	,	,	PUNCT
ajfa-1752	174	5	25(5	25(5	NUM
ajfa-1752	174	6	)	)	PUNCT
ajfa-1752	174	7	,	,	PUNCT
ajfa-1752	174	8	419	419	NUM
ajfa-1752	174	9	-	-	SYM
ajfa-1752	174	10	437	437	NUM
ajfa-1752	174	11	http://dx.doi.org/10.1111/j.1467-6486.1988.tb00708.x	http://dx.doi.org/10.1111/j.1467-6486.1988.tb00708.x	PROPN
ajfa-1752	174	12	beaver	beaver	PROPN
ajfa-1752	174	13	w.	w.	PROPN
ajfa-1752	174	14	h.	h.	PROPN
ajfa-1752	174	15	(	(	PUNCT
ajfa-1752	174	16	1966	1966	NUM
ajfa-1752	174	17	)	)	PUNCT
ajfa-1752	174	18	.	.	PUNCT
ajfa-1752	175	1	financial	financial	ADJ
ajfa-1752	175	2	ratios	ratio	NOUN
ajfa-1752	175	3	as	as	ADP
ajfa-1752	175	4	predictors	predictor	NOUN
ajfa-1752	175	5	of	of	ADP
ajfa-1752	175	6	failure	failure	NOUN
ajfa-1752	175	7	.	.	PUNCT
ajfa-1752	176	1	journal	journal	NOUN
ajfa-1752	176	2	of	of	ADP
ajfa-1752	176	3	account	account	PROPN
ajfa-1752	176	4	research	research	NOUN
ajfa-1752	176	5	,	,	PUNCT
ajfa-1752	176	6	4	4	NUM
ajfa-1752	176	7	,	,	PUNCT
ajfa-1752	176	8	71	71	NUM
ajfa-1752	176	9	-	-	SYM
ajfa-1752	176	10	111	111	NUM
ajfa-1752	176	11	.	.	PUNCT
ajfa-1752	177	1	http://dx.doi.org/10.2307/2490171	http://dx.doi.org/10.2307/2490171	PROPN
ajfa-1752	177	2	black	black	ADJ
ajfa-1752	177	3	f	f	X
ajfa-1752	177	4	,	,	PUNCT
ajfa-1752	177	5	&	&	CCONJ
ajfa-1752	177	6	scholes	scholes	PROPN
ajfa-1752	177	7	m.	m.	NOUN
ajfa-1752	177	8	(	(	PUNCT
ajfa-1752	177	9	1973	1973	NUM
ajfa-1752	177	10	)	)	PUNCT
ajfa-1752	177	11	.	.	PUNCT
ajfa-1752	178	1	the	the	DET
ajfa-1752	178	2	pricing	pricing	NOUN
ajfa-1752	178	3	of	of	ADP
ajfa-1752	178	4	options	option	NOUN
ajfa-1752	178	5	and	and	CCONJ
ajfa-1752	178	6	corporate	corporate	ADJ
ajfa-1752	178	7	liabilities	liability	NOUN
ajfa-1752	178	8	.	.	PUNCT
ajfa-1752	179	1	journal	journal	NOUN
ajfa-1752	179	2	of	of	ADP
ajfa-1752	179	3	political	political	ADJ
ajfa-1752	179	4	economy	economy	NOUN
ajfa-1752	179	5	,	,	PUNCT
ajfa-1752	179	6	7	7	NUM
ajfa-1752	179	7	,	,	PUNCT
ajfa-1752	179	8	637	637	NUM
ajfa-1752	179	9	-	-	SYM
ajfa-1752	179	10	654	654	NUM
ajfa-1752	179	11	.	.	PUNCT
ajfa-1752	180	1	http://dx.doi.org/10.1086/260062	http://dx.doi.org/10.1086/260062	PROPN
ajfa-1752	180	2	casey	casey	PROPN
ajfa-1752	180	3	cj	cj	PROPN
ajfa-1752	180	4	,	,	PUNCT
ajfa-1752	180	5	&	&	CCONJ
ajfa-1752	180	6	bartczak	bartczak	PROPN
ajfa-1752	180	7	n.	n.	PROPN
ajfa-1752	180	8	j.	j.	PROPN
ajfa-1752	180	9	(	(	PUNCT
ajfa-1752	180	10	1985	1985	NUM
ajfa-1752	180	11	)	)	PUNCT
ajfa-1752	180	12	.	.	PUNCT
ajfa-1752	181	1	using	use	VERB
ajfa-1752	181	2	operating	operate	VERB
ajfa-1752	181	3	cash	cash	NOUN
ajfa-1752	181	4	flow	flow	NOUN
ajfa-1752	181	5	data	datum	NOUN
ajfa-1752	181	6	to	to	PART
ajfa-1752	181	7	predict	predict	VERB
ajfa-1752	181	8	financial	financial	ADJ
ajfa-1752	181	9	distress	distress	NOUN
ajfa-1752	181	10	:	:	PUNCT
ajfa-1752	181	11	some	some	DET
ajfa-1752	181	12	extensions	extension	NOUN
ajfa-1752	181	13	.	.	PUNCT
ajfa-1752	182	1	journal	journal	NOUN
ajfa-1752	182	2	of	of	ADP
ajfa-1752	182	3	accounting	accounting	NOUN
ajfa-1752	182	4	research	research	NOUN
ajfa-1752	182	5	,	,	PUNCT
ajfa-1752	182	6	23(1	23(1	NOUN
ajfa-1752	182	7	)	)	PUNCT
ajfa-1752	182	8	,	,	PUNCT
ajfa-1752	182	9	384401	384401	NUM
ajfa-1752	182	10	.	.	PUNCT
ajfa-1752	183	1	http://dx.doi.org/10.2307/2490926	http://dx.doi.org/10.2307/2490926	PROPN
ajfa-1752	183	2	deakin	deakin	PROPN
ajfa-1752	183	3	e.	e.	PROPN
ajfa-1752	183	4	b.	b.	PROPN
ajfa-1752	183	5	(	(	PUNCT
ajfa-1752	183	6	1972	1972	NUM
ajfa-1752	183	7	)	)	PUNCT
ajfa-1752	183	8	.	.	PUNCT
ajfa-1752	184	1	a	a	DET
ajfa-1752	184	2	discriminant	discriminant	ADJ
ajfa-1752	184	3	analysis	analysis	NOUN
ajfa-1752	184	4	of	of	ADP
ajfa-1752	184	5	predictors	predictor	NOUN
ajfa-1752	184	6	of	of	ADP
ajfa-1752	184	7	business	business	NOUN
ajfa-1752	184	8	failure	failure	NOUN
ajfa-1752	184	9	.	.	PUNCT
ajfa-1752	185	1	journal	journal	NOUN
ajfa-1752	185	2	of	of	ADP
ajfa-1752	185	3	accounting	accounting	NOUN
ajfa-1752	185	4	research	research	NOUN
ajfa-1752	185	5	,	,	PUNCT
ajfa-1752	185	6	10(1	10(1	NUM
ajfa-1752	185	7	)	)	PUNCT
ajfa-1752	185	8	,	,	PUNCT
ajfa-1752	185	9	167	167	NUM
ajfa-1752	185	10	-	-	SYM
ajfa-1752	185	11	179	179	NUM
ajfa-1752	185	12	.	.	PUNCT
ajfa-1752	186	1	http://dx.doi.org/10.2307/2490225	http://dx.doi.org/10.2307/2490225	PROPN
ajfa-1752	186	2	dorsey	dorsey	PROPN
ajfa-1752	186	3	,	,	PUNCT
ajfa-1752	186	4	re	re	PROPN
ajfa-1752	186	5	,	,	PUNCT
ajfa-1752	186	6	edminster	edminster	PROPN
ajfa-1752	186	7	jo	jo	PROPN
ajfa-1752	186	8	,	,	PUNCT
ajfa-1752	186	9	&	&	CCONJ
ajfa-1752	186	10	johnson	johnson	PROPN
ajfa-1752	186	11	jd	jd	PROPN
ajfa-1752	186	12	.	.	PROPN
ajfa-1752	186	13	(	(	PUNCT
ajfa-1752	186	14	1995	1995	NUM
ajfa-1752	186	15	)	)	PUNCT
ajfa-1752	186	16	.	.	PUNCT
ajfa-1752	187	1	bankruptcy	bankruptcy	NOUN
ajfa-1752	187	2	prediction	prediction	NOUN
ajfa-1752	187	3	using	use	VERB
ajfa-1752	187	4	artificial	artificial	ADJ
ajfa-1752	187	5	neural	neural	ADJ
ajfa-1752	187	6	systems	system	NOUN
ajfa-1752	187	7	.	.	PUNCT
ajfa-1752	188	1	the	the	DET
ajfa-1752	188	2	university	university	PROPN
ajfa-1752	188	3	of	of	ADP
ajfa-1752	188	4	mississippi	mississippi	PROPN
ajfa-1752	188	5	,	,	PUNCT
ajfa-1752	188	6	school	school	NOUN
ajfa-1752	188	7	of	of	ADP
ajfa-1752	188	8	business	business	NOUN
ajfa-1752	188	9	.	.	PUNCT
ajfa-1752	189	1	retrieved	retrieve	VERB
ajfa-1752	189	2	10	10	NUM
ajfa-1752	189	3	may	may	NOUN
ajfa-1752	189	4	,	,	PUNCT
ajfa-1752	189	5	2006	2006	NUM
ajfa-1752	189	6	from	from	ADP
ajfa-1752	189	7	:	:	PUNCT
ajfa-1752	189	8	http://www.ru.lv/~peter	http://www.ru.lv/~peter	PROPN
ajfa-1752	189	9	/	/	SYM
ajfa-1752	189	10	ida	ida	PROPN
ajfa-1752	189	11	/	/	SYM
ajfa-1752	189	12	bankruptcy	bankruptcy	NOUN
ajfa-1752	189	13	/	/	SYM
ajfa-1752	189	14	bancruptcynn.pdf	bancruptcynn.pdf	PROPN
ajfa-1752	189	15	flagg	flagg	PROPN
ajfa-1752	189	16	jc	jc	PROPN
ajfa-1752	189	17	,	,	PUNCT
ajfa-1752	189	18	giroux	giroux	PROPN
ajfa-1752	189	19	ga	ga	PROPN
ajfa-1752	189	20	,	,	PUNCT
ajfa-1752	189	21	&	&	CCONJ
ajfa-1752	189	22	wiggins	wiggins	PROPN
ajfa-1752	189	23	ce	ce	PROPN
ajfa-1752	189	24	.	.	PROPN
ajfa-1752	190	1	(	(	PUNCT
ajfa-1752	190	2	1991	1991	NUM
ajfa-1752	190	3	)	)	PUNCT
ajfa-1752	190	4	.	.	PUNCT
ajfa-1752	191	1	predicting	predict	VERB
ajfa-1752	191	2	corporate	corporate	ADJ
ajfa-1752	191	3	bankruptcy	bankruptcy	NOUN
ajfa-1752	191	4	using	use	VERB
ajfa-1752	191	5	failing	fail	VERB
ajfa-1752	191	6	firms	firm	NOUN
ajfa-1752	191	7	.	.	PUNCT
ajfa-1752	192	1	review	review	NOUN
ajfa-1752	192	2	of	of	ADP
ajfa-1752	192	3	financial	financial	ADJ
ajfa-1752	192	4	economics	economic	NOUN
ajfa-1752	192	5	,	,	PUNCT
ajfa-1752	192	6	1(1	1(1	NUM
ajfa-1752	192	7	)	)	PUNCT
ajfa-1752	192	8	,	,	PUNCT
ajfa-1752	192	9	67	67	NUM
ajfa-1752	192	10	-	-	SYM
ajfa-1752	192	11	78	78	NUM
ajfa-1752	192	12	.	.	PUNCT
ajfa-1752	193	1	frydman	frydman	ADJ
ajfa-1752	193	2	h	h	NOUN
ajfa-1752	193	3	,	,	PUNCT
ajfa-1752	193	4	altman	altman	PROPN
ajfa-1752	193	5	ei	ei	PROPN
ajfa-1752	193	6	,	,	PUNCT
ajfa-1752	193	7	&	&	CCONJ
ajfa-1752	193	8	kao	kao	PROPN
ajfa-1752	194	1	d	d	PROPN
ajfa-1752	194	2	l.	l.	PROPN
ajfa-1752	194	3	(	(	PUNCT
ajfa-1752	194	4	1985	1985	NUM
ajfa-1752	194	5	.	.	PUNCT
ajfa-1752	194	6	)	)	PUNCT
ajfa-1752	195	1	introducing	introduce	VERB
ajfa-1752	195	2	recursive	recursive	ADJ
ajfa-1752	195	3	partitioning	partitioning	NOUN
ajfa-1752	195	4	for	for	ADP
ajfa-1752	195	5	financial	financial	ADJ
ajfa-1752	195	6	classification	classification	NOUN
ajfa-1752	195	7	:	:	PUNCT
ajfa-1752	195	8	the	the	DET
ajfa-1752	195	9	case	case	NOUN
ajfa-1752	195	10	of	of	ADP
ajfa-1752	195	11	financial	financial	ADJ
ajfa-1752	195	12	distress	distress	NOUN
ajfa-1752	195	13	.	.	PUNCT
ajfa-1752	196	1	journal	journal	PROPN
ajfa-1752	196	2	of	of	ADP
ajfa-1752	196	3	finance	finance	NOUN
ajfa-1752	196	4	,	,	PUNCT
ajfa-1752	196	5	40(1	40(1	NOUN
ajfa-1752	196	6	)	)	PUNCT
ajfa-1752	196	7	,	,	PUNCT
ajfa-1752	196	8	269	269	NUM
ajfa-1752	196	9	-	-	SYM
ajfa-1752	196	10	291	291	NUM
ajfa-1752	196	11	gardiner	gardiner	PROPN
ajfa-1752	196	12	ma	ma	PROPN
ajfa-1752	196	13	.	.	PROPN
ajfa-1752	196	14	(	(	PUNCT
ajfa-1752	196	15	1995	1995	NUM
ajfa-1752	196	16	)	)	PUNCT
ajfa-1752	196	17	.	.	PUNCT
ajfa-1752	197	1	financial	financial	ADJ
ajfa-1752	197	2	ratios	ratio	NOUN
ajfa-1752	197	3	definitions	definition	NOUN
ajfa-1752	197	4	reviewed	review	VERB
ajfa-1752	197	5	.	.	PUNCT
ajfa-1752	198	1	management	management	NOUN
ajfa-1752	198	2	accounting	accounting	NOUN
ajfa-1752	198	3	,	,	PUNCT
ajfa-1752	198	4	73(8	73(8	NOUN
ajfa-1752	198	5	)	)	PUNCT
ajfa-1752	198	6	,	,	PUNCT
ajfa-1752	198	7	32	32	NUM
ajfa-1752	198	8	.	.	PUNCT
ajfa-1752	199	1	gepp	gepp	PROPN
ajfa-1752	199	2	a	a	PRON
ajfa-1752	199	3	,	,	PUNCT
ajfa-1752	199	4	kumar	kumar	PROPN
ajfa-1752	199	5	k	k	PROPN
ajfa-1752	199	6	(	(	PUNCT
ajfa-1752	199	7	2008	2008	NUM
ajfa-1752	199	8	)	)	PUNCT
ajfa-1752	199	9	the	the	DET
ajfa-1752	199	10	role	role	NOUN
ajfa-1752	199	11	of	of	ADP
ajfa-1752	199	12	survival	survival	ADJ
ajfa-1752	199	13	analysis	analysis	NOUN
ajfa-1752	199	14	in	in	ADP
ajfa-1752	199	15	financial	financial	ADJ
ajfa-1752	199	16	distress	distress	NOUN
ajfa-1752	199	17	predictions	prediction	NOUN
ajfa-1752	199	18	.	.	PUNCT
ajfa-1752	200	1	interntional	interntional	ADJ
ajfa-1752	200	2	research	research	PROPN
ajfa-1752	200	3	journal	journal	PROPN
ajfa-1752	200	4	of	of	ADP
ajfa-1752	200	5	financial	financial	ADJ
ajfa-1752	200	6	economics	economic	NOUN
ajfa-1752	200	7	,	,	PUNCT
ajfa-1752	200	8	16:13	16:13	NUM
ajfa-1752	200	9	-	-	SYM
ajfa-1752	200	10	34	34	NUM
ajfa-1752	200	11	gilbert	gilbert	PROPN
ajfa-1752	200	12	l	l	PROPN
ajfa-1752	200	13	,	,	PUNCT
ajfa-1752	200	14	menon	menon	PROPN
ajfa-1752	200	15	k	k	PROPN
ajfa-1752	200	16	,	,	PUNCT
ajfa-1752	200	17	&	&	CCONJ
ajfa-1752	200	18	schwartz	schwartz	PROPN
ajfa-1752	200	19	kb	kb	PROPN
ajfa-1752	200	20	.	.	PUNCT
ajfa-1752	201	1	(	(	PUNCT
ajfa-1752	201	2	1990	1990	NUM
ajfa-1752	201	3	)	)	PUNCT
ajfa-1752	201	4	.	.	PUNCT
ajfa-1752	202	1	predicting	predict	VERB
ajfa-1752	202	2	bankruptcy	bankruptcy	NOUN
ajfa-1752	202	3	for	for	ADP
ajfa-1752	202	4	firms	firm	NOUN
ajfa-1752	202	5	in	in	ADP
ajfa-1752	202	6	financial	financial	ADJ
ajfa-1752	202	7	distress	distress	NOUN
ajfa-1752	202	8	.	.	PUNCT
ajfa-1752	203	1	journal	journal	NOUN
ajfa-1752	203	2	of	of	ADP
ajfa-1752	203	3	business	business	NOUN
ajfa-1752	203	4	,	,	PUNCT
ajfa-1752	203	5	finance	finance	NOUN
ajfa-1752	203	6	and	and	CCONJ
ajfa-1752	203	7	accounting	accounting	NOUN
ajfa-1752	203	8	,	,	PUNCT
ajfa-1752	203	9	17(1	17(1	NUM
ajfa-1752	203	10	)	)	PUNCT
ajfa-1752	203	11	,	,	PUNCT
ajfa-1752	203	12	161	161	NUM
ajfa-1752	203	13	-	-	SYM
ajfa-1752	203	14	171	171	NUM
ajfa-1752	203	15	.	.	PUNCT
ajfa-1752	204	1	http://dx.doi.org/10.1111/j.1468-5957.1990.tb00555.x	http://dx.doi.org/10.1111/j.1468-5957.1990.tb00555.x	PROPN
ajfa-1752	204	2	asian	asian	ADJ
ajfa-1752	204	3	journal	journal	NOUN
ajfa-1752	204	4	of	of	ADP
ajfa-1752	204	5	finance	finance	PROPN
ajfa-1752	204	6	&	&	CCONJ
ajfa-1752	204	7	accounting	accounting	PROPN
ajfa-1752	204	8	issn	issn	PROPN
ajfa-1752	204	9	1946	1946	NUM
ajfa-1752	204	10	-	-	PUNCT
ajfa-1752	204	11	052x	052x	NOUN
ajfa-1752	204	12	2012	2012	NUM
ajfa-1752	204	13	,	,	PUNCT
ajfa-1752	204	14	vol	vol	NOUN
ajfa-1752	204	15	.	.	PROPN
ajfa-1752	204	16	4	4	NUM
ajfa-1752	204	17	,	,	PUNCT
ajfa-1752	204	18	no	no	INTJ
ajfa-1752	204	19	.	.	NOUN
ajfa-1752	204	20	1	1	NUM
ajfa-1752	204	21	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	204	22	343	343	NUM
ajfa-1752	204	23	gombola	gombola	PROPN
ajfa-1752	204	24	m.	m.	PROPN
ajfa-1752	204	25	j.	j.	PROPN
ajfa-1752	204	26	,	,	PUNCT
ajfa-1752	204	27	&	&	CCONJ
ajfa-1752	204	28	ketz	ketz	PROPN
ajfa-1752	204	29	j.	j.	PROPN
ajfa-1752	204	30	e.	e.	PROPN
ajfa-1752	204	31	(	(	PUNCT
ajfa-1752	204	32	1983	1983	NUM
ajfa-1752	204	33	)	)	PUNCT
ajfa-1752	204	34	.	.	PUNCT
ajfa-1752	205	1	a	a	DET
ajfa-1752	205	2	note	note	NOUN
ajfa-1752	205	3	on	on	ADP
ajfa-1752	205	4	cash	cash	NOUN
ajfa-1752	205	5	flow	flow	NOUN
ajfa-1752	205	6	and	and	CCONJ
ajfa-1752	205	7	classification	classification	NOUN
ajfa-1752	205	8	patterns	pattern	NOUN
ajfa-1752	205	9	of	of	ADP
ajfa-1752	205	10	financial	financial	ADJ
ajfa-1752	205	11	ratios	ratio	NOUN
ajfa-1752	205	12	.	.	PUNCT
ajfa-1752	206	1	accounting	accounting	NOUN
ajfa-1752	206	2	review	review	PROPN
ajfa-1752	206	3	,	,	PUNCT
ajfa-1752	206	4	42(1	42(1	NOUN
ajfa-1752	206	5	)	)	PUNCT
ajfa-1752	206	6	,	,	PUNCT
ajfa-1752	206	7	105	105	NUM
ajfa-1752	206	8	-	-	SYM
ajfa-1752	206	9	114	114	NUM
ajfa-1752	206	10	.	.	PUNCT
ajfa-1752	207	1	green	green	PROPN
ajfa-1752	207	2	d.	d.	PROPN
ajfa-1752	207	3	(	(	PUNCT
ajfa-1752	207	4	1978	1978	NUM
ajfa-1752	207	5	)	)	PUNCT
ajfa-1752	207	6	.	.	PUNCT
ajfa-1752	208	1	to	to	PART
ajfa-1752	208	2	predict	predict	VERB
ajfa-1752	208	3	failure	failure	NOUN
ajfa-1752	208	4	.	.	PUNCT
ajfa-1752	209	1	management	management	NOUN
ajfa-1752	209	2	accounting	accounting	NOUN
ajfa-1752	209	3	,	,	PUNCT
ajfa-1752	209	4	july	july	PROPN
ajfa-1752	209	5	,	,	PUNCT
ajfa-1752	209	6	39	39	NUM
ajfa-1752	209	7	-	-	SYM
ajfa-1752	209	8	45	45	NUM
ajfa-1752	209	9	hossari	hossari	PROPN
ajfa-1752	209	10	g	g	PROPN
ajfa-1752	209	11	,	,	PUNCT
ajfa-1752	209	12	&	&	CCONJ
ajfa-1752	209	13	rahman	rahman	PROPN
ajfa-1752	209	14	s.	s.	PROPN
ajfa-1752	209	15	(	(	PUNCT
ajfa-1752	209	16	2005	2005	NUM
ajfa-1752	209	17	)	)	PUNCT
ajfa-1752	209	18	.	.	PUNCT
ajfa-1752	210	1	a	a	DET
ajfa-1752	210	2	comprehensive	comprehensive	ADJ
ajfa-1752	210	3	formal	formal	ADJ
ajfa-1752	210	4	ranking	ranking	NOUN
ajfa-1752	210	5	of	of	ADP
ajfa-1752	210	6	the	the	DET
ajfa-1752	210	7	popularity	popularity	NOUN
ajfa-1752	210	8	of	of	ADP
ajfa-1752	210	9	financial	financial	ADJ
ajfa-1752	210	10	ratios	ratio	NOUN
ajfa-1752	210	11	in	in	ADP
ajfa-1752	210	12	multivariate	multivariate	NOUN
ajfa-1752	210	13	modeling	modeling	NOUN
ajfa-1752	210	14	of	of	ADP
ajfa-1752	210	15	corporate	corporate	ADJ
ajfa-1752	210	16	collapse	collapse	NOUN
ajfa-1752	210	17	.	.	PUNCT
ajfa-1752	211	1	journal	journal	NOUN
ajfa-1752	211	2	of	of	ADP
ajfa-1752	211	3	american	american	PROPN
ajfa-1752	211	4	academy	academy	PROPN
ajfa-1752	211	5	of	of	ADP
ajfa-1752	211	6	business	business	PROPN
ajfa-1752	211	7	,	,	PUNCT
ajfa-1752	211	8	cambridge	cambridge	PROPN
ajfa-1752	211	9	,	,	PUNCT
ajfa-1752	211	10	mar	mar	PROPN
ajfa-1752	211	11	,	,	PUNCT
ajfa-1752	211	12	321	321	NUM
ajfa-1752	211	13	-	-	SYM
ajfa-1752	211	14	327	327	NUM
ajfa-1752	211	15	,	,	PUNCT
ajfa-1752	211	16	inman	inman	PROPN
ajfa-1752	211	17	m.	m.	PROPN
ajfa-1752	211	18	k.	k.	PROPN
ajfa-1752	211	19	(	(	PUNCT
ajfa-1752	211	20	1991	1991	NUM
ajfa-1752	211	21	)	)	PUNCT
ajfa-1752	211	22	.	.	PUNCT
ajfa-1752	212	1	z	z	X
ajfa-1752	212	2	-	-	PUNCT
ajfa-1752	212	3	scores	score	NOUN
ajfa-1752	212	4	and	and	CCONJ
ajfa-1752	212	5	recent	recent	ADJ
ajfa-1752	212	6	events	event	NOUN
ajfa-1752	212	7	:	:	PUNCT
ajfa-1752	212	8	do	do	AUX
ajfa-1752	212	9	they	they	PRON
ajfa-1752	212	10	shed	shed	VERB
ajfa-1752	212	11	any	any	DET
ajfa-1752	212	12	light	light	NOUN
ajfa-1752	212	13	?	?	PUNCT
ajfa-1752	212	14	.	.	PUNCT
ajfa-1752	213	1	management	management	NOUN
ajfa-1752	213	2	accounting	accounting	NOUN
ajfa-1752	213	3	,	,	PUNCT
ajfa-1752	213	4	jan	jan	PROPN
ajfa-1752	213	5	,	,	PUNCT
ajfa-1752	213	6	44	44	NUM
ajfa-1752	213	7	-	-	SYM
ajfa-1752	213	8	48	48	NUM
ajfa-1752	213	9	jones	jones	PROPN
ajfa-1752	213	10	s	s	PART
ajfa-1752	213	11	,	,	PUNCT
ajfa-1752	213	12	&	&	CCONJ
ajfa-1752	213	13	hensher	hensher	PROPN
ajfa-1752	213	14	d.	d.	PROPN
ajfa-1752	213	15	a.	a.	PROPN
ajfa-1752	213	16	(	(	PUNCT
ajfa-1752	213	17	2004	2004	NUM
ajfa-1752	213	18	)	)	PUNCT
ajfa-1752	213	19	predicting	predict	VERB
ajfa-1752	213	20	firm	firm	ADJ
ajfa-1752	213	21	financial	financial	ADJ
ajfa-1752	213	22	distress	distress	NOUN
ajfa-1752	213	23	:	:	PUNCT
ajfa-1752	213	24	a	a	DET
ajfa-1752	213	25	mixed	mixed	ADJ
ajfa-1752	213	26	logit	logit	NOUN
ajfa-1752	213	27	model	model	NOUN
ajfa-1752	213	28	.	.	PUNCT
ajfa-1752	214	1	accounting	accounting	PROPN
ajfa-1752	214	2	review	review	PROPN
ajfa-1752	214	3	,	,	PUNCT
ajfa-1752	214	4	79(4	79(4	NOUN
ajfa-1752	214	5	)	)	PUNCT
ajfa-1752	214	6	,	,	PUNCT
ajfa-1752	214	7	1011	1011	NUM
ajfa-1752	214	8	-	-	SYM
ajfa-1752	214	9	1038	1038	NUM
ajfa-1752	214	10	.	.	PUNCT
ajfa-1752	215	1	http://dx.doi.org/10.2308/accr.2004.79.4.1011	http://dx.doi.org/10.2308/accr.2004.79.4.1011	PROPN
ajfa-1752	215	2	karels	karel	VERB
ajfa-1752	215	3	g	g	PROPN
ajfa-1752	215	4	,	,	PUNCT
ajfa-1752	215	5	&	&	CCONJ
ajfa-1752	215	6	prakash	prakash	PROPN
ajfa-1752	215	7	a.	a.	PROPN
ajfa-1752	215	8	(	(	PUNCT
ajfa-1752	215	9	1987	1987	NUM
ajfa-1752	215	10	)	)	PUNCT
ajfa-1752	215	11	.	.	PUNCT
ajfa-1752	216	1	multivariate	multivariate	NOUN
ajfa-1752	216	2	normality	normality	NOUN
ajfa-1752	216	3	and	and	CCONJ
ajfa-1752	216	4	forecasting	forecasting	NOUN
ajfa-1752	216	5	business	business	NOUN
ajfa-1752	216	6	bankruptcy	bankruptcy	NOUN
ajfa-1752	216	7	.	.	PUNCT
ajfa-1752	217	1	journal	journal	PROPN
ajfa-1752	217	2	of	of	ADP
ajfa-1752	217	3	business	business	NOUN
ajfa-1752	217	4	,	,	PUNCT
ajfa-1752	217	5	finance	finance	NOUN
ajfa-1752	217	6	and	and	CCONJ
ajfa-1752	217	7	accounting	accounting	NOUN
ajfa-1752	217	8	,	,	PUNCT
ajfa-1752	217	9	14(4	14(4	NUM
ajfa-1752	217	10	)	)	PUNCT
ajfa-1752	217	11	,	,	PUNCT
ajfa-1752	217	12	573	573	NUM
ajfa-1752	217	13	-	-	SYM
ajfa-1752	217	14	593	593	NUM
ajfa-1752	217	15	.	.	PUNCT
ajfa-1752	218	1	http://dx.doi.org/10.1111/j.1468-5957.1987.tb00113.x	http://dx.doi.org/10.1111/j.1468-5957.1987.tb00113.x	VERB
ajfa-1752	218	2	koh	koh	PROPN
ajfa-1752	218	3	hc	hc	PROPN
ajfa-1752	218	4	,	,	PUNCT
ajfa-1752	218	5	&	&	CCONJ
ajfa-1752	218	6	killough	killough	PROPN
ajfa-1752	218	7	l.	l.	PROPN
ajfa-1752	218	8	n.	n.	PROPN
ajfa-1752	218	9	(	(	PUNCT
ajfa-1752	218	10	1990	1990	NUM
ajfa-1752	218	11	)	)	PUNCT
ajfa-1752	218	12	.	.	PUNCT
ajfa-1752	219	1	the	the	DET
ajfa-1752	219	2	use	use	NOUN
ajfa-1752	219	3	of	of	ADP
ajfa-1752	219	4	discriminant	discriminant	ADJ
ajfa-1752	219	5	analysis	analysis	NOUN
ajfa-1752	219	6	in	in	ADP
ajfa-1752	219	7	the	the	DET
ajfa-1752	219	8	assessment	assessment	NOUN
ajfa-1752	219	9	of	of	ADP
ajfa-1752	219	10	the	the	DET
ajfa-1752	219	11	going	go	VERB
ajfa-1752	219	12	concern	concern	NOUN
ajfa-1752	219	13	status	status	NOUN
ajfa-1752	219	14	of	of	ADP
ajfa-1752	219	15	an	an	DET
ajfa-1752	219	16	audit	audit	NOUN
ajfa-1752	219	17	client	client	NOUN
ajfa-1752	219	18	.	.	PUNCT
ajfa-1752	220	1	journal	journal	PROPN
ajfa-1752	220	2	of	of	ADP
ajfa-1752	220	3	business	business	NOUN
ajfa-1752	220	4	,	,	PUNCT
ajfa-1752	220	5	finance	finance	NOUN
ajfa-1752	220	6	and	and	CCONJ
ajfa-1752	220	7	accounting	accounting	NOUN
ajfa-1752	220	8	,	,	PUNCT
ajfa-1752	220	9	17(2	17(2	NUM
ajfa-1752	220	10	)	)	PUNCT
ajfa-1752	220	11	,	,	PUNCT
ajfa-1752	220	12	179	179	NUM
ajfa-1752	220	13	-	-	SYM
ajfa-1752	220	14	192	192	NUM
ajfa-1752	220	15	.	.	PUNCT
ajfa-1752	220	16	http://dx.doi.org/10.1111/j.1468-5957.1990.tb00556.x	http://dx.doi.org/10.1111/j.1468-5957.1990.tb00556.x	PUNCT
ajfa-1752	220	17	letza	letza	ADJ
ajfa-1752	220	18	r	r	NOUN
ajfa-1752	220	19	,	,	PUNCT
ajfa-1752	220	20	kalupa	kalupa	ADJ
ajfa-1752	220	21	l	l	PROPN
ajfa-1752	220	22	,	,	PUNCT
ajfa-1752	220	23	&	&	CCONJ
ajfa-1752	220	24	kowalski	kowalski	PROPN
ajfa-1752	220	25	t.	t.	PROPN
ajfa-1752	220	26	(	(	PUNCT
ajfa-1752	220	27	2003	2003	NUM
ajfa-1752	220	28	)	)	PUNCT
ajfa-1752	220	29	predicting	predict	VERB
ajfa-1752	220	30	corporate	corporate	ADJ
ajfa-1752	220	31	failure	failure	NOUN
ajfa-1752	220	32	:	:	PUNCT
ajfa-1752	220	33	how	how	SCONJ
ajfa-1752	220	34	useful	useful	ADJ
ajfa-1752	220	35	are	be	AUX
ajfa-1752	220	36	multi	multi	ADJ
ajfa-1752	220	37	-	-	ADJ
ajfa-1752	220	38	discriminant	discriminant	ADJ
ajfa-1752	220	39	analysis	analysis	NOUN
ajfa-1752	220	40	models	model	NOUN
ajfa-1752	220	41	?	?	PUNCT
ajfa-1752	220	42	.	.	PUNCT
ajfa-1752	221	1	the	the	DET
ajfa-1752	221	2	poznan	poznan	PROPN
ajfa-1752	221	3	university	university	PROPN
ajfa-1752	221	4	of	of	ADP
ajfa-1752	221	5	economics	economics	PROPN
ajfa-1752	221	6	review	review	PROPN
ajfa-1752	221	7	,	,	PUNCT
ajfa-1752	221	8	3(2	3(2	NUM
ajfa-1752	221	9	)	)	PUNCT
ajfa-1752	221	10	,	,	PUNCT
ajfa-1752	221	11	5	5	NUM
ajfa-1752	221	12	-	-	SYM
ajfa-1752	221	13	11	11	NUM
ajfa-1752	221	14	.	.	PUNCT
ajfa-1752	222	1	lev	lev	PROPN
ajfa-1752	222	2	b.	b.	PROPN
ajfa-1752	222	3	(	(	PUNCT
ajfa-1752	222	4	1973	1973	NUM
ajfa-1752	222	5	)	)	PUNCT
ajfa-1752	222	6	.	.	PUNCT
ajfa-1752	223	1	decomposition	decomposition	NOUN
ajfa-1752	223	2	measures	measure	NOUN
ajfa-1752	223	3	for	for	ADP
ajfa-1752	223	4	financial	financial	ADJ
ajfa-1752	223	5	analysis	analysis	NOUN
ajfa-1752	223	6	.	.	PUNCT
ajfa-1752	224	1	financial	financial	ADJ
ajfa-1752	224	2	management	management	NOUN
ajfa-1752	224	3	,	,	PUNCT
ajfa-1752	224	4	spring,56	spring,56	NOUN
ajfa-1752	224	5	-	-	SYM
ajfa-1752	224	6	63	63	NUM
ajfa-1752	224	7	.	.	PUNCT
ajfa-1752	225	1	http://dx.doi.org/10.2307/3665101	http://dx.doi.org/10.2307/3665101	PROPN
ajfa-1752	225	2	li	li	PROPN
ajfa-1752	225	3	h	h	PROPN
ajfa-1752	225	4	,	,	PUNCT
ajfa-1752	225	5	&	&	CCONJ
ajfa-1752	225	6	sun	sun	PROPN
ajfa-1752	225	7	j.	j.	PROPN
ajfa-1752	225	8	(	(	PUNCT
ajfa-1752	225	9	2010	2010	NUM
ajfa-1752	225	10	)	)	PUNCT
ajfa-1752	225	11	business	business	NOUN
ajfa-1752	225	12	failure	failure	NOUN
ajfa-1752	225	13	prediction	prediction	NOUN
ajfa-1752	225	14	using	use	VERB
ajfa-1752	225	15	hybrid	hybrid	ADJ
ajfa-1752	225	16	case	case	NOUN
ajfa-1752	225	17	-	-	PUNCT
ajfa-1752	225	18	based	base	VERB
ajfa-1752	225	19	reasoning	reasoning	NOUN
ajfa-1752	225	20	hcbr	hcbr	NOUN
ajfa-1752	225	21	.	.	PUNCT
ajfa-1752	226	1	computers	computer	NOUN
ajfa-1752	226	2	&	&	CCONJ
ajfa-1752	226	3	operations	operation	NOUN
ajfa-1752	226	4	research	research	NOUN
ajfa-1752	226	5	,	,	PUNCT
ajfa-1752	226	6	jan	jan	PROPN
ajfa-1752	226	7	,	,	PUNCT
ajfa-1752	226	8	137	137	NUM
ajfa-1752	226	9	-	-	SYM
ajfa-1752	226	10	151	151	NUM
ajfa-1752	226	11	.	.	PUNCT
ajfa-1752	227	1	http://dx.doi.org/10.1016/j.cor.2009.04.003	http://dx.doi.org/10.1016/j.cor.2009.04.003	PROPN
ajfa-1752	227	2	lin	lin	PROPN
ajfa-1752	227	3	l	l	PROPN
ajfa-1752	227	4	,	,	PUNCT
ajfa-1752	227	5	&	&	CCONJ
ajfa-1752	227	6	piesse	piesse	ADJ
ajfa-1752	227	7	j.	j.	PROPN
ajfa-1752	227	8	(	(	PUNCT
ajfa-1752	227	9	2004	2004	NUM
ajfa-1752	227	10	)	)	PUNCT
ajfa-1752	227	11	the	the	DET
ajfa-1752	227	12	identification	identification	NOUN
ajfa-1752	227	13	of	of	ADP
ajfa-1752	227	14	corporate	corporate	ADJ
ajfa-1752	227	15	distress	distress	NOUN
ajfa-1752	227	16	in	in	ADP
ajfa-1752	227	17	uk	uk	PROPN
ajfa-1752	227	18	industrials	industrial	NOUN
ajfa-1752	227	19	:	:	PUNCT
ajfa-1752	227	20	a	a	DET
ajfa-1752	227	21	conditional	conditional	ADJ
ajfa-1752	227	22	probability	probability	NOUN
ajfa-1752	227	23	analysis	analysis	NOUN
ajfa-1752	227	24	approach	approach	NOUN
ajfa-1752	227	25	.	.	PUNCT
ajfa-1752	228	1	applied	apply	VERB
ajfa-1752	228	2	financial	financial	ADJ
ajfa-1752	228	3	economics	economic	NOUN
ajfa-1752	228	4	,	,	PUNCT
ajfa-1752	228	5	14	14	NUM
ajfa-1752	228	6	,	,	PUNCT
ajfa-1752	228	7	73	73	NUM
ajfa-1752	228	8	-	-	SYM
ajfa-1752	228	9	82	82	NUM
ajfa-1752	228	10	.	.	PUNCT
ajfa-1752	229	1	http://dx.doi.org/10.1080/0960310042000176344	http://dx.doi.org/10.1080/0960310042000176344	PROPN
ajfa-1752	229	2	low	low	PROPN
ajfa-1752	229	3	sw	sw	PROPN
ajfa-1752	229	4	,	,	PUNCT
ajfa-1752	229	5	nor	nor	CCONJ
ajfa-1752	229	6	fm	fm	PROPN
ajfa-1752	229	7	,	,	PUNCT
ajfa-1752	229	8	&	&	CCONJ
ajfa-1752	229	9	yatim	yatim	PROPN
ajfa-1752	229	10	p.	p.	PROPN
ajfa-1752	229	11	(	(	PUNCT
ajfa-1752	229	12	2001	2001	NUM
ajfa-1752	229	13	)	)	PUNCT
ajfa-1752	229	14	predicting	predict	VERB
ajfa-1752	229	15	corporate	corporate	ADJ
ajfa-1752	229	16	financial	financial	ADJ
ajfa-1752	229	17	distress	distress	NOUN
ajfa-1752	229	18	using	use	VERB
ajfa-1752	229	19	the	the	DET
ajfa-1752	229	20	logit	logit	NOUN
ajfa-1752	229	21	model	model	NOUN
ajfa-1752	229	22	:	:	PUNCT
ajfa-1752	229	23	the	the	DET
ajfa-1752	229	24	case	case	NOUN
ajfa-1752	229	25	of	of	ADP
ajfa-1752	229	26	malaysia	malaysia	PROPN
ajfa-1752	229	27	.	.	PUNCT
ajfa-1752	230	1	asian	asian	PROPN
ajfa-1752	230	2	academy	academy	PROPN
ajfa-1752	230	3	of	of	ADP
ajfa-1752	230	4	management	management	PROPN
ajfa-1752	230	5	journal	journal	NOUN
ajfa-1752	230	6	,	,	PUNCT
ajfa-1752	230	7	6(1	6(1	NUM
ajfa-1752	230	8	)	)	PUNCT
ajfa-1752	230	9	,	,	PUNCT
ajfa-1752	230	10	49	49	NUM
ajfa-1752	230	11	-	-	SYM
ajfa-1752	230	12	61	61	NUM
ajfa-1752	230	13	.	.	PUNCT
ajfa-1752	231	1	mohamed	mohamed	PROPN
ajfa-1752	231	2	s	s	PROPN
ajfa-1752	231	3	,	,	PUNCT
ajfa-1752	231	4	li	li	PROPN
ajfa-1752	231	5	aj	aj	PROPN
ajfa-1752	231	6	,	,	PUNCT
ajfa-1752	231	7	&	&	CCONJ
ajfa-1752	231	8	sanda	sanda	PROPN
ajfa-1752	231	9	a.	a.	PROPN
ajfa-1752	231	10	u.	u.	PROPN
ajfa-1752	231	11	(	(	PUNCT
ajfa-1752	231	12	2001	2001	NUM
ajfa-1752	231	13	)	)	PUNCT
ajfa-1752	231	14	.	.	PUNCT
ajfa-1752	232	1	predicting	predict	VERB
ajfa-1752	232	2	corporate	corporate	ADJ
ajfa-1752	232	3	failure	failure	NOUN
ajfa-1752	232	4	in	in	ADP
ajfa-1752	232	5	malaysia	malaysia	PROPN
ajfa-1752	232	6	:	:	PUNCT
ajfa-1752	232	7	an	an	DET
ajfa-1752	232	8	application	application	NOUN
ajfa-1752	232	9	of	of	ADP
ajfa-1752	232	10	the	the	DET
ajfa-1752	232	11	logit	logit	NOUN
ajfa-1752	232	12	model	model	NOUN
ajfa-1752	232	13	to	to	ADP
ajfa-1752	232	14	financial	financial	ADJ
ajfa-1752	232	15	ratio	ratio	NOUN
ajfa-1752	232	16	analysis	analysis	NOUN
ajfa-1752	232	17	.	.	PUNCT
ajfa-1752	233	1	asian	asian	PROPN
ajfa-1752	233	2	academy	academy	PROPN
ajfa-1752	233	3	of	of	ADP
ajfa-1752	233	4	management	management	PROPN
ajfa-1752	233	5	journal	journal	NOUN
ajfa-1752	233	6	,	,	PUNCT
ajfa-1752	233	7	6(1	6(1	NUM
ajfa-1752	233	8	)	)	PUNCT
ajfa-1752	233	9	,	,	PUNCT
ajfa-1752	233	10	99	99	NUM
ajfa-1752	233	11	-	-	SYM
ajfa-1752	233	12	118	118	NUM
ajfa-1752	233	13	.	.	PUNCT
ajfa-1752	234	1	morris	morris	PROPN
ajfa-1752	234	2	,	,	PUNCT
ajfa-1752	234	3	r.	r.	PROPN
ajfa-1752	234	4	(	(	PUNCT
ajfa-1752	234	5	1998	1998	NUM
ajfa-1752	234	6	)	)	PUNCT
ajfa-1752	234	7	.	.	PUNCT
ajfa-1752	235	1	bankruptcy	bankruptcy	NOUN
ajfa-1752	235	2	prediction	prediction	NOUN
ajfa-1752	235	3	models	model	NOUN
ajfa-1752	235	4	:	:	PUNCT
ajfa-1752	235	5	just	just	ADV
ajfa-1752	235	6	how	how	SCONJ
ajfa-1752	235	7	useful	useful	ADJ
ajfa-1752	235	8	are	be	AUX
ajfa-1752	235	9	they	they	PRON
ajfa-1752	235	10	?	?	PUNCT
ajfa-1752	235	11	.	.	PUNCT
ajfa-1752	236	1	credit	credit	NOUN
ajfa-1752	236	2	man	man	NOUN
ajfa-1752	236	3	,	,	PUNCT
ajfa-1752	236	4	pp	pp	ADJ
ajfa-1752	236	5	.	.	PUNCT
ajfa-1752	237	1	43	43	NUM
ajfa-1752	237	2	-	-	SYM
ajfa-1752	237	3	45	45	NUM
ajfa-1752	237	4	.	.	PUNCT
ajfa-1752	237	5	retrieved	retrieve	VERB
ajfa-1752	237	6	10	10	NUM
ajfa-1752	237	7	may	may	PROPN
ajfa-1752	237	8	2006	2006	NUM
ajfa-1752	237	9	,	,	PUNCT
ajfa-1752	237	10	http://findarticles.com/p/articles/miqa5308/is199805/ai	http://findarticles.com/p/articles/miqa5308/is199805/ai	PROPN
ajfa-1752	237	11	n21421946	n21421946	PROPN
ajfa-1752	237	12	asian	asian	ADJ
ajfa-1752	237	13	journal	journal	NOUN
ajfa-1752	237	14	of	of	ADP
ajfa-1752	237	15	finance	finance	PROPN
ajfa-1752	237	16	&	&	CCONJ
ajfa-1752	237	17	accounting	accounting	PROPN
ajfa-1752	237	18	issn	issn	PROPN
ajfa-1752	237	19	1946	1946	NUM
ajfa-1752	237	20	-	-	PUNCT
ajfa-1752	237	21	052x	052x	NOUN
ajfa-1752	237	22	2012	2012	NUM
ajfa-1752	237	23	,	,	PUNCT
ajfa-1752	237	24	vol	vol	NOUN
ajfa-1752	237	25	.	.	PROPN
ajfa-1752	238	1	4	4	NUM
ajfa-1752	238	2	,	,	PUNCT
ajfa-1752	238	3	no	no	INTJ
ajfa-1752	238	4	.	.	NOUN
ajfa-1752	238	5	1	1	NUM
ajfa-1752	238	6	www.macrothink.org/ajfa	www.macrothink.org/ajfa	NUM
ajfa-1752	238	7	344	344	NUM
ajfa-1752	238	8	mossman	mossman	PROPN
ajfa-1752	238	9	ce	ce	PROPN
ajfa-1752	238	10	,	,	PUNCT
ajfa-1752	238	11	bell	bell	PROPN
ajfa-1752	238	12	gg	gg	PROPN
ajfa-1752	238	13	,	,	PUNCT
ajfa-1752	238	14	swartz	swartz	PROPN
ajfa-1752	238	15	lm	lm	PROPN
ajfa-1752	238	16	,	,	PUNCT
ajfa-1752	238	17	&	&	CCONJ
ajfa-1752	238	18	turtle	turtle	PROPN
ajfa-1752	238	19	h.	h.	PROPN
ajfa-1752	238	20	(	(	PUNCT
ajfa-1752	238	21	1998	1998	NUM
ajfa-1752	238	22	)	)	PUNCT
ajfa-1752	238	23	.	.	PUNCT
ajfa-1752	239	1	an	an	DET
ajfa-1752	239	2	empirical	empirical	ADJ
ajfa-1752	239	3	comparison	comparison	NOUN
ajfa-1752	239	4	of	of	ADP
ajfa-1752	239	5	bankruptcy	bankruptcy	NOUN
ajfa-1752	239	6	models	model	NOUN
ajfa-1752	239	7	.	.	PUNCT
ajfa-1752	240	1	financial	financial	ADJ
ajfa-1752	240	2	review	review	PROPN
ajfa-1752	240	3	,	,	PUNCT
ajfa-1752	240	4	33(2	33(2	NUM
ajfa-1752	240	5	)	)	PUNCT
ajfa-1752	240	6	,	,	PUNCT
ajfa-1752	240	7	35	35	NUM
ajfa-1752	240	8	-	-	SYM
ajfa-1752	240	9	53	53	NUM
ajfa-1752	240	10	.	.	PUNCT
ajfa-1752	241	1	http://dx.doi.org/10.1111/j.1540-6288.1998.tb01367.x	http://dx.doi.org/10.1111/j.1540-6288.1998.tb01367.x	PRON
ajfa-1752	241	2	norusis	norusis	NOUN
ajfa-1752	241	3	m.	m.	NOUN
ajfa-1752	241	4	j.	j.	PROPN
ajfa-1752	241	5	(	(	PUNCT
ajfa-1752	241	6	1994	1994	NUM
ajfa-1752	241	7	)	)	PUNCT
ajfa-1752	241	8	.	.	PUNCT
ajfa-1752	242	1	spss	spss	PROPN
ajfa-1752	242	2	professional	professional	ADJ
ajfa-1752	242	3	statistics	statistic	NOUN
ajfa-1752	242	4	,	,	PUNCT
ajfa-1752	242	5	6.1	6.1	NUM
ajfa-1752	242	6	,	,	PUNCT
ajfa-1752	242	7	spss	spss	PROPN
ajfa-1752	242	8	inc	inc	PROPN
ajfa-1752	242	9	.	.	PROPN
ajfa-1752	243	1	chicago	chicago	PROPN
ajfa-1752	243	2	ohlson	ohlson	PROPN
ajfa-1752	243	3	j.	j.	PROPN
ajfa-1752	243	4	a.	a.	PROPN
ajfa-1752	243	5	(	(	PUNCT
ajfa-1752	243	6	1980	1980	NUM
ajfa-1752	243	7	)	)	PUNCT
ajfa-1752	243	8	.	.	PUNCT
ajfa-1752	244	1	financial	financial	ADJ
ajfa-1752	244	2	ratios	ratio	NOUN
ajfa-1752	244	3	and	and	CCONJ
ajfa-1752	244	4	the	the	DET
ajfa-1752	244	5	probabilistic	probabilistic	ADJ
ajfa-1752	244	6	prediction	prediction	NOUN
ajfa-1752	244	7	of	of	ADP
ajfa-1752	244	8	bankruptcy	bankruptcy	NOUN
ajfa-1752	244	9	.	.	PUNCT
ajfa-1752	245	1	journal	journal	PROPN
ajfa-1752	245	2	of	of	ADP
ajfa-1752	245	3	accounting	accounting	NOUN
ajfa-1752	245	4	research	research	NOUN
ajfa-1752	245	5	,	,	PUNCT
ajfa-1752	245	6	spring	spring	NOUN
ajfa-1752	245	7	,	,	PUNCT
ajfa-1752	245	8	109	109	NUM
ajfa-1752	245	9	-	-	SYM
ajfa-1752	245	10	131	131	NUM
ajfa-1752	245	11	.	.	PUNCT
ajfa-1752	246	1	http://dx.doi.org/10.2307/2490395	http://dx.doi.org/10.2307/2490395	PROPN
ajfa-1752	246	2	poston	poston	PROPN
ajfa-1752	246	3	k.m	k.m	PROPN
ajfa-1752	246	4	.	.	PROPN
ajfa-1752	246	5	,	,	PUNCT
ajfa-1752	246	6	harmon	harmon	PROPN
ajfa-1752	246	7	w.	w.	PROPN
ajfa-1752	246	8	k.	k.	PROPN
ajfa-1752	246	9	,	,	PUNCT
ajfa-1752	246	10	&	&	CCONJ
ajfa-1752	246	11	gramlich	gramlich	PROPN
ajfa-1752	246	12	j.	j.	PROPN
ajfa-1752	246	13	d.	d.	PROPN
ajfa-1752	246	14	(	(	PUNCT
ajfa-1752	246	15	1994	1994	NUM
ajfa-1752	246	16	)	)	PUNCT
ajfa-1752	246	17	.	.	PUNCT
ajfa-1752	247	1	a	a	DET
ajfa-1752	247	2	test	test	NOUN
ajfa-1752	247	3	of	of	ADP
ajfa-1752	247	4	financial	financial	ADJ
ajfa-1752	247	5	ratios	ratio	NOUN
ajfa-1752	247	6	as	as	ADP
ajfa-1752	247	7	predictors	predictor	NOUN
ajfa-1752	247	8	of	of	ADP
ajfa-1752	247	9	turnaround	turnaround	NOUN
ajfa-1752	247	10	versus	versus	ADP
ajfa-1752	247	11	failure	failure	NOUN
ajfa-1752	247	12	among	among	ADP
ajfa-1752	247	13	financially	financially	ADV
ajfa-1752	247	14	distressed	distressed	ADJ
ajfa-1752	247	15	firms	firm	NOUN
ajfa-1752	247	16	.	.	PUNCT
ajfa-1752	248	1	journal	journal	NOUN
ajfa-1752	248	2	of	of	ADP
ajfa-1752	248	3	applied	apply	VERB
ajfa-1752	248	4	business	business	NOUN
ajfa-1752	248	5	research	research	NOUN
ajfa-1752	248	6	,	,	PUNCT
ajfa-1752	248	7	10(1	10(1	NUM
ajfa-1752	248	8	)	)	PUNCT
ajfa-1752	248	9	,	,	PUNCT
ajfa-1752	248	10	41	41	NUM
ajfa-1752	248	11	-	-	SYM
ajfa-1752	248	12	52	52	NUM
ajfa-1752	248	13	.	.	PUNCT
ajfa-1752	249	1	pramodh	pramodh	PROPN
ajfa-1752	249	2	c	c	PROPN
ajfa-1752	249	3	,	,	PUNCT
ajfa-1752	249	4	&	&	CCONJ
ajfa-1752	249	5	ravi	ravi	PROPN
ajfa-1752	249	6	v.	v.	PROPN
ajfa-1752	249	7	(	(	PUNCT
ajfa-1752	249	8	2007	2007	NUM
ajfa-1752	249	9	)	)	PUNCT
ajfa-1752	249	10	.	.	PUNCT
ajfa-1752	250	1	modified	modify	VERB
ajfa-1752	250	2	great	great	ADJ
ajfa-1752	250	3	deluge	deluge	NOUN
ajfa-1752	250	4	algorithm	algorithm	NOUN
ajfa-1752	250	5	based	base	VERB
ajfa-1752	250	6	auto	auto	NOUN
ajfa-1752	250	7	associative	associative	NOUN
ajfa-1752	250	8	neural	neural	ADJ
ajfa-1752	250	9	network	network	NOUN
ajfa-1752	250	10	for	for	ADP
ajfa-1752	250	11	bankruptcy	bankruptcy	NOUN
ajfa-1752	250	12	prediction	prediction	NOUN
ajfa-1752	250	13	in	in	ADP
ajfa-1752	250	14	banks	bank	NOUN
ajfa-1752	250	15	.	.	PUNCT
ajfa-1752	251	1	international	international	ADJ
ajfa-1752	251	2	journal	journal	NOUN
ajfa-1752	251	3	of	of	ADP
ajfa-1752	251	4	computational	computational	ADJ
ajfa-1752	251	5	intelligence	intelligence	NOUN
ajfa-1752	251	6	research	research	NOUN
ajfa-1752	251	7	,	,	PUNCT
ajfa-1752	251	8	3(4	3(4	NUM
ajfa-1752	251	9	)	)	PUNCT
ajfa-1752	251	10	,	,	PUNCT
ajfa-1752	251	11	363	363	NUM
ajfa-1752	251	12	-	-	SYM
ajfa-1752	251	13	370	370	NUM
ajfa-1752	251	14	.	.	PUNCT
ajfa-1752	252	1	http://dx.doi.org/10.5019/j.ijcir.2007.117	http://dx.doi.org/10.5019/j.ijcir.2007.117	PROPN
ajfa-1752	252	2	shivaswamy	shivaswamy	ADP
ajfa-1752	252	3	m	m	PROPN
ajfa-1752	252	4	,	,	PUNCT
ajfa-1752	252	5	&	&	CCONJ
ajfa-1752	252	6	holban	holban	PROPN
ajfa-1752	252	7	jr	jr	PROPN
ajfa-1752	252	8	j.p	j.p	PROPN
ajfa-1752	252	9	.	.	PROPN
ajfa-1752	252	10	(	(	PUNCT
ajfa-1752	252	11	1993	1993	NUM
ajfa-1752	252	12	)	)	PUNCT
ajfa-1752	252	13	.	.	PUNCT
ajfa-1752	253	1	a	a	DET
ajfa-1752	253	2	behavioral	behavioral	ADJ
ajfa-1752	253	3	analysis	analysis	NOUN
ajfa-1752	253	4	of	of	ADP
ajfa-1752	253	5	financial	financial	ADJ
ajfa-1752	253	6	ratios	ratio	NOUN
ajfa-1752	253	7	.	.	PUNCT
ajfa-1752	254	1	the	the	DET
ajfa-1752	254	2	mid	mid	PROPN
ajfa-1752	254	3	atlantic	atlantic	PROPN
ajfa-1752	254	4	journal	journal	PROPN
ajfa-1752	254	5	of	of	ADP
ajfa-1752	254	6	business	business	NOUN
ajfa-1752	254	7	,	,	PUNCT
ajfa-1752	254	8	29(1	29(1	NUM
ajfa-1752	254	9	)	)	PUNCT
ajfa-1752	254	10	,	,	PUNCT
ajfa-1752	254	11	7	7	NUM
ajfa-1752	254	12	-	-	SYM
ajfa-1752	254	13	23	23	NUM
ajfa-1752	254	14	.	.	PUNCT
ajfa-1752	255	1	shumway	shumway	PROPN
ajfa-1752	255	2	t.	t.	PROPN
ajfa-1752	255	3	(	(	PUNCT
ajfa-1752	255	4	2001	2001	NUM
ajfa-1752	255	5	)	)	PUNCT
ajfa-1752	255	6	.	.	PUNCT
ajfa-1752	256	1	forecasting	forecasting	NOUN
ajfa-1752	256	2	bankruptcy	bankruptcy	NOUN
ajfa-1752	256	3	more	more	ADV
ajfa-1752	256	4	accurately	accurately	ADV
ajfa-1752	256	5	:	:	PUNCT
ajfa-1752	256	6	a	a	DET
ajfa-1752	256	7	simple	simple	ADJ
ajfa-1752	256	8	hazard	hazard	NOUN
ajfa-1752	256	9	model	model	NOUN
ajfa-1752	256	10	.	.	PUNCT
ajfa-1752	257	1	journal	journal	PROPN
ajfa-1752	257	2	of	of	ADP
ajfa-1752	257	3	business	business	NOUN
ajfa-1752	257	4	,	,	PUNCT
ajfa-1752	257	5	74	74	NUM
ajfa-1752	257	6	,	,	PUNCT
ajfa-1752	257	7	101	101	NUM
ajfa-1752	257	8	-	-	SYM
ajfa-1752	257	9	124	124	NUM
ajfa-1752	257	10	.	.	PUNCT
ajfa-1752	258	1	http://dx.doi.org/10.1086/209665	http://dx.doi.org/10.1086/209665	ADJ
ajfa-1752	258	2	wood	wood	NOUN
ajfa-1752	258	3	d	d	NOUN
ajfa-1752	258	4	,	,	PUNCT
ajfa-1752	258	5	&	&	CCONJ
ajfa-1752	258	6	piesse	piesse	ADJ
ajfa-1752	258	7	j.	j.	PROPN
ajfa-1752	258	8	(	(	PUNCT
ajfa-1752	258	9	1987	1987	NUM
ajfa-1752	258	10	)	)	PUNCT
ajfa-1752	258	11	.	.	PUNCT
ajfa-1752	259	1	the	the	DET
ajfa-1752	259	2	information	information	NOUN
ajfa-1752	259	3	value	value	NOUN
ajfa-1752	259	4	of	of	ADP
ajfa-1752	259	5	mda	mda	PROPN
ajfa-1752	259	6	based	base	VERB
ajfa-1752	259	7	financial	financial	ADJ
ajfa-1752	259	8	indicators	indicator	NOUN
ajfa-1752	259	9	.	.	PUNCT
ajfa-1752	260	1	journal	journal	NOUN
ajfa-1752	260	2	of	of	ADP
ajfa-1752	260	3	finance	finance	NOUN
ajfa-1752	260	4	and	and	CCONJ
ajfa-1752	260	5	accounting	accounting	NOUN
ajfa-1752	260	6	,	,	PUNCT
ajfa-1752	260	7	14(1	14(1	NUM
ajfa-1752	260	8	)	)	PUNCT
ajfa-1752	260	9	,	,	PUNCT
ajfa-1752	260	10	27	27	NUM
ajfa-1752	260	11	-	-	SYM
ajfa-1752	260	12	38	38	NUM
ajfa-1752	260	13	.	.	PUNCT
ajfa-1752	261	1	zulkarnain	zulkarnain	PROPN
ajfa-1752	261	2	m.s	m.s	PROPN
ajfa-1752	261	3	.	.	PROPN
ajfa-1752	261	4	,	,	PUNCT
ajfa-1752	261	5	mohamad	mohamad	PROPN
ajfa-1752	261	6	a.a.h	a.a.h	PROPN
ajfa-1752	261	7	.	.	PROPN
ajfa-1752	261	8	,	,	PUNCT
ajfa-1752	261	9	annuar	annuar	ADJ
ajfa-1752	261	10	m.	m.	NOUN
ajfa-1752	261	11	n.	n.	PROPN
ajfa-1752	261	12	,	,	PUNCT
ajfa-1752	261	13	&	&	CCONJ
ajfa-1752	261	14	zainal	zainal	PROPN
ajfa-1752	261	15	a.	a.	PROPN
ajfa-1752	261	16	m.	m.	NOUN
ajfa-1752	261	17	(	(	PUNCT
ajfa-1752	261	18	2001	2001	NUM
ajfa-1752	261	19	)	)	PUNCT
ajfa-1752	261	20	forecasting	forecast	VERB
ajfa-1752	261	21	corporate	corporate	ADJ
ajfa-1752	261	22	failure	failure	NOUN
ajfa-1752	261	23	in	in	ADP
ajfa-1752	261	24	malaysian	malaysian	ADJ
ajfa-1752	261	25	industrial	industrial	ADJ
ajfa-1752	261	26	sector	sector	NOUN
ajfa-1752	261	27	firms	firm	NOUN
ajfa-1752	261	28	.	.	PUNCT
ajfa-1752	262	1	asian	asian	PROPN
ajfa-1752	262	2	academy	academy	PROPN
ajfa-1752	262	3	of	of	ADP
ajfa-1752	262	4	management	management	PROPN
ajfa-1752	262	5	journal	journal	NOUN
ajfa-1752	262	6	,	,	PUNCT
ajfa-1752	262	7	6(1	6(1	NUM
ajfa-1752	262	8	)	)	PUNCT
ajfa-1752	262	9	,	,	PUNCT
ajfa-1752	262	10	15	15	NUM
ajfa-1752	262	11	-	-	SYM
ajfa-1752	262	12	30	30	NUM
ajfa-1752	262	13	.	.	PUNCT