id	sid	tid	token	lemma	pos
cana-5032	1	1	communications	communication	NOUN
cana-5032	1	2	on	on	ADP
cana-5032	1	3	applied	apply	VERB
cana-5032	1	4	nonlinear	nonlinear	ADJ
cana-5032	1	5	analysis	analysis	NOUN
cana-5032	1	6	issn	issn	NOUN
cana-5032	1	7	:	:	PUNCT
cana-5032	1	8	1074	1074	NUM
cana-5032	1	9	-	-	PUNCT
cana-5032	1	10	133x	133x	NUM
cana-5032	1	11	vol	vol	NOUN
cana-5032	1	12	32	32	NUM
cana-5032	1	13	no	no	NOUN
cana-5032	1	14	.	.	PUNCT
cana-5032	2	1	icmasd	icmasd	NOUN
cana-5032	2	2	(	(	PUNCT
cana-5032	2	3	2025	2025	NUM
cana-5032	2	4	)	)	PUNCT
cana-5032	2	5	1	1	NUM
cana-5032	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	2	7	emotional	emotional	ADJ
cana-5032	2	8	finance	finance	NOUN
cana-5032	2	9	and	and	CCONJ
cana-5032	2	10	investment	investment	NOUN
cana-5032	2	11	behavior	behavior	NOUN
cana-5032	2	12	:	:	PUNCT
cana-5032	2	13	an	an	DET
cana-5032	2	14	analytical	analytical	ADJ
cana-5032	2	15	examination	examination	NOUN
cana-5032	2	16	of	of	ADP
cana-5032	2	17	patterns	pattern	NOUN
cana-5032	2	18	in	in	ADP
cana-5032	2	19	punjab	punjab	ADJ
cana-5032	2	20	malkeet	malkeet	NOUN
cana-5032	2	21	singh1	singh1	PROPN
cana-5032	2	22	,	,	PUNCT
cana-5032	2	23	jasdeep	jasdeep	PROPN
cana-5032	2	24	kaur	kaur	PROPN
cana-5032	3	1	dhami1	dhami1	PROPN
cana-5032	3	2	*	*	PROPN
cana-5032	3	3	1department	1department	NUM
cana-5032	3	4	of	of	ADP
cana-5032	3	5	management	management	NOUN
cana-5032	3	6	,	,	PUNCT
cana-5032	3	7	ct	ct	PROPN
cana-5032	3	8	university	university	PROPN
cana-5032	3	9	,	,	PUNCT
cana-5032	3	10	india	india	PROPN
cana-5032	3	11	corresponding	corresponding	PROPN
cana-5032	3	12	author	author	PROPN
cana-5032	3	13	’s	’s	PART
cana-5032	3	14	email	email	NOUN
cana-5032	3	15	address	address	NOUN
cana-5032	3	16	:	:	PUNCT
cana-5032	3	17	director.research@ctgroup.in	director.research@ctgroup.in	ADV
cana-5032	3	18	article	article	NOUN
cana-5032	3	19	history	history	NOUN
cana-5032	3	20	:	:	PUNCT
cana-5032	3	21	received	receive	VERB
cana-5032	3	22	:	:	PUNCT
cana-5032	3	23	12	12	NUM
cana-5032	3	24	-	-	SYM
cana-5032	3	25	11	11	NUM
cana-5032	3	26	-	-	PUNCT
cana-5032	3	27	2024	2024	NUM
cana-5032	3	28	revised	revise	VERB
cana-5032	3	29	:	:	PUNCT
cana-5032	3	30	25	25	NUM
cana-5032	3	31	-	-	SYM
cana-5032	3	32	12	12	NUM
cana-5032	3	33	-	-	PUNCT
cana-5032	3	34	2024	2024	NUM
cana-5032	3	35	accepted	accept	VERB
cana-5032	3	36	:	:	PUNCT
cana-5032	3	37	05	05	NUM
cana-5032	3	38	-	-	SYM
cana-5032	3	39	01	01	NUM
cana-5032	3	40	-	-	PUNCT
cana-5032	3	41	2025	2025	NUM
cana-5032	3	42	abstract	abstract	NOUN
cana-5032	3	43	:	:	PUNCT
cana-5032	3	44	behavioral	behavioral	ADJ
cana-5032	3	45	finance	finance	NOUN
cana-5032	3	46	is	be	AUX
cana-5032	3	47	a	a	DET
cana-5032	3	48	field	field	NOUN
cana-5032	3	49	that	that	PRON
cana-5032	3	50	includes	include	VERB
cana-5032	3	51	emotional	emotional	ADJ
cana-5032	3	52	finance	finance	NOUN
cana-5032	3	53	,	,	PUNCT
cana-5032	3	54	which	which	PRON
cana-5032	3	55	studies	study	VERB
cana-5032	3	56	the	the	DET
cana-5032	3	57	profound	profound	ADJ
cana-5032	3	58	influence	influence	NOUN
cana-5032	3	59	of	of	ADP
cana-5032	3	60	emotions	emotion	NOUN
cana-5032	3	61	and	and	CCONJ
cana-5032	3	62	psychological	psychological	ADJ
cana-5032	3	63	factors	factor	NOUN
cana-5032	3	64	on	on	ADP
cana-5032	3	65	investment	investment	NOUN
cana-5032	3	66	decisions	decision	NOUN
cana-5032	3	67	and	and	CCONJ
cana-5032	3	68	outcomes	outcome	NOUN
cana-5032	3	69	.	.	PUNCT
cana-5032	4	1	the	the	DET
cana-5032	4	2	research	research	NOUN
cana-5032	4	3	further	further	ADJ
cana-5032	4	4	delves	delf	NOUN
cana-5032	4	5	into	into	ADP
cana-5032	4	6	studying	study	VERB
cana-5032	4	7	the	the	DET
cana-5032	4	8	relationship	relationship	NOUN
cana-5032	4	9	between	between	ADP
cana-5032	4	10	emotional	emotional	ADJ
cana-5032	4	11	finance	finance	NOUN
cana-5032	4	12	and	and	CCONJ
cana-5032	4	13	investment	investment	NOUN
cana-5032	4	14	behavior	behavior	NOUN
cana-5032	4	15	among	among	ADP
cana-5032	4	16	investors	investor	NOUN
cana-5032	4	17	in	in	ADP
cana-5032	4	18	punjab	punjab	ADJ
cana-5032	4	19	—	—	PUNCT
cana-5032	4	20	a	a	DET
cana-5032	4	21	region	region	NOUN
cana-5032	4	22	marked	mark	VERB
cana-5032	4	23	by	by	ADP
cana-5032	4	24	a	a	DET
cana-5032	4	25	diverse	diverse	ADJ
cana-5032	4	26	demographic	demographic	ADJ
cana-5032	4	27	and	and	CCONJ
cana-5032	4	28	socio	socio	NOUN
cana-5032	4	29	-	-	PUNCT
cana-5032	4	30	economic	economic	ADJ
cana-5032	4	31	profile	profile	NOUN
cana-5032	4	32	.	.	PUNCT
cana-5032	5	1	the	the	DET
cana-5032	5	2	study	study	NOUN
cana-5032	5	3	focuses	focus	VERB
cana-5032	5	4	on	on	ADP
cana-5032	5	5	three	three	NUM
cana-5032	5	6	objectives	objective	NOUN
cana-5032	5	7	:	:	PUNCT
cana-5032	5	8	understanding	understand	VERB
cana-5032	5	9	the	the	DET
cana-5032	5	10	relevance	relevance	NOUN
cana-5032	5	11	of	of	ADP
cana-5032	5	12	emotional	emotional	ADJ
cana-5032	5	13	finance	finance	NOUN
cana-5032	5	14	among	among	ADP
cana-5032	5	15	different	different	ADJ
cana-5032	5	16	investors	investor	NOUN
cana-5032	5	17	in	in	ADP
cana-5032	5	18	punjab	punjab	PROPN
cana-5032	5	19	,	,	PUNCT
cana-5032	5	20	identifying	identify	VERB
cana-5032	5	21	the	the	DET
cana-5032	5	22	factors	factor	NOUN
cana-5032	5	23	influencing	influence	VERB
cana-5032	5	24	investment	investment	NOUN
cana-5032	5	25	decisions	decision	NOUN
cana-5032	5	26	with	with	ADP
cana-5032	5	27	a	a	DET
cana-5032	5	28	particular	particular	ADJ
cana-5032	5	29	emphasis	emphasis	NOUN
cana-5032	5	30	on	on	ADP
cana-5032	5	31	emotional	emotional	ADJ
cana-5032	5	32	finance	finance	NOUN
cana-5032	5	33	,	,	PUNCT
cana-5032	5	34	and	and	CCONJ
cana-5032	5	35	analyzing	analyze	VERB
cana-5032	5	36	the	the	DET
cana-5032	5	37	impact	impact	NOUN
cana-5032	5	38	of	of	ADP
cana-5032	5	39	demographic	demographic	ADJ
cana-5032	5	40	characteristics	characteristic	NOUN
cana-5032	5	41	such	such	ADJ
cana-5032	5	42	as	as	ADP
cana-5032	5	43	age	age	NOUN
cana-5032	5	44	,	,	PUNCT
cana-5032	5	45	gender	gender	NOUN
cana-5032	5	46	,	,	PUNCT
cana-5032	5	47	and	and	CCONJ
cana-5032	5	48	income	income	NOUN
cana-5032	5	49	on	on	ADP
cana-5032	5	50	emotional	emotional	ADJ
cana-5032	5	51	finance	finance	NOUN
cana-5032	5	52	.	.	PUNCT
cana-5032	6	1	primary	primary	ADJ
cana-5032	6	2	data	datum	NOUN
cana-5032	6	3	was	be	AUX
cana-5032	6	4	collected	collect	VERB
cana-5032	6	5	through	through	ADP
cana-5032	6	6	a	a	DET
cana-5032	6	7	wellstructured	wellstructure	VERB
cana-5032	6	8	questionnaire	questionnaire	NOUN
cana-5032	6	9	designed	design	VERB
cana-5032	6	10	to	to	PART
cana-5032	6	11	gather	gather	VERB
cana-5032	6	12	responses	response	NOUN
cana-5032	6	13	from	from	ADP
cana-5032	6	14	350	350	NUM
cana-5032	6	15	investors	investor	NOUN
cana-5032	6	16	across	across	ADP
cana-5032	6	17	punjab	punjab	NOUN
cana-5032	6	18	's	's	PART
cana-5032	6	19	majha	majha	NOUN
cana-5032	6	20	,	,	PUNCT
cana-5032	6	21	malwa	malwa	NOUN
cana-5032	6	22	,	,	PUNCT
cana-5032	6	23	and	and	CCONJ
cana-5032	6	24	doaba	doaba	NOUN
cana-5032	6	25	regions	region	NOUN
cana-5032	6	26	.	.	PUNCT
cana-5032	7	1	secondary	secondary	ADJ
cana-5032	7	2	data	datum	NOUN
cana-5032	7	3	was	be	AUX
cana-5032	7	4	obtained	obtain	VERB
cana-5032	7	5	from	from	ADP
cana-5032	7	6	national	national	ADJ
cana-5032	7	7	and	and	CCONJ
cana-5032	7	8	international	international	ADJ
cana-5032	7	9	journal	journal	NOUN
cana-5032	7	10	publications	publication	NOUN
cana-5032	7	11	and	and	CCONJ
cana-5032	7	12	other	other	ADJ
cana-5032	7	13	resources	resource	NOUN
cana-5032	7	14	related	relate	VERB
cana-5032	7	15	to	to	ADP
cana-5032	7	16	investments	investment	NOUN
cana-5032	7	17	.	.	PUNCT
cana-5032	8	1	the	the	DET
cana-5032	8	2	research	research	NOUN
cana-5032	8	3	adopted	adopt	VERB
cana-5032	8	4	an	an	DET
cana-5032	8	5	exploratory	exploratory	ADJ
cana-5032	8	6	and	and	CCONJ
cana-5032	8	7	descriptive	descriptive	ADJ
cana-5032	8	8	design	design	NOUN
cana-5032	8	9	.	.	PUNCT
cana-5032	9	1	the	the	DET
cana-5032	9	2	findings	finding	NOUN
cana-5032	9	3	revealed	reveal	VERB
cana-5032	9	4	that	that	SCONJ
cana-5032	9	5	fear	fear	NOUN
cana-5032	9	6	,	,	PUNCT
cana-5032	9	7	overconfidence	overconfidence	NOUN
cana-5032	9	8	,	,	PUNCT
cana-5032	9	9	and	and	CCONJ
cana-5032	9	10	impulsivity	impulsivity	NOUN
cana-5032	9	11	significantly	significantly	ADV
cana-5032	9	12	influence	influence	VERB
cana-5032	9	13	investment	investment	NOUN
cana-5032	9	14	decisions	decision	NOUN
cana-5032	9	15	,	,	PUNCT
cana-5032	9	16	with	with	ADP
cana-5032	9	17	longterm	longterm	ADJ
cana-5032	9	18	profit	profit	NOUN
cana-5032	9	19	-	-	PUNCT
cana-5032	9	20	seeking	seeking	NOUN
cana-5032	9	21	as	as	ADP
cana-5032	9	22	a	a	DET
cana-5032	9	23	primary	primary	ADJ
cana-5032	9	24	goal	goal	NOUN
cana-5032	9	25	.	.	PUNCT
cana-5032	10	1	emotional	emotional	ADJ
cana-5032	10	2	traits	trait	NOUN
cana-5032	10	3	were	be	AUX
cana-5032	10	4	shown	show	VERB
cana-5032	10	5	to	to	PART
cana-5032	10	6	have	have	VERB
cana-5032	10	7	significant	significant	ADJ
cana-5032	10	8	associations	association	NOUN
cana-5032	10	9	with	with	ADP
cana-5032	10	10	demographic	demographic	ADJ
cana-5032	10	11	variables	variable	NOUN
cana-5032	10	12	,	,	PUNCT
cana-5032	10	13	such	such	ADJ
cana-5032	10	14	as	as	ADP
cana-5032	10	15	gender	gender	NOUN
cana-5032	10	16	and	and	CCONJ
cana-5032	10	17	overconfidence	overconfidence	NOUN
cana-5032	10	18	.	.	PUNCT
cana-5032	11	1	regional	regional	ADJ
cana-5032	11	2	differences	difference	NOUN
cana-5032	11	3	were	be	AUX
cana-5032	11	4	evident	evident	ADJ
cana-5032	11	5	,	,	PUNCT
cana-5032	11	6	with	with	ADP
cana-5032	11	7	impulsivity	impulsivity	NOUN
cana-5032	11	8	being	be	AUX
cana-5032	11	9	higher	high	ADJ
cana-5032	11	10	in	in	ADP
cana-5032	11	11	doaba	doaba	NOUN
cana-5032	11	12	and	and	CCONJ
cana-5032	11	13	fear	fear	VERB
cana-5032	11	14	lower	low	ADJ
cana-5032	11	15	in	in	ADP
cana-5032	11	16	majha	majha	NOUN
cana-5032	11	17	(	(	PUNCT
cana-5032	11	18	f	f	X
cana-5032	11	19	=	=	SYM
cana-5032	11	20	4.56	4.56	NUM
cana-5032	11	21	,	,	PUNCT
cana-5032	11	22	p	p	X
cana-5032	11	23	<	<	X
cana-5032	11	24	0.05	0.05	NUM
cana-5032	11	25	)	)	PUNCT
cana-5032	11	26	.	.	PUNCT
cana-5032	12	1	factor	factor	NOUN
cana-5032	12	2	analysis	analysis	NOUN
cana-5032	12	3	grouped	group	VERB
cana-5032	12	4	emotional	emotional	ADJ
cana-5032	12	5	traits	trait	NOUN
cana-5032	12	6	into	into	ADP
cana-5032	12	7	dimensions	dimension	NOUN
cana-5032	12	8	such	such	ADJ
cana-5032	12	9	as	as	ADP
cana-5032	12	10	risk	risk	NOUN
cana-5032	12	11	aversion	aversion	NOUN
cana-5032	12	12	and	and	CCONJ
cana-5032	12	13	impulsivity	impulsivity	NOUN
cana-5032	12	14	,	,	PUNCT
cana-5032	12	15	explaining	explain	VERB
cana-5032	12	16	72	72	NUM
cana-5032	12	17	%	%	NOUN
cana-5032	12	18	of	of	ADP
cana-5032	12	19	the	the	DET
cana-5032	12	20	behavioral	behavioral	ADJ
cana-5032	12	21	variance	variance	NOUN
cana-5032	12	22	.	.	PUNCT
cana-5032	13	1	regression	regression	NOUN
cana-5032	13	2	analysis	analysis	NOUN
cana-5032	13	3	demonstrated	demonstrate	VERB
cana-5032	13	4	that	that	SCONJ
cana-5032	13	5	demographic	demographic	ADJ
cana-5032	13	6	factors	factor	NOUN
cana-5032	13	7	were	be	AUX
cana-5032	13	8	strong	strong	ADJ
cana-5032	13	9	predictors	predictor	NOUN
cana-5032	13	10	of	of	ADP
cana-5032	13	11	successful	successful	ADJ
cana-5032	13	12	investment	investment	NOUN
cana-5032	13	13	,	,	PUNCT
cana-5032	13	14	explaining	explain	VERB
cana-5032	13	15	65	65	NUM
cana-5032	13	16	%	%	NOUN
cana-5032	13	17	of	of	ADP
cana-5032	13	18	the	the	DET
cana-5032	13	19	variance	variance	NOUN
cana-5032	13	20	in	in	ADP
cana-5032	13	21	outcomes	outcome	NOUN
cana-5032	13	22	.	.	PUNCT
cana-5032	14	1	these	these	DET
cana-5032	14	2	findings	finding	NOUN
cana-5032	14	3	highlight	highlight	VERB
cana-5032	14	4	that	that	SCONJ
cana-5032	14	5	emotional	emotional	ADJ
cana-5032	14	6	impulsivity	impulsivity	NOUN
cana-5032	14	7	and	and	CCONJ
cana-5032	14	8	market	market	NOUN
cana-5032	14	9	volatility	volatility	NOUN
cana-5032	14	10	significantly	significantly	ADV
cana-5032	14	11	challenge	challenge	VERB
cana-5032	14	12	investment	investment	NOUN
cana-5032	14	13	success	success	NOUN
cana-5032	14	14	,	,	PUNCT
cana-5032	14	15	emphasizing	emphasize	VERB
cana-5032	14	16	the	the	DET
cana-5032	14	17	importance	importance	NOUN
cana-5032	14	18	of	of	ADP
cana-5032	14	19	emotional	emotional	ADJ
cana-5032	14	20	regulation	regulation	NOUN
cana-5032	14	21	and	and	CCONJ
cana-5032	14	22	disciplined	discipline	VERB
cana-5032	14	23	financial	financial	ADJ
cana-5032	14	24	strategies	strategy	NOUN
cana-5032	14	25	.	.	PUNCT
cana-5032	15	1	the	the	DET
cana-5032	15	2	study	study	NOUN
cana-5032	15	3	provides	provide	VERB
cana-5032	15	4	actionable	actionable	ADJ
cana-5032	15	5	insights	insight	NOUN
cana-5032	15	6	into	into	ADP
cana-5032	15	7	investor	investor	NOUN
cana-5032	15	8	psychology	psychology	NOUN
cana-5032	15	9	,	,	PUNCT
cana-5032	15	10	offering	offer	VERB
cana-5032	15	11	valuable	valuable	ADJ
cana-5032	15	12	implications	implication	NOUN
cana-5032	15	13	for	for	ADP
cana-5032	15	14	financial	financial	ADJ
cana-5032	15	15	advisors	advisor	NOUN
cana-5032	15	16	,	,	PUNCT
cana-5032	15	17	policymakers	policymaker	NOUN
cana-5032	15	18	,	,	PUNCT
cana-5032	15	19	and	and	CCONJ
cana-5032	15	20	investors	investor	NOUN
cana-5032	15	21	aiming	aim	VERB
cana-5032	15	22	to	to	PART
cana-5032	15	23	improve	improve	VERB
cana-5032	15	24	decision	decision	NOUN
cana-5032	15	25	-	-	PUNCT
cana-5032	15	26	making	make	VERB
cana-5032	15	27	processes	process	NOUN
cana-5032	15	28	in	in	ADP
cana-5032	15	29	investment	investment	NOUN
cana-5032	15	30	activities	activity	NOUN
cana-5032	15	31	.	.	PUNCT
cana-5032	16	1	keywords	keyword	NOUN
cana-5032	16	2	:	:	PUNCT
cana-5032	16	3	investment	investment	NOUN
cana-5032	16	4	behavior	behavior	NOUN
cana-5032	16	5	,	,	PUNCT
cana-5032	16	6	behavioral	behavioral	ADJ
cana-5032	16	7	finance	finance	NOUN
cana-5032	16	8	,	,	PUNCT
cana-5032	16	9	emotional	emotional	ADJ
cana-5032	16	10	finance	finance	NOUN
cana-5032	16	11	,	,	PUNCT
cana-5032	16	12	financial	financial	ADJ
cana-5032	16	13	decision	decision	NOUN
cana-5032	16	14	-	-	PUNCT
cana-5032	16	15	making	making	NOUN
cana-5032	16	16	,	,	PUNCT
cana-5032	16	17	investor	investor	NOUN
cana-5032	16	18	psychology	psychology	NOUN
cana-5032	16	19	and	and	CCONJ
cana-5032	16	20	statistical	statistical	ADJ
cana-5032	16	21	analysis	analysis	NOUN
cana-5032	16	22	.	.	PUNCT
cana-5032	17	1	1	1	X
cana-5032	17	2	.	.	X
cana-5032	17	3	introduction	introduction	NOUN
cana-5032	17	4	behavioral	behavioral	ADJ
cana-5032	17	5	finance	finance	NOUN
cana-5032	17	6	is	be	AUX
cana-5032	17	7	a	a	DET
cana-5032	17	8	multidisciplinary	multidisciplinary	ADJ
cana-5032	17	9	field	field	NOUN
cana-5032	17	10	that	that	PRON
cana-5032	17	11	combines	combine	VERB
cana-5032	17	12	psychological	psychological	ADJ
cana-5032	17	13	insights	insight	NOUN
cana-5032	17	14	with	with	ADP
cana-5032	17	15	traditional	traditional	ADJ
cana-5032	17	16	economic	economic	ADJ
cana-5032	17	17	theories	theory	NOUN
cana-5032	17	18	to	to	PART
cana-5032	17	19	explain	explain	VERB
cana-5032	17	20	investor	investor	NOUN
cana-5032	17	21	behavior	behavior	NOUN
cana-5032	17	22	in	in	ADP
cana-5032	17	23	financial	financial	ADJ
cana-5032	17	24	markets	market	NOUN
cana-5032	17	25	.	.	PUNCT
cana-5032	18	1	unlike	unlike	ADP
cana-5032	18	2	classical	classical	ADJ
cana-5032	18	3	finance	finance	NOUN
cana-5032	18	4	models	model	NOUN
cana-5032	18	5	,	,	PUNCT
cana-5032	18	6	which	which	PRON
cana-5032	18	7	assume	assume	VERB
cana-5032	18	8	rational	rational	ADJ
cana-5032	18	9	decision	decision	NOUN
cana-5032	18	10	-	-	PUNCT
cana-5032	18	11	making	making	NOUN
cana-5032	18	12	,	,	PUNCT
cana-5032	18	13	behavioral	behavioral	ADJ
cana-5032	18	14	finance	finance	NOUN
cana-5032	18	15	reveals	reveal	VERB
cana-5032	18	16	that	that	SCONJ
cana-5032	18	17	individuals	individual	NOUN
cana-5032	18	18	often	often	ADV
cana-5032	18	19	make	make	VERB
cana-5032	18	20	irrational	irrational	ADJ
cana-5032	18	21	choices	choice	NOUN
cana-5032	18	22	influenced	influence	VERB
cana-5032	18	23	by	by	ADP
cana-5032	18	24	various	various	ADJ
cana-5032	18	25	cognitive	cognitive	ADJ
cana-5032	18	26	and	and	CCONJ
cana-5032	18	27	emotional	emotional	ADJ
cana-5032	18	28	biases	bias	NOUN
cana-5032	18	29	.	.	PUNCT
cana-5032	19	1	these	these	DET
cana-5032	19	2	biases	bias	NOUN
cana-5032	19	3	can	can	AUX
cana-5032	19	4	result	result	VERB
cana-5032	19	5	in	in	ADP
cana-5032	19	6	suboptimal	suboptimal	ADJ
cana-5032	19	7	financial	financial	ADJ
cana-5032	19	8	decisions	decision	NOUN
cana-5032	19	9	and	and	CCONJ
cana-5032	19	10	contribute	contribute	VERB
cana-5032	19	11	to	to	ADP
cana-5032	19	12	inefficiencies	inefficiency	NOUN
cana-5032	19	13	in	in	ADP
cana-5032	19	14	the	the	DET
cana-5032	19	15	market	market	NOUN
cana-5032	19	16	.	.	PUNCT
cana-5032	20	1	gaining	gain	VERB
cana-5032	20	2	a	a	DET
cana-5032	20	3	deeper	deep	ADJ
cana-5032	20	4	mailto:director.research@ctgroup.in	mailto:director.research@ctgroup.in	NOUN
cana-5032	20	5	communications	communication	NOUN
cana-5032	20	6	on	on	ADP
cana-5032	20	7	applied	apply	VERB
cana-5032	20	8	nonlinear	nonlinear	ADJ
cana-5032	20	9	analysis	analysis	NOUN
cana-5032	20	10	issn	issn	AUX
cana-5032	20	11	:	:	PUNCT
cana-5032	20	12	1074	1074	NUM
cana-5032	20	13	-	-	PUNCT
cana-5032	20	14	133x	133x	NUM
cana-5032	20	15	vol	vol	NOUN
cana-5032	20	16	32	32	NUM
cana-5032	20	17	no	no	NOUN
cana-5032	20	18	.	.	PUNCT
cana-5032	21	1	icmasd	icmasd	NOUN
cana-5032	21	2	(	(	PUNCT
cana-5032	21	3	2025	2025	NUM
cana-5032	21	4	)	)	PUNCT
cana-5032	21	5	2	2	NUM
cana-5032	21	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	21	7	understanding	understanding	NOUN
cana-5032	21	8	of	of	ADP
cana-5032	21	9	the	the	DET
cana-5032	21	10	psychological	psychological	ADJ
cana-5032	21	11	and	and	CCONJ
cana-5032	21	12	emotional	emotional	ADJ
cana-5032	21	13	factors	factor	NOUN
cana-5032	21	14	affecting	affect	VERB
cana-5032	21	15	financial	financial	ADJ
cana-5032	21	16	decisions	decision	NOUN
cana-5032	21	17	is	be	AUX
cana-5032	21	18	critical	critical	ADJ
cana-5032	21	19	for	for	ADP
cana-5032	21	20	improving	improve	VERB
cana-5032	21	21	individual	individual	ADJ
cana-5032	21	22	investment	investment	NOUN
cana-5032	21	23	strategies	strategy	NOUN
cana-5032	21	24	and	and	CCONJ
cana-5032	21	25	overall	overall	ADJ
cana-5032	21	26	market	market	NOUN
cana-5032	21	27	efficiency	efficiency	NOUN
cana-5032	21	28	[	[	X
cana-5032	21	29	1	1	NUM
cana-5032	21	30	]	]	PUNCT
cana-5032	21	31	,	,	PUNCT
cana-5032	21	32	[	[	X
cana-5032	21	33	2	2	NUM
cana-5032	21	34	]	]	PUNCT
cana-5032	21	35	.	.	PUNCT
cana-5032	22	1	cognitive	cognitive	ADJ
cana-5032	22	2	biases	bias	NOUN
cana-5032	22	3	,	,	PUNCT
cana-5032	22	4	such	such	ADJ
cana-5032	22	5	as	as	ADP
cana-5032	22	6	overconfidence	overconfidence	NOUN
cana-5032	22	7	and	and	CCONJ
cana-5032	22	8	loss	loss	NOUN
cana-5032	22	9	aversion	aversion	NOUN
cana-5032	22	10	,	,	PUNCT
cana-5032	22	11	are	be	AUX
cana-5032	22	12	key	key	ADJ
cana-5032	22	13	psychological	psychological	ADJ
cana-5032	22	14	factors	factor	NOUN
cana-5032	22	15	that	that	PRON
cana-5032	22	16	significantly	significantly	ADV
cana-5032	22	17	influence	influence	VERB
cana-5032	22	18	investor	investor	NOUN
cana-5032	22	19	behavior	behavior	NOUN
cana-5032	22	20	.	.	PUNCT
cana-5032	23	1	overconfidence	overconfidence	NOUN
cana-5032	23	2	often	often	ADV
cana-5032	23	3	leads	lead	VERB
cana-5032	23	4	investors	investor	NOUN
cana-5032	23	5	to	to	PART
cana-5032	23	6	overestimate	overestimate	VERB
cana-5032	23	7	their	their	PRON
cana-5032	23	8	knowledge	knowledge	NOUN
cana-5032	23	9	and	and	CCONJ
cana-5032	23	10	predictive	predictive	ADJ
cana-5032	23	11	abilities	ability	NOUN
cana-5032	23	12	,	,	PUNCT
cana-5032	23	13	causing	cause	VERB
cana-5032	23	14	them	they	PRON
cana-5032	23	15	to	to	PART
cana-5032	23	16	take	take	VERB
cana-5032	23	17	excessive	excessive	ADJ
cana-5032	23	18	risks	risk	NOUN
cana-5032	23	19	and	and	CCONJ
cana-5032	23	20	achieve	achieve	VERB
cana-5032	23	21	poor	poor	ADJ
cana-5032	23	22	investment	investment	NOUN
cana-5032	23	23	outcomes	outcome	NOUN
cana-5032	23	24	[	[	X
cana-5032	23	25	3	3	NUM
cana-5032	23	26	]	]	PUNCT
cana-5032	23	27	.	.	PUNCT
cana-5032	24	1	on	on	ADP
cana-5032	24	2	the	the	DET
cana-5032	24	3	other	other	ADJ
cana-5032	24	4	hand	hand	NOUN
cana-5032	24	5	,	,	PUNCT
cana-5032	24	6	loss	loss	NOUN
cana-5032	24	7	aversion	aversion	NOUN
cana-5032	24	8	,	,	PUNCT
cana-5032	24	9	a	a	DET
cana-5032	24	10	principle	principle	NOUN
cana-5032	24	11	rooted	root	VERB
cana-5032	24	12	in	in	ADP
cana-5032	24	13	prospect	prospect	NOUN
cana-5032	24	14	theory	theory	NOUN
cana-5032	24	15	,	,	PUNCT
cana-5032	24	16	suggests	suggest	VERB
cana-5032	24	17	that	that	SCONJ
cana-5032	24	18	individuals	individual	NOUN
cana-5032	24	19	experience	experience	VERB
cana-5032	24	20	the	the	DET
cana-5032	24	21	pain	pain	NOUN
cana-5032	24	22	of	of	ADP
cana-5032	24	23	losses	loss	NOUN
cana-5032	24	24	more	more	ADV
cana-5032	24	25	acutely	acutely	ADV
cana-5032	24	26	than	than	ADP
cana-5032	24	27	the	the	DET
cana-5032	24	28	pleasure	pleasure	NOUN
cana-5032	24	29	of	of	ADP
cana-5032	24	30	equivalent	equivalent	ADJ
cana-5032	24	31	gains	gain	NOUN
cana-5032	24	32	[	[	X
cana-5032	24	33	4	4	NUM
cana-5032	24	34	]	]	PUNCT
cana-5032	24	35	,	,	PUNCT
cana-5032	24	36	[	[	X
cana-5032	24	37	5	5	NUM
cana-5032	24	38	]	]	PUNCT
cana-5032	24	39	.	.	PUNCT
cana-5032	25	1	this	this	PRON
cana-5032	25	2	often	often	ADV
cana-5032	25	3	leads	lead	VERB
cana-5032	25	4	to	to	ADP
cana-5032	25	5	overly	overly	ADV
cana-5032	25	6	cautious	cautious	ADJ
cana-5032	25	7	decision	decision	NOUN
cana-5032	25	8	-	-	PUNCT
cana-5032	25	9	making	making	NOUN
cana-5032	25	10	or	or	CCONJ
cana-5032	25	11	an	an	DET
cana-5032	25	12	aversion	aversion	NOUN
cana-5032	25	13	to	to	ADP
cana-5032	25	14	necessary	necessary	ADJ
cana-5032	25	15	risks	risk	NOUN
cana-5032	25	16	[	[	X
cana-5032	25	17	6	6	NUM
cana-5032	25	18	]	]	PUNCT
cana-5032	25	19	.	.	PUNCT
cana-5032	26	1	these	these	DET
cana-5032	26	2	biases	bias	NOUN
cana-5032	26	3	are	be	AUX
cana-5032	26	4	not	not	PART
cana-5032	26	5	limited	limit	VERB
cana-5032	26	6	to	to	ADP
cana-5032	26	7	individual	individual	ADJ
cana-5032	26	8	investors	investor	NOUN
cana-5032	26	9	but	but	CCONJ
cana-5032	26	10	also	also	ADV
cana-5032	26	11	influence	influence	VERB
cana-5032	26	12	institutional	institutional	ADJ
cana-5032	26	13	investors	investor	NOUN
cana-5032	26	14	,	,	PUNCT
cana-5032	26	15	shaping	shape	VERB
cana-5032	26	16	broader	broad	ADJ
cana-5032	26	17	market	market	NOUN
cana-5032	26	18	behaviors	behavior	NOUN
cana-5032	26	19	and	and	CCONJ
cana-5032	26	20	phenomena	phenomenon	NOUN
cana-5032	26	21	such	such	ADJ
cana-5032	26	22	as	as	ADP
cana-5032	26	23	bubbles	bubble	NOUN
cana-5032	26	24	and	and	CCONJ
cana-5032	26	25	crashes	crash	VERB
cana-5032	26	26	[	[	X
cana-5032	26	27	7	7	NUM
cana-5032	26	28	]	]	PUNCT
cana-5032	26	29	,	,	PUNCT
cana-5032	27	1	[	[	X
cana-5032	27	2	8	8	NUM
cana-5032	27	3	]	]	PUNCT
cana-5032	27	4	.	.	PUNCT
cana-5032	28	1	herding	herd	VERB
cana-5032	28	2	behavior	behavior	NOUN
cana-5032	28	3	,	,	PUNCT
cana-5032	28	4	where	where	SCONJ
cana-5032	28	5	investors	investor	NOUN
cana-5032	28	6	follow	follow	VERB
cana-5032	28	7	others	other	NOUN
cana-5032	28	8	’	'	PUNCT
cana-5032	28	9	decisions	decision	NOUN
cana-5032	28	10	instead	instead	ADV
cana-5032	28	11	of	of	ADP
cana-5032	28	12	making	make	VERB
cana-5032	28	13	independent	independent	ADJ
cana-5032	28	14	choices	choice	NOUN
cana-5032	28	15	,	,	PUNCT
cana-5032	28	16	is	be	AUX
cana-5032	28	17	another	another	DET
cana-5032	28	18	welldocumented	welldocumented	ADJ
cana-5032	28	19	bias	bias	NOUN
cana-5032	28	20	that	that	PRON
cana-5032	28	21	exacerbates	exacerbate	VERB
cana-5032	28	22	market	market	NOUN
cana-5032	28	23	trends	trend	NOUN
cana-5032	28	24	and	and	CCONJ
cana-5032	28	25	instability	instability	NOUN
cana-5032	28	26	,	,	PUNCT
cana-5032	28	27	particularly	particularly	ADV
cana-5032	28	28	during	during	ADP
cana-5032	28	29	uncertain	uncertain	ADJ
cana-5032	28	30	times	time	NOUN
cana-5032	28	31	or	or	CCONJ
cana-5032	28	32	crises	crisis	NOUN
cana-5032	28	33	.	.	PUNCT
cana-5032	29	1	another	another	DET
cana-5032	29	2	critical	critical	ADJ
cana-5032	29	3	aspect	aspect	NOUN
cana-5032	29	4	of	of	ADP
cana-5032	29	5	behavioral	behavioral	ADJ
cana-5032	29	6	finance	finance	NOUN
cana-5032	29	7	is	be	AUX
cana-5032	29	8	investor	investor	NOUN
cana-5032	29	9	sentiment	sentiment	NOUN
cana-5032	29	10	,	,	PUNCT
cana-5032	29	11	which	which	PRON
cana-5032	29	12	refers	refer	VERB
cana-5032	29	13	to	to	ADP
cana-5032	29	14	the	the	DET
cana-5032	29	15	collective	collective	ADJ
cana-5032	29	16	mood	mood	NOUN
cana-5032	29	17	or	or	CCONJ
cana-5032	29	18	emotions	emotion	NOUN
cana-5032	29	19	driving	drive	VERB
cana-5032	29	20	market	market	NOUN
cana-5032	29	21	behavior	behavior	NOUN
cana-5032	29	22	at	at	ADP
cana-5032	29	23	any	any	DET
cana-5032	29	24	given	give	VERB
cana-5032	29	25	time	time	NOUN
cana-5032	29	26	.	.	PUNCT
cana-5032	30	1	fear	fear	NOUN
cana-5032	30	2	,	,	PUNCT
cana-5032	30	3	optimism	optimism	NOUN
cana-5032	30	4	,	,	PUNCT
cana-5032	30	5	or	or	CCONJ
cana-5032	30	6	irrationality	irrationality	NOUN
cana-5032	30	7	often	often	ADV
cana-5032	30	8	sway	sway	VERB
cana-5032	30	9	sentiment	sentiment	NOUN
cana-5032	30	10	,	,	PUNCT
cana-5032	30	11	causing	cause	VERB
cana-5032	30	12	markets	market	NOUN
cana-5032	30	13	to	to	PART
cana-5032	30	14	overreact	overreact	VERB
cana-5032	30	15	or	or	CCONJ
cana-5032	30	16	underreact	underreact	ADJ
cana-5032	30	17	to	to	ADP
cana-5032	30	18	news	news	NOUN
cana-5032	30	19	and	and	CCONJ
cana-5032	30	20	events	event	NOUN
cana-5032	30	21	.	.	PUNCT
cana-5032	31	1	this	this	PRON
cana-5032	31	2	is	be	AUX
cana-5032	31	3	particularly	particularly	ADV
cana-5032	31	4	evident	evident	ADJ
cana-5032	31	5	during	during	ADP
cana-5032	31	6	periods	period	NOUN
cana-5032	31	7	of	of	ADP
cana-5032	31	8	market	market	NOUN
cana-5032	31	9	volatility	volatility	NOUN
cana-5032	31	10	,	,	PUNCT
cana-5032	31	11	where	where	SCONJ
cana-5032	31	12	sentiment	sentiment	NOUN
cana-5032	31	13	can	can	AUX
cana-5032	31	14	lead	lead	VERB
cana-5032	31	15	to	to	ADP
cana-5032	31	16	mass	mass	ADJ
cana-5032	31	17	sell	sell	NOUN
cana-5032	31	18	-	-	PUNCT
cana-5032	31	19	offs	off	NOUN
cana-5032	31	20	or	or	CCONJ
cana-5032	31	21	speculative	speculative	ADJ
cana-5032	31	22	bubbles	bubble	NOUN
cana-5032	31	23	.	.	PUNCT
cana-5032	32	1	socio	socio	NOUN
cana-5032	32	2	-	-	PUNCT
cana-5032	32	3	economic	economic	ADJ
cana-5032	32	4	and	and	CCONJ
cana-5032	32	5	demographic	demographic	ADJ
cana-5032	32	6	factors	factor	NOUN
cana-5032	32	7	,	,	PUNCT
cana-5032	32	8	such	such	ADJ
cana-5032	32	9	as	as	ADP
cana-5032	32	10	education	education	NOUN
cana-5032	32	11	,	,	PUNCT
cana-5032	32	12	financial	financial	ADJ
cana-5032	32	13	literacy	literacy	NOUN
cana-5032	32	14	,	,	PUNCT
cana-5032	32	15	and	and	CCONJ
cana-5032	32	16	cultural	cultural	ADJ
cana-5032	32	17	background	background	NOUN
cana-5032	32	18	,	,	PUNCT
cana-5032	32	19	also	also	ADV
cana-5032	32	20	play	play	VERB
cana-5032	32	21	a	a	DET
cana-5032	32	22	role	role	NOUN
cana-5032	32	23	in	in	ADP
cana-5032	32	24	shaping	shape	VERB
cana-5032	32	25	susceptibility	susceptibility	NOUN
cana-5032	32	26	to	to	ADP
cana-5032	32	27	biases	bias	NOUN
cana-5032	32	28	[	[	X
cana-5032	32	29	9	9	NUM
cana-5032	32	30	]	]	PUNCT
cana-5032	32	31	,	,	PUNCT
cana-5032	32	32	[	[	X
cana-5032	32	33	10	10	NUM
cana-5032	32	34	]	]	PUNCT
cana-5032	32	35	.	.	PUNCT
cana-5032	33	1	for	for	ADP
cana-5032	33	2	example	example	NOUN
cana-5032	33	3	,	,	PUNCT
cana-5032	33	4	individuals	individual	NOUN
cana-5032	33	5	with	with	ADP
cana-5032	33	6	higher	high	ADJ
cana-5032	33	7	levels	level	NOUN
cana-5032	33	8	of	of	ADP
cana-5032	33	9	financial	financial	ADJ
cana-5032	33	10	literacy	literacy	NOUN
cana-5032	33	11	are	be	AUX
cana-5032	33	12	better	well	ADV
cana-5032	33	13	equipped	equip	VERB
cana-5032	33	14	to	to	PART
cana-5032	33	15	recognize	recognize	VERB
cana-5032	33	16	and	and	CCONJ
cana-5032	33	17	counter	counter	NOUN
cana-5032	33	18	biases	bias	NOUN
cana-5032	33	19	like	like	ADP
cana-5032	33	20	overconfidence	overconfidence	NOUN
cana-5032	33	21	and	and	CCONJ
cana-5032	33	22	loss	loss	NOUN
cana-5032	33	23	aversion	aversion	NOUN
cana-5032	33	24	,	,	PUNCT
cana-5032	33	25	enabling	enable	VERB
cana-5032	33	26	more	more	ADJ
cana-5032	33	27	rational	rational	ADJ
cana-5032	33	28	decision	decision	NOUN
cana-5032	33	29	-	-	PUNCT
cana-5032	33	30	making	making	NOUN
cana-5032	33	31	[	[	X
cana-5032	33	32	7	7	NUM
cana-5032	33	33	]	]	PUNCT
cana-5032	33	34	.	.	PUNCT
cana-5032	34	1	this	this	DET
cana-5032	34	2	connection	connection	NOUN
cana-5032	34	3	between	between	ADP
cana-5032	34	4	financial	financial	ADJ
cana-5032	34	5	literacy	literacy	NOUN
cana-5032	34	6	and	and	CCONJ
cana-5032	34	7	behavioral	behavioral	ADJ
cana-5032	34	8	biases	bias	NOUN
cana-5032	34	9	has	have	VERB
cana-5032	34	10	significant	significant	ADJ
cana-5032	34	11	implications	implication	NOUN
cana-5032	34	12	for	for	ADP
cana-5032	34	13	investment	investment	NOUN
cana-5032	34	14	strategies	strategy	NOUN
cana-5032	34	15	.	.	PUNCT
cana-5032	35	1	financial	financial	ADJ
cana-5032	35	2	literacy	literacy	NOUN
cana-5032	35	3	acts	act	VERB
cana-5032	35	4	as	as	ADP
cana-5032	35	5	a	a	DET
cana-5032	35	6	buffer	buffer	NOUN
cana-5032	35	7	,	,	PUNCT
cana-5032	35	8	helping	help	VERB
cana-5032	35	9	individuals	individual	NOUN
cana-5032	35	10	make	make	VERB
cana-5032	35	11	better	well	ADV
cana-5032	35	12	-	-	PUNCT
cana-5032	35	13	informed	inform	VERB
cana-5032	35	14	decisions	decision	NOUN
cana-5032	35	15	and	and	CCONJ
cana-5032	35	16	achieve	achieve	VERB
cana-5032	35	17	improved	improved	ADJ
cana-5032	35	18	financial	financial	ADJ
cana-5032	35	19	outcomes	outcome	NOUN
cana-5032	35	20	[	[	X
cana-5032	35	21	11	11	NUM
cana-5032	35	22	]	]	PUNCT
cana-5032	35	23	,	,	PUNCT
cana-5032	35	24	[	[	X
cana-5032	35	25	12	12	NUM
cana-5032	35	26	]	]	PUNCT
cana-5032	35	27	.	.	PUNCT
cana-5032	36	1	emotional	emotional	ADJ
cana-5032	36	2	intelligence	intelligence	NOUN
cana-5032	36	3	(	(	PUNCT
cana-5032	36	4	ei	ei	NOUN
cana-5032	36	5	)	)	PUNCT
cana-5032	36	6	,	,	PUNCT
cana-5032	36	7	defined	define	VERB
cana-5032	36	8	as	as	ADP
cana-5032	36	9	the	the	DET
cana-5032	36	10	ability	ability	NOUN
cana-5032	36	11	to	to	PART
cana-5032	36	12	perceive	perceive	VERB
cana-5032	36	13	,	,	PUNCT
cana-5032	36	14	control	control	NOUN
cana-5032	36	15	,	,	PUNCT
cana-5032	36	16	and	and	CCONJ
cana-5032	36	17	evaluate	evaluate	VERB
cana-5032	36	18	emotions	emotion	NOUN
cana-5032	36	19	,	,	PUNCT
cana-5032	36	20	is	be	AUX
cana-5032	36	21	another	another	DET
cana-5032	36	22	factor	factor	NOUN
cana-5032	36	23	that	that	PRON
cana-5032	36	24	influences	influence	VERB
cana-5032	36	25	investment	investment	NOUN
cana-5032	36	26	decisions	decision	NOUN
cana-5032	36	27	.	.	PUNCT
cana-5032	37	1	research	research	NOUN
cana-5032	37	2	indicates	indicate	VERB
cana-5032	37	3	that	that	SCONJ
cana-5032	37	4	investors	investor	NOUN
cana-5032	37	5	with	with	ADP
cana-5032	37	6	higher	high	ADJ
cana-5032	37	7	ei	ei	NOUN
cana-5032	37	8	are	be	AUX
cana-5032	37	9	less	less	ADV
cana-5032	37	10	prone	prone	ADJ
cana-5032	37	11	to	to	ADP
cana-5032	37	12	emotional	emotional	ADJ
cana-5032	37	13	biases	bias	NOUN
cana-5032	37	14	and	and	CCONJ
cana-5032	37	15	make	make	VERB
cana-5032	37	16	more	more	ADJ
cana-5032	37	17	objective	objective	ADJ
cana-5032	37	18	choices	choice	NOUN
cana-5032	37	19	,	,	PUNCT
cana-5032	37	20	particularly	particularly	ADV
cana-5032	37	21	during	during	ADP
cana-5032	37	22	stressful	stressful	ADJ
cana-5032	37	23	market	market	NOUN
cana-5032	37	24	conditions	condition	NOUN
cana-5032	37	25	[	[	X
cana-5032	37	26	13	13	NUM
cana-5032	37	27	]	]	PUNCT
cana-5032	37	28	,	,	PUNCT
cana-5032	37	29	[	[	X
cana-5032	37	30	14	14	NUM
cana-5032	37	31	]	]	PUNCT
cana-5032	37	32	.	.	PUNCT
cana-5032	38	1	additionally	additionally	ADV
cana-5032	38	2	,	,	PUNCT
cana-5032	38	3	sociocultural	sociocultural	ADJ
cana-5032	38	4	and	and	CCONJ
cana-5032	38	5	economic	economic	ADJ
cana-5032	38	6	contexts	context	NOUN
cana-5032	38	7	add	add	VERB
cana-5032	38	8	complexity	complexity	NOUN
cana-5032	38	9	to	to	ADP
cana-5032	38	10	the	the	DET
cana-5032	38	11	relationship	relationship	NOUN
cana-5032	38	12	between	between	ADP
cana-5032	38	13	psychological	psychological	ADJ
cana-5032	38	14	factors	factor	NOUN
cana-5032	38	15	and	and	CCONJ
cana-5032	38	16	investment	investment	NOUN
cana-5032	38	17	behavior	behavior	NOUN
cana-5032	38	18	.	.	PUNCT
cana-5032	39	1	cultural	cultural	ADJ
cana-5032	39	2	attitudes	attitude	NOUN
cana-5032	39	3	toward	toward	ADP
cana-5032	39	4	risk	risk	NOUN
cana-5032	39	5	,	,	PUNCT
cana-5032	39	6	saving	saving	NOUN
cana-5032	39	7	,	,	PUNCT
cana-5032	39	8	and	and	CCONJ
cana-5032	39	9	financial	financial	ADJ
cana-5032	39	10	decision	decision	NOUN
cana-5032	39	11	-	-	PUNCT
cana-5032	39	12	making	making	NOUN
cana-5032	39	13	,	,	PUNCT
cana-5032	39	14	as	as	ADV
cana-5032	39	15	well	well	ADV
cana-5032	39	16	as	as	ADP
cana-5032	39	17	social	social	ADJ
cana-5032	39	18	norms	norm	NOUN
cana-5032	39	19	and	and	CCONJ
cana-5032	39	20	institutional	institutional	ADJ
cana-5032	39	21	frameworks	framework	NOUN
cana-5032	39	22	,	,	PUNCT
cana-5032	39	23	can	can	AUX
cana-5032	39	24	shape	shape	VERB
cana-5032	39	25	how	how	SCONJ
cana-5032	39	26	investors	investor	NOUN
cana-5032	39	27	respond	respond	VERB
cana-5032	39	28	to	to	ADP
cana-5032	39	29	market	market	NOUN
cana-5032	39	30	fluctuations	fluctuation	NOUN
cana-5032	39	31	[	[	X
cana-5032	39	32	15	15	NUM
cana-5032	39	33	]	]	PUNCT
cana-5032	39	34	,	,	PUNCT
cana-5032	39	35	[	[	X
cana-5032	39	36	16	16	NUM
cana-5032	39	37	]	]	PUNCT
cana-5032	39	38	.	.	PUNCT
cana-5032	40	1	for	for	ADP
cana-5032	40	2	instance	instance	NOUN
cana-5032	40	3	,	,	PUNCT
cana-5032	40	4	cultural	cultural	ADJ
cana-5032	40	5	differences	difference	NOUN
cana-5032	40	6	can	can	AUX
cana-5032	40	7	lead	lead	VERB
cana-5032	40	8	to	to	ADP
cana-5032	40	9	varying	vary	VERB
cana-5032	40	10	levels	level	NOUN
cana-5032	40	11	of	of	ADP
cana-5032	40	12	risk	risk	NOUN
cana-5032	40	13	tolerance	tolerance	NOUN
cana-5032	40	14	and	and	CCONJ
cana-5032	40	15	distinct	distinct	ADJ
cana-5032	40	16	approaches	approach	NOUN
cana-5032	40	17	to	to	ADP
cana-5032	40	18	investing	investing	NOUN
cana-5032	40	19	.	.	PUNCT
cana-5032	41	1	demographic	demographic	ADJ
cana-5032	41	2	variables	variable	NOUN
cana-5032	41	3	like	like	ADP
cana-5032	41	4	age	age	NOUN
cana-5032	41	5	,	,	PUNCT
cana-5032	41	6	gender	gender	NOUN
cana-5032	41	7	,	,	PUNCT
cana-5032	41	8	and	and	CCONJ
cana-5032	41	9	family	family	NOUN
cana-5032	41	10	background	background	NOUN
cana-5032	41	11	further	far	ADV
cana-5032	41	12	influence	influence	VERB
cana-5032	41	13	financial	financial	ADJ
cana-5032	41	14	behavior	behavior	NOUN
cana-5032	41	15	,	,	PUNCT
cana-5032	41	16	with	with	ADP
cana-5032	41	17	younger	young	ADJ
cana-5032	41	18	investors	investor	NOUN
cana-5032	41	19	often	often	ADV
cana-5032	41	20	being	be	AUX
cana-5032	41	21	more	more	ADJ
cana-5032	41	22	risk	risk	NOUN
cana-5032	41	23	-	-	PUNCT
cana-5032	41	24	tolerant	tolerant	ADJ
cana-5032	41	25	and	and	CCONJ
cana-5032	41	26	older	old	ADJ
cana-5032	41	27	investors	investor	NOUN
cana-5032	41	28	more	more	ADJ
cana-5032	41	29	risk	risk	NOUN
cana-5032	41	30	-	-	PUNCT
cana-5032	41	31	averse	averse	ADJ
cana-5032	41	32	[	[	X
cana-5032	41	33	17	17	NUM
cana-5032	41	34	]	]	PUNCT
cana-5032	41	35	,	,	PUNCT
cana-5032	41	36	[	[	X
cana-5032	41	37	18	18	NUM
cana-5032	41	38	]	]	PUNCT
cana-5032	41	39	.	.	PUNCT
cana-5032	42	1	the	the	DET
cana-5032	42	2	importance	importance	NOUN
cana-5032	42	3	of	of	ADP
cana-5032	42	4	behavioral	behavioral	ADJ
cana-5032	42	5	finance	finance	NOUN
cana-5032	42	6	extends	extend	VERB
cana-5032	42	7	beyond	beyond	ADP
cana-5032	42	8	individual	individual	ADJ
cana-5032	42	9	decisions	decision	NOUN
cana-5032	42	10	to	to	ADP
cana-5032	42	11	broader	broad	ADJ
cana-5032	42	12	market	market	NOUN
cana-5032	42	13	dynamics	dynamic	NOUN
cana-5032	42	14	.	.	PUNCT
cana-5032	43	1	psychological	psychological	ADJ
cana-5032	43	2	factors	factor	NOUN
cana-5032	43	3	affecting	affect	VERB
cana-5032	43	4	investor	investor	NOUN
cana-5032	43	5	behavior	behavior	NOUN
cana-5032	43	6	can	can	AUX
cana-5032	43	7	lead	lead	VERB
cana-5032	43	8	to	to	ADP
cana-5032	43	9	market	market	NOUN
cana-5032	43	10	inefficiencies	inefficiency	NOUN
cana-5032	43	11	,	,	PUNCT
cana-5032	43	12	including	include	VERB
cana-5032	43	13	asset	asset	NOUN
cana-5032	43	14	mispricing	misprice	VERB
cana-5032	43	15	,	,	PUNCT
cana-5032	43	16	excessive	excessive	ADJ
cana-5032	43	17	volatility	volatility	NOUN
cana-5032	43	18	,	,	PUNCT
cana-5032	43	19	and	and	CCONJ
cana-5032	43	20	speculative	speculative	ADJ
cana-5032	43	21	bubbles	bubble	NOUN
cana-5032	43	22	.	.	PUNCT
cana-5032	44	1	such	such	ADJ
cana-5032	44	2	inefficiencies	inefficiency	NOUN
cana-5032	44	3	also	also	ADV
cana-5032	44	4	result	result	VERB
cana-5032	44	5	in	in	ADP
cana-5032	44	6	the	the	DET
cana-5032	44	7	misallocation	misallocation	NOUN
cana-5032	44	8	of	of	ADP
cana-5032	44	9	capital	capital	NOUN
cana-5032	44	10	,	,	PUNCT
cana-5032	44	11	impacting	impact	VERB
cana-5032	44	12	overall	overall	ADJ
cana-5032	44	13	market	market	NOUN
cana-5032	44	14	efficiency	efficiency	NOUN
cana-5032	44	15	[	[	X
cana-5032	44	16	19	19	NUM
cana-5032	44	17	]	]	PUNCT
cana-5032	44	18	,	,	PUNCT
cana-5032	44	19	[	[	X
cana-5032	44	20	20	20	NUM
cana-5032	44	21	]	]	PUNCT
cana-5032	44	22	.	.	PUNCT
cana-5032	45	1	recognizing	recognize	VERB
cana-5032	45	2	these	these	DET
cana-5032	45	3	biases	bias	NOUN
cana-5032	45	4	,	,	PUNCT
cana-5032	45	5	financial	financial	ADJ
cana-5032	45	6	advisors	advisor	NOUN
cana-5032	45	7	and	and	CCONJ
cana-5032	45	8	institutions	institution	NOUN
cana-5032	45	9	have	have	AUX
cana-5032	45	10	sought	seek	VERB
cana-5032	45	11	to	to	PART
cana-5032	45	12	understand	understand	VERB
cana-5032	45	13	their	their	PRON
cana-5032	45	14	effects	effect	NOUN
cana-5032	45	15	to	to	PART
cana-5032	45	16	improve	improve	VERB
cana-5032	45	17	client	client	NOUN
cana-5032	45	18	outcomes	outcome	NOUN
cana-5032	45	19	and	and	CCONJ
cana-5032	45	20	create	create	VERB
cana-5032	45	21	more	more	ADV
cana-5032	45	22	effective	effective	ADJ
cana-5032	45	23	investment	investment	NOUN
cana-5032	45	24	strategies	strategy	NOUN
cana-5032	45	25	.	.	PUNCT
cana-5032	46	1	by	by	ADP
cana-5032	46	2	understanding	understand	VERB
cana-5032	46	3	the	the	DET
cana-5032	46	4	psychological	psychological	ADJ
cana-5032	46	5	communications	communication	NOUN
cana-5032	46	6	on	on	ADP
cana-5032	46	7	applied	apply	VERB
cana-5032	46	8	nonlinear	nonlinear	ADJ
cana-5032	46	9	analysis	analysis	NOUN
cana-5032	46	10	issn	issn	NOUN
cana-5032	46	11	:	:	PUNCT
cana-5032	46	12	1074	1074	NUM
cana-5032	46	13	-	-	PUNCT
cana-5032	46	14	133x	133x	NUM
cana-5032	46	15	vol	vol	NOUN
cana-5032	46	16	32	32	NUM
cana-5032	46	17	no	no	NOUN
cana-5032	46	18	.	.	PUNCT
cana-5032	47	1	icmasd	icmasd	NOUN
cana-5032	47	2	(	(	PUNCT
cana-5032	47	3	2025	2025	NUM
cana-5032	47	4	)	)	PUNCT
cana-5032	47	5	3	3	NUM
cana-5032	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	47	7	drivers	driver	NOUN
cana-5032	47	8	of	of	ADP
cana-5032	47	9	market	market	NOUN
cana-5032	47	10	behavior	behavior	NOUN
cana-5032	47	11	,	,	PUNCT
cana-5032	47	12	financial	financial	ADJ
cana-5032	47	13	institutions	institution	NOUN
cana-5032	47	14	can	can	AUX
cana-5032	47	15	develop	develop	VERB
cana-5032	47	16	tools	tool	NOUN
cana-5032	47	17	and	and	CCONJ
cana-5032	47	18	interventions	intervention	NOUN
cana-5032	47	19	to	to	PART
cana-5032	47	20	mitigate	mitigate	VERB
cana-5032	47	21	biases	bias	NOUN
cana-5032	47	22	and	and	CCONJ
cana-5032	47	23	help	help	VERB
cana-5032	47	24	investors	investor	NOUN
cana-5032	47	25	make	make	VERB
cana-5032	47	26	better	well	ADJ
cana-5032	47	27	financial	financial	ADJ
cana-5032	47	28	decisions	decision	NOUN
cana-5032	47	29	[	[	X
cana-5032	47	30	21	21	NUM
cana-5032	47	31	]	]	PUNCT
cana-5032	47	32	,	,	PUNCT
cana-5032	47	33	[	[	X
cana-5032	47	34	22	22	NUM
cana-5032	47	35	]	]	PUNCT
cana-5032	47	36	.	.	PUNCT
cana-5032	48	1	in	in	ADP
cana-5032	48	2	conclusion	conclusion	NOUN
cana-5032	48	3	,	,	PUNCT
cana-5032	48	4	behavioral	behavioral	ADJ
cana-5032	48	5	finance	finance	NOUN
cana-5032	48	6	provides	provide	VERB
cana-5032	48	7	valuable	valuable	ADJ
cana-5032	48	8	insights	insight	NOUN
cana-5032	48	9	into	into	ADP
cana-5032	48	10	the	the	DET
cana-5032	48	11	complexities	complexity	NOUN
cana-5032	48	12	of	of	ADP
cana-5032	48	13	decisionmaking	decisionmake	VERB
cana-5032	48	14	in	in	ADP
cana-5032	48	15	financial	financial	ADJ
cana-5032	48	16	markets	market	NOUN
cana-5032	48	17	.	.	PUNCT
cana-5032	49	1	by	by	ADP
cana-5032	49	2	examining	examine	VERB
cana-5032	49	3	the	the	DET
cana-5032	49	4	cognitive	cognitive	ADJ
cana-5032	49	5	and	and	CCONJ
cana-5032	49	6	emotional	emotional	ADJ
cana-5032	49	7	factors	factor	NOUN
cana-5032	49	8	influencing	influence	VERB
cana-5032	49	9	financial	financial	ADJ
cana-5032	49	10	choices	choice	NOUN
cana-5032	49	11	,	,	PUNCT
cana-5032	49	12	this	this	DET
cana-5032	49	13	field	field	NOUN
cana-5032	49	14	offers	offer	VERB
cana-5032	49	15	strategies	strategy	NOUN
cana-5032	49	16	to	to	PART
cana-5032	49	17	enhance	enhance	VERB
cana-5032	49	18	financial	financial	ADJ
cana-5032	49	19	education	education	NOUN
cana-5032	49	20	,	,	PUNCT
cana-5032	49	21	optimize	optimize	VERB
cana-5032	49	22	investment	investment	NOUN
cana-5032	49	23	decisions	decision	NOUN
cana-5032	49	24	,	,	PUNCT
cana-5032	49	25	and	and	CCONJ
cana-5032	49	26	improve	improve	VERB
cana-5032	49	27	market	market	NOUN
cana-5032	49	28	efficiency	efficiency	NOUN
cana-5032	49	29	.	.	PUNCT
cana-5032	50	1	as	as	SCONJ
cana-5032	50	2	the	the	DET
cana-5032	50	3	discipline	discipline	NOUN
cana-5032	50	4	evolves	evolve	VERB
cana-5032	50	5	,	,	PUNCT
cana-5032	50	6	continued	continued	ADJ
cana-5032	50	7	research	research	NOUN
cana-5032	50	8	is	be	AUX
cana-5032	50	9	essential	essential	ADJ
cana-5032	50	10	to	to	PART
cana-5032	50	11	explore	explore	VERB
cana-5032	50	12	how	how	SCONJ
cana-5032	50	13	biases	bias	NOUN
cana-5032	50	14	interact	interact	VERB
cana-5032	50	15	and	and	CCONJ
cana-5032	50	16	how	how	SCONJ
cana-5032	50	17	they	they	PRON
cana-5032	50	18	can	can	AUX
cana-5032	50	19	be	be	AUX
cana-5032	50	20	mitigated	mitigate	VERB
cana-5032	50	21	through	through	ADP
cana-5032	50	22	education	education	NOUN
cana-5032	50	23	,	,	PUNCT
cana-5032	50	24	regulation	regulation	NOUN
cana-5032	50	25	,	,	PUNCT
cana-5032	50	26	and	and	CCONJ
cana-5032	50	27	decision	decision	NOUN
cana-5032	50	28	-	-	PUNCT
cana-5032	50	29	making	make	VERB
cana-5032	50	30	tools	tool	NOUN
cana-5032	50	31	[	[	X
cana-5032	50	32	23	23	NUM
cana-5032	50	33	]	]	PUNCT
cana-5032	50	34	,	,	PUNCT
cana-5032	50	35	[	[	X
cana-5032	50	36	24	24	NUM
cana-5032	50	37	]	]	PUNCT
cana-5032	50	38	,	,	PUNCT
cana-5032	50	39	[	[	X
cana-5032	50	40	25	25	NUM
cana-5032	50	41	]	]	PUNCT
cana-5032	50	42	,	,	PUNCT
cana-5032	50	43	[	[	X
cana-5032	50	44	26	26	NUM
cana-5032	50	45	]	]	PUNCT
cana-5032	50	46	.	.	PUNCT
cana-5032	51	1	this	this	DET
cana-5032	51	2	research	research	NOUN
cana-5032	51	3	also	also	ADV
cana-5032	51	4	underscores	underscore	VERB
cana-5032	51	5	the	the	DET
cana-5032	51	6	importance	importance	NOUN
cana-5032	51	7	of	of	ADP
cana-5032	51	8	emotional	emotional	ADJ
cana-5032	51	9	intelligence	intelligence	NOUN
cana-5032	51	10	,	,	PUNCT
cana-5032	51	11	financial	financial	ADJ
cana-5032	51	12	literacy	literacy	NOUN
cana-5032	51	13	,	,	PUNCT
cana-5032	51	14	and	and	CCONJ
cana-5032	51	15	social	social	ADJ
cana-5032	51	16	influences	influence	NOUN
cana-5032	51	17	in	in	ADP
cana-5032	51	18	shaping	shape	VERB
cana-5032	51	19	investment	investment	NOUN
cana-5032	51	20	behavior	behavior	NOUN
cana-5032	51	21	,	,	PUNCT
cana-5032	51	22	ultimately	ultimately	ADV
cana-5032	51	23	promoting	promote	VERB
cana-5032	51	24	better	well	ADJ
cana-5032	51	25	financial	financial	ADJ
cana-5032	51	26	outcomes	outcome	NOUN
cana-5032	51	27	for	for	ADP
cana-5032	51	28	investors	investor	NOUN
cana-5032	51	29	globally	globally	ADV
cana-5032	51	30	[	[	X
cana-5032	51	31	27	27	NUM
cana-5032	51	32	]	]	PUNCT
cana-5032	51	33	,	,	PUNCT
cana-5032	51	34	[	[	X
cana-5032	51	35	28	28	NUM
cana-5032	51	36	]	]	PUNCT
cana-5032	51	37	,	,	PUNCT
cana-5032	51	38	[	[	X
cana-5032	51	39	29	29	NUM
cana-5032	51	40	]	]	PUNCT
cana-5032	51	41	.	.	PUNCT
cana-5032	52	1	2	2	X
cana-5032	52	2	.	.	X
cana-5032	52	3	literature	literature	NOUN
cana-5032	52	4	review	review	VERB
cana-5032	52	5	behavioral	behavioral	ADJ
cana-5032	52	6	finance	finance	NOUN
cana-5032	52	7	is	be	AUX
cana-5032	52	8	gaining	gain	VERB
cana-5032	52	9	prominence	prominence	NOUN
cana-5032	52	10	for	for	ADP
cana-5032	52	11	its	its	PRON
cana-5032	52	12	insights	insight	NOUN
cana-5032	52	13	into	into	ADP
cana-5032	52	14	how	how	SCONJ
cana-5032	52	15	psychology	psychology	NOUN
cana-5032	52	16	influences	influence	VERB
cana-5032	52	17	financial	financial	ADJ
cana-5032	52	18	decision	decision	NOUN
cana-5032	52	19	-	-	PUNCT
cana-5032	52	20	making	making	NOUN
cana-5032	52	21	.	.	PUNCT
cana-5032	53	1	mateen	mateen	PROPN
cana-5032	53	2	et	et	PROPN
cana-5032	53	3	al	al	PROPN
cana-5032	53	4	.	.	PROPN
cana-5032	53	5	(	(	PUNCT
cana-5032	53	6	2023	2023	NUM
cana-5032	53	7	)	)	PUNCT
cana-5032	53	8	and	and	CCONJ
cana-5032	53	9	guhn	guhn	NOUN
cana-5032	53	10	et	et	PROPN
cana-5032	53	11	al	al	PROPN
cana-5032	53	12	.	.	PROPN
cana-5032	53	13	(	(	PUNCT
cana-5032	53	14	2020	2020	NUM
cana-5032	53	15	)	)	PUNCT
cana-5032	53	16	examine	examine	VERB
cana-5032	53	17	the	the	DET
cana-5032	53	18	connection	connection	NOUN
cana-5032	53	19	between	between	ADP
cana-5032	53	20	early	early	ADJ
cana-5032	53	21	psychological	psychological	ADJ
cana-5032	53	22	experiences	experience	NOUN
cana-5032	53	23	and	and	CCONJ
cana-5032	53	24	future	future	ADJ
cana-5032	53	25	financial	financial	ADJ
cana-5032	53	26	behaviors	behavior	NOUN
cana-5032	53	27	,	,	PUNCT
cana-5032	53	28	suggesting	suggest	VERB
cana-5032	53	29	that	that	SCONJ
cana-5032	53	30	emotional	emotional	ADJ
cana-5032	53	31	intelligence	intelligence	NOUN
cana-5032	53	32	significantly	significantly	ADV
cana-5032	53	33	affects	affect	VERB
cana-5032	53	34	investment	investment	NOUN
cana-5032	53	35	choices	choice	NOUN
cana-5032	53	36	.	.	PUNCT
cana-5032	54	1	sood	sood	PROPN
cana-5032	54	2	and	and	CCONJ
cana-5032	54	3	bhushan	bhushan	PROPN
cana-5032	54	4	(	(	PUNCT
cana-5032	54	5	2020	2020	NUM
cana-5032	54	6	)	)	PUNCT
cana-5032	54	7	and	and	CCONJ
cana-5032	54	8	saltik	saltik	VERB
cana-5032	54	9	et	et	PROPN
cana-5032	54	10	al	al	PROPN
cana-5032	54	11	.	.	PROPN
cana-5032	55	1	(	(	PUNCT
cana-5032	55	2	2024	2024	NUM
cana-5032	55	3	)	)	PUNCT
cana-5032	55	4	explore	explore	VERB
cana-5032	55	5	the	the	DET
cana-5032	55	6	impact	impact	NOUN
cana-5032	55	7	of	of	ADP
cana-5032	55	8	biases	bias	NOUN
cana-5032	55	9	such	such	ADJ
cana-5032	55	10	as	as	ADP
cana-5032	55	11	overconfidence	overconfidence	NOUN
cana-5032	55	12	and	and	CCONJ
cana-5032	55	13	herding	herd	VERB
cana-5032	55	14	on	on	ADP
cana-5032	55	15	financial	financial	ADJ
cana-5032	55	16	misjudgments	misjudgment	NOUN
cana-5032	55	17	,	,	PUNCT
cana-5032	55	18	particularly	particularly	ADV
cana-5032	55	19	in	in	ADP
cana-5032	55	20	markets	market	NOUN
cana-5032	55	21	and	and	CCONJ
cana-5032	55	22	banking	banking	NOUN
cana-5032	55	23	.	.	PUNCT
cana-5032	56	1	singh	singh	PROPN
cana-5032	56	2	et	et	PROPN
cana-5032	56	3	al	al	PROPN
cana-5032	56	4	.	.	PROPN
cana-5032	57	1	(	(	PUNCT
cana-5032	57	2	2022	2022	NUM
cana-5032	57	3	)	)	PUNCT
cana-5032	57	4	use	use	VERB
cana-5032	57	5	statistical	statistical	ADJ
cana-5032	57	6	models	model	NOUN
cana-5032	57	7	to	to	PART
cana-5032	57	8	analyze	analyze	VERB
cana-5032	57	9	behavioral	behavioral	ADJ
cana-5032	57	10	biases	bias	NOUN
cana-5032	57	11	,	,	PUNCT
cana-5032	57	12	demonstrating	demonstrate	VERB
cana-5032	57	13	their	their	PRON
cana-5032	57	14	influence	influence	NOUN
cana-5032	57	15	on	on	ADP
cana-5032	57	16	trading	trading	NOUN
cana-5032	57	17	activities	activity	NOUN
cana-5032	57	18	.	.	PUNCT
cana-5032	58	1	mittal	mittal	PROPN
cana-5032	58	2	(	(	PUNCT
cana-5032	58	3	2022	2022	NUM
cana-5032	58	4	)	)	PUNCT
cana-5032	58	5	and	and	CCONJ
cana-5032	58	6	adil	adil	PROPN
cana-5032	58	7	et	et	PROPN
cana-5032	58	8	al	al	PROPN
cana-5032	58	9	.	.	PROPN
cana-5032	59	1	(	(	PUNCT
cana-5032	59	2	2022	2022	NUM
cana-5032	59	3	)	)	PUNCT
cana-5032	59	4	discuss	discuss	VERB
cana-5032	59	5	how	how	SCONJ
cana-5032	59	6	biases	bias	NOUN
cana-5032	59	7	like	like	ADP
cana-5032	59	8	anchoring	anchoring	NOUN
cana-5032	59	9	and	and	CCONJ
cana-5032	59	10	overconfidence	overconfidence	NOUN
cana-5032	59	11	shape	shape	NOUN
cana-5032	59	12	investment	investment	NOUN
cana-5032	59	13	strategies	strategy	NOUN
cana-5032	59	14	,	,	PUNCT
cana-5032	59	15	with	with	ADP
cana-5032	59	16	financial	financial	ADJ
cana-5032	59	17	literacy	literacy	NOUN
cana-5032	59	18	shown	show	VERB
cana-5032	59	19	to	to	PART
cana-5032	59	20	alleviate	alleviate	VERB
cana-5032	59	21	these	these	DET
cana-5032	59	22	effects	effect	NOUN
cana-5032	59	23	.	.	PUNCT
cana-5032	60	1	parveen	parveen	PROPN
cana-5032	60	2	et	et	PROPN
cana-5032	60	3	al	al	PROPN
cana-5032	60	4	.	.	PROPN
cana-5032	61	1	(	(	PUNCT
cana-5032	61	2	2020	2020	NUM
cana-5032	61	3	)	)	PUNCT
cana-5032	61	4	and	and	CCONJ
cana-5032	61	5	tomar	tomar	PROPN
cana-5032	61	6	et	et	PROPN
cana-5032	61	7	al	al	PROPN
cana-5032	61	8	.	.	PROPN
cana-5032	62	1	(	(	PUNCT
cana-5032	62	2	2021	2021	NUM
cana-5032	62	3	)	)	PUNCT
cana-5032	62	4	focus	focus	VERB
cana-5032	62	5	on	on	ADP
cana-5032	62	6	emotional	emotional	ADJ
cana-5032	62	7	factors	factor	NOUN
cana-5032	62	8	such	such	ADJ
cana-5032	62	9	as	as	ADP
cana-5032	62	10	market	market	NOUN
cana-5032	62	11	overreactions	overreaction	NOUN
cana-5032	62	12	and	and	CCONJ
cana-5032	62	13	present	present	ADJ
cana-5032	62	14	bias	bias	NOUN
cana-5032	62	15	,	,	PUNCT
cana-5032	62	16	which	which	PRON
cana-5032	62	17	play	play	VERB
cana-5032	62	18	a	a	DET
cana-5032	62	19	critical	critical	ADJ
cana-5032	62	20	role	role	NOUN
cana-5032	62	21	in	in	ADP
cana-5032	62	22	financial	financial	ADJ
cana-5032	62	23	decision	decision	NOUN
cana-5032	62	24	-	-	PUNCT
cana-5032	62	25	making	making	NOUN
cana-5032	62	26	.	.	PUNCT
cana-5032	63	1	talwar	talwar	PROPN
cana-5032	63	2	et	et	PROPN
cana-5032	63	3	al	al	PROPN
cana-5032	63	4	.	.	PROPN
cana-5032	64	1	(	(	PUNCT
cana-5032	64	2	2021	2021	NUM
cana-5032	64	3	)	)	PUNCT
cana-5032	64	4	highlight	highlight	VERB
cana-5032	64	5	the	the	DET
cana-5032	64	6	heightened	heightened	ADJ
cana-5032	64	7	influence	influence	NOUN
cana-5032	64	8	of	of	ADP
cana-5032	64	9	emotions	emotion	NOUN
cana-5032	64	10	during	during	ADP
cana-5032	64	11	crises	crisis	NOUN
cana-5032	64	12	,	,	PUNCT
cana-5032	64	13	such	such	ADJ
cana-5032	64	14	as	as	ADP
cana-5032	64	15	the	the	DET
cana-5032	64	16	covid-19	covid-19	PROPN
cana-5032	64	17	pandemic	pandemic	NOUN
cana-5032	64	18	.	.	PUNCT
cana-5032	65	1	apostolakis	apostolaki	NOUN
cana-5032	65	2	et	et	PROPN
cana-5032	65	3	al	al	PROPN
cana-5032	65	4	.	.	PROPN
cana-5032	66	1	(	(	PUNCT
cana-5032	66	2	2018	2018	NUM
cana-5032	66	3	)	)	PUNCT
cana-5032	66	4	and	and	CCONJ
cana-5032	66	5	atshan	atshan	INTJ
cana-5032	66	6	et	et	PROPN
cana-5032	66	7	al	al	PROPN
cana-5032	66	8	.	.	PROPN
cana-5032	67	1	(	(	PUNCT
cana-5032	67	2	2020	2020	NUM
cana-5032	67	3	)	)	PUNCT
cana-5032	67	4	emphasize	emphasize	VERB
cana-5032	67	5	the	the	DET
cana-5032	67	6	role	role	NOUN
cana-5032	67	7	of	of	ADP
cana-5032	67	8	socio	socio	NOUN
cana-5032	67	9	-	-	PUNCT
cana-5032	67	10	cultural	cultural	ADJ
cana-5032	67	11	and	and	CCONJ
cana-5032	67	12	social	social	ADJ
cana-5032	67	13	capital	capital	NOUN
cana-5032	67	14	factors	factor	NOUN
cana-5032	67	15	in	in	ADP
cana-5032	67	16	shaping	shape	VERB
cana-5032	67	17	investment	investment	NOUN
cana-5032	67	18	behavior	behavior	NOUN
cana-5032	67	19	,	,	PUNCT
cana-5032	67	20	especially	especially	ADV
cana-5032	67	21	in	in	ADP
cana-5032	67	22	socially	socially	ADV
cana-5032	67	23	responsible	responsible	ADJ
cana-5032	67	24	and	and	CCONJ
cana-5032	67	25	sustainable	sustainable	ADJ
cana-5032	67	26	investments	investment	NOUN
cana-5032	67	27	.	.	PUNCT
cana-5032	68	1	yeo	yeo	PROPN
cana-5032	68	2	et	et	PROPN
cana-5032	68	3	al	al	PROPN
cana-5032	68	4	.	.	PROPN
cana-5032	69	1	(	(	PUNCT
cana-5032	69	2	2024	2024	NUM
cana-5032	69	3	)	)	PUNCT
cana-5032	69	4	and	and	CCONJ
cana-5032	69	5	metawa	metawa	PROPN
cana-5032	69	6	et	et	PROPN
cana-5032	69	7	al	al	PROPN
cana-5032	69	8	.	.	PROPN
cana-5032	70	1	(	(	PUNCT
cana-5032	70	2	2019	2019	NUM
cana-5032	70	3	)	)	PUNCT
cana-5032	70	4	propose	propose	VERB
cana-5032	70	5	frameworks	framework	NOUN
cana-5032	70	6	for	for	ADP
cana-5032	70	7	understanding	understand	VERB
cana-5032	70	8	financial	financial	ADJ
cana-5032	70	9	planning	planning	NOUN
cana-5032	70	10	and	and	CCONJ
cana-5032	70	11	how	how	SCONJ
cana-5032	70	12	cognitive	cognitive	ADJ
cana-5032	70	13	biases	bias	NOUN
cana-5032	70	14	influence	influence	VERB
cana-5032	70	15	investment	investment	NOUN
cana-5032	70	16	outcomes	outcome	NOUN
cana-5032	70	17	.	.	PUNCT
cana-5032	71	1	ph	ph	PROPN
cana-5032	71	2	et	et	PROPN
cana-5032	71	3	al	al	PROPN
cana-5032	71	4	.	.	PROPN
cana-5032	71	5	(	(	PUNCT
cana-5032	71	6	2020	2020	NUM
cana-5032	71	7	)	)	PUNCT
cana-5032	71	8	examine	examine	VERB
cana-5032	71	9	investor	investor	NOUN
cana-5032	71	10	sentiment	sentiment	NOUN
cana-5032	71	11	,	,	PUNCT
cana-5032	71	12	emphasizing	emphasize	VERB
cana-5032	71	13	emotional	emotional	ADJ
cana-5032	71	14	states	state	NOUN
cana-5032	71	15	like	like	ADP
cana-5032	71	16	fear	fear	NOUN
cana-5032	71	17	and	and	CCONJ
cana-5032	71	18	greed	greed	NOUN
cana-5032	71	19	.	.	PUNCT
cana-5032	72	1	altaf	altaf	PROPN
cana-5032	72	2	et	et	PROPN
cana-5032	72	3	al	al	PROPN
cana-5032	72	4	.	.	PROPN
cana-5032	73	1	(	(	PUNCT
cana-5032	73	2	2023	2023	NUM
cana-5032	73	3	)	)	PUNCT
cana-5032	73	4	investigate	investigate	VERB
cana-5032	73	5	how	how	SCONJ
cana-5032	73	6	generational	generational	ADJ
cana-5032	73	7	differences	difference	NOUN
cana-5032	73	8	influence	influence	VERB
cana-5032	73	9	susceptibility	susceptibility	NOUN
cana-5032	73	10	to	to	ADP
cana-5032	73	11	biases	bias	NOUN
cana-5032	73	12	such	such	ADJ
cana-5032	73	13	as	as	ADP
cana-5032	73	14	herding	herding	NOUN
cana-5032	73	15	and	and	CCONJ
cana-5032	73	16	overconfidence	overconfidence	NOUN
cana-5032	73	17	.	.	PUNCT
cana-5032	74	1	rehman	rehman	NOUN
cana-5032	74	2	et	et	PROPN
cana-5032	74	3	al	al	PROPN
cana-5032	74	4	.	.	PROPN
cana-5032	75	1	(	(	PUNCT
cana-5032	75	2	2024	2024	NUM
cana-5032	75	3	)	)	PUNCT
cana-5032	75	4	show	show	VERB
cana-5032	75	5	that	that	SCONJ
cana-5032	75	6	financial	financial	ADJ
cana-5032	75	7	literacy	literacy	NOUN
cana-5032	75	8	reduces	reduce	VERB
cana-5032	75	9	the	the	DET
cana-5032	75	10	effects	effect	NOUN
cana-5032	75	11	of	of	ADP
cana-5032	75	12	these	these	DET
cana-5032	75	13	biases	bias	NOUN
cana-5032	75	14	,	,	PUNCT
cana-5032	75	15	while	while	SCONJ
cana-5032	75	16	dong	dong	PROPN
cana-5032	75	17	et	et	PROPN
cana-5032	75	18	al	al	PROPN
cana-5032	75	19	.	.	PROPN
cana-5032	76	1	(	(	PUNCT
cana-5032	76	2	2024	2024	NUM
cana-5032	76	3	)	)	PUNCT
cana-5032	76	4	examine	examine	VERB
cana-5032	76	5	how	how	SCONJ
cana-5032	76	6	optimism	optimism	NOUN
cana-5032	76	7	,	,	PUNCT
cana-5032	76	8	as	as	ADP
cana-5032	76	9	a	a	DET
cana-5032	76	10	psychological	psychological	ADJ
cana-5032	76	11	bias	bias	NOUN
cana-5032	76	12	,	,	PUNCT
cana-5032	76	13	affects	affect	VERB
cana-5032	76	14	decision	decision	NOUN
cana-5032	76	15	-	-	PUNCT
cana-5032	76	16	making	making	NOUN
cana-5032	76	17	in	in	ADP
cana-5032	76	18	the	the	DET
cana-5032	76	19	energy	energy	NOUN
cana-5032	76	20	sector	sector	NOUN
cana-5032	76	21	.	.	PUNCT
cana-5032	77	1	othman	othman	PROPN
cana-5032	77	2	(	(	PUNCT
cana-5032	77	3	2024	2024	NUM
cana-5032	77	4	)	)	PUNCT
cana-5032	77	5	evaluates	evaluate	VERB
cana-5032	77	6	the	the	DET
cana-5032	77	7	role	role	NOUN
cana-5032	77	8	of	of	ADP
cana-5032	77	9	emotional	emotional	ADJ
cana-5032	77	10	intelligence	intelligence	NOUN
cana-5032	77	11	in	in	ADP
cana-5032	77	12	enhancing	enhance	VERB
cana-5032	77	13	investment	investment	NOUN
cana-5032	77	14	outcomes	outcome	NOUN
cana-5032	77	15	,	,	PUNCT
cana-5032	77	16	while	while	SCONJ
cana-5032	77	17	novianggie	novianggie	PROPN
cana-5032	77	18	et	et	PROPN
cana-5032	77	19	al	al	PROPN
cana-5032	77	20	.	.	PROPN
cana-5032	78	1	(	(	PUNCT
cana-5032	78	2	2019	2019	NUM
cana-5032	78	3	)	)	PUNCT
cana-5032	78	4	focus	focus	VERB
cana-5032	78	5	on	on	ADP
cana-5032	78	6	financial	financial	ADJ
cana-5032	78	7	literacy	literacy	NOUN
cana-5032	78	8	as	as	ADP
cana-5032	78	9	a	a	DET
cana-5032	78	10	means	means	NOUN
cana-5032	78	11	to	to	PART
cana-5032	78	12	counter	counter	VERB
cana-5032	78	13	cognitive	cognitive	ADJ
cana-5032	78	14	biases	bias	NOUN
cana-5032	78	15	among	among	ADP
cana-5032	78	16	college	college	NOUN
cana-5032	78	17	students	student	NOUN
cana-5032	78	18	.	.	PUNCT
cana-5032	79	1	badhan	badhan	NOUN
cana-5032	79	2	(	(	PUNCT
cana-5032	79	3	2024	2024	NUM
cana-5032	79	4	)	)	PUNCT
cana-5032	79	5	demonstrates	demonstrate	VERB
cana-5032	79	6	how	how	SCONJ
cana-5032	79	7	technological	technological	ADJ
cana-5032	79	8	advancements	advancement	NOUN
cana-5032	79	9	can	can	AUX
cana-5032	79	10	reduce	reduce	VERB
cana-5032	79	11	biases	bias	NOUN
cana-5032	79	12	in	in	ADP
cana-5032	79	13	areas	area	NOUN
cana-5032	79	14	like	like	ADP
cana-5032	79	15	medical	medical	ADJ
cana-5032	79	16	decision	decision	NOUN
cana-5032	79	17	-	-	PUNCT
cana-5032	79	18	making	making	NOUN
cana-5032	79	19	.	.	PUNCT
cana-5032	80	1	keswani	keswani	PROPN
cana-5032	80	2	(	(	PUNCT
cana-5032	80	3	2021	2021	NUM
cana-5032	80	4	)	)	PUNCT
cana-5032	80	5	associates	associate	VERB
cana-5032	80	6	emotional	emotional	ADJ
cana-5032	80	7	finance	finance	NOUN
cana-5032	80	8	with	with	ADP
cana-5032	80	9	improved	improved	ADJ
cana-5032	80	10	investment	investment	NOUN
cana-5032	80	11	strategies	strategy	NOUN
cana-5032	80	12	,	,	PUNCT
cana-5032	80	13	and	and	CCONJ
cana-5032	80	14	zahera	zahera	NOUN
cana-5032	80	15	et	et	PROPN
cana-5032	80	16	al	al	PROPN
cana-5032	80	17	.	.	PROPN
cana-5032	81	1	(	(	PUNCT
cana-5032	81	2	2018	2018	NUM
cana-5032	81	3	)	)	PUNCT
cana-5032	81	4	review	review	VERB
cana-5032	81	5	behavioral	behavioral	ADJ
cana-5032	81	6	biases	bias	NOUN
cana-5032	81	7	such	such	ADJ
cana-5032	81	8	as	as	ADP
cana-5032	81	9	loss	loss	NOUN
cana-5032	81	10	aversion	aversion	NOUN
cana-5032	81	11	and	and	CCONJ
cana-5032	81	12	overconfidence	overconfidence	NOUN
cana-5032	81	13	.	.	PUNCT
cana-5032	82	1	this	this	DET
cana-5032	82	2	study	study	NOUN
cana-5032	82	3	distinguishes	distinguish	VERB
cana-5032	82	4	itself	itself	PRON
cana-5032	82	5	from	from	ADP
cana-5032	82	6	previous	previous	ADJ
cana-5032	82	7	research	research	NOUN
cana-5032	82	8	by	by	ADP
cana-5032	82	9	employing	employ	VERB
cana-5032	82	10	statistical	statistical	ADJ
cana-5032	82	11	techniques	technique	NOUN
cana-5032	82	12	to	to	PART
cana-5032	82	13	identify	identify	VERB
cana-5032	82	14	and	and	CCONJ
cana-5032	82	15	mitigate	mitigate	VERB
cana-5032	82	16	cognitive	cognitive	ADJ
cana-5032	82	17	biases	bias	NOUN
cana-5032	82	18	in	in	ADP
cana-5032	82	19	financial	financial	ADJ
cana-5032	82	20	decision	decision	NOUN
cana-5032	82	21	-	-	PUNCT
cana-5032	82	22	making	making	NOUN
cana-5032	82	23	.	.	PUNCT
cana-5032	83	1	it	it	PRON
cana-5032	83	2	incorporates	incorporate	VERB
cana-5032	83	3	advanced	advanced	ADJ
cana-5032	83	4	methodologies	methodology	NOUN
cana-5032	83	5	to	to	PART
cana-5032	83	6	address	address	VERB
cana-5032	83	7	these	these	DET
cana-5032	83	8	biases	bias	NOUN
cana-5032	83	9	,	,	PUNCT
cana-5032	83	10	offering	offer	VERB
cana-5032	83	11	innovative	innovative	ADJ
cana-5032	83	12	approaches	approach	NOUN
cana-5032	83	13	to	to	PART
cana-5032	83	14	enhance	enhance	VERB
cana-5032	83	15	financial	financial	ADJ
cana-5032	83	16	outcomes	outcome	NOUN
cana-5032	83	17	.	.	PUNCT
cana-5032	84	1	additionally	additionally	ADV
cana-5032	84	2	,	,	PUNCT
cana-5032	84	3	communications	communication	NOUN
cana-5032	84	4	on	on	ADP
cana-5032	84	5	applied	apply	VERB
cana-5032	84	6	nonlinear	nonlinear	ADJ
cana-5032	84	7	analysis	analysis	NOUN
cana-5032	84	8	issn	issn	NOUN
cana-5032	84	9	:	:	PUNCT
cana-5032	84	10	1074	1074	NUM
cana-5032	84	11	-	-	PUNCT
cana-5032	84	12	133x	133x	NUM
cana-5032	84	13	vol	vol	NOUN
cana-5032	84	14	32	32	NUM
cana-5032	84	15	no	no	NOUN
cana-5032	84	16	.	.	PUNCT
cana-5032	85	1	icmasd	icmasd	NOUN
cana-5032	85	2	(	(	PUNCT
cana-5032	85	3	2025	2025	NUM
cana-5032	85	4	)	)	PUNCT
cana-5032	85	5	4	4	NUM
cana-5032	85	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	85	7	the	the	DET
cana-5032	85	8	study	study	NOUN
cana-5032	85	9	integrates	integrate	VERB
cana-5032	85	10	behavioral	behavioral	ADJ
cana-5032	85	11	finance	finance	NOUN
cana-5032	85	12	theories	theory	NOUN
cana-5032	85	13	with	with	ADP
cana-5032	85	14	contemporary	contemporary	ADJ
cana-5032	85	15	methods	method	NOUN
cana-5032	85	16	to	to	PART
cana-5032	85	17	improve	improve	VERB
cana-5032	85	18	decisionmaking	decisionmake	VERB
cana-5032	85	19	across	across	ADP
cana-5032	85	20	financial	financial	ADJ
cana-5032	85	21	and	and	CCONJ
cana-5032	85	22	behavioral	behavioral	ADJ
cana-5032	85	23	contexts	contexts	NOUN
cana-5032	85	24	.	.	PUNCT
cana-5032	86	1	3	3	X
cana-5032	86	2	.	.	X
cana-5032	86	3	dataset	dataset	VERB
cana-5032	86	4	the	the	DET
cana-5032	86	5	data	datum	NOUN
cana-5032	86	6	for	for	ADP
cana-5032	86	7	"	"	PUNCT
cana-5032	86	8	emotional	emotional	ADJ
cana-5032	86	9	finance	finance	NOUN
cana-5032	86	10	and	and	CCONJ
cana-5032	86	11	investment	investment	NOUN
cana-5032	86	12	behavior	behavior	NOUN
cana-5032	86	13	:	:	PUNCT
cana-5032	86	14	an	an	DET
cana-5032	86	15	analytical	analytical	ADJ
cana-5032	86	16	examination	examination	NOUN
cana-5032	86	17	of	of	ADP
cana-5032	86	18	patterns	pattern	NOUN
cana-5032	86	19	in	in	ADP
cana-5032	86	20	punjab	punjab	ADJ
cana-5032	86	21	"	"	PUNCT
cana-5032	86	22	consists	consist	VERB
cana-5032	86	23	of	of	ADP
cana-5032	86	24	a	a	DET
cana-5032	86	25	comprehensive	comprehensive	ADJ
cana-5032	86	26	and	and	CCONJ
cana-5032	86	27	structured	structured	ADJ
cana-5032	86	28	collection	collection	NOUN
cana-5032	86	29	of	of	ADP
cana-5032	86	30	variables	variable	NOUN
cana-5032	86	31	designed	design	VERB
cana-5032	86	32	to	to	PART
cana-5032	86	33	examine	examine	VERB
cana-5032	86	34	the	the	DET
cana-5032	86	35	relationship	relationship	NOUN
cana-5032	86	36	between	between	ADP
cana-5032	86	37	emotions	emotion	NOUN
cana-5032	86	38	and	and	CCONJ
cana-5032	86	39	investment	investment	NOUN
cana-5032	86	40	decisions	decision	NOUN
cana-5032	86	41	.	.	PUNCT
cana-5032	87	1	it	it	PRON
cana-5032	87	2	serves	serve	VERB
cana-5032	87	3	as	as	ADP
cana-5032	87	4	a	a	DET
cana-5032	87	5	foundation	foundation	NOUN
cana-5032	87	6	for	for	ADP
cana-5032	87	7	evaluating	evaluate	VERB
cana-5032	87	8	how	how	SCONJ
cana-5032	87	9	psychological	psychological	ADJ
cana-5032	87	10	and	and	CCONJ
cana-5032	87	11	demographic	demographic	ADJ
cana-5032	87	12	factors	factor	NOUN
cana-5032	87	13	shape	shape	VERB
cana-5032	87	14	the	the	DET
cana-5032	87	15	financial	financial	ADJ
cana-5032	87	16	behavior	behavior	NOUN
cana-5032	87	17	of	of	ADP
cana-5032	87	18	investors	investor	NOUN
cana-5032	87	19	in	in	ADP
cana-5032	87	20	punjab	punjab	PROPN
cana-5032	87	21	,	,	PUNCT
cana-5032	87	22	a	a	DET
cana-5032	87	23	region	region	NOUN
cana-5032	87	24	characterized	characterize	VERB
cana-5032	87	25	by	by	ADP
cana-5032	87	26	its	its	PRON
cana-5032	87	27	diverse	diverse	ADJ
cana-5032	87	28	socio	socio	NOUN
cana-5032	87	29	-	-	PUNCT
cana-5032	87	30	economic	economic	ADJ
cana-5032	87	31	and	and	CCONJ
cana-5032	87	32	cultural	cultural	ADJ
cana-5032	87	33	landscape	landscape	NOUN
cana-5032	87	34	.	.	PUNCT
cana-5032	88	1	by	by	ADP
cana-5032	88	2	integrating	integrate	VERB
cana-5032	88	3	emotional	emotional	ADJ
cana-5032	88	4	,	,	PUNCT
cana-5032	88	5	demographic	demographic	ADJ
cana-5032	88	6	,	,	PUNCT
cana-5032	88	7	and	and	CCONJ
cana-5032	88	8	behavioral	behavioral	ADJ
cana-5032	88	9	data	datum	NOUN
cana-5032	88	10	,	,	PUNCT
cana-5032	88	11	the	the	DET
cana-5032	88	12	dataset	dataset	NOUN
cana-5032	88	13	offers	offer	VERB
cana-5032	88	14	a	a	DET
cana-5032	88	15	comprehensive	comprehensive	ADJ
cana-5032	88	16	perspective	perspective	NOUN
cana-5032	88	17	on	on	ADP
cana-5032	88	18	investor	investor	NOUN
cana-5032	88	19	psychology	psychology	NOUN
cana-5032	88	20	and	and	CCONJ
cana-5032	88	21	its	its	PRON
cana-5032	88	22	influence	influence	NOUN
cana-5032	88	23	on	on	ADP
cana-5032	88	24	financial	financial	ADJ
cana-5032	88	25	outcomes	outcome	NOUN
cana-5032	88	26	.	.	PUNCT
cana-5032	89	1	emotional	emotional	ADJ
cana-5032	89	2	finance	finance	NOUN
cana-5032	89	3	,	,	PUNCT
cana-5032	89	4	which	which	PRON
cana-5032	89	5	combines	combine	VERB
cana-5032	89	6	principles	principle	NOUN
cana-5032	89	7	of	of	ADP
cana-5032	89	8	traditional	traditional	ADJ
cana-5032	89	9	finance	finance	NOUN
cana-5032	89	10	and	and	CCONJ
cana-5032	89	11	psychology	psychology	NOUN
cana-5032	89	12	,	,	PUNCT
cana-5032	89	13	emphasizes	emphasize	VERB
cana-5032	89	14	how	how	SCONJ
cana-5032	89	15	emotions	emotion	NOUN
cana-5032	89	16	such	such	ADJ
cana-5032	89	17	as	as	ADP
cana-5032	89	18	fear	fear	NOUN
cana-5032	89	19	,	,	PUNCT
cana-5032	89	20	overconfidence	overconfidence	NOUN
cana-5032	89	21	,	,	PUNCT
cana-5032	89	22	and	and	CCONJ
cana-5032	89	23	impulsivity	impulsivity	NOUN
cana-5032	89	24	influence	influence	NOUN
cana-5032	89	25	investment	investment	NOUN
cana-5032	89	26	decisions	decision	NOUN
cana-5032	89	27	,	,	PUNCT
cana-5032	89	28	often	often	ADV
cana-5032	89	29	leading	lead	VERB
cana-5032	89	30	to	to	ADP
cana-5032	89	31	departures	departure	NOUN
cana-5032	89	32	from	from	ADP
cana-5032	89	33	rational	rational	ADJ
cana-5032	89	34	behavior	behavior	NOUN
cana-5032	89	35	.	.	PUNCT
cana-5032	90	1	the	the	DET
cana-5032	90	2	dataset	dataset	NOUN
cana-5032	90	3	,	,	PUNCT
cana-5032	90	4	summarized	summarize	VERB
cana-5032	90	5	in	in	ADP
cana-5032	90	6	table	table	NOUN
cana-5032	90	7	1	1	NUM
cana-5032	90	8	,	,	PUNCT
cana-5032	90	9	bridges	bridge	VERB
cana-5032	90	10	a	a	DET
cana-5032	90	11	critical	critical	ADJ
cana-5032	90	12	gap	gap	NOUN
cana-5032	90	13	by	by	ADP
cana-5032	90	14	capturing	capture	VERB
cana-5032	90	15	emotional	emotional	ADJ
cana-5032	90	16	,	,	PUNCT
cana-5032	90	17	demographic	demographic	ADJ
cana-5032	90	18	,	,	PUNCT
cana-5032	90	19	and	and	CCONJ
cana-5032	90	20	contextual	contextual	ADJ
cana-5032	90	21	variables	variable	NOUN
cana-5032	90	22	.	.	PUNCT
cana-5032	91	1	specifically	specifically	ADV
cana-5032	91	2	,	,	PUNCT
cana-5032	91	3	for	for	ADP
cana-5032	91	4	punjab	punjab	ADJ
cana-5032	91	5	,	,	PUNCT
cana-5032	91	6	it	it	PRON
cana-5032	91	7	holds	hold	VERB
cana-5032	91	8	significant	significant	ADJ
cana-5032	91	9	value	value	NOUN
cana-5032	91	10	in	in	ADP
cana-5032	91	11	examining	examine	VERB
cana-5032	91	12	regional	regional	ADJ
cana-5032	91	13	differences	difference	NOUN
cana-5032	91	14	in	in	ADP
cana-5032	91	15	emotional	emotional	ADJ
cana-5032	91	16	traits	trait	NOUN
cana-5032	91	17	and	and	CCONJ
cana-5032	91	18	investment	investment	NOUN
cana-5032	91	19	behavior	behavior	NOUN
cana-5032	91	20	across	across	ADP
cana-5032	91	21	majha	majha	NOUN
cana-5032	91	22	,	,	PUNCT
cana-5032	91	23	malwa	malwa	NOUN
cana-5032	91	24	,	,	PUNCT
cana-5032	91	25	and	and	CCONJ
cana-5032	91	26	doaba	doaba	NOUN
cana-5032	91	27	.	.	PUNCT
cana-5032	92	1	these	these	DET
cana-5032	92	2	variations	variation	NOUN
cana-5032	92	3	,	,	PUNCT
cana-5032	92	4	shaped	shape	VERB
cana-5032	92	5	by	by	ADP
cana-5032	92	6	cultural	cultural	ADJ
cana-5032	92	7	and	and	CCONJ
cana-5032	92	8	economic	economic	ADJ
cana-5032	92	9	factors	factor	NOUN
cana-5032	92	10	,	,	PUNCT
cana-5032	92	11	provide	provide	VERB
cana-5032	92	12	actionable	actionable	ADJ
cana-5032	92	13	insights	insight	NOUN
cana-5032	92	14	for	for	ADP
cana-5032	92	15	developing	develop	VERB
cana-5032	92	16	tailored	tailor	VERB
cana-5032	92	17	financial	financial	ADJ
cana-5032	92	18	strategies	strategy	NOUN
cana-5032	92	19	and	and	CCONJ
cana-5032	92	20	policies	policy	NOUN
cana-5032	92	21	.	.	PUNCT
cana-5032	93	1	table	table	NOUN
cana-5032	93	2	1	1	NUM
cana-5032	93	3	.	.	PUNCT
cana-5032	94	1	dataset	dataset	ADJ
cana-5032	94	2	overview	overview	NOUN
cana-5032	94	3	for	for	ADP
cana-5032	94	4	"	"	PUNCT
cana-5032	94	5	emotional	emotional	ADJ
cana-5032	94	6	finance	finance	NOUN
cana-5032	94	7	and	and	CCONJ
cana-5032	94	8	investment	investment	NOUN
cana-5032	94	9	behavior	behavior	NOUN
cana-5032	94	10	:	:	PUNCT
cana-5032	94	11	an	an	DET
cana-5032	94	12	analytical	analytical	ADJ
cana-5032	94	13	examination	examination	NOUN
cana-5032	94	14	of	of	ADP
cana-5032	94	15	patterns	pattern	NOUN
cana-5032	94	16	in	in	ADP
cana-5032	94	17	punjab	punjab	ADJ
cana-5032	94	18	"	"	PUNCT
cana-5032	94	19	.	.	PUNCT
cana-5032	95	1	attribute	attribute	NOUN
cana-5032	95	2	description	description	NOUN
cana-5032	95	3	investor	investor	NOUN
cana-5032	95	4	i	i	PROPN
cana-5032	95	5	d	d	PROPN
cana-5032	95	6	unique	unique	VERB
cana-5032	95	7	identifier	identifier	NOUN
cana-5032	95	8	for	for	ADP
cana-5032	95	9	each	each	DET
cana-5032	95	10	investor	investor	NOUN
cana-5032	95	11	in	in	ADP
cana-5032	95	12	the	the	DET
cana-5032	95	13	study	study	NOUN
cana-5032	95	14	.	.	PUNCT
cana-5032	96	1	region	region	NOUN
cana-5032	96	2	geographic	geographic	ADJ
cana-5032	96	3	region	region	NOUN
cana-5032	96	4	where	where	SCONJ
cana-5032	96	5	the	the	DET
cana-5032	96	6	investor	investor	NOUN
cana-5032	96	7	resides	reside	VERB
cana-5032	96	8	(	(	PUNCT
cana-5032	96	9	majha	majha	NOUN
cana-5032	96	10	,	,	PUNCT
cana-5032	96	11	malwa	malwa	NOUN
cana-5032	96	12	,	,	PUNCT
cana-5032	96	13	doaba	doaba	NOUN
cana-5032	96	14	)	)	PUNCT
cana-5032	96	15	.	.	PUNCT
cana-5032	97	1	age	age	NOUN
cana-5032	97	2	age	age	NOUN
cana-5032	97	3	of	of	ADP
cana-5032	97	4	the	the	DET
cana-5032	97	5	investor	investor	NOUN
cana-5032	97	6	(	(	PUNCT
cana-5032	97	7	in	in	ADP
cana-5032	97	8	years	year	NOUN
cana-5032	97	9	)	)	PUNCT
cana-5032	97	10	.	.	PUNCT
cana-5032	98	1	gender	gender	NOUN
cana-5032	98	2	gender	gender	NOUN
cana-5032	98	3	of	of	ADP
cana-5032	98	4	the	the	DET
cana-5032	98	5	investor	investor	NOUN
cana-5032	98	6	(	(	PUNCT
cana-5032	98	7	male	male	ADJ
cana-5032	98	8	,	,	PUNCT
cana-5032	98	9	female	female	NOUN
cana-5032	98	10	)	)	PUNCT
cana-5032	98	11	.	.	PUNCT
cana-5032	99	1	income	income	NOUN
cana-5032	99	2	level	level	NOUN
cana-5032	99	3	income	income	NOUN
cana-5032	99	4	level	level	NOUN
cana-5032	99	5	of	of	ADP
cana-5032	99	6	the	the	DET
cana-5032	99	7	investor	investor	NOUN
cana-5032	99	8	(	(	PUNCT
cana-5032	99	9	e.g.	e.g.	ADV
cana-5032	99	10	,	,	PUNCT
cana-5032	99	11	low	low	ADJ
cana-5032	99	12	,	,	PUNCT
cana-5032	99	13	medium	medium	ADJ
cana-5032	99	14	,	,	PUNCT
cana-5032	99	15	high	high	ADJ
cana-5032	99	16	)	)	PUNCT
cana-5032	99	17	.	.	PUNCT
cana-5032	100	1	fear	fear	NOUN
cana-5032	100	2	level	level	NOUN
cana-5032	100	3	degree	degree	NOUN
cana-5032	100	4	of	of	ADP
cana-5032	100	5	fear	fear	NOUN
cana-5032	100	6	in	in	ADP
cana-5032	100	7	investment	investment	NOUN
cana-5032	100	8	decisions	decision	NOUN
cana-5032	100	9	(	(	PUNCT
cana-5032	100	10	measured	measure	VERB
cana-5032	100	11	on	on	ADP
cana-5032	100	12	a	a	DET
cana-5032	100	13	likert	likert	ADJ
cana-5032	100	14	scale	scale	NOUN
cana-5032	100	15	)	)	PUNCT
cana-5032	100	16	.	.	PUNCT
cana-5032	101	1	overconfidence	overconfidence	NOUN
cana-5032	101	2	degree	degree	NOUN
cana-5032	101	3	of	of	ADP
cana-5032	101	4	overconfidence	overconfidence	NOUN
cana-5032	101	5	in	in	ADP
cana-5032	101	6	investment	investment	NOUN
cana-5032	101	7	decisions	decision	NOUN
cana-5032	101	8	(	(	PUNCT
cana-5032	101	9	measured	measure	VERB
cana-5032	101	10	on	on	ADP
cana-5032	101	11	a	a	DET
cana-5032	101	12	likert	likert	ADJ
cana-5032	101	13	scale	scale	NOUN
cana-5032	101	14	)	)	PUNCT
cana-5032	101	15	.	.	PUNCT
cana-5032	102	1	impulsivity	impulsivity	NOUN
cana-5032	102	2	degree	degree	NOUN
cana-5032	102	3	of	of	ADP
cana-5032	102	4	impulsivity	impulsivity	NOUN
cana-5032	102	5	in	in	ADP
cana-5032	102	6	investment	investment	NOUN
cana-5032	102	7	decisions	decision	NOUN
cana-5032	102	8	(	(	PUNCT
cana-5032	102	9	measured	measure	VERB
cana-5032	102	10	on	on	ADP
cana-5032	102	11	a	a	DET
cana-5032	102	12	likert	likert	ADJ
cana-5032	102	13	scale	scale	NOUN
cana-5032	102	14	)	)	PUNCT
cana-5032	102	15	.	.	PUNCT
cana-5032	103	1	risk	risk	NOUN
cana-5032	103	2	aversion	aversion	NOUN
cana-5032	103	3	level	level	NOUN
cana-5032	103	4	of	of	ADP
cana-5032	103	5	risk	risk	NOUN
cana-5032	103	6	aversion	aversion	NOUN
cana-5032	103	7	when	when	SCONJ
cana-5032	103	8	making	make	VERB
cana-5032	103	9	investment	investment	NOUN
cana-5032	103	10	choices	choice	NOUN
cana-5032	103	11	(	(	PUNCT
cana-5032	103	12	measured	measure	VERB
cana-5032	103	13	on	on	ADP
cana-5032	103	14	a	a	DET
cana-5032	103	15	likert	likert	ADJ
cana-5032	103	16	scale	scale	NOUN
cana-5032	103	17	)	)	PUNCT
cana-5032	103	18	.	.	PUNCT
cana-5032	104	1	profit	profit	NOUN
cana-5032	104	2	-	-	PUNCT
cana-5032	104	3	seeking	seek	VERB
cana-5032	104	4	goal	goal	NOUN
cana-5032	104	5	primary	primary	ADJ
cana-5032	104	6	goal	goal	NOUN
cana-5032	104	7	of	of	ADP
cana-5032	104	8	the	the	DET
cana-5032	104	9	investor	investor	NOUN
cana-5032	104	10	(	(	PUNCT
cana-5032	104	11	e.g.	e.g.	ADV
cana-5032	104	12	,	,	PUNCT
cana-5032	104	13	short	short	ADJ
cana-5032	104	14	-	-	PUNCT
cana-5032	104	15	term	term	NOUN
cana-5032	104	16	profit	profit	NOUN
cana-5032	104	17	,	,	PUNCT
cana-5032	104	18	long	long	ADJ
cana-5032	104	19	-	-	PUNCT
cana-5032	104	20	term	term	NOUN
cana-5032	104	21	profit	profit	NOUN
cana-5032	104	22	)	)	PUNCT
cana-5032	104	23	.	.	PUNCT
cana-5032	105	1	communications	communication	NOUN
cana-5032	105	2	on	on	ADP
cana-5032	105	3	applied	apply	VERB
cana-5032	105	4	nonlinear	nonlinear	ADJ
cana-5032	105	5	analysis	analysis	NOUN
cana-5032	105	6	issn	issn	NOUN
cana-5032	105	7	:	:	PUNCT
cana-5032	105	8	1074	1074	NUM
cana-5032	105	9	-	-	PUNCT
cana-5032	105	10	133x	133x	NUM
cana-5032	105	11	vol	vol	NOUN
cana-5032	105	12	32	32	NUM
cana-5032	105	13	no	no	NOUN
cana-5032	105	14	.	.	PUNCT
cana-5032	106	1	icmasd	icmasd	NOUN
cana-5032	106	2	(	(	PUNCT
cana-5032	106	3	2025	2025	NUM
cana-5032	106	4	)	)	PUNCT
cana-5032	106	5	5	5	NUM
cana-5032	106	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	106	7	emotional	emotional	ADJ
cana-5032	106	8	regulation	regulation	NOUN
cana-5032	106	9	investor	investor	NOUN
cana-5032	106	10	's	's	PART
cana-5032	106	11	ability	ability	NOUN
cana-5032	106	12	to	to	PART
cana-5032	106	13	regulate	regulate	VERB
cana-5032	106	14	emotions	emotion	NOUN
cana-5032	106	15	during	during	ADP
cana-5032	106	16	investment	investment	NOUN
cana-5032	106	17	decisions	decision	NOUN
cana-5032	106	18	(	(	PUNCT
cana-5032	106	19	measured	measure	VERB
cana-5032	106	20	on	on	ADP
cana-5032	106	21	a	a	DET
cana-5032	106	22	likert	likert	ADJ
cana-5032	106	23	scale	scale	NOUN
cana-5032	106	24	)	)	PUNCT
cana-5032	106	25	.	.	PUNCT
cana-5032	107	1	investment	investment	NOUN
cana-5032	107	2	success	success	NOUN
cana-5032	107	3	outcome	outcome	NOUN
cana-5032	107	4	of	of	ADP
cana-5032	107	5	investment	investment	NOUN
cana-5032	107	6	decisions	decision	NOUN
cana-5032	107	7	(	(	PUNCT
cana-5032	107	8	measured	measure	VERB
cana-5032	107	9	as	as	ADP
cana-5032	107	10	success	success	NOUN
cana-5032	107	11	or	or	CCONJ
cana-5032	107	12	failure	failure	NOUN
cana-5032	107	13	,	,	PUNCT
cana-5032	107	14	or	or	CCONJ
cana-5032	107	15	in	in	ADP
cana-5032	107	16	terms	term	NOUN
cana-5032	107	17	of	of	ADP
cana-5032	107	18	financial	financial	ADJ
cana-5032	107	19	gain	gain	NOUN
cana-5032	107	20	/	/	SYM
cana-5032	107	21	loss	loss	NOUN
cana-5032	107	22	)	)	PUNCT
cana-5032	107	23	.	.	PUNCT
cana-5032	108	1	investment	investment	NOUN
cana-5032	108	2	decision	decision	NOUN
cana-5032	108	3	factors	factor	VERB
cana-5032	108	4	key	key	ADJ
cana-5032	108	5	factors	factor	NOUN
cana-5032	108	6	influencing	influence	VERB
cana-5032	108	7	investment	investment	NOUN
cana-5032	108	8	decisions	decision	NOUN
cana-5032	108	9	(	(	PUNCT
cana-5032	108	10	e.g.	e.g.	ADV
cana-5032	108	11	,	,	PUNCT
cana-5032	108	12	market	market	NOUN
cana-5032	108	13	conditions	condition	NOUN
cana-5032	108	14	,	,	PUNCT
cana-5032	108	15	emotional	emotional	ADJ
cana-5032	108	16	factors	factor	NOUN
cana-5032	108	17	,	,	PUNCT
cana-5032	108	18	socio	socio	NOUN
cana-5032	108	19	-	-	PUNCT
cana-5032	108	20	economic	economic	ADJ
cana-5032	108	21	factors	factor	NOUN
cana-5032	108	22	)	)	PUNCT
cana-5032	108	23	.	.	PUNCT
cana-5032	109	1	demographic	demographic	ADJ
cana-5032	109	2	factors	factor	NOUN
cana-5032	109	3	influence	influence	NOUN
cana-5032	109	4	of	of	ADP
cana-5032	109	5	demographic	demographic	ADJ
cana-5032	109	6	characteristics	characteristic	NOUN
cana-5032	109	7	(	(	PUNCT
cana-5032	109	8	e.g.	e.g.	ADV
cana-5032	109	9	,	,	PUNCT
cana-5032	109	10	age	age	NOUN
cana-5032	109	11	,	,	PUNCT
cana-5032	109	12	gender	gender	NOUN
cana-5032	109	13	,	,	PUNCT
cana-5032	109	14	income	income	NOUN
cana-5032	109	15	)	)	PUNCT
cana-5032	109	16	on	on	ADP
cana-5032	109	17	emotional	emotional	ADJ
cana-5032	109	18	finance	finance	NOUN
cana-5032	109	19	.	.	PUNCT
cana-5032	110	1	emotional	emotional	ADJ
cana-5032	110	2	traits	trait	NOUN
cana-5032	110	3	emotional	emotional	ADJ
cana-5032	110	4	traits	trait	NOUN
cana-5032	110	5	grouped	group	VERB
cana-5032	110	6	into	into	ADP
cana-5032	110	7	categories	category	NOUN
cana-5032	110	8	(	(	PUNCT
cana-5032	110	9	e.g.	e.g.	ADV
cana-5032	110	10	,	,	PUNCT
cana-5032	110	11	risk	risk	NOUN
cana-5032	110	12	aversion	aversion	NOUN
cana-5032	110	13	,	,	PUNCT
cana-5032	110	14	impulsivity	impulsivity	NOUN
cana-5032	110	15	,	,	PUNCT
cana-5032	110	16	fear	fear	NOUN
cana-5032	110	17	)	)	PUNCT
cana-5032	110	18	.	.	PUNCT
cana-5032	111	1	emotional	emotional	ADJ
cana-5032	111	2	finance	finance	NOUN
cana-5032	111	3	awareness	awareness	NOUN
cana-5032	111	4	level	level	NOUN
cana-5032	111	5	of	of	ADP
cana-5032	111	6	awareness	awareness	NOUN
cana-5032	111	7	about	about	ADP
cana-5032	111	8	emotional	emotional	ADJ
cana-5032	111	9	finance	finance	NOUN
cana-5032	111	10	among	among	ADP
cana-5032	111	11	the	the	DET
cana-5032	111	12	investor	investor	NOUN
cana-5032	111	13	(	(	PUNCT
cana-5032	111	14	measured	measure	VERB
cana-5032	111	15	on	on	ADP
cana-5032	111	16	a	a	DET
cana-5032	111	17	likert	likert	ADJ
cana-5032	111	18	scale	scale	NOUN
cana-5032	111	19	)	)	PUNCT
cana-5032	111	20	.	.	PUNCT
cana-5032	112	1	statistical	statistical	ADJ
cana-5032	112	2	associations	association	NOUN
cana-5032	112	3	chi	chi	ADJ
cana-5032	112	4	-	-	PUNCT
cana-5032	112	5	square	square	ADJ
cana-5032	112	6	test	test	NOUN
cana-5032	112	7	results	result	NOUN
cana-5032	112	8	indicating	indicate	VERB
cana-5032	112	9	significant	significant	ADJ
cana-5032	112	10	associations	association	NOUN
cana-5032	112	11	between	between	ADP
cana-5032	112	12	variables	variable	NOUN
cana-5032	112	13	(	(	PUNCT
cana-5032	112	14	e.g.	e.g.	ADV
cana-5032	112	15	,	,	PUNCT
cana-5032	112	16	gender	gender	NOUN
cana-5032	112	17	and	and	CCONJ
cana-5032	112	18	overconfidence	overconfidence	NOUN
cana-5032	112	19	)	)	PUNCT
cana-5032	112	20	.	.	PUNCT
cana-5032	113	1	regional	regional	ADJ
cana-5032	113	2	emotional	emotional	ADJ
cana-5032	113	3	differences	difference	NOUN
cana-5032	113	4	findings	finding	NOUN
cana-5032	113	5	from	from	ADP
cana-5032	113	6	anova	anova	PROPN
cana-5032	113	7	regarding	regard	VERB
cana-5032	113	8	regional	regional	ADJ
cana-5032	113	9	emotional	emotional	ADJ
cana-5032	113	10	trait	trait	NOUN
cana-5032	113	11	differences	difference	NOUN
cana-5032	113	12	(	(	PUNCT
cana-5032	113	13	e.g.	e.g.	ADV
cana-5032	113	14	,	,	PUNCT
cana-5032	113	15	impulsivity	impulsivity	NOUN
cana-5032	113	16	in	in	ADP
cana-5032	113	17	doaba	doaba	NOUN
cana-5032	113	18	,	,	PUNCT
cana-5032	113	19	fear	fear	NOUN
cana-5032	113	20	in	in	ADP
cana-5032	113	21	majha	majha	NOUN
cana-5032	113	22	)	)	PUNCT
cana-5032	113	23	.	.	PUNCT
cana-5032	114	1	regression	regression	NOUN
cana-5032	114	2	analysis	analysis	NOUN
cana-5032	114	3	results	result	NOUN
cana-5032	114	4	results	result	VERB
cana-5032	114	5	from	from	ADP
cana-5032	114	6	regression	regression	NOUN
cana-5032	114	7	analysis	analysis	NOUN
cana-5032	114	8	explaining	explain	VERB
cana-5032	114	9	the	the	DET
cana-5032	114	10	variance	variance	NOUN
cana-5032	114	11	in	in	ADP
cana-5032	114	12	investment	investment	NOUN
cana-5032	114	13	success	success	NOUN
cana-5032	114	14	(	(	PUNCT
cana-5032	114	15	e.g.	e.g.	ADV
cana-5032	114	16	,	,	PUNCT
cana-5032	114	17	emotional	emotional	ADJ
cana-5032	114	18	regulation	regulation	NOUN
cana-5032	114	19	and	and	CCONJ
cana-5032	114	20	demographic	demographic	ADJ
cana-5032	114	21	factors	factor	NOUN
cana-5032	114	22	)	)	PUNCT
cana-5032	114	23	.	.	PUNCT
cana-5032	115	1	factor	factor	NOUN
cana-5032	115	2	analysis	analysis	NOUN
cana-5032	115	3	results	result	NOUN
cana-5032	115	4	results	result	VERB
cana-5032	115	5	from	from	ADP
cana-5032	115	6	factor	factor	NOUN
cana-5032	115	7	analysis	analysis	NOUN
cana-5032	115	8	grouping	group	VERB
cana-5032	115	9	emotional	emotional	ADJ
cana-5032	115	10	traits	trait	NOUN
cana-5032	115	11	(	(	PUNCT
cana-5032	115	12	e.g.	e.g.	ADV
cana-5032	115	13	,	,	PUNCT
cana-5032	115	14	risk	risk	NOUN
cana-5032	115	15	aversion	aversion	NOUN
cana-5032	115	16	,	,	PUNCT
cana-5032	115	17	impulsivity	impulsivity	NOUN
cana-5032	115	18	)	)	PUNCT
cana-5032	115	19	.	.	PUNCT
cana-5032	116	1	the	the	DET
cana-5032	116	2	dataset	dataset	NOUN
cana-5032	116	3	is	be	AUX
cana-5032	116	4	composed	compose	VERB
cana-5032	116	5	of	of	ADP
cana-5032	116	6	key	key	ADJ
cana-5032	116	7	attributes	attribute	NOUN
cana-5032	116	8	that	that	PRON
cana-5032	116	9	collectively	collectively	ADV
cana-5032	116	10	provide	provide	VERB
cana-5032	116	11	a	a	DET
cana-5032	116	12	detailed	detailed	ADJ
cana-5032	116	13	understanding	understanding	NOUN
cana-5032	116	14	of	of	ADP
cana-5032	116	15	the	the	DET
cana-5032	116	16	factors	factor	NOUN
cana-5032	116	17	influencing	influence	VERB
cana-5032	116	18	investment	investment	NOUN
cana-5032	116	19	behavior	behavior	NOUN
cana-5032	116	20	.	.	PUNCT
cana-5032	117	1	it	it	PRON
cana-5032	117	2	begins	begin	VERB
cana-5032	117	3	with	with	ADP
cana-5032	117	4	an	an	DET
cana-5032	117	5	investor	investor	NOUN
cana-5032	117	6	i	i	PROPN
cana-5032	117	7	d	d	PROPN
cana-5032	117	8	,	,	PUNCT
cana-5032	117	9	which	which	PRON
cana-5032	117	10	ensures	ensure	VERB
cana-5032	117	11	anonymity	anonymity	NOUN
cana-5032	117	12	while	while	SCONJ
cana-5032	117	13	allowing	allow	VERB
cana-5032	117	14	for	for	ADP
cana-5032	117	15	detailed	detailed	ADJ
cana-5032	117	16	analysis	analysis	NOUN
cana-5032	117	17	.	.	PUNCT
cana-5032	118	1	the	the	DET
cana-5032	118	2	region	region	NOUN
cana-5032	118	3	attribute	attribute	NOUN
cana-5032	118	4	categorizes	categorize	VERB
cana-5032	118	5	individuals	individual	NOUN
cana-5032	118	6	based	base	VERB
cana-5032	118	7	on	on	ADP
cana-5032	118	8	their	their	PRON
cana-5032	118	9	geographic	geographic	ADJ
cana-5032	118	10	location	location	NOUN
cana-5032	118	11	,	,	PUNCT
cana-5032	118	12	facilitating	facilitate	VERB
cana-5032	118	13	the	the	DET
cana-5032	118	14	examination	examination	NOUN
cana-5032	118	15	of	of	ADP
cana-5032	118	16	regional	regional	ADJ
cana-5032	118	17	variations	variation	NOUN
cana-5032	118	18	in	in	ADP
cana-5032	118	19	investment	investment	NOUN
cana-5032	118	20	behavior	behavior	NOUN
cana-5032	118	21	.	.	PUNCT
cana-5032	119	1	demographic	demographic	ADJ
cana-5032	119	2	variables	variable	NOUN
cana-5032	119	3	such	such	ADJ
cana-5032	119	4	as	as	ADP
cana-5032	119	5	age	age	NOUN
cana-5032	119	6	,	,	PUNCT
cana-5032	119	7	gender	gender	NOUN
cana-5032	119	8	,	,	PUNCT
cana-5032	119	9	and	and	CCONJ
cana-5032	119	10	income	income	NOUN
cana-5032	119	11	offer	offer	VERB
cana-5032	119	12	a	a	DET
cana-5032	119	13	socio	socio	NOUN
cana-5032	119	14	-	-	PUNCT
cana-5032	119	15	economic	economic	ADJ
cana-5032	119	16	framework	framework	NOUN
cana-5032	119	17	for	for	ADP
cana-5032	119	18	analyzing	analyze	VERB
cana-5032	119	19	emotional	emotional	ADJ
cana-5032	119	20	finance	finance	NOUN
cana-5032	119	21	.	.	PUNCT
cana-5032	120	1	the	the	DET
cana-5032	120	2	dataset	dataset	NOUN
cana-5032	120	3	includes	include	VERB
cana-5032	120	4	emotional	emotional	ADJ
cana-5032	120	5	variables	variable	NOUN
cana-5032	120	6	like	like	ADP
cana-5032	120	7	fear	fear	NOUN
cana-5032	120	8	level	level	NOUN
cana-5032	120	9	,	,	PUNCT
cana-5032	120	10	overconfidence	overconfidence	NOUN
cana-5032	120	11	,	,	PUNCT
cana-5032	120	12	impulsivity	impulsivity	NOUN
cana-5032	120	13	,	,	PUNCT
cana-5032	120	14	and	and	CCONJ
cana-5032	120	15	risk	risk	NOUN
cana-5032	120	16	aversion	aversion	NOUN
cana-5032	120	17	,	,	PUNCT
cana-5032	120	18	all	all	PRON
cana-5032	120	19	measured	measure	VERB
cana-5032	120	20	on	on	ADP
cana-5032	120	21	likert	likert	NOUN
cana-5032	120	22	scales	scale	NOUN
cana-5032	120	23	to	to	PART
cana-5032	120	24	quantify	quantify	VERB
cana-5032	120	25	subjective	subjective	ADJ
cana-5032	120	26	traits	trait	NOUN
cana-5032	120	27	.	.	PUNCT
cana-5032	121	1	these	these	DET
cana-5032	121	2	variables	variable	NOUN
cana-5032	121	3	are	be	AUX
cana-5032	121	4	essential	essential	ADJ
cana-5032	121	5	for	for	ADP
cana-5032	121	6	identifying	identify	VERB
cana-5032	121	7	psychological	psychological	ADJ
cana-5032	121	8	patterns	pattern	NOUN
cana-5032	121	9	and	and	CCONJ
cana-5032	121	10	biases	bias	NOUN
cana-5032	121	11	that	that	PRON
cana-5032	121	12	shape	shape	VERB
cana-5032	121	13	investment	investment	NOUN
cana-5032	121	14	decisions	decision	NOUN
cana-5032	121	15	.	.	PUNCT
cana-5032	122	1	for	for	ADP
cana-5032	122	2	example	example	NOUN
cana-5032	122	3	,	,	PUNCT
cana-5032	122	4	higher	high	ADJ
cana-5032	122	5	fear	fear	NOUN
cana-5032	122	6	levels	level	NOUN
cana-5032	122	7	might	might	AUX
cana-5032	122	8	correlate	correlate	VERB
cana-5032	122	9	with	with	ADP
cana-5032	122	10	risk	risk	NOUN
cana-5032	122	11	-	-	PUNCT
cana-5032	122	12	averse	averse	ADJ
cana-5032	122	13	behaviors	behavior	NOUN
cana-5032	122	14	,	,	PUNCT
cana-5032	122	15	while	while	SCONJ
cana-5032	122	16	overconfidence	overconfidence	NOUN
cana-5032	122	17	could	could	AUX
cana-5032	122	18	result	result	VERB
cana-5032	122	19	in	in	ADP
cana-5032	122	20	impulsive	impulsive	ADJ
cana-5032	122	21	or	or	CCONJ
cana-5032	122	22	speculative	speculative	ADJ
cana-5032	122	23	investments	investment	NOUN
cana-5032	122	24	.	.	PUNCT
cana-5032	123	1	behavioral	behavioral	ADJ
cana-5032	123	2	factors	factor	NOUN
cana-5032	123	3	,	,	PUNCT
cana-5032	123	4	such	such	ADJ
cana-5032	123	5	as	as	ADP
cana-5032	123	6	the	the	DET
cana-5032	123	7	profit	profit	NOUN
cana-5032	123	8	-	-	PUNCT
cana-5032	123	9	seeking	seek	VERB
cana-5032	123	10	goal	goal	NOUN
cana-5032	123	11	(	(	PUNCT
cana-5032	123	12	short	short	ADJ
cana-5032	123	13	-	-	PUNCT
cana-5032	123	14	term	term	NOUN
cana-5032	123	15	or	or	CCONJ
cana-5032	123	16	long	long	ADJ
cana-5032	123	17	-	-	PUNCT
cana-5032	123	18	term	term	NOUN
cana-5032	123	19	)	)	PUNCT
cana-5032	123	20	and	and	CCONJ
cana-5032	123	21	investment	investment	NOUN
cana-5032	123	22	decision	decision	NOUN
cana-5032	123	23	drivers	driver	NOUN
cana-5032	123	24	(	(	PUNCT
cana-5032	123	25	e.g.	e.g.	ADV
cana-5032	123	26	,	,	PUNCT
cana-5032	123	27	market	market	NOUN
cana-5032	123	28	conditions	condition	NOUN
cana-5032	123	29	and	and	CCONJ
cana-5032	123	30	emotional	emotional	ADJ
cana-5032	123	31	triggers	trigger	NOUN
cana-5032	123	32	)	)	PUNCT
cana-5032	123	33	,	,	PUNCT
cana-5032	123	34	highlight	highlight	VERB
cana-5032	123	35	the	the	DET
cana-5032	123	36	tangible	tangible	ADJ
cana-5032	123	37	outcomes	outcome	NOUN
cana-5032	123	38	of	of	ADP
cana-5032	123	39	emotional	emotional	ADJ
cana-5032	123	40	influences	influence	NOUN
cana-5032	123	41	.	.	PUNCT
cana-5032	124	1	additionally	additionally	ADV
cana-5032	124	2	,	,	PUNCT
cana-5032	124	3	the	the	DET
cana-5032	124	4	dataset	dataset	NOUN
cana-5032	124	5	measures	measure	NOUN
cana-5032	124	6	investment	investment	NOUN
cana-5032	124	7	success	success	NOUN
cana-5032	124	8	,	,	PUNCT
cana-5032	124	9	creating	create	VERB
cana-5032	124	10	a	a	DET
cana-5032	124	11	direct	direct	ADJ
cana-5032	124	12	link	link	NOUN
cana-5032	124	13	between	between	ADP
cana-5032	124	14	emotional	emotional	ADJ
cana-5032	124	15	traits	trait	NOUN
cana-5032	124	16	and	and	CCONJ
cana-5032	124	17	financial	financial	ADJ
cana-5032	124	18	performance	performance	NOUN
cana-5032	124	19	.	.	PUNCT
cana-5032	125	1	communications	communication	NOUN
cana-5032	125	2	on	on	ADP
cana-5032	125	3	applied	apply	VERB
cana-5032	125	4	nonlinear	nonlinear	ADJ
cana-5032	125	5	analysis	analysis	NOUN
cana-5032	125	6	issn	issn	NOUN
cana-5032	125	7	:	:	PUNCT
cana-5032	125	8	1074	1074	NUM
cana-5032	125	9	-	-	PUNCT
cana-5032	125	10	133x	133x	NUM
cana-5032	125	11	vol	vol	NOUN
cana-5032	125	12	32	32	NUM
cana-5032	125	13	no	no	NOUN
cana-5032	125	14	.	.	PUNCT
cana-5032	126	1	icmasd	icmasd	NOUN
cana-5032	126	2	(	(	PUNCT
cana-5032	126	3	2025	2025	NUM
cana-5032	126	4	)	)	PUNCT
cana-5032	126	5	6	6	NUM
cana-5032	126	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	126	7	to	to	PART
cana-5032	126	8	further	far	ADV
cana-5032	126	9	enhance	enhance	VERB
cana-5032	126	10	the	the	DET
cana-5032	126	11	dataset	dataset	NOUN
cana-5032	126	12	,	,	PUNCT
cana-5032	126	13	advanced	advanced	ADJ
cana-5032	126	14	statistical	statistical	ADJ
cana-5032	126	15	attributes	attribute	NOUN
cana-5032	126	16	such	such	ADJ
cana-5032	126	17	as	as	ADP
cana-5032	126	18	chi	chi	ADJ
cana-5032	126	19	-	-	PUNCT
cana-5032	126	20	square	square	ADJ
cana-5032	126	21	test	test	NOUN
cana-5032	126	22	results	result	NOUN
cana-5032	126	23	,	,	PUNCT
cana-5032	126	24	anova	anova	PROPN
cana-5032	126	25	findings	finding	NOUN
cana-5032	126	26	,	,	PUNCT
cana-5032	126	27	and	and	CCONJ
cana-5032	126	28	regression	regression	VERB
cana-5032	126	29	analysis	analysis	NOUN
cana-5032	126	30	outcomes	outcome	NOUN
cana-5032	126	31	are	be	AUX
cana-5032	126	32	included	include	VERB
cana-5032	126	33	.	.	PUNCT
cana-5032	127	1	these	these	DET
cana-5032	127	2	analyses	analysis	NOUN
cana-5032	127	3	reveal	reveal	VERB
cana-5032	127	4	significant	significant	ADJ
cana-5032	127	5	relationships	relationship	NOUN
cana-5032	127	6	between	between	ADP
cana-5032	127	7	variables	variable	NOUN
cana-5032	127	8	.	.	PUNCT
cana-5032	128	1	for	for	ADP
cana-5032	128	2	example	example	NOUN
cana-5032	128	3	,	,	PUNCT
cana-5032	128	4	chi	chi	ADJ
cana-5032	128	5	-	-	PUNCT
cana-5032	128	6	square	square	ADJ
cana-5032	128	7	tests	test	NOUN
cana-5032	128	8	can	can	AUX
cana-5032	128	9	determine	determine	VERB
cana-5032	128	10	correlations	correlation	NOUN
cana-5032	128	11	between	between	ADP
cana-5032	128	12	demographic	demographic	ADJ
cana-5032	128	13	factors	factor	NOUN
cana-5032	128	14	(	(	PUNCT
cana-5032	128	15	like	like	ADP
cana-5032	128	16	gender	gender	NOUN
cana-5032	128	17	)	)	PUNCT
cana-5032	128	18	and	and	CCONJ
cana-5032	128	19	emotional	emotional	ADJ
cana-5032	128	20	traits	trait	NOUN
cana-5032	128	21	(	(	PUNCT
cana-5032	128	22	like	like	INTJ
cana-5032	128	23	overconfidence	overconfidence	NOUN
cana-5032	128	24	)	)	PUNCT
cana-5032	128	25	,	,	PUNCT
cana-5032	128	26	while	while	SCONJ
cana-5032	128	27	regression	regression	NOUN
cana-5032	128	28	analysis	analysis	NOUN
cana-5032	128	29	explains	explain	VERB
cana-5032	128	30	the	the	DET
cana-5032	128	31	variance	variance	NOUN
cana-5032	128	32	in	in	ADP
cana-5032	128	33	investment	investment	NOUN
cana-5032	128	34	success	success	NOUN
cana-5032	128	35	influenced	influence	VERB
cana-5032	128	36	by	by	ADP
cana-5032	128	37	factors	factor	NOUN
cana-5032	128	38	such	such	ADJ
cana-5032	128	39	as	as	ADP
cana-5032	128	40	emotional	emotional	ADJ
cana-5032	128	41	regulation	regulation	NOUN
cana-5032	128	42	.	.	PUNCT
cana-5032	129	1	4	4	X
cana-5032	129	2	.	.	X
cana-5032	129	3	methods	method	NOUN
cana-5032	129	4	and	and	CCONJ
cana-5032	129	5	features	feature	VERB
cana-5032	129	6	selections	selection	NOUN
cana-5032	129	7	the	the	DET
cana-5032	129	8	study	study	NOUN
cana-5032	129	9	adopts	adopt	VERB
cana-5032	129	10	a	a	DET
cana-5032	129	11	structured	structured	ADJ
cana-5032	129	12	approach	approach	NOUN
cana-5032	129	13	,	,	PUNCT
cana-5032	129	14	integrating	integrate	VERB
cana-5032	129	15	primary	primary	ADJ
cana-5032	129	16	data	datum	NOUN
cana-5032	129	17	from	from	ADP
cana-5032	129	18	a	a	DET
cana-5032	129	19	sample	sample	NOUN
cana-5032	129	20	of	of	ADP
cana-5032	129	21	350	350	NUM
cana-5032	129	22	investors	investor	NOUN
cana-5032	129	23	across	across	ADP
cana-5032	129	24	punjab	punjab	NOUN
cana-5032	129	25	's	's	PART
cana-5032	129	26	majha	majha	NOUN
cana-5032	129	27	,	,	PUNCT
cana-5032	129	28	malwa	malwa	NOUN
cana-5032	129	29	,	,	PUNCT
cana-5032	129	30	and	and	CCONJ
cana-5032	129	31	doaba	doaba	NOUN
cana-5032	129	32	regions	region	NOUN
cana-5032	129	33	with	with	ADP
cana-5032	129	34	secondary	secondary	ADJ
cana-5032	129	35	data	datum	NOUN
cana-5032	129	36	sourced	source	VERB
cana-5032	129	37	from	from	ADP
cana-5032	129	38	journals	journal	NOUN
cana-5032	129	39	and	and	CCONJ
cana-5032	129	40	investment	investment	NOUN
cana-5032	129	41	-	-	PUNCT
cana-5032	129	42	related	relate	VERB
cana-5032	129	43	resources	resource	NOUN
cana-5032	129	44	,	,	PUNCT
cana-5032	129	45	as	as	SCONJ
cana-5032	129	46	detailed	detailed	ADJ
cana-5032	129	47	in	in	ADP
cana-5032	129	48	table	table	NOUN
cana-5032	129	49	2	2	NUM
cana-5032	129	50	.	.	PUNCT
cana-5032	129	51	using	use	VERB
cana-5032	129	52	an	an	DET
cana-5032	129	53	exploratory	exploratory	ADJ
cana-5032	129	54	and	and	CCONJ
cana-5032	129	55	descriptive	descriptive	ADJ
cana-5032	129	56	research	research	NOUN
cana-5032	129	57	design	design	NOUN
cana-5032	129	58	,	,	PUNCT
cana-5032	129	59	the	the	DET
cana-5032	129	60	analysis	analysis	NOUN
cana-5032	129	61	focuses	focus	VERB
cana-5032	129	62	on	on	ADP
cana-5032	129	63	key	key	ADJ
cana-5032	129	64	emotional	emotional	ADJ
cana-5032	129	65	traits	trait	NOUN
cana-5032	129	66	—	—	PUNCT
cana-5032	129	67	fear	fear	NOUN
cana-5032	129	68	,	,	PUNCT
cana-5032	129	69	overconfidence	overconfidence	NOUN
cana-5032	129	70	,	,	PUNCT
cana-5032	129	71	and	and	CCONJ
cana-5032	129	72	impulsivity	impulsivity	NOUN
cana-5032	129	73	—	—	PUNCT
cana-5032	129	74	presented	present	VERB
cana-5032	129	75	through	through	ADP
cana-5032	129	76	descriptive	descriptive	ADJ
cana-5032	129	77	statistics	statistic	NOUN
cana-5032	129	78	.	.	PUNCT
cana-5032	130	1	chi	chi	ADJ
cana-5032	130	2	-	-	PUNCT
cana-5032	130	3	square	square	ADJ
cana-5032	130	4	tests	test	NOUN
cana-5032	130	5	reveal	reveal	VERB
cana-5032	130	6	associations	association	NOUN
cana-5032	130	7	between	between	ADP
cana-5032	130	8	demographics	demographic	NOUN
cana-5032	130	9	,	,	PUNCT
cana-5032	130	10	such	such	ADJ
cana-5032	130	11	as	as	ADP
cana-5032	130	12	gender	gender	NOUN
cana-5032	130	13	,	,	PUNCT
cana-5032	130	14	and	and	CCONJ
cana-5032	130	15	overconfidence	overconfidence	NOUN
cana-5032	130	16	,	,	PUNCT
cana-5032	130	17	while	while	SCONJ
cana-5032	130	18	anova	anova	PROPN
cana-5032	130	19	highlights	highlight	VERB
cana-5032	130	20	regional	regional	ADJ
cana-5032	130	21	differences	difference	NOUN
cana-5032	130	22	,	,	PUNCT
cana-5032	130	23	with	with	ADP
cana-5032	130	24	impulsivity	impulsivity	NOUN
cana-5032	130	25	being	be	AUX
cana-5032	130	26	higher	high	ADJ
cana-5032	130	27	in	in	ADP
cana-5032	130	28	doaba	doaba	NOUN
cana-5032	130	29	and	and	CCONJ
cana-5032	130	30	fear	fear	VERB
cana-5032	130	31	more	more	ADV
cana-5032	130	32	pronounced	pronounce	VERB
cana-5032	130	33	in	in	ADP
cana-5032	130	34	majha	majha	NOUN
cana-5032	130	35	.	.	PUNCT
cana-5032	131	1	table	table	NOUN
cana-5032	131	2	2	2	NUM
cana-5032	131	3	:	:	PUNCT
cana-5032	131	4	summary	summary	NOUN
cana-5032	131	5	of	of	ADP
cana-5032	131	6	research	research	NOUN
cana-5032	131	7	design	design	NOUN
cana-5032	131	8	,	,	PUNCT
cana-5032	131	9	data	data	NOUN
cana-5032	131	10	collection	collection	NOUN
cana-5032	131	11	,	,	PUNCT
cana-5032	131	12	and	and	CCONJ
cana-5032	131	13	key	key	ADJ
cana-5032	131	14	findings	finding	NOUN
cana-5032	131	15	in	in	ADP
cana-5032	131	16	the	the	DET
cana-5032	131	17	study	study	NOUN
cana-5032	131	18	on	on	ADP
cana-5032	131	19	emotional	emotional	ADJ
cana-5032	131	20	finance	finance	NOUN
cana-5032	131	21	and	and	CCONJ
cana-5032	131	22	investment	investment	NOUN
cana-5032	131	23	behavior	behavior	NOUN
cana-5032	131	24	.	.	PUNCT
cana-5032	132	1	method	method	PROPN
cana-5032	132	2	features	feature	VERB
cana-5032	132	3	selected	select	VERB
cana-5032	132	4	data	datum	NOUN
cana-5032	132	5	collection	collection	NOUN
cana-5032	132	6	primary	primary	ADJ
cana-5032	132	7	data	datum	NOUN
cana-5032	132	8	:	:	PUNCT
cana-5032	132	9	structured	structured	ADJ
cana-5032	132	10	questionnaire	questionnaire	NOUN
cana-5032	132	11	(	(	PUNCT
cana-5032	132	12	350	350	NUM
cana-5032	132	13	investors	investor	NOUN
cana-5032	132	14	in	in	ADP
cana-5032	132	15	punjab	punjab	PROPN
cana-5032	132	16	's	's	PART
cana-5032	132	17	majha	majha	NOUN
cana-5032	132	18	,	,	PUNCT
cana-5032	132	19	malwa	malwa	PROPN
cana-5032	132	20	,	,	PUNCT
cana-5032	132	21	doaba	doaba	NOUN
cana-5032	132	22	regions	region	NOUN
cana-5032	132	23	)	)	PUNCT
cana-5032	132	24	data	datum	NOUN
cana-5032	132	25	sources	source	NOUN
cana-5032	132	26	secondary	secondary	ADJ
cana-5032	132	27	data	datum	NOUN
cana-5032	132	28	:	:	PUNCT
cana-5032	132	29	national	national	ADJ
cana-5032	132	30	/	/	SYM
cana-5032	132	31	international	international	ADJ
cana-5032	132	32	journal	journal	NOUN
cana-5032	132	33	publications	publication	NOUN
cana-5032	132	34	,	,	PUNCT
cana-5032	132	35	investmentrelated	investmentrelate	VERB
cana-5032	132	36	resources	resource	NOUN
cana-5032	132	37	research	research	NOUN
cana-5032	132	38	design	design	NOUN
cana-5032	132	39	exploratory	exploratory	ADJ
cana-5032	132	40	and	and	CCONJ
cana-5032	132	41	descriptive	descriptive	ADJ
cana-5032	132	42	design	design	NOUN
cana-5032	132	43	descriptive	descriptive	ADJ
cana-5032	132	44	statistics	statistic	NOUN
cana-5032	132	45	fear	fear	VERB
cana-5032	132	46	,	,	PUNCT
cana-5032	132	47	overconfidence	overconfidence	NOUN
cana-5032	132	48	,	,	PUNCT
cana-5032	132	49	impulsivity	impulsivity	NOUN
cana-5032	132	50	influencing	influence	VERB
cana-5032	132	51	investment	investment	NOUN
cana-5032	132	52	decisions	decision	NOUN
cana-5032	132	53	.	.	PUNCT
cana-5032	133	1	chi	chi	ADJ
cana-5032	133	2	-	-	PUNCT
cana-5032	133	3	square	square	ADJ
cana-5032	133	4	test	test	NOUN
cana-5032	133	5	association	association	NOUN
cana-5032	133	6	between	between	ADP
cana-5032	133	7	demographic	demographic	ADJ
cana-5032	133	8	variables	variable	NOUN
cana-5032	133	9	(	(	PUNCT
cana-5032	133	10	e.g.	e.g.	ADV
cana-5032	133	11	,	,	PUNCT
cana-5032	133	12	gender	gender	NOUN
cana-5032	133	13	)	)	PUNCT
cana-5032	133	14	and	and	CCONJ
cana-5032	133	15	overconfidence	overconfidence	NOUN
cana-5032	133	16	anova	anova	PROPN
cana-5032	133	17	regional	regional	ADJ
cana-5032	133	18	differences	difference	NOUN
cana-5032	133	19	in	in	ADP
cana-5032	133	20	emotional	emotional	ADJ
cana-5032	133	21	traits	trait	NOUN
cana-5032	133	22	(	(	PUNCT
cana-5032	133	23	impulsivity	impulsivity	NOUN
cana-5032	133	24	in	in	ADP
cana-5032	133	25	doaba	doaba	NOUN
cana-5032	133	26	,	,	PUNCT
cana-5032	133	27	fear	fear	NOUN
cana-5032	133	28	in	in	ADP
cana-5032	133	29	majha	majha	NOUN
cana-5032	133	30	)	)	PUNCT
cana-5032	133	31	regression	regression	VERB
cana-5032	133	32	analysis	analysis	NOUN
cana-5032	133	33	emotional	emotional	ADJ
cana-5032	133	34	regulation	regulation	NOUN
cana-5032	133	35	and	and	CCONJ
cana-5032	133	36	demographic	demographic	ADJ
cana-5032	133	37	factors	factor	NOUN
cana-5032	133	38	as	as	ADP
cana-5032	133	39	predictors	predictor	NOUN
cana-5032	133	40	of	of	ADP
cana-5032	133	41	investment	investment	NOUN
cana-5032	133	42	success	success	NOUN
cana-5032	133	43	factor	factor	NOUN
cana-5032	133	44	analysis	analysis	NOUN
cana-5032	133	45	emotional	emotional	ADJ
cana-5032	133	46	traits	trait	NOUN
cana-5032	133	47	grouped	group	VERB
cana-5032	133	48	into	into	ADP
cana-5032	133	49	dimensions	dimension	NOUN
cana-5032	133	50	:	:	PUNCT
cana-5032	133	51	risk	risk	NOUN
cana-5032	133	52	aversion	aversion	NOUN
cana-5032	133	53	,	,	PUNCT
cana-5032	133	54	impulsivity	impulsivity	NOUN
cana-5032	133	55	,	,	PUNCT
cana-5032	133	56	explaining	explain	VERB
cana-5032	133	57	72	72	NUM
cana-5032	133	58	%	%	NOUN
cana-5032	133	59	of	of	ADP
cana-5032	133	60	behavioral	behavioral	ADJ
cana-5032	133	61	variance	variance	NOUN
cana-5032	133	62	key	key	NOUN
cana-5032	133	63	findings	finding	NOUN
cana-5032	133	64	emotional	emotional	ADJ
cana-5032	133	65	impulsivity	impulsivity	NOUN
cana-5032	133	66	,	,	PUNCT
cana-5032	133	67	market	market	NOUN
cana-5032	133	68	volatility	volatility	NOUN
cana-5032	133	69	,	,	PUNCT
cana-5032	133	70	and	and	CCONJ
cana-5032	133	71	need	need	VERB
cana-5032	133	72	for	for	ADP
cana-5032	133	73	emotional	emotional	ADJ
cana-5032	133	74	regulation	regulation	NOUN
cana-5032	133	75	in	in	ADP
cana-5032	133	76	successful	successful	ADJ
cana-5032	133	77	investment	investment	NOUN
cana-5032	133	78	regression	regression	NOUN
cana-5032	133	79	analysis	analysis	NOUN
cana-5032	133	80	reveals	reveal	VERB
cana-5032	133	81	emotionally	emotionally	ADV
cana-5032	133	82	regulative	regulative	ADJ
cana-5032	133	83	and	and	CCONJ
cana-5032	133	84	demographic	demographic	ADJ
cana-5032	133	85	factors	factor	NOUN
cana-5032	133	86	are	be	AUX
cana-5032	133	87	strongly	strongly	ADV
cana-5032	133	88	predictive	predictive	ADJ
cana-5032	133	89	of	of	ADP
cana-5032	133	90	investment	investment	NOUN
cana-5032	133	91	success	success	NOUN
cana-5032	133	92	.	.	PUNCT
cana-5032	134	1	emotional	emotional	ADJ
cana-5032	134	2	traits	trait	NOUN
cana-5032	134	3	are	be	AUX
cana-5032	134	4	reduced	reduce	VERB
cana-5032	134	5	via	via	ADP
cana-5032	134	6	factor	factor	NOUN
cana-5032	134	7	analysis	analysis	NOUN
cana-5032	134	8	into	into	ADP
cana-5032	134	9	dimensions	dimension	NOUN
cana-5032	134	10	underlying	underlie	VERB
cana-5032	134	11	such	such	ADJ
cana-5032	134	12	concepts	concept	NOUN
cana-5032	134	13	as	as	ADP
cana-5032	134	14	risk	risk	NOUN
cana-5032	134	15	-	-	PUNCT
cana-5032	134	16	aversion	aversion	NOUN
cana-5032	134	17	and	and	CCONJ
cana-5032	134	18	impulsivity	impulsivity	NOUN
cana-5032	134	19	,	,	PUNCT
cana-5032	134	20	accounting	account	VERB
cana-5032	134	21	for	for	ADP
cana-5032	134	22	72	72	NUM
cana-5032	134	23	percent	percent	NOUN
cana-5032	134	24	of	of	ADP
cana-5032	134	25	the	the	DET
cana-5032	134	26	behavioral	behavioral	ADJ
cana-5032	134	27	variance	variance	NOUN
cana-5032	134	28	.	.	PUNCT
cana-5032	135	1	key	key	ADJ
cana-5032	135	2	messages	message	NOUN
cana-5032	135	3	emphasize	emphasize	VERB
cana-5032	135	4	the	the	DET
cana-5032	135	5	effect	effect	NOUN
cana-5032	135	6	of	of	ADP
cana-5032	135	7	emotional	emotional	ADJ
cana-5032	135	8	impulsivity	impulsivity	NOUN
cana-5032	135	9	and	and	CCONJ
cana-5032	135	10	market	market	NOUN
cana-5032	135	11	volatility	volatility	NOUN
cana-5032	135	12	on	on	ADP
cana-5032	135	13	the	the	DET
cana-5032	135	14	course	course	NOUN
cana-5032	135	15	of	of	ADP
cana-5032	135	16	an	an	DET
cana-5032	135	17	investment	investment	NOUN
cana-5032	135	18	process	process	NOUN
cana-5032	135	19	,	,	PUNCT
cana-5032	135	20	with	with	ADP
cana-5032	135	21	emotional	emotional	ADJ
cana-5032	135	22	regulation	regulation	NOUN
cana-5032	135	23	serving	serve	VERB
cana-5032	135	24	as	as	ADP
cana-5032	135	25	a	a	DET
cana-5032	135	26	critical	critical	ADJ
cana-5032	135	27	determinant	determinant	NOUN
cana-5032	135	28	that	that	PRON
cana-5032	135	29	creates	create	VERB
cana-5032	135	30	a	a	DET
cana-5032	135	31	communications	communication	NOUN
cana-5032	135	32	on	on	ADP
cana-5032	135	33	applied	apply	VERB
cana-5032	135	34	nonlinear	nonlinear	ADJ
cana-5032	135	35	analysis	analysis	NOUN
cana-5032	135	36	issn	issn	NOUN
cana-5032	135	37	:	:	PUNCT
cana-5032	135	38	1074	1074	NUM
cana-5032	135	39	-	-	PUNCT
cana-5032	135	40	133x	133x	NUM
cana-5032	135	41	vol	vol	NOUN
cana-5032	135	42	32	32	NUM
cana-5032	135	43	no	no	NOUN
cana-5032	135	44	.	.	PUNCT
cana-5032	136	1	icmasd	icmasd	NOUN
cana-5032	136	2	(	(	PUNCT
cana-5032	136	3	2025	2025	NUM
cana-5032	136	4	)	)	PUNCT
cana-5032	136	5	7	7	NUM
cana-5032	136	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	136	7	difference	difference	NOUN
cana-5032	136	8	between	between	ADP
cana-5032	136	9	'	'	PUNCT
cana-5032	136	10	good	good	ADJ
cana-5032	136	11	'	'	PUNCT
cana-5032	136	12	and	and	CCONJ
cana-5032	136	13	'	'	PUNCT
cana-5032	136	14	not	not	PART
cana-5032	136	15	so	so	ADV
cana-5032	136	16	good	good	ADJ
cana-5032	136	17	'	'	PUNCT
cana-5032	136	18	investment	investment	NOUN
cana-5032	136	19	outcomes	outcome	NOUN
cana-5032	136	20	.	.	PUNCT
cana-5032	137	1	this	this	PRON
cana-5032	137	2	provides	provide	VERB
cana-5032	137	3	a	a	DET
cana-5032	137	4	basis	basis	NOUN
cana-5032	137	5	for	for	ADP
cana-5032	137	6	specific	specific	ADJ
cana-5032	137	7	financial	financial	ADJ
cana-5032	137	8	strategies	strategy	NOUN
cana-5032	137	9	and	and	CCONJ
cana-5032	137	10	a	a	DET
cana-5032	137	11	module	module	NOUN
cana-5032	137	12	of	of	ADP
cana-5032	137	13	emotional	emotional	ADJ
cana-5032	137	14	literacy	literacy	NOUN
cana-5032	137	15	programs	program	NOUN
cana-5032	137	16	.	.	PUNCT
cana-5032	138	1	5	5	X
cana-5032	138	2	.	.	X
cana-5032	138	3	results	result	VERB
cana-5032	138	4	this	this	DET
cana-5032	138	5	research	research	NOUN
cana-5032	138	6	work	work	NOUN
cana-5032	138	7	will	will	AUX
cana-5032	138	8	study	study	VERB
cana-5032	138	9	the	the	DET
cana-5032	138	10	impact	impact	NOUN
cana-5032	138	11	of	of	ADP
cana-5032	138	12	emotional	emotional	ADJ
cana-5032	138	13	finance	finance	NOUN
cana-5032	138	14	on	on	ADP
cana-5032	138	15	investment	investment	NOUN
cana-5032	138	16	behavior	behavior	NOUN
cana-5032	138	17	in	in	ADP
cana-5032	138	18	punjab	punjab	PROPN
cana-5032	138	19	,	,	PUNCT
cana-5032	138	20	focusing	focus	VERB
cana-5032	138	21	on	on	ADP
cana-5032	138	22	demographic	demographic	ADJ
cana-5032	138	23	factors	factor	NOUN
cana-5032	138	24	such	such	ADJ
cana-5032	138	25	as	as	ADP
cana-5032	138	26	age	age	NOUN
cana-5032	138	27	,	,	PUNCT
cana-5032	138	28	gender	gender	NOUN
cana-5032	138	29	,	,	PUNCT
cana-5032	138	30	and	and	CCONJ
cana-5032	138	31	income	income	NOUN
cana-5032	138	32	.	.	PUNCT
cana-5032	139	1	data	datum	NOUN
cana-5032	139	2	was	be	AUX
cana-5032	139	3	collected	collect	VERB
cana-5032	139	4	from	from	ADP
cana-5032	139	5	350	350	NUM
cana-5032	139	6	investors	investor	NOUN
cana-5032	139	7	across	across	ADP
cana-5032	139	8	the	the	DET
cana-5032	139	9	three	three	NUM
cana-5032	139	10	regions	region	NOUN
cana-5032	139	11	of	of	ADP
cana-5032	139	12	majha	majha	NOUN
cana-5032	139	13	,	,	PUNCT
cana-5032	139	14	malwa	malwa	NOUN
cana-5032	139	15	,	,	PUNCT
cana-5032	139	16	and	and	CCONJ
cana-5032	139	17	doaba	doaba	NOUN
cana-5032	139	18	,	,	PUNCT
cana-5032	139	19	and	and	CCONJ
cana-5032	139	20	was	be	AUX
cana-5032	139	21	subjected	subject	VERB
cana-5032	139	22	to	to	ADP
cana-5032	139	23	a	a	DET
cana-5032	139	24	range	range	NOUN
cana-5032	139	25	of	of	ADP
cana-5032	139	26	statistical	statistical	ADJ
cana-5032	139	27	techniques	technique	NOUN
cana-5032	139	28	in	in	ADP
cana-5032	139	29	order	order	NOUN
cana-5032	139	30	to	to	PART
cana-5032	139	31	analyze	analyze	VERB
cana-5032	139	32	the	the	DET
cana-5032	139	33	relationships	relationship	NOUN
cana-5032	139	34	that	that	PRON
cana-5032	139	35	exist	exist	VERB
cana-5032	139	36	between	between	ADP
cana-5032	139	37	emotions	emotion	NOUN
cana-5032	139	38	and	and	CCONJ
cana-5032	139	39	investment	investment	NOUN
cana-5032	139	40	decisions	decision	NOUN
cana-5032	139	41	.	.	PUNCT
cana-5032	140	1	the	the	DET
cana-5032	140	2	paper	paper	NOUN
cana-5032	140	3	analyzes	analyze	VERB
cana-5032	140	4	the	the	DET
cana-5032	140	5	influence	influence	NOUN
cana-5032	140	6	of	of	ADP
cana-5032	140	7	emotional	emotional	ADJ
cana-5032	140	8	traits	trait	NOUN
cana-5032	140	9	on	on	ADP
cana-5032	140	10	investment	investment	NOUN
cana-5032	140	11	behavior	behavior	NOUN
cana-5032	140	12	,	,	PUNCT
cana-5032	140	13	revealing	reveal	VERB
cana-5032	140	14	that	that	DET
cana-5032	140	15	fear	fear	NOUN
cana-5032	140	16	(	(	PUNCT
cana-5032	140	17	62	62	NUM
cana-5032	140	18	%	%	NOUN
cana-5032	140	19	)	)	PUNCT
cana-5032	140	20	,	,	PUNCT
cana-5032	140	21	overconfidence	overconfidence	NOUN
cana-5032	140	22	(	(	PUNCT
cana-5032	140	23	58	58	NUM
cana-5032	140	24	%	%	NOUN
cana-5032	140	25	)	)	PUNCT
cana-5032	140	26	,	,	PUNCT
cana-5032	140	27	and	and	CCONJ
cana-5032	140	28	impulsivity	impulsivity	NOUN
cana-5032	140	29	(	(	PUNCT
cana-5032	140	30	53	53	NUM
cana-5032	140	31	%	%	NOUN
cana-5032	140	32	)	)	PUNCT
cana-5032	140	33	significantly	significantly	ADV
cana-5032	140	34	impact	impact	VERB
cana-5032	140	35	investment	investment	NOUN
cana-5032	140	36	decisions	decision	NOUN
cana-5032	140	37	.	.	PUNCT
cana-5032	141	1	the	the	DET
cana-5032	141	2	chi	chi	ADJ
cana-5032	141	3	-	-	PUNCT
cana-5032	141	4	square	square	ADJ
cana-5032	141	5	test	test	NOUN
cana-5032	141	6	shows	show	VERB
cana-5032	141	7	that	that	SCONJ
cana-5032	141	8	males	male	NOUN
cana-5032	141	9	are	be	AUX
cana-5032	141	10	more	more	ADV
cana-5032	141	11	likely	likely	ADJ
cana-5032	141	12	to	to	PART
cana-5032	141	13	exhibit	exhibit	VERB
cana-5032	141	14	overconfidence	overconfidence	NOUN
cana-5032	141	15	(	(	PUNCT
cana-5032	141	16	χ2=7.32	χ2=7.32	NOUN
cana-5032	141	17	,	,	PUNCT
cana-5032	141	18	p<0.05	p<0.05	NOUN
cana-5032	141	19	)	)	PUNCT
cana-5032	141	20	,	,	PUNCT
cana-5032	141	21	while	while	SCONJ
cana-5032	141	22	anova	anova	PROPN
cana-5032	141	23	reveals	reveal	VERB
cana-5032	141	24	regional	regional	ADJ
cana-5032	141	25	differences	difference	NOUN
cana-5032	141	26	,	,	PUNCT
cana-5032	141	27	with	with	ADP
cana-5032	141	28	doaba	doaba	NOUN
cana-5032	141	29	exhibiting	exhibit	VERB
cana-5032	141	30	higher	high	ADJ
cana-5032	141	31	impulsivity	impulsivity	NOUN
cana-5032	141	32	and	and	CCONJ
cana-5032	141	33	majha	majha	NOUN
cana-5032	141	34	showing	show	VERB
cana-5032	141	35	lower	low	ADJ
cana-5032	141	36	fear	fear	NOUN
cana-5032	141	37	levels	level	NOUN
cana-5032	141	38	(	(	PUNCT
cana-5032	141	39	f=4.56	f=4.56	VERB
cana-5032	141	40	,	,	PUNCT
cana-5032	141	41	p<0.05	p<0.05	NOUN
cana-5032	141	42	;	;	PUNCT
cana-5032	141	43	f=5.12	f=5.12	NOUN
cana-5032	141	44	,	,	PUNCT
cana-5032	141	45	p<0.05	p<0.05	NOUN
cana-5032	141	46	)	)	PUNCT
cana-5032	141	47	.	.	PUNCT
cana-5032	142	1	regression	regression	NOUN
cana-5032	142	2	analysis	analysis	NOUN
cana-5032	142	3	demonstrates	demonstrate	VERB
cana-5032	142	4	that	that	SCONJ
cana-5032	142	5	emotional	emotional	ADJ
cana-5032	142	6	regulation	regulation	NOUN
cana-5032	142	7	and	and	CCONJ
cana-5032	142	8	income	income	NOUN
cana-5032	142	9	explain	explain	VERB
cana-5032	142	10	65	65	NUM
cana-5032	142	11	%	%	NOUN
cana-5032	142	12	of	of	ADP
cana-5032	142	13	investment	investment	NOUN
cana-5032	142	14	success	success	NOUN
cana-5032	142	15	variance	variance	NOUN
cana-5032	142	16	(	(	PUNCT
cana-5032	142	17	r2=0.65	r2=0.65	NOUN
cana-5032	142	18	)	)	PUNCT
cana-5032	142	19	,	,	PUNCT
cana-5032	142	20	while	while	SCONJ
cana-5032	142	21	factor	factor	NOUN
cana-5032	142	22	analysis	analysis	NOUN
cana-5032	142	23	identifies	identify	VERB
cana-5032	142	24	risk	risk	NOUN
cana-5032	142	25	aversion	aversion	NOUN
cana-5032	142	26	and	and	CCONJ
cana-5032	142	27	impulsivity	impulsivity	NOUN
cana-5032	142	28	as	as	ADP
cana-5032	142	29	key	key	ADJ
cana-5032	142	30	emotional	emotional	ADJ
cana-5032	142	31	traits	trait	NOUN
cana-5032	142	32	,	,	PUNCT
cana-5032	142	33	explaining	explain	VERB
cana-5032	142	34	72	72	NUM
cana-5032	142	35	%	%	NOUN
cana-5032	142	36	of	of	ADP
cana-5032	142	37	behavioral	behavioral	ADJ
cana-5032	142	38	variance	variance	NOUN
cana-5032	142	39	.	.	PUNCT
cana-5032	143	1	the	the	DET
cana-5032	143	2	findings	finding	NOUN
cana-5032	143	3	in	in	ADP
cana-5032	143	4	table	table	NOUN
cana-5032	143	5	3	3	NUM
cana-5032	143	6	underscore	underscore	VERB
cana-5032	143	7	the	the	DET
cana-5032	143	8	importance	importance	NOUN
cana-5032	143	9	of	of	ADP
cana-5032	143	10	emotional	emotional	ADJ
cana-5032	143	11	regulation	regulation	NOUN
cana-5032	143	12	and	and	CCONJ
cana-5032	143	13	highlight	highlight	VERB
cana-5032	143	14	regional	regional	ADJ
cana-5032	143	15	and	and	CCONJ
cana-5032	143	16	gender	gender	NOUN
cana-5032	143	17	-	-	PUNCT
cana-5032	143	18	specific	specific	ADJ
cana-5032	143	19	influences	influence	NOUN
cana-5032	143	20	on	on	ADP
cana-5032	143	21	investment	investment	NOUN
cana-5032	143	22	decisions	decision	NOUN
cana-5032	143	23	.	.	PUNCT
cana-5032	144	1	table	table	NOUN
cana-5032	144	2	3	3	NUM
cana-5032	144	3	.	.	PUNCT
cana-5032	145	1	statistical	statistical	ADJ
cana-5032	145	2	analysis	analysis	NOUN
cana-5032	145	3	of	of	ADP
cana-5032	145	4	emotional	emotional	ADJ
cana-5032	145	5	traits	trait	NOUN
cana-5032	145	6	and	and	CCONJ
cana-5032	145	7	their	their	PRON
cana-5032	145	8	impact	impact	NOUN
cana-5032	145	9	on	on	ADP
cana-5032	145	10	investment	investment	NOUN
cana-5032	145	11	behavior	behavior	NOUN
cana-5032	145	12	analysis	analysis	NOUN
cana-5032	145	13	type	type	NOUN
cana-5032	145	14	factor	factor	NOUN
cana-5032	145	15	/	/	SYM
cana-5032	145	16	variable	variable	ADJ
cana-5032	145	17	result	result	VERB
cana-5032	145	18	statistical	statistical	ADJ
cana-5032	145	19	value	value	NOUN
cana-5032	145	20	interpretation	interpretation	NOUN
cana-5032	145	21	descriptive	descriptive	ADJ
cana-5032	145	22	statistics	statistic	NOUN
cana-5032	145	23	fear	fear	VERB
cana-5032	145	24	62	62	NUM
cana-5032	145	25	%	%	NOUN
cana-5032	145	26	of	of	ADP
cana-5032	145	27	respondents	respondent	NOUN
cana-5032	145	28	report	report	VERB
cana-5032	145	29	high	high	ADJ
cana-5032	145	30	levels	level	NOUN
cana-5032	145	31	of	of	ADP
cana-5032	145	32	fear	fear	NOUN
cana-5032	145	33	n	n	CCONJ
cana-5032	145	34	/	/	SYM
cana-5032	145	35	a	a	DET
cana-5032	145	36	fear	fear	NOUN
cana-5032	145	37	significantly	significantly	ADV
cana-5032	145	38	influences	influence	VERB
cana-5032	145	39	investment	investment	NOUN
cana-5032	145	40	decisions	decision	NOUN
cana-5032	145	41	.	.	PUNCT
cana-5032	146	1	overconfidence	overconfidence	NOUN
cana-5032	146	2	58	58	NUM
cana-5032	146	3	%	%	NOUN
cana-5032	146	4	of	of	ADP
cana-5032	146	5	respondents	respondent	NOUN
cana-5032	146	6	exhibit	exhibit	VERB
cana-5032	146	7	overconfidence	overconfidence	NOUN
cana-5032	146	8	n	n	CCONJ
cana-5032	146	9	/	/	SYM
cana-5032	146	10	a	a	DET
cana-5032	146	11	overconfidence	overconfidence	NOUN
cana-5032	146	12	affects	affect	VERB
cana-5032	146	13	investment	investment	NOUN
cana-5032	146	14	choices	choice	NOUN
cana-5032	146	15	.	.	PUNCT
cana-5032	147	1	impulsivity	impulsivity	NOUN
cana-5032	147	2	53	53	NUM
cana-5032	147	3	%	%	NOUN
cana-5032	147	4	of	of	ADP
cana-5032	147	5	respondents	respondent	NOUN
cana-5032	147	6	demonstrate	demonstrate	VERB
cana-5032	147	7	impulsivity	impulsivity	NOUN
cana-5032	147	8	n	n	CCONJ
cana-5032	147	9	/	/	SYM
cana-5032	147	10	a	a	DET
cana-5032	147	11	impulsivity	impulsivity	NOUN
cana-5032	147	12	is	be	AUX
cana-5032	147	13	a	a	DET
cana-5032	147	14	key	key	ADJ
cana-5032	147	15	emotional	emotional	ADJ
cana-5032	147	16	trait	trait	NOUN
cana-5032	147	17	in	in	ADP
cana-5032	147	18	decision	decision	NOUN
cana-5032	147	19	-	-	PUNCT
cana-5032	147	20	making	making	NOUN
cana-5032	147	21	.	.	PUNCT
cana-5032	148	1	chi	chi	ADJ
cana-5032	148	2	-	-	PUNCT
cana-5032	148	3	square	square	ADJ
cana-5032	148	4	test	test	NOUN
cana-5032	148	5	gender	gender	NOUN
cana-5032	148	6	and	and	CCONJ
cana-5032	148	7	overconfidence	overconfidence	NOUN
cana-5032	148	8	significant	significant	ADJ
cana-5032	148	9	association	association	NOUN
cana-5032	148	10	between	between	ADP
cana-5032	148	11	gender	gender	NOUN
cana-5032	148	12	and	and	CCONJ
cana-5032	148	13	overconfidence	overconfidence	NOUN
cana-5032	148	14	χ2=7.32	χ2=7.32	NOUN
cana-5032	148	15	p<0.05	p<0.05	NOUN
cana-5032	148	16	males	male	NOUN
cana-5032	148	17	are	be	AUX
cana-5032	148	18	more	more	ADV
cana-5032	148	19	likely	likely	ADJ
cana-5032	148	20	to	to	PART
cana-5032	148	21	exhibit	exhibit	VERB
cana-5032	148	22	overconfidence	overconfidence	NOUN
cana-5032	148	23	.	.	PUNCT
cana-5032	149	1	anova	anova	PROPN
cana-5032	149	2	test	test	NOUN
cana-5032	149	3	impulsivity	impulsivity	NOUN
cana-5032	149	4	by	by	ADP
cana-5032	149	5	region	region	NOUN
cana-5032	149	6	significant	significant	ADJ
cana-5032	149	7	difference	difference	NOUN
cana-5032	149	8	in	in	ADP
cana-5032	149	9	impulsivity	impulsivity	NOUN
cana-5032	149	10	levels	level	NOUN
cana-5032	149	11	across	across	ADP
cana-5032	149	12	regions	region	NOUN
cana-5032	149	13	f=4.56	f=4.56	VERB
cana-5032	149	14	p<0.05	p<0.05	NOUN
cana-5032	149	15	doaba	doaba	NOUN
cana-5032	149	16	exhibits	exhibit	VERB
cana-5032	149	17	higher	high	ADJ
cana-5032	149	18	impulsivity	impulsivity	NOUN
cana-5032	149	19	than	than	ADP
cana-5032	149	20	majha	majha	NOUN
cana-5032	149	21	and	and	CCONJ
cana-5032	149	22	malwa	malwa	NOUN
cana-5032	149	23	.	.	PUNCT
cana-5032	150	1	fear	fear	NOUN
cana-5032	150	2	by	by	ADP
cana-5032	150	3	region	region	NOUN
cana-5032	150	4	significant	significant	ADJ
cana-5032	150	5	difference	difference	NOUN
cana-5032	150	6	in	in	ADP
cana-5032	150	7	fear	fear	NOUN
cana-5032	150	8	across	across	ADP
cana-5032	150	9	regions	region	NOUN
cana-5032	150	10	f=5.12	f=5.12	NOUN
cana-5032	150	11	p<0.05	p<0.05	NOUN
cana-5032	150	12	majha	majha	NOUN
cana-5032	150	13	has	have	VERB
cana-5032	150	14	lower	low	ADJ
cana-5032	150	15	fear	fear	NOUN
cana-5032	150	16	levels	level	NOUN
cana-5032	150	17	than	than	ADP
cana-5032	150	18	other	other	ADJ
cana-5032	150	19	regions	region	NOUN
cana-5032	150	20	.	.	PUNCT
cana-5032	151	1	communications	communication	NOUN
cana-5032	151	2	on	on	ADP
cana-5032	151	3	applied	apply	VERB
cana-5032	151	4	nonlinear	nonlinear	ADJ
cana-5032	151	5	analysis	analysis	NOUN
cana-5032	151	6	issn	issn	NOUN
cana-5032	151	7	:	:	PUNCT
cana-5032	151	8	1074	1074	NUM
cana-5032	151	9	-	-	PUNCT
cana-5032	151	10	133x	133x	NUM
cana-5032	151	11	vol	vol	NOUN
cana-5032	151	12	32	32	NUM
cana-5032	151	13	no	no	NOUN
cana-5032	151	14	.	.	PUNCT
cana-5032	152	1	icmasd	icmasd	NOUN
cana-5032	152	2	(	(	PUNCT
cana-5032	152	3	2025	2025	NUM
cana-5032	152	4	)	)	PUNCT
cana-5032	152	5	8	8	NUM
cana-5032	152	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	152	7	regression	regression	NOUN
cana-5032	152	8	analysis	analysis	NOUN
cana-5032	152	9	emotional	emotional	ADJ
cana-5032	152	10	regulation	regulation	NOUN
cana-5032	152	11	&	&	CCONJ
cana-5032	152	12	income	income	NOUN
cana-5032	152	13	emotional	emotional	ADJ
cana-5032	152	14	regulation	regulation	NOUN
cana-5032	152	15	and	and	CCONJ
cana-5032	152	16	income	income	NOUN
cana-5032	152	17	significantly	significantly	ADV
cana-5032	152	18	predict	predict	VERB
cana-5032	152	19	investment	investment	NOUN
cana-5032	152	20	success	success	NOUN
cana-5032	152	21	r2=0.65	r2=0.65	PUNCT
cana-5032	152	22	emotional	emotional	ADJ
cana-5032	152	23	regulation	regulation	NOUN
cana-5032	152	24	and	and	CCONJ
cana-5032	152	25	income	income	NOUN
cana-5032	152	26	explain	explain	VERB
cana-5032	152	27	65	65	NUM
cana-5032	152	28	%	%	NOUN
cana-5032	152	29	of	of	ADP
cana-5032	152	30	investment	investment	NOUN
cana-5032	152	31	success	success	NOUN
cana-5032	152	32	variance	variance	NOUN
cana-5032	152	33	.	.	PUNCT
cana-5032	153	1	factor	factor	NOUN
cana-5032	153	2	analysis	analysis	NOUN
cana-5032	153	3	emotional	emotional	ADJ
cana-5032	153	4	traits	trait	NOUN
cana-5032	153	5	risk	risk	NOUN
cana-5032	153	6	aversion	aversion	NOUN
cana-5032	153	7	and	and	CCONJ
cana-5032	153	8	impulsivity	impulsivity	NOUN
cana-5032	153	9	as	as	ADP
cana-5032	153	10	key	key	ADJ
cana-5032	153	11	factors	factor	NOUN
cana-5032	153	12	72	72	NUM
cana-5032	153	13	%	%	NOUN
cana-5032	153	14	of	of	ADP
cana-5032	153	15	variance	variance	NOUN
cana-5032	153	16	explained	explain	VERB
cana-5032	153	17	72	72	NUM
cana-5032	153	18	%	%	NOUN
cana-5032	153	19	of	of	ADP
cana-5032	153	20	behavioral	behavioral	ADJ
cana-5032	153	21	variance	variance	NOUN
cana-5032	153	22	is	be	AUX
cana-5032	153	23	explained	explain	VERB
cana-5032	153	24	by	by	ADP
cana-5032	153	25	emotional	emotional	ADJ
cana-5032	153	26	traits	trait	NOUN
cana-5032	153	27	like	like	ADP
cana-5032	153	28	risk	risk	NOUN
cana-5032	153	29	aversion	aversion	NOUN
cana-5032	153	30	and	and	CCONJ
cana-5032	153	31	impulsivity	impulsivity	NOUN
cana-5032	153	32	.	.	PUNCT
cana-5032	154	1	overall	overall	ADV
cana-5032	154	2	,	,	PUNCT
cana-5032	154	3	the	the	DET
cana-5032	154	4	study	study	NOUN
cana-5032	154	5	underscores	underscore	VERB
cana-5032	154	6	that	that	SCONJ
cana-5032	154	7	emotional	emotional	ADJ
cana-5032	154	8	factors	factor	NOUN
cana-5032	154	9	,	,	PUNCT
cana-5032	154	10	gender	gender	NOUN
cana-5032	154	11	,	,	PUNCT
cana-5032	154	12	and	and	CCONJ
cana-5032	154	13	regional	regional	ADJ
cana-5032	154	14	differences	difference	NOUN
cana-5032	154	15	are	be	AUX
cana-5032	154	16	pivotal	pivotal	ADJ
cana-5032	154	17	in	in	ADP
cana-5032	154	18	shaping	shape	VERB
cana-5032	154	19	financial	financial	ADJ
cana-5032	154	20	decisions	decision	NOUN
cana-5032	154	21	,	,	PUNCT
cana-5032	154	22	highlighting	highlight	VERB
cana-5032	154	23	the	the	DET
cana-5032	154	24	need	need	NOUN
cana-5032	154	25	for	for	ADP
cana-5032	154	26	targeted	target	VERB
cana-5032	154	27	emotional	emotional	ADJ
cana-5032	154	28	regulation	regulation	NOUN
cana-5032	154	29	strategies	strategy	NOUN
cana-5032	154	30	and	and	CCONJ
cana-5032	154	31	financial	financial	ADJ
cana-5032	154	32	literacy	literacy	NOUN
cana-5032	154	33	programs	program	NOUN
cana-5032	154	34	to	to	PART
cana-5032	154	35	enhance	enhance	VERB
cana-5032	154	36	investment	investment	NOUN
cana-5032	154	37	success	success	NOUN
cana-5032	154	38	.	.	PUNCT
cana-5032	155	1	furthermore	furthermore	ADV
cana-5032	155	2	,	,	PUNCT
cana-5032	155	3	descriptive	descriptive	ADJ
cana-5032	155	4	statistics	statistic	NOUN
cana-5032	155	5	were	be	AUX
cana-5032	155	6	computed	compute	VERB
cana-5032	155	7	to	to	PART
cana-5032	155	8	identify	identify	VERB
cana-5032	155	9	the	the	DET
cana-5032	155	10	emotional	emotional	ADJ
cana-5032	155	11	traits	trait	NOUN
cana-5032	155	12	most	most	ADV
cana-5032	155	13	significantly	significantly	ADV
cana-5032	155	14	influencing	influence	VERB
cana-5032	155	15	investment	investment	NOUN
cana-5032	155	16	decisions	decision	NOUN
cana-5032	155	17	.	.	PUNCT
cana-5032	156	1	key	key	ADJ
cana-5032	156	2	emotional	emotional	ADJ
cana-5032	156	3	factors	factor	NOUN
cana-5032	156	4	identified	identify	VERB
cana-5032	156	5	include	include	VERB
cana-5032	156	6	fear	fear	NOUN
cana-5032	156	7	,	,	PUNCT
cana-5032	156	8	overconfidence	overconfidence	NOUN
cana-5032	156	9	,	,	PUNCT
cana-5032	156	10	and	and	CCONJ
cana-5032	156	11	impulsivity	impulsivity	NOUN
cana-5032	156	12	,	,	PUNCT
cana-5032	156	13	with	with	ADP
cana-5032	156	14	a	a	DET
cana-5032	156	15	particular	particular	ADJ
cana-5032	156	16	emphasis	emphasis	NOUN
cana-5032	156	17	on	on	ADP
cana-5032	156	18	long	long	ADJ
cana-5032	156	19	-	-	PUNCT
cana-5032	156	20	term	term	NOUN
cana-5032	156	21	profit	profit	NOUN
cana-5032	156	22	-	-	PUNCT
cana-5032	156	23	seeking	seeking	NOUN
cana-5032	156	24	as	as	ADP
cana-5032	156	25	a	a	DET
cana-5032	156	26	common	common	ADJ
cana-5032	156	27	investment	investment	NOUN
cana-5032	156	28	goal	goal	NOUN
cana-5032	156	29	among	among	ADP
cana-5032	156	30	participants	participant	NOUN
cana-5032	156	31	.	.	PUNCT
cana-5032	157	1	•	•	NUM
cana-5032	157	2	fear	fear	NOUN
cana-5032	157	3	:	:	PUNCT
cana-5032	157	4	62	62	NUM
cana-5032	157	5	%	%	NOUN
cana-5032	157	6	of	of	ADP
cana-5032	157	7	respondents	respondent	NOUN
cana-5032	157	8	reported	report	VERB
cana-5032	157	9	high	high	ADJ
cana-5032	157	10	levels	level	NOUN
cana-5032	157	11	of	of	ADP
cana-5032	157	12	fear	fear	NOUN
cana-5032	157	13	affecting	affect	VERB
cana-5032	157	14	their	their	PRON
cana-5032	157	15	investment	investment	NOUN
cana-5032	157	16	choices	choice	NOUN
cana-5032	157	17	.	.	PUNCT
cana-5032	158	1	•	•	NUM
cana-5032	158	2	overconfidence	overconfidence	NOUN
cana-5032	158	3	:	:	PUNCT
cana-5032	158	4	58	58	NUM
cana-5032	158	5	%	%	NOUN
cana-5032	158	6	of	of	ADP
cana-5032	158	7	respondents	respondent	NOUN
cana-5032	158	8	exhibited	exhibit	VERB
cana-5032	158	9	tendencies	tendency	NOUN
cana-5032	158	10	toward	toward	ADP
cana-5032	158	11	overconfidence	overconfidence	NOUN
cana-5032	158	12	in	in	ADP
cana-5032	158	13	their	their	PRON
cana-5032	158	14	investment	investment	NOUN
cana-5032	158	15	decisions	decision	NOUN
cana-5032	158	16	.	.	PUNCT
cana-5032	159	1	•	•	NUM
cana-5032	159	2	impulsivity	impulsivity	NOUN
cana-5032	159	3	:	:	PUNCT
cana-5032	159	4	53	53	NUM
cana-5032	159	5	%	%	NOUN
cana-5032	159	6	of	of	ADP
cana-5032	159	7	respondents	respondent	NOUN
cana-5032	159	8	demonstrated	demonstrate	VERB
cana-5032	159	9	impulsive	impulsive	ADJ
cana-5032	159	10	behavior	behavior	NOUN
cana-5032	159	11	when	when	SCONJ
cana-5032	159	12	making	make	VERB
cana-5032	159	13	investment	investment	NOUN
cana-5032	159	14	decisions	decision	NOUN
cana-5032	159	15	.	.	PUNCT
cana-5032	160	1	figure	figure	NOUN
cana-5032	160	2	1	1	NUM
cana-5032	160	3	.	.	PUNCT
cana-5032	161	1	impact	impact	NOUN
cana-5032	161	2	of	of	ADP
cana-5032	161	3	emotional	emotional	ADJ
cana-5032	161	4	traits	trait	NOUN
cana-5032	161	5	on	on	ADP
cana-5032	161	6	investment	investment	NOUN
cana-5032	161	7	decisions	decision	NOUN
cana-5032	161	8	.	.	PUNCT
cana-5032	162	1	communications	communication	NOUN
cana-5032	162	2	on	on	ADP
cana-5032	162	3	applied	apply	VERB
cana-5032	162	4	nonlinear	nonlinear	ADJ
cana-5032	162	5	analysis	analysis	NOUN
cana-5032	162	6	issn	issn	NOUN
cana-5032	162	7	:	:	PUNCT
cana-5032	162	8	1074	1074	NUM
cana-5032	162	9	-	-	PUNCT
cana-5032	162	10	133x	133x	NUM
cana-5032	162	11	vol	vol	NOUN
cana-5032	162	12	32	32	NUM
cana-5032	162	13	no	no	NOUN
cana-5032	162	14	.	.	PUNCT
cana-5032	163	1	icmasd	icmasd	NOUN
cana-5032	163	2	(	(	PUNCT
cana-5032	163	3	2025	2025	NUM
cana-5032	163	4	)	)	PUNCT
cana-5032	163	5	9	9	NUM
cana-5032	163	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5032	163	7	figure	figure	NOUN
cana-5032	163	8	1	1	NUM
cana-5032	163	9	highlights	highlight	NOUN
cana-5032	163	10	the	the	DET
cana-5032	163	11	impact	impact	NOUN
cana-5032	163	12	of	of	ADP
cana-5032	163	13	three	three	NUM
cana-5032	163	14	major	major	ADJ
cana-5032	163	15	emotional	emotional	ADJ
cana-5032	163	16	traits	trait	NOUN
cana-5032	163	17	—	—	PUNCT
cana-5032	163	18	fear	fear	NOUN
cana-5032	163	19	,	,	PUNCT
cana-5032	163	20	overconfidence	overconfidence	NOUN
cana-5032	163	21	,	,	PUNCT
cana-5032	163	22	and	and	CCONJ
cana-5032	163	23	impulsivity	impulsivity	NOUN
cana-5032	163	24	—	—	PUNCT
cana-5032	163	25	on	on	ADP
cana-5032	163	26	investment	investment	NOUN
cana-5032	163	27	decisions	decision	NOUN
cana-5032	163	28	,	,	PUNCT
cana-5032	163	29	expressed	express	VERB
cana-5032	163	30	as	as	ADP
cana-5032	163	31	percentages	percentage	NOUN
cana-5032	163	32	.	.	PUNCT
cana-5032	164	1	fear	fear	PROPN
cana-5032	164	2	exerts	exert	VERB
cana-5032	164	3	the	the	DET
cana-5032	164	4	strongest	strong	ADJ
cana-5032	164	5	influence	influence	NOUN
cana-5032	164	6	at	at	ADP
cana-5032	164	7	62	62	NUM
cana-5032	164	8	%	%	NOUN
cana-5032	164	9	,	,	PUNCT
cana-5032	164	10	reflecting	reflect	VERB
cana-5032	164	11	the	the	DET
cana-5032	164	12	significant	significant	ADJ
cana-5032	164	13	role	role	NOUN
cana-5032	164	14	of	of	ADP
cana-5032	164	15	risk	risk	NOUN
cana-5032	164	16	aversion	aversion	NOUN
cana-5032	164	17	and	and	CCONJ
cana-5032	164	18	anxiety	anxiety	NOUN
cana-5032	164	19	in	in	ADP
cana-5032	164	20	shaping	shape	VERB
cana-5032	164	21	financial	financial	ADJ
cana-5032	164	22	choices	choice	NOUN
cana-5032	164	23	.	.	PUNCT
cana-5032	165	1	overconfidence	overconfidence	NOUN
cana-5032	165	2	follows	follow	VERB
cana-5032	165	3	at	at	ADP
cana-5032	165	4	58	58	NUM
cana-5032	165	5	%	%	NOUN
cana-5032	165	6	,	,	PUNCT
cana-5032	165	7	demonstrating	demonstrate	VERB
cana-5032	165	8	how	how	SCONJ
cana-5032	165	9	excessive	excessive	ADJ
cana-5032	165	10	self	self	NOUN
cana-5032	165	11	-	-	PUNCT
cana-5032	165	12	assurance	assurance	NOUN
cana-5032	165	13	can	can	AUX
cana-5032	165	14	lead	lead	VERB
cana-5032	165	15	to	to	ADP
cana-5032	165	16	overestimating	overestimate	VERB
cana-5032	165	17	the	the	DET
cana-5032	165	18	likelihood	likelihood	NOUN
cana-5032	165	19	of	of	ADP
cana-5032	165	20	success	success	NOUN
cana-5032	165	21	.	.	PUNCT
cana-5032	166	1	impulsivity	impulsivity	NOUN
cana-5032	166	2	,	,	PUNCT
cana-5032	166	3	at	at	ADP
cana-5032	166	4	53	53	NUM
cana-5032	166	5	%	%	NOUN
cana-5032	166	6	,	,	PUNCT
cana-5032	166	7	underscores	underscore	VERB
cana-5032	166	8	the	the	DET
cana-5032	166	9	effect	effect	NOUN
cana-5032	166	10	of	of	ADP
cana-5032	166	11	spontaneous	spontaneous	ADJ
cana-5032	166	12	decision	decision	NOUN
cana-5032	166	13	-	-	PUNCT
cana-5032	166	14	making	making	NOUN
cana-5032	166	15	on	on	ADP
cana-5032	166	16	financial	financial	ADJ
cana-5032	166	17	behavior	behavior	NOUN
cana-5032	166	18	.	.	PUNCT
cana-5032	167	1	these	these	DET
cana-5032	167	2	findings	finding	NOUN
cana-5032	167	3	reveal	reveal	VERB
cana-5032	167	4	how	how	SCONJ
cana-5032	167	5	emotional	emotional	ADJ
cana-5032	167	6	biases	bias	NOUN
cana-5032	167	7	affect	affect	VERB
cana-5032	167	8	rational	rational	ADJ
cana-5032	167	9	investment	investment	NOUN
cana-5032	167	10	decisions	decision	NOUN
cana-5032	167	11	,	,	PUNCT
cana-5032	167	12	with	with	ADP
cana-5032	167	13	fear	fear	NOUN
cana-5032	167	14	standing	stand	VERB
cana-5032	167	15	out	out	ADP
cana-5032	167	16	as	as	ADP
cana-5032	167	17	the	the	DET
cana-5032	167	18	most	most	ADV
cana-5032	167	19	influential	influential	ADJ
cana-5032	167	20	factor	factor	NOUN
cana-5032	167	21	.	.	PUNCT
cana-5032	168	1	these	these	DET
cana-5032	168	2	descriptive	descriptive	ADJ
cana-5032	168	3	statistics	statistic	NOUN
cana-5032	168	4	provide	provide	VERB
cana-5032	168	5	insights	insight	NOUN
cana-5032	168	6	into	into	ADP
cana-5032	168	7	the	the	DET
cana-5032	168	8	average	average	ADJ
cana-5032	168	9	levels	level	NOUN
cana-5032	168	10	of	of	ADP
cana-5032	168	11	emotional	emotional	ADJ
cana-5032	168	12	traits	trait	NOUN
cana-5032	168	13	like	like	ADP
cana-5032	168	14	fear	fear	NOUN
cana-5032	168	15	and	and	CCONJ
cana-5032	168	16	impulsivity	impulsivity	NOUN
cana-5032	168	17	among	among	ADP
cana-5032	168	18	investors	investor	NOUN
cana-5032	168	19	in	in	ADP
cana-5032	168	20	punjab	punjab	PROPN
cana-5032	168	21	,	,	PUNCT
cana-5032	168	22	as	as	ADV
cana-5032	168	23	well	well	ADV
cana-5032	168	24	as	as	ADP
cana-5032	168	25	the	the	DET
cana-5032	168	26	variability	variability	NOUN
cana-5032	168	27	of	of	ADP
cana-5032	168	28	these	these	DET
cana-5032	168	29	traits	trait	NOUN
cana-5032	168	30	within	within	ADP
cana-5032	168	31	the	the	DET
cana-5032	168	32	sample	sample	NOUN
cana-5032	168	33	.	.	PUNCT
cana-5032	169	1	this	this	PRON
cana-5032	169	2	enables	enable	VERB
cana-5032	169	3	researchers	researcher	NOUN
cana-5032	169	4	to	to	PART
cana-5032	169	5	determine	determine	VERB
cana-5032	169	6	whether	whether	SCONJ
cana-5032	169	7	such	such	ADJ
cana-5032	169	8	emotions	emotion	NOUN
cana-5032	169	9	are	be	AUX
cana-5032	169	10	prevalent	prevalent	ADJ
cana-5032	169	11	or	or	CCONJ
cana-5032	169	12	extreme	extreme	ADJ
cana-5032	169	13	within	within	ADP
cana-5032	169	14	the	the	DET
cana-5032	169	15	population	population	NOUN
cana-5032	169	16	and	and	CCONJ
cana-5032	169	17	assess	assess	VERB
cana-5032	169	18	their	their	PRON
cana-5032	169	19	impact	impact	NOUN
cana-5032	169	20	on	on	ADP
cana-5032	169	21	investment	investment	NOUN
cana-5032	169	22	behavior	behavior	NOUN
cana-5032	169	23	.	.	PUNCT
cana-5032	170	1	the	the	DET
cana-5032	170	2	chi	chi	ADJ
cana-5032	170	3	-	-	PUNCT
cana-5032	170	4	square	square	ADJ
cana-5032	170	5	test	test	NOUN
cana-5032	170	6	is	be	AUX
cana-5032	170	7	employed	employ	VERB
cana-5032	170	8	to	to	PART
cana-5032	170	9	examine	examine	VERB
cana-5032	170	10	the	the	DET
cana-5032	170	11	relationship	relationship	NOUN
cana-5032	170	12	between	between	ADP
cana-5032	170	13	categorical	categorical	ADJ
cana-5032	170	14	variables	variable	NOUN
cana-5032	170	15	,	,	PUNCT
cana-5032	170	16	such	such	ADJ
cana-5032	170	17	as	as	ADP
cana-5032	170	18	gender	gender	NOUN
cana-5032	170	19	and	and	CCONJ
cana-5032	170	20	overconfidence	overconfidence	NOUN
cana-5032	170	21	.	.	PUNCT
cana-5032	171	1	in	in	ADP
cana-5032	171	2	this	this	DET
cana-5032	171	3	study	study	NOUN
cana-5032	171	4	,	,	PUNCT
cana-5032	171	5	it	it	PRON
cana-5032	171	6	identifies	identify	VERB
cana-5032	171	7	whether	whether	SCONJ
cana-5032	171	8	there	there	PRON
cana-5032	171	9	is	be	VERB
cana-5032	171	10	a	a	DET
cana-5032	171	11	significant	significant	ADJ
cana-5032	171	12	correlation	correlation	NOUN
cana-5032	171	13	between	between	ADP
cana-5032	171	14	demographic	demographic	ADJ
cana-5032	171	15	factors	factor	NOUN
cana-5032	171	16	and	and	CCONJ
cana-5032	171	17	emotional	emotional	ADJ
cana-5032	171	18	traits	trait	NOUN
cana-5032	171	19	like	like	ADP
cana-5032	171	20	overconfidence	overconfidence	NOUN
cana-5032	171	21	.	.	PUNCT
cana-5032	172	1	χ2	χ2	NOUN
cana-5032	172	2	=	=	PUNCT
cana-5032	172	3	∑	∑	PROPN
cana-5032	172	4	(	(	PUNCT
cana-5032	172	5	o−e)2	o−e)2	NUM
cana-5032	172	6	𝐸	𝐸	PROPN
cana-5032	172	7	equation	equation	NOUN
cana-5032	172	8	1	1	NUM
cana-5032	172	9	where	where	SCONJ
cana-5032	172	10	:	:	PUNCT
cana-5032	172	11	•	•	NUM
cana-5032	172	12	o	o	NOUN
cana-5032	172	13	is	be	AUX
cana-5032	172	14	the	the	DET
cana-5032	172	15	observed	observe	VERB
cana-5032	172	16	frequency	frequency	NOUN
cana-5032	172	17	(	(	PUNCT
cana-5032	172	18	e.g.	e.g.	ADV
cana-5032	172	19	,	,	PUNCT
cana-5032	172	20	number	number	NOUN
cana-5032	172	21	of	of	ADP
cana-5032	172	22	overconfident	overconfident	ADJ
cana-5032	172	23	males	male	NOUN
cana-5032	172	24	)	)	PUNCT
cana-5032	172	25	,	,	PUNCT
cana-5032	172	26	•	•	NUM
cana-5032	172	27	e	e	NOUN
cana-5032	172	28	is	be	AUX
cana-5032	172	29	the	the	DET
cana-5032	172	30	expected	expect	VERB
cana-5032	172	31	frequency	frequency	NOUN
cana-5032	172	32	.	.	PUNCT
cana-5032	173	1	results	result	NOUN
cana-5032	173	2	indicated	indicate	VERB
cana-5032	173	3	a	a	DET
cana-5032	173	4	significant	significant	ADJ
cana-5032	173	5	association	association	NOUN
cana-5032	173	6	between	between	ADP
cana-5032	173	7	gender	gender	NOUN
cana-5032	173	8	and	and	CCONJ
cana-5032	173	9	overconfidence	overconfidence	NOUN
cana-5032	173	10	(	(	PUNCT
cana-5032	173	11	χ2=7.32	χ2=7.32	NOUN
cana-5032	173	12	,	,	PUNCT
cana-5032	173	13	p<0.05	p<0.05	NOUN
cana-5032	173	14	)	)	PUNCT
cana-5032	173	15	,	,	PUNCT
cana-5032	173	16	suggesting	suggest	VERB
cana-5032	173	17	that	that	SCONJ
cana-5032	173	18	males	male	NOUN
cana-5032	173	19	are	be	AUX
cana-5032	173	20	more	more	ADV
cana-5032	173	21	likely	likely	ADJ
cana-5032	173	22	to	to	PART
cana-5032	173	23	exhibit	exhibit	VERB
cana-5032	173	24	overconfidence	overconfidence	NOUN
cana-5032	173	25	in	in	ADP
cana-5032	173	26	their	their	PRON
cana-5032	173	27	investment	investment	NOUN
cana-5032	173	28	decisions	decision	NOUN
cana-5032	173	29	.	.	PUNCT
cana-5032	174	1	figure	figure	NOUN
cana-5032	174	2	2	2	NUM
cana-5032	174	3	.	.	PUNCT
cana-5032	174	4	visual	visual	ADJ
cana-5032	174	5	representation	representation	NOUN
cana-5032	174	6	of	of	ADP
cana-5032	174	7	gender	gender	NOUN
cana-5032	174	8	differences	difference	NOUN
cana-5032	174	9	in	in	ADP
cana-5032	174	10	overconfidence	overconfidence	NOUN
cana-5032	174	11	levels	level	NOUN
cana-5032	174	12	.	.	PUNCT
cana-5032	175	1	communications	communication	NOUN
cana-5032	175	2	on	on	ADP
cana-5032	175	3	applied	apply	VERB
cana-5032	175	4	nonlinear	nonlinear	ADJ
cana-5032	175	5	analysis	analysis	NOUN
cana-5032	175	6	issn	issn	NOUN
cana-5032	175	7	:	:	PUNCT
cana-5032	175	8	1074	1074	NUM
cana-5032	175	9	-	-	PUNCT
cana-5032	175	10	133x	133x	NUM
cana-5032	175	11	vol	vol	NOUN
cana-5032	175	12	32	32	NUM
cana-5032	175	13	no	no	NOUN
cana-5032	175	14	.	.	PUNCT
cana-5032	176	1	icmasd	icmasd	NOUN
cana-5032	176	2	(	(	PUNCT
cana-5032	176	3	2025	2025	NUM
cana-5032	176	4	)	)	PUNCT
cana-5032	176	5	10	10	NUM
cana-5032	176	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	176	7	figure	figure	NOUN
cana-5032	176	8	2	2	NUM
cana-5032	176	9	illustrates	illustrate	VERB
cana-5032	176	10	the	the	DET
cana-5032	176	11	percentage	percentage	NOUN
cana-5032	176	12	of	of	ADP
cana-5032	176	13	males	male	NOUN
cana-5032	176	14	and	and	CCONJ
cana-5032	176	15	females	female	NOUN
cana-5032	176	16	displaying	display	VERB
cana-5032	176	17	overconfidence	overconfidence	NOUN
cana-5032	176	18	,	,	PUNCT
cana-5032	176	19	revealing	reveal	VERB
cana-5032	176	20	a	a	DET
cana-5032	176	21	notable	notable	ADJ
cana-5032	176	22	difference	difference	NOUN
cana-5032	176	23	between	between	ADP
cana-5032	176	24	the	the	DET
cana-5032	176	25	two	two	NUM
cana-5032	176	26	groups	group	NOUN
cana-5032	176	27	.	.	PUNCT
cana-5032	177	1	the	the	DET
cana-5032	177	2	x	x	X
cana-5032	177	3	-	-	ADJ
cana-5032	177	4	axis	axis	NOUN
cana-5032	177	5	represents	represent	VERB
cana-5032	177	6	gender	gender	NOUN
cana-5032	177	7	(	(	PUNCT
cana-5032	177	8	male	male	ADJ
cana-5032	177	9	and	and	CCONJ
cana-5032	177	10	female	female	NOUN
cana-5032	177	11	)	)	PUNCT
cana-5032	177	12	,	,	PUNCT
cana-5032	177	13	while	while	SCONJ
cana-5032	177	14	the	the	DET
cana-5032	177	15	y	y	NOUN
cana-5032	177	16	-	-	PUNCT
cana-5032	177	17	axis	axis	NOUN
cana-5032	177	18	reflects	reflect	VERB
cana-5032	177	19	the	the	DET
cana-5032	177	20	percentage	percentage	NOUN
cana-5032	177	21	of	of	ADP
cana-5032	177	22	overconfidence	overconfidence	NOUN
cana-5032	177	23	.	.	PUNCT
cana-5032	178	1	males	male	NOUN
cana-5032	178	2	demonstrate	demonstrate	VERB
cana-5032	178	3	a	a	DET
cana-5032	178	4	higher	high	ADJ
cana-5032	178	5	level	level	NOUN
cana-5032	178	6	of	of	ADP
cana-5032	178	7	overconfidence	overconfidence	NOUN
cana-5032	178	8	,	,	PUNCT
cana-5032	178	9	at	at	ADP
cana-5032	178	10	approximately	approximately	ADV
cana-5032	178	11	65	65	NUM
cana-5032	178	12	%	%	NOUN
cana-5032	178	13	,	,	PUNCT
cana-5032	178	14	compared	compare	VERB
cana-5032	178	15	to	to	ADP
cana-5032	178	16	females	female	NOUN
cana-5032	178	17	,	,	PUNCT
cana-5032	178	18	who	who	PRON
cana-5032	178	19	exhibit	exhibit	VERB
cana-5032	178	20	around	around	ADP
cana-5032	178	21	50	50	NUM
cana-5032	178	22	%	%	NOUN
cana-5032	178	23	.	.	PUNCT
cana-5032	179	1	the	the	DET
cana-5032	179	2	downward	downward	ADJ
cana-5032	179	3	trend	trend	NOUN
cana-5032	179	4	in	in	ADP
cana-5032	179	5	the	the	DET
cana-5032	179	6	line	line	NOUN
cana-5032	179	7	connecting	connect	VERB
cana-5032	179	8	these	these	DET
cana-5032	179	9	points	point	NOUN
cana-5032	179	10	emphasizes	emphasize	VERB
cana-5032	179	11	that	that	SCONJ
cana-5032	179	12	overconfidence	overconfidence	NOUN
cana-5032	179	13	is	be	AUX
cana-5032	179	14	more	more	ADV
cana-5032	179	15	common	common	ADJ
cana-5032	179	16	among	among	ADP
cana-5032	179	17	males	male	NOUN
cana-5032	179	18	than	than	ADP
cana-5032	179	19	females	female	NOUN
cana-5032	179	20	.	.	PUNCT
cana-5032	180	1	this	this	DET
cana-5032	180	2	analysis	analysis	NOUN
cana-5032	180	3	helps	help	VERB
cana-5032	180	4	determine	determine	VERB
cana-5032	180	5	whether	whether	SCONJ
cana-5032	180	6	gender	gender	NOUN
cana-5032	180	7	(	(	PUNCT
cana-5032	180	8	male	male	ADJ
cana-5032	180	9	vs.	vs.	X
cana-5032	180	10	female	female	NOUN
cana-5032	180	11	)	)	PUNCT
cana-5032	180	12	is	be	AUX
cana-5032	180	13	associated	associate	VERB
cana-5032	180	14	with	with	ADP
cana-5032	180	15	overconfidence	overconfidence	NOUN
cana-5032	180	16	in	in	ADP
cana-5032	180	17	investment	investment	NOUN
cana-5032	180	18	decisions	decision	NOUN
cana-5032	180	19	.	.	PUNCT
cana-5032	181	1	for	for	ADP
cana-5032	181	2	instance	instance	NOUN
cana-5032	181	3	,	,	PUNCT
cana-5032	181	4	it	it	PRON
cana-5032	181	5	highlights	highlight	VERB
cana-5032	181	6	whether	whether	SCONJ
cana-5032	181	7	men	man	NOUN
cana-5032	181	8	are	be	AUX
cana-5032	181	9	more	more	ADV
cana-5032	181	10	likely	likely	ADJ
cana-5032	181	11	to	to	PART
cana-5032	181	12	exhibit	exhibit	VERB
cana-5032	181	13	overconfidence	overconfidence	NOUN
cana-5032	181	14	compared	compare	VERB
cana-5032	181	15	to	to	ADP
cana-5032	181	16	women	woman	NOUN
cana-5032	181	17	,	,	PUNCT
cana-5032	181	18	offering	offer	VERB
cana-5032	181	19	insights	insight	NOUN
cana-5032	181	20	into	into	ADP
cana-5032	181	21	emotional	emotional	ADJ
cana-5032	181	22	traits	trait	NOUN
cana-5032	181	23	that	that	PRON
cana-5032	181	24	influence	influence	VERB
cana-5032	181	25	investment	investment	NOUN
cana-5032	181	26	behavior	behavior	NOUN
cana-5032	181	27	differently	differently	ADV
cana-5032	181	28	across	across	ADP
cana-5032	181	29	genders	gender	NOUN
cana-5032	181	30	.	.	PUNCT
cana-5032	182	1	additionally	additionally	ADV
cana-5032	182	2	,	,	PUNCT
cana-5032	182	3	anova	anova	PROPN
cana-5032	182	4	is	be	AUX
cana-5032	182	5	used	use	VERB
cana-5032	182	6	to	to	PART
cana-5032	182	7	compare	compare	VERB
cana-5032	182	8	the	the	DET
cana-5032	182	9	means	mean	NOUN
cana-5032	182	10	across	across	ADP
cana-5032	182	11	multiple	multiple	ADJ
cana-5032	182	12	groups	group	NOUN
cana-5032	182	13	—	—	PUNCT
cana-5032	182	14	in	in	ADP
cana-5032	182	15	this	this	DET
cana-5032	182	16	case	case	NOUN
cana-5032	182	17	,	,	PUNCT
cana-5032	182	18	regions	region	NOUN
cana-5032	182	19	like	like	ADP
cana-5032	182	20	majha	majha	NOUN
cana-5032	182	21	,	,	PUNCT
cana-5032	182	22	malwa	malwa	NOUN
cana-5032	182	23	,	,	PUNCT
cana-5032	182	24	and	and	CCONJ
cana-5032	182	25	doaba	doaba	NOUN
cana-5032	182	26	—	—	PUNCT
cana-5032	182	27	to	to	PART
cana-5032	182	28	evaluate	evaluate	VERB
cana-5032	182	29	whether	whether	SCONJ
cana-5032	182	30	emotional	emotional	ADJ
cana-5032	182	31	traits	trait	NOUN
cana-5032	182	32	such	such	ADJ
cana-5032	182	33	as	as	ADP
cana-5032	182	34	impulsivity	impulsivity	NOUN
cana-5032	182	35	or	or	CCONJ
cana-5032	182	36	fear	fear	NOUN
cana-5032	182	37	vary	vary	VERB
cana-5032	182	38	significantly	significantly	ADV
cana-5032	182	39	across	across	ADP
cana-5032	182	40	these	these	DET
cana-5032	182	41	regions	region	NOUN
cana-5032	182	42	.	.	PUNCT
cana-5032	183	1	f	f	X
cana-5032	183	2	=	=	PUNCT
cana-5032	183	3	∑	∑	PUNCT
cana-5032	183	4	between−group	between−group	NUM
cana-5032	183	5	variance	variance	NOUN
cana-5032	183	6	𝑊𝑖𝑡ℎ𝑖𝑛−𝐺𝑟𝑜𝑢𝑝	𝑊𝑖𝑡ℎ𝑖𝑛−𝐺𝑟𝑜𝑢𝑝	PROPN
cana-5032	183	7	𝑉𝑎𝑟𝑖𝑎𝑛𝑐𝑒	𝑉𝑎𝑟𝑖𝑎𝑛𝑐𝑒	PROPN
cana-5032	183	8	equation	equation	NOUN
cana-5032	183	9	2	2	NUM
cana-5032	183	10	the	the	DET
cana-5032	183	11	result	result	NOUN
cana-5032	183	12	for	for	ADP
cana-5032	183	13	impulsivity	impulsivity	NOUN
cana-5032	183	14	across	across	ADP
cana-5032	183	15	regions	region	NOUN
cana-5032	183	16	was	be	AUX
cana-5032	183	17	significant	significant	ADJ
cana-5032	183	18	:	:	PUNCT
cana-5032	183	19	f=4.56	f=4.56	VERB
cana-5032	183	20	,	,	PUNCT
cana-5032	183	21	p<0.05	p<0.05	NOUN
cana-5032	183	22	this	this	PRON
cana-5032	183	23	indicates	indicate	VERB
cana-5032	183	24	a	a	DET
cana-5032	183	25	significant	significant	ADJ
cana-5032	183	26	difference	difference	NOUN
cana-5032	183	27	in	in	ADP
cana-5032	183	28	impulsivity	impulsivity	NOUN
cana-5032	183	29	levels	level	NOUN
cana-5032	183	30	between	between	ADP
cana-5032	183	31	the	the	DET
cana-5032	183	32	regions	region	NOUN
cana-5032	183	33	,	,	PUNCT
cana-5032	183	34	with	with	ADP
cana-5032	183	35	the	the	DET
cana-5032	183	36	doaba	doaba	PROPN
cana-5032	183	37	region	region	NOUN
cana-5032	183	38	exhibiting	exhibit	VERB
cana-5032	183	39	higher	high	ADJ
cana-5032	183	40	levels	level	NOUN
cana-5032	183	41	of	of	ADP
cana-5032	183	42	impulsivity	impulsivity	NOUN
cana-5032	183	43	compared	compare	VERB
cana-5032	183	44	to	to	ADP
cana-5032	183	45	majha	majha	NOUN
cana-5032	183	46	and	and	CCONJ
cana-5032	183	47	malwa	malwa	NOUN
cana-5032	183	48	.	.	PUNCT
cana-5032	184	1	for	for	ADP
cana-5032	184	2	fear	fear	NOUN
cana-5032	184	3	,	,	PUNCT
cana-5032	184	4	the	the	DET
cana-5032	184	5	result	result	NOUN
cana-5032	184	6	indicated	indicate	VERB
cana-5032	184	7	a	a	DET
cana-5032	184	8	significant	significant	ADJ
cana-5032	184	9	regional	regional	ADJ
cana-5032	184	10	difference	difference	NOUN
cana-5032	184	11	as	as	ADV
cana-5032	184	12	well	well	ADV
cana-5032	184	13	:	:	PUNCT
cana-5032	184	14	f=5.12	f=5.12	NOUN
cana-5032	184	15	,	,	PUNCT
cana-5032	184	16	p<0.05	p<0.05	NOUN
cana-5032	184	17	respondents	respondent	NOUN
cana-5032	184	18	in	in	ADP
cana-5032	184	19	majha	majha	NOUN
cana-5032	184	20	demonstrated	demonstrate	VERB
cana-5032	184	21	significantly	significantly	ADV
cana-5032	184	22	lower	low	ADJ
cana-5032	184	23	levels	level	NOUN
cana-5032	184	24	of	of	ADP
cana-5032	184	25	fear	fear	NOUN
cana-5032	184	26	in	in	ADP
cana-5032	184	27	comparison	comparison	NOUN
cana-5032	184	28	to	to	ADP
cana-5032	184	29	those	those	PRON
cana-5032	184	30	in	in	ADP
cana-5032	184	31	malwa	malwa	NOUN
cana-5032	184	32	and	and	CCONJ
cana-5032	184	33	doaba	doaba	NOUN
cana-5032	184	34	.	.	PUNCT
cana-5032	185	1	figure	figure	VERB
cana-5032	185	2	3	3	NUM
cana-5032	185	3	.	.	PUNCT
cana-5032	185	4	comparative	comparative	ADJ
cana-5032	185	5	analysis	analysis	NOUN
cana-5032	185	6	of	of	ADP
cana-5032	185	7	emotional	emotional	ADJ
cana-5032	185	8	traits	trait	NOUN
cana-5032	185	9	across	across	ADP
cana-5032	185	10	regions	region	NOUN
cana-5032	185	11	in	in	ADP
cana-5032	185	12	punjab	punjab	ADJ
cana-5032	185	13	communications	communication	NOUN
cana-5032	185	14	on	on	ADP
cana-5032	185	15	applied	apply	VERB
cana-5032	185	16	nonlinear	nonlinear	ADJ
cana-5032	185	17	analysis	analysis	NOUN
cana-5032	185	18	issn	issn	NOUN
cana-5032	185	19	:	:	PUNCT
cana-5032	185	20	1074	1074	NUM
cana-5032	185	21	-	-	PUNCT
cana-5032	185	22	133x	133x	NUM
cana-5032	185	23	vol	vol	NOUN
cana-5032	185	24	32	32	NUM
cana-5032	185	25	no	no	NOUN
cana-5032	185	26	.	.	PUNCT
cana-5032	186	1	icmasd	icmasd	NOUN
cana-5032	186	2	(	(	PUNCT
cana-5032	186	3	2025	2025	NUM
cana-5032	186	4	)	)	PUNCT
cana-5032	186	5	11	11	NUM
cana-5032	187	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	187	2	figure	figure	NOUN
cana-5032	187	3	3	3	NUM
cana-5032	187	4	illustrates	illustrate	VERB
cana-5032	187	5	impulsivity	impulsivity	NOUN
cana-5032	187	6	and	and	CCONJ
cana-5032	187	7	fear	fear	NOUN
cana-5032	187	8	levels	level	NOUN
cana-5032	187	9	across	across	ADP
cana-5032	187	10	three	three	NUM
cana-5032	187	11	regions	region	NOUN
cana-5032	187	12	in	in	ADP
cana-5032	187	13	punjab	punjab	ADJ
cana-5032	187	14	—	—	PUNCT
cana-5032	187	15	majha	majha	NOUN
cana-5032	187	16	,	,	PUNCT
cana-5032	187	17	malwa	malwa	NOUN
cana-5032	187	18	,	,	PUNCT
cana-5032	187	19	and	and	CCONJ
cana-5032	187	20	doaba	doaba	NOUN
cana-5032	187	21	—	—	PUNCT
cana-5032	187	22	categorized	categorize	VERB
cana-5032	187	23	as	as	ADP
cana-5032	187	24	low	low	ADJ
cana-5032	187	25	,	,	PUNCT
cana-5032	187	26	moderate	moderate	ADJ
cana-5032	187	27	,	,	PUNCT
cana-5032	187	28	or	or	CCONJ
cana-5032	187	29	high	high	ADJ
cana-5032	187	30	.	.	PUNCT
cana-5032	188	1	doaba	doaba	PROPN
cana-5032	188	2	shows	show	VERB
cana-5032	188	3	the	the	DET
cana-5032	188	4	highest	high	ADJ
cana-5032	188	5	levels	level	NOUN
cana-5032	188	6	of	of	ADP
cana-5032	188	7	impulsivity	impulsivity	NOUN
cana-5032	188	8	and	and	CCONJ
cana-5032	188	9	fear	fear	NOUN
cana-5032	188	10	,	,	PUNCT
cana-5032	188	11	represented	represent	VERB
cana-5032	188	12	by	by	ADP
cana-5032	188	13	green	green	ADJ
cana-5032	188	14	bars	bar	NOUN
cana-5032	188	15	,	,	PUNCT
cana-5032	188	16	indicating	indicate	VERB
cana-5032	188	17	greater	great	ADJ
cana-5032	188	18	emotional	emotional	ADJ
cana-5032	188	19	volatility	volatility	NOUN
cana-5032	188	20	in	in	ADP
cana-5032	188	21	investment	investment	NOUN
cana-5032	188	22	behavior	behavior	NOUN
cana-5032	188	23	.	.	PUNCT
cana-5032	189	1	malwa	malwa	PROPN
cana-5032	189	2	exhibits	exhibit	VERB
cana-5032	189	3	moderate	moderate	ADJ
cana-5032	189	4	levels	level	NOUN
cana-5032	189	5	of	of	ADP
cana-5032	189	6	these	these	DET
cana-5032	189	7	traits	trait	NOUN
cana-5032	189	8	,	,	PUNCT
cana-5032	189	9	shown	show	VERB
cana-5032	189	10	by	by	ADP
cana-5032	189	11	orange	orange	PROPN
cana-5032	189	12	bars	bar	NOUN
cana-5032	189	13	,	,	PUNCT
cana-5032	189	14	reflecting	reflect	VERB
cana-5032	189	15	a	a	DET
cana-5032	189	16	more	more	ADV
cana-5032	189	17	balanced	balanced	ADJ
cana-5032	189	18	emotional	emotional	ADJ
cana-5032	189	19	profile	profile	NOUN
cana-5032	189	20	.	.	PUNCT
cana-5032	190	1	in	in	ADP
cana-5032	190	2	contrast	contrast	NOUN
cana-5032	190	3	,	,	PUNCT
cana-5032	190	4	majha	majha	NOUN
cana-5032	190	5	consistently	consistently	ADV
cana-5032	190	6	demonstrates	demonstrate	VERB
cana-5032	190	7	low	low	ADJ
cana-5032	190	8	levels	level	NOUN
cana-5032	190	9	of	of	ADP
cana-5032	190	10	impulsivity	impulsivity	NOUN
cana-5032	190	11	and	and	CCONJ
cana-5032	190	12	fear	fear	NOUN
cana-5032	190	13	,	,	PUNCT
cana-5032	190	14	indicated	indicate	VERB
cana-5032	190	15	by	by	ADP
cana-5032	190	16	blue	blue	ADJ
cana-5032	190	17	bars	bar	NOUN
cana-5032	190	18	,	,	PUNCT
cana-5032	190	19	suggesting	suggest	VERB
cana-5032	190	20	greater	great	ADJ
cana-5032	190	21	emotional	emotional	ADJ
cana-5032	190	22	stability	stability	NOUN
cana-5032	190	23	.	.	PUNCT
cana-5032	191	1	these	these	DET
cana-5032	191	2	findings	finding	NOUN
cana-5032	191	3	reveal	reveal	VERB
cana-5032	191	4	significant	significant	ADJ
cana-5032	191	5	regional	regional	ADJ
cana-5032	191	6	variations	variation	NOUN
cana-5032	191	7	,	,	PUNCT
cana-5032	191	8	underscoring	underscore	VERB
cana-5032	191	9	the	the	DET
cana-5032	191	10	importance	importance	NOUN
cana-5032	191	11	of	of	ADP
cana-5032	191	12	developing	develop	VERB
cana-5032	191	13	tailored	tailor	VERB
cana-5032	191	14	financial	financial	ADJ
cana-5032	191	15	strategies	strategy	NOUN
cana-5032	191	16	to	to	PART
cana-5032	191	17	address	address	VERB
cana-5032	191	18	specific	specific	ADJ
cana-5032	191	19	emotional	emotional	ADJ
cana-5032	191	20	behaviors	behavior	NOUN
cana-5032	191	21	and	and	CCONJ
cana-5032	191	22	decision	decision	NOUN
cana-5032	191	23	-	-	PUNCT
cana-5032	191	24	making	make	VERB
cana-5032	191	25	tendencies	tendency	NOUN
cana-5032	191	26	in	in	ADP
cana-5032	191	27	each	each	DET
cana-5032	191	28	region	region	NOUN
cana-5032	191	29	.	.	PUNCT
cana-5032	192	1	regression	regression	NOUN
cana-5032	192	2	analysis	analysis	NOUN
cana-5032	192	3	,	,	PUNCT
cana-5032	192	4	on	on	ADP
cana-5032	192	5	the	the	DET
cana-5032	192	6	other	other	ADJ
cana-5032	192	7	hand	hand	NOUN
cana-5032	192	8	,	,	PUNCT
cana-5032	192	9	is	be	AUX
cana-5032	192	10	employed	employ	VERB
cana-5032	192	11	to	to	PART
cana-5032	192	12	explore	explore	VERB
cana-5032	192	13	relationships	relationship	NOUN
cana-5032	192	14	between	between	ADP
cana-5032	192	15	dependent	dependent	ADJ
cana-5032	192	16	and	and	CCONJ
cana-5032	192	17	independent	independent	ADJ
cana-5032	192	18	variables	variable	NOUN
cana-5032	192	19	.	.	PUNCT
cana-5032	193	1	in	in	ADP
cana-5032	193	2	this	this	DET
cana-5032	193	3	study	study	NOUN
cana-5032	193	4	,	,	PUNCT
cana-5032	193	5	it	it	PRON
cana-5032	193	6	was	be	AUX
cana-5032	193	7	used	use	VERB
cana-5032	193	8	to	to	PART
cana-5032	193	9	predict	predict	VERB
cana-5032	193	10	investment	investment	NOUN
cana-5032	193	11	success	success	NOUN
cana-5032	193	12	based	base	VERB
cana-5032	193	13	on	on	ADP
cana-5032	193	14	emotional	emotional	ADJ
cana-5032	193	15	traits	trait	NOUN
cana-5032	193	16	and	and	CCONJ
cana-5032	193	17	demographic	demographic	ADJ
cana-5032	193	18	factors	factor	NOUN
cana-5032	193	19	,	,	PUNCT
cana-5032	193	20	including	include	VERB
cana-5032	193	21	emotional	emotional	ADJ
cana-5032	193	22	regulation	regulation	NOUN
cana-5032	193	23	,	,	PUNCT
cana-5032	193	24	age	age	NOUN
cana-5032	193	25	,	,	PUNCT
cana-5032	193	26	and	and	CCONJ
cana-5032	193	27	income	income	NOUN
cana-5032	193	28	.	.	PUNCT
cana-5032	194	1	y	y	PROPN
cana-5032	194	2	=	=	PUNCT
cana-5032	194	3	β0	β0	PROPN
cana-5032	195	1	+	+	CCONJ
cana-5032	195	2	β1x1	β1x1	PUNCT
cana-5032	196	1	+	+	NUM
cana-5032	196	2	β2x2	β2x2	PUNCT
cana-5032	196	3	+	+	CCONJ
cana-5032	196	4	⋯	⋯	VERB
cana-5032	196	5	+	+	CCONJ
cana-5032	196	6	βkxk	βkxk	ADJ
cana-5032	196	7	+	+	CCONJ
cana-5032	196	8	ϵ	ϵ	PRON
cana-5032	196	9	equation	equation	NOUN
cana-5032	196	10	3	3	NUM
cana-5032	197	1	where	where	SCONJ
cana-5032	197	2	:	:	PUNCT
cana-5032	197	3	•	•	NUM
cana-5032	197	4	y	y	NOUN
cana-5032	197	5	:	:	PUNCT
cana-5032	197	6	dependent	dependent	ADJ
cana-5032	197	7	variable	variable	NOUN
cana-5032	197	8	(	(	PUNCT
cana-5032	197	9	investment	investment	NOUN
cana-5032	197	10	success	success	NOUN
cana-5032	197	11	)	)	PUNCT
cana-5032	197	12	•	•	NOUN
cana-5032	197	13	x	x	X
cana-5032	197	14	k	k	NOUN
cana-5032	197	15	:	:	PUNCT
cana-5032	197	16	independent	independent	ADJ
cana-5032	197	17	variables	variable	NOUN
cana-5032	197	18	(	(	PUNCT
cana-5032	197	19	e.g.	e.g.	ADV
cana-5032	197	20	,	,	PUNCT
cana-5032	197	21	emotional	emotional	ADJ
cana-5032	197	22	regulation	regulation	NOUN
cana-5032	197	23	,	,	PUNCT
cana-5032	197	24	age	age	NOUN
cana-5032	197	25	)	)	PUNCT
cana-5032	197	26	•	•	ADP
cana-5032	197	27	βk	βk	NOUN
cana-5032	197	28	:	:	PUNCT
cana-5032	197	29	regression	regression	NOUN
cana-5032	197	30	coefficients	coefficient	VERB
cana-5032	197	31	•	•	ADP
cana-5032	197	32	ϵ	ϵ	NOUN
cana-5032	197	33	:	:	PUNCT
cana-5032	197	34	error	error	NOUN
cana-5032	197	35	term	term	NOUN
cana-5032	197	36	the	the	DET
cana-5032	197	37	model	model	NOUN
cana-5032	197	38	explained	explain	VERB
cana-5032	197	39	65	65	NUM
cana-5032	197	40	%	%	NOUN
cana-5032	197	41	of	of	ADP
cana-5032	197	42	the	the	DET
cana-5032	197	43	variance	variance	NOUN
cana-5032	197	44	in	in	ADP
cana-5032	197	45	investment	investment	NOUN
cana-5032	197	46	success	success	NOUN
cana-5032	197	47	:	:	PUNCT
cana-5032	197	48	r2=0.65	r2=0.65	AUX
cana-5032	197	49	emotional	emotional	ADJ
cana-5032	197	50	regulation	regulation	NOUN
cana-5032	197	51	(	(	PUNCT
cana-5032	197	52	β1=0.45	β1=0.45	NOUN
cana-5032	197	53	)	)	PUNCT
cana-5032	197	54	and	and	CCONJ
cana-5032	197	55	income	income	NOUN
cana-5032	197	56	(	(	PUNCT
cana-5032	197	57	β3=0.32	β3=0.32	X
cana-5032	197	58	)	)	PUNCT
cana-5032	197	59	were	be	AUX
cana-5032	197	60	found	find	VERB
cana-5032	197	61	to	to	PART
cana-5032	197	62	be	be	AUX
cana-5032	197	63	statistically	statistically	ADV
cana-5032	197	64	significant	significant	ADJ
cana-5032	197	65	predictors	predictor	NOUN
cana-5032	197	66	of	of	ADP
cana-5032	197	67	investment	investment	NOUN
cana-5032	197	68	success	success	NOUN
cana-5032	197	69	,	,	PUNCT
cana-5032	197	70	highlighting	highlight	VERB
cana-5032	197	71	the	the	DET
cana-5032	197	72	importance	importance	NOUN
cana-5032	197	73	of	of	ADP
cana-5032	197	74	controlling	control	VERB
cana-5032	197	75	emotions	emotion	NOUN
cana-5032	197	76	and	and	CCONJ
cana-5032	197	77	having	have	VERB
cana-5032	197	78	a	a	DET
cana-5032	197	79	higher	high	ADJ
cana-5032	197	80	income	income	NOUN
cana-5032	197	81	for	for	ADP
cana-5032	197	82	better	well	ADJ
cana-5032	197	83	investment	investment	NOUN
cana-5032	197	84	outcomes	outcome	NOUN
cana-5032	197	85	.	.	PUNCT
cana-5032	198	1	figure	figure	VERB
cana-5032	198	2	4	4	NUM
cana-5032	198	3	.	.	PUNCT
cana-5032	199	1	contribution	contribution	NOUN
cana-5032	199	2	of	of	ADP
cana-5032	199	3	emotional	emotional	ADJ
cana-5032	199	4	traits	trait	NOUN
cana-5032	199	5	to	to	ADP
cana-5032	199	6	behavioral	behavioral	ADJ
cana-5032	199	7	variance	variance	NOUN
cana-5032	199	8	communications	communication	NOUN
cana-5032	199	9	on	on	ADP
cana-5032	199	10	applied	apply	VERB
cana-5032	199	11	nonlinear	nonlinear	ADJ
cana-5032	199	12	analysis	analysis	NOUN
cana-5032	199	13	issn	issn	NOUN
cana-5032	199	14	:	:	PUNCT
cana-5032	199	15	1074	1074	NUM
cana-5032	199	16	-	-	PUNCT
cana-5032	199	17	133x	133x	NUM
cana-5032	199	18	vol	vol	NOUN
cana-5032	199	19	32	32	NUM
cana-5032	199	20	no	no	NOUN
cana-5032	199	21	.	.	PUNCT
cana-5032	200	1	icmasd	icmasd	NOUN
cana-5032	200	2	(	(	PUNCT
cana-5032	200	3	2025	2025	NUM
cana-5032	200	4	)	)	PUNCT
cana-5032	200	5	12	12	NUM
cana-5032	200	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	200	7	figure	figure	NOUN
cana-5032	200	8	4	4	NUM
cana-5032	200	9	:	:	PUNCT
cana-5032	200	10	percentage	percentage	NOUN
cana-5032	200	11	of	of	ADP
cana-5032	200	12	variance	variance	NOUN
cana-5032	200	13	in	in	ADP
cana-5032	200	14	behavior	behavior	NOUN
cana-5032	200	15	explained	explain	VERB
cana-5032	200	16	by	by	ADP
cana-5032	200	17	two	two	NUM
cana-5032	200	18	emotional	emotional	ADJ
cana-5032	200	19	traits	trait	NOUN
cana-5032	200	20	:	:	PUNCT
cana-5032	200	21	risk	risk	NOUN
cana-5032	200	22	aversion	aversion	NOUN
cana-5032	200	23	and	and	CCONJ
cana-5032	200	24	impulsivity	impulsivity	NOUN
cana-5032	200	25	.	.	PUNCT
cana-5032	201	1	y	y	NOUN
cana-5032	201	2	-	-	PUNCT
cana-5032	201	3	axis	axis	NOUN
cana-5032	201	4	:	:	PUNCT
cana-5032	201	5	%	%	NOUN
cana-5032	201	6	of	of	ADP
cana-5032	201	7	variance	variance	NOUN
cana-5032	201	8	in	in	ADP
cana-5032	201	9	behavior	behavior	NOUN
cana-5032	201	10	explained	explain	VERB
cana-5032	201	11	.	.	PUNCT
cana-5032	202	1	x	x	X
cana-5032	202	2	-	-	NOUN
cana-5032	202	3	axis	axis	ADJ
cana-5032	202	4	:	:	PUNCT
cana-5032	202	5	two	two	NUM
cana-5032	202	6	emotional	emotional	ADJ
cana-5032	202	7	traits	trait	NOUN
cana-5032	202	8	.	.	PUNCT
cana-5032	203	1	green	green	ADJ
cana-5032	203	2	bar	bar	PROPN
cana-5032	203	3	is	be	AUX
cana-5032	203	4	for	for	ADP
cana-5032	203	5	risk	risk	NOUN
cana-5032	203	6	aversion	aversion	NOUN
cana-5032	203	7	,	,	PUNCT
cana-5032	203	8	explaining	explain	VERB
cana-5032	203	9	about	about	ADP
cana-5032	203	10	38	38	NUM
cana-5032	203	11	%	%	NOUN
cana-5032	203	12	of	of	ADP
cana-5032	203	13	the	the	DET
cana-5032	203	14	variance	variance	NOUN
cana-5032	203	15	,	,	PUNCT
cana-5032	203	16	and	and	CCONJ
cana-5032	203	17	orange	orange	PROPN
cana-5032	203	18	bar	bar	NOUN
cana-5032	203	19	is	be	AUX
cana-5032	203	20	for	for	ADP
cana-5032	203	21	impulsivity	impulsivity	NOUN
cana-5032	203	22	,	,	PUNCT
cana-5032	203	23	explaining	explain	VERB
cana-5032	203	24	about	about	ADV
cana-5032	203	25	33	33	NUM
cana-5032	203	26	%	%	NOUN
cana-5032	203	27	of	of	ADP
cana-5032	203	28	the	the	DET
cana-5032	203	29	variance	variance	NOUN
cana-5032	203	30	.	.	PUNCT
cana-5032	204	1	this	this	PRON
cana-5032	204	2	would	would	AUX
cana-5032	204	3	then	then	ADV
cana-5032	204	4	mean	mean	VERB
cana-5032	204	5	that	that	SCONJ
cana-5032	204	6	risk	risk	NOUN
cana-5032	204	7	aversion	aversion	NOUN
cana-5032	204	8	is	be	AUX
cana-5032	204	9	slightly	slightly	ADV
cana-5032	204	10	more	more	ADV
cana-5032	204	11	affecting	affect	VERB
cana-5032	204	12	behavioral	behavioral	ADJ
cana-5032	204	13	variance	variance	NOUN
cana-5032	204	14	than	than	ADP
cana-5032	204	15	impulsivity	impulsivity	NOUN
cana-5032	204	16	.	.	PUNCT
cana-5032	205	1	regression	regression	NOUN
cana-5032	205	2	analysis	analysis	NOUN
cana-5032	205	3	models	model	NOUN
cana-5032	205	4	the	the	DET
cana-5032	205	5	relationship	relationship	NOUN
cana-5032	205	6	that	that	PRON
cana-5032	205	7	exists	exist	VERB
cana-5032	205	8	between	between	ADP
cana-5032	205	9	investment	investment	NOUN
cana-5032	205	10	success	success	NOUN
cana-5032	205	11	and	and	CCONJ
cana-5032	205	12	factors	factor	NOUN
cana-5032	205	13	such	such	ADJ
cana-5032	205	14	as	as	ADP
cana-5032	205	15	emotional	emotional	ADJ
cana-5032	205	16	regulation	regulation	NOUN
cana-5032	205	17	and	and	CCONJ
cana-5032	205	18	demographic	demographic	ADJ
cana-5032	205	19	variables	variable	NOUN
cana-5032	205	20	.	.	PUNCT
cana-5032	206	1	you	you	PRON
cana-5032	206	2	can	can	AUX
cana-5032	206	3	quantify	quantify	VERB
cana-5032	206	4	the	the	DET
cana-5032	206	5	impact	impact	NOUN
cana-5032	206	6	of	of	ADP
cana-5032	206	7	each	each	DET
cana-5032	206	8	factor	factor	NOUN
cana-5032	206	9	by	by	ADP
cana-5032	206	10	looking	look	VERB
cana-5032	206	11	at	at	ADP
cana-5032	206	12	the	the	DET
cana-5032	206	13	regression	regression	NOUN
cana-5032	206	14	coefficients	coefficient	NOUN
cana-5032	206	15	(	(	PUNCT
cana-5032	206	16	β	β	NOUN
cana-5032	206	17	)	)	PUNCT
cana-5032	206	18	.	.	PUNCT
cana-5032	207	1	for	for	ADP
cana-5032	207	2	instance	instance	NOUN
cana-5032	207	3	,	,	PUNCT
cana-5032	207	4	the	the	DET
cana-5032	207	5	analysis	analysis	NOUN
cana-5032	207	6	may	may	AUX
cana-5032	207	7	reveal	reveal	VERB
cana-5032	207	8	that	that	SCONJ
cana-5032	207	9	emotional	emotional	ADJ
cana-5032	207	10	regulation	regulation	NOUN
cana-5032	207	11	significantly	significantly	ADV
cana-5032	207	12	predicts	predict	VERB
cana-5032	207	13	investment	investment	NOUN
cana-5032	207	14	success	success	NOUN
cana-5032	207	15	.	.	PUNCT
cana-5032	208	1	the	the	DET
cana-5032	208	2	r	r	NOUN
cana-5032	208	3	-	-	PUNCT
cana-5032	208	4	squared	square	VERB
cana-5032	208	5	value	value	NOUN
cana-5032	208	6	of	of	ADP
cana-5032	208	7	the	the	DET
cana-5032	208	8	model	model	NOUN
cana-5032	208	9	represents	represent	VERB
cana-5032	208	10	the	the	DET
cana-5032	208	11	proportion	proportion	NOUN
cana-5032	208	12	of	of	ADP
cana-5032	208	13	variance	variance	NOUN
cana-5032	208	14	in	in	ADP
cana-5032	208	15	investment	investment	NOUN
cana-5032	208	16	success	success	NOUN
cana-5032	208	17	accounted	account	VERB
cana-5032	208	18	for	for	ADP
cana-5032	208	19	by	by	ADP
cana-5032	208	20	these	these	DET
cana-5032	208	21	factors—65	factors—65	NOUN
cana-5032	208	22	%	%	NOUN
cana-5032	208	23	in	in	ADP
cana-5032	208	24	your	your	PRON
cana-5032	208	25	case	case	NOUN
cana-5032	208	26	.	.	PUNCT
cana-5032	209	1	factor	factor	NOUN
cana-5032	209	2	analysis	analysis	NOUN
cana-5032	209	3	focuses	focus	VERB
cana-5032	209	4	on	on	ADP
cana-5032	209	5	identifying	identify	VERB
cana-5032	209	6	the	the	DET
cana-5032	209	7	underlying	underlie	VERB
cana-5032	209	8	different	different	ADJ
cana-5032	209	9	dimensions	dimension	NOUN
cana-5032	209	10	of	of	ADP
cana-5032	209	11	emotional	emotional	ADJ
cana-5032	209	12	traits	trait	NOUN
cana-5032	209	13	that	that	PRON
cana-5032	209	14	account	account	VERB
cana-5032	209	15	for	for	ADP
cana-5032	209	16	investment	investment	NOUN
cana-5032	209	17	behavior	behavior	NOUN
cana-5032	209	18	.	.	PUNCT
cana-5032	210	1	the	the	DET
cana-5032	210	2	included	include	VERB
cana-5032	210	3	factors	factor	NOUN
cana-5032	210	4	are	be	AUX
cana-5032	210	5	risk	risk	NOUN
cana-5032	210	6	aversion	aversion	NOUN
cana-5032	210	7	,	,	PUNCT
cana-5032	210	8	impulsivity	impulsivity	NOUN
cana-5032	210	9	,	,	PUNCT
cana-5032	210	10	and	and	CCONJ
cana-5032	210	11	fear	fear	NOUN
cana-5032	210	12	.	.	PUNCT
cana-5032	211	1	the	the	DET
cana-5032	211	2	factor	factor	NOUN
cana-5032	211	3	model	model	NOUN
cana-5032	211	4	exhibited	exhibit	VERB
cana-5032	211	5	the	the	DET
cana-5032	211	6	underlying	underlie	VERB
cana-5032	211	7	dimensions	dimension	NOUN
cana-5032	211	8	,	,	PUNCT
cana-5032	211	9	adding	add	VERB
cana-5032	211	10	to	to	ADP
cana-5032	211	11	72	72	NUM
cana-5032	211	12	%	%	NOUN
cana-5032	211	13	total	total	ADJ
cana-5032	211	14	variance	variance	NOUN
cana-5032	211	15	in	in	ADP
cana-5032	211	16	investor	investor	NOUN
cana-5032	211	17	behavior	behavior	NOUN
cana-5032	211	18	from	from	ADP
cana-5032	211	19	:	:	PUNCT
cana-5032	211	20	explained	explain	VERB
cana-5032	211	21	variance=72	variance=72	NOUN
cana-5032	211	22	%	%	NOUN
cana-5032	211	23	the	the	DET
cana-5032	211	24	factor	factor	NOUN
cana-5032	211	25	loadings	loading	NOUN
cana-5032	211	26	for	for	ADP
cana-5032	211	27	risk	risk	NOUN
cana-5032	211	28	aversion	aversion	NOUN
cana-5032	211	29	and	and	CCONJ
cana-5032	211	30	impulsivity	impulsivity	NOUN
cana-5032	211	31	were	be	AUX
cana-5032	211	32	particularly	particularly	ADV
cana-5032	211	33	high	high	ADJ
cana-5032	211	34	,	,	PUNCT
cana-5032	211	35	indicating	indicate	VERB
cana-5032	211	36	that	that	SCONJ
cana-5032	211	37	these	these	DET
cana-5032	211	38	traits	trait	NOUN
cana-5032	211	39	most	most	ADV
cana-5032	211	40	strongly	strongly	ADV
cana-5032	211	41	influence	influence	NOUN
cana-5032	211	42	how	how	SCONJ
cana-5032	211	43	investors	investor	NOUN
cana-5032	211	44	make	make	VERB
cana-5032	211	45	decisions	decision	NOUN
cana-5032	211	46	.	.	PUNCT
cana-5032	212	1	the	the	DET
cana-5032	212	2	factor	factor	NOUN
cana-5032	212	3	model	model	NOUN
cana-5032	212	4	is	be	AUX
cana-5032	212	5	represented	represent	VERB
cana-5032	212	6	by	by	ADP
cana-5032	212	7	the	the	DET
cana-5032	212	8	following	follow	VERB
cana-5032	212	9	equation	equation	NOUN
cana-5032	212	10	:	:	PUNCT
cana-5032	212	11	zi	zi	NOUN
cana-5032	212	12	=	=	PUNCT
cana-5032	213	1	λ1f1	λ1f1	PUNCT
cana-5032	214	1	+	+	CCONJ
cana-5032	214	2	λ2f2	λ2f2	PUNCT
cana-5032	215	1	+	+	PUNCT
cana-5032	215	2	⋯	⋯	VERB
cana-5032	215	3	+	+	CCONJ
cana-5032	215	4	λmfm	λmfm	ADV
cana-5032	216	1	+	+	NUM
cana-5032	216	2	ϵi	ϵi	VERB
cana-5032	216	3	equation	equation	NOUN
cana-5032	216	4	4	4	NUM
cana-5032	216	5	where	where	SCONJ
cana-5032	216	6	:	:	PUNCT
cana-5032	216	7	•	•	NUM
cana-5032	216	8	zi	zi	NOUN
cana-5032	216	9	:	:	PUNCT
cana-5032	216	10	observed	observe	VERB
cana-5032	216	11	variable	variable	ADJ
cana-5032	216	12	•	•	NUM
cana-5032	216	13	fm	fm	NOUN
cana-5032	216	14	:	:	PUNCT
cana-5032	216	15	common	common	ADJ
cana-5032	216	16	factor	factor	NOUN
cana-5032	216	17	•	•	ADP
cana-5032	216	18	λ	λ	PROPN
cana-5032	216	19	:	:	PUNCT
cana-5032	216	20	factor	factor	NOUN
cana-5032	216	21	loading	loading	NOUN
cana-5032	216	22	•	•	ADJ
cana-5032	216	23	ϵi	ϵi	NOUN
cana-5032	216	24	:	:	PUNCT
cana-5032	216	25	unique	unique	ADJ
cana-5032	216	26	variance	variance	NOUN
cana-5032	216	27	figure	figure	NOUN
cana-5032	216	28	5	5	NUM
cana-5032	216	29	presents	present	VERB
cana-5032	216	30	the	the	DET
cana-5032	216	31	contributions	contribution	NOUN
cana-5032	216	32	of	of	ADP
cana-5032	216	33	two	two	NUM
cana-5032	216	34	emotional	emotional	ADJ
cana-5032	216	35	personality	personality	NOUN
cana-5032	216	36	traits	trait	NOUN
cana-5032	216	37	,	,	PUNCT
cana-5032	216	38	risk	risk	NOUN
cana-5032	216	39	aversion	aversion	NOUN
cana-5032	216	40	and	and	CCONJ
cana-5032	216	41	impulsivity	impulsivity	NOUN
cana-5032	216	42	,	,	PUNCT
cana-5032	216	43	toward	toward	ADP
cana-5032	216	44	the	the	DET
cana-5032	216	45	behavioral	behavioral	ADJ
cana-5032	216	46	variance	variance	NOUN
cana-5032	216	47	.	.	PUNCT
cana-5032	217	1	the	the	DET
cana-5032	217	2	y	y	NOUN
cana-5032	217	3	-	-	PUNCT
cana-5032	217	4	axis	axis	NOUN
cana-5032	217	5	represents	represent	VERB
cana-5032	217	6	the	the	DET
cana-5032	217	7	percentage	percentage	NOUN
cana-5032	217	8	of	of	ADP
cana-5032	217	9	behavioral	behavioral	ADJ
cana-5032	217	10	variance	variance	NOUN
cana-5032	217	11	,	,	PUNCT
cana-5032	217	12	with	with	ADP
cana-5032	217	13	values	value	NOUN
cana-5032	217	14	up	up	ADP
cana-5032	217	15	to	to	PART
cana-5032	217	16	50	50	NUM
cana-5032	217	17	%	%	NOUN
cana-5032	217	18	,	,	PUNCT
cana-5032	217	19	while	while	SCONJ
cana-5032	217	20	on	on	ADP
cana-5032	217	21	the	the	DET
cana-5032	217	22	x	x	NOUN
cana-5032	217	23	-	-	NOUN
cana-5032	217	24	axis	axis	NOUN
cana-5032	217	25	are	be	AUX
cana-5032	217	26	two	two	NUM
cana-5032	217	27	listed	list	VERB
cana-5032	217	28	traits	trait	NOUN
cana-5032	217	29	.	.	PUNCT
cana-5032	218	1	the	the	DET
cana-5032	218	2	blue	blue	ADJ
cana-5032	218	3	-	-	PUNCT
cana-5032	218	4	colored	colored	ADJ
cana-5032	218	5	bar	bar	NOUN
cana-5032	218	6	for	for	ADP
cana-5032	218	7	risk	risk	NOUN
cana-5032	218	8	aversion	aversion	NOUN
cana-5032	218	9	contributes	contribute	VERB
cana-5032	218	10	about	about	ADP
cana-5032	218	11	38	38	NUM
cana-5032	218	12	%	%	NOUN
cana-5032	218	13	toward	toward	ADP
cana-5032	218	14	behavioral	behavioral	ADJ
cana-5032	218	15	variance	variance	NOUN
cana-5032	218	16	,	,	PUNCT
cana-5032	218	17	whereas	whereas	SCONJ
cana-5032	218	18	the	the	DET
cana-5032	218	19	red	red	ADJ
cana-5032	218	20	bar	bar	NOUN
cana-5032	218	21	for	for	ADP
cana-5032	218	22	impulsivity	impulsivity	NOUN
cana-5032	218	23	accounts	account	NOUN
cana-5032	218	24	for	for	ADP
cana-5032	218	25	about	about	ADV
cana-5032	218	26	33	33	NUM
cana-5032	218	27	%	%	NOUN
cana-5032	218	28	of	of	ADP
cana-5032	218	29	the	the	DET
cana-5032	218	30	same	same	ADJ
cana-5032	218	31	.	.	PUNCT
cana-5032	219	1	that	that	PRON
cana-5032	219	2	suggests	suggest	VERB
cana-5032	219	3	that	that	SCONJ
cana-5032	219	4	risk	risk	NOUN
cana-5032	219	5	aversion	aversion	NOUN
cana-5032	219	6	makes	make	VERB
cana-5032	219	7	a	a	DET
cana-5032	219	8	somewhat	somewhat	ADV
cana-5032	219	9	greater	great	ADJ
cana-5032	219	10	contribution	contribution	NOUN
cana-5032	219	11	to	to	ADP
cana-5032	219	12	behavioral	behavioral	ADJ
cana-5032	219	13	variance	variance	NOUN
cana-5032	219	14	than	than	ADP
cana-5032	219	15	impulsivity	impulsivity	NOUN
cana-5032	219	16	,	,	PUNCT
cana-5032	219	17	although	although	SCONJ
cana-5032	219	18	both	both	PRON
cana-5032	219	19	are	be	AUX
cana-5032	219	20	sizeable	sizeable	ADJ
cana-5032	219	21	contributors	contributor	NOUN
cana-5032	219	22	.	.	PUNCT
cana-5032	220	1	communications	communication	NOUN
cana-5032	220	2	on	on	ADP
cana-5032	220	3	applied	apply	VERB
cana-5032	220	4	nonlinear	nonlinear	ADJ
cana-5032	220	5	analysis	analysis	NOUN
cana-5032	220	6	issn	issn	NOUN
cana-5032	220	7	:	:	PUNCT
cana-5032	220	8	1074	1074	NUM
cana-5032	220	9	-	-	PUNCT
cana-5032	220	10	133x	133x	NUM
cana-5032	220	11	vol	vol	NOUN
cana-5032	220	12	32	32	NUM
cana-5032	220	13	no	no	NOUN
cana-5032	220	14	.	.	PUNCT
cana-5032	221	1	icmasd	icmasd	NOUN
cana-5032	221	2	(	(	PUNCT
cana-5032	221	3	2025	2025	NUM
cana-5032	221	4	)	)	PUNCT
cana-5032	221	5	13	13	NUM
cana-5032	221	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	221	7	figure	figure	NOUN
cana-5032	221	8	5	5	NUM
cana-5032	221	9	.	.	PUNCT
cana-5032	221	10	impact	impact	NOUN
cana-5032	221	11	of	of	ADP
cana-5032	221	12	risk	risk	NOUN
cana-5032	221	13	aversion	aversion	NOUN
cana-5032	221	14	and	and	CCONJ
cana-5032	221	15	impulsivity	impulsivity	NOUN
cana-5032	221	16	on	on	ADP
cana-5032	221	17	behavioral	behavioral	ADJ
cana-5032	221	18	variance	variance	NOUN
cana-5032	221	19	factor	factor	NOUN
cana-5032	221	20	analysis	analysis	NOUN
cana-5032	221	21	can	can	AUX
cana-5032	221	22	identify	identify	VERB
cana-5032	221	23	some	some	DET
cana-5032	221	24	sort	sort	NOUN
cana-5032	221	25	of	of	ADP
cana-5032	221	26	pattern	pattern	NOUN
cana-5032	221	27	or	or	CCONJ
cana-5032	221	28	groups	group	NOUN
cana-5032	221	29	in	in	ADP
cana-5032	221	30	the	the	DET
cana-5032	221	31	data	datum	NOUN
cana-5032	221	32	of	of	ADP
cana-5032	221	33	emotional	emotional	ADJ
cana-5032	221	34	traits	trait	NOUN
cana-5032	221	35	.	.	PUNCT
cana-5032	222	1	for	for	ADP
cana-5032	222	2	example	example	NOUN
cana-5032	222	3	,	,	PUNCT
cana-5032	222	4	it	it	PRON
cana-5032	222	5	may	may	AUX
cana-5032	222	6	show	show	VERB
cana-5032	222	7	that	that	DET
cana-5032	222	8	impulsiveness	impulsiveness	NOUN
cana-5032	222	9	and	and	CCONJ
cana-5032	222	10	risk	risk	NOUN
cana-5032	222	11	aversion	aversion	NOUN
cana-5032	222	12	represent	represent	VERB
cana-5032	222	13	highly	highly	ADV
cana-5032	222	14	correlated	correlate	VERB
cana-5032	222	15	emotional	emotional	ADJ
cana-5032	222	16	traits	trait	NOUN
cana-5032	222	17	that	that	PRON
cana-5032	222	18	may	may	AUX
cana-5032	222	19	be	be	AUX
cana-5032	222	20	combined	combine	VERB
cana-5032	222	21	into	into	ADP
cana-5032	222	22	one	one	NUM
cana-5032	222	23	single	single	ADJ
cana-5032	222	24	factor	factor	NOUN
cana-5032	222	25	,	,	PUNCT
cana-5032	222	26	such	such	ADJ
cana-5032	222	27	as	as	ADP
cana-5032	222	28	"	"	PUNCT
cana-5032	222	29	risk	risk	NOUN
cana-5032	222	30	-	-	PUNCT
cana-5032	222	31	related	relate	VERB
cana-5032	222	32	behavior	behavior	NOUN
cana-5032	222	33	.	.	PUNCT
cana-5032	222	34	"	"	PUNCT
cana-5032	223	1	this	this	DET
cana-5032	223	2	kind	kind	NOUN
cana-5032	223	3	of	of	ADP
cana-5032	223	4	approach	approach	NOUN
cana-5032	223	5	reduces	reduce	VERB
cana-5032	223	6	the	the	DET
cana-5032	223	7	complexity	complexity	NOUN
cana-5032	223	8	of	of	ADP
cana-5032	223	9	having	have	VERB
cana-5032	223	10	multiple	multiple	ADJ
cana-5032	223	11	emotional	emotional	ADJ
cana-5032	223	12	traits	trait	NOUN
cana-5032	223	13	to	to	PART
cana-5032	223	14	deal	deal	VERB
cana-5032	223	15	with	with	ADP
cana-5032	223	16	and	and	CCONJ
cana-5032	223	17	explains	explain	VERB
cana-5032	223	18	72	72	NUM
cana-5032	223	19	%	%	NOUN
cana-5032	223	20	of	of	ADP
cana-5032	223	21	the	the	DET
cana-5032	223	22	behavioral	behavioral	ADJ
cana-5032	223	23	variance	variance	NOUN
cana-5032	223	24	in	in	ADP
cana-5032	223	25	investment	investment	NOUN
cana-5032	223	26	decisions	decision	NOUN
cana-5032	223	27	.	.	PUNCT
cana-5032	224	1	these	these	DET
cana-5032	224	2	results	result	NOUN
cana-5032	224	3	therefore	therefore	ADV
cana-5032	224	4	reflect	reflect	VERB
cana-5032	224	5	the	the	DET
cana-5032	224	6	emotional	emotional	ADJ
cana-5032	224	7	variables	variable	NOUN
cana-5032	224	8	of	of	ADP
cana-5032	224	9	impulsiveness	impulsiveness	NOUN
cana-5032	224	10	and	and	CCONJ
cana-5032	224	11	fear	fear	VERB
cana-5032	224	12	to	to	PART
cana-5032	224	13	be	be	AUX
cana-5032	224	14	the	the	DET
cana-5032	224	15	most	most	ADV
cana-5032	224	16	important	important	ADJ
cana-5032	224	17	factors	factor	NOUN
cana-5032	224	18	in	in	ADP
cana-5032	224	19	the	the	DET
cana-5032	224	20	investment	investment	NOUN
cana-5032	224	21	behavior	behavior	NOUN
cana-5032	224	22	of	of	ADP
cana-5032	224	23	investors	investor	NOUN
cana-5032	224	24	in	in	ADP
cana-5032	224	25	punjab	punjab	PROPN
cana-5032	224	26	.	.	PUNCT
cana-5032	225	1	in	in	ADP
cana-5032	225	2	this	this	DET
cana-5032	225	3	context	context	NOUN
cana-5032	225	4	,	,	PUNCT
cana-5032	225	5	the	the	DET
cana-5032	225	6	knowledge	knowledge	NOUN
cana-5032	225	7	of	of	ADP
cana-5032	225	8	such	such	ADJ
cana-5032	225	9	emotional	emotional	ADJ
cana-5032	225	10	characteristics	characteristic	NOUN
cana-5032	225	11	and	and	CCONJ
cana-5032	225	12	their	their	PRON
cana-5032	225	13	management	management	NOUN
cana-5032	225	14	is	be	AUX
cana-5032	225	15	helpful	helpful	ADJ
cana-5032	225	16	for	for	ADP
cana-5032	225	17	investors	investor	NOUN
cana-5032	225	18	,	,	PUNCT
cana-5032	225	19	along	along	ADP
cana-5032	225	20	with	with	ADP
cana-5032	225	21	demographic	demographic	ADJ
cana-5032	225	22	variables	variable	NOUN
cana-5032	225	23	like	like	ADP
cana-5032	225	24	gender	gender	NOUN
cana-5032	225	25	and	and	CCONJ
cana-5032	225	26	income	income	NOUN
cana-5032	225	27	,	,	PUNCT
cana-5032	225	28	in	in	ADP
cana-5032	225	29	making	make	VERB
cana-5032	225	30	better	well	ADJ
cana-5032	225	31	decisions	decision	NOUN
cana-5032	225	32	.	.	PUNCT
cana-5032	226	1	the	the	DET
cana-5032	226	2	study	study	NOUN
cana-5032	226	3	provides	provide	VERB
cana-5032	226	4	actionable	actionable	ADJ
cana-5032	226	5	insights	insight	NOUN
cana-5032	226	6	into	into	ADP
cana-5032	226	7	how	how	SCONJ
cana-5032	226	8	financial	financial	ADJ
cana-5032	226	9	advisors	advisor	NOUN
cana-5032	226	10	,	,	PUNCT
cana-5032	226	11	policy	policy	NOUN
cana-5032	226	12	makers	maker	NOUN
cana-5032	226	13	,	,	PUNCT
cana-5032	226	14	and	and	CCONJ
cana-5032	226	15	investors	investor	NOUN
cana-5032	226	16	could	could	AUX
cana-5032	226	17	optimize	optimize	VERB
cana-5032	226	18	investment	investment	NOUN
cana-5032	226	19	strategies	strategy	NOUN
cana-5032	226	20	to	to	PART
cana-5032	226	21	minimize	minimize	VERB
cana-5032	226	22	adverse	adverse	ADJ
cana-5032	226	23	effects	effect	NOUN
cana-5032	226	24	of	of	ADP
cana-5032	226	25	emotional	emotional	ADJ
cana-5032	226	26	impulsivity	impulsivity	NOUN
cana-5032	226	27	and	and	CCONJ
cana-5032	226	28	market	market	NOUN
cana-5032	226	29	volatility	volatility	NOUN
cana-5032	226	30	on	on	ADP
cana-5032	226	31	investment	investment	NOUN
cana-5032	226	32	success	success	NOUN
cana-5032	226	33	.	.	PUNCT
cana-5032	227	1	6	6	X
cana-5032	227	2	.	.	X
cana-5032	227	3	discussion	discussion	NOUN
cana-5032	227	4	the	the	DET
cana-5032	227	5	present	present	ADJ
cana-5032	227	6	study	study	NOUN
cana-5032	227	7	has	have	VERB
cana-5032	227	8	,	,	PUNCT
cana-5032	227	9	therefore	therefore	ADV
cana-5032	227	10	,	,	PUNCT
cana-5032	227	11	been	be	AUX
cana-5032	227	12	undertaken	undertake	VERB
cana-5032	227	13	to	to	PART
cana-5032	227	14	study	study	VERB
cana-5032	227	15	the	the	DET
cana-5032	227	16	role	role	NOUN
cana-5032	227	17	of	of	ADP
cana-5032	227	18	emotional	emotional	ADJ
cana-5032	227	19	finance	finance	NOUN
cana-5032	227	20	in	in	ADP
cana-5032	227	21	shaping	shape	VERB
cana-5032	227	22	investment	investment	NOUN
cana-5032	227	23	behavior	behavior	NOUN
cana-5032	227	24	among	among	ADP
cana-5032	227	25	investors	investor	NOUN
cana-5032	227	26	in	in	ADP
cana-5032	227	27	punjab	punjab	PROPN
cana-5032	227	28	,	,	PUNCT
cana-5032	227	29	focusing	focus	VERB
cana-5032	227	30	on	on	ADP
cana-5032	227	31	main	main	ADJ
cana-5032	227	32	emotional	emotional	ADJ
cana-5032	227	33	traits	trait	NOUN
cana-5032	227	34	such	such	ADJ
cana-5032	227	35	as	as	ADP
cana-5032	227	36	fear	fear	NOUN
cana-5032	227	37	,	,	PUNCT
cana-5032	227	38	overconfidence	overconfidence	NOUN
cana-5032	227	39	,	,	PUNCT
cana-5032	227	40	and	and	CCONJ
cana-5032	227	41	impulsivity	impulsivity	NOUN
cana-5032	227	42	.	.	PUNCT
cana-5032	228	1	it	it	PRON
cana-5032	228	2	reveals	reveal	VERB
cana-5032	228	3	that	that	SCONJ
cana-5032	228	4	fear	fear	NOUN
cana-5032	228	5	significantly	significantly	ADV
cana-5032	228	6	influences	influence	VERB
cana-5032	228	7	risk	risk	NOUN
cana-5032	228	8	-	-	PUNCT
cana-5032	228	9	averse	averse	ADJ
cana-5032	228	10	decisions	decision	NOUN
cana-5032	228	11	,	,	PUNCT
cana-5032	228	12	while	while	SCONJ
cana-5032	228	13	overconfidence	overconfidence	NOUN
cana-5032	228	14	,	,	PUNCT
cana-5032	228	15	especially	especially	ADV
cana-5032	228	16	among	among	ADP
cana-5032	228	17	males	male	NOUN
cana-5032	228	18	,	,	PUNCT
cana-5032	228	19	leads	lead	VERB
cana-5032	228	20	to	to	ADP
cana-5032	228	21	excessive	excessive	ADJ
cana-5032	228	22	risk	risk	NOUN
cana-5032	228	23	-	-	PUNCT
cana-5032	228	24	taking	taking	NOUN
cana-5032	228	25	and	and	CCONJ
cana-5032	228	26	impulsivity	impulsivity	NOUN
cana-5032	228	27	fosters	foster	VERB
cana-5032	228	28	spontaneous	spontaneous	ADJ
cana-5032	228	29	decision	decision	NOUN
cana-5032	228	30	-	-	PUNCT
cana-5032	228	31	making	making	NOUN
cana-5032	228	32	.	.	PUNCT
cana-5032	229	1	using	use	VERB
cana-5032	229	2	various	various	ADJ
cana-5032	229	3	statistical	statistical	ADJ
cana-5032	229	4	tools	tool	NOUN
cana-5032	229	5	such	such	ADJ
cana-5032	229	6	as	as	ADP
cana-5032	229	7	chi	chi	ADJ
cana-5032	229	8	-	-	PUNCT
cana-5032	229	9	square	square	NOUN
cana-5032	229	10	analysis	analysis	NOUN
cana-5032	229	11	,	,	PUNCT
cana-5032	229	12	anova	anova	PROPN
cana-5032	229	13	,	,	PUNCT
cana-5032	229	14	and	and	CCONJ
cana-5032	229	15	regression	regression	VERB
cana-5032	229	16	analysis	analysis	NOUN
cana-5032	229	17	,	,	PUNCT
cana-5032	229	18	the	the	DET
cana-5032	229	19	regional	regional	ADJ
cana-5032	229	20	and	and	CCONJ
cana-5032	229	21	demographic	demographic	ADJ
cana-5032	229	22	influence	influence	NOUN
cana-5032	229	23	—	—	PUNCT
cana-5032	229	24	for	for	ADP
cana-5032	229	25	instance	instance	NOUN
cana-5032	229	26	,	,	PUNCT
cana-5032	229	27	gender	gender	NOUN
cana-5032	229	28	and	and	CCONJ
cana-5032	229	29	income	income	NOUN
cana-5032	229	30	—	—	PUNCT
cana-5032	229	31	of	of	ADP
cana-5032	229	32	these	these	DET
cana-5032	229	33	tendencies	tendency	NOUN
cana-5032	229	34	reveals	reveal	VERB
cana-5032	229	35	that	that	SCONJ
cana-5032	229	36	the	the	DET
cana-5032	229	37	trait	trait	NOUN
cana-5032	229	38	of	of	ADP
cana-5032	229	39	emotional	emotional	ADJ
cana-5032	229	40	regulation	regulation	NOUN
cana-5032	229	41	shows	show	NOUN
cana-5032	229	42	as	as	ADP
cana-5032	229	43	a	a	DET
cana-5032	229	44	surefire	surefire	NOUN
cana-5032	229	45	predictor	predictor	NOUN
cana-5032	229	46	of	of	ADP
cana-5032	229	47	success	success	NOUN
cana-5032	229	48	in	in	ADP
cana-5032	229	49	this	this	DET
cana-5032	229	50	sphere	sphere	NOUN
cana-5032	229	51	of	of	ADP
cana-5032	229	52	investment	investment	NOUN
cana-5032	229	53	.	.	PUNCT
cana-5032	230	1	the	the	DET
cana-5032	230	2	implication	implication	NOUN
cana-5032	230	3	is	be	AUX
cana-5032	230	4	thus	thus	ADV
cana-5032	230	5	to	to	PART
cana-5032	230	6	encourage	encourage	VERB
cana-5032	230	7	people	people	NOUN
cana-5032	230	8	to	to	PART
cana-5032	230	9	balance	balance	VERB
cana-5032	230	10	the	the	DET
cana-5032	230	11	emotional	emotional	ADJ
cana-5032	230	12	bias	bias	NOUN
cana-5032	230	13	by	by	ADP
cana-5032	230	14	strengthening	strengthen	VERB
cana-5032	230	15	their	their	PRON
cana-5032	230	16	financial	financial	ADJ
cana-5032	230	17	literacy	literacy	NOUN
cana-5032	230	18	,	,	PUNCT
cana-5032	230	19	customized	customized	ADJ
cana-5032	230	20	strategy	strategy	NOUN
cana-5032	230	21	,	,	PUNCT
cana-5032	230	22	and	and	CCONJ
cana-5032	230	23	controlling	control	VERB
cana-5032	230	24	communications	communication	NOUN
cana-5032	230	25	on	on	ADP
cana-5032	230	26	applied	apply	VERB
cana-5032	230	27	nonlinear	nonlinear	ADJ
cana-5032	230	28	analysis	analysis	NOUN
cana-5032	230	29	issn	issn	NOUN
cana-5032	230	30	:	:	PUNCT
cana-5032	230	31	1074	1074	NUM
cana-5032	230	32	-	-	PUNCT
cana-5032	230	33	133x	133x	NUM
cana-5032	230	34	vol	vol	NOUN
cana-5032	230	35	32	32	NUM
cana-5032	230	36	no	no	NOUN
cana-5032	230	37	.	.	PUNCT
cana-5032	231	1	icmasd	icmasd	NOUN
cana-5032	231	2	(	(	PUNCT
cana-5032	231	3	2025	2025	NUM
cana-5032	231	4	)	)	PUNCT
cana-5032	231	5	14	14	NUM
cana-5032	231	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	231	7	emotional	emotional	ADJ
cana-5032	231	8	regulation	regulation	NOUN
cana-5032	231	9	within	within	ADP
cana-5032	231	10	the	the	DET
cana-5032	231	11	boundaries	boundary	NOUN
cana-5032	231	12	necessary	necessary	ADJ
cana-5032	231	13	to	to	PART
cana-5032	231	14	promote	promote	VERB
cana-5032	231	15	good	good	ADJ
cana-5032	231	16	decision	decision	NOUN
cana-5032	231	17	-	-	PUNCT
cana-5032	231	18	making	making	NOUN
cana-5032	231	19	for	for	ADP
cana-5032	231	20	an	an	DET
cana-5032	231	21	ideal	ideal	ADJ
cana-5032	231	22	investment	investment	NOUN
cana-5032	231	23	.	.	PUNCT
cana-5032	232	1	7	7	X
cana-5032	232	2	.	.	X
cana-5032	232	3	conclusion	conclusion	NOUN
cana-5032	232	4	this	this	DET
cana-5032	232	5	research	research	NOUN
cana-5032	232	6	explores	explore	VERB
cana-5032	232	7	the	the	DET
cana-5032	232	8	deep	deep	ADJ
cana-5032	232	9	influence	influence	NOUN
cana-5032	232	10	of	of	ADP
cana-5032	232	11	emotional	emotional	ADJ
cana-5032	232	12	finance	finance	NOUN
cana-5032	232	13	on	on	ADP
cana-5032	232	14	investors	investor	NOUN
cana-5032	232	15	in	in	ADP
cana-5032	232	16	punjab	punjab	NOUN
cana-5032	232	17	for	for	ADP
cana-5032	232	18	their	their	PRON
cana-5032	232	19	emotional	emotional	ADJ
cana-5032	232	20	traits	trait	NOUN
cana-5032	232	21	,	,	PUNCT
cana-5032	232	22	which	which	PRON
cana-5032	232	23	include	include	VERB
cana-5032	232	24	fear	fear	NOUN
cana-5032	232	25	,	,	PUNCT
cana-5032	232	26	overconfidence	overconfidence	NOUN
cana-5032	232	27	,	,	PUNCT
cana-5032	232	28	and	and	CCONJ
cana-5032	232	29	impulsivity	impulsivity	NOUN
cana-5032	232	30	.	.	PUNCT
cana-5032	233	1	it	it	PRON
cana-5032	233	2	is	be	AUX
cana-5032	233	3	the	the	DET
cana-5032	233	4	case	case	NOUN
cana-5032	233	5	that	that	SCONJ
cana-5032	233	6	with	with	ADP
cana-5032	233	7	emotions	emotion	NOUN
cana-5032	233	8	,	,	PUNCT
cana-5032	233	9	usually	usually	ADV
cana-5032	233	10	very	very	ADV
cana-5032	233	11	critical	critical	ADJ
cana-5032	233	12	influences	influence	NOUN
cana-5032	233	13	can	can	AUX
cana-5032	233	14	be	be	AUX
cana-5032	233	15	seen	see	VERB
cana-5032	233	16	on	on	ADP
cana-5032	233	17	investment	investment	NOUN
cana-5032	233	18	decisions	decision	NOUN
cana-5032	233	19	which	which	PRON
cana-5032	233	20	make	make	VERB
cana-5032	233	21	investors	investor	NOUN
cana-5032	233	22	behave	behave	VERB
cana-5032	233	23	rather	rather	ADV
cana-5032	233	24	irrationally	irrationally	ADV
cana-5032	233	25	with	with	ADP
cana-5032	233	26	the	the	DET
cana-5032	233	27	results	result	NOUN
cana-5032	233	28	obtained	obtain	VERB
cana-5032	233	29	.	.	PUNCT
cana-5032	234	1	descriptive	descriptive	ADJ
cana-5032	234	2	statistics	statistic	NOUN
cana-5032	234	3	offer	offer	VERB
cana-5032	234	4	that	that	SCONJ
cana-5032	234	5	62	62	NUM
cana-5032	234	6	%	%	NOUN
cana-5032	234	7	of	of	ADP
cana-5032	234	8	investors	investor	NOUN
cana-5032	234	9	are	be	AUX
cana-5032	234	10	influenced	influence	VERB
cana-5032	234	11	by	by	ADP
cana-5032	234	12	fear	fear	NOUN
cana-5032	234	13	,	,	PUNCT
cana-5032	234	14	58	58	NUM
cana-5032	234	15	%	%	NOUN
cana-5032	234	16	are	be	AUX
cana-5032	234	17	overconfident	overconfident	ADJ
cana-5032	234	18	,	,	PUNCT
cana-5032	234	19	and	and	CCONJ
cana-5032	234	20	53	53	NUM
cana-5032	234	21	%	%	NOUN
cana-5032	234	22	are	be	AUX
cana-5032	234	23	impulse	impulse	ADJ
cana-5032	234	24	in	in	ADP
cana-5032	234	25	decision	decision	NOUN
cana-5032	234	26	-	-	PUNCT
cana-5032	234	27	making	making	NOUN
cana-5032	234	28	.	.	PUNCT
cana-5032	235	1	the	the	DET
cana-5032	235	2	chisquare	chisquare	NOUN
cana-5032	235	3	results	result	NOUN
cana-5032	235	4	show	show	VERB
cana-5032	235	5	that	that	SCONJ
cana-5032	235	6	gender	gender	NOUN
cana-5032	235	7	and	and	CCONJ
cana-5032	235	8	overconfidence	overconfidence	NOUN
cana-5032	235	9	are	be	AUX
cana-5032	235	10	related	relate	VERB
cana-5032	235	11	,	,	PUNCT
cana-5032	235	12	where	where	SCONJ
cana-5032	235	13	male	male	ADJ
cana-5032	235	14	investors	investor	NOUN
cana-5032	235	15	are	be	AUX
cana-5032	235	16	more	more	ADV
cana-5032	235	17	likely	likely	ADJ
cana-5032	235	18	to	to	PART
cana-5032	235	19	be	be	AUX
cana-5032	235	20	overconfident	overconfident	ADJ
cana-5032	235	21	of	of	ADP
cana-5032	235	22	their	their	PRON
cana-5032	235	23	abilities	ability	NOUN
cana-5032	235	24	,	,	PUNCT
cana-5032	235	25	leading	lead	VERB
cana-5032	235	26	to	to	ADP
cana-5032	235	27	higher	high	ADJ
cana-5032	235	28	willingness	willingness	NOUN
cana-5032	235	29	in	in	ADP
cana-5032	235	30	risk	risk	NOUN
cana-5032	235	31	-	-	PUNCT
cana-5032	235	32	taking	taking	NOUN
cana-5032	235	33	(	(	PUNCT
cana-5032	235	34	χ2=7.32	χ2=7.32	NOUN
cana-5032	235	35	,	,	PUNCT
cana-5032	235	36	p<0.05	p<0.05	NOUN
cana-5032	235	37	)	)	PUNCT
cana-5032	235	38	.	.	PUNCT
cana-5032	236	1	besides	besides	SCONJ
cana-5032	236	2	,	,	PUNCT
cana-5032	236	3	the	the	DET
cana-5032	236	4	anova	anova	PROPN
cana-5032	236	5	results	result	NOUN
cana-5032	236	6	from	from	ADP
cana-5032	236	7	regional	regional	ADJ
cana-5032	236	8	data	datum	NOUN
cana-5032	236	9	indicate	indicate	VERB
cana-5032	236	10	that	that	SCONJ
cana-5032	236	11	emotional	emotional	ADJ
cana-5032	236	12	traits	trait	NOUN
cana-5032	236	13	differ	differ	VERB
cana-5032	236	14	significantly	significantly	ADV
cana-5032	236	15	across	across	ADP
cana-5032	236	16	regions	region	NOUN
cana-5032	236	17	within	within	ADP
cana-5032	236	18	punjab	punjab	NOUN
cana-5032	236	19	,	,	PUNCT
cana-5032	236	20	with	with	ADP
cana-5032	236	21	impulsivity	impulsivity	NOUN
cana-5032	236	22	being	be	AUX
cana-5032	236	23	most	most	ADV
cana-5032	236	24	pronounced	pronounce	VERB
cana-5032	236	25	among	among	ADP
cana-5032	236	26	investors	investor	NOUN
cana-5032	236	27	from	from	ADP
cana-5032	236	28	doaba	doaba	PROPN
cana-5032	236	29	and	and	CCONJ
cana-5032	236	30	fear	fear	NOUN
cana-5032	236	31	least	least	ADJ
cana-5032	236	32	expressed	express	VERB
cana-5032	236	33	by	by	ADP
cana-5032	236	34	investors	investor	NOUN
cana-5032	236	35	from	from	ADP
cana-5032	236	36	majha	majha	NOUN
cana-5032	236	37	(	(	PUNCT
cana-5032	236	38	f=4.56	f=4.56	VERB
cana-5032	236	39	,	,	PUNCT
cana-5032	236	40	p<0.05	p<0.05	NOUN
cana-5032	236	41	)	)	PUNCT
cana-5032	236	42	.	.	PUNCT
cana-5032	237	1	in	in	ADP
cana-5032	237	2	a	a	DET
cana-5032	237	3	study	study	NOUN
cana-5032	237	4	,	,	PUNCT
cana-5032	237	5	the	the	DET
cana-5032	237	6	major	major	ADJ
cana-5032	237	7	predictors	predictor	NOUN
cana-5032	237	8	of	of	ADP
cana-5032	237	9	investment	investment	NOUN
cana-5032	237	10	success	success	NOUN
cana-5032	237	11	that	that	PRON
cana-5032	237	12	have	have	AUX
cana-5032	237	13	been	be	AUX
cana-5032	237	14	proved	prove	VERB
cana-5032	237	15	through	through	ADP
cana-5032	237	16	regression	regression	NOUN
cana-5032	237	17	analysis	analysis	NOUN
cana-5032	237	18	are	be	AUX
cana-5032	237	19	emotional	emotional	ADJ
cana-5032	237	20	control	control	NOUN
cana-5032	237	21	and	and	CCONJ
cana-5032	237	22	demographic	demographic	ADJ
cana-5032	237	23	variables	variable	NOUN
cana-5032	237	24	of	of	ADP
cana-5032	237	25	age	age	NOUN
cana-5032	237	26	,	,	PUNCT
cana-5032	237	27	gender	gender	NOUN
cana-5032	237	28	,	,	PUNCT
cana-5032	237	29	and	and	CCONJ
cana-5032	237	30	income	income	NOUN
cana-5032	237	31	,	,	PUNCT
cana-5032	237	32	explaining	explain	VERB
cana-5032	237	33	65	65	NUM
cana-5032	237	34	%	%	NOUN
cana-5032	237	35	of	of	ADP
cana-5032	237	36	variance	variance	NOUN
cana-5032	237	37	(	(	PUNCT
cana-5032	237	38	r2=0.65	r2=0.65	NOUN
cana-5032	237	39	)	)	PUNCT
cana-5032	237	40	.	.	PUNCT
cana-5032	238	1	factor	factor	NOUN
cana-5032	238	2	analysis	analysis	NOUN
cana-5032	238	3	is	be	AUX
cana-5032	238	4	summarizing	summarize	VERB
cana-5032	238	5	the	the	DET
cana-5032	238	6	complicated	complicated	ADJ
cana-5032	238	7	emotional	emotional	ADJ
cana-5032	238	8	characteristics	characteristic	NOUN
cana-5032	238	9	into	into	ADP
cana-5032	238	10	only	only	ADV
cana-5032	238	11	a	a	DET
cana-5032	238	12	few	few	ADJ
cana-5032	238	13	major	major	ADJ
cana-5032	238	14	dimensions	dimension	NOUN
cana-5032	238	15	,	,	PUNCT
cana-5032	238	16	for	for	ADP
cana-5032	238	17	instance	instance	NOUN
cana-5032	238	18	,	,	PUNCT
cana-5032	238	19	risk	risk	NOUN
cana-5032	238	20	aversion	aversion	NOUN
cana-5032	238	21	and	and	CCONJ
cana-5032	238	22	impulsivity	impulsivity	NOUN
cana-5032	238	23	,	,	PUNCT
cana-5032	238	24	which	which	PRON
cana-5032	238	25	describe	describe	VERB
cana-5032	238	26	72	72	NUM
cana-5032	238	27	%	%	NOUN
cana-5032	238	28	of	of	ADP
cana-5032	238	29	the	the	DET
cana-5032	238	30	variance	variance	NOUN
cana-5032	238	31	of	of	ADP
cana-5032	238	32	behaviors	behavior	NOUN
cana-5032	238	33	.	.	PUNCT
cana-5032	239	1	these	these	DET
cana-5032	239	2	results	result	NOUN
cana-5032	239	3	reflect	reflect	VERB
cana-5032	239	4	the	the	DET
cana-5032	239	5	challenges	challenge	NOUN
cana-5032	239	6	of	of	ADP
cana-5032	239	7	emotional	emotional	ADJ
cana-5032	239	8	impulsiveness	impulsiveness	NOUN
cana-5032	239	9	and	and	CCONJ
cana-5032	239	10	market	market	NOUN
cana-5032	239	11	volatility	volatility	NOUN
cana-5032	239	12	,	,	PUNCT
cana-5032	239	13	which	which	PRON
cana-5032	239	14	require	require	VERB
cana-5032	239	15	emotional	emotional	ADJ
cana-5032	239	16	control	control	NOUN
cana-5032	239	17	and	and	CCONJ
cana-5032	239	18	disciplined	discipline	VERB
cana-5032	239	19	financial	financial	ADJ
cana-5032	239	20	strategies	strategy	NOUN
cana-5032	239	21	.	.	PUNCT
cana-5032	240	1	the	the	DET
cana-5032	240	2	research	research	NOUN
cana-5032	240	3	findings	finding	NOUN
cana-5032	240	4	conclude	conclude	VERB
cana-5032	240	5	that	that	SCONJ
cana-5032	240	6	to	to	PART
cana-5032	240	7	achieve	achieve	VERB
cana-5032	240	8	improved	improved	ADJ
cana-5032	240	9	investment	investment	NOUN
cana-5032	240	10	outcomes	outcome	NOUN
cana-5032	240	11	,	,	PUNCT
cana-5032	240	12	emotional	emotional	ADJ
cana-5032	240	13	bias	bias	NOUN
cana-5032	240	14	must	must	AUX
cana-5032	240	15	be	be	AUX
cana-5032	240	16	understood	understand	VERB
cana-5032	240	17	and	and	CCONJ
cana-5032	240	18	managed	manage	VERB
cana-5032	240	19	.	.	PUNCT
cana-5032	241	1	it	it	PRON
cana-5032	241	2	is	be	AUX
cana-5032	241	3	a	a	DET
cana-5032	241	4	signal	signal	NOUN
cana-5032	241	5	for	for	SCONJ
cana-5032	241	6	investors	investor	NOUN
cana-5032	241	7	,	,	PUNCT
cana-5032	241	8	financial	financial	ADJ
cana-5032	241	9	advisers	adviser	NOUN
cana-5032	241	10	,	,	PUNCT
cana-5032	241	11	and	and	CCONJ
cana-5032	241	12	policymakers	policymaker	NOUN
cana-5032	241	13	to	to	PART
cana-5032	241	14	implement	implement	VERB
cana-5032	241	15	target	target	NOUN
cana-5032	241	16	-	-	PUNCT
cana-5032	241	17	oriented	orient	VERB
cana-5032	241	18	emotional	emotional	ADJ
cana-5032	241	19	literacy	literacy	NOUN
cana-5032	241	20	programs	program	NOUN
cana-5032	241	21	and	and	CCONJ
cana-5032	241	22	financial	financial	ADJ
cana-5032	241	23	strategies	strategy	NOUN
cana-5032	241	24	in	in	ADP
cana-5032	241	25	such	such	DET
cana-5032	241	26	a	a	DET
cana-5032	241	27	way	way	NOUN
cana-5032	241	28	that	that	PRON
cana-5032	241	29	the	the	DET
cana-5032	241	30	detrimental	detrimental	ADJ
cana-5032	241	31	impacts	impact	NOUN
cana-5032	241	32	of	of	ADP
cana-5032	241	33	emotional	emotional	ADJ
cana-5032	241	34	decisionmaking	decisionmaking	NOUN
cana-5032	241	35	are	be	AUX
cana-5032	241	36	reduced	reduce	VERB
cana-5032	241	37	and	and	CCONJ
cana-5032	241	38	rational	rational	ADJ
cana-5032	241	39	investment	investment	NOUN
cana-5032	241	40	behavior	behavior	NOUN
cana-5032	241	41	is	be	AUX
cana-5032	241	42	induced	induce	VERB
cana-5032	241	43	.	.	PUNCT
cana-5032	242	1	acknowledgment	acknowledgment	NOUN
cana-5032	242	2	we	we	PRON
cana-5032	242	3	are	be	AUX
cana-5032	242	4	thankful	thankful	ADJ
cana-5032	242	5	to	to	ADP
cana-5032	242	6	ct	ct	PROPN
cana-5032	242	7	university	university	PROPN
cana-5032	242	8	,	,	PUNCT
cana-5032	242	9	punjab	punjab	ADJ
cana-5032	242	10	,	,	PUNCT
cana-5032	242	11	for	for	ADP
cana-5032	242	12	relentless	relentless	ADJ
cana-5032	242	13	academic	academic	ADJ
cana-5032	242	14	and	and	CCONJ
cana-5032	242	15	infrastructural	infrastructural	ADJ
cana-5032	242	16	support	support	NOUN
cana-5032	242	17	provided	provide	VERB
cana-5032	242	18	toward	toward	ADP
cana-5032	242	19	this	this	DET
cana-5032	242	20	research	research	NOUN
cana-5032	242	21	.	.	PUNCT
cana-5032	243	1	our	our	PRON
cana-5032	243	2	sincere	sincere	ADJ
cana-5032	243	3	gratitude	gratitude	NOUN
cana-5032	243	4	goes	go	VERB
cana-5032	243	5	out	out	ADP
cana-5032	243	6	to	to	ADP
cana-5032	243	7	all	all	DET
cana-5032	243	8	the	the	DET
cana-5032	243	9	respondents	respondent	NOUN
cana-5032	243	10	from	from	ADP
cana-5032	243	11	the	the	DET
cana-5032	243	12	regions	region	NOUN
cana-5032	243	13	of	of	ADP
cana-5032	243	14	majha	majha	NOUN
cana-5032	243	15	,	,	PUNCT
cana-5032	243	16	malwa	malwa	NOUN
cana-5032	243	17	,	,	PUNCT
cana-5032	243	18	and	and	CCONJ
cana-5032	243	19	doaba	doaba	PROPN
cana-5032	243	20	,	,	PUNCT
cana-5032	243	21	for	for	ADP
cana-5032	243	22	their	their	PRON
cana-5032	243	23	insight	insight	NOUN
cana-5032	243	24	and	and	CCONJ
cana-5032	243	25	cooperation	cooperation	NOUN
cana-5032	243	26	that	that	PRON
cana-5032	243	27	made	make	VERB
cana-5032	243	28	it	it	PRON
cana-5032	243	29	possible	possible	ADJ
cana-5032	243	30	to	to	PART
cana-5032	243	31	undertake	undertake	VERB
cana-5032	243	32	this	this	DET
cana-5032	243	33	study	study	NOUN
cana-5032	243	34	.	.	PUNCT
cana-5032	244	1	special	special	ADJ
cana-5032	244	2	thanks	thank	NOUN
cana-5032	244	3	go	go	VERB
cana-5032	244	4	to	to	ADP
cana-5032	244	5	dr	dr	PROPN
cana-5032	244	6	.	.	PROPN
cana-5032	244	7	jasdeep	jasdeep	PROPN
cana-5032	244	8	kaur	kaur	PROPN
cana-5032	244	9	dhami	dhami	NOUN
cana-5032	244	10	for	for	ADP
cana-5032	244	11	her	her	PRON
cana-5032	244	12	expert	expert	NOUN
cana-5032	244	13	guidance	guidance	NOUN
cana-5032	244	14	and	and	CCONJ
cana-5032	244	15	unwavering	unwavering	ADJ
cana-5032	244	16	support	support	NOUN
cana-5032	244	17	in	in	ADP
cana-5032	244	18	the	the	DET
cana-5032	244	19	construction	construction	NOUN
cana-5032	244	20	of	of	ADP
cana-5032	244	21	this	this	DET
cana-5032	244	22	work	work	NOUN
cana-5032	244	23	.	.	PUNCT
cana-5032	245	1	references	reference	NOUN
cana-5032	245	2	1	1	NUM
cana-5032	245	3	.	.	PUNCT
cana-5032	245	4	ul	ul	PROPN
cana-5032	245	5	mateen	mateen	PROPN
cana-5032	245	6	,	,	PUNCT
cana-5032	245	7	a.	a.	PROPN
cana-5032	245	8	,	,	PUNCT
cana-5032	245	9	nisar	nisar	PROPN
cana-5032	245	10	,	,	PUNCT
cana-5032	245	11	q.	q.	PROPN
cana-5032	245	12	a.	a.	PROPN
cana-5032	245	13	,	,	PUNCT
cana-5032	245	14	&	&	CCONJ
cana-5032	245	15	nasir	nasir	PROPN
cana-5032	245	16	,	,	PUNCT
cana-5032	245	17	n.	n.	PROPN
cana-5032	245	18	(	(	PUNCT
cana-5032	245	19	2023	2023	NUM
cana-5032	245	20	)	)	PUNCT
cana-5032	245	21	.	.	PUNCT
cana-5032	246	1	fostering	foster	VERB
cana-5032	246	2	pro	pro	ADJ
cana-5032	246	3	-	-	ADJ
cana-5032	246	4	environmental	environmental	ADJ
cana-5032	246	5	behaviors	behavior	NOUN
cana-5032	246	6	in	in	ADP
cana-5032	246	7	the	the	DET
cana-5032	246	8	healthcare	healthcare	NOUN
cana-5032	246	9	organizations	organization	NOUN
cana-5032	246	10	:	:	PUNCT
cana-5032	246	11	an	an	DET
cana-5032	246	12	empirical	empirical	ADJ
cana-5032	246	13	analysis	analysis	NOUN
cana-5032	246	14	of	of	ADP
cana-5032	246	15	psychological	psychological	ADJ
cana-5032	246	16	and	and	CCONJ
cana-5032	246	17	strategic	strategic	ADJ
cana-5032	246	18	factors	factor	NOUN
cana-5032	246	19	.	.	PUNCT
cana-5032	247	1	asia	asia	PROPN
cana-5032	247	2	pacific	pacific	PROPN
cana-5032	247	3	management	management	PROPN
cana-5032	247	4	review	review	PROPN
cana-5032	247	5	,	,	PUNCT
cana-5032	247	6	28(1	28(1	NOUN
cana-5032	247	7	)	)	PUNCT
cana-5032	247	8	,	,	PUNCT
cana-5032	247	9	13	13	NUM
cana-5032	247	10	-	-	SYM
cana-5032	247	11	23	23	NUM
cana-5032	247	12	.	.	PUNCT
cana-5032	248	1	2	2	X
cana-5032	248	2	.	.	X
cana-5032	248	3	guhn	guhn	NOUN
cana-5032	248	4	,	,	PUNCT
cana-5032	248	5	m.	m.	NOUN
cana-5032	248	6	,	,	PUNCT
cana-5032	248	7	emerson	emerson	PROPN
cana-5032	248	8	,	,	PUNCT
cana-5032	248	9	s.	s.	PROPN
cana-5032	248	10	d.	d.	PROPN
cana-5032	248	11	,	,	PUNCT
cana-5032	248	12	mahdaviani	mahdaviani	PROPN
cana-5032	248	13	,	,	PUNCT
cana-5032	248	14	d.	d.	PROPN
cana-5032	248	15	,	,	PUNCT
cana-5032	248	16	&	&	CCONJ
cana-5032	248	17	gadermann	gadermann	PROPN
cana-5032	248	18	,	,	PUNCT
cana-5032	248	19	a.	a.	NOUN
cana-5032	248	20	m.	m.	NOUN
cana-5032	248	21	(	(	PUNCT
cana-5032	248	22	2020	2020	NUM
cana-5032	248	23	)	)	PUNCT
cana-5032	248	24	.	.	PUNCT
cana-5032	249	1	associations	association	NOUN
cana-5032	249	2	of	of	ADP
cana-5032	249	3	birth	birth	NOUN
cana-5032	249	4	factors	factor	NOUN
cana-5032	249	5	and	and	CCONJ
cana-5032	249	6	socio	socio	NOUN
cana-5032	249	7	-	-	PUNCT
cana-5032	249	8	economic	economic	ADJ
cana-5032	249	9	status	status	NOUN
cana-5032	249	10	with	with	ADP
cana-5032	249	11	indicators	indicator	NOUN
cana-5032	249	12	of	of	ADP
cana-5032	249	13	early	early	ADJ
cana-5032	249	14	emotional	emotional	ADJ
cana-5032	249	15	development	development	NOUN
cana-5032	249	16	and	and	CCONJ
cana-5032	249	17	mental	mental	ADJ
cana-5032	249	18	health	health	NOUN
cana-5032	249	19	in	in	ADP
cana-5032	249	20	childhood	childhood	NOUN
cana-5032	249	21	:	:	PUNCT
cana-5032	249	22	a	a	DET
cana-5032	249	23	population	population	NOUN
cana-5032	249	24	-	-	PUNCT
cana-5032	249	25	based	base	VERB
cana-5032	249	26	linkage	linkage	NOUN
cana-5032	249	27	study	study	NOUN
cana-5032	249	28	.	.	PUNCT
cana-5032	250	1	child	child	NOUN
cana-5032	250	2	psychiatry	psychiatry	PROPN
cana-5032	250	3	&	&	CCONJ
cana-5032	250	4	human	human	PROPN
cana-5032	250	5	development	development	PROPN
cana-5032	250	6	,	,	PUNCT
cana-5032	250	7	51(1	51(1	NUM
cana-5032	250	8	)	)	PUNCT
cana-5032	250	9	,	,	PUNCT
cana-5032	250	10	80	80	NUM
cana-5032	250	11	-	-	SYM
cana-5032	250	12	93	93	NUM
cana-5032	250	13	.	.	PUNCT
cana-5032	251	1	3	3	X
cana-5032	251	2	.	.	X
cana-5032	251	3	sood	sood	PROPN
cana-5032	251	4	,	,	PUNCT
cana-5032	251	5	p.	p.	PROPN
cana-5032	251	6	,	,	PUNCT
cana-5032	251	7	&	&	CCONJ
cana-5032	251	8	bhushan	bhushan	PROPN
cana-5032	251	9	,	,	PUNCT
cana-5032	251	10	p.	p.	NOUN
cana-5032	251	11	(	(	PUNCT
cana-5032	251	12	2020	2020	NUM
cana-5032	251	13	)	)	PUNCT
cana-5032	251	14	.	.	PUNCT
cana-5032	252	1	a	a	DET
cana-5032	252	2	structured	structured	ADJ
cana-5032	252	3	review	review	NOUN
cana-5032	252	4	and	and	CCONJ
cana-5032	252	5	theme	theme	NOUN
cana-5032	252	6	analysis	analysis	NOUN
cana-5032	252	7	of	of	ADP
cana-5032	252	8	financial	financial	ADJ
cana-5032	252	9	frauds	fraud	NOUN
cana-5032	252	10	in	in	ADP
cana-5032	252	11	the	the	DET
cana-5032	252	12	banking	banking	NOUN
cana-5032	252	13	industry	industry	NOUN
cana-5032	252	14	.	.	PUNCT
cana-5032	253	1	asian	asian	ADJ
cana-5032	253	2	journal	journal	PROPN
cana-5032	253	3	of	of	ADP
cana-5032	253	4	business	business	NOUN
cana-5032	253	5	ethics	ethic	NOUN
cana-5032	253	6	,	,	PUNCT
cana-5032	253	7	9	9	NUM
cana-5032	253	8	,	,	PUNCT
cana-5032	253	9	305	305	NUM
cana-5032	253	10	-	-	SYM
cana-5032	253	11	321	321	NUM
cana-5032	253	12	.	.	PUNCT
cana-5032	254	1	communications	communication	NOUN
cana-5032	254	2	on	on	ADP
cana-5032	254	3	applied	apply	VERB
cana-5032	254	4	nonlinear	nonlinear	ADJ
cana-5032	254	5	analysis	analysis	NOUN
cana-5032	254	6	issn	issn	NOUN
cana-5032	254	7	:	:	PUNCT
cana-5032	254	8	1074	1074	NUM
cana-5032	254	9	-	-	PUNCT
cana-5032	254	10	133x	133x	NUM
cana-5032	254	11	vol	vol	NOUN
cana-5032	254	12	32	32	NUM
cana-5032	254	13	no	no	NOUN
cana-5032	254	14	.	.	PUNCT
cana-5032	255	1	icmasd	icmasd	NOUN
cana-5032	255	2	(	(	PUNCT
cana-5032	255	3	2025	2025	NUM
cana-5032	255	4	)	)	PUNCT
cana-5032	255	5	15	15	NUM
cana-5032	255	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	255	7	4	4	NUM
cana-5032	255	8	.	.	X
cana-5032	255	9	saltik	saltik	NOUN
cana-5032	255	10	,	,	PUNCT
cana-5032	255	11	ö.	ö.	PROPN
cana-5032	255	12	,	,	PUNCT
cana-5032	255	13	rehman	rehman	PROPN
cana-5032	255	14	,	,	PUNCT
cana-5032	255	15	w.	w.	PROPN
cana-5032	255	16	u.	u.	PROPN
cana-5032	255	17	,	,	PUNCT
cana-5032	255	18	kaymaz	kaymaz	PROPN
cana-5032	255	19	,	,	PUNCT
cana-5032	255	20	t.	t.	PROPN
cana-5032	255	21	,	,	PUNCT
cana-5032	255	22	&	&	CCONJ
cana-5032	255	23	degirmen	degirman	NOUN
cana-5032	255	24	,	,	PUNCT
cana-5032	255	25	s.	s.	PROPN
cana-5032	255	26	(	(	PUNCT
cana-5032	255	27	2024	2024	NUM
cana-5032	255	28	)	)	PUNCT
cana-5032	255	29	.	.	PUNCT
cana-5032	256	1	herding	herd	VERB
cana-5032	256	2	towards	towards	ADP
cana-5032	256	3	pygmalion	pygmalion	NOUN
cana-5032	256	4	:	:	PUNCT
cana-5032	256	5	examining	examine	VERB
cana-5032	256	6	the	the	DET
cana-5032	256	7	cultural	cultural	ADJ
cana-5032	256	8	dimension	dimension	NOUN
cana-5032	256	9	of	of	ADP
cana-5032	256	10	market	market	NOUN
cana-5032	256	11	and	and	CCONJ
cana-5032	256	12	bank	bank	NOUN
cana-5032	256	13	based	base	VERB
cana-5032	256	14	systems	system	NOUN
cana-5032	256	15	.	.	PUNCT
cana-5032	257	1	heliyon	heliyon	NOUN
cana-5032	257	2	,	,	PUNCT
cana-5032	257	3	10(15	10(15	NUM
cana-5032	257	4	)	)	PUNCT
cana-5032	257	5	.	.	PUNCT
cana-5032	258	1	5	5	X
cana-5032	258	2	.	.	X
cana-5032	258	3	singh	singh	PROPN
cana-5032	258	4	,	,	PUNCT
cana-5032	258	5	h.	h.	PROPN
cana-5032	258	6	,	,	PUNCT
cana-5032	258	7	singh	singh	PROPN
cana-5032	258	8	,	,	PUNCT
cana-5032	258	9	a.	a.	PROPN
cana-5032	258	10	,	,	PUNCT
cana-5032	258	11	&	&	CCONJ
cana-5032	258	12	nagpal	nagpal	PROPN
cana-5032	258	13	,	,	PUNCT
cana-5032	258	14	e.	e.	PROPN
cana-5032	258	15	(	(	PUNCT
cana-5032	258	16	2022	2022	NUM
cana-5032	258	17	)	)	PUNCT
cana-5032	258	18	.	.	PUNCT
cana-5032	259	1	demystifying	demystify	VERB
cana-5032	259	2	behavioral	behavioral	ADJ
cana-5032	259	3	biases	bias	NOUN
cana-5032	259	4	of	of	ADP
cana-5032	259	5	traders	trader	NOUN
cana-5032	259	6	using	use	VERB
cana-5032	259	7	machine	machine	NOUN
cana-5032	259	8	learning	learning	NOUN
cana-5032	259	9	.	.	PUNCT
cana-5032	260	1	decision	decision	NOUN
cana-5032	260	2	intelligence	intelligence	NOUN
cana-5032	260	3	analytics	analytic	NOUN
cana-5032	260	4	and	and	CCONJ
cana-5032	260	5	the	the	DET
cana-5032	260	6	implementation	implementation	NOUN
cana-5032	260	7	of	of	ADP
cana-5032	260	8	strategic	strategic	ADJ
cana-5032	260	9	business	business	NOUN
cana-5032	260	10	management	management	NOUN
cana-5032	260	11	,	,	PUNCT
cana-5032	260	12	179	179	NUM
cana-5032	260	13	-	-	SYM
cana-5032	260	14	188	188	NUM
cana-5032	260	15	.	.	PUNCT
cana-5032	261	1	6	6	NUM
cana-5032	261	2	.	.	X
cana-5032	261	3	mittal	mittal	PROPN
cana-5032	261	4	,	,	PUNCT
cana-5032	261	5	s.	s.	PROPN
cana-5032	261	6	k.	k.	PROPN
cana-5032	261	7	(	(	PUNCT
cana-5032	261	8	2022	2022	NUM
cana-5032	261	9	)	)	PUNCT
cana-5032	261	10	.	.	PUNCT
cana-5032	262	1	behavior	behavior	NOUN
cana-5032	262	2	biases	bias	NOUN
cana-5032	262	3	and	and	CCONJ
cana-5032	262	4	investment	investment	NOUN
cana-5032	262	5	decision	decision	NOUN
cana-5032	262	6	:	:	PUNCT
cana-5032	262	7	theoretical	theoretical	ADJ
cana-5032	262	8	and	and	CCONJ
cana-5032	262	9	research	research	NOUN
cana-5032	262	10	framework	framework	NOUN
cana-5032	262	11	.	.	PUNCT
cana-5032	263	1	qualitative	qualitative	ADJ
cana-5032	263	2	research	research	NOUN
cana-5032	263	3	in	in	ADP
cana-5032	263	4	financial	financial	ADJ
cana-5032	263	5	markets	market	NOUN
cana-5032	263	6	,	,	PUNCT
cana-5032	263	7	14(2	14(2	NUM
cana-5032	263	8	)	)	PUNCT
cana-5032	263	9	,	,	PUNCT
cana-5032	263	10	213	213	NUM
cana-5032	263	11	-	-	SYM
cana-5032	263	12	228	228	NUM
cana-5032	263	13	.	.	PUNCT
cana-5032	264	1	7	7	NUM
cana-5032	264	2	.	.	X
cana-5032	264	3	adil	adil	PROPN
cana-5032	264	4	,	,	PUNCT
cana-5032	264	5	m.	m.	NOUN
cana-5032	264	6	,	,	PUNCT
cana-5032	264	7	singh	singh	PROPN
cana-5032	264	8	,	,	PUNCT
cana-5032	264	9	y.	y.	PROPN
cana-5032	264	10	,	,	PUNCT
cana-5032	264	11	&	&	CCONJ
cana-5032	264	12	ansari	ansari	PROPN
cana-5032	264	13	,	,	PUNCT
cana-5032	264	14	m.	m.	NOUN
cana-5032	264	15	s.	s.	PROPN
cana-5032	264	16	(	(	PUNCT
cana-5032	264	17	2022	2022	NUM
cana-5032	264	18	)	)	PUNCT
cana-5032	264	19	.	.	PUNCT
cana-5032	265	1	how	how	SCONJ
cana-5032	265	2	financial	financial	ADJ
cana-5032	265	3	literacy	literacy	NOUN
cana-5032	265	4	moderate	moderate	VERB
cana-5032	265	5	the	the	DET
cana-5032	265	6	association	association	NOUN
cana-5032	265	7	between	between	ADP
cana-5032	265	8	behaviour	behaviour	NOUN
cana-5032	265	9	biases	bias	NOUN
cana-5032	265	10	and	and	CCONJ
cana-5032	265	11	investment	investment	NOUN
cana-5032	265	12	decision	decision	NOUN
cana-5032	265	13	?	?	PUNCT
cana-5032	265	14	.	.	PUNCT
cana-5032	266	1	asian	asian	ADJ
cana-5032	266	2	journal	journal	PROPN
cana-5032	266	3	of	of	ADP
cana-5032	266	4	accounting	accounting	NOUN
cana-5032	266	5	research	research	NOUN
cana-5032	266	6	,	,	PUNCT
cana-5032	266	7	7(1	7(1	NUM
cana-5032	266	8	)	)	PUNCT
cana-5032	266	9	,	,	PUNCT
cana-5032	266	10	17	17	NUM
cana-5032	266	11	-	-	SYM
cana-5032	266	12	30	30	NUM
cana-5032	266	13	.	.	NOUN
cana-5032	266	14	8	8	NUM
cana-5032	266	15	.	.	X
cana-5032	267	1	parveen	parveen	PROPN
cana-5032	267	2	,	,	PUNCT
cana-5032	267	3	s.	s.	PROPN
cana-5032	267	4	,	,	PUNCT
cana-5032	267	5	satti	satti	PROPN
cana-5032	267	6	,	,	PUNCT
cana-5032	267	7	z.	z.	PROPN
cana-5032	267	8	w.	w.	PROPN
cana-5032	267	9	,	,	PUNCT
cana-5032	267	10	subhan	subhan	ADV
cana-5032	267	11	,	,	PUNCT
cana-5032	267	12	q.	q.	PROPN
cana-5032	267	13	a.	a.	PROPN
cana-5032	267	14	,	,	PUNCT
cana-5032	267	15	&	&	CCONJ
cana-5032	267	16	jamil	jamil	PROPN
cana-5032	267	17	,	,	PUNCT
cana-5032	267	18	s.	s.	PROPN
cana-5032	267	19	(	(	PUNCT
cana-5032	267	20	2020	2020	NUM
cana-5032	267	21	)	)	PUNCT
cana-5032	267	22	.	.	PUNCT
cana-5032	268	1	exploring	explore	VERB
cana-5032	268	2	market	market	NOUN
cana-5032	268	3	overreaction	overreaction	NOUN
cana-5032	268	4	,	,	PUNCT
cana-5032	268	5	investors	investor	NOUN
cana-5032	268	6	’	’	PART
cana-5032	268	7	sentiments	sentiment	NOUN
cana-5032	268	8	and	and	CCONJ
cana-5032	268	9	investment	investment	NOUN
cana-5032	268	10	decisions	decision	NOUN
cana-5032	268	11	in	in	ADP
cana-5032	268	12	an	an	DET
cana-5032	268	13	emerging	emerge	VERB
cana-5032	268	14	stock	stock	NOUN
cana-5032	268	15	market	market	NOUN
cana-5032	268	16	.	.	PUNCT
cana-5032	269	1	borsa	borsa	PROPN
cana-5032	269	2	istanbul	istanbul	PROPN
cana-5032	269	3	review	review	PROPN
cana-5032	269	4	,	,	PUNCT
cana-5032	269	5	20(3	20(3	NOUN
cana-5032	269	6	)	)	PUNCT
cana-5032	269	7	,	,	PUNCT
cana-5032	269	8	224	224	NUM
cana-5032	269	9	-	-	SYM
cana-5032	269	10	235	235	NUM
cana-5032	269	11	.	.	NOUN
cana-5032	270	1	9	9	NUM
cana-5032	270	2	.	.	X
cana-5032	270	3	tomar	tomar	PROPN
cana-5032	270	4	,	,	PUNCT
cana-5032	270	5	s.	s.	PROPN
cana-5032	270	6	,	,	PUNCT
cana-5032	270	7	baker	baker	PROPN
cana-5032	270	8	,	,	PUNCT
cana-5032	270	9	h.	h.	PROPN
cana-5032	270	10	k.	k.	PROPN
cana-5032	270	11	,	,	PUNCT
cana-5032	270	12	kumar	kumar	PROPN
cana-5032	270	13	,	,	PUNCT
cana-5032	270	14	s.	s.	PROPN
cana-5032	270	15	,	,	PUNCT
cana-5032	270	16	&	&	CCONJ
cana-5032	270	17	hoffmann	hoffmann	PROPN
cana-5032	270	18	,	,	PUNCT
cana-5032	270	19	a.	a.	NOUN
cana-5032	270	20	o.	o.	NOUN
cana-5032	270	21	(	(	PUNCT
cana-5032	270	22	2021	2021	NUM
cana-5032	270	23	)	)	PUNCT
cana-5032	270	24	.	.	PUNCT
cana-5032	271	1	psychological	psychological	ADJ
cana-5032	271	2	determinants	determinant	NOUN
cana-5032	271	3	of	of	ADP
cana-5032	271	4	retirement	retirement	NOUN
cana-5032	271	5	financial	financial	ADJ
cana-5032	271	6	planning	planning	NOUN
cana-5032	271	7	behavior	behavior	NOUN
cana-5032	271	8	.	.	PUNCT
cana-5032	272	1	journal	journal	PROPN
cana-5032	272	2	of	of	ADP
cana-5032	272	3	business	business	NOUN
cana-5032	272	4	research	research	NOUN
cana-5032	272	5	,	,	PUNCT
cana-5032	272	6	133	133	NUM
cana-5032	272	7	,	,	PUNCT
cana-5032	272	8	432	432	NUM
cana-5032	272	9	-	-	SYM
cana-5032	272	10	449	449	NUM
cana-5032	272	11	.	.	NOUN
cana-5032	272	12	10	10	NUM
cana-5032	272	13	.	.	PUNCT
cana-5032	273	1	talwar	talwar	PROPN
cana-5032	273	2	,	,	PUNCT
cana-5032	273	3	m.	m.	NOUN
cana-5032	273	4	,	,	PUNCT
cana-5032	273	5	talwar	talwar	PROPN
cana-5032	273	6	,	,	PUNCT
cana-5032	273	7	s.	s.	PROPN
cana-5032	273	8	,	,	PUNCT
cana-5032	273	9	kaur	kaur	PROPN
cana-5032	273	10	,	,	PUNCT
cana-5032	273	11	p.	p.	PROPN
cana-5032	273	12	,	,	PUNCT
cana-5032	273	13	tripathy	tripathy	ADJ
cana-5032	273	14	,	,	PUNCT
cana-5032	273	15	n.	n.	NOUN
cana-5032	273	16	,	,	PUNCT
cana-5032	273	17	&	&	CCONJ
cana-5032	273	18	dhir	dhir	PROPN
cana-5032	273	19	,	,	PUNCT
cana-5032	273	20	a.	a.	NOUN
cana-5032	273	21	(	(	PUNCT
cana-5032	273	22	2021	2021	NUM
cana-5032	273	23	)	)	PUNCT
cana-5032	273	24	.	.	PUNCT
cana-5032	273	25	has	have	AUX
cana-5032	273	26	financial	financial	ADJ
cana-5032	273	27	attitude	attitude	NOUN
cana-5032	273	28	impacted	impact	VERB
cana-5032	273	29	the	the	DET
cana-5032	273	30	trading	trading	NOUN
cana-5032	273	31	activity	activity	NOUN
cana-5032	273	32	of	of	ADP
cana-5032	273	33	retail	retail	ADJ
cana-5032	273	34	investors	investor	NOUN
cana-5032	273	35	during	during	ADP
cana-5032	273	36	the	the	DET
cana-5032	273	37	covid-19	covid-19	PROPN
cana-5032	273	38	pandemic	pandemic	NOUN
cana-5032	273	39	?	?	PUNCT
cana-5032	273	40	.	.	PUNCT
cana-5032	274	1	journal	journal	PROPN
cana-5032	274	2	of	of	ADP
cana-5032	274	3	retailing	retailing	NOUN
cana-5032	274	4	and	and	CCONJ
cana-5032	274	5	consumer	consumer	NOUN
cana-5032	274	6	services	service	NOUN
cana-5032	274	7	,	,	PUNCT
cana-5032	274	8	58	58	NUM
cana-5032	274	9	,	,	PUNCT
cana-5032	274	10	102341	102341	NUM
cana-5032	274	11	.	.	PUNCT
cana-5032	275	1	11	11	NUM
cana-5032	275	2	.	.	X
cana-5032	275	3	salem	salem	PROPN
cana-5032	275	4	,	,	PUNCT
cana-5032	275	5	r.	r.	PROPN
cana-5032	275	6	(	(	PUNCT
cana-5032	275	7	2019	2019	NUM
cana-5032	275	8	)	)	PUNCT
cana-5032	275	9	.	.	PUNCT
cana-5032	276	1	examining	examine	VERB
cana-5032	276	2	the	the	DET
cana-5032	276	3	investment	investment	NOUN
cana-5032	276	4	behavior	behavior	NOUN
cana-5032	276	5	of	of	ADP
cana-5032	276	6	arab	arab	ADJ
cana-5032	276	7	women	woman	NOUN
cana-5032	276	8	in	in	ADP
cana-5032	276	9	the	the	DET
cana-5032	276	10	stock	stock	NOUN
cana-5032	276	11	market	market	NOUN
cana-5032	276	12	.	.	PUNCT
cana-5032	277	1	journal	journal	NOUN
cana-5032	277	2	of	of	ADP
cana-5032	277	3	behavioral	behavioral	ADJ
cana-5032	277	4	and	and	CCONJ
cana-5032	277	5	experimental	experimental	ADJ
cana-5032	277	6	finance	finance	NOUN
cana-5032	277	7	,	,	PUNCT
cana-5032	277	8	22	22	NUM
cana-5032	277	9	,	,	PUNCT
cana-5032	277	10	151	151	NUM
cana-5032	277	11	-	-	SYM
cana-5032	277	12	160	160	NUM
cana-5032	277	13	.	.	NOUN
cana-5032	277	14	12	12	NUM
cana-5032	277	15	.	.	PUNCT
cana-5032	278	1	apostolakis	apostolakis	PROPN
cana-5032	278	2	,	,	PUNCT
cana-5032	278	3	g.	g.	PROPN
cana-5032	278	4	,	,	PUNCT
cana-5032	278	5	van	van	PROPN
cana-5032	278	6	dijk	dijk	PROPN
cana-5032	278	7	,	,	PUNCT
cana-5032	278	8	g.	g.	PROPN
cana-5032	278	9	,	,	PUNCT
cana-5032	278	10	kraanen	kraanen	PROPN
cana-5032	278	11	,	,	PUNCT
cana-5032	278	12	f.	f.	PROPN
cana-5032	278	13	,	,	PUNCT
cana-5032	278	14	&	&	CCONJ
cana-5032	278	15	blomme	blomme	PROPN
cana-5032	278	16	,	,	PUNCT
cana-5032	278	17	r.	r.	PROPN
cana-5032	278	18	j.	j.	PROPN
cana-5032	278	19	(	(	PUNCT
cana-5032	278	20	2018	2018	NUM
cana-5032	278	21	)	)	PUNCT
cana-5032	278	22	.	.	PUNCT
cana-5032	279	1	examining	examine	VERB
cana-5032	279	2	socially	socially	ADV
cana-5032	279	3	responsible	responsible	ADJ
cana-5032	279	4	investment	investment	NOUN
cana-5032	279	5	preferences	preference	NOUN
cana-5032	279	6	:	:	PUNCT
cana-5032	279	7	a	a	DET
cana-5032	279	8	discrete	discrete	ADJ
cana-5032	279	9	choice	choice	NOUN
cana-5032	279	10	conjoint	conjoint	NOUN
cana-5032	279	11	experiment	experiment	NOUN
cana-5032	279	12	.	.	PUNCT
cana-5032	280	1	journal	journal	NOUN
cana-5032	280	2	of	of	ADP
cana-5032	280	3	behavioral	behavioral	ADJ
cana-5032	280	4	and	and	CCONJ
cana-5032	280	5	experimental	experimental	ADJ
cana-5032	280	6	finance	finance	NOUN
cana-5032	280	7	,	,	PUNCT
cana-5032	280	8	17	17	NUM
cana-5032	280	9	,	,	PUNCT
cana-5032	280	10	83	83	NUM
cana-5032	280	11	-	-	SYM
cana-5032	280	12	96	96	NUM
cana-5032	280	13	.	.	NOUN
cana-5032	280	14	13	13	NUM
cana-5032	280	15	.	.	X
cana-5032	281	1	atshan	atshan	PROPN
cana-5032	281	2	,	,	PUNCT
cana-5032	281	3	s.	s.	PROPN
cana-5032	281	4	,	,	PUNCT
cana-5032	281	5	bixler	bixler	PROPN
cana-5032	281	6	,	,	PUNCT
cana-5032	281	7	r.	r.	PROPN
cana-5032	281	8	p.	p.	PROPN
cana-5032	281	9	,	,	PUNCT
cana-5032	281	10	rai	rai	PROPN
cana-5032	281	11	,	,	PUNCT
cana-5032	281	12	v.	v.	PROPN
cana-5032	281	13	,	,	PUNCT
cana-5032	281	14	&	&	CCONJ
cana-5032	281	15	springer	springer	NOUN
cana-5032	281	16	,	,	PUNCT
cana-5032	281	17	d.	d.	PROPN
cana-5032	281	18	w.	w.	PROPN
cana-5032	281	19	(	(	PUNCT
cana-5032	281	20	2020	2020	NUM
cana-5032	281	21	)	)	PUNCT
cana-5032	281	22	.	.	PUNCT
cana-5032	282	1	pathways	pathway	NOUN
cana-5032	282	2	to	to	ADP
cana-5032	282	3	urban	urban	ADJ
cana-5032	282	4	sustainability	sustainability	NOUN
cana-5032	282	5	through	through	ADP
cana-5032	282	6	individual	individual	ADJ
cana-5032	282	7	behaviors	behavior	NOUN
cana-5032	282	8	:	:	PUNCT
cana-5032	282	9	the	the	DET
cana-5032	282	10	role	role	NOUN
cana-5032	282	11	of	of	ADP
cana-5032	282	12	social	social	ADJ
cana-5032	282	13	capital	capital	NOUN
cana-5032	282	14	.	.	PUNCT
cana-5032	283	1	environmental	environmental	ADJ
cana-5032	283	2	science	science	PROPN
cana-5032	283	3	&	&	CCONJ
cana-5032	283	4	policy	policy	NOUN
cana-5032	283	5	,	,	PUNCT
cana-5032	283	6	112	112	NUM
cana-5032	283	7	,	,	PUNCT
cana-5032	283	8	330	330	NUM
cana-5032	283	9	-	-	SYM
cana-5032	283	10	339	339	NUM
cana-5032	283	11	.	.	PUNCT
cana-5032	283	12	14	14	NUM
cana-5032	283	13	.	.	PUNCT
cana-5032	284	1	yeo	yeo	PROPN
cana-5032	284	2	,	,	PUNCT
cana-5032	284	3	k.	k.	PROPN
cana-5032	284	4	h.	h.	PROPN
cana-5032	284	5	k.	k.	PROPN
cana-5032	284	6	,	,	PUNCT
cana-5032	284	7	lim	lim	PROPN
cana-5032	284	8	,	,	PUNCT
cana-5032	284	9	w.	w.	PROPN
cana-5032	284	10	m.	m.	PROPN
cana-5032	284	11	,	,	PUNCT
cana-5032	284	12	&	&	CCONJ
cana-5032	284	13	yii	yii	PROPN
cana-5032	284	14	,	,	PUNCT
cana-5032	284	15	k.	k.	PROPN
cana-5032	284	16	j.	j.	PROPN
cana-5032	284	17	(	(	PUNCT
cana-5032	284	18	2024	2024	NUM
cana-5032	284	19	)	)	PUNCT
cana-5032	284	20	.	.	PUNCT
cana-5032	285	1	financial	financial	ADJ
cana-5032	285	2	planning	planning	NOUN
cana-5032	285	3	behaviour	behaviour	NOUN
cana-5032	285	4	:	:	PUNCT
cana-5032	285	5	a	a	DET
cana-5032	285	6	systematic	systematic	ADJ
cana-5032	285	7	literature	literature	NOUN
cana-5032	285	8	review	review	NOUN
cana-5032	285	9	and	and	CCONJ
cana-5032	285	10	new	new	ADJ
cana-5032	285	11	theory	theory	NOUN
cana-5032	285	12	development	development	NOUN
cana-5032	285	13	.	.	PUNCT
cana-5032	286	1	journal	journal	PROPN
cana-5032	286	2	of	of	ADP
cana-5032	286	3	financial	financial	ADJ
cana-5032	286	4	services	service	NOUN
cana-5032	286	5	marketing	marketing	NOUN
cana-5032	286	6	,	,	PUNCT
cana-5032	286	7	29(3	29(3	NUM
cana-5032	286	8	)	)	PUNCT
cana-5032	286	9	,	,	PUNCT
cana-5032	286	10	979	979	NUM
cana-5032	286	11	-	-	SYM
cana-5032	286	12	1001	1001	NUM
cana-5032	286	13	.	.	PUNCT
cana-5032	287	1	15	15	NUM
cana-5032	287	2	.	.	X
cana-5032	287	3	metawa	metawa	PROPN
cana-5032	287	4	,	,	PUNCT
cana-5032	287	5	n.	n.	NOUN
cana-5032	287	6	,	,	PUNCT
cana-5032	287	7	hassan	hassan	PROPN
cana-5032	287	8	,	,	PUNCT
cana-5032	287	9	m.	m.	PROPN
cana-5032	287	10	k.	k.	PROPN
cana-5032	287	11	,	,	PUNCT
cana-5032	287	12	metawa	metawa	PROPN
cana-5032	287	13	,	,	PUNCT
cana-5032	287	14	s.	s.	PROPN
cana-5032	287	15	,	,	PUNCT
cana-5032	287	16	&	&	CCONJ
cana-5032	287	17	safa	safa	PROPN
cana-5032	287	18	,	,	PUNCT
cana-5032	287	19	m.	m.	PROPN
cana-5032	287	20	f.	f.	PROPN
cana-5032	287	21	(	(	PUNCT
cana-5032	287	22	2019	2019	NUM
cana-5032	287	23	)	)	PUNCT
cana-5032	287	24	.	.	PUNCT
cana-5032	288	1	impact	impact	NOUN
cana-5032	288	2	of	of	ADP
cana-5032	288	3	behavioral	behavioral	ADJ
cana-5032	288	4	factors	factor	NOUN
cana-5032	288	5	on	on	ADP
cana-5032	288	6	investors	investor	NOUN
cana-5032	288	7	’	'	PUNCT
cana-5032	288	8	financial	financial	ADJ
cana-5032	288	9	decisions	decision	NOUN
cana-5032	288	10	:	:	PUNCT
cana-5032	288	11	case	case	NOUN
cana-5032	288	12	of	of	ADP
cana-5032	288	13	the	the	DET
cana-5032	288	14	egyptian	egyptian	ADJ
cana-5032	288	15	stock	stock	NOUN
cana-5032	288	16	market	market	NOUN
cana-5032	288	17	.	.	PUNCT
cana-5032	289	1	international	international	ADJ
cana-5032	289	2	journal	journal	PROPN
cana-5032	289	3	of	of	ADP
cana-5032	289	4	islamic	islamic	ADJ
cana-5032	289	5	and	and	CCONJ
cana-5032	289	6	middle	middle	ADJ
cana-5032	289	7	eastern	eastern	ADJ
cana-5032	289	8	finance	finance	NOUN
cana-5032	289	9	and	and	CCONJ
cana-5032	289	10	management	management	NOUN
cana-5032	289	11	,	,	PUNCT
cana-5032	289	12	12(1	12(1	NUM
cana-5032	289	13	)	)	PUNCT
cana-5032	289	14	,	,	PUNCT
cana-5032	289	15	30	30	NUM
cana-5032	289	16	-	-	SYM
cana-5032	289	17	55	55	NUM
cana-5032	289	18	.	.	PUNCT
cana-5032	290	1	16	16	NUM
cana-5032	290	2	.	.	PUNCT
cana-5032	291	1	ph	ph	PROPN
cana-5032	291	2	,	,	PUNCT
cana-5032	291	3	h.	h.	PROPN
cana-5032	291	4	,	,	PUNCT
cana-5032	291	5	&	&	CCONJ
cana-5032	291	6	uchil	uchil	PROPN
cana-5032	291	7	,	,	PUNCT
cana-5032	291	8	r.	r.	PROPN
cana-5032	291	9	(	(	PUNCT
cana-5032	291	10	2020	2020	NUM
cana-5032	291	11	)	)	PUNCT
cana-5032	291	12	.	.	PUNCT
cana-5032	292	1	influence	influence	NOUN
cana-5032	292	2	of	of	ADP
cana-5032	292	3	investor	investor	NOUN
cana-5032	292	4	sentiment	sentiment	NOUN
cana-5032	292	5	and	and	CCONJ
cana-5032	292	6	its	its	PRON
cana-5032	292	7	antecedent	antecedent	NOUN
cana-5032	292	8	on	on	ADP
cana-5032	292	9	investment	investment	NOUN
cana-5032	292	10	decision	decision	NOUN
cana-5032	292	11	-	-	PUNCT
cana-5032	292	12	making	making	NOUN
cana-5032	292	13	using	use	VERB
cana-5032	292	14	partial	partial	ADJ
cana-5032	292	15	least	least	ADJ
cana-5032	292	16	square	square	ADJ
cana-5032	292	17	technique	technique	NOUN
cana-5032	292	18	.	.	PUNCT
cana-5032	293	1	management	management	NOUN
cana-5032	293	2	research	research	PROPN
cana-5032	293	3	review	review	PROPN
cana-5032	293	4	,	,	PUNCT
cana-5032	293	5	43(11	43(11	NUM
cana-5032	293	6	)	)	PUNCT
cana-5032	293	7	,	,	PUNCT
cana-5032	293	8	1441	1441	NUM
cana-5032	293	9	-	-	SYM
cana-5032	293	10	1459	1459	NUM
cana-5032	293	11	.	.	PUNCT
cana-5032	294	1	17	17	NUM
cana-5032	294	2	.	.	PUNCT
cana-5032	295	1	adil	adil	PROPN
cana-5032	295	2	,	,	PUNCT
cana-5032	295	3	m.	m.	NOUN
cana-5032	295	4	,	,	PUNCT
cana-5032	295	5	singh	singh	PROPN
cana-5032	295	6	,	,	PUNCT
cana-5032	295	7	y.	y.	PROPN
cana-5032	295	8	,	,	PUNCT
cana-5032	295	9	&	&	CCONJ
cana-5032	295	10	ansari	ansari	PROPN
cana-5032	295	11	,	,	PUNCT
cana-5032	295	12	m.	m.	NOUN
cana-5032	295	13	s.	s.	PROPN
cana-5032	295	14	(	(	PUNCT
cana-5032	295	15	2022	2022	NUM
cana-5032	295	16	)	)	PUNCT
cana-5032	295	17	.	.	PUNCT
cana-5032	296	1	how	how	SCONJ
cana-5032	296	2	financial	financial	ADJ
cana-5032	296	3	literacy	literacy	NOUN
cana-5032	296	4	moderate	moderate	VERB
cana-5032	296	5	the	the	DET
cana-5032	296	6	association	association	NOUN
cana-5032	296	7	between	between	ADP
cana-5032	296	8	behaviour	behaviour	NOUN
cana-5032	296	9	biases	bias	NOUN
cana-5032	296	10	and	and	CCONJ
cana-5032	296	11	investment	investment	NOUN
cana-5032	296	12	decision	decision	NOUN
cana-5032	296	13	?	?	PUNCT
cana-5032	296	14	.	.	PUNCT
cana-5032	297	1	asian	asian	ADJ
cana-5032	297	2	journal	journal	PROPN
cana-5032	297	3	of	of	ADP
cana-5032	297	4	accounting	accounting	NOUN
cana-5032	297	5	research	research	NOUN
cana-5032	297	6	,	,	PUNCT
cana-5032	297	7	7(1	7(1	NUM
cana-5032	297	8	)	)	PUNCT
cana-5032	297	9	,	,	PUNCT
cana-5032	297	10	17	17	NUM
cana-5032	297	11	-	-	SYM
cana-5032	297	12	30	30	NUM
cana-5032	297	13	.	.	PUNCT
cana-5032	297	14	18	18	NUM
cana-5032	297	15	.	.	X
cana-5032	298	1	altaf	altaf	PROPN
cana-5032	298	2	,	,	PUNCT
cana-5032	298	3	h.	h.	PROPN
cana-5032	298	4	,	,	PUNCT
cana-5032	298	5	&	&	CCONJ
cana-5032	298	6	jan	jan	PROPN
cana-5032	298	7	,	,	PUNCT
cana-5032	298	8	a.	a.	NOUN
cana-5032	298	9	(	(	PUNCT
cana-5032	298	10	2023	2023	NUM
cana-5032	298	11	)	)	PUNCT
cana-5032	298	12	.	.	PUNCT
cana-5032	299	1	generational	generational	ADJ
cana-5032	299	2	theory	theory	NOUN
cana-5032	299	3	of	of	ADP
cana-5032	299	4	behavioral	behavioral	ADJ
cana-5032	299	5	biases	bias	NOUN
cana-5032	299	6	in	in	ADP
cana-5032	299	7	investment	investment	NOUN
cana-5032	299	8	behavior	behavior	NOUN
cana-5032	299	9	.	.	PUNCT
cana-5032	300	1	borsa	borsa	PROPN
cana-5032	300	2	istanbul	istanbul	PROPN
cana-5032	300	3	review	review	PROPN
cana-5032	300	4	,	,	PUNCT
cana-5032	300	5	23(4	23(4	NOUN
cana-5032	300	6	)	)	PUNCT
cana-5032	300	7	,	,	PUNCT
cana-5032	300	8	834	834	NUM
cana-5032	300	9	-	-	SYM
cana-5032	300	10	844	844	NUM
cana-5032	300	11	.	.	NOUN
cana-5032	300	12	19	19	NUM
cana-5032	300	13	.	.	PUNCT
cana-5032	300	14	altaf	altaf	PROPN
cana-5032	300	15	,	,	PUNCT
cana-5032	300	16	h.	h.	PROPN
cana-5032	300	17	,	,	PUNCT
cana-5032	300	18	&	&	CCONJ
cana-5032	300	19	jan	jan	PROPN
cana-5032	300	20	,	,	PUNCT
cana-5032	300	21	a.	a.	NOUN
cana-5032	300	22	(	(	PUNCT
cana-5032	300	23	2023	2023	NUM
cana-5032	300	24	)	)	PUNCT
cana-5032	300	25	.	.	PUNCT
cana-5032	301	1	generational	generational	ADJ
cana-5032	301	2	theory	theory	NOUN
cana-5032	301	3	of	of	ADP
cana-5032	301	4	behavioral	behavioral	ADJ
cana-5032	301	5	biases	bias	NOUN
cana-5032	301	6	in	in	ADP
cana-5032	301	7	investment	investment	NOUN
cana-5032	301	8	behavior	behavior	NOUN
cana-5032	301	9	.	.	PUNCT
cana-5032	302	1	borsa	borsa	PROPN
cana-5032	302	2	istanbul	istanbul	PROPN
cana-5032	302	3	review	review	PROPN
cana-5032	302	4	,	,	PUNCT
cana-5032	302	5	23(4	23(4	NOUN
cana-5032	302	6	)	)	PUNCT
cana-5032	302	7	,	,	PUNCT
cana-5032	302	8	834	834	NUM
cana-5032	302	9	-	-	SYM
cana-5032	302	10	844	844	NUM
cana-5032	302	11	.	.	PUNCT
cana-5032	303	1	communications	communication	NOUN
cana-5032	303	2	on	on	ADP
cana-5032	303	3	applied	apply	VERB
cana-5032	303	4	nonlinear	nonlinear	ADJ
cana-5032	303	5	analysis	analysis	NOUN
cana-5032	303	6	issn	issn	NOUN
cana-5032	303	7	:	:	PUNCT
cana-5032	303	8	1074	1074	NUM
cana-5032	303	9	-	-	PUNCT
cana-5032	303	10	133x	133x	NUM
cana-5032	303	11	vol	vol	NOUN
cana-5032	303	12	32	32	NUM
cana-5032	303	13	no	no	NOUN
cana-5032	303	14	.	.	PUNCT
cana-5032	304	1	icmasd	icmasd	NOUN
cana-5032	304	2	(	(	PUNCT
cana-5032	304	3	2025	2025	NUM
cana-5032	304	4	)	)	PUNCT
cana-5032	304	5	16	16	NUM
cana-5032	304	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5032	304	7	20	20	NUM
cana-5032	304	8	.	.	PUNCT
cana-5032	305	1	rehman	rehman	PROPN
cana-5032	305	2	,	,	PUNCT
cana-5032	305	3	k.	k.	PROPN
cana-5032	305	4	,	,	PUNCT
cana-5032	305	5	&	&	CCONJ
cana-5032	305	6	mia	mia	PROPN
cana-5032	305	7	,	,	PUNCT
cana-5032	305	8	m.	m.	NOUN
cana-5032	305	9	a.	a.	NOUN
cana-5032	305	10	(	(	PUNCT
cana-5032	305	11	2024	2024	NUM
cana-5032	305	12	)	)	PUNCT
cana-5032	305	13	.	.	PUNCT
cana-5032	306	1	determinants	determinant	NOUN
cana-5032	306	2	of	of	ADP
cana-5032	306	3	financial	financial	ADJ
cana-5032	306	4	literacy	literacy	NOUN
cana-5032	306	5	:	:	PUNCT
cana-5032	306	6	a	a	DET
cana-5032	306	7	systematic	systematic	ADJ
cana-5032	306	8	review	review	NOUN
cana-5032	306	9	and	and	CCONJ
cana-5032	306	10	future	future	ADJ
cana-5032	306	11	research	research	NOUN
cana-5032	306	12	directions	direction	NOUN
cana-5032	306	13	.	.	PUNCT
cana-5032	307	1	future	future	ADJ
cana-5032	307	2	business	business	NOUN
cana-5032	307	3	journal	journal	NOUN
cana-5032	307	4	,	,	PUNCT
cana-5032	307	5	10(1	10(1	NUM
cana-5032	307	6	)	)	PUNCT
cana-5032	307	7	,	,	PUNCT
cana-5032	307	8	75	75	NUM
cana-5032	307	9	.	.	PUNCT
cana-5032	308	1	21	21	NUM
cana-5032	308	2	.	.	X
cana-5032	308	3	dong	dong	PROPN
cana-5032	308	4	,	,	PUNCT
cana-5032	308	5	z.	z.	PROPN
cana-5032	308	6	,	,	PUNCT
cana-5032	308	7	&	&	CCONJ
cana-5032	308	8	du	du	PROPN
cana-5032	308	9	,	,	PUNCT
cana-5032	308	10	h.	h.	PROPN
cana-5032	308	11	(	(	PUNCT
cana-5032	308	12	2024	2024	NUM
cana-5032	308	13	)	)	PUNCT
cana-5032	308	14	.	.	PUNCT
cana-5032	309	1	investing	invest	VERB
cana-5032	309	2	energy	energy	NOUN
cana-5032	309	3	transition	transition	NOUN
cana-5032	309	4	future	future	NOUN
cana-5032	309	5	:	:	PUNCT
cana-5032	309	6	a	a	DET
cana-5032	309	7	comprehensive	comprehensive	ADJ
cana-5032	309	8	assessment	assessment	NOUN
cana-5032	309	9	of	of	ADP
cana-5032	309	10	financial	financial	ADJ
cana-5032	309	11	and	and	CCONJ
cana-5032	309	12	non	non	ADJ
cana-5032	309	13	-	-	ADJ
cana-5032	309	14	financial	financial	ADJ
cana-5032	309	15	factors	factor	NOUN
cana-5032	309	16	that	that	PRON
cana-5032	309	17	affect	affect	VERB
cana-5032	309	18	access	access	NOUN
cana-5032	309	19	to	to	ADP
cana-5032	309	20	capital	capital	NOUN
cana-5032	309	21	.	.	PUNCT
cana-5032	310	1	economic	economic	ADJ
cana-5032	310	2	change	change	NOUN
cana-5032	310	3	and	and	CCONJ
cana-5032	310	4	restructuring	restructuring	NOUN
cana-5032	310	5	,	,	PUNCT
cana-5032	310	6	57(3	57(3	NUM
cana-5032	310	7	)	)	PUNCT
cana-5032	310	8	,	,	PUNCT
cana-5032	310	9	121	121	NUM
cana-5032	310	10	.	.	PUNCT
cana-5032	311	1	22	22	NUM
cana-5032	311	2	.	.	X
cana-5032	312	1	othman	othman	PROPN
cana-5032	312	2	,	,	PUNCT
cana-5032	312	3	n.	n.	PROPN
cana-5032	312	4	n.	n.	PROPN
cana-5032	312	5	(	(	PUNCT
cana-5032	312	6	2024	2024	NUM
cana-5032	312	7	)	)	PUNCT
cana-5032	312	8	.	.	PUNCT
cana-5032	313	1	emotional	emotional	ADJ
cana-5032	313	2	economics	economic	NOUN
cana-5032	313	3	:	:	PUNCT
cana-5032	313	4	the	the	DET
cana-5032	313	5	role	role	NOUN
cana-5032	313	6	of	of	ADP
cana-5032	313	7	psychological	psychological	ADJ
cana-5032	313	8	biases	bias	NOUN
cana-5032	313	9	in	in	ADP
cana-5032	313	10	personal	personal	ADJ
cana-5032	313	11	investment	investment	NOUN
cana-5032	313	12	outcomes	outcome	NOUN
cana-5032	313	13	.	.	PUNCT
cana-5032	314	1	available	available	ADJ
cana-5032	314	2	at	at	ADP
cana-5032	314	3	ssrn	ssrn	PROPN
cana-5032	314	4	4844927	4844927	NUM
cana-5032	314	5	.	.	PUNCT
cana-5032	315	1	23	23	NUM
cana-5032	315	2	.	.	PUNCT
cana-5032	316	1	novianggie	novianggie	ADJ
cana-5032	316	2	,	,	PUNCT
cana-5032	316	3	v.	v.	PROPN
cana-5032	316	4	,	,	PUNCT
cana-5032	316	5	&	&	CCONJ
cana-5032	316	6	asandimitra	asandimitra	PROPN
cana-5032	316	7	,	,	PUNCT
cana-5032	316	8	n.	n.	NOUN
cana-5032	316	9	(	(	PUNCT
cana-5032	316	10	2019	2019	NUM
cana-5032	316	11	)	)	PUNCT
cana-5032	316	12	.	.	PUNCT
cana-5032	317	1	the	the	DET
cana-5032	317	2	influence	influence	NOUN
cana-5032	317	3	of	of	ADP
cana-5032	317	4	behavioral	behavioral	ADJ
cana-5032	317	5	bias	bias	NOUN
cana-5032	317	6	,	,	PUNCT
cana-5032	317	7	cognitive	cognitive	ADJ
cana-5032	317	8	bias	bias	NOUN
cana-5032	317	9	,	,	PUNCT
cana-5032	317	10	and	and	CCONJ
cana-5032	317	11	emotional	emotional	ADJ
cana-5032	317	12	bias	bias	NOUN
cana-5032	317	13	on	on	ADP
cana-5032	317	14	investment	investment	NOUN
cana-5032	317	15	decision	decision	NOUN
cana-5032	317	16	for	for	ADP
cana-5032	317	17	college	college	NOUN
cana-5032	317	18	students	student	NOUN
cana-5032	317	19	with	with	ADP
cana-5032	317	20	financial	financial	ADJ
cana-5032	317	21	literacy	literacy	NOUN
cana-5032	317	22	as	as	ADP
cana-5032	317	23	the	the	DET
cana-5032	317	24	moderating	moderate	VERB
cana-5032	317	25	variable	variable	NOUN
cana-5032	317	26	.	.	PUNCT
cana-5032	318	1	international	international	ADJ
cana-5032	318	2	journal	journal	PROPN
cana-5032	318	3	of	of	ADP
cana-5032	318	4	academic	academic	ADJ
cana-5032	318	5	research	research	NOUN
cana-5032	318	6	in	in	ADP
cana-5032	318	7	accounting	accounting	NOUN
cana-5032	318	8	,	,	PUNCT
cana-5032	318	9	finance	finance	NOUN
cana-5032	318	10	and	and	CCONJ
cana-5032	318	11	management	management	NOUN
cana-5032	318	12	sciences	science	NOUN
cana-5032	318	13	,	,	PUNCT
cana-5032	318	14	9(2	9(2	NUM
cana-5032	318	15	)	)	PUNCT
cana-5032	318	16	,	,	PUNCT
cana-5032	318	17	92	92	NUM
cana-5032	318	18	-	-	SYM
cana-5032	318	19	107	107	NUM
cana-5032	318	20	.	.	PUNCT
cana-5032	319	1	24	24	NUM
cana-5032	319	2	.	.	PUNCT
cana-5032	319	3	badhan	badhan	PROPN
cana-5032	319	4	,	,	PUNCT
cana-5032	319	5	p.	p.	PROPN
cana-5032	319	6	k.	k.	PROPN
cana-5032	320	1	(	(	PUNCT
cana-5032	320	2	2024	2024	NUM
cana-5032	320	3	)	)	PUNCT
cana-5032	320	4	.	.	PUNCT
cana-5032	321	1	an	an	DET
cana-5032	321	2	approach	approach	NOUN
cana-5032	321	3	to	to	ADP
cana-5032	321	4	pattern	pattern	NOUN
cana-5032	321	5	prediction	prediction	NOUN
cana-5032	321	6	and	and	CCONJ
cana-5032	321	7	early	early	ADJ
cana-5032	321	8	recognition	recognition	NOUN
cana-5032	321	9	of	of	ADP
cana-5032	321	10	lung	lung	NOUN
cana-5032	321	11	cancer	cancer	NOUN
cana-5032	321	12	employing	employ	VERB
cana-5032	321	13	machine	machine	NOUN
cana-5032	321	14	learning	learn	VERB
cana-5032	321	15	techniques	technique	NOUN
cana-5032	321	16	.	.	PUNCT
cana-5032	322	1	in	in	ADP
cana-5032	322	2	revolutionizing	revolutionize	VERB
cana-5032	322	3	healthcare	healthcare	PROPN
cana-5032	322	4	:	:	PUNCT
cana-5032	322	5	ai	ai	VERB
cana-5032	322	6	integration	integration	NOUN
cana-5032	322	7	with	with	ADP
cana-5032	322	8	iot	iot	NOUN
cana-5032	322	9	for	for	ADP
cana-5032	322	10	enhanced	enhanced	ADJ
cana-5032	322	11	patient	patient	ADJ
cana-5032	322	12	outcomes	outcome	NOUN
cana-5032	322	13	(	(	PUNCT
cana-5032	322	14	pp	pp	ADJ
cana-5032	322	15	.	.	PUNCT
cana-5032	323	1	267	267	NUM
cana-5032	323	2	-	-	SYM
cana-5032	323	3	278	278	NUM
cana-5032	323	4	)	)	PUNCT
cana-5032	323	5	.	.	PUNCT
cana-5032	324	1	cham	cham	PROPN
cana-5032	324	2	:	:	PUNCT
cana-5032	324	3	springer	springer	NOUN
cana-5032	324	4	nature	nature	PROPN
cana-5032	324	5	switzerland	switzerland	PROPN
cana-5032	324	6	.	.	PUNCT
cana-5032	325	1	25	25	NUM
cana-5032	325	2	.	.	PUNCT
cana-5032	326	1	rosales	rosale	NOUN
cana-5032	326	2	-	-	PUNCT
cana-5032	326	3	pérez	pérez	NOUN
cana-5032	326	4	,	,	PUNCT
cana-5032	326	5	a.	a.	NOUN
cana-5032	326	6	m.	m.	NOUN
cana-5032	326	7	,	,	PUNCT
cana-5032	326	8	fernández	fernández	PROPN
cana-5032	326	9	-	-	PUNCT
cana-5032	326	10	gámez	gámez	NOUN
cana-5032	326	11	,	,	PUNCT
cana-5032	326	12	m.	m.	NOUN
cana-5032	326	13	a.	a.	PROPN
cana-5032	326	14	,	,	PUNCT
cana-5032	326	15	torroba	torroba	NOUN
cana-5032	326	16	-	-	PUNCT
cana-5032	326	17	díaz	díaz	NOUN
cana-5032	326	18	,	,	PUNCT
cana-5032	326	19	m.	m.	NOUN
cana-5032	326	20	,	,	PUNCT
cana-5032	326	21	&	&	CCONJ
cana-5032	326	22	molina	molina	PROPN
cana-5032	326	23	-	-	PUNCT
cana-5032	326	24	gómez	gómez	NOUN
cana-5032	326	25	,	,	PUNCT
cana-5032	326	26	j.	j.	PROPN
cana-5032	326	27	(	(	PUNCT
cana-5032	326	28	2021	2021	NUM
cana-5032	326	29	)	)	PUNCT
cana-5032	326	30	.	.	PUNCT
cana-5032	327	1	a	a	DET
cana-5032	327	2	study	study	NOUN
cana-5032	327	3	of	of	ADP
cana-5032	327	4	the	the	DET
cana-5032	327	5	emotional	emotional	ADJ
cana-5032	327	6	intelligence	intelligence	NOUN
cana-5032	327	7	and	and	CCONJ
cana-5032	327	8	personality	personality	NOUN
cana-5032	327	9	traits	trait	NOUN
cana-5032	327	10	of	of	ADP
cana-5032	327	11	university	university	NOUN
cana-5032	327	12	finance	finance	NOUN
cana-5032	327	13	students	student	NOUN
cana-5032	327	14	.	.	PUNCT
cana-5032	328	1	education	education	NOUN
cana-5032	328	2	sciences	science	NOUN
cana-5032	328	3	,	,	PUNCT
cana-5032	328	4	11(1	11(1	NUM
cana-5032	328	5	)	)	PUNCT
cana-5032	328	6	,	,	PUNCT
cana-5032	328	7	25	25	NUM
cana-5032	328	8	.	.	NOUN
cana-5032	328	9	26	26	NUM
cana-5032	328	10	.	.	PUNCT
cana-5032	329	1	keswani	keswani	PROPN
cana-5032	329	2	,	,	PUNCT
cana-5032	329	3	s.	s.	PROPN
cana-5032	329	4	(	(	PUNCT
cana-5032	329	5	2021	2021	NUM
cana-5032	329	6	)	)	PUNCT
cana-5032	329	7	.	.	PUNCT
cana-5032	330	1	emotional	emotional	ADJ
cana-5032	330	2	finance	finance	NOUN
cana-5032	330	3	plays	play	VERB
cana-5032	330	4	an	an	DET
cana-5032	330	5	important	important	ADJ
cana-5032	330	6	role	role	NOUN
cana-5032	330	7	in	in	ADP
cana-5032	330	8	investment	investment	NOUN
cana-5032	330	9	decisions	decision	NOUN
cana-5032	330	10	.	.	PUNCT
cana-5032	331	1	in	in	ADP
cana-5032	331	2	research	research	NOUN
cana-5032	331	3	anthology	anthology	NOUN
cana-5032	331	4	on	on	ADP
cana-5032	331	5	personal	personal	ADJ
cana-5032	331	6	finance	finance	NOUN
cana-5032	331	7	and	and	CCONJ
cana-5032	331	8	improving	improve	VERB
cana-5032	331	9	financial	financial	ADJ
cana-5032	331	10	literacy	literacy	NOUN
cana-5032	331	11	(	(	PUNCT
cana-5032	331	12	pp	pp	ADJ
cana-5032	331	13	.	.	PUNCT
cana-5032	331	14	40	40	NUM
cana-5032	331	15	-	-	SYM
cana-5032	331	16	54	54	NUM
cana-5032	331	17	)	)	PUNCT
cana-5032	331	18	.	.	PUNCT
cana-5032	332	1	igi	igi	PROPN
cana-5032	332	2	global	global	PROPN
cana-5032	332	3	.	.	PUNCT
cana-5032	333	1	27	27	NUM
cana-5032	333	2	.	.	PUNCT
cana-5032	334	1	zahera	zahera	PROPN
cana-5032	334	2	,	,	PUNCT
cana-5032	334	3	s.	s.	PROPN
cana-5032	334	4	a.	a.	PROPN
cana-5032	334	5	,	,	PUNCT
cana-5032	334	6	&	&	CCONJ
cana-5032	334	7	bansal	bansal	PROPN
cana-5032	334	8	,	,	PUNCT
cana-5032	334	9	r.	r.	PROPN
cana-5032	334	10	(	(	PUNCT
cana-5032	334	11	2018	2018	NUM
cana-5032	334	12	)	)	PUNCT
cana-5032	334	13	.	.	PUNCT
cana-5032	335	1	do	do	AUX
cana-5032	335	2	investors	investor	NOUN
cana-5032	335	3	exhibit	exhibit	VERB
cana-5032	335	4	behavioral	behavioral	ADJ
cana-5032	335	5	biases	bias	NOUN
cana-5032	335	6	in	in	ADP
cana-5032	335	7	investment	investment	NOUN
cana-5032	335	8	decision	decision	NOUN
cana-5032	335	9	making	make	VERB
cana-5032	335	10	?	?	PUNCT
cana-5032	336	1	a	a	DET
cana-5032	336	2	systematic	systematic	ADJ
cana-5032	336	3	review	review	NOUN
cana-5032	336	4	.	.	PUNCT
cana-5032	337	1	qualitative	qualitative	ADJ
cana-5032	337	2	research	research	NOUN
cana-5032	337	3	in	in	ADP
cana-5032	337	4	financial	financial	ADJ
cana-5032	337	5	markets	market	NOUN
cana-5032	337	6	,	,	PUNCT
cana-5032	337	7	10(2	10(2	NUM
cana-5032	337	8	)	)	PUNCT
cana-5032	337	9	,	,	PUNCT
cana-5032	337	10	210251	210251	NUM
cana-5032	337	11	.	.	PUNCT
cana-5032	338	1	28	28	NUM
cana-5032	338	2	.	.	X
cana-5032	338	3	metawa	metawa	PROPN
cana-5032	338	4	,	,	PUNCT
cana-5032	338	5	n.	n.	NOUN
cana-5032	338	6	,	,	PUNCT
cana-5032	338	7	hassan	hassan	PROPN
cana-5032	338	8	,	,	PUNCT
cana-5032	338	9	m.	m.	PROPN
cana-5032	338	10	k.	k.	PROPN
cana-5032	338	11	,	,	PUNCT
cana-5032	338	12	metawa	metawa	PROPN
cana-5032	338	13	,	,	PUNCT
cana-5032	338	14	s.	s.	PROPN
cana-5032	338	15	,	,	PUNCT
cana-5032	338	16	&	&	CCONJ
cana-5032	338	17	safa	safa	PROPN
cana-5032	338	18	,	,	PUNCT
cana-5032	338	19	m.	m.	PROPN
cana-5032	338	20	f.	f.	PROPN
cana-5032	338	21	(	(	PUNCT
cana-5032	338	22	2019	2019	NUM
cana-5032	338	23	)	)	PUNCT
cana-5032	338	24	.	.	PUNCT
cana-5032	339	1	impact	impact	NOUN
cana-5032	339	2	of	of	ADP
cana-5032	339	3	behavioral	behavioral	ADJ
cana-5032	339	4	factors	factor	NOUN
cana-5032	339	5	on	on	ADP
cana-5032	339	6	investors	investor	NOUN
cana-5032	339	7	’	'	PUNCT
cana-5032	339	8	financial	financial	ADJ
cana-5032	339	9	decisions	decision	NOUN
cana-5032	339	10	:	:	PUNCT
cana-5032	339	11	case	case	NOUN
cana-5032	339	12	of	of	ADP
cana-5032	339	13	the	the	DET
cana-5032	339	14	egyptian	egyptian	ADJ
cana-5032	339	15	stock	stock	NOUN
cana-5032	339	16	market	market	NOUN
cana-5032	339	17	.	.	PUNCT
cana-5032	340	1	international	international	ADJ
cana-5032	340	2	journal	journal	PROPN
cana-5032	340	3	of	of	ADP
cana-5032	340	4	islamic	islamic	ADJ
cana-5032	340	5	and	and	CCONJ
cana-5032	340	6	middle	middle	ADJ
cana-5032	340	7	eastern	eastern	ADJ
cana-5032	340	8	finance	finance	NOUN
cana-5032	340	9	and	and	CCONJ
cana-5032	340	10	management	management	NOUN
cana-5032	340	11	,	,	PUNCT
cana-5032	340	12	12(1	12(1	NUM
cana-5032	340	13	)	)	PUNCT
cana-5032	340	14	,	,	PUNCT
cana-5032	340	15	30	30	NUM
cana-5032	340	16	-	-	SYM
cana-5032	340	17	55	55	NUM
cana-5032	340	18	.	.	PUNCT
cana-5032	340	19	29	29	NUM
cana-5032	340	20	.	.	PUNCT
cana-5032	341	1	lashgari	lashgari	PROPN
cana-5032	341	2	,	,	PUNCT
cana-5032	341	3	m.	m.	NOUN
cana-5032	341	4	(	(	PUNCT
cana-5032	341	5	2015	2015	NUM
cana-5032	341	6	)	)	PUNCT
cana-5032	341	7	.	.	PUNCT
cana-5032	342	1	decision	decision	NOUN
cana-5032	342	2	making	make	VERB
cana-5032	342	3	under	under	ADP
cana-5032	342	4	uncertainty	uncertainty	NOUN
cana-5032	342	5	the	the	DET
cana-5032	342	6	impacts	impact	NOUN
cana-5032	342	7	of	of	ADP
cana-5032	342	8	emotional	emotional	ADJ
cana-5032	342	9	intelligence	intelligence	NOUN
cana-5032	342	10	and	and	CCONJ
cana-5032	342	11	behavioral	behavioral	ADJ
cana-5032	342	12	patterns	pattern	NOUN
cana-5032	342	13	.	.	PUNCT
cana-5032	343	1	academy	academy	NOUN
cana-5032	343	2	of	of	ADP
cana-5032	343	3	accounting	accounting	PROPN
cana-5032	343	4	and	and	CCONJ
cana-5032	343	5	financial	financial	ADJ
cana-5032	343	6	studies	study	NOUN
cana-5032	343	7	journal	journal	NOUN
cana-5032	343	8	,	,	PUNCT
cana-5032	343	9	19(2	19(2	NUM
cana-5032	343	10	)	)	PUNCT
cana-5032	343	11	,	,	PUNCT
cana-5032	343	12	159	159	NUM
cana-5032	343	13	.	.	PUNCT