id	sid	tid	token	lemma	pos
easat-7235	1	1	edelweiss	edelweiss	PROPN
easat-7235	1	2	applied	apply	VERB
easat-7235	1	3	science	science	NOUN
easat-7235	1	4	and	and	CCONJ
easat-7235	1	5	technology	technology	NOUN
easat-7235	1	6	issn	issn	PROPN
easat-7235	1	7	:	:	PUNCT
easat-7235	1	8	2576	2576	NUM
easat-7235	1	9	-	-	SYM
easat-7235	1	10	8484	8484	NUM
easat-7235	1	11	vol	vol	NOUN
easat-7235	1	12	.	.	PROPN
easat-7235	2	1	9	9	NUM
easat-7235	2	2	,	,	PUNCT
easat-7235	2	3	no	no	INTJ
easat-7235	2	4	.	.	NOUN
easat-7235	2	5	5	5	NUM
easat-7235	2	6	,	,	PUNCT
easat-7235	2	7	1576	1576	NUM
easat-7235	2	8	-	-	SYM
easat-7235	2	9	1592	1592	NUM
easat-7235	2	10	2025	2025	NUM
easat-7235	2	11	publisher	publisher	NOUN
easat-7235	2	12	:	:	PUNCT
easat-7235	2	13	learning	learn	VERB
easat-7235	2	14	gate	gate	NOUN
easat-7235	2	15	doi	doi	PROPN
easat-7235	2	16	:	:	PUNCT
easat-7235	2	17	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	2	18	©	©	PROPN
easat-7235	2	19	2025	2025	NUM
easat-7235	2	20	by	by	ADP
easat-7235	2	21	the	the	DET
easat-7235	2	22	author	author	NOUN
easat-7235	2	23	;	;	PUNCT
easat-7235	2	24	licensee	licensee	PROPN
easat-7235	2	25	learning	learning	NOUN
easat-7235	2	26	gate	gate	NOUN
easat-7235	3	1	©	©	PROPN
easat-7235	3	2	2025	2025	NUM
easat-7235	3	3	by	by	ADP
easat-7235	3	4	the	the	DET
easat-7235	3	5	author	author	NOUN
easat-7235	3	6	;	;	PUNCT
easat-7235	3	7	licensee	licensee	PROPN
easat-7235	3	8	learning	learning	NOUN
easat-7235	3	9	gate	gate	NOUN
easat-7235	3	10	history	history	NOUN
easat-7235	3	11	:	:	PUNCT
easat-7235	3	12	received	receive	VERB
easat-7235	3	13	:	:	PUNCT
easat-7235	3	14	17	17	NUM
easat-7235	3	15	february	february	NOUN
easat-7235	3	16	2025	2025	NUM
easat-7235	3	17	;	;	PUNCT
easat-7235	3	18	revised	revise	VERB
easat-7235	3	19	:	:	PUNCT
easat-7235	3	20	19	19	NUM
easat-7235	3	21	april	april	PROPN
easat-7235	3	22	2025	2025	NUM
easat-7235	3	23	;	;	PUNCT
easat-7235	3	24	accepted	accept	VERB
easat-7235	3	25	:	:	PUNCT
easat-7235	3	26	22	22	NUM
easat-7235	3	27	april	april	PROPN
easat-7235	3	28	2025	2025	NUM
easat-7235	3	29	;	;	PUNCT
easat-7235	3	30	published	publish	VERB
easat-7235	3	31	:	:	PUNCT
easat-7235	3	32	15	15	NUM
easat-7235	3	33	may	may	PROPN
easat-7235	3	34	2025	2025	NUM
easat-7235	3	35	*	*	PUNCT
easat-7235	3	36	correspondence	correspondence	NOUN
easat-7235	3	37	:	:	PUNCT
easat-7235	3	38	catherine_meta@163.com	catherine_meta@163.com	X
easat-7235	3	39	intelligent	intelligent	ADJ
easat-7235	3	40	decision	decision	NOUN
easat-7235	3	41	-	-	PUNCT
easat-7235	3	42	making	make	VERB
easat-7235	3	43	system	system	NOUN
easat-7235	3	44	for	for	ADP
easat-7235	3	45	jewelry	jewelry	NOUN
easat-7235	3	46	retail	retail	ADJ
easat-7235	3	47	prediction	prediction	NOUN
easat-7235	3	48	and	and	CCONJ
easat-7235	3	49	inventory	inventory	NOUN
easat-7235	3	50	management	management	NOUN
easat-7235	3	51	integrating	integrate	VERB
easat-7235	3	52	crm	crm	PROPN
easat-7235	3	53	data	data	PROPN
easat-7235	3	54	ting	ting	PROPN
easat-7235	3	55	-	-	PUNCT
easat-7235	3	56	ting	ting	ADJ
easat-7235	3	57	han1	han1	PROPN
easat-7235	3	58	*	*	PUNCT
easat-7235	3	59	1jinqianzhi	1jinqianzhi	NUM
easat-7235	3	60	(	(	PUNCT
easat-7235	3	61	shenzhen	shenzhen	PROPN
easat-7235	3	62	)	)	PUNCT
easat-7235	3	63	software	software	PROPN
easat-7235	3	64	technology	technology	PROPN
easat-7235	3	65	co.	co.	PROPN
easat-7235	3	66	,	,	PUNCT
easat-7235	3	67	ltd	ltd	PROPN
easat-7235	3	68	,	,	PUNCT
easat-7235	3	69	shenzhen	shenzhen	PROPN
easat-7235	3	70	518019	518019	NUM
easat-7235	3	71	,	,	PUNCT
easat-7235	3	72	china	china	PROPN
easat-7235	3	73	;	;	PUNCT
easat-7235	3	74	catherine_meta@163.com	catherine_meta@163.com	X
easat-7235	3	75	(	(	PUNCT
easat-7235	3	76	t.t.h	t.t.h	NOUN
easat-7235	3	77	.	.	PUNCT
easat-7235	3	78	)	)	PUNCT
easat-7235	3	79	.	.	PUNCT
easat-7235	4	1	abstract	abstract	ADV
easat-7235	4	2	:	:	PUNCT
easat-7235	4	3	this	this	DET
easat-7235	4	4	study	study	NOUN
easat-7235	4	5	develops	develop	VERB
easat-7235	4	6	an	an	DET
easat-7235	4	7	intelligent	intelligent	ADJ
easat-7235	4	8	decision	decision	NOUN
easat-7235	4	9	support	support	NOUN
easat-7235	4	10	system	system	NOUN
easat-7235	4	11	that	that	PRON
easat-7235	4	12	integrates	integrate	VERB
easat-7235	4	13	customer	customer	NOUN
easat-7235	4	14	relationship	relationship	NOUN
easat-7235	4	15	management	management	NOUN
easat-7235	4	16	(	(	PUNCT
easat-7235	4	17	crm	crm	NOUN
easat-7235	4	18	)	)	PUNCT
easat-7235	4	19	data	datum	NOUN
easat-7235	4	20	with	with	ADP
easat-7235	4	21	inventory	inventory	NOUN
easat-7235	4	22	optimization	optimization	NOUN
easat-7235	4	23	to	to	PART
easat-7235	4	24	address	address	VERB
easat-7235	4	25	the	the	DET
easat-7235	4	26	unique	unique	ADJ
easat-7235	4	27	challenges	challenge	NOUN
easat-7235	4	28	of	of	ADP
easat-7235	4	29	jewelry	jewelry	NOUN
easat-7235	4	30	retail	retail	NOUN
easat-7235	4	31	,	,	PUNCT
easat-7235	4	32	characterized	characterize	VERB
easat-7235	4	33	by	by	ADP
easat-7235	4	34	high	high	ADJ
easat-7235	4	35	-	-	PUNCT
easat-7235	4	36	value	value	NOUN
easat-7235	4	37	merchandise	merchandise	NOUN
easat-7235	4	38	,	,	PUNCT
easat-7235	4	39	emotional	emotional	ADJ
easat-7235	4	40	purchasing	purchasing	NOUN
easat-7235	4	41	patterns	pattern	NOUN
easat-7235	4	42	,	,	PUNCT
easat-7235	4	43	and	and	CCONJ
easat-7235	4	44	seasonal	seasonal	ADJ
easat-7235	4	45	demand	demand	NOUN
easat-7235	4	46	fluctuations	fluctuation	NOUN
easat-7235	4	47	.	.	PUNCT
easat-7235	5	1	a	a	DET
easat-7235	5	2	case	case	NOUN
easat-7235	5	3	-	-	PUNCT
easat-7235	5	4	based	base	VERB
easat-7235	5	5	empirical	empirical	ADJ
easat-7235	5	6	approach	approach	NOUN
easat-7235	5	7	using	use	VERB
easat-7235	5	8	semi	semi	ADJ
easat-7235	5	9	-	-	ADJ
easat-7235	5	10	structured	structured	ADJ
easat-7235	5	11	interviews	interview	NOUN
easat-7235	5	12	and	and	CCONJ
easat-7235	5	13	field	field	NOUN
easat-7235	5	14	observations	observation	NOUN
easat-7235	5	15	(	(	PUNCT
easat-7235	5	16	qualitative	qualitative	NOUN
easat-7235	5	17	)	)	PUNCT
easat-7235	5	18	alongside	alongside	ADP
easat-7235	5	19	analysis	analysis	NOUN
easat-7235	5	20	of	of	ADP
easat-7235	5	21	sales	sale	NOUN
easat-7235	5	22	data	datum	NOUN
easat-7235	5	23	,	,	PUNCT
easat-7235	5	24	inventory	inventory	NOUN
easat-7235	5	25	records	record	NOUN
easat-7235	5	26	,	,	PUNCT
easat-7235	5	27	and	and	CCONJ
easat-7235	5	28	customer	customer	NOUN
easat-7235	5	29	transactions	transaction	NOUN
easat-7235	5	30	(	(	PUNCT
easat-7235	5	31	quantitative	quantitative	ADJ
easat-7235	5	32	)	)	PUNCT
easat-7235	5	33	is	be	AUX
easat-7235	5	34	employed	employ	VERB
easat-7235	5	35	to	to	PART
easat-7235	5	36	evaluate	evaluate	VERB
easat-7235	5	37	the	the	DET
easat-7235	5	38	customer	customer	NOUN
easat-7235	5	39	-	-	PUNCT
easat-7235	5	40	centric	centric	NOUN
easat-7235	5	41	inventory	inventory	NOUN
easat-7235	5	42	management	management	NOUN
easat-7235	5	43	system	system	NOUN
easat-7235	5	44	.	.	PUNCT
easat-7235	6	1	empirical	empirical	ADJ
easat-7235	6	2	evaluation	evaluation	NOUN
easat-7235	6	3	in	in	ADP
easat-7235	6	4	a	a	DET
easat-7235	6	5	mid	mid	ADJ
easat-7235	6	6	-	-	ADJ
easat-7235	6	7	sized	sized	ADJ
easat-7235	6	8	jewelry	jewelry	NOUN
easat-7235	6	9	retail	retail	ADJ
easat-7235	6	10	environment	environment	NOUN
easat-7235	6	11	demonstrated	demonstrate	VERB
easat-7235	6	12	significant	significant	ADJ
easat-7235	6	13	performance	performance	NOUN
easat-7235	6	14	improvements	improvement	NOUN
easat-7235	6	15	:	:	PUNCT
easat-7235	6	16	a	a	DET
easat-7235	6	17	23.5	23.5	NUM
easat-7235	6	18	%	%	NOUN
easat-7235	6	19	increase	increase	NOUN
easat-7235	6	20	in	in	ADP
easat-7235	6	21	inventory	inventory	NOUN
easat-7235	6	22	turnover	turnover	NOUN
easat-7235	6	23	,	,	PUNCT
easat-7235	6	24	38.7	38.7	NUM
easat-7235	6	25	%	%	NOUN
easat-7235	6	26	fewer	few	ADJ
easat-7235	6	27	stockout	stockout	NOUN
easat-7235	6	28	events	event	NOUN
easat-7235	6	29	,	,	PUNCT
easat-7235	6	30	and	and	CCONJ
easat-7235	6	31	a	a	DET
easat-7235	6	32	14.6	14.6	NUM
easat-7235	6	33	%	%	NOUN
easat-7235	6	34	higher	high	ADJ
easat-7235	6	35	customer	customer	NOUN
easat-7235	6	36	satisfaction	satisfaction	NOUN
easat-7235	6	37	compared	compare	VERB
easat-7235	6	38	to	to	ADP
easat-7235	6	39	control	control	VERB
easat-7235	6	40	stores	store	NOUN
easat-7235	6	41	.	.	PUNCT
easat-7235	7	1	the	the	DET
easat-7235	7	2	system	system	NOUN
easat-7235	7	3	enabled	enable	VERB
easat-7235	7	4	a	a	DET
easat-7235	7	5	"	"	PUNCT
easat-7235	7	6	less	less	ADJ
easat-7235	7	7	inventory	inventory	NOUN
easat-7235	7	8	,	,	PUNCT
easat-7235	7	9	better	well	ADJ
easat-7235	7	10	service	service	NOUN
easat-7235	7	11	"	"	PUNCT
easat-7235	7	12	strategy	strategy	NOUN
easat-7235	7	13	,	,	PUNCT
easat-7235	7	14	reducing	reduce	VERB
easat-7235	7	15	total	total	ADJ
easat-7235	7	16	inventory	inventory	NOUN
easat-7235	7	17	by	by	ADP
easat-7235	7	18	12.3	12.3	NUM
easat-7235	7	19	%	%	NOUN
easat-7235	7	20	while	while	SCONJ
easat-7235	7	21	increasing	increase	VERB
easat-7235	7	22	product	product	NOUN
easat-7235	7	23	availability	availability	NOUN
easat-7235	7	24	for	for	ADP
easat-7235	7	25	high	high	ADJ
easat-7235	7	26	-	-	PUNCT
easat-7235	7	27	value	value	NOUN
easat-7235	7	28	customers	customer	NOUN
easat-7235	7	29	by	by	ADP
easat-7235	7	30	27.5	27.5	NUM
easat-7235	7	31	%	%	NOUN
easat-7235	7	32	.	.	PUNCT
easat-7235	8	1	the	the	DET
easat-7235	8	2	integration	integration	NOUN
easat-7235	8	3	of	of	ADP
easat-7235	8	4	crm	crm	PROPN
easat-7235	8	5	data	datum	NOUN
easat-7235	8	6	with	with	ADP
easat-7235	8	7	inventory	inventory	NOUN
easat-7235	8	8	management	management	NOUN
easat-7235	8	9	creates	create	VERB
easat-7235	8	10	a	a	DET
easat-7235	8	11	transformative	transformative	ADJ
easat-7235	8	12	approach	approach	NOUN
easat-7235	8	13	to	to	ADP
easat-7235	8	14	retail	retail	ADJ
easat-7235	8	15	operations	operation	NOUN
easat-7235	8	16	,	,	PUNCT
easat-7235	8	17	shifting	shift	VERB
easat-7235	8	18	from	from	ADP
easat-7235	8	19	product	product	NOUN
easat-7235	8	20	-	-	PUNCT
easat-7235	8	21	oriented	orient	VERB
easat-7235	8	22	to	to	ADP
easat-7235	8	23	customer	customer	NOUN
easat-7235	8	24	-	-	PUNCT
easat-7235	8	25	oriented	orient	VERB
easat-7235	8	26	decision	decision	NOUN
easat-7235	8	27	-	-	PUNCT
easat-7235	8	28	making	making	NOUN
easat-7235	8	29	while	while	SCONJ
easat-7235	8	30	simultaneously	simultaneously	ADV
easat-7235	8	31	improving	improve	VERB
easat-7235	8	32	financial	financial	ADJ
easat-7235	8	33	and	and	CCONJ
easat-7235	8	34	service	service	NOUN
easat-7235	8	35	metrics	metric	NOUN
easat-7235	8	36	.	.	PUNCT
easat-7235	9	1	with	with	ADP
easat-7235	9	2	a	a	DET
easat-7235	9	3	demonstrated	demonstrate	VERB
easat-7235	9	4	roi	roi	NOUN
easat-7235	9	5	of	of	ADP
easat-7235	9	6	167	167	NUM
easat-7235	9	7	%	%	NOUN
easat-7235	9	8	and	and	CCONJ
easat-7235	9	9	an	an	DET
easat-7235	9	10	18.6	18.6	NUM
easat-7235	9	11	-	-	PUNCT
easat-7235	9	12	month	month	NOUN
easat-7235	9	13	payback	payback	NOUN
easat-7235	9	14	period	period	NOUN
easat-7235	9	15	,	,	PUNCT
easat-7235	9	16	this	this	DET
easat-7235	9	17	study	study	NOUN
easat-7235	9	18	provides	provide	VERB
easat-7235	9	19	both	both	DET
easat-7235	9	20	a	a	DET
easat-7235	9	21	theoretical	theoretical	ADJ
easat-7235	9	22	framework	framework	NOUN
easat-7235	9	23	for	for	ADP
easat-7235	9	24	blending	blend	VERB
easat-7235	9	25	customer	customer	NOUN
easat-7235	9	26	data	datum	NOUN
easat-7235	9	27	with	with	ADP
easat-7235	9	28	inventory	inventory	NOUN
easat-7235	9	29	control	control	NOUN
easat-7235	9	30	decisions	decision	NOUN
easat-7235	9	31	and	and	CCONJ
easat-7235	9	32	a	a	DET
easat-7235	9	33	practical	practical	ADJ
easat-7235	9	34	implementation	implementation	NOUN
easat-7235	9	35	guide	guide	NOUN
easat-7235	9	36	for	for	ADP
easat-7235	9	37	specialty	specialty	NOUN
easat-7235	9	38	retail	retail	ADJ
easat-7235	9	39	environments	environment	NOUN
easat-7235	9	40	.	.	PUNCT
easat-7235	10	1	keywords	keyword	NOUN
easat-7235	10	2	:	:	PUNCT
easat-7235	10	3	crm	crm	NOUN
easat-7235	10	4	data	datum	NOUN
easat-7235	10	5	integration	integration	NOUN
easat-7235	10	6	,	,	PUNCT
easat-7235	10	7	customer	customer	NOUN
easat-7235	10	8	-	-	PUNCT
easat-7235	10	9	centric	centric	NOUN
easat-7235	10	10	inventory	inventory	NOUN
easat-7235	10	11	,	,	PUNCT
easat-7235	10	12	intelligent	intelligent	ADJ
easat-7235	10	13	decision	decision	NOUN
easat-7235	10	14	-	-	PUNCT
easat-7235	10	15	making	make	VERB
easat-7235	10	16	system	system	NOUN
easat-7235	10	17	,	,	PUNCT
easat-7235	10	18	inventory	inventory	NOUN
easat-7235	10	19	optimization	optimization	NOUN
easat-7235	10	20	,	,	PUNCT
easat-7235	10	21	jewelry	jewelry	NOUN
easat-7235	10	22	retail	retail	ADJ
easat-7235	10	23	management	management	NOUN
easat-7235	10	24	,	,	PUNCT
easat-7235	10	25	predictive	predictive	ADJ
easat-7235	10	26	analytics	analytic	NOUN
easat-7235	10	27	,	,	PUNCT
easat-7235	10	28	retail	retail	ADJ
easat-7235	10	29	digital	digital	ADJ
easat-7235	10	30	transformation	transformation	NOUN
easat-7235	10	31	.	.	PUNCT
easat-7235	11	1	1	1	X
easat-7235	11	2	.	.	X
easat-7235	11	3	introduction	introduction	NOUN
easat-7235	11	4	the	the	DET
easat-7235	11	5	retail	retail	ADJ
easat-7235	11	6	industry	industry	NOUN
easat-7235	11	7	,	,	PUNCT
easat-7235	11	8	including	include	VERB
easat-7235	11	9	jewellery	jewellery	NOUN
easat-7235	11	10	,	,	PUNCT
easat-7235	11	11	faces	face	VERB
easat-7235	11	12	certain	certain	ADJ
easat-7235	11	13	problems	problem	NOUN
easat-7235	11	14	,	,	PUNCT
easat-7235	11	15	such	such	ADJ
easat-7235	11	16	as	as	ADP
easat-7235	11	17	the	the	DET
easat-7235	11	18	need	need	NOUN
easat-7235	11	19	for	for	ADP
easat-7235	11	20	increasing	increase	VERB
easat-7235	11	21	customer	customer	NOUN
easat-7235	11	22	experience	experience	NOUN
easat-7235	11	23	customisation	customisation	NOUN
easat-7235	11	24	,	,	PUNCT
easat-7235	11	25	high	high	ADJ
easat-7235	11	26	-	-	PUNCT
easat-7235	11	27	value	value	NOUN
easat-7235	11	28	inventory	inventory	NOUN
easat-7235	11	29	,	,	PUNCT
easat-7235	11	30	and	and	CCONJ
easat-7235	11	31	seasonally	seasonally	ADV
easat-7235	11	32	fluctuating	fluctuate	VERB
easat-7235	11	33	demand	demand	NOUN
easat-7235	11	34	.	.	PUNCT
easat-7235	12	1	traditional	traditional	ADJ
easat-7235	12	2	inventory	inventory	NOUN
easat-7235	12	3	control	control	NOUN
easat-7235	12	4	models	model	NOUN
easat-7235	12	5	for	for	ADP
easat-7235	12	6	jewellery	jewellery	NOUN
easat-7235	12	7	retail	retail	NOUN
easat-7235	12	8	typically	typically	ADV
easat-7235	12	9	rely	rely	VERB
easat-7235	12	10	on	on	ADP
easat-7235	12	11	historical	historical	ADJ
easat-7235	12	12	sales	sale	NOUN
easat-7235	12	13	data	datum	NOUN
easat-7235	12	14	and	and	CCONJ
easat-7235	12	15	standard	standard	ADJ
easat-7235	12	16	forecasting	forecasting	NOUN
easat-7235	12	17	techniques	technique	NOUN
easat-7235	12	18	that	that	PRON
easat-7235	12	19	fail	fail	VERB
easat-7235	12	20	to	to	PART
easat-7235	12	21	account	account	VERB
easat-7235	12	22	for	for	ADP
easat-7235	12	23	the	the	DET
easat-7235	12	24	unique	unique	ADJ
easat-7235	12	25	characteristics	characteristic	NOUN
easat-7235	12	26	of	of	ADP
easat-7235	12	27	the	the	DET
easat-7235	12	28	jewellery	jewellery	NOUN
easat-7235	12	29	market	market	NOUN
easat-7235	12	30	,	,	PUNCT
easat-7235	12	31	including	include	VERB
easat-7235	12	32	emotional	emotional	ADJ
easat-7235	12	33	purchase	purchase	NOUN
easat-7235	12	34	decisions	decision	NOUN
easat-7235	12	35	,	,	PUNCT
easat-7235	12	36	significant	significant	ADJ
easat-7235	12	37	seasonality	seasonality	NOUN
easat-7235	12	38	,	,	PUNCT
easat-7235	12	39	and	and	CCONJ
easat-7235	12	40	the	the	DET
easat-7235	12	41	high	high	ADJ
easat-7235	12	42	value	value	NOUN
easat-7235	12	43	of	of	ADP
easat-7235	12	44	individual	individual	ADJ
easat-7235	12	45	items	item	NOUN
easat-7235	12	46	.	.	PUNCT
easat-7235	13	1	unfortunately	unfortunately	ADV
easat-7235	13	2	,	,	PUNCT
easat-7235	13	3	they	they	PRON
easat-7235	13	4	tend	tend	VERB
easat-7235	13	5	to	to	PART
easat-7235	13	6	result	result	VERB
easat-7235	13	7	in	in	ADP
easat-7235	13	8	unused	unused	ADJ
easat-7235	13	9	merchandise	merchandise	NOUN
easat-7235	13	10	and	and	CCONJ
easat-7235	13	11	inventory	inventory	NOUN
easat-7235	13	12	shortages	shortage	NOUN
easat-7235	13	13	,	,	PUNCT
easat-7235	13	14	both	both	PRON
easat-7235	13	15	of	of	ADP
easat-7235	13	16	which	which	PRON
easat-7235	13	17	can	can	AUX
easat-7235	13	18	be	be	AUX
easat-7235	13	19	very	very	ADV
easat-7235	13	20	costly	costly	ADJ
easat-7235	13	21	[	[	X
easat-7235	13	22	1	1	NUM
easat-7235	13	23	]	]	PUNCT
easat-7235	13	24	.	.	PUNCT
easat-7235	14	1	at	at	ADP
easat-7235	14	2	the	the	DET
easat-7235	14	3	same	same	ADJ
easat-7235	14	4	time	time	NOUN
easat-7235	14	5	,	,	PUNCT
easat-7235	14	6	the	the	DET
easat-7235	14	7	shift	shift	NOUN
easat-7235	14	8	towards	towards	ADP
easat-7235	14	9	digitisation	digitisation	NOUN
easat-7235	14	10	of	of	ADP
easat-7235	14	11	almost	almost	ADV
easat-7235	14	12	all	all	PRON
easat-7235	14	13	fields	field	NOUN
easat-7235	14	14	of	of	ADP
easat-7235	14	15	economic	economic	ADJ
easat-7235	14	16	activity	activity	NOUN
easat-7235	14	17	is	be	AUX
easat-7235	14	18	providing	provide	VERB
easat-7235	14	19	new	new	ADJ
easat-7235	14	20	opportunities	opportunity	NOUN
easat-7235	14	21	for	for	ADP
easat-7235	14	22	data	datum	NOUN
easat-7235	14	23	capture	capture	NOUN
easat-7235	14	24	and	and	CCONJ
easat-7235	14	25	analysis	analysis	NOUN
easat-7235	14	26	within	within	ADP
easat-7235	14	27	retail	retail	ADJ
easat-7235	14	28	activities	activity	NOUN
easat-7235	14	29	[	[	X
easat-7235	14	30	2	2	NUM
easat-7235	14	31	]	]	PUNCT
easat-7235	14	32	.	.	PUNCT
easat-7235	15	1	the	the	DET
easat-7235	15	2	combination	combination	NOUN
easat-7235	15	3	of	of	ADP
easat-7235	15	4	advanced	advanced	ADJ
easat-7235	15	5	technologies	technology	NOUN
easat-7235	15	6	and	and	CCONJ
easat-7235	15	7	the	the	DET
easat-7235	15	8	availability	availability	NOUN
easat-7235	15	9	of	of	ADP
easat-7235	15	10	big	big	ADJ
easat-7235	15	11	data	datum	NOUN
easat-7235	15	12	gives	give	VERB
easat-7235	15	13	the	the	DET
easat-7235	15	14	unprecedented	unprecedented	ADJ
easat-7235	15	15	ability	ability	NOUN
easat-7235	15	16	to	to	PART
easat-7235	15	17	predict	predict	VERB
easat-7235	15	18	the	the	DET
easat-7235	15	19	behaviour	behaviour	NOUN
easat-7235	15	20	of	of	ADP
easat-7235	15	21	consumers	consumer	NOUN
easat-7235	15	22	and	and	CCONJ
easat-7235	15	23	manage	manage	VERB
easat-7235	15	24	stock	stock	NOUN
easat-7235	15	25	levels	level	NOUN
easat-7235	15	26	with	with	ADP
easat-7235	15	27	incredibly	incredibly	ADV
easat-7235	15	28	precise	precise	ADJ
easat-7235	15	29	accuracy	accuracy	NOUN
easat-7235	15	30	[	[	X
easat-7235	15	31	3	3	NUM
easat-7235	15	32	]	]	PUNCT
easat-7235	15	33	.	.	PUNCT
easat-7235	16	1	a	a	DET
easat-7235	16	2	retail	retail	ADJ
easat-7235	16	3	crm	crm	NOUN
easat-7235	16	4	has	have	AUX
easat-7235	16	5	helped	help	VERB
easat-7235	16	6	the	the	DET
easat-7235	16	7	sector	sector	NOUN
easat-7235	16	8	tremendously	tremendously	ADV
easat-7235	16	9	by	by	ADP
easat-7235	16	10	storing	store	VERB
easat-7235	16	11	massive	massive	ADJ
easat-7235	16	12	amounts	amount	NOUN
easat-7235	16	13	of	of	ADP
easat-7235	16	14	crucial	crucial	ADJ
easat-7235	16	15	information	information	NOUN
easat-7235	16	16	such	such	ADJ
easat-7235	16	17	as	as	ADP
easat-7235	16	18	customer	customer	NOUN
easat-7235	16	19	buying	buying	NOUN
easat-7235	16	20	behaviour	behaviour	NOUN
easat-7235	16	21	,	,	PUNCT
easat-7235	16	22	preferences	preference	NOUN
easat-7235	16	23	,	,	PUNCT
easat-7235	16	24	demographics	demographic	NOUN
easat-7235	16	25	,	,	PUNCT
easat-7235	16	26	and	and	CCONJ
easat-7235	16	27	web	web	NOUN
easat-7235	16	28	activity	activity	NOUN
easat-7235	16	29	[	[	X
easat-7235	16	30	4	4	NUM
easat-7235	16	31	]	]	PUNCT
easat-7235	16	32	.	.	PUNCT
easat-7235	17	1	this	this	DET
easat-7235	17	2	information	information	NOUN
easat-7235	17	3	is	be	AUX
easat-7235	17	4	often	often	ADV
easat-7235	17	5	neglected	neglect	VERB
easat-7235	17	6	,	,	PUNCT
easat-7235	17	7	particularly	particularly	ADV
easat-7235	17	8	in	in	ADP
easat-7235	17	9	specialty	specialty	NOUN
easat-7235	17	10	retail	retail	ADJ
easat-7235	17	11	industries	industry	NOUN
easat-7235	17	12	like	like	ADP
easat-7235	17	13	jewellery	jewellery	NOUN
easat-7235	17	14	[	[	X
easat-7235	17	15	5	5	NUM
easat-7235	17	16	]	]	PUNCT
easat-7235	17	17	.	.	PUNCT
easat-7235	18	1	combining	combine	VERB
easat-7235	18	2	stock	stock	NOUN
easat-7235	18	3	control	control	NOUN
easat-7235	18	4	systems	system	NOUN
easat-7235	18	5	with	with	ADP
easat-7235	18	6	crm	crm	PROPN
easat-7235	18	7	data	datum	NOUN
easat-7235	18	8	has	have	AUX
easat-7235	18	9	proven	prove	VERB
easat-7235	18	10	to	to	PART
easat-7235	18	11	be	be	AUX
easat-7235	18	12	very	very	ADV
easat-7235	18	13	effective	effective	ADJ
easat-7235	18	14	in	in	ADP
easat-7235	18	15	making	make	VERB
easat-7235	18	16	sales	sale	NOUN
easat-7235	18	17	forecasts	forecast	NOUN
easat-7235	18	18	more	more	ADV
easat-7235	18	19	precise	precise	ADJ
easat-7235	18	20	,	,	PUNCT
easat-7235	18	21	which	which	PRON
easat-7235	18	22	improves	improve	VERB
easat-7235	18	23	inventory	inventory	NOUN
easat-7235	18	24	control	control	NOUN
easat-7235	18	25	.	.	PUNCT
easat-7235	19	1	still	still	ADV
easat-7235	19	2	,	,	PUNCT
easat-7235	19	3	this	this	DET
easat-7235	19	4	opportunity	opportunity	NOUN
easat-7235	19	5	is	be	AUX
easat-7235	19	6	limited	limit	VERB
easat-7235	19	7	because	because	SCONJ
easat-7235	19	8	little	little	ADJ
easat-7235	19	9	academic	academic	ADJ
easat-7235	19	10	research	research	NOUN
easat-7235	19	11	has	have	AUX
easat-7235	19	12	been	be	AUX
easat-7235	19	13	published	publish	VERB
easat-7235	19	14	regarding	regard	VERB
easat-7235	19	15	the	the	DET
easat-7235	19	16	gaps	gap	NOUN
easat-7235	19	17	and	and	CCONJ
easat-7235	19	18	problems	problem	NOUN
easat-7235	19	19	of	of	ADP
easat-7235	19	20	jewellery	jewellery	NOUN
easat-7235	19	21	retail	retail	ADJ
easat-7235	19	22	business	business	NOUN
easat-7235	19	23	in	in	ADP
easat-7235	19	24	crm	crm	NOUN
easat-7235	19	25	-	-	PUNCT
easat-7235	19	26	enabled	enable	VERB
easat-7235	19	27	decision	decision	NOUN
easat-7235	19	28	making	make	VERB
easat-7235	19	29	processes	process	NOUN
easat-7235	19	30	[	[	X
easat-7235	19	31	6	6	NUM
easat-7235	19	32	]	]	PUNCT
easat-7235	19	33	.	.	PUNCT
easat-7235	20	1	mailto	mailto	PROPN
easat-7235	20	2	:	:	PUNCT
easat-7235	20	3	ahmed.raza@uos.edu.pk(a.r.c	ahmed.raza@uos.edu.pk(a.r.c	ADJ
easat-7235	20	4	.	.	PUNCT
easat-7235	20	5	)	)	PUNCT
easat-7235	21	1	1577	1577	NUM
easat-7235	21	2	edelweiss	edelweiss	PROPN
easat-7235	21	3	applied	apply	VERB
easat-7235	21	4	science	science	NOUN
easat-7235	21	5	and	and	CCONJ
easat-7235	21	6	technology	technology	NOUN
easat-7235	21	7	issn	issn	PROPN
easat-7235	21	8	:	:	PUNCT
easat-7235	21	9	2576	2576	NUM
easat-7235	21	10	-	-	SYM
easat-7235	21	11	8484	8484	NUM
easat-7235	21	12	vol	vol	NOUN
easat-7235	21	13	.	.	PROPN
easat-7235	22	1	9	9	NUM
easat-7235	22	2	,	,	PUNCT
easat-7235	22	3	no	no	INTJ
easat-7235	22	4	.	.	NOUN
easat-7235	22	5	5	5	NUM
easat-7235	22	6	:	:	SYM
easat-7235	22	7	1576	1576	NUM
easat-7235	22	8	-	-	SYM
easat-7235	22	9	1592	1592	NUM
easat-7235	22	10	,	,	PUNCT
easat-7235	22	11	2025	2025	NUM
easat-7235	22	12	doi	doi	NOUN
easat-7235	22	13	:	:	PUNCT
easat-7235	22	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	22	15	©	©	PROPN
easat-7235	22	16	2025	2025	NUM
easat-7235	22	17	by	by	ADP
easat-7235	22	18	the	the	DET
easat-7235	22	19	author	author	NOUN
easat-7235	22	20	;	;	PUNCT
easat-7235	22	21	licensee	licensee	PROPN
easat-7235	22	22	learning	learning	NOUN
easat-7235	22	23	gate	gate	VERB
easat-7235	22	24	the	the	DET
easat-7235	22	25	fundamentals	fundamental	NOUN
easat-7235	22	26	of	of	ADP
easat-7235	22	27	jewellery	jewellery	NOUN
easat-7235	22	28	retail	retail	NOUN
easat-7235	22	29	differ	differ	VERB
easat-7235	22	30	from	from	ADP
easat-7235	22	31	conventional	conventional	ADJ
easat-7235	22	32	trading	trading	NOUN
easat-7235	22	33	because	because	SCONJ
easat-7235	22	34	they	they	PRON
easat-7235	22	35	involve	involve	VERB
easat-7235	22	36	emotional	emotional	ADJ
easat-7235	22	37	buying	buying	NOUN
easat-7235	22	38	,	,	PUNCT
easat-7235	22	39	high	high	ADJ
easat-7235	22	40	-	-	PUNCT
easat-7235	22	41	value	value	NOUN
easat-7235	22	42	goods	good	NOUN
easat-7235	22	43	,	,	PUNCT
easat-7235	22	44	seasonal	seasonal	ADJ
easat-7235	22	45	variations	variation	NOUN
easat-7235	22	46	in	in	ADP
easat-7235	22	47	demand	demand	NOUN
easat-7235	22	48	,	,	PUNCT
easat-7235	22	49	and	and	CCONJ
easat-7235	22	50	specialised	specialised	ADJ
easat-7235	22	51	customer	customer	NOUN
easat-7235	22	52	service	service	NOUN
easat-7235	22	53	.	.	PUNCT
easat-7235	23	1	these	these	PRON
easat-7235	23	2	features	feature	VERB
easat-7235	23	3	necessitate	necessitate	ADJ
easat-7235	23	4	the	the	DET
easat-7235	23	5	implementation	implementation	NOUN
easat-7235	23	6	of	of	ADP
easat-7235	23	7	sophisticated	sophisticated	ADJ
easat-7235	23	8	sales	sale	NOUN
easat-7235	23	9	forecasting	forecasting	NOUN
easat-7235	23	10	and	and	CCONJ
easat-7235	23	11	stock	stock	NOUN
easat-7235	23	12	management	management	NOUN
easat-7235	23	13	approaches	approach	VERB
easat-7235	23	14	that	that	SCONJ
easat-7235	23	15	traditional	traditional	ADJ
easat-7235	23	16	retailing	retailing	NOUN
easat-7235	23	17	methods	method	NOUN
easat-7235	23	18	might	might	AUX
easat-7235	23	19	not	not	PART
easat-7235	23	20	be	be	AUX
easat-7235	23	21	able	able	ADJ
easat-7235	23	22	to	to	PART
easat-7235	23	23	provide	provide	VERB
easat-7235	23	24	.	.	PUNCT
easat-7235	24	1	moreover	moreover	ADV
easat-7235	24	2	,	,	PUNCT
easat-7235	24	3	the	the	DET
easat-7235	24	4	jewellery	jewellery	NOUN
easat-7235	24	5	sector	sector	NOUN
easat-7235	24	6	has	have	AUX
easat-7235	24	7	experienced	experience	VERB
easat-7235	24	8	significant	significant	ADJ
easat-7235	24	9	expansion	expansion	NOUN
easat-7235	24	10	in	in	ADP
easat-7235	24	11	ecommerce	ecommerce	NOUN
easat-7235	24	12	and	and	CCONJ
easat-7235	24	13	omnichannel	omnichannel	NOUN
easat-7235	24	14	retailing	retailing	NOUN
easat-7235	24	15	,	,	PUNCT
easat-7235	24	16	which	which	PRON
easat-7235	24	17	complicates	complicate	VERB
easat-7235	24	18	the	the	DET
easat-7235	24	19	forecasting	forecasting	NOUN
easat-7235	24	20	and	and	CCONJ
easat-7235	24	21	allocation	allocation	NOUN
easat-7235	24	22	of	of	ADP
easat-7235	24	23	inventory	inventory	NOUN
easat-7235	24	24	through	through	ADP
easat-7235	24	25	different	different	ADJ
easat-7235	24	26	channels	channel	NOUN
easat-7235	24	27	[	[	X
easat-7235	24	28	7	7	NUM
easat-7235	24	29	]	]	PUNCT
easat-7235	24	30	.	.	PUNCT
easat-7235	25	1	this	this	DET
easat-7235	25	2	study	study	NOUN
easat-7235	25	3	attempts	attempt	VERB
easat-7235	25	4	to	to	PART
easat-7235	25	5	construct	construct	VERB
easat-7235	25	6	an	an	DET
easat-7235	25	7	intelligent	intelligent	ADJ
easat-7235	25	8	decision	decision	NOUN
easat-7235	25	9	-	-	PUNCT
easat-7235	25	10	making	make	VERB
easat-7235	25	11	system	system	NOUN
easat-7235	25	12	capable	capable	ADJ
easat-7235	25	13	of	of	ADP
easat-7235	25	14	combining	combine	VERB
easat-7235	25	15	customer	customer	NOUN
easat-7235	25	16	relationship	relationship	NOUN
easat-7235	25	17	management	management	NOUN
easat-7235	25	18	(	(	PUNCT
easat-7235	25	19	crm	crm	NOUN
easat-7235	25	20	)	)	PUNCT
easat-7235	25	21	data	datum	NOUN
easat-7235	25	22	with	with	ADP
easat-7235	25	23	sophisticated	sophisticated	ADJ
easat-7235	25	24	predictive	predictive	ADJ
easat-7235	25	25	analysis	analysis	NOUN
easat-7235	25	26	to	to	PART
easat-7235	25	27	enhance	enhance	VERB
easat-7235	25	28	inventory	inventory	NOUN
easat-7235	25	29	control	control	NOUN
easat-7235	25	30	within	within	ADP
easat-7235	25	31	the	the	DET
easat-7235	25	32	jewellery	jewellery	NOUN
easat-7235	25	33	retail	retail	ADJ
easat-7235	25	34	business	business	NOUN
easat-7235	25	35	.	.	PUNCT
easat-7235	26	1	the	the	DET
easat-7235	26	2	design	design	NOUN
easat-7235	26	3	aims	aim	VERB
easat-7235	26	4	to	to	PART
easat-7235	26	5	bridge	bridge	VERB
easat-7235	26	6	the	the	DET
easat-7235	26	7	gap	gap	NOUN
easat-7235	26	8	between	between	ADP
easat-7235	26	9	demand	demand	NOUN
easat-7235	26	10	forecasting	forecasting	NOUN
easat-7235	26	11	and	and	CCONJ
easat-7235	26	12	inventory	inventory	NOUN
easat-7235	26	13	management	management	NOUN
easat-7235	26	14	in	in	ADP
easat-7235	26	15	customer	customer	NOUN
easat-7235	26	16	relationship	relationship	NOUN
easat-7235	26	17	management	management	NOUN
easat-7235	26	18	systems	system	NOUN
easat-7235	26	19	by	by	ADP
easat-7235	26	20	using	use	VERB
easat-7235	26	21	crm	crm	PROPN
easat-7235	26	22	data	datum	NOUN
easat-7235	26	23	for	for	ADP
easat-7235	26	24	inventory	inventory	NOUN
easat-7235	26	25	optimisation	optimisation	NOUN
easat-7235	26	26	.	.	PUNCT
easat-7235	27	1	the	the	DET
easat-7235	27	2	system	system	NOUN
easat-7235	27	3	’s	’s	PART
easat-7235	27	4	approach	approach	NOUN
easat-7235	27	5	to	to	ADP
easat-7235	27	6	improving	improve	VERB
easat-7235	27	7	the	the	DET
easat-7235	27	8	prediction	prediction	NOUN
easat-7235	27	9	accuracy	accuracy	NOUN
easat-7235	27	10	involves	involve	VERB
easat-7235	27	11	employing	employ	VERB
easat-7235	27	12	customer	customer	NOUN
easat-7235	27	13	behaviour	behaviour	NOUN
easat-7235	27	14	patterns	pattern	NOUN
easat-7235	27	15	,	,	PUNCT
easat-7235	27	16	preferences	preference	NOUN
easat-7235	27	17	,	,	PUNCT
easat-7235	27	18	and	and	CCONJ
easat-7235	27	19	historical	historical	ADJ
easat-7235	27	20	purchase	purchase	NOUN
easat-7235	27	21	information	information	NOUN
easat-7235	27	22	while	while	SCONJ
easat-7235	27	23	reducing	reduce	VERB
easat-7235	27	24	inventory	inventory	NOUN
easat-7235	27	25	expenditures	expenditure	NOUN
easat-7235	27	26	and	and	CCONJ
easat-7235	27	27	increasing	increase	VERB
easat-7235	27	28	customer	customer	NOUN
easat-7235	27	29	satisfaction	satisfaction	NOUN
easat-7235	27	30	.	.	PUNCT
easat-7235	28	1	jawad	jawad	PROPN
easat-7235	28	2	's	's	PART
easat-7235	28	3	research	research	NOUN
easat-7235	28	4	extends	extend	VERB
easat-7235	28	5	within	within	ADP
easat-7235	28	6	the	the	DET
easat-7235	28	7	scope	scope	NOUN
easat-7235	28	8	of	of	ADP
easat-7235	28	9	the	the	DET
easat-7235	28	10	consumer	consumer	NOUN
easat-7235	28	11	behaviour	behaviour	NOUN
easat-7235	28	12	and	and	CCONJ
easat-7235	28	13	marketing	marketing	NOUN
easat-7235	28	14	domains	domain	NOUN
easat-7235	28	15	as	as	SCONJ
easat-7235	28	16	he	he	PRON
easat-7235	28	17	tries	try	VERB
easat-7235	28	18	to	to	PART
easat-7235	28	19	understand	understand	VERB
easat-7235	28	20	the	the	DET
easat-7235	28	21	need	need	NOUN
easat-7235	28	22	and	and	CCONJ
easat-7235	28	23	significance	significance	NOUN
easat-7235	28	24	of	of	ADP
easat-7235	28	25	consumer	consumer	NOUN
easat-7235	28	26	preference	preference	NOUN
easat-7235	28	27	information	information	NOUN
easat-7235	28	28	and	and	CCONJ
easat-7235	28	29	its	its	PRON
easat-7235	28	30	impacts	impact	NOUN
easat-7235	28	31	on	on	ADP
easat-7235	28	32	the	the	DET
easat-7235	28	33	decision	decision	NOUN
easat-7235	28	34	-	-	PUNCT
easat-7235	28	35	making	make	VERB
easat-7235	28	36	processes	process	NOUN
easat-7235	28	37	within	within	ADP
easat-7235	28	38	the	the	DET
easat-7235	28	39	deployment	deployment	NOUN
easat-7235	28	40	strategies	strategy	NOUN
easat-7235	28	41	of	of	ADP
easat-7235	28	42	specialised	specialised	ADJ
easat-7235	28	43	retailing	retailing	NOUN
easat-7235	28	44	.	.	PUNCT
easat-7235	29	1	from	from	ADP
easat-7235	29	2	a	a	DET
easat-7235	29	3	theoretical	theoretical	ADJ
easat-7235	29	4	standpoint	standpoint	NOUN
easat-7235	29	5	,	,	PUNCT
easat-7235	29	6	this	this	DET
easat-7235	29	7	research	research	NOUN
easat-7235	29	8	encourages	encourage	VERB
easat-7235	29	9	the	the	DET
easat-7235	29	10	unification	unification	NOUN
easat-7235	29	11	of	of	ADP
easat-7235	29	12	customer	customer	NOUN
easat-7235	29	13	value	value	NOUN
easat-7235	29	14	theory	theory	NOUN
easat-7235	29	15	and	and	CCONJ
easat-7235	29	16	resource	resource	NOUN
easat-7235	29	17	-	-	PUNCT
easat-7235	29	18	based	base	VERB
easat-7235	29	19	theory	theory	NOUN
easat-7235	29	20	in	in	ADP
easat-7235	29	21	retail	retail	ADJ
easat-7235	29	22	management	management	NOUN
easat-7235	29	23	.	.	PUNCT
easat-7235	30	1	practically	practically	ADV
easat-7235	30	2	,	,	PUNCT
easat-7235	30	3	the	the	DET
easat-7235	30	4	proposed	propose	VERB
easat-7235	30	5	framework	framework	NOUN
easat-7235	30	6	provides	provide	VERB
easat-7235	30	7	jewelry	jewelry	NOUN
easat-7235	30	8	retailers	retailer	NOUN
easat-7235	30	9	with	with	ADP
easat-7235	30	10	a	a	DET
easat-7235	30	11	competitive	competitive	ADJ
easat-7235	30	12	advantage	advantage	NOUN
easat-7235	30	13	by	by	ADP
easat-7235	30	14	enabling	enable	VERB
easat-7235	30	15	better	well	ADJ
easat-7235	30	16	inventory	inventory	NOUN
easat-7235	30	17	turnover	turnover	NOUN
easat-7235	30	18	,	,	PUNCT
easat-7235	30	19	reducing	reduce	VERB
easat-7235	30	20	carrying	carry	VERB
easat-7235	30	21	costs	cost	NOUN
easat-7235	30	22	,	,	PUNCT
easat-7235	30	23	and	and	CCONJ
easat-7235	30	24	increasing	increase	VERB
easat-7235	30	25	customer	customer	NOUN
easat-7235	30	26	satisfaction	satisfaction	NOUN
easat-7235	30	27	through	through	ADP
easat-7235	30	28	better	well	ADJ
easat-7235	30	29	product	product	NOUN
easat-7235	30	30	availability	availability	NOUN
easat-7235	30	31	.	.	PUNCT
easat-7235	31	1	2	2	X
easat-7235	31	2	.	.	X
easat-7235	31	3	literature	literature	NOUN
easat-7235	31	4	review	review	VERB
easat-7235	31	5	2.1	2.1	NUM
easat-7235	31	6	.	.	PUNCT
easat-7235	32	1	research	research	NOUN
easat-7235	32	2	on	on	ADP
easat-7235	32	3	digital	digital	ADJ
easat-7235	32	4	transformation	transformation	NOUN
easat-7235	32	5	in	in	ADP
easat-7235	32	6	jewelry	jewelry	NOUN
easat-7235	32	7	retail	retail	NOUN
easat-7235	32	8	the	the	DET
easat-7235	32	9	jewelry	jewelry	NOUN
easat-7235	32	10	retail	retail	ADJ
easat-7235	32	11	sector	sector	NOUN
easat-7235	32	12	,	,	PUNCT
easat-7235	32	13	as	as	ADP
easat-7235	32	14	a	a	DET
easat-7235	32	15	specialized	specialized	ADJ
easat-7235	32	16	high	high	ADJ
easat-7235	32	17	-	-	PUNCT
easat-7235	32	18	value	value	NOUN
easat-7235	32	19	retail	retail	ADJ
easat-7235	32	20	domain	domain	NOUN
easat-7235	32	21	,	,	PUNCT
easat-7235	32	22	faces	face	VERB
easat-7235	32	23	unique	unique	ADJ
easat-7235	32	24	challenges	challenge	NOUN
easat-7235	32	25	and	and	CCONJ
easat-7235	32	26	opportunities	opportunity	NOUN
easat-7235	32	27	in	in	ADP
easat-7235	32	28	digital	digital	ADJ
easat-7235	32	29	transformation	transformation	NOUN
easat-7235	32	30	.	.	PUNCT
easat-7235	33	1	with	with	ADP
easat-7235	33	2	the	the	DET
easat-7235	33	3	rapid	rapid	ADJ
easat-7235	33	4	development	development	NOUN
easat-7235	33	5	of	of	ADP
easat-7235	33	6	digital	digital	ADJ
easat-7235	33	7	technologies	technology	NOUN
easat-7235	33	8	,	,	PUNCT
easat-7235	33	9	jewelry	jewelry	NOUN
easat-7235	33	10	retailers	retailer	NOUN
easat-7235	33	11	are	be	AUX
easat-7235	33	12	under	under	ADP
easat-7235	33	13	pressure	pressure	NOUN
easat-7235	33	14	to	to	PART
easat-7235	33	15	transform	transform	VERB
easat-7235	33	16	traditional	traditional	ADJ
easat-7235	33	17	business	business	NOUN
easat-7235	33	18	models	model	NOUN
easat-7235	33	19	to	to	PART
easat-7235	33	20	meet	meet	VERB
easat-7235	33	21	evolving	evolve	VERB
easat-7235	33	22	consumer	consumer	NOUN
easat-7235	33	23	demands.hagberg	demands.hagberg	PROPN
easat-7235	33	24	,	,	PUNCT
easat-7235	33	25	et	et	PROPN
easat-7235	33	26	al	al	PROPN
easat-7235	33	27	.	.	PUNCT
easat-7235	34	1	[	[	X
easat-7235	34	2	8	8	NUM
easat-7235	34	3	]	]	PUNCT
easat-7235	34	4	proposed	propose	VERB
easat-7235	34	5	an	an	DET
easat-7235	34	6	exploratory	exploratory	ADJ
easat-7235	34	7	framework	framework	NOUN
easat-7235	34	8	indicating	indicate	VERB
easat-7235	34	9	that	that	SCONJ
easat-7235	34	10	retail	retail	ADJ
easat-7235	34	11	digitalization	digitalization	NOUN
easat-7235	34	12	is	be	AUX
easat-7235	34	13	not	not	PART
easat-7235	34	14	simply	simply	ADV
easat-7235	34	15	about	about	ADP
easat-7235	34	16	transferring	transfer	VERB
easat-7235	34	17	offline	offline	ADJ
easat-7235	34	18	business	business	NOUN
easat-7235	34	19	online	online	NOUN
easat-7235	34	20	,	,	PUNCT
easat-7235	34	21	but	but	CCONJ
easat-7235	34	22	involves	involve	VERB
easat-7235	34	23	comprehensive	comprehensive	ADJ
easat-7235	34	24	transformation	transformation	NOUN
easat-7235	34	25	of	of	ADP
easat-7235	34	26	retail	retail	ADJ
easat-7235	34	27	exchanges	exchange	NOUN
easat-7235	34	28	,	,	PUNCT
easat-7235	34	29	settings	setting	NOUN
easat-7235	34	30	,	,	PUNCT
easat-7235	34	31	actors	actor	NOUN
easat-7235	34	32	,	,	PUNCT
easat-7235	34	33	and	and	CCONJ
easat-7235	34	34	offerings	offering	NOUN
easat-7235	34	35	.	.	PUNCT
easat-7235	35	1	in	in	ADP
easat-7235	35	2	the	the	DET
easat-7235	35	3	jewelry	jewelry	NOUN
easat-7235	35	4	retail	retail	ADJ
easat-7235	35	5	sector	sector	NOUN
easat-7235	35	6	,	,	PUNCT
easat-7235	35	7	this	this	DET
easat-7235	35	8	transformation	transformation	NOUN
easat-7235	35	9	is	be	AUX
easat-7235	35	10	particularly	particularly	ADV
easat-7235	35	11	complex	complex	ADJ
easat-7235	35	12	because	because	SCONJ
easat-7235	35	13	the	the	DET
easat-7235	35	14	high	high	ADJ
easat-7235	35	15	-	-	PUNCT
easat-7235	35	16	value	value	NOUN
easat-7235	35	17	nature	nature	NOUN
easat-7235	35	18	of	of	ADP
easat-7235	35	19	jewelry	jewelry	NOUN
easat-7235	35	20	products	product	NOUN
easat-7235	35	21	and	and	CCONJ
easat-7235	35	22	emotional	emotional	ADJ
easat-7235	35	23	purchase	purchase	NOUN
easat-7235	35	24	decision	decision	NOUN
easat-7235	35	25	processes	process	NOUN
easat-7235	35	26	require	require	VERB
easat-7235	35	27	specialized	specialized	ADJ
easat-7235	35	28	sales	sale	NOUN
easat-7235	35	29	strategies	strategy	NOUN
easat-7235	35	30	and	and	CCONJ
easat-7235	35	31	customer	customer	NOUN
easat-7235	35	32	experience	experience	NOUN
easat-7235	35	33	design	design	NOUN
easat-7235	35	34	.	.	PUNCT
easat-7235	36	1	shi	shi	PROPN
easat-7235	36	2	,	,	PUNCT
easat-7235	36	3	et	et	PROPN
easat-7235	36	4	al	al	PROPN
easat-7235	36	5	.	.	PUNCT
easat-7235	37	1	[	[	X
easat-7235	37	2	6	6	NUM
easat-7235	37	3	]	]	PUNCT
easat-7235	37	4	conducted	conduct	VERB
easat-7235	37	5	case	case	NOUN
easat-7235	37	6	studies	study	NOUN
easat-7235	37	7	in	in	ADP
easat-7235	37	8	the	the	DET
easat-7235	37	9	chinese	chinese	ADJ
easat-7235	37	10	jewelry	jewelry	NOUN
easat-7235	37	11	retail	retail	ADJ
easat-7235	37	12	industry	industry	NOUN
easat-7235	37	13	,	,	PUNCT
easat-7235	37	14	examining	examine	VERB
easat-7235	37	15	the	the	DET
easat-7235	37	16	evolution	evolution	NOUN
easat-7235	37	17	of	of	ADP
easat-7235	37	18	corporate	corporate	ADJ
easat-7235	37	19	innovation	innovation	NOUN
easat-7235	37	20	in	in	ADP
easat-7235	37	21	the	the	DET
easat-7235	37	22	online	online	NOUN
easat-7235	37	23	-	-	PUNCT
easat-7235	37	24	to	to	ADP
easat-7235	37	25	-	-	PUNCT
easat-7235	37	26	offline	offline	ADJ
easat-7235	37	27	(	(	PUNCT
easat-7235	37	28	o2o	o2o	NOUN
easat-7235	37	29	)	)	PUNCT
easat-7235	37	30	model	model	NOUN
easat-7235	37	31	.	.	PUNCT
easat-7235	38	1	their	their	PRON
easat-7235	38	2	findings	finding	NOUN
easat-7235	38	3	depict	depict	VERB
easat-7235	38	4	how	how	SCONJ
easat-7235	38	5	jewelry	jewelry	NOUN
easat-7235	38	6	retailers	retailer	NOUN
easat-7235	38	7	have	have	AUX
easat-7235	38	8	successfully	successfully	ADV
easat-7235	38	9	merged	merge	VERB
easat-7235	38	10	online	online	ADV
easat-7235	38	11	and	and	CCONJ
easat-7235	38	12	offline	offline	ADJ
easat-7235	38	13	channels	channel	NOUN
easat-7235	38	14	through	through	ADP
easat-7235	38	15	the	the	DET
easat-7235	38	16	mechanism	mechanism	NOUN
easat-7235	38	17	of	of	ADP
easat-7235	38	18	digital	digital	ADJ
easat-7235	38	19	transformation	transformation	NOUN
easat-7235	38	20	,	,	PUNCT
easat-7235	38	21	allowing	allow	VERB
easat-7235	38	22	for	for	ADP
easat-7235	38	23	seamless	seamless	ADJ
easat-7235	38	24	customer	customer	NOUN
easat-7235	38	25	experiences	experience	NOUN
easat-7235	38	26	coupled	couple	VERB
easat-7235	38	27	with	with	ADP
easat-7235	38	28	improved	improve	VERB
easat-7235	38	29	inventory	inventory	NOUN
easat-7235	38	30	management	management	NOUN
easat-7235	38	31	and	and	CCONJ
easat-7235	38	32	supply	supply	NOUN
easat-7235	38	33	chain	chain	NOUN
easat-7235	38	34	effectiveness	effectiveness	NOUN
easat-7235	38	35	.	.	PUNCT
easat-7235	39	1	besides	besides	SCONJ
easat-7235	39	2	,	,	PUNCT
easat-7235	39	3	gouveia	gouveia	PROPN
easat-7235	39	4	and	and	CCONJ
easat-7235	39	5	são	são	PROPN
easat-7235	39	6	mamede	mamede	NOUN
easat-7235	39	7	[	[	X
easat-7235	39	8	9	9	NUM
easat-7235	39	9	]	]	PUNCT
easat-7235	39	10	emphasised	emphasise	VERB
easat-7235	39	11	the	the	DET
easat-7235	39	12	essential	essential	ADJ
easat-7235	39	13	role	role	NOUN
easat-7235	39	14	of	of	ADP
easat-7235	39	15	digital	digital	ADJ
easat-7235	39	16	transformation	transformation	NOUN
easat-7235	39	17	for	for	ADP
easat-7235	39	18	small	small	ADJ
easat-7235	39	19	and	and	CCONJ
easat-7235	39	20	medium	medium	ADJ
easat-7235	39	21	-	-	PUNCT
easat-7235	39	22	sized	sized	ADJ
easat-7235	39	23	retail	retail	ADJ
easat-7235	39	24	businesses	business	NOUN
easat-7235	39	25	,	,	PUNCT
easat-7235	39	26	claiming	claim	VERB
easat-7235	39	27	that	that	SCONJ
easat-7235	39	28	the	the	DET
easat-7235	39	29	adoption	adoption	NOUN
easat-7235	39	30	of	of	ADP
easat-7235	39	31	digital	digital	ADJ
easat-7235	39	32	approaches	approach	NOUN
easat-7235	39	33	can	can	AUX
easat-7235	39	34	greatly	greatly	ADV
easat-7235	39	35	enhance	enhance	VERB
easat-7235	39	36	operational	operational	ADJ
easat-7235	39	37	productivity	productivity	NOUN
easat-7235	39	38	,	,	PUNCT
easat-7235	39	39	customer	customer	NOUN
easat-7235	39	40	relations	relation	NOUN
easat-7235	39	41	,	,	PUNCT
easat-7235	39	42	and	and	CCONJ
easat-7235	39	43	competitive	competitive	ADJ
easat-7235	39	44	advantage	advantage	NOUN
easat-7235	39	45	.	.	PUNCT
easat-7235	40	1	a	a	DET
easat-7235	40	2	study	study	NOUN
easat-7235	40	3	conducted	conduct	VERB
easat-7235	40	4	by	by	ADP
easat-7235	40	5	becker	becker	PROPN
easat-7235	40	6	and	and	CCONJ
easat-7235	40	7	schmid	schmid	PROPN
easat-7235	40	8	[	[	X
easat-7235	40	9	10	10	NUM
easat-7235	40	10	]	]	PUNCT
easat-7235	40	11	analysed	analyse	VERB
easat-7235	40	12	both	both	CCONJ
easat-7235	40	13	the	the	DET
easat-7235	40	14	strategy	strategy	NOUN
easat-7235	40	15	development	development	NOUN
easat-7235	40	16	and	and	CCONJ
easat-7235	40	17	implementation	implementation	NOUN
easat-7235	40	18	stages	stage	NOUN
easat-7235	40	19	of	of	ADP
easat-7235	40	20	digital	digital	ADJ
easat-7235	40	21	approaches	approach	NOUN
easat-7235	40	22	in	in	ADP
easat-7235	40	23	small	small	ADJ
easat-7235	40	24	and	and	CCONJ
easat-7235	40	25	medium	medium	ADJ
easat-7235	40	26	-	-	PUNCT
easat-7235	40	27	sized	sized	ADJ
easat-7235	40	28	firms	firm	NOUN
easat-7235	40	29	to	to	ADP
easat-7235	40	30	large	large	ADJ
easat-7235	40	31	ones	one	NOUN
easat-7235	40	32	,	,	PUNCT
easat-7235	40	33	suggesting	suggest	VERB
easat-7235	40	34	that	that	SCONJ
easat-7235	40	35	the	the	DET
easat-7235	40	36	achievement	achievement	NOUN
easat-7235	40	37	of	of	ADP
easat-7235	40	38	successful	successful	ADJ
easat-7235	40	39	digital	digital	ADJ
easat-7235	40	40	transformation	transformation	NOUN
easat-7235	40	41	is	be	AUX
easat-7235	40	42	ultimately	ultimately	ADV
easat-7235	40	43	a	a	DET
easat-7235	40	44	matter	matter	NOUN
easat-7235	40	45	of	of	ADP
easat-7235	40	46	balancing	balance	VERB
easat-7235	40	47	strategy	strategy	NOUN
easat-7235	40	48	adherence	adherence	NOUN
easat-7235	40	49	with	with	ADP
easat-7235	40	50	the	the	DET
easat-7235	40	51	necessary	necessary	ADJ
easat-7235	40	52	level	level	NOUN
easat-7235	40	53	of	of	ADP
easat-7235	40	54	changeability	changeability	NOUN
easat-7235	40	55	.	.	PUNCT
easat-7235	41	1	regarding	regard	VERB
easat-7235	41	2	retail	retail	ADJ
easat-7235	41	3	trade	trade	NOUN
easat-7235	41	4	in	in	ADP
easat-7235	41	5	jewellery	jewellery	NOUN
easat-7235	41	6	,	,	PUNCT
easat-7235	41	7	the	the	DET
easat-7235	41	8	incorporation	incorporation	NOUN
easat-7235	41	9	of	of	ADP
easat-7235	41	10	multi	multi	ADJ
easat-7235	41	11	-	-	ADJ
easat-7235	41	12	channel	channel	ADJ
easat-7235	41	13	information	information	NOUN
easat-7235	41	14	retrieval	retrieval	NOUN
easat-7235	41	15	and	and	CCONJ
easat-7235	41	16	analytical	analytical	ADJ
easat-7235	41	17	models	model	NOUN
easat-7235	41	18	to	to	PART
easat-7235	41	19	derive	derive	VERB
easat-7235	41	20	valuable	valuable	ADJ
easat-7235	41	21	customer	customer	NOUN
easat-7235	41	22	data	datum	NOUN
easat-7235	41	23	for	for	ADP
easat-7235	41	24	personalisation	personalisation	NOUN
easat-7235	41	25	of	of	ADP
easat-7235	41	26	services	service	NOUN
easat-7235	41	27	is	be	AUX
easat-7235	41	28	one	one	NUM
easat-7235	41	29	of	of	ADP
easat-7235	41	30	the	the	DET
easat-7235	41	31	major	major	ADJ
easat-7235	41	32	aspects	aspect	NOUN
easat-7235	41	33	of	of	ADP
easat-7235	41	34	digital	digital	ADJ
easat-7235	41	35	transformation	transformation	NOUN
easat-7235	42	1	[	[	X
easat-7235	42	2	7	7	NUM
easat-7235	42	3	]	]	PUNCT
easat-7235	42	4	.	.	PUNCT
easat-7235	43	1	as	as	ADP
easat-7235	43	2	e	e	NOUN
easat-7235	43	3	-	-	NOUN
easat-7235	43	4	commerce	commerce	NOUN
easat-7235	43	5	and	and	CCONJ
easat-7235	43	6	social	social	ADJ
easat-7235	43	7	media	medium	NOUN
easat-7235	43	8	evolve	evolve	VERB
easat-7235	43	9	,	,	PUNCT
easat-7235	43	10	jewellery	jewellery	NOUN
easat-7235	43	11	retailers	retailer	NOUN
easat-7235	43	12	are	be	AUX
easat-7235	43	13	employing	employ	VERB
easat-7235	43	14	these	these	DET
easat-7235	43	15	tools	tool	NOUN
easat-7235	43	16	to	to	PART
easat-7235	43	17	track	track	VERB
easat-7235	43	18	consumer	consumer	NOUN
easat-7235	43	19	behaviour	behaviour	NOUN
easat-7235	43	20	for	for	ADP
easat-7235	43	21	better	well	ADJ
easat-7235	43	22	product	product	NOUN
easat-7235	43	23	design	design	NOUN
easat-7235	43	24	and	and	CCONJ
easat-7235	43	25	sales	sale	NOUN
easat-7235	43	26	strategies	strategy	NOUN
easat-7235	43	27	.	.	PUNCT
easat-7235	44	1	singh	singh	PROPN
easat-7235	44	2	,	,	PUNCT
easat-7235	44	3	et	et	PROPN
easat-7235	44	4	al	al	PROPN
easat-7235	44	5	.	.	PUNCT
easat-7235	45	1	[	[	X
easat-7235	45	2	11	11	NUM
easat-7235	45	3	]	]	PUNCT
easat-7235	45	4	noted	note	VERB
easat-7235	45	5	that	that	SCONJ
easat-7235	45	6	digital	digital	ADJ
easat-7235	45	7	transformation	transformation	NOUN
easat-7235	45	8	not	not	PART
easat-7235	45	9	only	only	ADV
easat-7235	45	10	changes	change	VERB
easat-7235	45	11	a	a	DET
easat-7235	45	12	firm	firm	NOUN
easat-7235	45	13	’s	’s	PART
easat-7235	45	14	sales	sale	NOUN
easat-7235	45	15	channels	channel	NOUN
easat-7235	45	16	but	but	CCONJ
easat-7235	45	17	also	also	ADV
easat-7235	45	18	fundamentally	fundamentally	ADV
easat-7235	45	19	transforms	transform	VERB
easat-7235	45	20	its	its	PRON
easat-7235	45	21	organisational	organisational	ADJ
easat-7235	45	22	structure	structure	NOUN
easat-7235	45	23	,	,	PUNCT
easat-7235	45	24	business	business	NOUN
easat-7235	45	25	processes	process	NOUN
easat-7235	45	26	,	,	PUNCT
easat-7235	45	27	and	and	CCONJ
easat-7235	45	28	forms	form	NOUN
easat-7235	45	29	of	of	ADP
easat-7235	45	30	value	value	NOUN
easat-7235	45	31	creation	creation	NOUN
easat-7235	45	32	.	.	PUNCT
easat-7235	46	1	1578	1578	NUM
easat-7235	46	2	edelweiss	edelweiss	PROPN
easat-7235	46	3	applied	apply	VERB
easat-7235	46	4	science	science	NOUN
easat-7235	46	5	and	and	CCONJ
easat-7235	46	6	technology	technology	NOUN
easat-7235	46	7	issn	issn	PROPN
easat-7235	46	8	:	:	PUNCT
easat-7235	46	9	2576	2576	NUM
easat-7235	46	10	-	-	SYM
easat-7235	46	11	8484	8484	NUM
easat-7235	46	12	vol	vol	NOUN
easat-7235	46	13	.	.	PROPN
easat-7235	47	1	9	9	NUM
easat-7235	47	2	,	,	PUNCT
easat-7235	47	3	no	no	INTJ
easat-7235	47	4	.	.	NOUN
easat-7235	47	5	5	5	NUM
easat-7235	47	6	:	:	SYM
easat-7235	47	7	1576	1576	NUM
easat-7235	47	8	-	-	SYM
easat-7235	47	9	1592	1592	NUM
easat-7235	47	10	,	,	PUNCT
easat-7235	47	11	2025	2025	NUM
easat-7235	47	12	doi	doi	NOUN
easat-7235	47	13	:	:	PUNCT
easat-7235	47	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	47	15	©	©	PROPN
easat-7235	47	16	2025	2025	NUM
easat-7235	47	17	by	by	ADP
easat-7235	47	18	the	the	DET
easat-7235	47	19	author	author	NOUN
easat-7235	47	20	;	;	PUNCT
easat-7235	47	21	licensee	licensee	PROPN
easat-7235	47	22	learning	learning	NOUN
easat-7235	47	23	gate	gate	NOUN
easat-7235	47	24	2.2	2.2	NUM
easat-7235	47	25	.	.	PUNCT
easat-7235	48	1	analysis	analysis	NOUN
easat-7235	48	2	of	of	ADP
easat-7235	48	3	customer	customer	NOUN
easat-7235	48	4	relationship	relationship	NOUN
easat-7235	48	5	management	management	NOUN
easat-7235	48	6	systems	systems	PROPN
easat-7235	48	7	crm	crm	PROPN
easat-7235	48	8	software	software	NOUN
easat-7235	48	9	plays	play	VERB
easat-7235	48	10	a	a	DET
easat-7235	48	11	significant	significant	ADJ
easat-7235	48	12	role	role	NOUN
easat-7235	48	13	in	in	ADP
easat-7235	48	14	the	the	DET
easat-7235	48	15	retail	retail	ADJ
easat-7235	48	16	business	business	NOUN
easat-7235	48	17	,	,	PUNCT
easat-7235	48	18	particularly	particularly	ADV
easat-7235	48	19	in	in	ADP
easat-7235	48	20	the	the	DET
easat-7235	48	21	luxury	luxury	NOUN
easat-7235	48	22	jewellery	jewellery	NOUN
easat-7235	48	23	market	market	NOUN
easat-7235	48	24	.	.	PUNCT
easat-7235	49	1	early	early	ADJ
easat-7235	49	2	research	research	NOUN
easat-7235	49	3	conducted	conduct	VERB
easat-7235	49	4	by	by	ADP
easat-7235	49	5	swift	swift	NOUN
easat-7235	49	6	[	[	X
easat-7235	49	7	7	7	NUM
easat-7235	49	8	]	]	PUNCT
easat-7235	49	9	indicated	indicate	VERB
easat-7235	49	10	that	that	SCONJ
easat-7235	49	11	crm	crm	PROPN
easat-7235	49	12	technologies	technology	NOUN
easat-7235	49	13	have	have	VERB
easat-7235	49	14	the	the	DET
easat-7235	49	15	potential	potential	NOUN
easat-7235	49	16	to	to	PART
easat-7235	49	17	enhance	enhance	VERB
easat-7235	49	18	customer	customer	NOUN
easat-7235	49	19	relations	relation	NOUN
easat-7235	49	20	through	through	ADP
easat-7235	49	21	customer	customer	NOUN
easat-7235	49	22	information	information	NOUN
easat-7235	49	23	consolidation	consolidation	NOUN
easat-7235	49	24	,	,	PUNCT
easat-7235	49	25	behavioural	behavioural	ADJ
easat-7235	49	26	analysis	analysis	NOUN
easat-7235	49	27	,	,	PUNCT
easat-7235	49	28	and	and	CCONJ
easat-7235	49	29	tailored	tailor	VERB
easat-7235	49	30	service	service	NOUN
easat-7235	49	31	delivery	delivery	NOUN
easat-7235	49	32	,	,	PUNCT
easat-7235	49	33	resulting	result	VERB
easat-7235	49	34	in	in	ADP
easat-7235	49	35	increased	increase	VERB
easat-7235	49	36	customer	customer	NOUN
easat-7235	49	37	loyalty	loyalty	NOUN
easat-7235	49	38	.	.	PUNCT
easat-7235	50	1	the	the	DET
easat-7235	50	2	advent	advent	NOUN
easat-7235	50	3	of	of	ADP
easat-7235	50	4	big	big	ADJ
easat-7235	50	5	data	datum	NOUN
easat-7235	50	6	technologies	technology	NOUN
easat-7235	50	7	transformed	transform	VERB
easat-7235	50	8	modern	modern	ADJ
easat-7235	50	9	crm	crm	PROPN
easat-7235	50	10	systems	system	NOUN
easat-7235	50	11	from	from	ADP
easat-7235	50	12	basic	basic	ADJ
easat-7235	50	13	customer	customer	NOUN
easat-7235	50	14	data	datum	NOUN
easat-7235	50	15	management	management	NOUN
easat-7235	50	16	software	software	NOUN
easat-7235	50	17	into	into	ADP
easat-7235	50	18	intricate	intricate	ADJ
easat-7235	50	19	platforms	platform	NOUN
easat-7235	50	20	capable	capable	ADJ
easat-7235	50	21	of	of	ADP
easat-7235	50	22	generating	generate	VERB
easat-7235	50	23	valuable	valuable	ADJ
easat-7235	50	24	analyses	analysis	NOUN
easat-7235	50	25	of	of	ADP
easat-7235	50	26	customer	customer	NOUN
easat-7235	50	27	behaviour	behaviour	NOUN
easat-7235	50	28	.	.	PUNCT
easat-7235	51	1	phan	phan	PROPN
easat-7235	51	2	and	and	CCONJ
easat-7235	51	3	vogel	vogel	NOUN
easat-7235	51	4	[	[	X
easat-7235	51	5	4	4	NUM
easat-7235	51	6	]	]	PUNCT
easat-7235	51	7	proposed	propose	VERB
easat-7235	51	8	a	a	DET
easat-7235	51	9	conceptual	conceptual	ADJ
easat-7235	51	10	model	model	NOUN
easat-7235	51	11	that	that	PRON
easat-7235	51	12	merges	merge	VERB
easat-7235	51	13	customer	customer	NOUN
easat-7235	51	14	relationship	relationship	NOUN
easat-7235	51	15	management	management	NOUN
easat-7235	51	16	and	and	CCONJ
easat-7235	51	17	a	a	DET
easat-7235	51	18	business	business	NOUN
easat-7235	51	19	intelligence	intelligence	NOUN
easat-7235	51	20	system	system	NOUN
easat-7235	51	21	that	that	PRON
easat-7235	51	22	is	be	AUX
easat-7235	51	23	designed	design	VERB
easat-7235	51	24	for	for	ADP
easat-7235	51	25	catalog	catalog	NOUN
easat-7235	51	26	and	and	CCONJ
easat-7235	51	27	online	online	ADJ
easat-7235	51	28	retail	retail	ADJ
easat-7235	51	29	businesses	business	NOUN
easat-7235	51	30	.	.	PUNCT
easat-7235	52	1	this	this	DET
easat-7235	52	2	model	model	NOUN
easat-7235	52	3	captures	capture	VERB
easat-7235	52	4	the	the	DET
easat-7235	52	5	role	role	NOUN
easat-7235	52	6	of	of	ADP
easat-7235	52	7	transactional	transactional	ADJ
easat-7235	52	8	data	datum	NOUN
easat-7235	52	9	,	,	PUNCT
easat-7235	52	10	customer	customer	NOUN
easat-7235	52	11	profiles	profile	NOUN
easat-7235	52	12	,	,	PUNCT
easat-7235	52	13	and	and	CCONJ
easat-7235	52	14	historical	historical	ADJ
easat-7235	52	15	interactions	interaction	NOUN
easat-7235	52	16	as	as	ADP
easat-7235	52	17	integral	integral	ADJ
easat-7235	52	18	components	component	NOUN
easat-7235	52	19	of	of	ADP
easat-7235	52	20	consumer	consumer	NOUN
easat-7235	52	21	behaviour	behaviour	NOUN
easat-7235	52	22	.	.	PUNCT
easat-7235	53	1	in	in	ADP
easat-7235	53	2	the	the	DET
easat-7235	53	3	case	case	NOUN
easat-7235	53	4	of	of	ADP
easat-7235	53	5	jewellery	jewellery	NOUN
easat-7235	53	6	retail	retail	NOUN
easat-7235	53	7	,	,	PUNCT
easat-7235	53	8	this	this	DET
easat-7235	53	9	integration	integration	NOUN
easat-7235	53	10	is	be	AUX
easat-7235	53	11	of	of	ADP
easat-7235	53	12	particular	particular	ADJ
easat-7235	53	13	importance	importance	NOUN
easat-7235	53	14	,	,	PUNCT
easat-7235	53	15	as	as	ADP
easat-7235	53	16	a	a	DET
easat-7235	53	17	variety	variety	NOUN
easat-7235	53	18	of	of	ADP
easat-7235	53	19	factors	factor	NOUN
easat-7235	53	20	,	,	PUNCT
easat-7235	53	21	such	such	ADJ
easat-7235	53	22	as	as	ADP
easat-7235	53	23	personal	personal	ADJ
easat-7235	53	24	preferences	preference	NOUN
easat-7235	53	25	,	,	PUNCT
easat-7235	53	26	special	special	ADJ
easat-7235	53	27	occasions	occasion	NOUN
easat-7235	53	28	,	,	PUNCT
easat-7235	53	29	and	and	CCONJ
easat-7235	53	30	emotional	emotional	ADJ
easat-7235	53	31	attachments	attachment	NOUN
easat-7235	53	32	tend	tend	VERB
easat-7235	53	33	to	to	PART
easat-7235	53	34	shape	shape	VERB
easat-7235	53	35	a	a	DET
easat-7235	53	36	consumer	consumer	NOUN
easat-7235	53	37	's	's	PART
easat-7235	53	38	purchasing	purchasing	NOUN
easat-7235	53	39	behaviour	behaviour	NOUN
easat-7235	53	40	.	.	PUNCT
easat-7235	54	1	the	the	DET
easat-7235	54	2	study	study	NOUN
easat-7235	54	3	conducted	conduct	VERB
easat-7235	54	4	by	by	ADP
easat-7235	54	5	sanguanpiyapan	sanguanpiyapan	NOUN
easat-7235	54	6	and	and	CCONJ
easat-7235	54	7	jasper	jasper	NOUN
easat-7235	54	8	[	[	X
easat-7235	54	9	5	5	NUM
easat-7235	54	10	]	]	PUNCT
easat-7235	54	11	recognised	recognise	VERB
easat-7235	54	12	the	the	DET
easat-7235	54	13	peculiarity	peculiarity	NOUN
easat-7235	54	14	of	of	ADP
easat-7235	54	15	consumer	consumer	NOUN
easat-7235	54	16	behaviour	behaviour	NOUN
easat-7235	54	17	patterns	pattern	NOUN
easat-7235	54	18	in	in	ADP
easat-7235	54	19	jewellery	jewellery	NOUN
easat-7235	54	20	shopping	shopping	NOUN
easat-7235	54	21	contexts	contexts	NOUN
easat-7235	54	22	,	,	PUNCT
easat-7235	54	23	especially	especially	ADV
easat-7235	54	24	the	the	DET
easat-7235	54	25	necessity	necessity	NOUN
easat-7235	54	26	for	for	ADP
easat-7235	54	27	consumer	consumer	NOUN
easat-7235	54	28	consciousness	consciousness	NOUN
easat-7235	54	29	toward	toward	ADP
easat-7235	54	30	luxury	luxury	NOUN
easat-7235	54	31	goods	good	NOUN
easat-7235	54	32	in	in	ADP
easat-7235	54	33	order	order	NOUN
easat-7235	54	34	to	to	PART
easat-7235	54	35	offer	offer	VERB
easat-7235	54	36	service	service	NOUN
easat-7235	54	37	experience	experience	NOUN
easat-7235	54	38	that	that	PRON
easat-7235	54	39	commensurates	commensurate	VERB
easat-7235	54	40	with	with	ADP
easat-7235	54	41	such	such	ADJ
easat-7235	54	42	goods	good	NOUN
easat-7235	54	43	.	.	PUNCT
easat-7235	55	1	furthermore	furthermore	ADV
easat-7235	55	2	,	,	PUNCT
easat-7235	55	3	kumar	kumar	PROPN
easat-7235	55	4	,	,	PUNCT
easat-7235	55	5	et	et	PROPN
easat-7235	55	6	al	al	PROPN
easat-7235	55	7	.	.	PUNCT
easat-7235	56	1	[	[	X
easat-7235	56	2	12	12	NUM
easat-7235	56	3	]	]	PUNCT
easat-7235	56	4	found	find	VERB
easat-7235	56	5	that	that	SCONJ
easat-7235	56	6	employing	employ	VERB
easat-7235	56	7	data	datum	NOUN
easat-7235	56	8	mining	mining	NOUN
easat-7235	56	9	and	and	CCONJ
easat-7235	56	10	machine	machine	NOUN
easat-7235	56	11	learning	learn	VERB
easat-7235	56	12	techniques	technique	NOUN
easat-7235	56	13	in	in	ADP
easat-7235	56	14	a	a	DET
easat-7235	56	15	retail	retail	ADJ
easat-7235	56	16	setting	setting	NOUN
easat-7235	56	17	has	have	VERB
easat-7235	56	18	great	great	ADJ
easat-7235	56	19	possibilities	possibility	NOUN
easat-7235	56	20	of	of	ADP
easat-7235	56	21	improving	improve	VERB
easat-7235	56	22	customer	customer	NOUN
easat-7235	56	23	retention	retention	NOUN
easat-7235	56	24	rates	rate	NOUN
easat-7235	56	25	significantly	significantly	ADV
easat-7235	56	26	.	.	PUNCT
easat-7235	57	1	by	by	ADP
easat-7235	57	2	analyzing	analyze	VERB
easat-7235	57	3	data	datum	NOUN
easat-7235	57	4	collected	collect	VERB
easat-7235	57	5	through	through	ADP
easat-7235	57	6	crm	crm	NOUN
easat-7235	57	7	systems	system	NOUN
easat-7235	57	8	,	,	PUNCT
easat-7235	57	9	retailers	retailer	NOUN
easat-7235	57	10	can	can	AUX
easat-7235	57	11	predict	predict	VERB
easat-7235	57	12	customer	customer	NOUN
easat-7235	57	13	behavior	behavior	NOUN
easat-7235	57	14	,	,	PUNCT
easat-7235	57	15	identify	identify	VERB
easat-7235	57	16	churn	churn	NOUN
easat-7235	57	17	risks	risk	NOUN
easat-7235	57	18	,	,	PUNCT
easat-7235	57	19	and	and	CCONJ
easat-7235	57	20	take	take	VERB
easat-7235	57	21	appropriate	appropriate	ADJ
easat-7235	57	22	intervention	intervention	NOUN
easat-7235	57	23	measures	measure	NOUN
easat-7235	57	24	.	.	PUNCT
easat-7235	58	1	jayasundara	jayasundara	NOUN
easat-7235	58	2	[	[	X
easat-7235	58	3	13	13	NUM
easat-7235	58	4	]	]	PUNCT
easat-7235	58	5	further	far	ADV
easat-7235	58	6	highlighted	highlight	VERB
easat-7235	58	7	the	the	DET
easat-7235	58	8	importance	importance	NOUN
easat-7235	58	9	of	of	ADP
easat-7235	58	10	consumer	consumer	NOUN
easat-7235	58	11	analytics	analytic	NOUN
easat-7235	58	12	in	in	ADP
easat-7235	58	13	marketing	marketing	NOUN
easat-7235	58	14	prediction	prediction	NOUN
easat-7235	58	15	,	,	PUNCT
easat-7235	58	16	emphasizing	emphasize	VERB
easat-7235	58	17	that	that	PRON
easat-7235	58	18	crm	crm	PROPN
easat-7235	58	19	data	data	NOUN
easat-7235	58	20	-	-	PUNCT
easat-7235	58	21	driven	drive	VERB
easat-7235	58	22	analysis	analysis	NOUN
easat-7235	58	23	can	can	AUX
easat-7235	58	24	achieve	achieve	VERB
easat-7235	58	25	more	more	ADV
easat-7235	58	26	precise	precise	ADJ
easat-7235	58	27	market	market	NOUN
easat-7235	58	28	positioning	positioning	NOUN
easat-7235	58	29	and	and	CCONJ
easat-7235	58	30	promotion	promotion	NOUN
easat-7235	58	31	strategy	strategy	NOUN
easat-7235	58	32	optimization	optimization	NOUN
easat-7235	58	33	.	.	PUNCT
easat-7235	59	1	although	although	SCONJ
easat-7235	59	2	the	the	DET
easat-7235	59	3	value	value	NOUN
easat-7235	59	4	of	of	ADP
easat-7235	59	5	crm	crm	PROPN
easat-7235	59	6	systems	system	NOUN
easat-7235	59	7	in	in	ADP
easat-7235	59	8	retail	retail	NOUN
easat-7235	59	9	has	have	AUX
easat-7235	59	10	been	be	AUX
easat-7235	59	11	widely	widely	ADV
easat-7235	59	12	recognized	recognize	VERB
easat-7235	59	13	,	,	PUNCT
easat-7235	59	14	rothberg	rothberg	PROPN
easat-7235	59	15	and	and	CCONJ
easat-7235	59	16	erickson	erickson	PROPN
easat-7235	59	17	[	[	X
easat-7235	59	18	14	14	NUM
easat-7235	59	19	]	]	PUNCT
easat-7235	59	20	reminded	remind	VERB
easat-7235	59	21	researchers	researcher	NOUN
easat-7235	59	22	and	and	CCONJ
easat-7235	59	23	practitioners	practitioner	NOUN
easat-7235	59	24	of	of	ADP
easat-7235	59	25	the	the	DET
easat-7235	59	26	need	need	NOUN
easat-7235	59	27	to	to	PART
easat-7235	59	28	distinguish	distinguish	VERB
easat-7235	59	29	between	between	ADP
easat-7235	59	30	knowledge	knowledge	NOUN
easat-7235	59	31	transfer	transfer	NOUN
easat-7235	59	32	and	and	CCONJ
easat-7235	59	33	intelligence	intelligence	NOUN
easat-7235	59	34	insights	insight	NOUN
easat-7235	59	35	in	in	ADP
easat-7235	59	36	big	big	ADJ
easat-7235	59	37	data	datum	NOUN
easat-7235	59	38	systems	system	NOUN
easat-7235	59	39	.	.	PUNCT
easat-7235	60	1	in	in	ADP
easat-7235	60	2	jewelry	jewelry	NOUN
easat-7235	60	3	retail	retail	ADJ
easat-7235	60	4	environments	environment	NOUN
easat-7235	60	5	,	,	PUNCT
easat-7235	60	6	simply	simply	ADV
easat-7235	60	7	collecting	collect	VERB
easat-7235	60	8	customer	customer	NOUN
easat-7235	60	9	data	datum	NOUN
easat-7235	60	10	is	be	AUX
easat-7235	60	11	insufficient	insufficient	ADJ
easat-7235	60	12	;	;	PUNCT
easat-7235	60	13	the	the	DET
easat-7235	60	14	key	key	NOUN
easat-7235	60	15	lies	lie	VERB
easat-7235	60	16	in	in	ADP
easat-7235	60	17	transforming	transform	VERB
easat-7235	60	18	this	this	DET
easat-7235	60	19	data	datum	NOUN
easat-7235	60	20	into	into	ADP
easat-7235	60	21	actionable	actionable	ADJ
easat-7235	60	22	insights	insight	NOUN
easat-7235	60	23	to	to	PART
easat-7235	60	24	guide	guide	VERB
easat-7235	60	25	decisionmaking	decisionmake	VERB
easat-7235	60	26	processes	process	NOUN
easat-7235	60	27	for	for	ADP
easat-7235	60	28	inventory	inventory	NOUN
easat-7235	60	29	management	management	NOUN
easat-7235	60	30	and	and	CCONJ
easat-7235	60	31	sales	sale	NOUN
easat-7235	60	32	strategies	strategy	NOUN
easat-7235	60	33	.	.	PUNCT
easat-7235	61	1	2.3	2.3	NUM
easat-7235	61	2	.	.	PUNCT
easat-7235	62	1	research	research	NOUN
easat-7235	62	2	on	on	ADP
easat-7235	62	3	retail	retail	ADJ
easat-7235	62	4	prediction	prediction	NOUN
easat-7235	62	5	and	and	CCONJ
easat-7235	62	6	inventory	inventory	NOUN
easat-7235	62	7	management	management	NOUN
easat-7235	62	8	retail	retail	ADJ
easat-7235	62	9	prediction	prediction	NOUN
easat-7235	62	10	and	and	CCONJ
easat-7235	62	11	inventory	inventory	NOUN
easat-7235	62	12	management	management	NOUN
easat-7235	62	13	are	be	AUX
easat-7235	62	14	core	core	ADJ
easat-7235	62	15	components	component	NOUN
easat-7235	62	16	of	of	ADP
easat-7235	62	17	retail	retail	ADJ
easat-7235	62	18	operations	operation	NOUN
easat-7235	62	19	,	,	PUNCT
easat-7235	62	20	directly	directly	ADV
easat-7235	62	21	impacting	impact	VERB
easat-7235	62	22	a	a	DET
easat-7235	62	23	company	company	NOUN
easat-7235	62	24	's	's	PART
easat-7235	62	25	financial	financial	ADJ
easat-7235	62	26	performance	performance	NOUN
easat-7235	62	27	and	and	CCONJ
easat-7235	62	28	customer	customer	NOUN
easat-7235	62	29	satisfaction	satisfaction	NOUN
easat-7235	62	30	.	.	PUNCT
easat-7235	63	1	kondo	kondo	NOUN
easat-7235	63	2	and	and	CCONJ
easat-7235	63	3	vicente	vicente	PROPN
easat-7235	64	1	[	[	X
easat-7235	64	2	15	15	NUM
easat-7235	64	3	]	]	X
easat-7235	64	4	research	research	NOUN
easat-7235	64	5	emphasized	emphasize	VERB
easat-7235	64	6	the	the	DET
easat-7235	64	7	importance	importance	NOUN
easat-7235	64	8	of	of	ADP
easat-7235	64	9	coordinating	coordinate	VERB
easat-7235	64	10	customer	customer	NOUN
easat-7235	64	11	demand	demand	NOUN
easat-7235	64	12	and	and	CCONJ
easat-7235	64	13	inventory	inventory	NOUN
easat-7235	64	14	management	management	NOUN
easat-7235	64	15	,	,	PUNCT
easat-7235	64	16	proposing	propose	VERB
easat-7235	64	17	a	a	DET
easat-7235	64	18	comprehensive	comprehensive	ADJ
easat-7235	64	19	approach	approach	NOUN
easat-7235	64	20	to	to	PART
easat-7235	64	21	enhance	enhance	VERB
easat-7235	64	22	customer	customer	NOUN
easat-7235	64	23	experience	experience	NOUN
easat-7235	64	24	in	in	ADP
easat-7235	64	25	retail	retail	NOUN
easat-7235	64	26	.	.	PUNCT
easat-7235	65	1	the	the	DET
easat-7235	65	2	study	study	NOUN
easat-7235	65	3	points	point	VERB
easat-7235	65	4	out	out	ADP
easat-7235	65	5	that	that	SCONJ
easat-7235	65	6	effective	effective	ADJ
easat-7235	65	7	inventory	inventory	NOUN
easat-7235	65	8	management	management	NOUN
easat-7235	65	9	is	be	AUX
easat-7235	65	10	not	not	PART
easat-7235	65	11	merely	merely	ADV
easat-7235	65	12	about	about	ADP
easat-7235	65	13	cost	cost	NOUN
easat-7235	65	14	control	control	NOUN
easat-7235	65	15	but	but	CCONJ
easat-7235	65	16	a	a	DET
easat-7235	65	17	key	key	ADJ
easat-7235	65	18	factor	factor	NOUN
easat-7235	65	19	in	in	ADP
easat-7235	65	20	providing	provide	VERB
easat-7235	65	21	superior	superior	ADJ
easat-7235	65	22	customer	customer	NOUN
easat-7235	65	23	experiences	experience	NOUN
easat-7235	65	24	.	.	PUNCT
easat-7235	66	1	inventory	inventory	NOUN
easat-7235	66	2	management	management	NOUN
easat-7235	66	3	in	in	ADP
easat-7235	66	4	jewellery	jewellery	NOUN
easat-7235	66	5	retail	retail	NOUN
easat-7235	66	6	comes	come	VERB
easat-7235	66	7	with	with	ADP
easat-7235	66	8	its	its	PRON
easat-7235	66	9	own	own	ADJ
easat-7235	66	10	set	set	NOUN
easat-7235	66	11	of	of	ADP
easat-7235	66	12	issues	issue	NOUN
easat-7235	66	13	that	that	PRON
easat-7235	66	14	include	include	VERB
easat-7235	66	15	high	high	ADJ
easat-7235	66	16	-	-	PUNCT
easat-7235	66	17	value	value	NOUN
easat-7235	66	18	items	item	NOUN
easat-7235	66	19	,	,	PUNCT
easat-7235	66	20	volatile	volatile	ADJ
easat-7235	66	21	demand	demand	NOUN
easat-7235	66	22	,	,	PUNCT
easat-7235	66	23	and	and	CCONJ
easat-7235	66	24	complex	complex	ADJ
easat-7235	66	25	product	product	NOUN
easat-7235	66	26	life	life	NOUN
easat-7235	66	27	cycles	cycle	NOUN
easat-7235	66	28	.	.	PUNCT
easat-7235	67	1	shankar	shankar	PROPN
easat-7235	67	2	,	,	PUNCT
easat-7235	67	3	et	et	PROPN
easat-7235	67	4	al	al	PROPN
easat-7235	67	5	.	.	PUNCT
easat-7235	68	1	[	[	X
easat-7235	68	2	1	1	X
easat-7235	68	3	]	]	PUNCT
easat-7235	68	4	noted	note	VERB
easat-7235	68	5	that	that	SCONJ
easat-7235	68	6	retail	retail	ADJ
easat-7235	68	7	inventory	inventory	NOUN
easat-7235	68	8	control	control	NOUN
easat-7235	68	9	is	be	AUX
easat-7235	68	10	being	be	AUX
easat-7235	68	11	profoundly	profoundly	ADV
easat-7235	68	12	impacted	impact	VERB
easat-7235	68	13	by	by	ADP
easat-7235	68	14	technology	technology	NOUN
easat-7235	68	15	,	,	PUNCT
easat-7235	68	16	with	with	ADP
easat-7235	68	17	overstocking	overstock	VERB
easat-7235	68	18	and	and	CCONJ
easat-7235	68	19	stockout	stockout	VERB
easat-7235	68	20	situations	situation	NOUN
easat-7235	68	21	being	be	AUX
easat-7235	68	22	mitigated	mitigate	VERB
easat-7235	68	23	through	through	ADP
easat-7235	68	24	inventory	inventory	NOUN
easat-7235	68	25	level	level	NOUN
easat-7235	68	26	automation	automation	NOUN
easat-7235	68	27	and	and	CCONJ
easat-7235	68	28	predictive	predictive	ADJ
easat-7235	68	29	analytics	analytic	NOUN
easat-7235	68	30	.	.	PUNCT
easat-7235	69	1	bradlow	bradlow	PROPN
easat-7235	69	2	,	,	PUNCT
easat-7235	69	3	et	et	PROPN
easat-7235	69	4	al	al	PROPN
easat-7235	69	5	.	.	PUNCT
easat-7235	70	1	[	[	X
easat-7235	70	2	3	3	NUM
easat-7235	70	3	]	]	PUNCT
easat-7235	70	4	further	far	ADV
easat-7235	70	5	developed	develop	VERB
easat-7235	70	6	the	the	DET
easat-7235	70	7	importance	importance	NOUN
easat-7235	70	8	of	of	ADP
easat-7235	70	9	big	big	ADJ
easat-7235	70	10	data	datum	NOUN
easat-7235	70	11	and	and	CCONJ
easat-7235	70	12	predictive	predictive	ADJ
easat-7235	70	13	analysis	analysis	NOUN
easat-7235	70	14	in	in	ADP
easat-7235	70	15	retail	retail	NOUN
easat-7235	70	16	,	,	PUNCT
easat-7235	70	17	especially	especially	ADV
easat-7235	70	18	on	on	ADP
easat-7235	70	19	demand	demand	NOUN
easat-7235	70	20	estimation	estimation	NOUN
easat-7235	70	21	,	,	PUNCT
easat-7235	70	22	price	price	NOUN
easat-7235	70	23	setting	setting	NOUN
easat-7235	70	24	and	and	CCONJ
easat-7235	70	25	personalisation	personalisation	NOUN
easat-7235	70	26	through	through	ADP
easat-7235	70	27	recommendation	recommendation	NOUN
easat-7235	70	28	systems	system	NOUN
easat-7235	70	29	.	.	PUNCT
easat-7235	71	1	lo	lo	PROPN
easat-7235	71	2	,	,	PUNCT
easat-7235	71	3	et	et	PROPN
easat-7235	71	4	al	al	PROPN
easat-7235	71	5	.	.	PUNCT
easat-7235	72	1	[	[	X
easat-7235	72	2	16	16	NUM
easat-7235	72	3	]	]	PUNCT
easat-7235	72	4	set	set	VERB
easat-7235	72	5	forth	forth	ADP
easat-7235	72	6	a	a	DET
easat-7235	72	7	framework	framework	NOUN
easat-7235	72	8	for	for	ADP
easat-7235	72	9	e	e	PROPN
easat-7235	72	10	-	-	PROPN
easat-7235	72	11	scm	scm	ADJ
easat-7235	72	12	multi	multi	ADJ
easat-7235	72	13	-	-	ADJ
easat-7235	72	14	agent	agent	ADJ
easat-7235	72	15	systems	system	NOUN
easat-7235	72	16	in	in	ADP
easat-7235	72	17	the	the	DET
easat-7235	72	18	case	case	NOUN
easat-7235	72	19	of	of	ADP
easat-7235	72	20	the	the	DET
easat-7235	72	21	fashion	fashion	NOUN
easat-7235	72	22	industry	industry	NOUN
easat-7235	72	23	for	for	ADP
easat-7235	72	24	inventory	inventory	NOUN
easat-7235	72	25	control	control	NOUN
easat-7235	72	26	at	at	ADP
easat-7235	72	27	the	the	DET
easat-7235	72	28	supply	supply	NOUN
easat-7235	72	29	chain	chain	NOUN
easat-7235	72	30	level	level	NOUN
easat-7235	72	31	and	and	CCONJ
easat-7235	72	32	pointed	point	VERB
easat-7235	72	33	out	out	ADP
easat-7235	72	34	the	the	DET
easat-7235	72	35	need	need	NOUN
easat-7235	72	36	for	for	ADP
easat-7235	72	37	cooperation	cooperation	NOUN
easat-7235	72	38	and	and	CCONJ
easat-7235	72	39	information	information	NOUN
easat-7235	72	40	dissemination	dissemination	NOUN
easat-7235	72	41	among	among	ADP
easat-7235	72	42	supply	supply	NOUN
easat-7235	72	43	chain	chain	NOUN
easat-7235	72	44	constituents	constituent	NOUN
easat-7235	72	45	.	.	PUNCT
easat-7235	73	1	although	although	SCONJ
easat-7235	73	2	the	the	DET
easat-7235	73	3	research	research	NOUN
easat-7235	73	4	concentrated	concentrate	VERB
easat-7235	73	5	on	on	ADP
easat-7235	73	6	the	the	DET
easat-7235	73	7	fashion	fashion	NOUN
easat-7235	73	8	industry	industry	NOUN
easat-7235	73	9	,	,	PUNCT
easat-7235	73	10	its	its	PRON
easat-7235	73	11	fundamental	fundamental	ADJ
easat-7235	73	12	concepts	concept	NOUN
easat-7235	73	13	are	be	AUX
easat-7235	73	14	also	also	ADV
easat-7235	73	15	relevant	relevant	ADJ
easat-7235	73	16	to	to	ADP
easat-7235	73	17	jewellery	jewellery	NOUN
easat-7235	73	18	retail	retail	NOUN
easat-7235	73	19	,	,	PUNCT
easat-7235	73	20	particularly	particularly	ADV
easat-7235	73	21	in	in	ADP
easat-7235	73	22	dealing	deal	VERB
easat-7235	73	23	with	with	ADP
easat-7235	73	24	seasonal	seasonal	ADJ
easat-7235	73	25	demand	demand	NOUN
easat-7235	73	26	and	and	CCONJ
easat-7235	73	27	managing	manage	VERB
easat-7235	73	28	inventory	inventory	NOUN
easat-7235	73	29	levels	level	NOUN
easat-7235	73	30	during	during	ADP
easat-7235	73	31	product	product	NOUN
easat-7235	73	32	introductions	introduction	NOUN
easat-7235	73	33	.	.	PUNCT
easat-7235	74	1	grewal	grewal	PROPN
easat-7235	74	2	,	,	PUNCT
easat-7235	74	3	et	et	PROPN
easat-7235	74	4	al	al	PROPN
easat-7235	74	5	.	.	PUNCT
easat-7235	75	1	[	[	X
easat-7235	75	2	2	2	NUM
easat-7235	75	3	]	]	X
easat-7235	75	4	examined	examine	VERB
easat-7235	75	5	retailing	retailing	NOUN
easat-7235	75	6	through	through	ADP
easat-7235	75	7	the	the	DET
easat-7235	75	8	lens	lens	NOUN
easat-7235	75	9	of	of	ADP
easat-7235	75	10	emerging	emerge	VERB
easat-7235	75	11	technologies	technology	NOUN
easat-7235	75	12	and	and	CCONJ
easat-7235	75	13	showed	show	VERB
easat-7235	75	14	the	the	DET
easat-7235	75	15	efficacy	efficacy	NOUN
easat-7235	75	16	of	of	ADP
easat-7235	75	17	artificial	artificial	ADJ
easat-7235	75	18	intelligence	intelligence	NOUN
easat-7235	75	19	and	and	CCONJ
easat-7235	75	20	machine	machine	NOUN
easat-7235	75	21	learning	learn	VERB
easat-7235	75	22	algorithms	algorithm	NOUN
easat-7235	75	23	especially	especially	ADV
easat-7235	75	24	in	in	ADP
easat-7235	75	25	improving	improve	VERB
easat-7235	75	26	demand	demand	NOUN
easat-7235	75	27	forecasting	forecasting	NOUN
easat-7235	75	28	precision	precision	NOUN
easat-7235	75	29	,	,	PUNCT
easat-7235	75	30	thus	thus	ADV
easat-7235	75	31	streamlining	streamline	VERB
easat-7235	75	32	inventory	inventory	NOUN
easat-7235	75	33	decisions	decision	NOUN
easat-7235	75	34	.	.	PUNCT
easat-7235	76	1	such	such	ADJ
easat-7235	76	2	technologies	technology	NOUN
easat-7235	76	3	are	be	AUX
easat-7235	76	4	useful	useful	ADJ
easat-7235	76	5	in	in	ADP
easat-7235	76	6	jewellery	jewellery	NOUN
easat-7235	76	7	retailing	retailing	NOUN
easat-7235	76	8	because	because	SCONJ
easat-7235	76	9	they	they	PRON
easat-7235	76	10	enable	enable	VERB
easat-7235	76	11	retailers	retailer	NOUN
easat-7235	76	12	to	to	PART
easat-7235	76	13	understand	understand	VERB
easat-7235	76	14	intricate	intricate	ADJ
easat-7235	76	15	1579	1579	NUM
easat-7235	76	16	edelweiss	edelweiss	PROPN
easat-7235	76	17	applied	apply	VERB
easat-7235	76	18	science	science	NOUN
easat-7235	76	19	and	and	CCONJ
easat-7235	76	20	technology	technology	NOUN
easat-7235	76	21	issn	issn	PROPN
easat-7235	76	22	:	:	PUNCT
easat-7235	76	23	2576	2576	NUM
easat-7235	76	24	-	-	SYM
easat-7235	76	25	8484	8484	NUM
easat-7235	76	26	vol	vol	NOUN
easat-7235	76	27	.	.	PROPN
easat-7235	77	1	9	9	NUM
easat-7235	77	2	,	,	PUNCT
easat-7235	77	3	no	no	INTJ
easat-7235	77	4	.	.	NOUN
easat-7235	77	5	5	5	NUM
easat-7235	77	6	:	:	SYM
easat-7235	77	7	1576	1576	NUM
easat-7235	77	8	-	-	SYM
easat-7235	77	9	1592	1592	NUM
easat-7235	77	10	,	,	PUNCT
easat-7235	77	11	2025	2025	NUM
easat-7235	77	12	doi	doi	NOUN
easat-7235	77	13	:	:	PUNCT
easat-7235	77	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	77	15	©	©	PROPN
easat-7235	77	16	2025	2025	NUM
easat-7235	77	17	by	by	ADP
easat-7235	77	18	the	the	DET
easat-7235	77	19	author	author	NOUN
easat-7235	77	20	;	;	PUNCT
easat-7235	77	21	licensee	licensee	NOUN
easat-7235	77	22	learning	learn	VERB
easat-7235	77	23	gate	gate	NOUN
easat-7235	77	24	buying	buying	NOUN
easat-7235	77	25	behaviour	behaviour	NOUN
easat-7235	77	26	and	and	CCONJ
easat-7235	77	27	seasonal	seasonal	ADJ
easat-7235	77	28	changes	change	NOUN
easat-7235	77	29	,	,	PUNCT
easat-7235	77	30	and	and	CCONJ
easat-7235	77	31	consequently	consequently	ADV
easat-7235	77	32	offer	offer	VERB
easat-7235	77	33	better	well	ADJ
easat-7235	77	34	instructions	instruction	NOUN
easat-7235	77	35	for	for	ADP
easat-7235	77	36	inventory	inventory	NOUN
easat-7235	77	37	control	control	NOUN
easat-7235	77	38	.	.	PUNCT
easat-7235	78	1	2.4	2.4	NUM
easat-7235	78	2	.	.	PUNCT
easat-7235	78	3	application	application	NOUN
easat-7235	78	4	of	of	ADP
easat-7235	78	5	big	big	ADJ
easat-7235	78	6	data	datum	NOUN
easat-7235	78	7	analytics	analytic	NOUN
easat-7235	78	8	and	and	CCONJ
easat-7235	78	9	business	business	NOUN
easat-7235	78	10	intelligence	intelligence	NOUN
easat-7235	78	11	in	in	ADP
easat-7235	78	12	retail	retail	ADJ
easat-7235	78	13	the	the	DET
easat-7235	78	14	implementation	implementation	NOUN
easat-7235	78	15	of	of	ADP
easat-7235	78	16	big	big	ADJ
easat-7235	78	17	data	datum	NOUN
easat-7235	78	18	analytics	analytic	NOUN
easat-7235	78	19	and	and	CCONJ
easat-7235	78	20	business	business	NOUN
easat-7235	78	21	intelligence	intelligence	NOUN
easat-7235	78	22	technologies	technology	NOUN
easat-7235	78	23	in	in	ADP
easat-7235	78	24	the	the	DET
easat-7235	78	25	retail	retail	ADJ
easat-7235	78	26	sector	sector	NOUN
easat-7235	78	27	is	be	AUX
easat-7235	78	28	increasing	increase	VERB
easat-7235	78	29	exponentially	exponentially	ADV
easat-7235	78	30	,	,	PUNCT
easat-7235	78	31	thereby	thereby	ADV
easat-7235	78	32	giving	give	VERB
easat-7235	78	33	organizations	organization	NOUN
easat-7235	78	34	unparalleled	unparalleled	ADJ
easat-7235	78	35	insights	insight	NOUN
easat-7235	78	36	.	.	PUNCT
easat-7235	79	1	charles	charles	PROPN
easat-7235	79	2	,	,	PUNCT
easat-7235	79	3	et	et	PROPN
easat-7235	79	4	al	al	PROPN
easat-7235	79	5	.	.	PUNCT
easat-7235	80	1	[	[	X
easat-7235	80	2	17	17	NUM
easat-7235	80	3	]	]	PUNCT
easat-7235	80	4	examined	examine	VERB
easat-7235	80	5	how	how	SCONJ
easat-7235	80	6	data	datum	NOUN
easat-7235	80	7	analytics	analytic	NOUN
easat-7235	80	8	and	and	CCONJ
easat-7235	80	9	business	business	NOUN
easat-7235	80	10	intelligence	intelligence	NOUN
easat-7235	80	11	allow	allow	VERB
easat-7235	80	12	retail	retail	ADJ
easat-7235	80	13	organizations	organization	NOUN
easat-7235	80	14	to	to	PART
easat-7235	80	15	extract	extract	VERB
easat-7235	80	16	key	key	ADJ
easat-7235	80	17	information	information	NOUN
easat-7235	80	18	that	that	PRON
easat-7235	80	19	guides	guide	VERB
easat-7235	80	20	strategic	strategic	ADJ
easat-7235	80	21	decision	decision	NOUN
easat-7235	80	22	-	-	PUNCT
easat-7235	80	23	making	making	NOUN
easat-7235	80	24	and	and	CCONJ
easat-7235	80	25	enhances	enhance	VERB
easat-7235	80	26	operational	operational	ADJ
easat-7235	80	27	efficiency	efficiency	NOUN
easat-7235	80	28	.	.	PUNCT
easat-7235	81	1	in	in	ADP
easat-7235	81	2	the	the	DET
easat-7235	81	3	jewelry	jewelry	NOUN
easat-7235	81	4	retail	retail	ADJ
easat-7235	81	5	context	context	NOUN
easat-7235	81	6	,	,	PUNCT
easat-7235	81	7	these	these	DET
easat-7235	81	8	technologies	technology	NOUN
easat-7235	81	9	allow	allow	VERB
easat-7235	81	10	for	for	ADP
easat-7235	81	11	deeper	deep	ADJ
easat-7235	81	12	understanding	understanding	NOUN
easat-7235	81	13	of	of	ADP
easat-7235	81	14	customer	customer	NOUN
easat-7235	81	15	taste	taste	NOUN
easat-7235	81	16	,	,	PUNCT
easat-7235	81	17	forecast	forecast	NOUN
easat-7235	81	18	market	market	NOUN
easat-7235	81	19	trends	trend	NOUN
easat-7235	81	20	,	,	PUNCT
easat-7235	81	21	and	and	CCONJ
easat-7235	81	22	maximize	maximize	VERB
easat-7235	81	23	product	product	NOUN
easat-7235	81	24	offerings	offering	NOUN
easat-7235	81	25	.	.	PUNCT
easat-7235	82	1	erevelles	erevelle	NOUN
easat-7235	82	2	,	,	PUNCT
easat-7235	82	3	et	et	PROPN
easat-7235	82	4	al	al	PROPN
easat-7235	82	5	.	.	PUNCT
easat-7235	83	1	[	[	X
easat-7235	83	2	18	18	NUM
easat-7235	83	3	]	]	PUNCT
easat-7235	83	4	carried	carry	VERB
easat-7235	83	5	out	out	ADP
easat-7235	83	6	an	an	DET
easat-7235	83	7	extensive	extensive	ADJ
easat-7235	83	8	review	review	NOUN
easat-7235	83	9	of	of	ADP
easat-7235	83	10	the	the	DET
easat-7235	83	11	revolutionary	revolutionary	ADJ
easat-7235	83	12	effects	effect	NOUN
easat-7235	83	13	of	of	ADP
easat-7235	83	14	big	big	ADJ
easat-7235	83	15	data	datum	NOUN
easat-7235	83	16	consumer	consumer	NOUN
easat-7235	83	17	analytics	analytic	NOUN
easat-7235	83	18	on	on	ADP
easat-7235	83	19	marketing	marketing	NOUN
easat-7235	83	20	strategies	strategy	NOUN
easat-7235	83	21	,	,	PUNCT
easat-7235	83	22	citing	cite	VERB
easat-7235	83	23	that	that	SCONJ
easat-7235	83	24	big	big	ADJ
easat-7235	83	25	data	datum	NOUN
easat-7235	83	26	not	not	PART
easat-7235	83	27	only	only	ADV
easat-7235	83	28	revolutionizes	revolutionize	VERB
easat-7235	83	29	the	the	DET
easat-7235	83	30	way	way	NOUN
easat-7235	83	31	businesses	business	NOUN
easat-7235	83	32	collect	collect	VERB
easat-7235	83	33	and	and	CCONJ
easat-7235	83	34	analyze	analyze	VERB
easat-7235	83	35	consumer	consumer	NOUN
easat-7235	83	36	data	datum	NOUN
easat-7235	83	37	but	but	CCONJ
easat-7235	83	38	also	also	ADV
easat-7235	83	39	radically	radically	ADV
easat-7235	83	40	transforms	transform	VERB
easat-7235	83	41	the	the	DET
easat-7235	83	42	relationships	relationship	NOUN
easat-7235	83	43	between	between	ADP
easat-7235	83	44	businesses	business	NOUN
easat-7235	83	45	and	and	CCONJ
easat-7235	83	46	consumers	consumer	NOUN
easat-7235	83	47	.	.	PUNCT
easat-7235	84	1	in	in	ADP
easat-7235	84	2	the	the	DET
easat-7235	84	3	jewelry	jewelry	NOUN
easat-7235	84	4	retail	retail	ADJ
easat-7235	84	5	context	context	NOUN
easat-7235	84	6	,	,	PUNCT
easat-7235	84	7	the	the	DET
easat-7235	84	8	revolution	revolution	NOUN
easat-7235	84	9	is	be	AUX
easat-7235	84	10	achieved	achieve	VERB
easat-7235	84	11	through	through	ADP
easat-7235	84	12	the	the	DET
easat-7235	84	13	use	use	NOUN
easat-7235	84	14	of	of	ADP
easat-7235	84	15	increasingly	increasingly	ADV
easat-7235	84	16	personalized	personalize	VERB
easat-7235	84	17	and	and	CCONJ
easat-7235	84	18	contextually	contextually	ADV
easat-7235	84	19	relevant	relevant	ADJ
easat-7235	84	20	marketing	marketing	NOUN
easat-7235	84	21	strategies	strategy	NOUN
easat-7235	84	22	,	,	PUNCT
easat-7235	84	23	which	which	PRON
easat-7235	84	24	are	be	AUX
easat-7235	84	25	guided	guide	VERB
easat-7235	84	26	by	by	ADP
easat-7235	84	27	extensive	extensive	ADJ
easat-7235	84	28	analysis	analysis	NOUN
easat-7235	84	29	of	of	ADP
easat-7235	84	30	consumer	consumer	NOUN
easat-7235	84	31	purchasing	purchasing	NOUN
easat-7235	84	32	behaviors	behavior	NOUN
easat-7235	84	33	,	,	PUNCT
easat-7235	84	34	preferences	preference	NOUN
easat-7235	84	35	,	,	PUNCT
easat-7235	84	36	and	and	CCONJ
easat-7235	84	37	trends	trend	NOUN
easat-7235	84	38	.	.	PUNCT
easat-7235	85	1	ahmad	ahmad	PROPN
easat-7235	85	2	,	,	PUNCT
easat-7235	85	3	et	et	PROPN
easat-7235	85	4	al	al	PROPN
easat-7235	85	5	.	.	PUNCT
easat-7235	86	1	[	[	X
easat-7235	86	2	19	19	NUM
easat-7235	86	3	]	]	PUNCT
easat-7235	86	4	examined	examine	VERB
easat-7235	86	5	the	the	DET
easat-7235	86	6	role	role	NOUN
easat-7235	86	7	of	of	ADP
easat-7235	86	8	business	business	NOUN
easat-7235	86	9	intelligence	intelligence	NOUN
easat-7235	86	10	systems	system	NOUN
easat-7235	86	11	in	in	ADP
easat-7235	86	12	contributing	contribute	VERB
easat-7235	86	13	towards	towards	ADP
easat-7235	86	14	sustainable	sustainable	ADJ
easat-7235	86	15	development	development	NOUN
easat-7235	86	16	in	in	ADP
easat-7235	86	17	the	the	DET
easat-7235	86	18	textile	textile	NOUN
easat-7235	86	19	and	and	CCONJ
easat-7235	86	20	apparel	apparel	NOUN
easat-7235	86	21	sectors	sector	NOUN
easat-7235	86	22	during	during	ADP
easat-7235	86	23	the	the	DET
easat-7235	86	24	industry	industry	NOUN
easat-7235	86	25	4.0	4.0	NUM
easat-7235	86	26	era	era	NOUN
easat-7235	86	27	.	.	PUNCT
easat-7235	87	1	the	the	DET
easat-7235	87	2	study	study	NOUN
easat-7235	87	3	findings	finding	NOUN
easat-7235	87	4	highlighted	highlight	VERB
easat-7235	87	5	the	the	DET
easat-7235	87	6	critical	critical	ADJ
easat-7235	87	7	role	role	NOUN
easat-7235	87	8	of	of	ADP
easat-7235	87	9	data	data	NOUN
easat-7235	87	10	-	-	PUNCT
easat-7235	87	11	driven	drive	VERB
easat-7235	87	12	decision	decision	NOUN
easat-7235	87	13	-	-	PUNCT
easat-7235	87	14	making	making	NOUN
easat-7235	87	15	in	in	ADP
easat-7235	87	16	maximizing	maximize	VERB
easat-7235	87	17	the	the	DET
easat-7235	87	18	use	use	NOUN
easat-7235	87	19	of	of	ADP
easat-7235	87	20	resources	resource	NOUN
easat-7235	87	21	and	and	CCONJ
easat-7235	87	22	conserving	conserve	VERB
easat-7235	87	23	the	the	DET
easat-7235	87	24	environment	environment	NOUN
easat-7235	87	25	.	.	PUNCT
easat-7235	88	1	although	although	SCONJ
easat-7235	88	2	the	the	DET
easat-7235	88	3	study	study	NOUN
easat-7235	88	4	's	's	PART
easat-7235	88	5	focus	focus	NOUN
easat-7235	88	6	is	be	AUX
easat-7235	88	7	different	different	ADJ
easat-7235	88	8	,	,	PUNCT
easat-7235	88	9	its	its	PRON
easat-7235	88	10	fundamental	fundamental	ADJ
easat-7235	88	11	concepts	concept	NOUN
easat-7235	88	12	are	be	AUX
easat-7235	88	13	relevant	relevant	ADJ
easat-7235	88	14	to	to	ADP
easat-7235	88	15	the	the	DET
easat-7235	88	16	jewelry	jewelry	NOUN
easat-7235	88	17	retail	retail	ADJ
easat-7235	88	18	sector	sector	NOUN
easat-7235	88	19	,	,	PUNCT
easat-7235	88	20	particularly	particularly	ADV
easat-7235	88	21	in	in	ADP
easat-7235	88	22	terms	term	NOUN
easat-7235	88	23	of	of	ADP
easat-7235	88	24	inventory	inventory	NOUN
easat-7235	88	25	optimization	optimization	NOUN
easat-7235	88	26	and	and	CCONJ
easat-7235	88	27	reducing	reduce	VERB
easat-7235	88	28	resource	resource	NOUN
easat-7235	88	29	wastage	wastage	NOUN
easat-7235	88	30	.	.	PUNCT
easat-7235	89	1	rothberg	rothberg	PROPN
easat-7235	89	2	and	and	CCONJ
easat-7235	89	3	erickson	erickson	PROPN
easat-7235	90	1	[	[	X
easat-7235	90	2	14	14	NUM
easat-7235	90	3	]	]	PUNCT
easat-7235	90	4	research	research	NOUN
easat-7235	90	5	reminds	remind	VERB
easat-7235	90	6	us	we	PRON
easat-7235	90	7	that	that	SCONJ
easat-7235	90	8	the	the	DET
easat-7235	90	9	value	value	NOUN
easat-7235	90	10	of	of	ADP
easat-7235	90	11	big	big	ADJ
easat-7235	90	12	data	datum	NOUN
easat-7235	90	13	systems	system	NOUN
easat-7235	90	14	lies	lie	VERB
easat-7235	90	15	not	not	PART
easat-7235	90	16	only	only	ADV
easat-7235	90	17	in	in	ADP
easat-7235	90	18	their	their	PRON
easat-7235	90	19	ability	ability	NOUN
easat-7235	90	20	to	to	PART
easat-7235	90	21	collect	collect	VERB
easat-7235	90	22	and	and	CCONJ
easat-7235	90	23	store	store	VERB
easat-7235	90	24	large	large	ADJ
easat-7235	90	25	amounts	amount	NOUN
easat-7235	90	26	of	of	ADP
easat-7235	90	27	data	datum	NOUN
easat-7235	90	28	but	but	CCONJ
easat-7235	90	29	more	more	ADV
easat-7235	90	30	importantly	importantly	ADV
easat-7235	90	31	in	in	ADP
easat-7235	90	32	transforming	transform	VERB
easat-7235	90	33	this	this	DET
easat-7235	90	34	data	datum	NOUN
easat-7235	90	35	into	into	ADP
easat-7235	90	36	actionable	actionable	ADJ
easat-7235	90	37	intelligence	intelligence	NOUN
easat-7235	90	38	insights	insight	NOUN
easat-7235	90	39	.	.	PUNCT
easat-7235	91	1	in	in	ADP
easat-7235	91	2	jewelry	jewelry	NOUN
easat-7235	91	3	retail	retail	NOUN
easat-7235	91	4	,	,	PUNCT
easat-7235	91	5	this	this	PRON
easat-7235	91	6	means	mean	VERB
easat-7235	91	7	developing	develop	VERB
easat-7235	91	8	specialized	specialized	ADJ
easat-7235	91	9	analytical	analytical	ADJ
easat-7235	91	10	frameworks	framework	NOUN
easat-7235	91	11	and	and	CCONJ
easat-7235	91	12	algorithms	algorithm	NOUN
easat-7235	91	13	to	to	PART
easat-7235	91	14	extract	extract	VERB
easat-7235	91	15	insights	insight	NOUN
easat-7235	91	16	from	from	ADP
easat-7235	91	17	crm	crm	PROPN
easat-7235	91	18	data	datum	NOUN
easat-7235	91	19	relevant	relevant	ADJ
easat-7235	91	20	to	to	ADP
easat-7235	91	21	inventory	inventory	NOUN
easat-7235	91	22	management	management	NOUN
easat-7235	91	23	and	and	CCONJ
easat-7235	91	24	sales	sale	NOUN
easat-7235	91	25	prediction	prediction	NOUN
easat-7235	91	26	.	.	PUNCT
easat-7235	92	1	2.5	2.5	NUM
easat-7235	92	2	.	.	PUNCT
easat-7235	93	1	summary	summary	NOUN
easat-7235	93	2	of	of	ADP
easat-7235	93	3	literature	literature	PROPN
easat-7235	93	4	review	review	PROPN
easat-7235	93	5	and	and	CCONJ
easat-7235	93	6	research	research	NOUN
easat-7235	93	7	gaps	gap	NOUN
easat-7235	93	8	through	through	ADP
easat-7235	93	9	the	the	DET
easat-7235	93	10	literature	literature	NOUN
easat-7235	93	11	review	review	NOUN
easat-7235	93	12	on	on	ADP
easat-7235	93	13	digital	digital	ADJ
easat-7235	93	14	transformation	transformation	NOUN
easat-7235	93	15	in	in	ADP
easat-7235	93	16	jewelry	jewelry	NOUN
easat-7235	93	17	retail	retail	NOUN
easat-7235	93	18	,	,	PUNCT
easat-7235	93	19	customer	customer	NOUN
easat-7235	93	20	relationship	relationship	NOUN
easat-7235	93	21	management	management	NOUN
easat-7235	93	22	systems	system	NOUN
easat-7235	93	23	,	,	PUNCT
easat-7235	93	24	retail	retail	ADJ
easat-7235	93	25	prediction	prediction	NOUN
easat-7235	93	26	and	and	CCONJ
easat-7235	93	27	inventory	inventory	NOUN
easat-7235	93	28	management	management	NOUN
easat-7235	93	29	,	,	PUNCT
easat-7235	93	30	and	and	CCONJ
easat-7235	93	31	the	the	DET
easat-7235	93	32	application	application	NOUN
easat-7235	93	33	of	of	ADP
easat-7235	93	34	big	big	ADJ
easat-7235	93	35	data	datum	NOUN
easat-7235	93	36	analytics	analytic	NOUN
easat-7235	93	37	and	and	CCONJ
easat-7235	93	38	business	business	NOUN
easat-7235	93	39	intelligence	intelligence	NOUN
easat-7235	93	40	,	,	PUNCT
easat-7235	93	41	several	several	ADJ
easat-7235	93	42	significant	significant	ADJ
easat-7235	93	43	research	research	NOUN
easat-7235	93	44	gaps	gap	NOUN
easat-7235	93	45	can	can	AUX
easat-7235	93	46	be	be	AUX
easat-7235	93	47	identified	identify	VERB
easat-7235	93	48	.	.	PUNCT
easat-7235	94	1	first	first	ADV
easat-7235	94	2	,	,	PUNCT
easat-7235	94	3	while	while	SCONJ
easat-7235	94	4	existing	exist	VERB
easat-7235	94	5	research	research	NOUN
easat-7235	94	6	emphasizes	emphasize	VERB
easat-7235	94	7	the	the	DET
easat-7235	94	8	importance	importance	NOUN
easat-7235	94	9	of	of	ADP
easat-7235	94	10	data	data	NOUN
easat-7235	94	11	-	-	PUNCT
easat-7235	94	12	driven	drive	VERB
easat-7235	94	13	decision	decision	NOUN
easat-7235	94	14	-	-	PUNCT
easat-7235	94	15	making	making	NOUN
easat-7235	94	16	in	in	ADP
easat-7235	94	17	retail	retail	NOUN
easat-7235	94	18	,	,	PUNCT
easat-7235	94	19	studies	study	NOUN
easat-7235	94	20	specifically	specifically	ADV
easat-7235	94	21	targeting	target	VERB
easat-7235	94	22	the	the	DET
easat-7235	94	23	jewelry	jewelry	NOUN
easat-7235	94	24	retail	retail	ADJ
easat-7235	94	25	sector	sector	NOUN
easat-7235	94	26	,	,	PUNCT
easat-7235	94	27	with	with	ADP
easat-7235	94	28	its	its	PRON
easat-7235	94	29	unique	unique	ADJ
easat-7235	94	30	characteristics	characteristic	NOUN
easat-7235	94	31	,	,	PUNCT
easat-7235	94	32	are	be	AUX
easat-7235	94	33	relatively	relatively	ADV
easat-7235	94	34	limited	limited	ADJ
easat-7235	94	35	.	.	PUNCT
easat-7235	95	1	the	the	DET
easat-7235	95	2	high	high	ADJ
easat-7235	95	3	-	-	PUNCT
easat-7235	95	4	value	value	NOUN
easat-7235	95	5	nature	nature	NOUN
easat-7235	95	6	of	of	ADP
easat-7235	95	7	jewelry	jewelry	NOUN
easat-7235	95	8	products	product	NOUN
easat-7235	95	9	,	,	PUNCT
easat-7235	95	10	emotional	emotional	ADJ
easat-7235	95	11	purchase	purchase	NOUN
easat-7235	95	12	decision	decision	NOUN
easat-7235	95	13	processes	process	NOUN
easat-7235	95	14	,	,	PUNCT
easat-7235	95	15	and	and	CCONJ
easat-7235	95	16	seasonal	seasonal	ADJ
easat-7235	95	17	demand	demand	NOUN
easat-7235	95	18	patterns	pattern	NOUN
easat-7235	95	19	make	make	VERB
easat-7235	95	20	general	general	ADJ
easat-7235	95	21	retail	retail	ADJ
easat-7235	95	22	prediction	prediction	NOUN
easat-7235	95	23	models	model	NOUN
easat-7235	95	24	potentially	potentially	ADV
easat-7235	95	25	challenging	challenging	ADJ
easat-7235	95	26	to	to	PART
easat-7235	95	27	apply	apply	VERB
easat-7235	95	28	effectively	effectively	ADV
easat-7235	95	29	.	.	PUNCT
easat-7235	96	1	second	second	ADJ
easat-7235	96	2	,	,	PUNCT
easat-7235	96	3	although	although	SCONJ
easat-7235	96	4	the	the	DET
easat-7235	96	5	application	application	NOUN
easat-7235	96	6	of	of	ADP
easat-7235	96	7	crm	crm	PROPN
easat-7235	96	8	systems	system	NOUN
easat-7235	96	9	in	in	ADP
easat-7235	96	10	retail	retail	NOUN
easat-7235	96	11	has	have	AUX
easat-7235	96	12	been	be	AUX
easat-7235	96	13	extensively	extensively	ADV
easat-7235	96	14	studied	study	VERB
easat-7235	96	15	,	,	PUNCT
easat-7235	96	16	research	research	NOUN
easat-7235	96	17	on	on	ADP
easat-7235	96	18	how	how	SCONJ
easat-7235	96	19	to	to	PART
easat-7235	96	20	effectively	effectively	ADV
easat-7235	96	21	integrate	integrate	VERB
easat-7235	96	22	crm	crm	PROPN
easat-7235	96	23	data	datum	NOUN
easat-7235	96	24	with	with	ADP
easat-7235	96	25	inventory	inventory	NOUN
easat-7235	96	26	management	management	NOUN
easat-7235	96	27	systems	system	NOUN
easat-7235	96	28	to	to	PART
easat-7235	96	29	optimize	optimize	VERB
easat-7235	96	30	jewelry	jewelry	NOUN
easat-7235	96	31	retail	retail	ADJ
easat-7235	96	32	operations	operation	NOUN
easat-7235	96	33	remains	remain	VERB
easat-7235	96	34	insufficient	insufficient	ADJ
easat-7235	96	35	.	.	PUNCT
easat-7235	97	1	existing	exist	VERB
easat-7235	97	2	research	research	NOUN
easat-7235	97	3	often	often	ADV
easat-7235	97	4	treats	treat	VERB
easat-7235	97	5	customer	customer	NOUN
easat-7235	97	6	relationship	relationship	NOUN
easat-7235	97	7	management	management	NOUN
easat-7235	97	8	and	and	CCONJ
easat-7235	97	9	inventory	inventory	NOUN
easat-7235	97	10	management	management	NOUN
easat-7235	97	11	as	as	ADP
easat-7235	97	12	relatively	relatively	ADV
easat-7235	97	13	independent	independent	ADJ
easat-7235	97	14	domains	domain	NOUN
easat-7235	97	15	,	,	PUNCT
easat-7235	97	16	lacking	lack	VERB
easat-7235	97	17	an	an	DET
easat-7235	97	18	integrated	integrate	VERB
easat-7235	97	19	framework	framework	NOUN
easat-7235	97	20	that	that	PRON
easat-7235	97	21	organically	organically	ADV
easat-7235	97	22	combines	combine	VERB
easat-7235	97	23	both	both	PRON
easat-7235	97	24	.	.	PUNCT
easat-7235	98	1	third	third	ADJ
easat-7235	98	2	,	,	PUNCT
easat-7235	98	3	the	the	DET
easat-7235	98	4	integration	integration	NOUN
easat-7235	98	5	of	of	ADP
easat-7235	98	6	big	big	ADJ
easat-7235	98	7	data	datum	NOUN
easat-7235	98	8	analytic	analytic	ADJ
easat-7235	98	9	tools	tool	NOUN
easat-7235	98	10	into	into	ADP
easat-7235	98	11	business	business	NOUN
easat-7235	98	12	intelligence	intelligence	NOUN
easat-7235	98	13	(	(	PUNCT
easat-7235	98	14	bi	bi	NOUN
easat-7235	98	15	)	)	PUNCT
easat-7235	98	16	systems	system	NOUN
easat-7235	98	17	in	in	ADP
easat-7235	98	18	the	the	DET
easat-7235	98	19	retail	retail	ADJ
easat-7235	98	20	sector	sector	NOUN
easat-7235	98	21	is	be	AUX
easat-7235	98	22	proving	prove	VERB
easat-7235	98	23	to	to	PART
easat-7235	98	24	be	be	AUX
easat-7235	98	25	common	common	ADJ
easat-7235	98	26	practice	practice	NOUN
easat-7235	98	27	,	,	PUNCT
easat-7235	98	28	yet	yet	CCONJ
easat-7235	98	29	scant	scant	ADJ
easat-7235	98	30	attention	attention	NOUN
easat-7235	98	31	is	be	AUX
easat-7235	98	32	paid	pay	VERB
easat-7235	98	33	to	to	ADP
easat-7235	98	34	the	the	DET
easat-7235	98	35	specific	specific	ADJ
easat-7235	98	36	characteristics	characteristic	NOUN
easat-7235	98	37	and	and	CCONJ
easat-7235	98	38	analytic	analytic	ADJ
easat-7235	98	39	requirements	requirement	NOUN
easat-7235	98	40	of	of	ADP
easat-7235	98	41	the	the	DET
easat-7235	98	42	jewellery	jewellery	NOUN
easat-7235	98	43	retail	retail	ADJ
easat-7235	98	44	industry	industry	NOUN
easat-7235	98	45	.	.	PUNCT
easat-7235	99	1	the	the	DET
easat-7235	99	2	jewellery	jewellery	NOUN
easat-7235	99	3	retail	retail	ADJ
easat-7235	99	4	industry	industry	NOUN
easat-7235	99	5	possesses	possess	VERB
easat-7235	99	6	data	datum	NOUN
easat-7235	99	7	that	that	PRON
easat-7235	99	8	is	be	AUX
easat-7235	99	9	highly	highly	ADV
easat-7235	99	10	personalised	personalised	ADJ
easat-7235	99	11	,	,	PUNCT
easat-7235	99	12	sparse	sparse	ADJ
easat-7235	99	13	,	,	PUNCT
easat-7235	99	14	and	and	CCONJ
easat-7235	99	15	has	have	VERB
easat-7235	99	16	a	a	DET
easat-7235	99	17	long	long	ADJ
easat-7235	99	18	cycle	cycle	NOUN
easat-7235	99	19	,	,	PUNCT
easat-7235	99	20	thereby	thereby	ADV
easat-7235	99	21	necessitating	necessitate	VERB
easat-7235	99	22	the	the	DET
easat-7235	99	23	creation	creation	NOUN
easat-7235	99	24	of	of	ADP
easat-7235	99	25	specialised	specialised	ADJ
easat-7235	99	26	analytical	analytical	ADJ
easat-7235	99	27	techniques	technique	NOUN
easat-7235	99	28	and	and	CCONJ
easat-7235	99	29	predictive	predictive	ADJ
easat-7235	99	30	models	model	NOUN
easat-7235	99	31	tailored	tailor	VERB
easat-7235	99	32	to	to	ADP
easat-7235	99	33	these	these	DET
easat-7235	99	34	characteristics	characteristic	NOUN
easat-7235	99	35	.	.	PUNCT
easat-7235	100	1	finally	finally	ADV
easat-7235	100	2	,	,	PUNCT
easat-7235	100	3	the	the	DET
easat-7235	100	4	study	study	NOUN
easat-7235	100	5	of	of	ADP
easat-7235	100	6	digital	digital	ADJ
easat-7235	100	7	transformation	transformation	NOUN
easat-7235	100	8	tends	tend	VERB
easat-7235	100	9	to	to	PART
easat-7235	100	10	examine	examine	VERB
easat-7235	100	11	processes	process	NOUN
easat-7235	100	12	of	of	ADP
easat-7235	100	13	organisational	organisational	ADJ
easat-7235	100	14	change	change	NOUN
easat-7235	100	15	and	and	CCONJ
easat-7235	100	16	strategic	strategic	ADJ
easat-7235	100	17	modification	modification	NOUN
easat-7235	100	18	from	from	ADP
easat-7235	100	19	a	a	DET
easat-7235	100	20	bird	bird	NOUN
easat-7235	100	21	’s	’s	PART
easat-7235	100	22	eye	eye	NOUN
easat-7235	100	23	view	view	NOUN
easat-7235	100	24	rather	rather	ADV
easat-7235	100	25	broad	broad	ADJ
easat-7235	100	26	scope	scope	NOUN
easat-7235	100	27	without	without	ADP
easat-7235	100	28	any	any	DET
easat-7235	100	29	micro	micro	NOUN
easat-7235	100	30	-	-	NOUN
easat-7235	100	31	implementation	implementation	ADJ
easat-7235	100	32	details	detail	NOUN
easat-7235	100	33	for	for	ADP
easat-7235	100	34	particular	particular	ADJ
easat-7235	100	35	operational	operational	ADJ
easat-7235	100	36	processes	process	NOUN
easat-7235	100	37	like	like	ADP
easat-7235	100	38	sales	sale	NOUN
easat-7235	100	39	forecasting	forecasting	NOUN
easat-7235	100	40	and	and	CCONJ
easat-7235	100	41	inventory	inventory	NOUN
easat-7235	100	42	control	control	NOUN
easat-7235	100	43	within	within	ADP
easat-7235	100	44	the	the	DET
easat-7235	100	45	jewellery	jewellery	NOUN
easat-7235	100	46	retail	retail	ADJ
easat-7235	100	47	business	business	NOUN
easat-7235	100	48	.	.	PUNCT
easat-7235	101	1	due	due	ADP
easat-7235	101	2	to	to	ADP
easat-7235	101	3	this	this	PRON
easat-7235	101	4	,	,	PUNCT
easat-7235	101	5	jewellery	jewellery	NOUN
easat-7235	101	6	retailers	retailer	NOUN
easat-7235	101	7	find	find	VERB
easat-7235	101	8	it	it	PRON
easat-7235	101	9	challenging	challenge	VERB
easat-7235	101	10	to	to	PART
easat-7235	101	11	put	put	VERB
easat-7235	101	12	digital	digital	ADJ
easat-7235	101	13	strategies	strategy	NOUN
easat-7235	101	14	into	into	ADP
easat-7235	101	15	specific	specific	ADJ
easat-7235	101	16	operational	operational	ADJ
easat-7235	101	17	refinement	refinement	NOUN
easat-7235	101	18	actions	action	NOUN
easat-7235	101	19	at	at	ADP
easat-7235	101	20	the	the	DET
easat-7235	101	21	operational	operational	ADJ
easat-7235	101	22	level	level	NOUN
easat-7235	101	23	.	.	PUNCT
easat-7235	102	1	1580	1580	NUM
easat-7235	102	2	edelweiss	edelweiss	PROPN
easat-7235	102	3	applied	apply	VERB
easat-7235	102	4	science	science	NOUN
easat-7235	102	5	and	and	CCONJ
easat-7235	102	6	technology	technology	NOUN
easat-7235	102	7	issn	issn	PROPN
easat-7235	102	8	:	:	PUNCT
easat-7235	102	9	2576	2576	NUM
easat-7235	102	10	-	-	SYM
easat-7235	102	11	8484	8484	NUM
easat-7235	102	12	vol	vol	NOUN
easat-7235	102	13	.	.	PROPN
easat-7235	103	1	9	9	NUM
easat-7235	103	2	,	,	PUNCT
easat-7235	103	3	no	no	INTJ
easat-7235	103	4	.	.	NOUN
easat-7235	103	5	5	5	NUM
easat-7235	103	6	:	:	SYM
easat-7235	103	7	1576	1576	NUM
easat-7235	103	8	-	-	SYM
easat-7235	103	9	1592	1592	NUM
easat-7235	103	10	,	,	PUNCT
easat-7235	103	11	2025	2025	NUM
easat-7235	103	12	doi	doi	NOUN
easat-7235	103	13	:	:	PUNCT
easat-7235	103	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	103	15	©	©	PROPN
easat-7235	103	16	2025	2025	NUM
easat-7235	103	17	by	by	ADP
easat-7235	103	18	the	the	DET
easat-7235	103	19	author	author	NOUN
easat-7235	103	20	;	;	PUNCT
easat-7235	103	21	licensee	licensee	PROPN
easat-7235	103	22	learning	learning	NOUN
easat-7235	103	23	gate	gate	NOUN
easat-7235	103	24	this	this	DET
easat-7235	103	25	research	research	NOUN
easat-7235	103	26	intends	intend	VERB
easat-7235	103	27	to	to	PART
easat-7235	103	28	target	target	VERB
easat-7235	103	29	these	these	DET
easat-7235	103	30	gaps	gap	NOUN
easat-7235	103	31	by	by	ADP
easat-7235	103	32	proposing	propose	VERB
easat-7235	103	33	an	an	DET
easat-7235	103	34	intelligent	intelligent	ADJ
easat-7235	103	35	decision	decision	NOUN
easat-7235	103	36	support	support	NOUN
easat-7235	103	37	system	system	NOUN
easat-7235	103	38	for	for	ADP
easat-7235	103	39	jewellery	jewellery	NOUN
easat-7235	103	40	retail	retail	ADJ
easat-7235	103	41	sales	sale	NOUN
easat-7235	103	42	forecasting	forecasting	NOUN
easat-7235	103	43	and	and	CCONJ
easat-7235	103	44	inventory	inventory	NOUN
easat-7235	103	45	control	control	NOUN
easat-7235	103	46	that	that	PRON
easat-7235	103	47	collects	collect	VERB
easat-7235	103	48	and	and	CCONJ
easat-7235	103	49	processes	process	VERB
easat-7235	103	50	crm	crm	NOUN
easat-7235	103	51	data	datum	NOUN
easat-7235	103	52	,	,	PUNCT
easat-7235	103	53	thus	thus	ADV
easat-7235	103	54	offering	offer	VERB
easat-7235	103	55	a	a	DET
easat-7235	103	56	decision	decision	NOUN
easat-7235	103	57	support	support	NOUN
easat-7235	103	58	system	system	NOUN
easat-7235	103	59	for	for	ADP
easat-7235	103	60	the	the	DET
easat-7235	103	61	jewellery	jewellery	NOUN
easat-7235	103	62	retail	retail	ADJ
easat-7235	103	63	business	business	NOUN
easat-7235	103	64	.	.	PUNCT
easat-7235	104	1	the	the	DET
easat-7235	104	2	system	system	NOUN
easat-7235	104	3	will	will	AUX
easat-7235	104	4	integrate	integrate	VERB
easat-7235	104	5	crm	crm	NOUN
easat-7235	104	6	and	and	CCONJ
easat-7235	104	7	inventory	inventory	NOUN
easat-7235	104	8	management	management	NOUN
easat-7235	104	9	,	,	PUNCT
easat-7235	104	10	with	with	ADP
easat-7235	104	11	the	the	DET
easat-7235	104	12	goal	goal	NOUN
easat-7235	104	13	of	of	ADP
easat-7235	104	14	utilising	utilise	VERB
easat-7235	104	15	customer	customer	NOUN
easat-7235	104	16	data	datum	NOUN
easat-7235	104	17	to	to	PART
easat-7235	104	18	enhance	enhance	VERB
easat-7235	104	19	demand	demand	NOUN
easat-7235	104	20	predictions	prediction	NOUN
easat-7235	104	21	and	and	CCONJ
easat-7235	104	22	optimise	optimise	ADJ
easat-7235	104	23	stock	stock	NOUN
easat-7235	104	24	levels	level	NOUN
easat-7235	104	25	,	,	PUNCT
easat-7235	104	26	thereby	thereby	ADV
easat-7235	104	27	providing	provide	VERB
easat-7235	104	28	different	different	ADJ
easat-7235	104	29	angles	angle	NOUN
easat-7235	104	30	and	and	CCONJ
easat-7235	104	31	ways	way	NOUN
easat-7235	104	32	for	for	ADP
easat-7235	104	33	new	new	ADJ
easat-7235	104	34	thinking	thinking	NOUN
easat-7235	104	35	and	and	CCONJ
easat-7235	104	36	approaches	approach	NOUN
easat-7235	104	37	for	for	ADP
easat-7235	104	38	both	both	DET
easat-7235	104	39	theoretical	theoretical	ADJ
easat-7235	104	40	researchers	researcher	NOUN
easat-7235	104	41	and	and	CCONJ
easat-7235	104	42	practical	practical	ADJ
easat-7235	104	43	applications	application	NOUN
easat-7235	104	44	.	.	PUNCT
easat-7235	105	1	3	3	X
easat-7235	105	2	.	.	X
easat-7235	105	3	theoretical	theoretical	ADJ
easat-7235	105	4	framework	framework	NOUN
easat-7235	105	5	and	and	CCONJ
easat-7235	105	6	intelligent	intelligent	ADJ
easat-7235	105	7	decision	decision	NOUN
easat-7235	105	8	-	-	PUNCT
easat-7235	105	9	making	make	VERB
easat-7235	105	10	system	system	NOUN
easat-7235	105	11	design	design	NOUN
easat-7235	105	12	3.1	3.1	NUM
easat-7235	105	13	.	.	PUNCT
easat-7235	106	1	theoretical	theoretical	ADJ
easat-7235	106	2	framework	framework	NOUN
easat-7235	106	3	the	the	DET
easat-7235	106	4	present	present	ADJ
easat-7235	106	5	research	research	NOUN
easat-7235	106	6	uses	use	VERB
easat-7235	106	7	an	an	DET
easat-7235	106	8	eclectic	eclectic	ADJ
easat-7235	106	9	approach	approach	NOUN
easat-7235	106	10	that	that	PRON
easat-7235	106	11	integrates	integrate	VERB
easat-7235	106	12	resource	resource	NOUN
easat-7235	106	13	-	-	PUNCT
easat-7235	106	14	based	base	VERB
easat-7235	106	15	theory	theory	NOUN
easat-7235	106	16	and	and	CCONJ
easat-7235	106	17	customer	customer	NOUN
easat-7235	106	18	value	value	NOUN
easat-7235	106	19	theory	theory	NOUN
easat-7235	106	20	,	,	PUNCT
easat-7235	106	21	emphasising	emphasise	VERB
easat-7235	106	22	operational	operational	ADJ
easat-7235	106	23	efficiency	efficiency	NOUN
easat-7235	106	24	and	and	CCONJ
easat-7235	106	25	customer	customer	NOUN
easat-7235	106	26	orientation	orientation	NOUN
easat-7235	106	27	as	as	ADP
easat-7235	106	28	essential	essential	ADJ
easat-7235	106	29	factors	factor	NOUN
easat-7235	106	30	of	of	ADP
easat-7235	106	31	competitiveness	competitiveness	NOUN
easat-7235	106	32	in	in	ADP
easat-7235	106	33	the	the	DET
easat-7235	106	34	jewellery	jewellery	NOUN
easat-7235	106	35	retailing	retailing	NOUN
easat-7235	106	36	market	market	NOUN
easat-7235	106	37	.	.	PUNCT
easat-7235	107	1	a	a	DET
easat-7235	107	2	firm	firm	NOUN
easat-7235	107	3	can	can	AUX
easat-7235	107	4	maintain	maintain	VERB
easat-7235	107	5	a	a	DET
easat-7235	107	6	competitive	competitive	ADJ
easat-7235	107	7	edge	edge	NOUN
easat-7235	107	8	in	in	ADP
easat-7235	107	9	the	the	DET
easat-7235	107	10	long	long	ADJ
easat-7235	107	11	run	run	NOUN
easat-7235	107	12	through	through	ADP
easat-7235	107	13	the	the	DET
easat-7235	107	14	effective	effective	ADJ
easat-7235	107	15	utilisation	utilisation	NOUN
easat-7235	107	16	of	of	ADP
easat-7235	107	17	its	its	PRON
easat-7235	107	18	resources	resource	NOUN
easat-7235	107	19	and	and	CCONJ
easat-7235	107	20	competencies	competency	NOUN
easat-7235	107	21	,	,	PUNCT
easat-7235	107	22	which	which	PRON
easat-7235	107	23	is	be	AUX
easat-7235	107	24	a	a	DET
easat-7235	107	25	primary	primary	ADJ
easat-7235	107	26	assumption	assumption	NOUN
easat-7235	107	27	of	of	ADP
easat-7235	107	28	the	the	DET
easat-7235	107	29	resource	resource	NOUN
easat-7235	107	30	-	-	PUNCT
easat-7235	107	31	based	base	VERB
easat-7235	107	32	theory	theory	NOUN
easat-7235	107	33	[	[	X
easat-7235	107	34	20	20	NUM
easat-7235	107	35	]	]	PUNCT
easat-7235	107	36	.	.	PUNCT
easat-7235	108	1	in	in	ADP
easat-7235	108	2	the	the	DET
easat-7235	108	3	case	case	NOUN
easat-7235	108	4	of	of	ADP
easat-7235	108	5	jewellery	jewellery	NOUN
easat-7235	108	6	retailing	retailing	NOUN
easat-7235	108	7	,	,	PUNCT
easat-7235	108	8	inventory	inventory	NOUN
easat-7235	108	9	is	be	AUX
easat-7235	108	10	regarded	regard	VERB
easat-7235	108	11	as	as	ADP
easat-7235	108	12	a	a	DET
easat-7235	108	13	prime	prime	ADJ
easat-7235	108	14	asset	asset	NOUN
easat-7235	108	15	that	that	PRON
easat-7235	108	16	requires	require	VERB
easat-7235	108	17	sophisticated	sophisticated	ADJ
easat-7235	108	18	management	management	NOUN
easat-7235	108	19	capability	capability	NOUN
easat-7235	108	20	.	.	PUNCT
easat-7235	109	1	in	in	ADP
easat-7235	109	2	parallel	parallel	NOUN
easat-7235	109	3	,	,	PUNCT
easat-7235	109	4	customer	customer	NOUN
easat-7235	109	5	value	value	NOUN
easat-7235	109	6	theory	theory	NOUN
easat-7235	109	7	suggests	suggest	VERB
easat-7235	109	8	that	that	SCONJ
easat-7235	109	9	loyal	loyal	ADJ
easat-7235	109	10	customers	customer	NOUN
easat-7235	109	11	and	and	CCONJ
easat-7235	109	12	profits	profit	NOUN
easat-7235	109	13	are	be	AUX
easat-7235	109	14	the	the	DET
easat-7235	109	15	results	result	NOUN
easat-7235	109	16	of	of	ADP
easat-7235	109	17	effective	effective	ADJ
easat-7235	109	18	value	value	NOUN
easat-7235	109	19	-	-	PUNCT
easat-7235	109	20	added	add	VERB
easat-7235	109	21	processes	process	NOUN
easat-7235	109	22	[	[	X
easat-7235	109	23	21	21	NUM
easat-7235	109	24	]	]	PUNCT
easat-7235	109	25	.	.	PUNCT
easat-7235	110	1	this	this	DET
easat-7235	110	2	study	study	NOUN
easat-7235	110	3	posits	posit	NOUN
easat-7235	110	4	that	that	PRON
easat-7235	110	5	effective	effective	ADJ
easat-7235	110	6	inventory	inventory	NOUN
easat-7235	110	7	management	management	NOUN
easat-7235	110	8	should	should	AUX
easat-7235	110	9	achieve	achieve	VERB
easat-7235	110	10	a	a	DET
easat-7235	110	11	certain	certain	ADJ
easat-7235	110	12	level	level	NOUN
easat-7235	110	13	of	of	ADP
easat-7235	110	14	operational	operational	ADJ
easat-7235	110	15	efficiency	efficiency	NOUN
easat-7235	110	16	while	while	SCONJ
easat-7235	110	17	also	also	ADV
easat-7235	110	18	meeting	meet	VERB
easat-7235	110	19	customer	customer	NOUN
easat-7235	110	20	satisfaction	satisfaction	NOUN
easat-7235	110	21	,	,	PUNCT
easat-7235	110	22	therefore	therefore	ADV
easat-7235	110	23	merging	merge	VERB
easat-7235	110	24	these	these	DET
easat-7235	110	25	theoretical	theoretical	ADJ
easat-7235	110	26	perspectives	perspective	NOUN
easat-7235	110	27	.	.	PUNCT
easat-7235	111	1	the	the	DET
easat-7235	111	2	model	model	NOUN
easat-7235	111	3	depicted	depict	VERB
easat-7235	111	4	in	in	ADP
easat-7235	111	5	figure	figure	NOUN
easat-7235	111	6	1	1	NUM
easat-7235	111	7	combines	combine	VERB
easat-7235	111	8	three	three	NUM
easat-7235	111	9	concepts	concept	NOUN
easat-7235	111	10	within	within	ADP
easat-7235	111	11	a	a	DET
easat-7235	111	12	single	single	ADJ
easat-7235	111	13	framework	framework	NOUN
easat-7235	111	14	:	:	PUNCT
easat-7235	111	15	integration	integration	NOUN
easat-7235	111	16	of	of	ADP
easat-7235	111	17	information	information	NOUN
easat-7235	111	18	,	,	PUNCT
easat-7235	111	19	prediction	prediction	NOUN
easat-7235	111	20	,	,	PUNCT
easat-7235	111	21	and	and	CCONJ
easat-7235	111	22	decision	decision	NOUN
easat-7235	111	23	making	making	NOUN
easat-7235	111	24	.	.	PUNCT
easat-7235	112	1	in	in	ADP
easat-7235	112	2	the	the	DET
easat-7235	112	3	case	case	NOUN
easat-7235	112	4	of	of	ADP
easat-7235	112	5	information	information	NOUN
easat-7235	112	6	integration	integration	NOUN
easat-7235	112	7	,	,	PUNCT
easat-7235	112	8	the	the	DET
easat-7235	112	9	retail	retail	ADJ
easat-7235	112	10	industry	industry	NOUN
easat-7235	112	11	is	be	AUX
easat-7235	112	12	known	know	VERB
easat-7235	112	13	to	to	PART
easat-7235	112	14	contain	contain	VERB
easat-7235	112	15	a	a	DET
easat-7235	112	16	variety	variety	NOUN
easat-7235	112	17	of	of	ADP
easat-7235	112	18	data	datum	NOUN
easat-7235	112	19	sources	source	NOUN
easat-7235	112	20	,	,	PUNCT
easat-7235	112	21	whereas	whereas	SCONJ
easat-7235	112	22	crm	crm	NOUN
easat-7235	112	23	data	datum	NOUN
easat-7235	112	24	is	be	AUX
easat-7235	112	25	identified	identify	VERB
easat-7235	112	26	as	as	ADP
easat-7235	112	27	one	one	NUM
easat-7235	112	28	of	of	ADP
easat-7235	112	29	the	the	DET
easat-7235	112	30	primary	primary	ADJ
easat-7235	112	31	sources	source	NOUN
easat-7235	112	32	of	of	ADP
easat-7235	112	33	customer	customer	NOUN
easat-7235	112	34	information	information	NOUN
easat-7235	112	35	.	.	PUNCT
easat-7235	113	1	this	this	DET
easat-7235	113	2	approach	approach	NOUN
easat-7235	113	3	is	be	AUX
easat-7235	113	4	related	relate	VERB
easat-7235	113	5	to	to	ADP
easat-7235	113	6	the	the	DET
easat-7235	113	7	theory	theory	NOUN
easat-7235	113	8	of	of	ADP
easat-7235	113	9	knowledge	knowledge	NOUN
easat-7235	113	10	management	management	NOUN
easat-7235	113	11	which	which	PRON
easat-7235	113	12	argues	argue	VERB
easat-7235	113	13	that	that	SCONJ
easat-7235	113	14	there	there	PRON
easat-7235	113	15	is	be	VERB
easat-7235	113	16	a	a	DET
easat-7235	113	17	need	need	NOUN
easat-7235	113	18	to	to	PART
easat-7235	113	19	collect	collect	VERB
easat-7235	113	20	and	and	CCONJ
easat-7235	113	21	utilise	utilise	VERB
easat-7235	113	22	organisational	organisational	ADJ
easat-7235	113	23	knowledge	knowledge	NOUN
easat-7235	113	24	and	and	CCONJ
easat-7235	113	25	information	information	NOUN
easat-7235	113	26	[	[	X
easat-7235	113	27	22	22	NUM
easat-7235	113	28	]	]	PUNCT
easat-7235	113	29	.	.	PUNCT
easat-7235	114	1	in	in	ADP
easat-7235	114	2	contrast	contrast	NOUN
easat-7235	114	3	,	,	PUNCT
easat-7235	114	4	the	the	DET
easat-7235	114	5	predictive	predictive	ADJ
easat-7235	114	6	analytics	analytic	NOUN
easat-7235	114	7	aspect	aspect	NOUN
easat-7235	114	8	,	,	PUNCT
easat-7235	114	9	which	which	PRON
easat-7235	114	10	stems	stem	VERB
easat-7235	114	11	from	from	ADP
easat-7235	114	12	decision	decision	NOUN
easat-7235	114	13	theory	theory	NOUN
easat-7235	114	14	as	as	ADV
easat-7235	114	15	well	well	ADV
easat-7235	114	16	as	as	ADP
easat-7235	114	17	blending	blend	VERB
easat-7235	114	18	traditional	traditional	ADJ
easat-7235	114	19	statistics	statistic	NOUN
easat-7235	114	20	with	with	ADP
easat-7235	114	21	more	more	ADJ
easat-7235	114	22	modern	modern	ADJ
easat-7235	114	23	approaches	approach	NOUN
easat-7235	114	24	,	,	PUNCT
easat-7235	114	25	more	more	ADV
easat-7235	114	26	commonly	commonly	ADV
easat-7235	114	27	referred	refer	VERB
easat-7235	114	28	to	to	ADP
easat-7235	114	29	as	as	ADP
easat-7235	114	30	data	data	NOUN
easat-7235	114	31	science	science	NOUN
easat-7235	114	32	,	,	PUNCT
easat-7235	114	33	aims	aim	VERB
easat-7235	114	34	at	at	ADP
easat-7235	114	35	producing	produce	VERB
easat-7235	114	36	accurate	accurate	ADJ
easat-7235	114	37	demand	demand	NOUN
easat-7235	114	38	estimates	estimate	NOUN
easat-7235	114	39	from	from	ADP
easat-7235	114	40	the	the	DET
easat-7235	114	41	available	available	ADJ
easat-7235	114	42	information	information	NOUN
easat-7235	115	1	[	[	X
easat-7235	115	2	23	23	NUM
easat-7235	115	3	]	]	PUNCT
easat-7235	115	4	.	.	PUNCT
easat-7235	116	1	finally	finally	ADV
easat-7235	116	2	,	,	PUNCT
easat-7235	116	3	the	the	DET
easat-7235	116	4	application	application	NOUN
easat-7235	116	5	of	of	ADP
easat-7235	116	6	optimisation	optimisation	NOUN
easat-7235	116	7	in	in	ADP
easat-7235	116	8	decision	decision	NOUN
easat-7235	116	9	making	making	NOUN
easat-7235	116	10	is	be	AUX
easat-7235	116	11	based	base	VERB
easat-7235	116	12	on	on	ADP
easat-7235	116	13	the	the	DET
easat-7235	116	14	use	use	NOUN
easat-7235	116	15	of	of	ADP
easat-7235	116	16	operations	operation	NOUN
easat-7235	116	17	research	research	NOUN
easat-7235	116	18	methods	method	NOUN
easat-7235	116	19	which	which	PRON
easat-7235	116	20	focus	focus	VERB
easat-7235	116	21	on	on	ADP
easat-7235	116	22	how	how	SCONJ
easat-7235	116	23	the	the	DET
easat-7235	116	24	forecasts	forecast	NOUN
easat-7235	116	25	can	can	AUX
easat-7235	116	26	be	be	AUX
easat-7235	116	27	applied	apply	VERB
easat-7235	116	28	in	in	ADP
easat-7235	116	29	a	a	DET
easat-7235	116	30	manner	manner	NOUN
easat-7235	116	31	that	that	PRON
easat-7235	116	32	results	result	VERB
easat-7235	116	33	in	in	ADP
easat-7235	116	34	the	the	DET
easat-7235	116	35	best	good	ADJ
easat-7235	116	36	possible	possible	ADJ
easat-7235	116	37	decisions	decision	NOUN
easat-7235	116	38	regarding	regard	VERB
easat-7235	116	39	inventory	inventory	NOUN
easat-7235	116	40	control	control	NOUN
easat-7235	116	41	[	[	X
easat-7235	116	42	24	24	NUM
easat-7235	116	43	]	]	PUNCT
easat-7235	116	44	.	.	PUNCT
easat-7235	117	1	customer	customer	NOUN
easat-7235	117	2	value	value	NOUN
easat-7235	117	3	theory	theory	NOUN
easat-7235	117	4	decision	decision	NOUN
easat-7235	117	5	theory	theory	NOUN
easat-7235	117	6	resource	resource	NOUN
easat-7235	117	7	-	-	PUNCT
easat-7235	117	8	based	base	VERB
easat-7235	117	9	theory	theory	NOUN
easat-7235	117	10	knowledge	knowledge	NOUN
easat-7235	117	11	management	management	PROPN
easat-7235	117	12	theory	theory	NOUN
easat-7235	117	13	data	data	NOUN
easat-7235	117	14	integration	integration	NOUN
easat-7235	117	15	dimension	dimension	NOUN
easat-7235	117	16	predictive	predictive	ADJ
easat-7235	117	17	analytics	analytic	NOUN
easat-7235	117	18	dimension	dimension	NOUN
easat-7235	117	19	decision	decision	NOUN
easat-7235	117	20	optimization	optimization	NOUN
easat-7235	117	21	dimension	dimension	NOUN
easat-7235	117	22	customer	customer	NOUN
easat-7235	117	23	responsiveness	responsiveness	NOUN
easat-7235	117	24	inventory	inventory	NOUN
easat-7235	117	25	optimization	optimization	NOUN
easat-7235	117	26	financial	financial	ADJ
easat-7235	117	27	control	control	NOUN
easat-7235	117	28	theoretical	theoretical	ADJ
easat-7235	117	29	foundations	foundation	NOUN
easat-7235	117	30	framework	framework	NOUN
easat-7235	117	31	dimensions	dimension	NOUN
easat-7235	117	32	implementation	implementation	NOUN
easat-7235	117	33	outcomes	outcome	NOUN
easat-7235	117	34	figure	figure	VERB
easat-7235	117	35	1	1	NUM
easat-7235	117	36	.	.	PUNCT
easat-7235	117	37	theoretical	theoretical	ADJ
easat-7235	117	38	framework	framework	NOUN
easat-7235	117	39	for	for	ADP
easat-7235	117	40	intelligent	intelligent	ADJ
easat-7235	117	41	decision	decision	NOUN
easat-7235	117	42	-	-	PUNCT
easat-7235	117	43	making	making	NOUN
easat-7235	117	44	in	in	ADP
easat-7235	117	45	jewelry	jewelry	NOUN
easat-7235	117	46	retail	retail	NOUN
easat-7235	117	47	.	.	PUNCT
easat-7235	118	1	1581	1581	NUM
easat-7235	118	2	edelweiss	edelweiss	PROPN
easat-7235	118	3	applied	apply	VERB
easat-7235	118	4	science	science	NOUN
easat-7235	118	5	and	and	CCONJ
easat-7235	118	6	technology	technology	NOUN
easat-7235	118	7	issn	issn	PROPN
easat-7235	118	8	:	:	PUNCT
easat-7235	118	9	2576	2576	NUM
easat-7235	118	10	-	-	SYM
easat-7235	118	11	8484	8484	NUM
easat-7235	118	12	vol	vol	NOUN
easat-7235	118	13	.	.	PROPN
easat-7235	119	1	9	9	NUM
easat-7235	119	2	,	,	PUNCT
easat-7235	119	3	no	no	INTJ
easat-7235	119	4	.	.	NOUN
easat-7235	119	5	5	5	NUM
easat-7235	119	6	:	:	SYM
easat-7235	119	7	1576	1576	NUM
easat-7235	119	8	-	-	SYM
easat-7235	119	9	1592	1592	NUM
easat-7235	119	10	,	,	PUNCT
easat-7235	119	11	2025	2025	NUM
easat-7235	119	12	doi	doi	NOUN
easat-7235	119	13	:	:	PUNCT
easat-7235	119	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	119	15	©	©	PROPN
easat-7235	119	16	2025	2025	NUM
easat-7235	119	17	by	by	ADP
easat-7235	119	18	the	the	DET
easat-7235	119	19	author	author	NOUN
easat-7235	119	20	;	;	PUNCT
easat-7235	119	21	licensee	licensee	PROPN
easat-7235	119	22	learning	learning	NOUN
easat-7235	119	23	gate	gate	VERB
easat-7235	119	24	a	a	DET
easat-7235	119	25	distinctive	distinctive	ADJ
easat-7235	119	26	feature	feature	NOUN
easat-7235	119	27	of	of	ADP
easat-7235	119	28	this	this	DET
easat-7235	119	29	framework	framework	NOUN
easat-7235	119	30	is	be	AUX
easat-7235	119	31	its	its	PRON
easat-7235	119	32	cyclical	cyclical	ADJ
easat-7235	119	33	and	and	CCONJ
easat-7235	119	34	adaptive	adaptive	ADJ
easat-7235	119	35	nature	nature	NOUN
easat-7235	119	36	,	,	PUNCT
easat-7235	119	37	which	which	PRON
easat-7235	119	38	reflects	reflect	VERB
easat-7235	119	39	the	the	DET
easat-7235	119	40	dynamic	dynamic	ADJ
easat-7235	119	41	environment	environment	NOUN
easat-7235	119	42	of	of	ADP
easat-7235	119	43	jewelry	jewelry	NOUN
easat-7235	119	44	retail	retail	NOUN
easat-7235	119	45	.	.	PUNCT
easat-7235	120	1	unlike	unlike	ADP
easat-7235	120	2	linear	linear	PROPN
easat-7235	120	3	models	model	NOUN
easat-7235	120	4	,	,	PUNCT
easat-7235	120	5	this	this	DET
easat-7235	120	6	framework	framework	NOUN
easat-7235	120	7	acknowledges	acknowledge	VERB
easat-7235	120	8	feedback	feedback	NOUN
easat-7235	120	9	loops	loop	NOUN
easat-7235	120	10	between	between	ADP
easat-7235	120	11	decision	decision	NOUN
easat-7235	120	12	outcomes	outcome	NOUN
easat-7235	120	13	and	and	CCONJ
easat-7235	120	14	subsequent	subsequent	ADJ
easat-7235	120	15	data	datum	NOUN
easat-7235	120	16	collection	collection	NOUN
easat-7235	120	17	and	and	CCONJ
easat-7235	120	18	analysis	analysis	NOUN
easat-7235	120	19	processes	process	NOUN
easat-7235	120	20	.	.	PUNCT
easat-7235	121	1	this	this	DET
easat-7235	121	2	approach	approach	NOUN
easat-7235	121	3	aligns	align	VERB
easat-7235	121	4	with	with	ADP
easat-7235	121	5	dynamic	dynamic	ADJ
easat-7235	121	6	capabilities	capability	NOUN
easat-7235	121	7	theory	theory	NOUN
easat-7235	121	8	teece	teece	NOUN
easat-7235	121	9	,	,	PUNCT
easat-7235	121	10	et	et	PROPN
easat-7235	121	11	al	al	PROPN
easat-7235	121	12	.	.	PUNCT
easat-7235	122	1	[	[	X
easat-7235	122	2	25	25	NUM
easat-7235	122	3	]	]	PUNCT
easat-7235	122	4	emphasizing	emphasize	VERB
easat-7235	122	5	organizational	organizational	ADJ
easat-7235	122	6	adaptation	adaptation	NOUN
easat-7235	122	7	to	to	ADP
easat-7235	122	8	changing	change	VERB
easat-7235	122	9	market	market	NOUN
easat-7235	122	10	conditions	condition	NOUN
easat-7235	122	11	through	through	ADP
easat-7235	122	12	continuous	continuous	ADJ
easat-7235	122	13	reconfiguration	reconfiguration	NOUN
easat-7235	122	14	of	of	ADP
easat-7235	122	15	resources	resource	NOUN
easat-7235	122	16	and	and	CCONJ
easat-7235	122	17	capabilities	capability	NOUN
easat-7235	122	18	.	.	PUNCT
easat-7235	123	1	the	the	DET
easat-7235	123	2	framework	framework	NOUN
easat-7235	123	3	also	also	ADV
easat-7235	123	4	incorporates	incorporate	VERB
easat-7235	123	5	contingency	contingency	NOUN
easat-7235	123	6	perspectives	perspective	NOUN
easat-7235	123	7	,	,	PUNCT
easat-7235	123	8	recognizing	recognize	VERB
easat-7235	123	9	that	that	SCONJ
easat-7235	123	10	the	the	DET
easat-7235	123	11	optimal	optimal	ADJ
easat-7235	123	12	approach	approach	NOUN
easat-7235	123	13	to	to	ADP
easat-7235	123	14	jewelry	jewelry	NOUN
easat-7235	123	15	retail	retail	ADJ
easat-7235	123	16	inventory	inventory	NOUN
easat-7235	123	17	management	management	NOUN
easat-7235	123	18	is	be	AUX
easat-7235	123	19	context	context	NOUN
easat-7235	123	20	-	-	PUNCT
easat-7235	123	21	dependent	dependent	ADJ
easat-7235	123	22	,	,	PUNCT
easat-7235	123	23	providing	provide	VERB
easat-7235	123	24	flexibility	flexibility	NOUN
easat-7235	123	25	to	to	PART
easat-7235	123	26	adapt	adapt	VERB
easat-7235	123	27	the	the	DET
easat-7235	123	28	intelligent	intelligent	ADJ
easat-7235	123	29	decisionmaking	decisionmake	VERB
easat-7235	123	30	system	system	NOUN
easat-7235	123	31	to	to	PART
easat-7235	123	32	diverse	diverse	VERB
easat-7235	123	33	retail	retail	ADJ
easat-7235	123	34	environments	environment	NOUN
easat-7235	123	35	while	while	SCONJ
easat-7235	123	36	maintaining	maintain	VERB
easat-7235	123	37	theoretical	theoretical	ADJ
easat-7235	123	38	coherence	coherence	NOUN
easat-7235	123	39	.	.	PUNCT
easat-7235	124	1	3.2	3.2	NUM
easat-7235	124	2	.	.	PUNCT
easat-7235	124	3	research	research	NOUN
easat-7235	124	4	methodology	methodology	NOUN
easat-7235	124	5	and	and	CCONJ
easat-7235	124	6	design	design	VERB
easat-7235	124	7	this	this	DET
easat-7235	124	8	research	research	NOUN
easat-7235	124	9	employs	employ	VERB
easat-7235	124	10	a	a	DET
easat-7235	124	11	mixed	mixed	ADJ
easat-7235	124	12	-	-	PUNCT
easat-7235	124	13	methods	method	NOUN
easat-7235	124	14	approach	approach	NOUN
easat-7235	124	15	combining	combine	VERB
easat-7235	124	16	system	system	NOUN
easat-7235	124	17	development	development	NOUN
easat-7235	124	18	methodology	methodology	NOUN
easat-7235	124	19	with	with	ADP
easat-7235	124	20	empirical	empirical	ADJ
easat-7235	124	21	validation	validation	NOUN
easat-7235	124	22	through	through	ADP
easat-7235	124	23	case	case	NOUN
easat-7235	124	24	study	study	NOUN
easat-7235	124	25	research	research	NOUN
easat-7235	124	26	.	.	PUNCT
easat-7235	125	1	the	the	DET
easat-7235	125	2	methodology	methodology	NOUN
easat-7235	125	3	follows	follow	VERB
easat-7235	125	4	a	a	DET
easat-7235	125	5	phased	phased	ADJ
easat-7235	125	6	progression	progression	NOUN
easat-7235	125	7	from	from	ADP
easat-7235	125	8	conceptual	conceptual	ADJ
easat-7235	125	9	development	development	NOUN
easat-7235	125	10	to	to	ADP
easat-7235	125	11	practical	practical	ADJ
easat-7235	125	12	implementation	implementation	NOUN
easat-7235	125	13	and	and	CCONJ
easat-7235	125	14	evaluation	evaluation	NOUN
easat-7235	125	15	,	,	PUNCT
easat-7235	125	16	ensuring	ensure	VERB
easat-7235	125	17	both	both	PRON
easat-7235	125	18	theoretical	theoretical	ADJ
easat-7235	125	19	rigor	rigor	NOUN
easat-7235	125	20	and	and	CCONJ
easat-7235	125	21	practical	practical	ADJ
easat-7235	125	22	relevance	relevance	NOUN
easat-7235	125	23	.	.	PUNCT
easat-7235	126	1	the	the	DET
easat-7235	126	2	initial	initial	ADJ
easat-7235	126	3	phase	phase	NOUN
easat-7235	126	4	involves	involve	VERB
easat-7235	126	5	comprehensive	comprehensive	ADJ
easat-7235	126	6	literature	literature	NOUN
easat-7235	126	7	analysis	analysis	NOUN
easat-7235	126	8	and	and	CCONJ
easat-7235	126	9	expert	expert	NOUN
easat-7235	126	10	interviews	interview	NOUN
easat-7235	126	11	to	to	PART
easat-7235	126	12	refine	refine	VERB
easat-7235	126	13	the	the	DET
easat-7235	126	14	theoretical	theoretical	ADJ
easat-7235	126	15	framework	framework	NOUN
easat-7235	126	16	and	and	CCONJ
easat-7235	126	17	system	system	NOUN
easat-7235	126	18	requirements	requirement	NOUN
easat-7235	126	19	.	.	PUNCT
easat-7235	127	1	subsequently	subsequently	ADV
easat-7235	127	2	,	,	PUNCT
easat-7235	127	3	the	the	DET
easat-7235	127	4	system	system	NOUN
easat-7235	127	5	development	development	NOUN
easat-7235	127	6	phase	phase	NOUN
easat-7235	127	7	employs	employ	VERB
easat-7235	127	8	agile	agile	ADJ
easat-7235	127	9	methodologies	methodology	NOUN
easat-7235	127	10	to	to	PART
easat-7235	127	11	iteratively	iteratively	ADV
easat-7235	127	12	build	build	VERB
easat-7235	127	13	and	and	CCONJ
easat-7235	127	14	refine	refine	VERB
easat-7235	127	15	the	the	DET
easat-7235	127	16	intelligent	intelligent	ADJ
easat-7235	127	17	decisionmaking	decisionmake	VERB
easat-7235	127	18	system	system	NOUN
easat-7235	127	19	.	.	PUNCT
easat-7235	128	1	the	the	DET
easat-7235	128	2	research	research	NOUN
easat-7235	128	3	design	design	NOUN
easat-7235	128	4	incorporates	incorporate	VERB
easat-7235	128	5	both	both	DET
easat-7235	128	6	qualitative	qualitative	ADJ
easat-7235	128	7	and	and	CCONJ
easat-7235	128	8	quantitative	quantitative	ADJ
easat-7235	128	9	elements	element	NOUN
easat-7235	128	10	to	to	PART
easat-7235	128	11	address	address	VERB
easat-7235	128	12	the	the	DET
easat-7235	128	13	multifaceted	multifaceted	ADJ
easat-7235	128	14	nature	nature	NOUN
easat-7235	128	15	of	of	ADP
easat-7235	128	16	the	the	DET
easat-7235	128	17	research	research	NOUN
easat-7235	128	18	objectives	objective	NOUN
easat-7235	128	19	.	.	PUNCT
easat-7235	129	1	qualitatively	qualitatively	ADV
easat-7235	129	2	,	,	PUNCT
easat-7235	129	3	in	in	ADP
easat-7235	129	4	-	-	PUNCT
easat-7235	129	5	depth	depth	NOUN
easat-7235	129	6	interviews	interview	NOUN
easat-7235	129	7	and	and	CCONJ
easat-7235	129	8	observational	observational	ADJ
easat-7235	129	9	techniques	technique	NOUN
easat-7235	129	10	are	be	AUX
easat-7235	129	11	employed	employ	VERB
easat-7235	129	12	to	to	PART
easat-7235	129	13	understand	understand	VERB
easat-7235	129	14	existing	exist	VERB
easat-7235	129	15	jewelry	jewelry	NOUN
easat-7235	129	16	retail	retail	ADJ
easat-7235	129	17	inventory	inventory	NOUN
easat-7235	129	18	management	management	NOUN
easat-7235	129	19	practices	practice	NOUN
easat-7235	129	20	and	and	CCONJ
easat-7235	129	21	identify	identify	VERB
easat-7235	129	22	pain	pain	NOUN
easat-7235	129	23	points	point	NOUN
easat-7235	129	24	.	.	PUNCT
easat-7235	130	1	quantitatively	quantitatively	ADV
easat-7235	130	2	,	,	PUNCT
easat-7235	130	3	historical	historical	ADJ
easat-7235	130	4	sales	sale	NOUN
easat-7235	130	5	and	and	CCONJ
easat-7235	130	6	inventory	inventory	NOUN
easat-7235	130	7	data	datum	NOUN
easat-7235	130	8	from	from	ADP
easat-7235	130	9	participating	participate	VERB
easat-7235	130	10	jewelry	jewelry	NOUN
easat-7235	130	11	retailers	retailer	NOUN
easat-7235	130	12	are	be	AUX
easat-7235	130	13	analyzed	analyze	VERB
easat-7235	130	14	to	to	PART
easat-7235	130	15	establish	establish	VERB
easat-7235	130	16	baseline	baseline	ADJ
easat-7235	130	17	performance	performance	NOUN
easat-7235	130	18	metrics	metric	NOUN
easat-7235	130	19	and	and	CCONJ
easat-7235	130	20	validate	validate	VERB
easat-7235	130	21	the	the	DET
easat-7235	130	22	predictive	predictive	ADJ
easat-7235	130	23	accuracy	accuracy	NOUN
easat-7235	130	24	of	of	ADP
easat-7235	130	25	the	the	DET
easat-7235	130	26	developed	develop	VERB
easat-7235	130	27	system	system	NOUN
easat-7235	130	28	.	.	PUNCT
easat-7235	131	1	data	datum	NOUN
easat-7235	131	2	collection	collection	NOUN
easat-7235	131	3	strategies	strategy	NOUN
easat-7235	131	4	capture	capture	VERB
easat-7235	131	5	the	the	DET
easat-7235	131	6	full	full	ADJ
easat-7235	131	7	spectrum	spectrum	NOUN
easat-7235	131	8	of	of	ADP
easat-7235	131	9	relevant	relevant	ADJ
easat-7235	131	10	variables	variable	NOUN
easat-7235	131	11	,	,	PUNCT
easat-7235	131	12	including	include	VERB
easat-7235	131	13	customer	customer	NOUN
easat-7235	131	14	purchase	purchase	NOUN
easat-7235	131	15	history	history	NOUN
easat-7235	131	16	,	,	PUNCT
easat-7235	131	17	demographic	demographic	ADJ
easat-7235	131	18	information	information	NOUN
easat-7235	131	19	,	,	PUNCT
easat-7235	131	20	browsing	browse	VERB
easat-7235	131	21	behavior	behavior	NOUN
easat-7235	131	22	,	,	PUNCT
easat-7235	131	23	inventory	inventory	NOUN
easat-7235	131	24	turnover	turnover	NOUN
easat-7235	131	25	rates	rate	NOUN
easat-7235	131	26	,	,	PUNCT
easat-7235	131	27	stockout	stockout	VERB
easat-7235	131	28	incidents	incident	NOUN
easat-7235	131	29	,	,	PUNCT
easat-7235	131	30	and	and	CCONJ
easat-7235	131	31	financial	financial	ADJ
easat-7235	131	32	performance	performance	NOUN
easat-7235	131	33	indicators	indicator	NOUN
easat-7235	131	34	.	.	PUNCT
easat-7235	132	1	the	the	DET
easat-7235	132	2	validation	validation	NOUN
easat-7235	132	3	strategy	strategy	NOUN
easat-7235	132	4	employs	employ	VERB
easat-7235	132	5	a	a	DET
easat-7235	132	6	multi	multi	ADJ
easat-7235	132	7	-	-	ADJ
easat-7235	132	8	level	level	ADJ
easat-7235	132	9	approach	approach	NOUN
easat-7235	132	10	,	,	PUNCT
easat-7235	132	11	evaluating	evaluate	VERB
easat-7235	132	12	technical	technical	ADJ
easat-7235	132	13	performance	performance	NOUN
easat-7235	132	14	metrics	metric	NOUN
easat-7235	132	15	,	,	PUNCT
easat-7235	132	16	operational	operational	ADJ
easat-7235	132	17	workflow	workflow	NOUN
easat-7235	132	18	integration	integration	NOUN
easat-7235	132	19	,	,	PUNCT
easat-7235	132	20	and	and	CCONJ
easat-7235	132	21	strategic	strategic	ADJ
easat-7235	132	22	business	business	NOUN
easat-7235	132	23	impacts	impact	NOUN
easat-7235	132	24	.	.	PUNCT
easat-7235	133	1	3.3	3.3	NUM
easat-7235	133	2	.	.	PUNCT
easat-7235	134	1	overall	overall	ADJ
easat-7235	134	2	system	system	NOUN
easat-7235	134	3	architecture	architecture	NOUN
easat-7235	134	4	the	the	DET
easat-7235	134	5	intelligent	intelligent	ADJ
easat-7235	134	6	decision	decision	NOUN
easat-7235	134	7	-	-	PUNCT
easat-7235	134	8	making	make	VERB
easat-7235	134	9	system	system	NOUN
easat-7235	134	10	is	be	AUX
easat-7235	134	11	designed	design	VERB
easat-7235	134	12	as	as	ADP
easat-7235	134	13	a	a	DET
easat-7235	134	14	modular	modular	ADJ
easat-7235	134	15	,	,	PUNCT
easat-7235	134	16	scalable	scalable	ADJ
easat-7235	134	17	architecture	architecture	NOUN
easat-7235	134	18	that	that	PRON
easat-7235	134	19	facilitates	facilitate	VERB
easat-7235	134	20	seamless	seamless	ADJ
easat-7235	134	21	integration	integration	NOUN
easat-7235	134	22	with	with	ADP
easat-7235	134	23	existing	exist	VERB
easat-7235	134	24	retail	retail	ADJ
easat-7235	134	25	management	management	NOUN
easat-7235	134	26	systems	system	NOUN
easat-7235	134	27	while	while	SCONJ
easat-7235	134	28	providing	provide	VERB
easat-7235	134	29	advanced	advanced	ADJ
easat-7235	134	30	analytical	analytical	ADJ
easat-7235	134	31	capabilities	capability	NOUN
easat-7235	134	32	.	.	PUNCT
easat-7235	135	1	as	as	SCONJ
easat-7235	135	2	shown	show	VERB
easat-7235	135	3	in	in	ADP
easat-7235	135	4	figure	figure	NOUN
easat-7235	135	5	2	2	NUM
easat-7235	135	6	,	,	PUNCT
easat-7235	135	7	the	the	DET
easat-7235	135	8	system	system	NOUN
easat-7235	135	9	architecture	architecture	NOUN
easat-7235	135	10	consists	consist	VERB
easat-7235	135	11	of	of	ADP
easat-7235	135	12	four	four	NUM
easat-7235	135	13	primary	primary	ADJ
easat-7235	135	14	layers	layer	NOUN
easat-7235	135	15	:	:	PUNCT
easat-7235	135	16	the	the	DET
easat-7235	135	17	data	data	NOUN
easat-7235	135	18	layer	layer	NOUN
easat-7235	135	19	,	,	PUNCT
easat-7235	135	20	the	the	DET
easat-7235	135	21	integration	integration	NOUN
easat-7235	135	22	layer	layer	NOUN
easat-7235	135	23	,	,	PUNCT
easat-7235	135	24	the	the	DET
easat-7235	135	25	analytics	analytic	NOUN
easat-7235	135	26	layer	layer	NOUN
easat-7235	135	27	,	,	PUNCT
easat-7235	135	28	and	and	CCONJ
easat-7235	135	29	the	the	DET
easat-7235	135	30	decision	decision	NOUN
easat-7235	135	31	support	support	NOUN
easat-7235	135	32	layer	layer	NOUN
easat-7235	135	33	.	.	PUNCT
easat-7235	136	1	each	each	DET
easat-7235	136	2	layer	layer	NOUN
easat-7235	136	3	serves	serve	VERB
easat-7235	136	4	specific	specific	ADJ
easat-7235	136	5	functions	function	NOUN
easat-7235	136	6	while	while	SCONJ
easat-7235	136	7	maintaining	maintain	VERB
easat-7235	136	8	clear	clear	ADJ
easat-7235	136	9	interfaces	interface	NOUN
easat-7235	136	10	with	with	ADP
easat-7235	136	11	adjacent	adjacent	ADJ
easat-7235	136	12	layers	layer	NOUN
easat-7235	136	13	,	,	PUNCT
easat-7235	136	14	promoting	promote	VERB
easat-7235	136	15	system	system	NOUN
easat-7235	136	16	flexibility	flexibility	NOUN
easat-7235	136	17	and	and	CCONJ
easat-7235	136	18	adaptability	adaptability	NOUN
easat-7235	136	19	.	.	PUNCT
easat-7235	137	1	1582	1582	NUM
easat-7235	137	2	edelweiss	edelweiss	PROPN
easat-7235	137	3	applied	apply	VERB
easat-7235	137	4	science	science	NOUN
easat-7235	137	5	and	and	CCONJ
easat-7235	137	6	technology	technology	NOUN
easat-7235	137	7	issn	issn	PROPN
easat-7235	137	8	:	:	PUNCT
easat-7235	137	9	2576	2576	NUM
easat-7235	137	10	-	-	SYM
easat-7235	137	11	8484	8484	NUM
easat-7235	137	12	vol	vol	NOUN
easat-7235	137	13	.	.	PROPN
easat-7235	138	1	9	9	NUM
easat-7235	138	2	,	,	PUNCT
easat-7235	138	3	no	no	INTJ
easat-7235	138	4	.	.	NOUN
easat-7235	138	5	5	5	NUM
easat-7235	138	6	:	:	SYM
easat-7235	138	7	1576	1576	NUM
easat-7235	138	8	-	-	SYM
easat-7235	138	9	1592	1592	NUM
easat-7235	138	10	,	,	PUNCT
easat-7235	138	11	2025	2025	NUM
easat-7235	138	12	doi	doi	NOUN
easat-7235	138	13	:	:	PUNCT
easat-7235	138	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	138	15	©	©	PROPN
easat-7235	138	16	2025	2025	NUM
easat-7235	138	17	by	by	ADP
easat-7235	138	18	the	the	DET
easat-7235	138	19	author	author	NOUN
easat-7235	138	20	;	;	PUNCT
easat-7235	138	21	licensee	licensee	PROPN
easat-7235	138	22	learning	learning	PROPN
easat-7235	138	23	gate	gate	PROPN
easat-7235	138	24	web	web	NOUN
easat-7235	138	25	analytics	analytic	NOUN
easat-7235	138	26	&	&	CCONJ
easat-7235	138	27	social	social	ADJ
easat-7235	138	28	media	medium	NOUN
easat-7235	138	29	inventory	inventory	NOUN
easat-7235	138	30	management	management	NOUN
easat-7235	138	31	data	datum	NOUN
easat-7235	138	32	pos	pos	NOUN
easat-7235	138	33	transaction	transaction	PROPN
easat-7235	138	34	data	data	PROPN
easat-7235	138	35	crm	crm	PROPN
easat-7235	138	36	data	datum	NOUN
easat-7235	138	37	sources	source	NOUN
easat-7235	138	38	demand	demand	VERB
easat-7235	138	39	prediction	prediction	NOUN
easat-7235	138	40	customer	customer	NOUN
easat-7235	138	41	profiling	profile	VERB
easat-7235	138	42	seasonal	seasonal	ADJ
easat-7235	138	43	pattern	pattern	NOUN
easat-7235	138	44	optimization	optimization	NOUN
easat-7235	138	45	sentiment	sentiment	NOUN
easat-7235	138	46	analysis	analysis	NOUN
easat-7235	138	47	performance	performance	NOUN
easat-7235	138	48	feedback	feedback	NOUN
easat-7235	138	49	product	product	NOUN
easat-7235	138	50	mix	mix	NOUN
easat-7235	138	51	recommendation	recommendation	NOUN
easat-7235	138	52	inventory	inventory	NOUN
easat-7235	138	53	optimization	optimization	NOUN
easat-7235	138	54	pricing	pricing	NOUN
easat-7235	138	55	recommendation	recommendation	NOUN
easat-7235	138	56	user	user	NOUN
easat-7235	138	57	interface	interface	PROPN
easat-7235	138	58	data	data	NOUN
easat-7235	138	59	extraction	extraction	NOUN
easat-7235	138	60	.	.	PUNCT
easat-7235	139	1	transformation	transformation	NOUN
easat-7235	139	2	&	&	CCONJ
easat-7235	139	3	loading	loading	NOUN
easat-7235	139	4	data	data	PROPN
easat-7235	139	5	quality	quality	NOUN
easat-7235	139	6	&	&	CCONJ
easat-7235	139	7	governance	governance	PROPN
easat-7235	139	8	master	master	PROPN
easat-7235	139	9	data	data	PROPN
easat-7235	139	10	management	management	NOUN
easat-7235	139	11	data	datum	NOUN
easat-7235	139	12	layer	layer	NOUN
easat-7235	139	13	integration	integration	NOUN
easat-7235	139	14	layer	layer	NOUN
easat-7235	139	15	analytics	analytic	NOUN
easat-7235	139	16	layer	layer	NOUN
easat-7235	139	17	decision	decision	NOUN
easat-7235	139	18	support	support	NOUN
easat-7235	139	19	layer	layer	NOUN
easat-7235	139	20	figure	figure	NOUN
easat-7235	139	21	2	2	NUM
easat-7235	139	22	.	.	PUNCT
easat-7235	139	23	intelligent	intelligent	ADJ
easat-7235	139	24	decision	decision	NOUN
easat-7235	139	25	-	-	PUNCT
easat-7235	139	26	making	make	VERB
easat-7235	139	27	system	system	NOUN
easat-7235	139	28	architecture	architecture	NOUN
easat-7235	139	29	for	for	ADP
easat-7235	139	30	jewelry	jewelry	NOUN
easat-7235	139	31	retail	retail	NOUN
easat-7235	139	32	.	.	PUNCT
easat-7235	140	1	the	the	DET
easat-7235	140	2	data	datum	NOUN
easat-7235	140	3	layer	layer	NOUN
easat-7235	140	4	,	,	PUNCT
easat-7235	140	5	as	as	SCONJ
easat-7235	140	6	shown	show	VERB
easat-7235	140	7	in	in	ADP
easat-7235	140	8	figure	figure	NOUN
easat-7235	140	9	2	2	NUM
easat-7235	140	10	,	,	PUNCT
easat-7235	140	11	is	be	AUX
easat-7235	140	12	made	make	VERB
easat-7235	140	13	up	up	ADP
easat-7235	140	14	of	of	ADP
easat-7235	140	15	different	different	ADJ
easat-7235	140	16	data	datum	NOUN
easat-7235	140	17	sources	source	NOUN
easat-7235	140	18	such	such	ADJ
easat-7235	140	19	as	as	ADP
easat-7235	140	20	crm	crm	NOUN
easat-7235	140	21	systems	system	NOUN
easat-7235	140	22	,	,	PUNCT
easat-7235	140	23	point	point	NOUN
easat-7235	140	24	of	of	ADP
easat-7235	140	25	sale	sale	NOUN
easat-7235	140	26	(	(	PUNCT
easat-7235	140	27	pos	pos	NOUN
easat-7235	140	28	)	)	PUNCT
easat-7235	140	29	systems	system	NOUN
easat-7235	140	30	,	,	PUNCT
easat-7235	140	31	inventory	inventory	NOUN
easat-7235	140	32	systems	system	NOUN
easat-7235	140	33	,	,	PUNCT
easat-7235	140	34	and	and	CCONJ
easat-7235	140	35	web	web	NOUN
easat-7235	140	36	data	datum	NOUN
easat-7235	140	37	.	.	PUNCT
easat-7235	141	1	the	the	DET
easat-7235	141	2	integration	integration	NOUN
easat-7235	141	3	layer	layer	NOUN
easat-7235	141	4	solves	solve	VERB
easat-7235	141	5	data	datum	NOUN
easat-7235	141	6	fragmentation	fragmentation	NOUN
easat-7235	141	7	heterogeneity	heterogeneity	NOUN
easat-7235	141	8	with	with	ADP
easat-7235	141	9	etl	etl	NOUN
easat-7235	141	10	processes	process	NOUN
easat-7235	141	11	,	,	PUNCT
easat-7235	141	12	data	datum	NOUN
easat-7235	141	13	cleansing	cleansing	NOUN
easat-7235	141	14	,	,	PUNCT
easat-7235	141	15	and	and	CCONJ
easat-7235	141	16	master	master	NOUN
easat-7235	141	17	data	data	PROPN
easat-7235	141	18	management	management	NOUN
easat-7235	141	19	.	.	PUNCT
easat-7235	142	1	the	the	DET
easat-7235	142	2	analytics	analytic	NOUN
easat-7235	142	3	layer	layer	NOUN
easat-7235	142	4	is	be	AUX
easat-7235	142	5	the	the	DET
easat-7235	142	6	most	most	ADV
easat-7235	142	7	sophisticated	sophisticated	ADJ
easat-7235	142	8	part	part	NOUN
easat-7235	142	9	of	of	ADP
easat-7235	142	10	the	the	DET
easat-7235	142	11	system	system	NOUN
easat-7235	142	12	whose	whose	DET
easat-7235	142	13	purpose	purpose	NOUN
easat-7235	142	14	is	be	AUX
easat-7235	142	15	to	to	PART
easat-7235	142	16	analyse	analyse	VERB
easat-7235	142	17	the	the	DET
easat-7235	142	18	data	datum	NOUN
easat-7235	142	19	and	and	CCONJ
easat-7235	142	20	provide	provide	VERB
easat-7235	142	21	advanced	advanced	ADJ
easat-7235	142	22	business	business	NOUN
easat-7235	142	23	intelligence	intelligence	NOUN
easat-7235	142	24	results	result	NOUN
easat-7235	142	25	which	which	PRON
easat-7235	142	26	can	can	AUX
easat-7235	142	27	be	be	AUX
easat-7235	142	28	acted	act	VERB
easat-7235	142	29	upon	upon	SCONJ
easat-7235	142	30	.	.	PUNCT
easat-7235	143	1	in	in	ADP
easat-7235	143	2	the	the	DET
easat-7235	143	3	decision	decision	NOUN
easat-7235	143	4	support	support	NOUN
easat-7235	143	5	layer	layer	NOUN
easat-7235	143	6	,	,	PUNCT
easat-7235	143	7	recommendation	recommendation	NOUN
easat-7235	143	8	systems	system	NOUN
easat-7235	143	9	use	use	VERB
easat-7235	143	10	the	the	DET
easat-7235	143	11	resulting	result	VERB
easat-7235	143	12	analytical	analytical	ADJ
easat-7235	143	13	models	model	NOUN
easat-7235	143	14	to	to	PART
easat-7235	143	15	provide	provide	VERB
easat-7235	143	16	practical	practical	ADJ
easat-7235	143	17	suggestions	suggestion	NOUN
easat-7235	143	18	for	for	ADP
easat-7235	143	19	inventory	inventory	NOUN
easat-7235	143	20	control	control	NOUN
easat-7235	143	21	by	by	ADP
easat-7235	143	22	optimising	optimise	VERB
easat-7235	143	23	many	many	ADJ
easat-7235	143	24	conflicting	conflicting	ADJ
easat-7235	143	25	goals	goal	NOUN
easat-7235	143	26	.	.	PUNCT
easat-7235	144	1	the	the	DET
easat-7235	144	2	system	system	NOUN
easat-7235	144	3	and	and	CCONJ
easat-7235	144	4	jewellery	jewellery	NOUN
easat-7235	144	5	retail	retail	ADJ
easat-7235	144	6	managers	manager	NOUN
easat-7235	144	7	interface	interface	NOUN
easat-7235	144	8	combine	combine	VERB
easat-7235	144	9	their	their	PRON
easat-7235	144	10	functions	function	NOUN
easat-7235	144	11	in	in	ADP
easat-7235	144	12	a	a	DET
easat-7235	144	13	single	single	ADJ
easat-7235	144	14	,	,	PUNCT
easat-7235	144	15	user	user	NOUN
easat-7235	144	16	-	-	PUNCT
easat-7235	144	17	friendly	friendly	ADJ
easat-7235	144	18	interface	interface	NOUN
easat-7235	144	19	that	that	PRON
easat-7235	144	20	allows	allow	VERB
easat-7235	144	21	the	the	DET
easat-7235	144	22	visualisation	visualisation	NOUN
easat-7235	144	23	of	of	ADP
easat-7235	144	24	the	the	DET
easat-7235	144	25	results	result	NOUN
easat-7235	144	26	of	of	ADP
easat-7235	144	27	the	the	DET
easat-7235	144	28	analysis	analysis	NOUN
easat-7235	144	29	and	and	CCONJ
easat-7235	144	30	decision	decision	NOUN
easat-7235	144	31	suggestions	suggestion	NOUN
easat-7235	144	32	.	.	PUNCT
easat-7235	145	1	furthermore	furthermore	ADV
easat-7235	145	2	,	,	PUNCT
easat-7235	145	3	the	the	DET
easat-7235	145	4	system	system	NOUN
easat-7235	145	5	improves	improve	VERB
easat-7235	145	6	automatically	automatically	ADV
easat-7235	145	7	by	by	ADP
easat-7235	145	8	observing	observe	VERB
easat-7235	145	9	user	user	NOUN
easat-7235	145	10	behaviour	behaviour	NOUN
easat-7235	145	11	and	and	CCONJ
easat-7235	145	12	the	the	DET
easat-7235	145	13	results	result	NOUN
easat-7235	145	14	of	of	ADP
easat-7235	145	15	their	their	PRON
easat-7235	145	16	decisions	decision	NOUN
easat-7235	145	17	.	.	PUNCT
easat-7235	146	1	these	these	DET
easat-7235	146	2	actions	action	NOUN
easat-7235	146	3	are	be	AUX
easat-7235	146	4	sent	send	VERB
easat-7235	146	5	back	back	ADV
easat-7235	146	6	into	into	ADP
easat-7235	146	7	the	the	DET
easat-7235	146	8	analysis	analysis	NOUN
easat-7235	146	9	layer	layer	NOUN
easat-7235	146	10	to	to	PART
easat-7235	146	11	improve	improve	VERB
easat-7235	146	12	the	the	DET
easat-7235	146	13	predictive	predictive	ADJ
easat-7235	146	14	models	model	NOUN
easat-7235	146	15	and	and	CCONJ
easat-7235	146	16	optimisation	optimisation	NOUN
easat-7235	146	17	algorithms	algorithm	NOUN
easat-7235	146	18	.	.	PUNCT
easat-7235	147	1	3.4	3.4	NUM
easat-7235	147	2	.	.	PUNCT
easat-7235	147	3	crm	crm	NOUN
easat-7235	147	4	data	datum	NOUN
easat-7235	147	5	integration	integration	NOUN
easat-7235	147	6	module	module	NOUN
easat-7235	147	7	the	the	DET
easat-7235	147	8	crm	crm	PROPN
easat-7235	147	9	data	datum	NOUN
easat-7235	147	10	integration	integration	NOUN
easat-7235	147	11	module	module	NOUN
easat-7235	147	12	is	be	AUX
easat-7235	147	13	an	an	DET
easat-7235	147	14	essential	essential	ADJ
easat-7235	147	15	part	part	NOUN
easat-7235	147	16	of	of	ADP
easat-7235	147	17	the	the	DET
easat-7235	147	18	intelligent	intelligent	ADJ
easat-7235	147	19	decision	decision	NOUN
easat-7235	147	20	-	-	PUNCT
easat-7235	147	21	making	make	VERB
easat-7235	147	22	system	system	NOUN
easat-7235	147	23	which	which	PRON
easat-7235	147	24	uses	use	VERB
easat-7235	147	25	customer	customer	NOUN
easat-7235	147	26	-	-	PUNCT
easat-7235	147	27	focused	focus	VERB
easat-7235	147	28	data	datum	NOUN
easat-7235	147	29	for	for	ADP
easat-7235	147	30	inventory	inventory	NOUN
easat-7235	147	31	management	management	NOUN
easat-7235	147	32	.	.	PUNCT
easat-7235	148	1	this	this	DET
easat-7235	148	2	module	module	NOUN
easat-7235	148	3	converts	convert	VERB
easat-7235	148	4	customer	customer	NOUN
easat-7235	148	5	relationships	relationship	NOUN
easat-7235	148	6	data	datum	NOUN
easat-7235	148	7	,	,	PUNCT
easat-7235	148	8	which	which	PRON
easat-7235	148	9	is	be	AUX
easat-7235	148	10	usually	usually	ADV
easat-7235	148	11	used	use	VERB
easat-7235	148	12	for	for	ADP
easat-7235	148	13	marketing	marketing	NOUN
easat-7235	148	14	and	and	CCONJ
easat-7235	148	15	sales	sale	NOUN
easat-7235	148	16	,	,	PUNCT
easat-7235	148	17	into	into	ADP
easat-7235	148	18	formats	format	NOUN
easat-7235	148	19	that	that	PRON
easat-7235	148	20	can	can	AUX
easat-7235	148	21	effectively	effectively	ADV
easat-7235	148	22	respond	respond	VERB
easat-7235	148	23	to	to	ADP
easat-7235	148	24	inventory	inventory	NOUN
easat-7235	148	25	requirements	requirement	NOUN
easat-7235	148	26	.	.	PUNCT
easat-7235	149	1	the	the	DET
easat-7235	149	2	module	module	NOUN
easat-7235	149	3	processes	process	VERB
easat-7235	149	4	diverse	diverse	ADJ
easat-7235	149	5	customer	customer	NOUN
easat-7235	149	6	-	-	PUNCT
easat-7235	149	7	related	relate	VERB
easat-7235	149	8	data	datum	NOUN
easat-7235	149	9	,	,	PUNCT
easat-7235	149	10	including	include	VERB
easat-7235	149	11	transactional	transactional	ADJ
easat-7235	149	12	records	record	NOUN
easat-7235	149	13	,	,	PUNCT
easat-7235	149	14	customer	customer	NOUN
easat-7235	149	15	profile	profile	NOUN
easat-7235	149	16	information	information	NOUN
easat-7235	149	17	,	,	PUNCT
easat-7235	149	18	behavioural	behavioural	ADJ
easat-7235	149	19	data	datum	NOUN
easat-7235	149	20	,	,	PUNCT
easat-7235	149	21	and	and	CCONJ
easat-7235	149	22	communication	communication	NOUN
easat-7235	149	23	history	history	NOUN
easat-7235	149	24	.	.	PUNCT
easat-7235	150	1	1583	1583	NUM
easat-7235	150	2	edelweiss	edelweiss	PROPN
easat-7235	150	3	applied	apply	VERB
easat-7235	150	4	science	science	NOUN
easat-7235	150	5	and	and	CCONJ
easat-7235	150	6	technology	technology	NOUN
easat-7235	150	7	issn	issn	PROPN
easat-7235	150	8	:	:	PUNCT
easat-7235	150	9	2576	2576	NUM
easat-7235	150	10	-	-	SYM
easat-7235	150	11	8484	8484	NUM
easat-7235	150	12	vol	vol	NOUN
easat-7235	150	13	.	.	PROPN
easat-7235	151	1	9	9	NUM
easat-7235	151	2	,	,	PUNCT
easat-7235	151	3	no	no	INTJ
easat-7235	151	4	.	.	NOUN
easat-7235	151	5	5	5	NUM
easat-7235	151	6	:	:	SYM
easat-7235	151	7	1576	1576	NUM
easat-7235	151	8	-	-	SYM
easat-7235	151	9	1592	1592	NUM
easat-7235	151	10	,	,	PUNCT
easat-7235	151	11	2025	2025	NUM
easat-7235	151	12	doi	doi	NOUN
easat-7235	151	13	:	:	PUNCT
easat-7235	151	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	151	15	©	©	PROPN
easat-7235	151	16	2025	2025	NUM
easat-7235	151	17	by	by	ADP
easat-7235	151	18	the	the	DET
easat-7235	151	19	author	author	NOUN
easat-7235	151	20	;	;	PUNCT
easat-7235	151	21	licensee	licensee	PROPN
easat-7235	151	22	learning	learning	NOUN
easat-7235	151	23	gate	gate	VERB
easat-7235	151	24	this	this	DET
easat-7235	151	25	module	module	NOUN
easat-7235	151	26	performs	perform	VERB
easat-7235	151	27	some	some	DET
easat-7235	151	28	degree	degree	NOUN
easat-7235	151	29	of	of	ADP
easat-7235	151	30	data	datum	NOUN
easat-7235	151	31	preprocessing	preprocesse	VERB
easat-7235	151	32	to	to	PART
easat-7235	151	33	improve	improve	VERB
easat-7235	151	34	quality	quality	NOUN
easat-7235	151	35	and	and	CCONJ
easat-7235	151	36	consistency	consistency	NOUN
easat-7235	151	37	,	,	PUNCT
easat-7235	151	38	data	datum	NOUN
easat-7235	151	39	transformation	transformation	NOUN
easat-7235	151	40	for	for	ADP
easat-7235	151	41	customer	customer	NOUN
easat-7235	151	42	data	datum	NOUN
easat-7235	151	43	into	into	ADP
easat-7235	151	44	specific	specific	ADJ
easat-7235	151	45	meaning	meaning	NOUN
easat-7235	151	46	metrics	metric	NOUN
easat-7235	151	47	and	and	CCONJ
easat-7235	151	48	patterns	pattern	NOUN
easat-7235	151	49	,	,	PUNCT
easat-7235	151	50	and	and	CCONJ
easat-7235	151	51	data	datum	NOUN
easat-7235	151	52	enrichment	enrichment	NOUN
easat-7235	151	53	for	for	ADP
easat-7235	151	54	further	further	ADJ
easat-7235	151	55	contextual	contextual	ADJ
easat-7235	151	56	external	external	ADJ
easat-7235	151	57	information	information	NOUN
easat-7235	151	58	to	to	PART
easat-7235	151	59	improve	improve	VERB
easat-7235	151	60	analytical	analytical	ADJ
easat-7235	151	61	value	value	NOUN
easat-7235	151	62	.	.	PUNCT
easat-7235	152	1	the	the	DET
easat-7235	152	2	output	output	NOUN
easat-7235	152	3	of	of	ADP
easat-7235	152	4	integration	integration	NOUN
easat-7235	152	5	consists	consist	VERB
easat-7235	152	6	of	of	ADP
easat-7235	152	7	customer	customer	NOUN
easat-7235	152	8	-	-	PUNCT
easat-7235	152	9	derived	derive	VERB
easat-7235	152	10	metrics	metric	NOUN
easat-7235	152	11	,	,	PUNCT
easat-7235	152	12	customer	customer	NOUN
easat-7235	152	13	influence	influence	NOUN
easat-7235	152	14	parameters	parameter	NOUN
easat-7235	152	15	,	,	PUNCT
easat-7235	152	16	and	and	CCONJ
easat-7235	152	17	customer	customer	NOUN
easat-7235	152	18	preference	preference	NOUN
easat-7235	152	19	models	model	NOUN
easat-7235	152	20	which	which	PRON
easat-7235	152	21	serve	serve	VERB
easat-7235	152	22	as	as	ADP
easat-7235	152	23	a	a	DET
easat-7235	152	24	flexible	flexible	ADJ
easat-7235	152	25	base	base	NOUN
easat-7235	152	26	for	for	ADP
easat-7235	152	27	inventory	inventory	NOUN
easat-7235	152	28	investment	investment	NOUN
easat-7235	152	29	decisions	decision	NOUN
easat-7235	152	30	.	.	PUNCT
easat-7235	153	1	a	a	DET
easat-7235	153	2	feature	feature	NOUN
easat-7235	153	3	that	that	PRON
easat-7235	153	4	distinguishes	distinguish	VERB
easat-7235	153	5	this	this	DET
easat-7235	153	6	module	module	NOUN
easat-7235	153	7	is	be	AUX
easat-7235	153	8	its	its	PRON
easat-7235	153	9	omnidirectional	omnidirectional	ADJ
easat-7235	153	10	information	information	NOUN
easat-7235	153	11	flow	flow	NOUN
easat-7235	153	12	with	with	ADP
easat-7235	153	13	the	the	DET
easat-7235	153	14	analytics	analytic	NOUN
easat-7235	153	15	and	and	CCONJ
easat-7235	153	16	decision	decision	NOUN
easat-7235	153	17	support	support	NOUN
easat-7235	153	18	systems	system	NOUN
easat-7235	153	19	which	which	PRON
easat-7235	153	20	enables	enable	VERB
easat-7235	153	21	adaptive	adaptive	ADJ
easat-7235	153	22	revision	revision	NOUN
easat-7235	153	23	of	of	ADP
easat-7235	153	24	customer	customer	NOUN
easat-7235	153	25	models	model	NOUN
easat-7235	153	26	with	with	ADP
easat-7235	153	27	market	market	NOUN
easat-7235	153	28	and	and	CCONJ
easat-7235	153	29	customer	customer	NOUN
easat-7235	153	30	behaviour	behaviour	NOUN
easat-7235	153	31	change	change	NOUN
easat-7235	153	32	.	.	PUNCT
easat-7235	154	1	3.5	3.5	NUM
easat-7235	154	2	.	.	PUNCT
easat-7235	155	1	sales	sale	NOUN
easat-7235	155	2	prediction	prediction	NOUN
easat-7235	155	3	and	and	CCONJ
easat-7235	155	4	inventory	inventory	NOUN
easat-7235	155	5	management	management	NOUN
easat-7235	155	6	modules	module	VERB
easat-7235	155	7	the	the	DET
easat-7235	155	8	sales	sale	NOUN
easat-7235	155	9	prediction	prediction	NOUN
easat-7235	155	10	and	and	CCONJ
easat-7235	155	11	inventory	inventory	NOUN
easat-7235	155	12	management	management	NOUN
easat-7235	155	13	modules	module	NOUN
easat-7235	155	14	form	form	VERB
easat-7235	155	15	the	the	DET
easat-7235	155	16	analytical	analytical	ADJ
easat-7235	155	17	core	core	NOUN
easat-7235	155	18	of	of	ADP
easat-7235	155	19	the	the	DET
easat-7235	155	20	intelligent	intelligent	ADJ
easat-7235	155	21	decision	decision	NOUN
easat-7235	155	22	-	-	PUNCT
easat-7235	155	23	making	make	VERB
easat-7235	155	24	system	system	NOUN
easat-7235	155	25	,	,	PUNCT
easat-7235	155	26	transforming	transform	VERB
easat-7235	155	27	integrated	integrated	ADJ
easat-7235	155	28	data	datum	NOUN
easat-7235	155	29	into	into	ADP
easat-7235	155	30	actionable	actionable	ADJ
easat-7235	155	31	inventory	inventory	NOUN
easat-7235	155	32	recommendations	recommendation	NOUN
easat-7235	155	33	.	.	PUNCT
easat-7235	156	1	these	these	DET
easat-7235	156	2	modules	module	NOUN
easat-7235	156	3	address	address	VERB
easat-7235	156	4	the	the	DET
easat-7235	156	5	dual	dual	ADJ
easat-7235	156	6	challenges	challenge	NOUN
easat-7235	156	7	of	of	ADP
easat-7235	156	8	forecasting	forecast	VERB
easat-7235	156	9	volatile	volatile	ADJ
easat-7235	156	10	jewelry	jewelry	NOUN
easat-7235	156	11	demand	demand	NOUN
easat-7235	156	12	with	with	ADP
easat-7235	156	13	high	high	ADJ
easat-7235	156	14	accuracy	accuracy	NOUN
easat-7235	156	15	and	and	CCONJ
easat-7235	156	16	translating	translate	VERB
easat-7235	156	17	these	these	DET
easat-7235	156	18	forecasts	forecast	NOUN
easat-7235	156	19	into	into	ADP
easat-7235	156	20	optimal	optimal	ADJ
easat-7235	156	21	inventory	inventory	NOUN
easat-7235	156	22	decisions	decision	NOUN
easat-7235	156	23	that	that	PRON
easat-7235	156	24	balance	balance	VERB
easat-7235	156	25	financial	financial	ADJ
easat-7235	156	26	and	and	CCONJ
easat-7235	156	27	service	service	NOUN
easat-7235	156	28	level	level	NOUN
easat-7235	156	29	objectives	objective	NOUN
easat-7235	156	30	.	.	PUNCT
easat-7235	157	1	as	as	SCONJ
easat-7235	157	2	illustrated	illustrate	VERB
easat-7235	157	3	in	in	ADP
easat-7235	157	4	figure	figure	NOUN
easat-7235	157	5	3	3	NUM
easat-7235	157	6	,	,	PUNCT
easat-7235	157	7	these	these	DET
easat-7235	157	8	interrelated	interrelate	VERB
easat-7235	157	9	modules	module	NOUN
easat-7235	157	10	have	have	VERB
easat-7235	157	11	a	a	DET
easat-7235	157	12	sequential	sequential	ADJ
easat-7235	157	13	yet	yet	CCONJ
easat-7235	157	14	feedback	feedback	NOUN
easat-7235	157	15	-	-	PUNCT
easat-7235	157	16	driven	drive	VERB
easat-7235	157	17	relationship	relationship	NOUN
easat-7235	157	18	.	.	PUNCT
easat-7235	158	1	historical	historical	ADJ
easat-7235	158	2	time	time	NOUN
easat-7235	158	3	series	series	PROPN
easat-7235	158	4	analysis	analysis	NOUN
easat-7235	158	5	customer	customer	NOUN
easat-7235	158	6	segment	segment	NOUN
easat-7235	158	7	contribution	contribution	NOUN
easat-7235	158	8	external	external	ADJ
easat-7235	158	9	factors	factor	NOUN
easat-7235	158	10	prediction	prediction	NOUN
easat-7235	158	11	model	model	NOUN
easat-7235	158	12	fusion	fusion	NOUN
easat-7235	158	13	techniques	technique	NOUN
easat-7235	158	14	forecast	forecast	NOUN
easat-7235	158	15	accuracy	accuracy	NOUN
easat-7235	158	16	safety	safety	NOUN
easat-7235	158	17	stock	stock	PROPN
easat-7235	158	18	optimization	optimization	PROPN
easat-7235	158	19	multi	multi	ADJ
easat-7235	158	20	-	-	ADJ
easat-7235	158	21	location	location	ADJ
easat-7235	158	22	planning	planning	NOUN
easat-7235	158	23	automated	automate	VERB
easat-7235	158	24	replenishment	replenishment	NOUN
easat-7235	158	25	inventory	inventory	NOUN
easat-7235	158	26	mix	mix	NOUN
easat-7235	158	27	optimization	optimization	NOUN
easat-7235	158	28	scenario	scenario	NOUN
easat-7235	158	29	analysis	analysis	NOUN
easat-7235	158	30	inventory	inventory	NOUN
easat-7235	158	31	turnover	turnover	NOUN
easat-7235	158	32	service	service	NOUN
easat-7235	158	33	level	level	NOUN
easat-7235	158	34	sales	sale	NOUN
easat-7235	158	35	prediction	prediction	NOUN
easat-7235	158	36	module	module	NOUN
easat-7235	158	37	inventory	inventory	NOUN
easat-7235	158	38	management	management	NOUN
easat-7235	158	39	module	module	NOUN
easat-7235	158	40	demand	demand	NOUN
easat-7235	158	41	forecasts	forecast	VERB
easat-7235	158	42	model	model	NOUN
easat-7235	158	43	refinement	refinement	NOUN
easat-7235	158	44	process	process	NOUN
easat-7235	158	45	optimization	optimization	NOUN
easat-7235	158	46	performance	performance	NOUN
easat-7235	158	47	monitoring	monitoring	NOUN
easat-7235	158	48	figure	figure	NOUN
easat-7235	158	49	3	3	NUM
easat-7235	158	50	.	.	PUNCT
easat-7235	159	1	integration	integration	NOUN
easat-7235	159	2	of	of	ADP
easat-7235	159	3	sales	sale	NOUN
easat-7235	159	4	prediction	prediction	NOUN
easat-7235	159	5	and	and	CCONJ
easat-7235	159	6	inventory	inventory	NOUN
easat-7235	159	7	management	management	NOUN
easat-7235	159	8	modules	module	NOUN
easat-7235	159	9	.	.	PUNCT
easat-7235	160	1	as	as	SCONJ
easat-7235	160	2	shown	show	VERB
easat-7235	160	3	in	in	ADP
easat-7235	160	4	figure	figure	NOUN
easat-7235	160	5	3	3	NUM
easat-7235	160	6	,	,	PUNCT
easat-7235	160	7	the	the	DET
easat-7235	160	8	sales	sale	NOUN
easat-7235	160	9	forecasting	forecasting	NOUN
easat-7235	160	10	module	module	NOUN
easat-7235	160	11	takes	take	VERB
easat-7235	160	12	a	a	DET
easat-7235	160	13	holistic	holistic	ADJ
easat-7235	160	14	approach	approach	NOUN
easat-7235	160	15	to	to	ADP
easat-7235	160	16	forecasting	forecast	VERB
easat-7235	160	17	jewelry	jewelry	NOUN
easat-7235	160	18	demand	demand	NOUN
easat-7235	160	19	based	base	VERB
easat-7235	160	20	on	on	ADP
easat-7235	160	21	multiple	multiple	ADJ
easat-7235	160	22	product	product	NOUN
easat-7235	160	23	categories	category	NOUN
easat-7235	160	24	,	,	PUNCT
easat-7235	160	25	channels	channel	NOUN
easat-7235	160	26	of	of	ADP
easat-7235	160	27	distribution	distribution	NOUN
easat-7235	160	28	,	,	PUNCT
easat-7235	160	29	and	and	CCONJ
easat-7235	160	30	temporal	temporal	ADJ
easat-7235	160	31	considerations	consideration	NOUN
easat-7235	160	32	.	.	PUNCT
easat-7235	161	1	the	the	DET
easat-7235	161	2	module	module	NOUN
easat-7235	161	3	combines	combine	VERB
easat-7235	161	4	a	a	DET
easat-7235	161	5	review	review	NOUN
easat-7235	161	6	of	of	ADP
easat-7235	161	7	past	past	ADJ
easat-7235	161	8	time	time	NOUN
easat-7235	161	9	series	series	PROPN
easat-7235	161	10	data	data	PROPN
easat-7235	161	11	,	,	PUNCT
easat-7235	161	12	the	the	DET
easat-7235	161	13	modeling	modeling	NOUN
easat-7235	161	14	of	of	ADP
easat-7235	161	15	the	the	DET
easat-7235	161	16	contributions	contribution	NOUN
easat-7235	161	17	of	of	ADP
easat-7235	161	18	different	different	ADJ
easat-7235	161	19	customer	customer	NOUN
easat-7235	161	20	segments	segment	NOUN
easat-7235	161	21	,	,	PUNCT
easat-7235	161	22	and	and	CCONJ
easat-7235	161	23	the	the	DET
easat-7235	161	24	forecasting	forecasting	NOUN
easat-7235	161	25	of	of	ADP
easat-7235	161	26	external	external	ADJ
easat-7235	161	27	variables	variable	NOUN
easat-7235	161	28	using	use	VERB
easat-7235	161	29	model	model	NOUN
easat-7235	161	30	fusion	fusion	NOUN
easat-7235	161	31	techniques	technique	NOUN
easat-7235	161	32	.	.	PUNCT
easat-7235	162	1	the	the	DET
easat-7235	162	2	approach	approach	NOUN
easat-7235	162	3	is	be	AUX
easat-7235	162	4	overarching	overarching	ADJ
easat-7235	162	5	because	because	SCONJ
easat-7235	162	6	it	it	PRON
easat-7235	162	7	understands	understand	VERB
easat-7235	162	8	that	that	SCONJ
easat-7235	162	9	jewellery	jewellery	NOUN
easat-7235	162	10	consumption	consumption	NOUN
easat-7235	162	11	is	be	AUX
easat-7235	162	12	a	a	DET
easat-7235	162	13	direct	direct	ADJ
easat-7235	162	14	result	result	NOUN
easat-7235	162	15	of	of	ADP
easat-7235	162	16	1584	1584	NUM
easat-7235	162	17	edelweiss	edelweiss	PROPN
easat-7235	162	18	applied	apply	VERB
easat-7235	162	19	science	science	NOUN
easat-7235	162	20	and	and	CCONJ
easat-7235	162	21	technology	technology	NOUN
easat-7235	162	22	issn	issn	PROPN
easat-7235	162	23	:	:	PUNCT
easat-7235	162	24	2576	2576	NUM
easat-7235	162	25	-	-	SYM
easat-7235	162	26	8484	8484	NUM
easat-7235	162	27	vol	vol	NOUN
easat-7235	162	28	.	.	PROPN
easat-7235	163	1	9	9	NUM
easat-7235	163	2	,	,	PUNCT
easat-7235	163	3	no	no	INTJ
easat-7235	163	4	.	.	NOUN
easat-7235	163	5	5	5	NUM
easat-7235	163	6	:	:	SYM
easat-7235	163	7	1576	1576	NUM
easat-7235	163	8	-	-	SYM
easat-7235	163	9	1592	1592	NUM
easat-7235	163	10	,	,	PUNCT
easat-7235	163	11	2025	2025	NUM
easat-7235	163	12	doi	doi	NOUN
easat-7235	163	13	:	:	PUNCT
easat-7235	163	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	163	15	©	©	PROPN
easat-7235	163	16	2025	2025	NUM
easat-7235	163	17	by	by	ADP
easat-7235	163	18	the	the	DET
easat-7235	163	19	author	author	NOUN
easat-7235	163	20	;	;	PUNCT
easat-7235	163	21	licensee	licensee	PROPN
easat-7235	163	22	learning	learning	NOUN
easat-7235	163	23	gate	gate	VERB
easat-7235	163	24	numerous	numerous	ADJ
easat-7235	163	25	factors	factor	NOUN
easat-7235	163	26	such	such	ADJ
easat-7235	163	27	as	as	ADP
easat-7235	163	28	previous	previous	ADJ
easat-7235	163	29	fashion	fashion	NOUN
easat-7235	163	30	styles	style	NOUN
easat-7235	163	31	,	,	PUNCT
easat-7235	163	32	shifts	shift	NOUN
easat-7235	163	33	in	in	ADP
easat-7235	163	34	the	the	DET
easat-7235	163	35	consumer	consumer	NOUN
easat-7235	163	36	population	population	NOUN
easat-7235	163	37	,	,	PUNCT
easat-7235	163	38	and	and	CCONJ
easat-7235	163	39	even	even	ADV
easat-7235	163	40	subordinate	subordinate	ADJ
easat-7235	163	41	factors	factor	NOUN
easat-7235	163	42	like	like	ADP
easat-7235	163	43	the	the	DET
easat-7235	163	44	current	current	ADJ
easat-7235	163	45	economic	economic	ADJ
easat-7235	163	46	state	state	NOUN
easat-7235	163	47	and	and	CCONJ
easat-7235	163	48	times	time	NOUN
easat-7235	163	49	of	of	ADP
easat-7235	163	50	year	year	NOUN
easat-7235	163	51	.	.	PUNCT
easat-7235	164	1	the	the	DET
easat-7235	164	2	inventory	inventory	NOUN
easat-7235	164	3	management	management	NOUN
easat-7235	164	4	module	module	NOUN
easat-7235	164	5	converts	convert	VERB
easat-7235	164	6	the	the	DET
easat-7235	164	7	expected	expect	VERB
easat-7235	164	8	sales	sale	NOUN
easat-7235	164	9	into	into	ADP
easat-7235	164	10	operational	operational	ADJ
easat-7235	164	11	inventory	inventory	NOUN
easat-7235	164	12	plans	plan	NOUN
easat-7235	164	13	by	by	ADP
easat-7235	164	14	overshooting	overshoot	VERB
easat-7235	164	15	plan	plan	NOUN
easat-7235	164	16	safety	safety	NOUN
easat-7235	164	17	stock	stock	NOUN
easat-7235	164	18	,	,	PUNCT
easat-7235	164	19	permitting	permit	VERB
easat-7235	164	20	consolidated	consolidated	ADJ
easat-7235	164	21	planning	planning	NOUN
easat-7235	164	22	across	across	ADP
easat-7235	164	23	multiple	multiple	ADJ
easat-7235	164	24	locations	location	NOUN
easat-7235	164	25	,	,	PUNCT
easat-7235	164	26	and	and	CCONJ
easat-7235	164	27	implementing	implement	VERB
easat-7235	164	28	automatic	automatic	ADJ
easat-7235	164	29	reorder	reorder	NOUN
easat-7235	164	30	systems	system	NOUN
easat-7235	164	31	.	.	PUNCT
easat-7235	165	1	order	order	NOUN
easat-7235	165	2	execution	execution	NOUN
easat-7235	165	3	methods	method	NOUN
easat-7235	165	4	are	be	AUX
easat-7235	165	5	defined	define	VERB
easat-7235	165	6	to	to	PART
easat-7235	165	7	provide	provide	VERB
easat-7235	165	8	the	the	DET
easat-7235	165	9	required	require	VERB
easat-7235	165	10	inventory	inventory	NOUN
easat-7235	165	11	levels	level	NOUN
easat-7235	165	12	,	,	PUNCT
easat-7235	165	13	disburse	disburse	VERB
easat-7235	165	14	stock	stock	NOUN
easat-7235	165	15	to	to	ADP
easat-7235	165	16	retail	retail	ADJ
easat-7235	165	17	stores	store	NOUN
easat-7235	165	18	,	,	PUNCT
easat-7235	165	19	and	and	CCONJ
easat-7235	165	20	devise	devise	VERB
easat-7235	165	21	efficient	efficient	ADJ
easat-7235	165	22	means	mean	NOUN
easat-7235	165	23	of	of	ADP
easat-7235	165	24	ordering	order	VERB
easat-7235	165	25	stock	stock	NOUN
easat-7235	165	26	.	.	PUNCT
easat-7235	166	1	furthermore	furthermore	ADV
easat-7235	166	2	,	,	PUNCT
easat-7235	166	3	the	the	DET
easat-7235	166	4	integrated	integrate	VERB
easat-7235	166	5	framework	framework	NOUN
easat-7235	166	6	for	for	ADP
easat-7235	166	7	inventory	inventory	NOUN
easat-7235	166	8	management	management	NOUN
easat-7235	166	9	includes	include	VERB
easat-7235	166	10	maximisation	maximisation	NOUN
easat-7235	166	11	of	of	ADP
easat-7235	166	12	inventory	inventory	NOUN
easat-7235	166	13	mix	mix	NOUN
easat-7235	166	14	,	,	PUNCT
easat-7235	166	15	scenario	scenario	NOUN
easat-7235	166	16	evaluation	evaluation	NOUN
easat-7235	166	17	,	,	PUNCT
easat-7235	166	18	and	and	CCONJ
easat-7235	166	19	logic	logic	NOUN
easat-7235	166	20	for	for	ADP
easat-7235	166	21	minimising	minimise	VERB
easat-7235	166	22	the	the	DET
easat-7235	166	23	reordering	reordering	NOUN
easat-7235	166	24	of	of	ADP
easat-7235	166	25	stock	stock	NOUN
easat-7235	166	26	-	-	PUNCT
easat-7235	166	27	in	in	ADP
easat-7235	166	28	-	-	PUNCT
easat-7235	166	29	trade	trade	NOUN
easat-7235	166	30	while	while	SCONJ
easat-7235	166	31	endeavouring	endeavour	VERB
easat-7235	166	32	to	to	PART
easat-7235	166	33	provide	provide	VERB
easat-7235	166	34	a	a	DET
easat-7235	166	35	structure	structure	NOUN
easat-7235	166	36	that	that	PRON
easat-7235	166	37	incorporates	incorporate	VERB
easat-7235	166	38	product	product	NOUN
easat-7235	166	39	variety	variety	NOUN
easat-7235	166	40	,	,	PUNCT
easat-7235	166	41	risk	risk	NOUN
easat-7235	166	42	analysis	analysis	NOUN
easat-7235	166	43	,	,	PUNCT
easat-7235	166	44	and	and	CCONJ
easat-7235	166	45	implementation	implementation	NOUN
easat-7235	166	46	feasibility	feasibility	NOUN
easat-7235	166	47	constraints	constraint	NOUN
easat-7235	166	48	.	.	PUNCT
easat-7235	167	1	the	the	DET
easat-7235	167	2	performance	performance	NOUN
easat-7235	167	3	measurement	measurement	NOUN
easat-7235	167	4	process	process	NOUN
easat-7235	167	5	constitutes	constitute	VERB
easat-7235	167	6	an	an	DET
easat-7235	167	7	important	important	ADJ
easat-7235	167	8	feedback	feedback	NOUN
easat-7235	167	9	that	that	PRON
easat-7235	167	10	enables	enable	VERB
easat-7235	167	11	change	change	NOUN
easat-7235	167	12	within	within	ADP
easat-7235	167	13	various	various	ADJ
easat-7235	167	14	modules	module	NOUN
easat-7235	167	15	and	and	CCONJ
easat-7235	167	16	at	at	ADP
easat-7235	167	17	the	the	DET
easat-7235	167	18	same	same	ADJ
easat-7235	167	19	time	time	NOUN
easat-7235	167	20	validates	validate	VERB
easat-7235	167	21	estimates	estimate	NOUN
easat-7235	167	22	,	,	PUNCT
easat-7235	167	23	inventory	inventory	NOUN
easat-7235	167	24	turn	turn	NOUN
easat-7235	167	25	rates	rate	NOUN
easat-7235	167	26	,	,	PUNCT
easat-7235	167	27	and	and	CCONJ
easat-7235	167	28	qualitative	qualitative	ADJ
easat-7235	167	29	metrics	metric	NOUN
easat-7235	167	30	pertaining	pertain	VERB
easat-7235	167	31	to	to	ADP
easat-7235	167	32	service	service	NOUN
easat-7235	167	33	levels	level	NOUN
easat-7235	167	34	.	.	PUNCT
easat-7235	168	1	feedback	feedback	NOUN
easat-7235	168	2	loops	loop	NOUN
easat-7235	168	3	facilitate	facilitate	VERB
easat-7235	168	4	adaptive	adaptive	ADJ
easat-7235	168	5	learning	learning	NOUN
easat-7235	168	6	by	by	ADP
easat-7235	168	7	allowing	allow	VERB
easat-7235	168	8	model	model	NOUN
easat-7235	168	9	parameters	parameter	NOUN
easat-7235	168	10	,	,	PUNCT
easat-7235	168	11	optimisation	optimisation	NOUN
easat-7235	168	12	boundaries	boundary	NOUN
easat-7235	168	13	,	,	PUNCT
easat-7235	168	14	and	and	CCONJ
easat-7235	168	15	business	business	NOUN
easat-7235	168	16	rules	rule	NOUN
easat-7235	168	17	to	to	PART
easat-7235	168	18	be	be	AUX
easat-7235	168	19	constantly	constantly	ADV
easat-7235	168	20	adjusted	adjust	VERB
easat-7235	168	21	based	base	VERB
easat-7235	168	22	on	on	ADP
easat-7235	168	23	the	the	DET
easat-7235	168	24	actual	actual	ADJ
easat-7235	168	25	outcomes	outcome	NOUN
easat-7235	168	26	achieved	achieve	VERB
easat-7235	168	27	.	.	PUNCT
easat-7235	169	1	3.6	3.6	NUM
easat-7235	169	2	.	.	PUNCT
easat-7235	170	1	integration	integration	NOUN
easat-7235	170	2	and	and	CCONJ
easat-7235	170	3	implementation	implementation	NOUN
easat-7235	170	4	procedures	procedure	NOUN
easat-7235	170	5	for	for	ADP
easat-7235	170	6	systems	system	NOUN
easat-7235	170	7	the	the	DET
easat-7235	170	8	successful	successful	ADJ
easat-7235	170	9	deployment	deployment	NOUN
easat-7235	170	10	of	of	ADP
easat-7235	170	11	an	an	DET
easat-7235	170	12	intelligent	intelligent	ADJ
easat-7235	170	13	decision	decision	NOUN
easat-7235	170	14	support	support	NOUN
easat-7235	170	15	system	system	NOUN
easat-7235	170	16	necessitates	necessitate	VERB
easat-7235	170	17	careful	careful	ADJ
easat-7235	170	18	integration	integration	NOUN
easat-7235	170	19	with	with	ADP
easat-7235	170	20	the	the	DET
easat-7235	170	21	existing	exist	VERB
easat-7235	170	22	retail	retail	ADJ
easat-7235	170	23	infrastructure	infrastructure	NOUN
easat-7235	170	24	,	,	PUNCT
easat-7235	170	25	which	which	PRON
easat-7235	170	26	must	must	AUX
easat-7235	170	27	be	be	AUX
easat-7235	170	28	accompanied	accompany	VERB
easat-7235	170	29	by	by	ADP
easat-7235	170	30	clear	clear	ADJ
easat-7235	170	31	deployment	deployment	NOUN
easat-7235	170	32	plans	plan	NOUN
easat-7235	170	33	.	.	PUNCT
easat-7235	171	1	this	this	PRON
easat-7235	171	2	requires	require	VERB
easat-7235	171	3	establishing	establish	VERB
easat-7235	171	4	means	mean	NOUN
easat-7235	171	5	for	for	ADP
easat-7235	171	6	communication	communication	NOUN
easat-7235	171	7	exchange	exchange	NOUN
easat-7235	171	8	,	,	PUNCT
easat-7235	171	9	determining	determine	VERB
easat-7235	171	10	integration	integration	NOUN
easat-7235	171	11	locations	location	NOUN
easat-7235	171	12	,	,	PUNCT
easat-7235	171	13	and	and	CCONJ
easat-7235	171	14	providing	provide	VERB
easat-7235	171	15	assimilation	assimilation	NOUN
easat-7235	171	16	into	into	ADP
easat-7235	171	17	operational	operational	ADJ
easat-7235	171	18	activities	activity	NOUN
easat-7235	171	19	.	.	PUNCT
easat-7235	172	1	this	this	DET
easat-7235	172	2	process	process	NOUN
easat-7235	172	3	is	be	AUX
easat-7235	172	4	gradual	gradual	ADJ
easat-7235	172	5	,	,	PUNCT
easat-7235	172	6	starting	start	VERB
easat-7235	172	7	with	with	ADP
easat-7235	172	8	the	the	DET
easat-7235	172	9	involvement	involvement	NOUN
easat-7235	172	10	of	of	ADP
easat-7235	172	11	stakeholders	stakeholder	NOUN
easat-7235	172	12	to	to	PART
easat-7235	172	13	assist	assist	VERB
easat-7235	172	14	in	in	ADP
easat-7235	172	15	achieving	achieve	VERB
easat-7235	172	16	the	the	DET
easat-7235	172	17	organisational	organisational	ADJ
easat-7235	172	18	objectives	objective	NOUN
easat-7235	172	19	,	,	PUNCT
easat-7235	172	20	and	and	CCONJ
easat-7235	172	21	then	then	ADV
easat-7235	172	22	moving	move	VERB
easat-7235	172	23	to	to	PART
easat-7235	172	24	pilot	pilot	VERB
easat-7235	172	25	deployments	deployment	NOUN
easat-7235	172	26	at	at	ADP
easat-7235	172	27	selected	select	VERB
easat-7235	172	28	strategically	strategically	ADV
easat-7235	172	29	beneficial	beneficial	ADJ
easat-7235	172	30	sites	site	NOUN
easat-7235	172	31	to	to	PART
easat-7235	172	32	evaluate	evaluate	VERB
easat-7235	172	33	how	how	SCONJ
easat-7235	172	34	the	the	DET
easat-7235	172	35	system	system	NOUN
easat-7235	172	36	performs	perform	VERB
easat-7235	172	37	in	in	ADP
easat-7235	172	38	actual	actual	ADJ
easat-7235	172	39	work	work	NOUN
easat-7235	172	40	settings	setting	NOUN
easat-7235	172	41	prior	prior	ADV
easat-7235	172	42	to	to	ADP
easat-7235	172	43	full	full	ADJ
easat-7235	172	44	deployment	deployment	NOUN
easat-7235	172	45	within	within	ADP
easat-7235	172	46	the	the	DET
easat-7235	172	47	organisation	organisation	NOUN
easat-7235	172	48	.	.	PUNCT
easat-7235	173	1	change	change	NOUN
easat-7235	173	2	management	management	NOUN
easat-7235	173	3	is	be	AUX
easat-7235	173	4	one	one	NUM
easat-7235	173	5	of	of	ADP
easat-7235	173	6	the	the	DET
easat-7235	173	7	most	most	ADV
easat-7235	173	8	important	important	ADJ
easat-7235	173	9	steps	step	NOUN
easat-7235	173	10	in	in	ADP
easat-7235	173	11	realising	realise	VERB
easat-7235	173	12	technological	technological	ADJ
easat-7235	173	13	innovations	innovation	NOUN
easat-7235	173	14	,	,	PUNCT
easat-7235	173	15	and	and	CCONJ
easat-7235	173	16	organisational	organisational	ADJ
easat-7235	173	17	design	design	NOUN
easat-7235	173	18	facilitates	facilitate	VERB
easat-7235	173	19	.	.	PUNCT
easat-7235	174	1	to	to	PART
easat-7235	174	2	ensure	ensure	VERB
easat-7235	174	3	an	an	DET
easat-7235	174	4	appropriate	appropriate	ADJ
easat-7235	174	5	degree	degree	NOUN
easat-7235	174	6	of	of	ADP
easat-7235	174	7	longevity	longevity	NOUN
easat-7235	174	8	and	and	CCONJ
easat-7235	174	9	value	value	NOUN
easat-7235	174	10	capture	capture	NOUN
easat-7235	174	11	,	,	PUNCT
easat-7235	174	12	numerous	numerous	ADJ
easat-7235	174	13	training	training	NOUN
easat-7235	174	14	,	,	PUNCT
easat-7235	174	15	performance	performance	NOUN
easat-7235	174	16	review	review	NOUN
easat-7235	174	17	,	,	PUNCT
easat-7235	174	18	and	and	CCONJ
easat-7235	174	19	continual	continual	ADJ
easat-7235	174	20	development	development	NOUN
easat-7235	174	21	processes	process	NOUN
easat-7235	174	22	are	be	AUX
easat-7235	174	23	set	set	VERB
easat-7235	174	24	in	in	ADP
easat-7235	174	25	place	place	NOUN
easat-7235	174	26	.	.	PUNCT
easat-7235	175	1	furthermore	furthermore	ADV
easat-7235	175	2	,	,	PUNCT
easat-7235	175	3	the	the	DET
easat-7235	175	4	implementation	implementation	NOUN
easat-7235	175	5	phase	phase	NOUN
easat-7235	175	6	includes	include	VERB
easat-7235	175	7	capturing	capture	VERB
easat-7235	175	8	user	user	NOUN
easat-7235	175	9	experience	experience	NOUN
easat-7235	175	10	and	and	CCONJ
easat-7235	175	11	performance	performance	NOUN
easat-7235	175	12	information	information	NOUN
easat-7235	175	13	so	so	SCONJ
easat-7235	175	14	that	that	SCONJ
easat-7235	175	15	these	these	DET
easat-7235	175	16	processes	process	NOUN
easat-7235	175	17	can	can	AUX
easat-7235	175	18	be	be	AUX
easat-7235	175	19	refined	refine	VERB
easat-7235	175	20	and	and	CCONJ
easat-7235	175	21	adjusted	adjust	VERB
easat-7235	175	22	to	to	ADP
easat-7235	175	23	the	the	DET
easat-7235	175	24	evolving	evolve	VERB
easat-7235	175	25	business	business	NOUN
easat-7235	175	26	context	context	NOUN
easat-7235	175	27	over	over	ADP
easat-7235	175	28	time	time	NOUN
easat-7235	175	29	.	.	PUNCT
easat-7235	176	1	4	4	X
easat-7235	176	2	.	.	X
easat-7235	176	3	empirical	empirical	ADJ
easat-7235	176	4	research	research	NOUN
easat-7235	176	5	and	and	CCONJ
easat-7235	176	6	case	case	NOUN
easat-7235	176	7	analysis	analysis	NOUN
easat-7235	176	8	4.1	4.1	NUM
easat-7235	176	9	.	.	PUNCT
easat-7235	177	1	research	research	NOUN
easat-7235	177	2	design	design	NOUN
easat-7235	177	3	and	and	CCONJ
easat-7235	177	4	data	datum	NOUN
easat-7235	177	5	collection	collection	NOUN
easat-7235	177	6	this	this	DET
easat-7235	177	7	research	research	NOUN
easat-7235	177	8	employs	employ	VERB
easat-7235	177	9	a	a	DET
easat-7235	177	10	case	case	NOUN
easat-7235	177	11	-	-	PUNCT
easat-7235	177	12	based	base	VERB
easat-7235	177	13	empirical	empirical	ADJ
easat-7235	177	14	approach	approach	NOUN
easat-7235	177	15	to	to	PART
easat-7235	177	16	evaluate	evaluate	VERB
easat-7235	177	17	the	the	DET
easat-7235	177	18	implementation	implementation	NOUN
easat-7235	177	19	effectiveness	effectiveness	NOUN
easat-7235	177	20	of	of	ADP
easat-7235	177	21	an	an	DET
easat-7235	177	22	intelligent	intelligent	ADJ
easat-7235	177	23	decision	decision	NOUN
easat-7235	177	24	-	-	PUNCT
easat-7235	177	25	making	make	VERB
easat-7235	177	26	system	system	NOUN
easat-7235	177	27	for	for	ADP
easat-7235	177	28	jewelry	jewelry	NOUN
easat-7235	177	29	retail	retail	NOUN
easat-7235	177	30	that	that	PRON
easat-7235	177	31	integrates	integrate	VERB
easat-7235	177	32	crm	crm	PROPN
easat-7235	177	33	data	datum	NOUN
easat-7235	177	34	with	with	ADP
easat-7235	177	35	inventory	inventory	NOUN
easat-7235	177	36	management	management	NOUN
easat-7235	177	37	.	.	PUNCT
easat-7235	178	1	the	the	DET
easat-7235	178	2	research	research	NOUN
easat-7235	178	3	methodology	methodology	NOUN
easat-7235	178	4	combines	combine	VERB
easat-7235	178	5	qualitative	qualitative	ADJ
easat-7235	178	6	and	and	CCONJ
easat-7235	178	7	quantitative	quantitative	ADJ
easat-7235	178	8	methods	method	NOUN
easat-7235	178	9	to	to	PART
easat-7235	178	10	provide	provide	VERB
easat-7235	178	11	a	a	DET
easat-7235	178	12	comprehensive	comprehensive	ADJ
easat-7235	178	13	assessment	assessment	NOUN
easat-7235	178	14	of	of	ADP
easat-7235	178	15	both	both	CCONJ
easat-7235	178	16	technical	technical	ADJ
easat-7235	178	17	implementation	implementation	NOUN
easat-7235	178	18	and	and	CCONJ
easat-7235	178	19	business	business	NOUN
easat-7235	178	20	impact	impact	NOUN
easat-7235	178	21	.	.	PUNCT
easat-7235	179	1	qualitatively	qualitatively	ADV
easat-7235	179	2	,	,	PUNCT
easat-7235	179	3	semistructured	semistructure	VERB
easat-7235	179	4	interviews	interview	NOUN
easat-7235	179	5	and	and	CCONJ
easat-7235	179	6	field	field	NOUN
easat-7235	179	7	observations	observation	NOUN
easat-7235	179	8	were	be	AUX
easat-7235	179	9	conducted	conduct	VERB
easat-7235	179	10	to	to	PART
easat-7235	179	11	understand	understand	VERB
easat-7235	179	12	technical	technical	ADJ
easat-7235	179	13	challenges	challenge	NOUN
easat-7235	179	14	and	and	CCONJ
easat-7235	179	15	solutions	solution	NOUN
easat-7235	179	16	during	during	ADP
easat-7235	179	17	system	system	NOUN
easat-7235	179	18	implementation	implementation	NOUN
easat-7235	179	19	;	;	PUNCT
easat-7235	179	20	quantitatively	quantitatively	ADV
easat-7235	179	21	,	,	PUNCT
easat-7235	179	22	sales	sale	NOUN
easat-7235	179	23	data	datum	NOUN
easat-7235	179	24	,	,	PUNCT
easat-7235	179	25	inventory	inventory	NOUN
easat-7235	179	26	records	record	NOUN
easat-7235	179	27	,	,	PUNCT
easat-7235	179	28	and	and	CCONJ
easat-7235	179	29	customer	customer	NOUN
easat-7235	179	30	transaction	transaction	NOUN
easat-7235	179	31	data	datum	NOUN
easat-7235	179	32	were	be	AUX
easat-7235	179	33	analyzed	analyze	VERB
easat-7235	179	34	to	to	PART
easat-7235	179	35	assess	assess	VERB
easat-7235	179	36	prediction	prediction	NOUN
easat-7235	179	37	accuracy	accuracy	NOUN
easat-7235	179	38	and	and	CCONJ
easat-7235	179	39	inventory	inventory	NOUN
easat-7235	179	40	management	management	NOUN
easat-7235	179	41	efficiency	efficiency	NOUN
easat-7235	179	42	.	.	PUNCT
easat-7235	180	1	the	the	DET
easat-7235	180	2	data	data	NOUN
easat-7235	180	3	collection	collection	NOUN
easat-7235	180	4	process	process	NOUN
easat-7235	180	5	was	be	AUX
easat-7235	180	6	structured	structure	VERB
easat-7235	180	7	in	in	ADP
easat-7235	180	8	three	three	NUM
easat-7235	180	9	phases	phase	NOUN
easat-7235	180	10	to	to	PART
easat-7235	180	11	ensure	ensure	VERB
easat-7235	180	12	effective	effective	ADJ
easat-7235	180	13	comparison	comparison	NOUN
easat-7235	180	14	before	before	ADP
easat-7235	180	15	and	and	CCONJ
easat-7235	180	16	after	after	ADP
easat-7235	180	17	system	system	NOUN
easat-7235	180	18	implementation	implementation	NOUN
easat-7235	180	19	.	.	PUNCT
easat-7235	181	1	in	in	ADP
easat-7235	181	2	the	the	DET
easat-7235	181	3	baseline	baseline	NOUN
easat-7235	181	4	phase	phase	NOUN
easat-7235	181	5	,	,	PUNCT
easat-7235	181	6	we	we	PRON
easat-7235	181	7	collected	collect	VERB
easat-7235	181	8	12	12	NUM
easat-7235	181	9	months	month	NOUN
easat-7235	181	10	of	of	ADP
easat-7235	181	11	sales	sale	NOUN
easat-7235	181	12	data	datum	NOUN
easat-7235	181	13	,	,	PUNCT
easat-7235	181	14	inventory	inventory	NOUN
easat-7235	181	15	records	record	NOUN
easat-7235	181	16	,	,	PUNCT
easat-7235	181	17	and	and	CCONJ
easat-7235	181	18	customer	customer	NOUN
easat-7235	181	19	segmentation	segmentation	NOUN
easat-7235	181	20	data	datum	NOUN
easat-7235	181	21	from	from	ADP
easat-7235	181	22	the	the	DET
easat-7235	181	23	case	case	NOUN
easat-7235	181	24	company	company	NOUN
easat-7235	181	25	's	's	PART
easat-7235	181	26	existing	exist	VERB
easat-7235	181	27	systems	system	NOUN
easat-7235	181	28	.	.	PUNCT
easat-7235	182	1	during	during	ADP
easat-7235	182	2	the	the	DET
easat-7235	182	3	system	system	NOUN
easat-7235	182	4	development	development	NOUN
easat-7235	182	5	and	and	CCONJ
easat-7235	182	6	testing	testing	NOUN
easat-7235	182	7	phase	phase	NOUN
easat-7235	182	8	,	,	PUNCT
easat-7235	182	9	we	we	PRON
easat-7235	182	10	gathered	gather	VERB
easat-7235	182	11	technical	technical	ADJ
easat-7235	182	12	data	datum	NOUN
easat-7235	182	13	on	on	ADP
easat-7235	182	14	algorithm	algorithm	NOUN
easat-7235	182	15	performance	performance	NOUN
easat-7235	182	16	,	,	PUNCT
easat-7235	182	17	prediction	prediction	NOUN
easat-7235	182	18	accuracy	accuracy	NOUN
easat-7235	182	19	,	,	PUNCT
easat-7235	182	20	and	and	CCONJ
easat-7235	182	21	system	system	NOUN
easat-7235	182	22	response	response	NOUN
easat-7235	182	23	times	time	NOUN
easat-7235	182	24	.	.	PUNCT
easat-7235	183	1	in	in	ADP
easat-7235	183	2	the	the	DET
easat-7235	183	3	post	post	ADJ
easat-7235	183	4	-	-	ADJ
easat-7235	183	5	implementation	implementation	ADJ
easat-7235	183	6	phase	phase	NOUN
easat-7235	183	7	,	,	PUNCT
easat-7235	183	8	we	we	PRON
easat-7235	183	9	tracked	track	VERB
easat-7235	183	10	changes	change	NOUN
easat-7235	183	11	in	in	ADP
easat-7235	183	12	key	key	ADJ
easat-7235	183	13	performance	performance	NOUN
easat-7235	183	14	indicators	indicator	NOUN
easat-7235	183	15	to	to	PART
easat-7235	183	16	evaluate	evaluate	VERB
easat-7235	183	17	system	system	NOUN
easat-7235	183	18	effectiveness	effectiveness	NOUN
easat-7235	183	19	.	.	PUNCT
easat-7235	184	1	table	table	NOUN
easat-7235	184	2	1	1	NUM
easat-7235	184	3	summarizes	summarize	NOUN
easat-7235	184	4	the	the	DET
easat-7235	184	5	data	data	NOUN
easat-7235	184	6	sources	source	NOUN
easat-7235	184	7	,	,	PUNCT
easat-7235	184	8	collection	collection	NOUN
easat-7235	184	9	methods	method	NOUN
easat-7235	184	10	,	,	PUNCT
easat-7235	184	11	and	and	CCONJ
easat-7235	184	12	sample	sample	NOUN
easat-7235	184	13	sizes	size	NOUN
easat-7235	184	14	used	use	VERB
easat-7235	184	15	in	in	ADP
easat-7235	184	16	this	this	DET
easat-7235	184	17	research	research	NOUN
easat-7235	184	18	.	.	PUNCT
easat-7235	185	1	the	the	DET
easat-7235	185	2	research	research	NOUN
easat-7235	185	3	protocol	protocol	NOUN
easat-7235	185	4	involving	involve	VERB
easat-7235	185	5	human	human	ADJ
easat-7235	185	6	participants	participant	NOUN
easat-7235	185	7	was	be	AUX
easat-7235	185	8	reviewed	review	VERB
easat-7235	185	9	and	and	CCONJ
easat-7235	185	10	approved	approve	VERB
easat-7235	185	11	by	by	ADP
easat-7235	185	12	the	the	DET
easat-7235	185	13	institutional	institutional	ADJ
easat-7235	185	14	review	review	PROPN
easat-7235	185	15	board	board	NOUN
easat-7235	185	16	,	,	PUNCT
easat-7235	185	17	and	and	CCONJ
easat-7235	185	18	all	all	DET
easat-7235	185	19	participants	participant	NOUN
easat-7235	185	20	provided	provide	VERB
easat-7235	185	21	informed	informed	ADJ
easat-7235	185	22	consent	consent	NOUN
easat-7235	185	23	prior	prior	ADV
easat-7235	185	24	to	to	ADP
easat-7235	185	25	their	their	PRON
easat-7235	185	26	participation	participation	NOUN
easat-7235	185	27	in	in	ADP
easat-7235	185	28	the	the	DET
easat-7235	185	29	study	study	NOUN
easat-7235	185	30	.	.	PUNCT
easat-7235	186	1	1585	1585	NUM
easat-7235	186	2	edelweiss	edelweiss	PROPN
easat-7235	186	3	applied	apply	VERB
easat-7235	186	4	science	science	NOUN
easat-7235	186	5	and	and	CCONJ
easat-7235	186	6	technology	technology	NOUN
easat-7235	186	7	issn	issn	PROPN
easat-7235	186	8	:	:	PUNCT
easat-7235	186	9	2576	2576	NUM
easat-7235	186	10	-	-	SYM
easat-7235	186	11	8484	8484	NUM
easat-7235	186	12	vol	vol	NOUN
easat-7235	186	13	.	.	PROPN
easat-7235	187	1	9	9	NUM
easat-7235	187	2	,	,	PUNCT
easat-7235	187	3	no	no	INTJ
easat-7235	187	4	.	.	NOUN
easat-7235	187	5	5	5	NUM
easat-7235	187	6	:	:	SYM
easat-7235	187	7	1576	1576	NUM
easat-7235	187	8	-	-	SYM
easat-7235	187	9	1592	1592	NUM
easat-7235	187	10	,	,	PUNCT
easat-7235	187	11	2025	2025	NUM
easat-7235	187	12	doi	doi	NOUN
easat-7235	187	13	:	:	PUNCT
easat-7235	187	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	187	15	©	©	PROPN
easat-7235	187	16	2025	2025	NUM
easat-7235	187	17	by	by	ADP
easat-7235	187	18	the	the	DET
easat-7235	187	19	author	author	NOUN
easat-7235	187	20	;	;	PUNCT
easat-7235	188	1	licensee	licensee	PROPN
easat-7235	188	2	learning	learn	VERB
easat-7235	188	3	gate	gate	NOUN
easat-7235	188	4	table	table	NOUN
easat-7235	188	5	1	1	NUM
easat-7235	188	6	.	.	PUNCT
easat-7235	188	7	data	datum	NOUN
easat-7235	188	8	sources	source	NOUN
easat-7235	188	9	and	and	CCONJ
easat-7235	188	10	collection	collection	NOUN
easat-7235	188	11	methods	method	NOUN
easat-7235	188	12	.	.	PUNCT
easat-7235	189	1	data	datum	NOUN
easat-7235	189	2	category	category	NOUN
easat-7235	189	3	source	source	NOUN
easat-7235	189	4	collection	collection	NOUN
easat-7235	189	5	method	method	NOUN
easat-7235	189	6	sample	sample	NOUN
easat-7235	189	7	size	size	NOUN
easat-7235	189	8	purpose	purpose	NOUN
easat-7235	189	9	transaction	transaction	NOUN
easat-7235	189	10	data	datum	NOUN
easat-7235	189	11	pos	pos	NOUN
easat-7235	189	12	system	system	NOUN
easat-7235	189	13	api	api	NOUN
easat-7235	189	14	extraction	extraction	NOUN
easat-7235	189	15	4,873	4,873	NUM
easat-7235	189	16	transaction	transaction	NOUN
easat-7235	189	17	records	record	VERB
easat-7235	189	18	model	model	NOUN
easat-7235	189	19	training	training	NOUN
easat-7235	189	20	,	,	PUNCT
easat-7235	189	21	sales	sale	NOUN
easat-7235	189	22	pattern	pattern	NOUN
easat-7235	189	23	analysis	analysis	NOUN
easat-7235	189	24	inventory	inventory	NOUN
easat-7235	189	25	data	datum	NOUN
easat-7235	189	26	inventory	inventory	NOUN
easat-7235	189	27	system	system	NOUN
easat-7235	189	28	system	system	NOUN
easat-7235	189	29	export	export	NOUN
easat-7235	189	30	12	12	NUM
easat-7235	189	31	months	month	NOUN
easat-7235	189	32	,	,	PUNCT
easat-7235	189	33	486	486	NUM
easat-7235	189	34	skus	sku	NOUN
easat-7235	189	35	inventory	inventory	NOUN
easat-7235	189	36	turnover	turnover	NOUN
easat-7235	189	37	analysis	analysis	NOUN
easat-7235	189	38	,	,	PUNCT
easat-7235	189	39	optimization	optimization	NOUN
easat-7235	189	40	validation	validation	NOUN
easat-7235	189	41	customer	customer	NOUN
easat-7235	189	42	data	data	PROPN
easat-7235	189	43	crm	crm	PROPN
easat-7235	189	44	system	system	NOUN
easat-7235	189	45	structured	structure	VERB
easat-7235	189	46	query	query	NOUN
easat-7235	189	47	1,247	1,247	NUM
easat-7235	189	48	customer	customer	NOUN
easat-7235	189	49	profiles	profile	NOUN
easat-7235	189	50	customer	customer	NOUN
easat-7235	189	51	segmentation	segmentation	NOUN
easat-7235	189	52	,	,	PUNCT
easat-7235	189	53	behavior	behavior	NOUN
easat-7235	189	54	analysis	analysis	NOUN
easat-7235	189	55	system	system	NOUN
easat-7235	189	56	performance	performance	NOUN
easat-7235	189	57	decision	decision	NOUN
easat-7235	189	58	system	system	NOUN
easat-7235	189	59	system	system	NOUN
easat-7235	189	60	logs	log	VERB
easat-7235	189	61	3	3	NUM
easat-7235	189	62	months	month	NOUN
easat-7235	189	63	of	of	ADP
easat-7235	189	64	operation	operation	NOUN
easat-7235	189	65	logs	log	VERB
easat-7235	189	66	technical	technical	ADJ
easat-7235	189	67	performance	performance	NOUN
easat-7235	189	68	evaluation	evaluation	NOUN
easat-7235	189	69	,	,	PUNCT
easat-7235	189	70	algorithm	algorithm	NOUN
easat-7235	189	71	optimization	optimization	NOUN
easat-7235	189	72	user	user	NOUN
easat-7235	189	73	feedback	feedback	NOUN
easat-7235	189	74	system	system	NOUN
easat-7235	189	75	operators	operator	NOUN
easat-7235	189	76	structured	structure	VERB
easat-7235	189	77	questionnaire	questionnaire	NOUN
easat-7235	189	78	23	23	NUM
easat-7235	189	79	system	system	NOUN
easat-7235	189	80	users	user	NOUN
easat-7235	189	81	usability	usability	NOUN
easat-7235	189	82	assessment	assessment	NOUN
easat-7235	189	83	,	,	PUNCT
easat-7235	189	84	interface	interface	NOUN
easat-7235	189	85	optimization	optimization	NOUN
easat-7235	189	86	the	the	DET
easat-7235	189	87	research	research	NOUN
easat-7235	189	88	specifically	specifically	ADV
easat-7235	189	89	focuses	focus	VERB
easat-7235	189	90	on	on	ADP
easat-7235	189	91	technological	technological	ADJ
easat-7235	189	92	innovation	innovation	NOUN
easat-7235	189	93	and	and	CCONJ
easat-7235	189	94	implementation	implementation	NOUN
easat-7235	189	95	methods	method	NOUN
easat-7235	189	96	,	,	PUNCT
easat-7235	189	97	aligning	align	VERB
easat-7235	189	98	with	with	ADP
easat-7235	189	99	the	the	DET
easat-7235	189	100	technical	technical	ADJ
easat-7235	189	101	orientation	orientation	NOUN
easat-7235	189	102	of	of	ADP
easat-7235	189	103	applied	apply	VERB
easat-7235	189	104	science	science	NOUN
easat-7235	189	105	journals	journal	NOUN
easat-7235	189	106	.	.	PUNCT
easat-7235	190	1	by	by	ADP
easat-7235	190	2	documenting	document	VERB
easat-7235	190	3	system	system	NOUN
easat-7235	190	4	architecture	architecture	NOUN
easat-7235	190	5	design	design	NOUN
easat-7235	190	6	,	,	PUNCT
easat-7235	190	7	algorithm	algorithm	NOUN
easat-7235	190	8	selection	selection	NOUN
easat-7235	190	9	and	and	CCONJ
easat-7235	190	10	optimization	optimization	NOUN
easat-7235	190	11	processes	process	NOUN
easat-7235	190	12	,	,	PUNCT
easat-7235	190	13	data	datum	NOUN
easat-7235	190	14	integration	integration	NOUN
easat-7235	190	15	methods	method	NOUN
easat-7235	190	16	,	,	PUNCT
easat-7235	190	17	and	and	CCONJ
easat-7235	190	18	user	user	NOUN
easat-7235	190	19	interface	interface	NOUN
easat-7235	190	20	design	design	NOUN
easat-7235	190	21	,	,	PUNCT
easat-7235	190	22	this	this	DET
easat-7235	190	23	research	research	NOUN
easat-7235	190	24	provides	provide	VERB
easat-7235	190	25	a	a	DET
easat-7235	190	26	replicable	replicable	ADJ
easat-7235	190	27	technical	technical	ADJ
easat-7235	190	28	framework	framework	NOUN
easat-7235	190	29	for	for	ADP
easat-7235	190	30	similar	similar	ADJ
easat-7235	190	31	system	system	NOUN
easat-7235	190	32	development	development	NOUN
easat-7235	190	33	in	in	ADP
easat-7235	190	34	specialized	specialized	ADJ
easat-7235	190	35	retail	retail	ADJ
easat-7235	190	36	environments	environment	NOUN
easat-7235	190	37	.	.	PUNCT
easat-7235	191	1	the	the	DET
easat-7235	191	2	data	data	NOUN
easat-7235	191	3	analysis	analysis	NOUN
easat-7235	191	4	employs	employ	VERB
easat-7235	191	5	a	a	DET
easat-7235	191	6	mixed	mix	VERB
easat-7235	191	7	-	-	PUNCT
easat-7235	191	8	method	method	NOUN
easat-7235	191	9	approach	approach	NOUN
easat-7235	191	10	,	,	PUNCT
easat-7235	191	11	with	with	ADP
easat-7235	191	12	quantitative	quantitative	ADJ
easat-7235	191	13	analysis	analysis	NOUN
easat-7235	191	14	primarily	primarily	ADV
easat-7235	191	15	utilizing	utilize	VERB
easat-7235	191	16	descriptive	descriptive	ADJ
easat-7235	191	17	statistics	statistic	NOUN
easat-7235	191	18	and	and	CCONJ
easat-7235	191	19	forecast	forecast	NOUN
easat-7235	191	20	accuracy	accuracy	NOUN
easat-7235	191	21	metrics	metric	NOUN
easat-7235	191	22	,	,	PUNCT
easat-7235	191	23	while	while	SCONJ
easat-7235	191	24	qualitative	qualitative	ADJ
easat-7235	191	25	analysis	analysis	NOUN
easat-7235	191	26	employs	employ	VERB
easat-7235	191	27	thematic	thematic	ADJ
easat-7235	191	28	coding	coding	NOUN
easat-7235	191	29	to	to	PART
easat-7235	191	30	identify	identify	VERB
easat-7235	191	31	key	key	ADJ
easat-7235	191	32	technical	technical	ADJ
easat-7235	191	33	challenges	challenge	NOUN
easat-7235	191	34	and	and	CCONJ
easat-7235	191	35	solution	solution	NOUN
easat-7235	191	36	strategies	strategy	NOUN
easat-7235	191	37	in	in	ADP
easat-7235	191	38	the	the	DET
easat-7235	191	39	implementation	implementation	NOUN
easat-7235	191	40	process	process	NOUN
easat-7235	191	41	.	.	PUNCT
easat-7235	192	1	4.2	4.2	NUM
easat-7235	192	2	.	.	PUNCT
easat-7235	193	1	case	case	NOUN
easat-7235	193	2	company	company	NOUN
easat-7235	193	3	background	background	NOUN
easat-7235	193	4	company	company	NOUN
easat-7235	193	5	g	g	PROPN
easat-7235	193	6	operates	operate	VERB
easat-7235	193	7	within	within	ADP
easat-7235	193	8	the	the	DET
easat-7235	193	9	jewellery	jewellery	NOUN
easat-7235	193	10	retailing	retailing	NOUN
easat-7235	193	11	field	field	NOUN
easat-7235	193	12	,	,	PUNCT
easat-7235	193	13	which	which	PRON
easat-7235	193	14	is	be	AUX
easat-7235	193	15	wealth	wealth	NOUN
easat-7235	193	16	inventory	inventory	NOUN
easat-7235	193	17	intensive	intensive	ADJ
easat-7235	193	18	,	,	PUNCT
easat-7235	193	19	has	have	VERB
easat-7235	193	20	considerable	considerable	ADJ
easat-7235	193	21	seasonal	seasonal	ADJ
easat-7235	193	22	demand	demand	NOUN
easat-7235	193	23	variations	variation	NOUN
easat-7235	193	24	,	,	PUNCT
easat-7235	193	25	and	and	CCONJ
easat-7235	193	26	has	have	VERB
easat-7235	193	27	distinct	distinct	ADJ
easat-7235	193	28	customer	customer	NOUN
easat-7235	193	29	service	service	NOUN
easat-7235	193	30	requirements	requirement	NOUN
easat-7235	193	31	.	.	PUNCT
easat-7235	194	1	since	since	SCONJ
easat-7235	194	2	2023	2023	NUM
easat-7235	194	3	,	,	PUNCT
easat-7235	194	4	the	the	DET
easat-7235	194	5	company	company	NOUN
easat-7235	194	6	has	have	AUX
easat-7235	194	7	been	be	AUX
easat-7235	194	8	under	under	ADP
easat-7235	194	9	greater	great	ADJ
easat-7235	194	10	difficulty	difficulty	NOUN
easat-7235	194	11	due	due	ADP
easat-7235	194	12	to	to	ADP
easat-7235	194	13	fragmentation	fragmentation	NOUN
easat-7235	194	14	brought	bring	VERB
easat-7235	194	15	about	about	ADP
easat-7235	194	16	by	by	ADP
easat-7235	194	17	digital	digital	ADJ
easat-7235	194	18	transformation	transformation	NOUN
easat-7235	194	19	and	and	CCONJ
easat-7235	194	20	omnichannel	omnichannel	NOUN
easat-7235	194	21	retailing	retailing	NOUN
easat-7235	194	22	.	.	PUNCT
easat-7235	195	1	customers	customer	NOUN
easat-7235	195	2	have	have	AUX
easat-7235	195	3	actively	actively	ADV
easat-7235	195	4	changed	change	VERB
easat-7235	195	5	their	their	PRON
easat-7235	195	6	shopping	shopping	NOUN
easat-7235	195	7	habits	habit	NOUN
easat-7235	195	8	to	to	PART
easat-7235	195	9	prefer	prefer	VERB
easat-7235	195	10	purchasing	purchase	VERB
easat-7235	195	11	electronically	electronically	ADV
easat-7235	195	12	,	,	PUNCT
easat-7235	195	13	where	where	SCONJ
easat-7235	195	14	the	the	DET
easat-7235	195	15	traditional	traditional	ADJ
easat-7235	195	16	distinction	distinction	NOUN
easat-7235	195	17	between	between	ADP
easat-7235	195	18	physical	physical	ADJ
easat-7235	195	19	retail	retail	NOUN
easat-7235	195	20	and	and	CCONJ
easat-7235	195	21	online	online	ADJ
easat-7235	195	22	shopping	shopping	NOUN
easat-7235	195	23	is	be	AUX
easat-7235	195	24	increasingly	increasingly	ADV
easat-7235	195	25	vague	vague	ADJ
easat-7235	195	26	,	,	PUNCT
easat-7235	195	27	creating	create	VERB
easat-7235	195	28	new	new	ADJ
easat-7235	195	29	challenges	challenge	NOUN
easat-7235	195	30	for	for	ADP
easat-7235	195	31	traditional	traditional	ADJ
easat-7235	195	32	inventory	inventory	NOUN
easat-7235	195	33	management	management	NOUN
easat-7235	195	34	systems	system	NOUN
easat-7235	195	35	that	that	PRON
easat-7235	195	36	predominantly	predominantly	ADV
easat-7235	195	37	depend	depend	VERB
easat-7235	195	38	on	on	ADP
easat-7235	195	39	historical	historical	ADJ
easat-7235	195	40	sales	sale	NOUN
easat-7235	195	41	data	datum	NOUN
easat-7235	195	42	and	and	CCONJ
easat-7235	195	43	subjective	subjective	ADJ
easat-7235	195	44	judgement	judgement	NOUN
easat-7235	195	45	decision	decision	NOUN
easat-7235	195	46	making	make	VERB
easat-7235	195	47	approaches	approach	NOUN
easat-7235	195	48	.	.	PUNCT
easat-7235	196	1	before	before	ADP
easat-7235	196	2	the	the	DET
easat-7235	196	3	system	system	NOUN
easat-7235	196	4	implementation	implementation	NOUN
easat-7235	196	5	,	,	PUNCT
easat-7235	196	6	company	company	NOUN
easat-7235	196	7	g	g	PROPN
easat-7235	196	8	had	have	VERB
easat-7235	196	9	the	the	DET
easat-7235	196	10	classic	classic	ADJ
easat-7235	196	11	“	"	PUNCT
easat-7235	196	12	information	information	NOUN
easat-7235	196	13	silos	silo	NOUN
easat-7235	196	14	”	"	PUNCT
easat-7235	196	15	servicing	service	VERB
easat-7235	196	16	their	their	PRON
easat-7235	196	17	business	business	NOUN
easat-7235	196	18	information	information	NOUN
easat-7235	196	19	system	system	NOUN
easat-7235	196	20	without	without	ADP
easat-7235	196	21	any	any	DET
easat-7235	196	22	integration	integration	NOUN
easat-7235	196	23	and	and	CCONJ
easat-7235	196	24	sophisticated	sophisticated	ADJ
easat-7235	196	25	level	level	NOUN
easat-7235	196	26	of	of	ADP
easat-7235	196	27	analytics	analytic	NOUN
easat-7235	196	28	.	.	PUNCT
easat-7235	197	1	the	the	DET
easat-7235	197	2	erp	erp	PROPN
easat-7235	197	3	and	and	CCONJ
easat-7235	197	4	pos	pos	NOUN
easat-7235	197	5	systems	system	NOUN
easat-7235	197	6	,	,	PUNCT
easat-7235	197	7	which	which	PRON
easat-7235	197	8	were	be	AUX
easat-7235	197	9	doing	do	VERB
easat-7235	197	10	some	some	DET
easat-7235	197	11	automation	automation	NOUN
easat-7235	197	12	of	of	ADP
easat-7235	197	13	the	the	DET
easat-7235	197	14	business	business	NOUN
easat-7235	197	15	processes	process	NOUN
easat-7235	197	16	,	,	PUNCT
easat-7235	197	17	had	have	VERB
easat-7235	197	18	some	some	DET
easat-7235	197	19	rudimentary	rudimentary	ADJ
easat-7235	197	20	associations	association	NOUN
easat-7235	197	21	with	with	ADP
easat-7235	197	22	the	the	DET
easat-7235	197	23	crm	crm	NOUN
easat-7235	197	24	system	system	NOUN
easat-7235	197	25	that	that	PRON
easat-7235	197	26	was	be	AUX
easat-7235	197	27	installed	instal	VERB
easat-7235	197	28	in	in	ADP
easat-7235	197	29	2021	2021	NUM
easat-7235	197	30	.	.	PUNCT
easat-7235	198	1	lecture	lecture	NOUN
easat-7235	198	2	incrementation	incrementation	NOUN
easat-7235	198	3	during	during	ADP
easat-7235	198	4	course	course	NOUN
easat-7235	198	5	partitioning	partitioning	NOUN
easat-7235	198	6	prevented	prevent	VERB
easat-7235	198	7	the	the	DET
easat-7235	198	8	use	use	NOUN
easat-7235	198	9	of	of	ADP
easat-7235	198	10	sales	sale	NOUN
easat-7235	198	11	analysis	analysis	NOUN
easat-7235	198	12	from	from	ADP
easat-7235	198	13	guiding	guide	VERB
easat-7235	198	14	stock	stock	NOUN
easat-7235	198	15	decisions	decision	NOUN
easat-7235	198	16	,	,	PUNCT
easat-7235	198	17	which	which	PRON
easat-7235	198	18	made	make	VERB
easat-7235	198	19	stock	stock	NOUN
easat-7235	198	20	allocation	allocation	NOUN
easat-7235	198	21	not	not	PART
easat-7235	198	22	only	only	ADV
easat-7235	198	23	less	less	ADJ
easat-7235	198	24	than	than	ADP
easat-7235	198	25	optimal	optimal	ADJ
easat-7235	198	26	,	,	PUNCT
easat-7235	198	27	but	but	CCONJ
easat-7235	198	28	unaligned	unaligned	ADJ
easat-7235	198	29	with	with	ADP
easat-7235	198	30	what	what	PRON
easat-7235	198	31	the	the	DET
easat-7235	198	32	customers	customer	NOUN
easat-7235	198	33	wanted	want	VERB
easat-7235	198	34	and	and	CCONJ
easat-7235	198	35	what	what	PRON
easat-7235	198	36	was	be	AUX
easat-7235	198	37	actually	actually	ADV
easat-7235	198	38	purchased	purchase	VERB
easat-7235	198	39	.	.	PUNCT
easat-7235	199	1	further	far	ADV
easat-7235	199	2	,	,	PUNCT
easat-7235	199	3	the	the	DET
easat-7235	199	4	company	company	NOUN
easat-7235	199	5	had	have	VERB
easat-7235	199	6	very	very	ADV
easat-7235	199	7	limited	limited	ADJ
easat-7235	199	8	stock	stock	NOUN
easat-7235	199	9	of	of	ADP
easat-7235	199	10	analytical	analytical	ADJ
easat-7235	199	11	tools	tool	NOUN
easat-7235	199	12	,	,	PUNCT
easat-7235	199	13	and	and	CCONJ
easat-7235	199	14	decisions	decision	NOUN
easat-7235	199	15	on	on	ADP
easat-7235	199	16	stock	stock	NOUN
easat-7235	199	17	levels	level	NOUN
easat-7235	199	18	were	be	AUX
easat-7235	199	19	predominantly	predominantly	ADV
easat-7235	199	20	based	base	VERB
easat-7235	199	21	on	on	ADP
easat-7235	199	22	experience	experience	NOUN
easat-7235	199	23	and	and	CCONJ
easat-7235	199	24	simple	simple	ADJ
easat-7235	199	25	analysis	analysis	NOUN
easat-7235	199	26	of	of	ADP
easat-7235	199	27	historical	historical	ADJ
easat-7235	199	28	data	datum	NOUN
easat-7235	199	29	,	,	PUNCT
easat-7235	199	30	leading	lead	VERB
easat-7235	199	31	them	they	PRON
easat-7235	199	32	to	to	ADP
easat-7235	199	33	approximately	approximately	ADV
easat-7235	199	34	67.3	67.3	NUM
easat-7235	199	35	%	%	NOUN
easat-7235	199	36	accuracy	accuracy	NOUN
easat-7235	199	37	of	of	ADP
easat-7235	199	38	forecasts	forecast	NOUN
easat-7235	199	39	,	,	PUNCT
easat-7235	199	40	and	and	CCONJ
easat-7235	199	41	2.2	2.2	NUM
easat-7235	199	42	stock	stock	NOUN
easat-7235	199	43	turnover	turnover	NOUN
easat-7235	199	44	per	per	ADP
easat-7235	199	45	year	year	NOUN
easat-7235	199	46	which	which	PRON
easat-7235	199	47	is	be	AUX
easat-7235	199	48	very	very	ADV
easat-7235	199	49	low	low	ADJ
easat-7235	199	50	compared	compare	VERB
easat-7235	199	51	to	to	ADP
easat-7235	199	52	the	the	DET
easat-7235	199	53	industry	industry	NOUN
easat-7235	199	54	average	average	NOUN
easat-7235	199	55	of	of	ADP
easat-7235	199	56	3.4	3.4	NUM
easat-7235	199	57	.	.	PUNCT
easat-7235	199	58	to	to	PART
easat-7235	199	59	solve	solve	VERB
easat-7235	199	60	these	these	DET
easat-7235	199	61	problems	problem	NOUN
easat-7235	199	62	,	,	PUNCT
easat-7235	199	63	in	in	ADP
easat-7235	199	64	late	late	ADJ
easat-7235	199	65	2023	2023	NUM
easat-7235	199	66	company	company	NOUN
easat-7235	199	67	g	g	PROPN
easat-7235	199	68	made	make	VERB
easat-7235	199	69	the	the	DET
easat-7235	199	70	choice	choice	NOUN
easat-7235	199	71	to	to	PART
easat-7235	199	72	create	create	VERB
easat-7235	199	73	and	and	CCONJ
easat-7235	199	74	put	put	VERB
easat-7235	199	75	into	into	ADP
easat-7235	199	76	use	use	NOUN
easat-7235	199	77	an	an	DET
easat-7235	199	78	intelligent	intelligent	ADJ
easat-7235	199	79	decision	decision	NOUN
easat-7235	199	80	-	-	PUNCT
easat-7235	199	81	making	make	VERB
easat-7235	199	82	system	system	NOUN
easat-7235	199	83	amalgamating	amalgamate	VERB
easat-7235	199	84	crm	crm	NOUN
easat-7235	199	85	and	and	CCONJ
easat-7235	199	86	inventory	inventory	NOUN
easat-7235	199	87	data	datum	NOUN
easat-7235	199	88	.	.	PUNCT
easat-7235	200	1	these	these	DET
easat-7235	200	2	systems	system	NOUN
easat-7235	200	3	were	be	AUX
easat-7235	200	4	aimed	aim	VERB
easat-7235	200	5	at	at	ADP
easat-7235	200	6	improving	improve	VERB
easat-7235	200	7	the	the	DET
easat-7235	200	8	accuracy	accuracy	NOUN
easat-7235	200	9	of	of	ADP
easat-7235	200	10	sales	sale	NOUN
easat-7235	200	11	forecasts	forecast	NOUN
easat-7235	200	12	,	,	PUNCT
easat-7235	200	13	optimising	optimise	VERB
easat-7235	200	14	inventory	inventory	NOUN
easat-7235	200	15	levels	level	NOUN
easat-7235	200	16	,	,	PUNCT
easat-7235	200	17	reducing	reduce	VERB
easat-7235	200	18	stockout	stockout	NOUN
easat-7235	200	19	rates	rate	NOUN
easat-7235	200	20	,	,	PUNCT
easat-7235	200	21	and	and	CCONJ
easat-7235	200	22	elevating	elevate	VERB
easat-7235	200	23	customer	customer	NOUN
easat-7235	200	24	satisfaction	satisfaction	NOUN
easat-7235	200	25	.	.	PUNCT
easat-7235	201	1	company	company	NOUN
easat-7235	201	2	g	g	PROPN
easat-7235	201	3	’s	’s	PART
easat-7235	201	4	management	management	NOUN
easat-7235	201	5	understood	understand	VERB
easat-7235	201	6	that	that	SCONJ
easat-7235	201	7	customer	customer	NOUN
easat-7235	201	8	data	data	NOUN
easat-7235	201	9	integration	integration	NOUN
easat-7235	201	10	together	together	ADV
easat-7235	201	11	with	with	ADP
easat-7235	201	12	inventory	inventory	NOUN
easat-7235	201	13	management	management	NOUN
easat-7235	201	14	could	could	AUX
easat-7235	201	15	facilitate	facilitate	VERB
easat-7235	201	16	the	the	DET
easat-7235	201	17	shift	shift	NOUN
easat-7235	201	18	from	from	ADP
easat-7235	201	19	product	product	NOUN
easat-7235	201	20	driven	drive	VERB
easat-7235	201	21	inventory	inventory	NOUN
easat-7235	201	22	management	management	NOUN
easat-7235	201	23	to	to	ADP
easat-7235	201	24	customer	customer	NOUN
easat-7235	201	25	driven	drive	VERB
easat-7235	201	26	inventory	inventory	NOUN
easat-7235	201	27	management	management	NOUN
easat-7235	201	28	,	,	PUNCT
easat-7235	201	29	thereby	thereby	ADV
easat-7235	201	30	gaining	gain	VERB
easat-7235	201	31	a	a	DET
easat-7235	201	32	competitive	competitive	ADJ
easat-7235	201	33	edge	edge	NOUN
easat-7235	201	34	with	with	ADP
easat-7235	201	35	intelligent	intelligent	ADJ
easat-7235	201	36	decision	decision	NOUN
easat-7235	201	37	making	making	NOUN
easat-7235	201	38	.	.	PUNCT
easat-7235	202	1	the	the	DET
easat-7235	202	2	system	system	NOUN
easat-7235	202	3	was	be	AUX
easat-7235	202	4	fully	fully	ADV
easat-7235	202	5	operationalised	operationalise	VERB
easat-7235	202	6	by	by	ADP
easat-7235	202	7	september	september	PROPN
easat-7235	202	8	2024	2024	NUM
easat-7235	202	9	and	and	CCONJ
easat-7235	202	10	its	its	PRON
easat-7235	202	11	development	development	NOUN
easat-7235	202	12	commenced	commence	VERB
easat-7235	202	13	in	in	ADP
easat-7235	202	14	january	january	PROPN
easat-7235	202	15	2024	2024	NUM
easat-7235	202	16	which	which	PRON
easat-7235	202	17	provided	provide	VERB
easat-7235	202	18	relevant	relevant	ADJ
easat-7235	202	19	data	datum	NOUN
easat-7235	202	20	for	for	ADP
easat-7235	202	21	the	the	DET
easat-7235	202	22	study	study	NOUN
easat-7235	202	23	.	.	PUNCT
easat-7235	203	1	1586	1586	NUM
easat-7235	203	2	edelweiss	edelweiss	PROPN
easat-7235	203	3	applied	apply	VERB
easat-7235	203	4	science	science	NOUN
easat-7235	203	5	and	and	CCONJ
easat-7235	203	6	technology	technology	NOUN
easat-7235	203	7	issn	issn	PROPN
easat-7235	203	8	:	:	PUNCT
easat-7235	203	9	2576	2576	NUM
easat-7235	203	10	-	-	SYM
easat-7235	203	11	8484	8484	NUM
easat-7235	203	12	vol	vol	NOUN
easat-7235	203	13	.	.	PROPN
easat-7235	204	1	9	9	NUM
easat-7235	204	2	,	,	PUNCT
easat-7235	204	3	no	no	INTJ
easat-7235	204	4	.	.	NOUN
easat-7235	204	5	5	5	NUM
easat-7235	204	6	:	:	SYM
easat-7235	204	7	1576	1576	NUM
easat-7235	204	8	-	-	SYM
easat-7235	204	9	1592	1592	NUM
easat-7235	204	10	,	,	PUNCT
easat-7235	204	11	2025	2025	NUM
easat-7235	204	12	doi	doi	NOUN
easat-7235	204	13	:	:	PUNCT
easat-7235	204	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	204	15	©	©	PROPN
easat-7235	204	16	2025	2025	NUM
easat-7235	204	17	by	by	ADP
easat-7235	204	18	the	the	DET
easat-7235	204	19	author	author	NOUN
easat-7235	204	20	;	;	PUNCT
easat-7235	204	21	licensee	licensee	PROPN
easat-7235	204	22	learning	learning	NOUN
easat-7235	204	23	gate	gate	NOUN
easat-7235	204	24	4.3	4.3	NUM
easat-7235	204	25	.	.	PUNCT
easat-7235	205	1	system	system	NOUN
easat-7235	205	2	implementation	implementation	NOUN
easat-7235	205	3	process	process	NOUN
easat-7235	205	4	the	the	DET
easat-7235	205	5	agile	agile	ADJ
easat-7235	205	6	approach	approach	NOUN
easat-7235	205	7	was	be	AUX
easat-7235	205	8	adopted	adopt	VERB
easat-7235	205	9	for	for	ADP
easat-7235	205	10	the	the	DET
easat-7235	205	11	smart	smart	ADJ
easat-7235	205	12	decision	decision	NOUN
easat-7235	205	13	-	-	PUNCT
easat-7235	205	14	making	make	VERB
easat-7235	205	15	system	system	NOUN
easat-7235	205	16	’s	’s	PART
easat-7235	205	17	design	design	NOUN
easat-7235	205	18	and	and	CCONJ
easat-7235	205	19	implementation	implementation	NOUN
easat-7235	205	20	,	,	PUNCT
easat-7235	205	21	spanning	span	VERB
easat-7235	205	22	approximately	approximately	ADV
easat-7235	205	23	nine	nine	NUM
easat-7235	205	24	months	month	NOUN
easat-7235	205	25	,	,	PUNCT
easat-7235	205	26	from	from	ADP
easat-7235	205	27	january	january	PROPN
easat-7235	205	28	2024	2024	NUM
easat-7235	205	29	to	to	ADP
easat-7235	205	30	september	september	PROPN
easat-7235	205	31	2024	2024	NUM
easat-7235	205	32	.	.	PUNCT
easat-7235	206	1	the	the	DET
easat-7235	206	2	entire	entire	ADJ
easat-7235	206	3	implementation	implementation	NOUN
easat-7235	206	4	process	process	NOUN
easat-7235	206	5	was	be	AUX
easat-7235	206	6	broken	break	VERB
easat-7235	206	7	down	down	ADP
easat-7235	206	8	into	into	ADP
easat-7235	206	9	four	four	NUM
easat-7235	206	10	core	core	NOUN
easat-7235	206	11	components	component	NOUN
easat-7235	206	12	:	:	PUNCT
easat-7235	206	13	requirements	requirement	NOUN
easat-7235	206	14	gathering	gathering	NOUN
easat-7235	206	15	and	and	CCONJ
easat-7235	206	16	design	design	NOUN
easat-7235	206	17	,	,	PUNCT
easat-7235	206	18	system	system	NOUN
easat-7235	206	19	implementation	implementation	NOUN
easat-7235	206	20	,	,	PUNCT
easat-7235	206	21	verification	verification	NOUN
easat-7235	206	22	and	and	CCONJ
easat-7235	206	23	validation	validation	NOUN
easat-7235	206	24	,	,	PUNCT
easat-7235	206	25	and	and	CCONJ
easat-7235	206	26	system	system	NOUN
easat-7235	206	27	installation	installation	NOUN
easat-7235	206	28	.	.	PUNCT
easat-7235	207	1	each	each	DET
easat-7235	207	2	component	component	NOUN
easat-7235	207	3	captured	capture	VERB
easat-7235	207	4	a	a	DET
easat-7235	207	5	set	set	NOUN
easat-7235	207	6	of	of	ADP
easat-7235	207	7	specific	specific	ADJ
easat-7235	207	8	technical	technical	ADJ
easat-7235	207	9	objectives	objective	NOUN
easat-7235	207	10	alongside	alongside	ADP
easat-7235	207	11	deliverables	deliverable	NOUN
easat-7235	207	12	which	which	PRON
easat-7235	207	13	made	make	VERB
easat-7235	207	14	it	it	PRON
easat-7235	207	15	easier	easy	ADJ
easat-7235	207	16	to	to	PART
easat-7235	207	17	transition	transition	VERB
easat-7235	207	18	from	from	ADP
easat-7235	207	19	conception	conception	NOUN
easat-7235	207	20	to	to	ADP
easat-7235	207	21	implementation	implementation	NOUN
easat-7235	207	22	in	in	ADP
easat-7235	207	23	a	a	DET
easat-7235	207	24	systematic	systematic	ADJ
easat-7235	207	25	manner	manner	NOUN
easat-7235	207	26	.	.	PUNCT
easat-7235	208	1	the	the	DET
easat-7235	208	2	project	project	NOUN
easat-7235	208	3	team	team	NOUN
easat-7235	208	4	conducted	conduct	VERB
easat-7235	208	5	the	the	DET
easat-7235	208	6	detailed	detailed	ADJ
easat-7235	208	7	business	business	NOUN
easat-7235	208	8	analysis	analysis	NOUN
easat-7235	208	9	to	to	PART
easat-7235	208	10	define	define	VERB
easat-7235	208	11	the	the	DET
easat-7235	208	12	key	key	ADJ
easat-7235	208	13	functional	functional	ADJ
easat-7235	208	14	requirements	requirement	NOUN
easat-7235	208	15	that	that	PRON
easat-7235	208	16	were	be	AUX
easat-7235	208	17	needed	need	VERB
easat-7235	208	18	in	in	ADP
easat-7235	208	19	the	the	DET
easat-7235	208	20	system	system	NOUN
easat-7235	208	21	during	during	ADP
easat-7235	208	22	the	the	DET
easat-7235	208	23	requirements	requirement	NOUN
easat-7235	208	24	gathering	gather	VERB
easat-7235	208	25	and	and	CCONJ
easat-7235	208	26	design	design	NOUN
easat-7235	208	27	stage	stage	NOUN
easat-7235	208	28	that	that	PRON
easat-7235	208	29	took	take	VERB
easat-7235	208	30	place	place	NOUN
easat-7235	208	31	from	from	ADP
easat-7235	208	32	january	january	PROPN
easat-7235	208	33	to	to	ADP
easat-7235	208	34	february	february	PROPN
easat-7235	208	35	2024	2024	NUM
easat-7235	208	36	.	.	PUNCT
easat-7235	209	1	these	these	DET
easat-7235	209	2	requirements	requirement	NOUN
easat-7235	209	3	included	include	VERB
easat-7235	209	4	modules	module	NOUN
easat-7235	209	5	to	to	PART
easat-7235	209	6	integrate	integrate	VERB
easat-7235	209	7	customer	customer	NOUN
easat-7235	209	8	relationship	relationship	NOUN
easat-7235	209	9	management	management	NOUN
easat-7235	209	10	data	datum	NOUN
easat-7235	209	11	,	,	PUNCT
easat-7235	209	12	sales	sale	NOUN
easat-7235	209	13	data	datum	NOUN
easat-7235	209	14	forecasting	forecasting	NOUN
easat-7235	209	15	,	,	PUNCT
easat-7235	209	16	and	and	CCONJ
easat-7235	209	17	inventory	inventory	NOUN
easat-7235	209	18	levels	level	NOUN
easat-7235	209	19	optimisation	optimisation	NOUN
easat-7235	209	20	.	.	PUNCT
easat-7235	210	1	a	a	DET
easat-7235	210	2	microservice	microservice	NOUN
easat-7235	210	3	architecture	architecture	NOUN
easat-7235	210	4	design	design	NOUN
easat-7235	210	5	was	be	AUX
easat-7235	210	6	utilised	utilise	VERB
easat-7235	210	7	which	which	PRON
easat-7235	210	8	decomposed	decompose	VERB
easat-7235	210	9	system	system	NOUN
easat-7235	210	10	functions	function	NOUN
easat-7235	210	11	into	into	ADP
easat-7235	210	12	independently	independently	ADV
easat-7235	210	13	deployable	deployable	ADJ
easat-7235	210	14	service	service	NOUN
easat-7235	210	15	modules	module	NOUN
easat-7235	210	16	,	,	PUNCT
easat-7235	210	17	thus	thus	ADV
easat-7235	210	18	improving	improve	VERB
easat-7235	210	19	system	system	NOUN
easat-7235	210	20	flexibility	flexibility	NOUN
easat-7235	210	21	and	and	CCONJ
easat-7235	210	22	scalability	scalability	NOUN
easat-7235	210	23	.	.	PUNCT
easat-7235	211	1	this	this	DET
easat-7235	211	2	architecture	architecture	NOUN
easat-7235	211	3	was	be	AUX
easat-7235	211	4	critical	critical	ADJ
easat-7235	211	5	in	in	ADP
easat-7235	211	6	resolving	resolve	VERB
easat-7235	211	7	the	the	DET
easat-7235	211	8	challenging	challenge	VERB
easat-7235	211	9	data	datum	NOUN
easat-7235	211	10	flows	flow	NOUN
easat-7235	211	11	reporting	report	VERB
easat-7235	211	12	customer	customer	NOUN
easat-7235	211	13	insights	insight	NOUN
easat-7235	211	14	together	together	ADV
easat-7235	211	15	with	with	ADP
easat-7235	211	16	inventory	inventory	NOUN
easat-7235	211	17	control	control	NOUN
easat-7235	211	18	problems	problem	NOUN
easat-7235	211	19	by	by	ADP
easat-7235	211	20	providing	provide	VERB
easat-7235	211	21	a	a	DET
easat-7235	211	22	complete	complete	ADJ
easat-7235	211	23	data	data	NOUN
easat-7235	211	24	pipeline	pipeline	NOUN
easat-7235	211	25	from	from	ADP
easat-7235	211	26	analysing	analyse	VERB
easat-7235	211	27	customer	customer	NOUN
easat-7235	211	28	behaviour	behaviour	NOUN
easat-7235	211	29	to	to	ADP
easat-7235	211	30	optimising	optimise	VERB
easat-7235	211	31	inventory	inventory	NOUN
easat-7235	211	32	levels	level	NOUN
easat-7235	211	33	.	.	PUNCT
easat-7235	212	1	the	the	DET
easat-7235	212	2	technical	technical	ADJ
easat-7235	212	3	design	design	NOUN
easat-7235	212	4	integrated	integrate	VERB
easat-7235	212	5	functional	functional	ADJ
easat-7235	212	6	requirements	requirement	NOUN
easat-7235	212	7	,	,	PUNCT
easat-7235	212	8	performance	performance	NOUN
easat-7235	212	9	,	,	PUNCT
easat-7235	212	10	and	and	CCONJ
easat-7235	212	11	offered	offer	VERB
easat-7235	212	12	data	data	NOUN
easat-7235	212	13	models	model	NOUN
easat-7235	212	14	with	with	ADP
easat-7235	212	15	algorithm	algorithm	NOUN
easat-7235	212	16	selection	selection	NOUN
easat-7235	212	17	criteria	criterion	NOUN
easat-7235	212	18	,	,	PUNCT
easat-7235	212	19	integration	integration	NOUN
easat-7235	212	20	definitions	definition	NOUN
easat-7235	212	21	,	,	PUNCT
easat-7235	212	22	and	and	CCONJ
easat-7235	212	23	graphical	graphical	ADJ
easat-7235	212	24	user	user	NOUN
easat-7235	212	25	interface	interface	NOUN
easat-7235	212	26	design	design	NOUN
easat-7235	212	27	rules	rule	NOUN
easat-7235	212	28	that	that	PRON
easat-7235	212	29	would	would	AUX
easat-7235	212	30	be	be	AUX
easat-7235	212	31	used	use	VERB
easat-7235	212	32	to	to	PART
easat-7235	212	33	mould	mould	VERB
easat-7235	212	34	subsequent	subsequent	ADJ
easat-7235	212	35	development	development	NOUN
easat-7235	212	36	work	work	NOUN
easat-7235	212	37	.	.	PUNCT
easat-7235	213	1	march	march	PROPN
easat-7235	213	2	to	to	ADP
easat-7235	213	3	june	june	PROPN
easat-7235	213	4	2024	2024	NUM
easat-7235	213	5	represented	represent	VERB
easat-7235	213	6	the	the	DET
easat-7235	213	7	first	first	ADJ
easat-7235	213	8	phase	phase	NOUN
easat-7235	213	9	of	of	ADP
easat-7235	213	10	the	the	DET
easat-7235	213	11	implementation	implementation	NOUN
easat-7235	213	12	cycle	cycle	NOUN
easat-7235	213	13	,	,	PUNCT
easat-7235	213	14	the	the	DET
easat-7235	213	15	period	period	NOUN
easat-7235	213	16	during	during	ADP
easat-7235	213	17	which	which	PRON
easat-7235	213	18	coding	code	VERB
easat-7235	213	19	and	and	CCONJ
easat-7235	213	20	unit	unit	NOUN
easat-7235	213	21	testing	testing	NOUN
easat-7235	213	22	for	for	ADP
easat-7235	213	23	key	key	ADJ
easat-7235	213	24	functional	functional	ADJ
easat-7235	213	25	modules	module	NOUN
easat-7235	213	26	were	be	AUX
easat-7235	213	27	finalised	finalise	VERB
easat-7235	213	28	.	.	PUNCT
easat-7235	214	1	the	the	DET
easat-7235	214	2	customer	customer	NOUN
easat-7235	214	3	relationship	relationship	NOUN
easat-7235	214	4	management	management	NOUN
easat-7235	214	5	(	(	PUNCT
easat-7235	214	6	crm	crm	NOUN
easat-7235	214	7	)	)	PUNCT
easat-7235	214	8	data	datum	NOUN
easat-7235	214	9	integration	integration	NOUN
easat-7235	214	10	module	module	NOUN
easat-7235	214	11	employed	employ	VERB
easat-7235	214	12	the	the	DET
easat-7235	214	13	extract	extract	NOUN
easat-7235	214	14	,	,	PUNCT
easat-7235	214	15	transform	transform	NOUN
easat-7235	214	16	,	,	PUNCT
easat-7235	214	17	load	load	NOUN
easat-7235	214	18	(	(	PUNCT
easat-7235	214	19	etl	etl	NOUN
easat-7235	214	20	)	)	PUNCT
easat-7235	214	21	process	process	NOUN
easat-7235	214	22	to	to	PART
easat-7235	214	23	merge	merge	VERB
easat-7235	214	24	and	and	CCONJ
easat-7235	214	25	cleanse	cleanse	NOUN
easat-7235	214	26	customer	customer	NOUN
easat-7235	214	27	data	datum	NOUN
easat-7235	214	28	from	from	ADP
easat-7235	214	29	various	various	ADJ
easat-7235	214	30	databases	database	NOUN
easat-7235	214	31	,	,	PUNCT
easat-7235	214	32	thus	thus	ADV
easat-7235	214	33	addressing	address	VERB
easat-7235	214	34	major	major	ADJ
easat-7235	214	35	problems	problem	NOUN
easat-7235	214	36	concerning	concern	VERB
easat-7235	214	37	data	datum	NOUN
easat-7235	214	38	quality	quality	NOUN
easat-7235	214	39	and	and	CCONJ
easat-7235	214	40	structural	structural	ADJ
easat-7235	214	41	inconsistencies	inconsistency	NOUN
easat-7235	214	42	.	.	PUNCT
easat-7235	215	1	furthermore	furthermore	ADV
easat-7235	215	2	,	,	PUNCT
easat-7235	215	3	the	the	DET
easat-7235	215	4	sales	sale	NOUN
easat-7235	215	5	forecasting	forecasting	NOUN
easat-7235	215	6	module	module	NOUN
easat-7235	215	7	integrated	integrate	VERB
easat-7235	215	8	time	time	NOUN
easat-7235	215	9	series	series	NOUN
easat-7235	215	10	analysis	analysis	NOUN
easat-7235	215	11	and	and	CCONJ
easat-7235	215	12	machine	machine	NOUN
easat-7235	215	13	learning	learn	VERB
easat-7235	215	14	to	to	PART
easat-7235	215	15	create	create	VERB
easat-7235	215	16	a	a	DET
easat-7235	215	17	hybrid	hybrid	ADJ
easat-7235	215	18	forecasting	forecasting	NOUN
easat-7235	215	19	model	model	NOUN
easat-7235	215	20	tailored	tailor	VERB
easat-7235	215	21	to	to	ADP
easat-7235	215	22	the	the	DET
easat-7235	215	23	jewellery	jewellery	NOUN
easat-7235	215	24	retail	retail	ADJ
easat-7235	215	25	business	business	NOUN
easat-7235	215	26	.	.	PUNCT
easat-7235	216	1	the	the	DET
easat-7235	216	2	model	model	NOUN
easat-7235	216	3	utilised	utilise	VERB
easat-7235	216	4	classical	classical	ADJ
easat-7235	216	5	arima	arima	NOUN
easat-7235	216	6	methods	method	NOUN
easat-7235	216	7	to	to	PART
easat-7235	216	8	capture	capture	VERB
easat-7235	216	9	the	the	DET
easat-7235	216	10	seasonal	seasonal	ADJ
easat-7235	216	11	effects	effect	NOUN
easat-7235	216	12	with	with	ADP
easat-7235	216	13	gradient	gradient	ADJ
easat-7235	216	14	boosting	boost	VERB
easat-7235	216	15	techniques	technique	NOUN
easat-7235	216	16	that	that	PRON
easat-7235	216	17	took	take	VERB
easat-7235	216	18	customer	customer	NOUN
easat-7235	216	19	segment	segment	NOUN
easat-7235	216	20	attributes	attribute	NOUN
easat-7235	216	21	into	into	ADP
easat-7235	216	22	consideration	consideration	NOUN
easat-7235	216	23	for	for	ADP
easat-7235	216	24	jewellery	jewellery	NOUN
easat-7235	216	25	’s	’s	PART
easat-7235	216	26	highly	highly	ADV
easat-7235	216	27	volatile	volatile	ADJ
easat-7235	216	28	demand	demand	NOUN
easat-7235	216	29	.	.	PUNCT
easat-7235	217	1	the	the	DET
easat-7235	217	2	inventory	inventory	NOUN
easat-7235	217	3	optimisation	optimisation	NOUN
easat-7235	217	4	module	module	NOUN
easat-7235	217	5	relied	rely	VERB
easat-7235	217	6	on	on	ADP
easat-7235	217	7	operations	operation	NOUN
easat-7235	217	8	research	research	NOUN
easat-7235	217	9	concepts	concept	NOUN
easat-7235	217	10	and	and	CCONJ
easat-7235	217	11	formulated	formulate	VERB
easat-7235	217	12	a	a	DET
easat-7235	217	13	multi	multi	ADJ
easat-7235	217	14	-	-	ADJ
easat-7235	217	15	objective	objective	ADJ
easat-7235	217	16	inventory	inventory	NOUN
easat-7235	217	17	optimisation	optimisation	NOUN
easat-7235	217	18	problem	problem	NOUN
easat-7235	217	19	that	that	PRON
easat-7235	217	20	sought	seek	VERB
easat-7235	217	21	to	to	PART
easat-7235	217	22	minimise	minimise	VERB
easat-7235	217	23	inventory	inventory	NOUN
easat-7235	217	24	levels	level	NOUN
easat-7235	217	25	and	and	CCONJ
easat-7235	217	26	maximise	maximise	NOUN
easat-7235	217	27	service	service	NOUN
easat-7235	217	28	levels	level	NOUN
easat-7235	217	29	across	across	ADP
easat-7235	217	30	customer	customer	NOUN
easat-7235	217	31	segments	segment	NOUN
easat-7235	217	32	.	.	PUNCT
easat-7235	218	1	the	the	DET
easat-7235	218	2	system	system	NOUN
easat-7235	218	3	frontend	frontend	NOUN
easat-7235	218	4	used	use	VERB
easat-7235	218	5	responsive	responsive	ADJ
easat-7235	218	6	design	design	NOUN
easat-7235	218	7	concepts	concept	NOUN
easat-7235	218	8	,	,	PUNCT
easat-7235	218	9	providing	provide	VERB
easat-7235	218	10	easy	easy	ADJ
easat-7235	218	11	-	-	PUNCT
easat-7235	218	12	to	to	ADP
easat-7235	218	13	-	-	PUNCT
easat-7235	218	14	use	use	VERB
easat-7235	218	15	data	datum	NOUN
easat-7235	218	16	visualization	visualization	NOUN
easat-7235	218	17	and	and	CCONJ
easat-7235	218	18	decision	decision	NOUN
easat-7235	218	19	support	support	NOUN
easat-7235	218	20	interfaces	interface	NOUN
easat-7235	218	21	that	that	PRON
easat-7235	218	22	encouraged	encourage	VERB
easat-7235	218	23	user	user	NOUN
easat-7235	218	24	interaction	interaction	NOUN
easat-7235	218	25	and	and	CCONJ
easat-7235	218	26	supported	support	VERB
easat-7235	218	27	effective	effective	ADJ
easat-7235	218	28	decision	decision	NOUN
easat-7235	218	29	-	-	PUNCT
easat-7235	218	30	making	making	NOUN
easat-7235	218	31	.	.	PUNCT
easat-7235	219	1	testing	testing	NOUN
easat-7235	219	2	and	and	CCONJ
easat-7235	219	3	validation	validation	NOUN
easat-7235	219	4	(	(	PUNCT
easat-7235	219	5	july	july	PROPN
easat-7235	219	6	-	-	PUNCT
easat-7235	219	7	august	august	PROPN
easat-7235	219	8	2024	2024	NUM
easat-7235	219	9	)	)	PUNCT
easat-7235	219	10	ensured	ensure	VERB
easat-7235	219	11	system	system	NOUN
easat-7235	219	12	functional	functional	ADJ
easat-7235	219	13	integrity	integrity	NOUN
easat-7235	219	14	and	and	CCONJ
easat-7235	219	15	performance	performance	NOUN
easat-7235	219	16	reliability	reliability	NOUN
easat-7235	219	17	through	through	ADP
easat-7235	219	18	multi	multi	ADJ
easat-7235	219	19	-	-	ADJ
easat-7235	219	20	level	level	ADJ
easat-7235	219	21	testing	testing	NOUN
easat-7235	219	22	approaches	approach	NOUN
easat-7235	219	23	.	.	PUNCT
easat-7235	220	1	unit	unit	NOUN
easat-7235	220	2	testing	testing	NOUN
easat-7235	220	3	verified	verify	VERB
easat-7235	220	4	the	the	DET
easat-7235	220	5	correctness	correctness	NOUN
easat-7235	220	6	of	of	ADP
easat-7235	220	7	individual	individual	ADJ
easat-7235	220	8	functional	functional	ADJ
easat-7235	220	9	modules	module	NOUN
easat-7235	220	10	,	,	PUNCT
easat-7235	220	11	integration	integration	NOUN
easat-7235	220	12	testing	testing	NOUN
easat-7235	220	13	examined	examine	VERB
easat-7235	220	14	data	data	NOUN
easat-7235	220	15	flow	flow	NOUN
easat-7235	220	16	and	and	CCONJ
easat-7235	220	17	interface	interface	NOUN
easat-7235	220	18	compatibility	compatibility	NOUN
easat-7235	220	19	between	between	ADP
easat-7235	220	20	modules	module	NOUN
easat-7235	220	21	,	,	PUNCT
easat-7235	220	22	and	and	CCONJ
easat-7235	220	23	system	system	NOUN
easat-7235	220	24	testing	testing	NOUN
easat-7235	220	25	evaluated	evaluate	VERB
easat-7235	220	26	overall	overall	ADJ
easat-7235	220	27	functionality	functionality	NOUN
easat-7235	220	28	and	and	CCONJ
easat-7235	220	29	performance	performance	NOUN
easat-7235	220	30	under	under	ADP
easat-7235	220	31	realistic	realistic	ADJ
easat-7235	220	32	operational	operational	ADJ
easat-7235	220	33	conditions	condition	NOUN
easat-7235	220	34	.	.	PUNCT
easat-7235	221	1	notably	notably	ADV
easat-7235	221	2	,	,	PUNCT
easat-7235	221	3	the	the	DET
easat-7235	221	4	testing	testing	NOUN
easat-7235	221	5	phase	phase	NOUN
easat-7235	221	6	employed	employ	VERB
easat-7235	221	7	historical	historical	ADJ
easat-7235	221	8	data	datum	NOUN
easat-7235	221	9	backtesting	backtesting	NOUN
easat-7235	221	10	to	to	PART
easat-7235	221	11	validate	validate	VERB
easat-7235	221	12	prediction	prediction	NOUN
easat-7235	221	13	model	model	NOUN
easat-7235	221	14	effectiveness	effectiveness	NOUN
easat-7235	221	15	by	by	ADP
easat-7235	221	16	comparing	compare	VERB
easat-7235	221	17	system	system	NOUN
easat-7235	221	18	predictions	prediction	NOUN
easat-7235	221	19	with	with	ADP
easat-7235	221	20	actual	actual	ADJ
easat-7235	221	21	historical	historical	ADJ
easat-7235	221	22	data	datum	NOUN
easat-7235	221	23	.	.	PUNCT
easat-7235	222	1	performance	performance	NOUN
easat-7235	222	2	testing	testing	NOUN
easat-7235	222	3	revealed	reveal	VERB
easat-7235	222	4	that	that	SCONJ
easat-7235	222	5	the	the	DET
easat-7235	222	6	hybrid	hybrid	ADJ
easat-7235	222	7	prediction	prediction	NOUN
easat-7235	222	8	model	model	NOUN
easat-7235	222	9	achieved	achieve	VERB
easat-7235	222	10	a	a	DET
easat-7235	222	11	mean	mean	ADJ
easat-7235	222	12	absolute	absolute	ADJ
easat-7235	222	13	percentage	percentage	NOUN
easat-7235	222	14	error	error	NOUN
easat-7235	222	15	(	(	PUNCT
easat-7235	222	16	mape	mape	NOUN
easat-7235	222	17	)	)	PUNCT
easat-7235	222	18	of	of	ADP
easat-7235	222	19	8.3	8.3	NUM
easat-7235	222	20	%	%	NOUN
easat-7235	222	21	,	,	PUNCT
easat-7235	222	22	significantly	significantly	ADV
easat-7235	222	23	outperforming	outperform	VERB
easat-7235	222	24	the	the	DET
easat-7235	222	25	company	company	NOUN
easat-7235	222	26	's	's	PART
easat-7235	222	27	previous	previous	ADJ
easat-7235	222	28	forecasting	forecasting	NOUN
easat-7235	222	29	approach	approach	NOUN
easat-7235	222	30	with	with	ADP
easat-7235	222	31	a	a	DET
easat-7235	222	32	mape	mape	NOUN
easat-7235	222	33	of	of	ADP
easat-7235	222	34	23.4	23.4	NUM
easat-7235	222	35	%	%	NOUN
easat-7235	222	36	.	.	PUNCT
easat-7235	223	1	user	user	NOUN
easat-7235	223	2	acceptance	acceptance	NOUN
easat-7235	223	3	testing	testing	NOUN
easat-7235	223	4	gathered	gather	VERB
easat-7235	223	5	feedback	feedback	NOUN
easat-7235	223	6	from	from	ADP
easat-7235	223	7	key	key	ADJ
easat-7235	223	8	stakeholders	stakeholder	NOUN
easat-7235	223	9	,	,	PUNCT
easat-7235	223	10	resulting	result	VERB
easat-7235	223	11	in	in	ADP
easat-7235	223	12	interface	interface	NOUN
easat-7235	223	13	refinements	refinement	NOUN
easat-7235	223	14	and	and	CCONJ
easat-7235	223	15	workflow	workflow	NOUN
easat-7235	223	16	optimizations	optimization	NOUN
easat-7235	223	17	that	that	PRON
easat-7235	223	18	enhanced	enhance	VERB
easat-7235	223	19	usability	usability	NOUN
easat-7235	223	20	and	and	CCONJ
easat-7235	223	21	user	user	NOUN
easat-7235	223	22	experience	experience	NOUN
easat-7235	223	23	.	.	PUNCT
easat-7235	224	1	the	the	DET
easat-7235	224	2	deployment	deployment	NOUN
easat-7235	224	3	phase	phase	NOUN
easat-7235	224	4	(	(	PUNCT
easat-7235	224	5	august	august	PROPN
easat-7235	224	6	-	-	PUNCT
easat-7235	224	7	september	september	PROPN
easat-7235	224	8	2024	2024	NUM
easat-7235	224	9	)	)	PUNCT
easat-7235	224	10	implemented	implement	VERB
easat-7235	224	11	a	a	DET
easat-7235	224	12	staged	stage	VERB
easat-7235	224	13	rollout	rollout	NOUN
easat-7235	224	14	strategy	strategy	NOUN
easat-7235	224	15	,	,	PUNCT
easat-7235	224	16	beginning	begin	VERB
easat-7235	224	17	with	with	ADP
easat-7235	224	18	a	a	DET
easat-7235	224	19	pilot	pilot	NOUN
easat-7235	224	20	in	in	ADP
easat-7235	224	21	five	five	NUM
easat-7235	224	22	stores	store	NOUN
easat-7235	224	23	to	to	PART
easat-7235	224	24	validate	validate	VERB
easat-7235	224	25	system	system	NOUN
easat-7235	224	26	performance	performance	NOUN
easat-7235	224	27	in	in	ADP
easat-7235	224	28	actual	actual	ADJ
easat-7235	224	29	business	business	NOUN
easat-7235	224	30	environments	environment	NOUN
easat-7235	224	31	before	before	ADP
easat-7235	224	32	gradually	gradually	ADV
easat-7235	224	33	expanding	expand	VERB
easat-7235	224	34	to	to	ADP
easat-7235	224	35	all	all	DET
easat-7235	224	36	stores	store	NOUN
easat-7235	224	37	.	.	PUNCT
easat-7235	225	1	throughout	throughout	ADP
easat-7235	225	2	deployment	deployment	NOUN
easat-7235	225	3	,	,	PUNCT
easat-7235	225	4	the	the	DET
easat-7235	225	5	implementation	implementation	NOUN
easat-7235	225	6	team	team	NOUN
easat-7235	225	7	focused	focus	VERB
easat-7235	225	8	on	on	ADP
easat-7235	225	9	user	user	NOUN
easat-7235	225	10	training	training	NOUN
easat-7235	225	11	and	and	CCONJ
easat-7235	225	12	technical	technical	ADJ
easat-7235	225	13	support	support	NOUN
easat-7235	225	14	,	,	PUNCT
easat-7235	225	15	developing	develop	VERB
easat-7235	225	16	training	training	NOUN
easat-7235	225	17	courses	course	NOUN
easat-7235	225	18	,	,	PUNCT
easat-7235	225	19	operation	operation	NOUN
easat-7235	225	20	guides	guide	NOUN
easat-7235	225	21	,	,	PUNCT
easat-7235	225	22	and	and	CCONJ
easat-7235	225	23	online	online	ADJ
easat-7235	225	24	help	help	VERB
easat-7235	225	25	resources	resource	NOUN
easat-7235	225	26	to	to	PART
easat-7235	225	27	enhance	enhance	VERB
easat-7235	225	28	users	user	NOUN
easat-7235	225	29	'	'	PART
easat-7235	225	30	understanding	understanding	NOUN
easat-7235	225	31	and	and	CCONJ
easat-7235	225	32	application	application	NOUN
easat-7235	225	33	capabilities	capability	NOUN
easat-7235	225	34	.	.	PUNCT
easat-7235	226	1	a	a	DET
easat-7235	226	2	problem	problem	NOUN
easat-7235	226	3	tracking	tracking	NOUN
easat-7235	226	4	and	and	CCONJ
easat-7235	226	5	feedback	feedback	NOUN
easat-7235	226	6	mechanism	mechanism	NOUN
easat-7235	226	7	was	be	AUX
easat-7235	226	8	established	establish	VERB
easat-7235	226	9	to	to	PART
easat-7235	226	10	quickly	quickly	ADV
easat-7235	226	11	address	address	VERB
easat-7235	226	12	technical	technical	ADJ
easat-7235	226	13	issues	issue	NOUN
easat-7235	226	14	and	and	CCONJ
easat-7235	226	15	functional	functional	ADJ
easat-7235	226	16	requirements	requirement	NOUN
easat-7235	226	17	encountered	encounter	VERB
easat-7235	226	18	during	during	ADP
easat-7235	226	19	deployment	deployment	NOUN
easat-7235	226	20	,	,	PUNCT
easat-7235	226	21	ensuring	ensure	VERB
easat-7235	226	22	smooth	smooth	ADJ
easat-7235	226	23	transition	transition	NOUN
easat-7235	226	24	and	and	CCONJ
easat-7235	226	25	effective	effective	ADJ
easat-7235	226	26	knowledge	knowledge	NOUN
easat-7235	226	27	transfer	transfer	NOUN
easat-7235	226	28	.	.	PUNCT
easat-7235	227	1	by	by	ADP
easat-7235	227	2	mid	mid	PROPN
easat-7235	227	3	-	-	PROPN
easat-7235	227	4	september	september	PROPN
easat-7235	227	5	2024	2024	NUM
easat-7235	227	6	,	,	PUNCT
easat-7235	227	7	the	the	DET
easat-7235	227	8	system	system	NOUN
easat-7235	227	9	had	have	AUX
easat-7235	227	10	been	be	AUX
easat-7235	227	11	successfully	successfully	ADV
easat-7235	227	12	implemented	implement	VERB
easat-7235	227	13	across	across	ADP
easat-7235	227	14	all	all	DET
easat-7235	227	15	company	company	NOUN
easat-7235	227	16	-	-	PUNCT
easat-7235	227	17	owned	own	VERB
easat-7235	227	18	stores	store	NOUN
easat-7235	227	19	,	,	PUNCT
easat-7235	227	20	with	with	ADP
easat-7235	227	21	key	key	ADJ
easat-7235	227	22	users	user	NOUN
easat-7235	227	23	demonstrating	demonstrate	VERB
easat-7235	227	24	proficiency	proficiency	NOUN
easat-7235	227	25	in	in	ADP
easat-7235	227	26	system	system	NOUN
easat-7235	227	27	operation	operation	NOUN
easat-7235	227	28	and	and	CCONJ
easat-7235	227	29	decision	decision	NOUN
easat-7235	227	30	making	making	NOUN
easat-7235	227	31	based	base	VERB
easat-7235	227	32	on	on	ADP
easat-7235	227	33	system	system	NOUN
easat-7235	227	34	recommendations	recommendation	NOUN
easat-7235	227	35	.	.	PUNCT
easat-7235	228	1	1587	1587	NUM
easat-7235	228	2	edelweiss	edelweiss	PROPN
easat-7235	228	3	applied	apply	VERB
easat-7235	228	4	science	science	NOUN
easat-7235	228	5	and	and	CCONJ
easat-7235	228	6	technology	technology	NOUN
easat-7235	228	7	issn	issn	PROPN
easat-7235	228	8	:	:	PUNCT
easat-7235	228	9	2576	2576	NUM
easat-7235	228	10	-	-	SYM
easat-7235	228	11	8484	8484	NUM
easat-7235	228	12	vol	vol	NOUN
easat-7235	228	13	.	.	PROPN
easat-7235	229	1	9	9	NUM
easat-7235	229	2	,	,	PUNCT
easat-7235	229	3	no	no	INTJ
easat-7235	229	4	.	.	NOUN
easat-7235	229	5	5	5	NUM
easat-7235	229	6	:	:	SYM
easat-7235	229	7	1576	1576	NUM
easat-7235	229	8	-	-	SYM
easat-7235	229	9	1592	1592	NUM
easat-7235	229	10	,	,	PUNCT
easat-7235	229	11	2025	2025	NUM
easat-7235	229	12	doi	doi	NOUN
easat-7235	229	13	:	:	PUNCT
easat-7235	229	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	229	15	©	©	PROPN
easat-7235	229	16	2025	2025	NUM
easat-7235	229	17	by	by	ADP
easat-7235	229	18	the	the	DET
easat-7235	229	19	author	author	NOUN
easat-7235	229	20	;	;	PUNCT
easat-7235	229	21	licensee	licensee	PROPN
easat-7235	229	22	learning	learn	VERB
easat-7235	229	23	gate	gate	PROPN
easat-7235	229	24	table	table	NOUN
easat-7235	229	25	2	2	NUM
easat-7235	229	26	summarizes	summarize	NOUN
easat-7235	229	27	the	the	DET
easat-7235	229	28	major	major	ADJ
easat-7235	229	29	technical	technical	ADJ
easat-7235	229	30	challenges	challenge	NOUN
easat-7235	229	31	encountered	encounter	VERB
easat-7235	229	32	during	during	ADP
easat-7235	229	33	system	system	NOUN
easat-7235	229	34	development	development	NOUN
easat-7235	229	35	and	and	CCONJ
easat-7235	229	36	the	the	DET
easat-7235	229	37	innovative	innovative	ADJ
easat-7235	229	38	solutions	solution	NOUN
easat-7235	229	39	implemented	implement	VERB
easat-7235	229	40	,	,	PUNCT
easat-7235	229	41	reflecting	reflect	VERB
easat-7235	229	42	the	the	DET
easat-7235	229	43	specific	specific	ADJ
easat-7235	229	44	system	system	NOUN
easat-7235	229	45	development	development	NOUN
easat-7235	229	46	requirements	requirement	NOUN
easat-7235	229	47	and	and	CCONJ
easat-7235	229	48	technical	technical	ADJ
easat-7235	229	49	difficulties	difficulty	NOUN
easat-7235	229	50	in	in	ADP
easat-7235	229	51	the	the	DET
easat-7235	229	52	jewelry	jewelry	NOUN
easat-7235	229	53	retail	retail	ADJ
easat-7235	229	54	industry	industry	NOUN
easat-7235	229	55	.	.	PUNCT
easat-7235	230	1	table	table	NOUN
easat-7235	230	2	2	2	NUM
easat-7235	230	3	.	.	X
easat-7235	230	4	major	major	ADJ
easat-7235	230	5	technical	technical	ADJ
easat-7235	230	6	challenges	challenge	NOUN
easat-7235	230	7	and	and	CCONJ
easat-7235	230	8	solutions	solution	NOUN
easat-7235	230	9	.	.	PUNCT
easat-7235	231	1	technical	technical	ADJ
easat-7235	231	2	challenge	challenge	NOUN
easat-7235	231	3	description	description	NOUN
easat-7235	231	4	solution	solution	NOUN
easat-7235	231	5	innovation	innovation	NOUN
easat-7235	231	6	heterogeneous	heterogeneous	ADJ
easat-7235	231	7	system	system	NOUN
easat-7235	231	8	integration	integration	NOUN
easat-7235	231	9	crm	crm	PROPN
easat-7235	231	10	and	and	CCONJ
easat-7235	231	11	erp	erp	PROPN
easat-7235	231	12	systems	system	NOUN
easat-7235	231	13	using	use	VERB
easat-7235	231	14	different	different	ADJ
easat-7235	231	15	data	datum	NOUN
easat-7235	231	16	formats	format	NOUN
easat-7235	231	17	and	and	CCONJ
easat-7235	231	18	models	model	NOUN
easat-7235	231	19	middleware	middleware	VERB
easat-7235	231	20	data	datum	NOUN
easat-7235	231	21	transformation	transformation	NOUN
easat-7235	231	22	services	service	NOUN
easat-7235	231	23	with	with	ADP
easat-7235	231	24	semantic	semantic	ADJ
easat-7235	231	25	mapping	mapping	NOUN
easat-7235	231	26	technology	technology	NOUN
easat-7235	231	27	ontology	ontology	NOUN
easat-7235	231	28	-	-	PUNCT
easat-7235	231	29	based	base	VERB
easat-7235	231	30	semantic	semantic	ADJ
easat-7235	231	31	integration	integration	NOUN
easat-7235	231	32	method	method	NOUN
easat-7235	231	33	improving	improve	VERB
easat-7235	231	34	mapping	mapping	NOUN
easat-7235	231	35	accuracy	accuracy	NOUN
easat-7235	231	36	jewelry	jewelry	NOUN
easat-7235	231	37	demand	demand	NOUN
easat-7235	231	38	prediction	prediction	NOUN
easat-7235	231	39	complexity	complexity	NOUN
easat-7235	231	40	high	high	ADJ
easat-7235	231	41	volatility	volatility	NOUN
easat-7235	231	42	jewelry	jewelry	NOUN
easat-7235	231	43	demand	demand	NOUN
easat-7235	231	44	influenced	influence	VERB
easat-7235	231	45	by	by	ADP
easat-7235	231	46	multiple	multiple	ADJ
easat-7235	231	47	factors	factor	NOUN
easat-7235	231	48	hybrid	hybrid	ADJ
easat-7235	231	49	prediction	prediction	NOUN
easat-7235	231	50	model	model	NOUN
easat-7235	231	51	integrating	integrating	NOUN
easat-7235	231	52	time	time	NOUN
easat-7235	231	53	series	series	PROPN
easat-7235	231	54	analysis	analysis	NOUN
easat-7235	231	55	with	with	ADP
easat-7235	231	56	customer	customer	NOUN
easat-7235	231	57	segmentation	segmentation	NOUN
easat-7235	231	58	features	feature	VERB
easat-7235	231	59	customer	customer	NOUN
easat-7235	231	60	behavior	behavior	NOUN
easat-7235	231	61	-	-	PUNCT
easat-7235	231	62	weighted	weight	VERB
easat-7235	231	63	lstm	lstm	ADJ
easat-7235	231	64	neural	neural	ADJ
easat-7235	231	65	network	network	NOUN
easat-7235	231	66	model	model	NOUN
easat-7235	231	67	enhancing	enhance	VERB
easat-7235	231	68	prediction	prediction	NOUN
easat-7235	231	69	accuracy	accuracy	NOUN
easat-7235	231	70	multi	multi	ADJ
easat-7235	231	71	-	-	ADJ
easat-7235	231	72	objective	objective	ADJ
easat-7235	231	73	inventory	inventory	NOUN
easat-7235	231	74	optimization	optimization	NOUN
easat-7235	231	75	balancing	balance	VERB
easat-7235	231	76	inventory	inventory	NOUN
easat-7235	231	77	costs	cost	NOUN
easat-7235	231	78	,	,	PUNCT
easat-7235	231	79	service	service	NOUN
easat-7235	231	80	levels	level	NOUN
easat-7235	231	81	,	,	PUNCT
easat-7235	231	82	and	and	CCONJ
easat-7235	231	83	product	product	NOUN
easat-7235	231	84	diversity	diversity	NOUN
easat-7235	231	85	multi	multi	ADJ
easat-7235	231	86	-	-	ADJ
easat-7235	231	87	objective	objective	ADJ
easat-7235	231	88	optimization	optimization	NOUN
easat-7235	231	89	algorithm	algorithm	NOUN
easat-7235	231	90	incorporating	incorporate	VERB
easat-7235	231	91	customer	customer	NOUN
easat-7235	231	92	value	value	NOUN
easat-7235	231	93	dimension	dimension	NOUN
easat-7235	231	94	customer	customer	NOUN
easat-7235	231	95	value	value	NOUN
easat-7235	231	96	-	-	PUNCT
easat-7235	231	97	tiered	tiere	VERB
easat-7235	231	98	differential	differential	NOUN
easat-7235	231	99	inventory	inventory	NOUN
easat-7235	231	100	strategy	strategy	NOUN
easat-7235	231	101	optimizing	optimize	VERB
easat-7235	231	102	resource	resource	NOUN
easat-7235	231	103	allocation	allocation	NOUN
easat-7235	231	104	system	system	NOUN
easat-7235	231	105	performance	performance	NOUN
easat-7235	231	106	system	system	NOUN
easat-7235	231	107	response	response	NOUN
easat-7235	231	108	delays	delay	NOUN
easat-7235	231	109	due	due	ADP
easat-7235	231	110	to	to	ADP
easat-7235	231	111	large	large	ADJ
easat-7235	231	112	data	datum	NOUN
easat-7235	231	113	processing	processing	NOUN
easat-7235	231	114	and	and	CCONJ
easat-7235	231	115	complex	complex	ADJ
easat-7235	231	116	algorithm	algorithm	NOUN
easat-7235	231	117	computation	computation	NOUN
easat-7235	231	118	data	datum	NOUN
easat-7235	231	119	preprocessing	preprocessing	NOUN
easat-7235	231	120	,	,	PUNCT
easat-7235	231	121	result	result	NOUN
easat-7235	231	122	caching	caching	NOUN
easat-7235	231	123	,	,	PUNCT
easat-7235	231	124	and	and	CCONJ
easat-7235	231	125	algorithm	algorithm	NOUN
easat-7235	231	126	optimization	optimization	NOUN
easat-7235	231	127	gradient	gradient	NOUN
easat-7235	231	128	computation	computation	NOUN
easat-7235	231	129	parallelization	parallelization	NOUN
easat-7235	231	130	and	and	CCONJ
easat-7235	231	131	incremental	incremental	ADJ
easat-7235	231	132	update	update	NOUN
easat-7235	231	133	strategy	strategy	NOUN
easat-7235	231	134	improving	improve	VERB
easat-7235	231	135	algorithm	algorithm	NOUN
easat-7235	231	136	efficiency	efficiency	NOUN
easat-7235	231	137	user	user	NOUN
easat-7235	231	138	interface	interface	NOUN
easat-7235	231	139	and	and	CCONJ
easat-7235	231	140	decision	decision	NOUN
easat-7235	231	141	support	support	NOUN
easat-7235	231	142	complex	complex	ADJ
easat-7235	231	143	analytical	analytical	ADJ
easat-7235	231	144	results	result	NOUN
easat-7235	231	145	difficult	difficult	ADJ
easat-7235	231	146	to	to	PART
easat-7235	231	147	present	present	VERB
easat-7235	231	148	intuitively	intuitively	ADV
easat-7235	231	149	interactive	interactive	ADJ
easat-7235	231	150	visualization	visualization	NOUN
easat-7235	231	151	interface	interface	NOUN
easat-7235	231	152	with	with	ADP
easat-7235	231	153	decision	decision	NOUN
easat-7235	231	154	recommendations	recommendation	NOUN
easat-7235	231	155	and	and	CCONJ
easat-7235	231	156	explanations	explanation	NOUN
easat-7235	231	157	explainable	explainable	ADJ
easat-7235	231	158	ai	ai	NOUN
easat-7235	231	159	-	-	PUNCT
easat-7235	231	160	based	base	VERB
easat-7235	231	161	recommendation	recommendation	NOUN
easat-7235	231	162	system	system	NOUN
easat-7235	231	163	enhancing	enhance	VERB
easat-7235	231	164	user	user	NOUN
easat-7235	231	165	understanding	understanding	NOUN
easat-7235	231	166	and	and	CCONJ
easat-7235	231	167	trust	trust	VERB
easat-7235	231	168	the	the	DET
easat-7235	231	169	system	system	NOUN
easat-7235	231	170	architecture	architecture	NOUN
easat-7235	231	171	implemented	implement	VERB
easat-7235	231	172	a	a	DET
easat-7235	231	173	modern	modern	ADJ
easat-7235	231	174	technology	technology	NOUN
easat-7235	231	175	stack	stack	NOUN
easat-7235	231	176	with	with	ADP
easat-7235	231	177	a	a	DET
easat-7235	231	178	layered	layered	ADJ
easat-7235	231	179	design	design	NOUN
easat-7235	231	180	that	that	PRON
easat-7235	231	181	ensured	ensure	VERB
easat-7235	231	182	clear	clear	ADJ
easat-7235	231	183	data	datum	NOUN
easat-7235	231	184	flow	flow	NOUN
easat-7235	231	185	and	and	CCONJ
easat-7235	231	186	modular	modular	ADJ
easat-7235	231	187	functionality	functionality	NOUN
easat-7235	231	188	.	.	PUNCT
easat-7235	232	1	the	the	DET
easat-7235	232	2	frontend	frontend	NOUN
easat-7235	232	3	layer	layer	NOUN
easat-7235	232	4	provided	provide	VERB
easat-7235	232	5	user	user	NOUN
easat-7235	232	6	interaction	interaction	NOUN
easat-7235	232	7	interfaces	interface	NOUN
easat-7235	232	8	and	and	CCONJ
easat-7235	232	9	data	datum	NOUN
easat-7235	232	10	visualization	visualization	NOUN
easat-7235	232	11	capabilities	capability	NOUN
easat-7235	232	12	;	;	PUNCT
easat-7235	232	13	the	the	DET
easat-7235	232	14	backend	backend	NOUN
easat-7235	232	15	layer	layer	NOUN
easat-7235	232	16	implemented	implement	VERB
easat-7235	232	17	core	core	NOUN
easat-7235	232	18	business	business	NOUN
easat-7235	232	19	logic	logic	NOUN
easat-7235	232	20	,	,	PUNCT
easat-7235	232	21	including	include	VERB
easat-7235	232	22	prediction	prediction	NOUN
easat-7235	232	23	algorithms	algorithm	NOUN
easat-7235	232	24	and	and	CCONJ
easat-7235	232	25	optimization	optimization	NOUN
easat-7235	232	26	models	model	NOUN
easat-7235	232	27	;	;	PUNCT
easat-7235	232	28	the	the	DET
easat-7235	232	29	data	datum	NOUN
easat-7235	232	30	layer	layer	NOUN
easat-7235	232	31	managed	manage	VERB
easat-7235	232	32	data	datum	NOUN
easat-7235	232	33	acquisition	acquisition	NOUN
easat-7235	232	34	,	,	PUNCT
easat-7235	232	35	processing	processing	NOUN
easat-7235	232	36	,	,	PUNCT
easat-7235	232	37	and	and	CCONJ
easat-7235	232	38	storage	storage	NOUN
easat-7235	232	39	;	;	PUNCT
easat-7235	232	40	while	while	SCONJ
easat-7235	232	41	the	the	DET
easat-7235	232	42	data	datum	NOUN
easat-7235	232	43	source	source	NOUN
easat-7235	232	44	layer	layer	NOUN
easat-7235	232	45	connected	connect	VERB
easat-7235	232	46	to	to	ADP
easat-7235	232	47	the	the	DET
easat-7235	232	48	company	company	NOUN
easat-7235	232	49	's	's	PART
easat-7235	232	50	existing	exist	VERB
easat-7235	232	51	crm	crm	PROPN
easat-7235	232	52	,	,	PUNCT
easat-7235	232	53	erp	erp	NOUN
easat-7235	232	54	,	,	PUNCT
easat-7235	232	55	and	and	CCONJ
easat-7235	232	56	pos	pos	NOUN
easat-7235	232	57	systems	system	NOUN
easat-7235	232	58	.	.	PUNCT
easat-7235	233	1	this	this	DET
easat-7235	233	2	architectural	architectural	ADJ
easat-7235	233	3	design	design	NOUN
easat-7235	233	4	not	not	PART
easat-7235	233	5	only	only	ADV
easat-7235	233	6	met	meet	VERB
easat-7235	233	7	current	current	ADJ
easat-7235	233	8	business	business	NOUN
easat-7235	233	9	requirements	requirement	NOUN
easat-7235	233	10	but	but	CCONJ
easat-7235	233	11	also	also	ADV
easat-7235	233	12	demonstrated	demonstrate	VERB
easat-7235	233	13	excellent	excellent	ADJ
easat-7235	233	14	scalability	scalability	NOUN
easat-7235	233	15	to	to	PART
easat-7235	233	16	accommodate	accommodate	VERB
easat-7235	233	17	future	future	ADJ
easat-7235	233	18	business	business	NOUN
easat-7235	233	19	changes	change	NOUN
easat-7235	233	20	and	and	CCONJ
easat-7235	233	21	technological	technological	ADJ
easat-7235	233	22	developments	development	NOUN
easat-7235	233	23	.	.	PUNCT
easat-7235	234	1	4.4	4.4	NUM
easat-7235	234	2	.	.	PUNCT
easat-7235	235	1	implementation	implementation	NOUN
easat-7235	235	2	effect	effect	NOUN
easat-7235	235	3	evaluation	evaluation	NOUN
easat-7235	235	4	after	after	SCONJ
easat-7235	235	5	the	the	DET
easat-7235	235	6	system	system	NOUN
easat-7235	235	7	was	be	AUX
easat-7235	235	8	implemented	implement	VERB
easat-7235	235	9	,	,	PUNCT
easat-7235	235	10	a	a	DET
easat-7235	235	11	comprehensive	comprehensive	ADJ
easat-7235	235	12	evaluation	evaluation	NOUN
easat-7235	235	13	was	be	AUX
easat-7235	235	14	conducted	conduct	VERB
easat-7235	235	15	to	to	PART
easat-7235	235	16	determine	determine	VERB
easat-7235	235	17	its	its	PRON
easat-7235	235	18	effectiveness	effectiveness	NOUN
easat-7235	235	19	with	with	ADP
easat-7235	235	20	regards	regard	NOUN
easat-7235	235	21	to	to	ADP
easat-7235	235	22	technical	technical	ADJ
easat-7235	235	23	performance	performance	NOUN
easat-7235	235	24	,	,	PUNCT
easat-7235	235	25	business	business	NOUN
easat-7235	235	26	impact	impact	NOUN
easat-7235	235	27	,	,	PUNCT
easat-7235	235	28	and	and	CCONJ
easat-7235	235	29	user	user	NOUN
easat-7235	235	30	experience	experience	NOUN
easat-7235	235	31	factors	factor	NOUN
easat-7235	235	32	.	.	PUNCT
easat-7235	236	1	this	this	DET
easat-7235	236	2	evaluation	evaluation	NOUN
easat-7235	236	3	used	use	VERB
easat-7235	236	4	controlled	control	VERB
easat-7235	236	5	experimental	experimental	ADJ
easat-7235	236	6	designs	design	NOUN
easat-7235	236	7	and	and	CCONJ
easat-7235	236	8	before	before	ADP
easat-7235	236	9	-	-	PUNCT
easat-7235	236	10	and	and	CCONJ
easat-7235	236	11	-	-	PUNCT
easat-7235	236	12	after	after	NOUN
easat-7235	236	13	comparative	comparative	ADJ
easat-7235	236	14	methods	method	NOUN
easat-7235	236	15	to	to	PART
easat-7235	236	16	quantitatively	quantitatively	ADV
easat-7235	236	17	and	and	CCONJ
easat-7235	236	18	qualitatively	qualitatively	ADV
easat-7235	236	19	analyze	analyze	VERB
easat-7235	236	20	the	the	DET
easat-7235	236	21	concrete	concrete	ADJ
easat-7235	236	22	advantages	advantage	NOUN
easat-7235	236	23	of	of	ADP
easat-7235	236	24	the	the	DET
easat-7235	236	25	system	system	NOUN
easat-7235	236	26	using	use	VERB
easat-7235	236	27	measurable	measurable	ADJ
easat-7235	236	28	parameters	parameter	NOUN
easat-7235	236	29	and	and	CCONJ
easat-7235	236	30	user	user	NOUN
easat-7235	236	31	feedback	feedback	NOUN
easat-7235	236	32	.	.	PUNCT
easat-7235	237	1	the	the	DET
easat-7235	237	2	technical	technical	ADJ
easat-7235	237	3	performance	performance	NOUN
easat-7235	237	4	evaluation	evaluation	NOUN
easat-7235	237	5	focused	focus	VERB
easat-7235	237	6	on	on	ADP
easat-7235	237	7	the	the	DET
easat-7235	237	8	functional	functional	ADJ
easat-7235	237	9	completeness	completeness	NOUN
easat-7235	237	10	of	of	ADP
easat-7235	237	11	the	the	DET
easat-7235	237	12	system	system	NOUN
easat-7235	237	13	,	,	PUNCT
easat-7235	237	14	operational	operational	ADJ
easat-7235	237	15	dependability	dependability	NOUN
easat-7235	237	16	,	,	PUNCT
easat-7235	237	17	and	and	CCONJ
easat-7235	237	18	computational	computational	ADJ
easat-7235	237	19	efficiency	efficiency	NOUN
easat-7235	237	20	,	,	PUNCT
easat-7235	237	21	using	use	VERB
easat-7235	237	22	log	log	NOUN
easat-7235	237	23	analysis	analysis	NOUN
easat-7235	237	24	and	and	CCONJ
easat-7235	237	25	performance	performance	NOUN
easat-7235	237	26	testing	testing	NOUN
easat-7235	237	27	techniques	technique	NOUN
easat-7235	237	28	.	.	PUNCT
easat-7235	238	1	the	the	DET
easat-7235	238	2	results	result	NOUN
easat-7235	238	3	proved	prove	VERB
easat-7235	238	4	that	that	SCONJ
easat-7235	238	5	the	the	DET
easat-7235	238	6	system	system	NOUN
easat-7235	238	7	achieved	achieve	VERB
easat-7235	238	8	or	or	CCONJ
easat-7235	238	9	approached	approach	VERB
easat-7235	238	10	design	design	NOUN
easat-7235	238	11	targets	target	NOUN
easat-7235	238	12	in	in	ADP
easat-7235	238	13	most	most	ADJ
easat-7235	238	14	key	key	ADJ
easat-7235	238	15	technical	technical	ADJ
easat-7235	238	16	parameters	parameter	NOUN
easat-7235	238	17	.	.	PUNCT
easat-7235	239	1	in	in	ADP
easat-7235	239	2	particular	particular	ADJ
easat-7235	239	3	,	,	PUNCT
easat-7235	239	4	the	the	DET
easat-7235	239	5	accuracy	accuracy	NOUN
easat-7235	239	6	of	of	ADP
easat-7235	239	7	predictions	prediction	NOUN
easat-7235	239	8	,	,	PUNCT
easat-7235	239	9	measured	measure	VERB
easat-7235	239	10	by	by	ADP
easat-7235	239	11	the	the	DET
easat-7235	239	12	mean	mean	ADJ
easat-7235	239	13	absolute	absolute	ADJ
easat-7235	239	14	percentage	percentage	NOUN
easat-7235	239	15	error	error	NOUN
easat-7235	239	16	(	(	PUNCT
easat-7235	239	17	mape	mape	NOUN
easat-7235	239	18	)	)	PUNCT
easat-7235	239	19	,	,	PUNCT
easat-7235	239	20	reached	reach	VERB
easat-7235	239	21	12.4	12.4	NUM
easat-7235	239	22	%	%	NOUN
easat-7235	239	23	,	,	PUNCT
easat-7235	239	24	exceeding	exceed	VERB
easat-7235	239	25	the	the	DET
easat-7235	239	26	target	target	NOUN
easat-7235	239	27	level	level	NOUN
easat-7235	239	28	of	of	ADP
easat-7235	239	29	below	below	ADP
easat-7235	239	30	15	15	NUM
easat-7235	239	31	%	%	NOUN
easat-7235	239	32	,	,	PUNCT
easat-7235	239	33	but	but	CCONJ
easat-7235	239	34	still	still	ADV
easat-7235	239	35	showing	show	VERB
easat-7235	239	36	room	room	NOUN
easat-7235	239	37	for	for	ADP
easat-7235	239	38	improvement	improvement	NOUN
easat-7235	239	39	.	.	PUNCT
easat-7235	240	1	system	system	NOUN
easat-7235	240	2	availability	availability	NOUN
easat-7235	240	3	reached	reach	VERB
easat-7235	240	4	98.6	98.6	NUM
easat-7235	240	5	%	%	NOUN
easat-7235	240	6	,	,	PUNCT
easat-7235	240	7	guaranteeing	guarantee	VERB
easat-7235	240	8	business	business	NOUN
easat-7235	240	9	continuity	continuity	NOUN
easat-7235	240	10	,	,	PUNCT
easat-7235	240	11	while	while	SCONJ
easat-7235	240	12	concurrent	concurrent	ADJ
easat-7235	240	13	user	user	NOUN
easat-7235	240	14	support	support	NOUN
easat-7235	240	15	capacity	capacity	NOUN
easat-7235	240	16	of	of	ADP
easat-7235	240	17	71	71	NUM
easat-7235	240	18	users	user	NOUN
easat-7235	240	19	satisfied	satisfy	VERB
easat-7235	240	20	the	the	DET
easat-7235	240	21	company	company	NOUN
easat-7235	240	22	's	's	PART
easat-7235	240	23	operational	operational	ADJ
easat-7235	240	24	needs	need	NOUN
easat-7235	240	25	.	.	PUNCT
easat-7235	241	1	business	business	NOUN
easat-7235	241	2	impact	impact	NOUN
easat-7235	241	3	evaluation	evaluation	NOUN
easat-7235	241	4	analyzed	analyze	VERB
easat-7235	241	5	the	the	DET
easat-7235	241	6	system	system	NOUN
easat-7235	241	7	's	's	PART
easat-7235	241	8	effect	effect	NOUN
easat-7235	241	9	on	on	ADP
easat-7235	241	10	inventory	inventory	NOUN
easat-7235	241	11	management	management	NOUN
easat-7235	241	12	and	and	CCONJ
easat-7235	241	13	sales	sale	NOUN
easat-7235	241	14	performance	performance	NOUN
easat-7235	241	15	using	use	VERB
easat-7235	241	16	a	a	DET
easat-7235	241	17	controlled	control	VERB
easat-7235	241	18	experiment	experiment	NOUN
easat-7235	241	19	methodology	methodology	NOUN
easat-7235	241	20	.	.	PUNCT
easat-7235	242	1	stores	store	NOUN
easat-7235	242	2	using	use	VERB
easat-7235	242	3	the	the	DET
easat-7235	242	4	system	system	NOUN
easat-7235	242	5	(	(	PUNCT
easat-7235	242	6	experimental	experimental	ADJ
easat-7235	242	7	group	group	NOUN
easat-7235	242	8	)	)	PUNCT
easat-7235	242	9	were	be	AUX
easat-7235	242	10	compared	compare	VERB
easat-7235	242	11	with	with	ADP
easat-7235	242	12	stores	store	NOUN
easat-7235	242	13	not	not	PART
easat-7235	242	14	using	use	VERB
easat-7235	242	15	the	the	DET
easat-7235	242	16	system	system	NOUN
easat-7235	242	17	(	(	PUNCT
easat-7235	242	18	control	control	NOUN
easat-7235	242	19	group	group	NOUN
easat-7235	242	20	)	)	PUNCT
easat-7235	242	21	to	to	PART
easat-7235	242	22	assess	assess	VERB
easat-7235	242	23	the	the	DET
easat-7235	242	24	net	net	ADJ
easat-7235	242	25	effect	effect	NOUN
easat-7235	242	26	of	of	ADP
easat-7235	242	27	system	system	NOUN
easat-7235	242	28	implementation	implementation	NOUN
easat-7235	242	29	.	.	PUNCT
easat-7235	243	1	figure	figure	NOUN
easat-7235	243	2	4	4	NUM
easat-7235	243	3	visually	visually	ADV
easat-7235	243	4	demonstrates	demonstrate	VERB
easat-7235	243	5	the	the	DET
easat-7235	243	6	comparative	comparative	ADJ
easat-7235	243	7	performance	performance	NOUN
easat-7235	243	8	improvements	improvement	NOUN
easat-7235	243	9	between	between	ADP
easat-7235	243	10	the	the	DET
easat-7235	243	11	experimental	experimental	ADJ
easat-7235	243	12	and	and	CCONJ
easat-7235	243	13	control	control	NOUN
easat-7235	243	14	groups	group	NOUN
easat-7235	243	15	across	across	ADP
easat-7235	243	16	key	key	ADJ
easat-7235	243	17	business	business	NOUN
easat-7235	243	18	metrics	metric	NOUN
easat-7235	243	19	.	.	PUNCT
easat-7235	244	1	1588	1588	NUM
easat-7235	244	2	edelweiss	edelweiss	PROPN
easat-7235	244	3	applied	apply	VERB
easat-7235	244	4	science	science	NOUN
easat-7235	244	5	and	and	CCONJ
easat-7235	244	6	technology	technology	NOUN
easat-7235	244	7	issn	issn	PROPN
easat-7235	244	8	:	:	PUNCT
easat-7235	244	9	2576	2576	NUM
easat-7235	244	10	-	-	SYM
easat-7235	244	11	8484	8484	NUM
easat-7235	244	12	vol	vol	NOUN
easat-7235	244	13	.	.	PROPN
easat-7235	245	1	9	9	NUM
easat-7235	245	2	,	,	PUNCT
easat-7235	245	3	no	no	INTJ
easat-7235	245	4	.	.	NOUN
easat-7235	245	5	5	5	NUM
easat-7235	245	6	:	:	SYM
easat-7235	245	7	1576	1576	NUM
easat-7235	245	8	-	-	SYM
easat-7235	245	9	1592	1592	NUM
easat-7235	245	10	,	,	PUNCT
easat-7235	245	11	2025	2025	NUM
easat-7235	245	12	doi	doi	NOUN
easat-7235	245	13	:	:	PUNCT
easat-7235	245	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	245	15	©	©	PROPN
easat-7235	245	16	2025	2025	NUM
easat-7235	245	17	by	by	ADP
easat-7235	245	18	the	the	DET
easat-7235	245	19	author	author	NOUN
easat-7235	245	20	;	;	PUNCT
easat-7235	245	21	licensee	licensee	PROPN
easat-7235	245	22	learning	learn	VERB
easat-7235	245	23	gate	gate	NOUN
easat-7235	245	24	figure	figure	NOUN
easat-7235	245	25	4	4	NUM
easat-7235	245	26	.	.	PUNCT
easat-7235	245	27	comparative	comparative	ADJ
easat-7235	245	28	business	business	NOUN
easat-7235	245	29	impact	impact	NOUN
easat-7235	245	30	between	between	ADP
easat-7235	245	31	experimental	experimental	ADJ
easat-7235	245	32	and	and	CCONJ
easat-7235	245	33	control	control	NOUN
easat-7235	245	34	groups	group	NOUN
easat-7235	245	35	.	.	PUNCT
easat-7235	246	1	as	as	SCONJ
easat-7235	246	2	shown	show	VERB
easat-7235	246	3	in	in	ADP
easat-7235	246	4	figure	figure	NOUN
easat-7235	246	5	4	4	NUM
easat-7235	246	6	,	,	PUNCT
easat-7235	246	7	the	the	DET
easat-7235	246	8	experimental	experimental	ADJ
easat-7235	246	9	group	group	NOUN
easat-7235	246	10	demonstrated	demonstrate	VERB
easat-7235	246	11	notably	notably	ADV
easat-7235	246	12	higher	high	ADJ
easat-7235	246	13	improvements	improvement	NOUN
easat-7235	246	14	across	across	ADP
easat-7235	246	15	all	all	DET
easat-7235	246	16	metrics	metric	NOUN
easat-7235	246	17	.	.	PUNCT
easat-7235	247	1	inventory	inventory	NOUN
easat-7235	247	2	turnover	turnover	NOUN
easat-7235	247	3	increased	increase	VERB
easat-7235	247	4	by	by	ADP
easat-7235	247	5	23.5	23.5	NUM
easat-7235	247	6	%	%	NOUN
easat-7235	247	7	in	in	ADP
easat-7235	247	8	stores	store	NOUN
easat-7235	247	9	using	use	VERB
easat-7235	247	10	the	the	DET
easat-7235	247	11	system	system	NOUN
easat-7235	247	12	compared	compare	VERB
easat-7235	247	13	to	to	ADP
easat-7235	247	14	11.8	11.8	NUM
easat-7235	247	15	%	%	NOUN
easat-7235	247	16	in	in	ADP
easat-7235	247	17	the	the	DET
easat-7235	247	18	control	control	NOUN
easat-7235	247	19	group	group	NOUN
easat-7235	247	20	.	.	PUNCT
easat-7235	248	1	stockout	stockout	NOUN
easat-7235	248	2	rates	rate	NOUN
easat-7235	248	3	decreased	decrease	VERB
easat-7235	248	4	by	by	ADP
easat-7235	248	5	38.7	38.7	NUM
easat-7235	248	6	%	%	NOUN
easat-7235	248	7	versus	versus	ADP
easat-7235	248	8	17.5	17.5	NUM
easat-7235	248	9	%	%	NOUN
easat-7235	248	10	,	,	PUNCT
easat-7235	248	11	while	while	SCONJ
easat-7235	248	12	obsolete	obsolete	ADJ
easat-7235	248	13	inventory	inventory	NOUN
easat-7235	248	14	ratio	ratio	NOUN
easat-7235	248	15	reduced	reduce	VERB
easat-7235	248	16	by	by	ADP
easat-7235	248	17	31.4	31.4	NUM
easat-7235	248	18	%	%	NOUN
easat-7235	248	19	versus	versus	ADP
easat-7235	248	20	14.9	14.9	NUM
easat-7235	248	21	%	%	NOUN
easat-7235	248	22	.	.	PUNCT
easat-7235	249	1	customer	customer	NOUN
easat-7235	249	2	satisfaction	satisfaction	NOUN
easat-7235	249	3	scores	score	NOUN
easat-7235	249	4	improved	improve	VERB
easat-7235	249	5	by	by	ADP
easat-7235	249	6	14.6	14.6	NUM
easat-7235	249	7	%	%	NOUN
easat-7235	249	8	in	in	ADP
easat-7235	249	9	the	the	DET
easat-7235	249	10	experimental	experimental	ADJ
easat-7235	249	11	group	group	NOUN
easat-7235	249	12	compared	compare	VERB
easat-7235	249	13	to	to	ADP
easat-7235	249	14	only	only	ADV
easat-7235	249	15	5.2	5.2	NUM
easat-7235	249	16	%	%	NOUN
easat-7235	249	17	in	in	ADP
easat-7235	249	18	the	the	DET
easat-7235	249	19	control	control	NOUN
easat-7235	249	20	group	group	NOUN
easat-7235	249	21	.	.	PUNCT
easat-7235	250	1	gross	gross	ADJ
easat-7235	250	2	margin	margin	NOUN
easat-7235	250	3	improvement	improvement	NOUN
easat-7235	250	4	reached	reach	VERB
easat-7235	250	5	8.9	8.9	NUM
easat-7235	250	6	%	%	NOUN
easat-7235	250	7	versus	versus	ADP
easat-7235	250	8	3.1	3.1	NUM
easat-7235	250	9	%	%	NOUN
easat-7235	250	10	in	in	ADP
easat-7235	250	11	the	the	DET
easat-7235	250	12	control	control	NOUN
easat-7235	250	13	group	group	NOUN
easat-7235	250	14	.	.	PUNCT
easat-7235	251	1	these	these	DET
easat-7235	251	2	differences	difference	NOUN
easat-7235	251	3	demonstrated	demonstrate	VERB
easat-7235	251	4	that	that	SCONJ
easat-7235	251	5	system	system	NOUN
easat-7235	251	6	implementation	implementation	NOUN
easat-7235	251	7	,	,	PUNCT
easat-7235	251	8	rather	rather	ADV
easat-7235	251	9	than	than	ADP
easat-7235	251	10	external	external	ADJ
easat-7235	251	11	factors	factor	NOUN
easat-7235	251	12	,	,	PUNCT
easat-7235	251	13	drove	drive	VERB
easat-7235	251	14	business	business	NOUN
easat-7235	251	15	improvement	improvement	NOUN
easat-7235	251	16	.	.	PUNCT
easat-7235	252	1	the	the	DET
easat-7235	252	2	system	system	NOUN
easat-7235	252	3	improved	improve	VERB
easat-7235	252	4	inventory	inventory	NOUN
easat-7235	252	5	structure	structure	NOUN
easat-7235	252	6	,	,	PUNCT
easat-7235	252	7	achieving	achieve	VERB
easat-7235	252	8	more	more	ADV
easat-7235	252	9	precise	precise	ADJ
easat-7235	252	10	inventory	inventory	NOUN
easat-7235	252	11	investment	investment	NOUN
easat-7235	252	12	.	.	PUNCT
easat-7235	253	1	analysis	analysis	NOUN
easat-7235	253	2	revealed	reveal	VERB
easat-7235	253	3	that	that	SCONJ
easat-7235	253	4	post	post	ADJ
easat-7235	253	5	-	-	ADJ
easat-7235	253	6	implementation	implementation	ADJ
easat-7235	253	7	inventory	inventory	NOUN
easat-7235	253	8	configuration	configuration	NOUN
easat-7235	253	9	better	well	ADV
easat-7235	253	10	matched	match	VERB
easat-7235	253	11	customer	customer	NOUN
easat-7235	253	12	demand	demand	NOUN
easat-7235	253	13	,	,	PUNCT
easat-7235	253	14	with	with	ADP
easat-7235	253	15	product	product	NOUN
easat-7235	253	16	availability	availability	NOUN
easat-7235	253	17	for	for	ADP
easat-7235	253	18	high	high	ADJ
easat-7235	253	19	-	-	PUNCT
easat-7235	253	20	value	value	NOUN
easat-7235	253	21	customer	customer	NOUN
easat-7235	253	22	segments	segment	NOUN
easat-7235	253	23	increasing	increase	VERB
easat-7235	253	24	by	by	ADP
easat-7235	253	25	27.5	27.5	NUM
easat-7235	253	26	%	%	NOUN
easat-7235	253	27	while	while	SCONJ
easat-7235	253	28	overall	overall	ADJ
easat-7235	253	29	inventory	inventory	NOUN
easat-7235	253	30	levels	level	NOUN
easat-7235	253	31	decreased	decrease	VERB
easat-7235	253	32	by	by	ADP
easat-7235	253	33	12.3	12.3	NUM
easat-7235	253	34	%	%	NOUN
easat-7235	253	35	.	.	PUNCT
easat-7235	254	1	this	this	DET
easat-7235	254	2	"	"	PUNCT
easat-7235	254	3	less	less	ADJ
easat-7235	254	4	inventory	inventory	NOUN
easat-7235	254	5	,	,	PUNCT
easat-7235	254	6	better	well	ADJ
easat-7235	254	7	service	service	NOUN
easat-7235	254	8	"	"	PUNCT
easat-7235	254	9	outcome	outcome	NOUN
easat-7235	254	10	validated	validate	VERB
easat-7235	254	11	the	the	DET
easat-7235	254	12	effectiveness	effectiveness	NOUN
easat-7235	254	13	of	of	ADP
easat-7235	254	14	the	the	DET
easat-7235	254	15	crm	crm	NOUN
easat-7235	254	16	-	-	PUNCT
easat-7235	254	17	integrated	integrate	VERB
easat-7235	254	18	intelligent	intelligent	ADJ
easat-7235	254	19	decision	decision	NOUN
easat-7235	254	20	system	system	NOUN
easat-7235	254	21	in	in	ADP
easat-7235	254	22	optimizing	optimize	VERB
easat-7235	254	23	resource	resource	NOUN
easat-7235	254	24	allocation	allocation	NOUN
easat-7235	254	25	.	.	PUNCT
easat-7235	255	1	economic	economic	ADJ
easat-7235	255	2	analysis	analysis	NOUN
easat-7235	255	3	calculated	calculate	VERB
easat-7235	255	4	the	the	DET
easat-7235	255	5	system	system	NOUN
easat-7235	255	6	's	's	PART
easat-7235	255	7	return	return	NOUN
easat-7235	255	8	on	on	ADP
easat-7235	255	9	investment	investment	NOUN
easat-7235	255	10	at	at	ADP
easat-7235	255	11	167	167	NUM
easat-7235	255	12	%	%	NOUN
easat-7235	255	13	,	,	PUNCT
easat-7235	255	14	with	with	ADP
easat-7235	255	15	a	a	DET
easat-7235	255	16	payback	payback	NOUN
easat-7235	255	17	period	period	NOUN
easat-7235	255	18	of	of	ADP
easat-7235	255	19	approximately	approximately	ADV
easat-7235	255	20	18.6	18.6	NUM
easat-7235	255	21	months	month	NOUN
easat-7235	255	22	,	,	PUNCT
easat-7235	255	23	demonstrating	demonstrate	VERB
easat-7235	255	24	financial	financial	ADJ
easat-7235	255	25	justification	justification	NOUN
easat-7235	255	26	for	for	ADP
easat-7235	255	27	the	the	DET
easat-7235	255	28	implementation	implementation	NOUN
easat-7235	255	29	.	.	PUNCT
easat-7235	256	1	user	user	NOUN
easat-7235	256	2	experience	experience	NOUN
easat-7235	256	3	evaluation	evaluation	NOUN
easat-7235	256	4	through	through	ADP
easat-7235	256	5	questionnaires	questionnaire	NOUN
easat-7235	256	6	and	and	CCONJ
easat-7235	256	7	interviews	interview	NOUN
easat-7235	256	8	gathered	gather	VERB
easat-7235	256	9	feedback	feedback	NOUN
easat-7235	256	10	from	from	ADP
easat-7235	256	11	system	system	NOUN
easat-7235	256	12	users	user	NOUN
easat-7235	256	13	.	.	PUNCT
easat-7235	257	1	overall	overall	ADJ
easat-7235	257	2	system	system	NOUN
easat-7235	257	3	satisfaction	satisfaction	NOUN
easat-7235	257	4	reached	reach	VERB
easat-7235	257	5	3.8	3.8	NUM
easat-7235	257	6	on	on	ADP
easat-7235	257	7	a	a	DET
easat-7235	257	8	5	5	NUM
easat-7235	257	9	-	-	PUNCT
easat-7235	257	10	point	point	NOUN
easat-7235	257	11	scale	scale	NOUN
easat-7235	257	12	,	,	PUNCT
easat-7235	257	13	with	with	ADP
easat-7235	257	14	71.3	71.3	NUM
easat-7235	257	15	%	%	NOUN
easat-7235	257	16	of	of	ADP
easat-7235	257	17	users	user	NOUN
easat-7235	257	18	reporting	report	VERB
easat-7235	257	19	improved	improved	ADJ
easat-7235	257	20	decision	decision	NOUN
easat-7235	257	21	efficiency	efficiency	NOUN
easat-7235	257	22	and	and	CCONJ
easat-7235	257	23	65.8	65.8	NUM
easat-7235	257	24	%	%	NOUN
easat-7235	257	25	reporting	reporting	NOUN
easat-7235	257	26	enhanced	enhance	VERB
easat-7235	257	27	decision	decision	NOUN
easat-7235	257	28	confidence	confidence	NOUN
easat-7235	257	29	.	.	PUNCT
easat-7235	258	1	users	user	NOUN
easat-7235	258	2	also	also	ADV
easat-7235	258	3	provided	provide	VERB
easat-7235	258	4	improvement	improvement	NOUN
easat-7235	258	5	suggestions	suggestion	NOUN
easat-7235	258	6	,	,	PUNCT
easat-7235	258	7	including	include	VERB
easat-7235	258	8	enhancing	enhance	VERB
easat-7235	258	9	system	system	NOUN
easat-7235	258	10	explainability	explainability	NOUN
easat-7235	258	11	,	,	PUNCT
easat-7235	258	12	simplifying	simplify	VERB
easat-7235	258	13	operational	operational	ADJ
easat-7235	258	14	processes	process	NOUN
easat-7235	258	15	,	,	PUNCT
easat-7235	258	16	and	and	CCONJ
easat-7235	258	17	providing	provide	VERB
easat-7235	258	18	more	more	ADV
easat-7235	258	19	diverse	diverse	ADJ
easat-7235	258	20	analytical	analytical	ADJ
easat-7235	258	21	views	view	NOUN
easat-7235	258	22	,	,	PUNCT
easat-7235	258	23	providing	provide	VERB
easat-7235	258	24	valuable	valuable	ADJ
easat-7235	258	25	direction	direction	NOUN
easat-7235	258	26	for	for	ADP
easat-7235	258	27	continuous	continuous	ADJ
easat-7235	258	28	system	system	NOUN
easat-7235	258	29	optimization	optimization	NOUN
easat-7235	258	30	.	.	PUNCT
easat-7235	259	1	the	the	DET
easat-7235	259	2	implementation	implementation	NOUN
easat-7235	259	3	process	process	NOUN
easat-7235	259	4	encountered	encounter	VERB
easat-7235	259	5	several	several	ADJ
easat-7235	259	6	significant	significant	ADJ
easat-7235	259	7	challenges	challenge	NOUN
easat-7235	259	8	.	.	PUNCT
easat-7235	260	1	in	in	ADP
easat-7235	260	2	the	the	DET
easat-7235	260	3	initial	initial	ADJ
easat-7235	260	4	phase	phase	NOUN
easat-7235	260	5	,	,	PUNCT
easat-7235	260	6	data	datum	NOUN
easat-7235	260	7	quality	quality	NOUN
easat-7235	260	8	issues	issue	NOUN
easat-7235	260	9	caused	cause	VERB
easat-7235	260	10	prediction	prediction	NOUN
easat-7235	260	11	accuracy	accuracy	NOUN
easat-7235	260	12	instability	instability	NOUN
easat-7235	260	13	,	,	PUNCT
easat-7235	260	14	particularly	particularly	ADV
easat-7235	260	15	for	for	ADP
easat-7235	260	16	new	new	ADJ
easat-7235	260	17	product	product	NOUN
easat-7235	260	18	categories	category	NOUN
easat-7235	260	19	where	where	SCONJ
easat-7235	260	20	the	the	DET
easat-7235	260	21	average	average	ADJ
easat-7235	260	22	error	error	NOUN
easat-7235	260	23	rate	rate	NOUN
easat-7235	260	24	reached	reach	VERB
easat-7235	260	25	26.3	26.3	NUM
easat-7235	260	26	%	%	NOUN
easat-7235	260	27	.	.	PUNCT
easat-7235	261	1	approximately	approximately	ADV
easat-7235	261	2	18	18	NUM
easat-7235	261	3	%	%	NOUN
easat-7235	261	4	of	of	ADP
easat-7235	261	5	high	high	ADJ
easat-7235	261	6	-	-	PUNCT
easat-7235	261	7	end	end	NOUN
easat-7235	261	8	jewelry	jewelry	NOUN
easat-7235	261	9	products	product	NOUN
easat-7235	261	10	were	be	AUX
easat-7235	261	11	difficult	difficult	ADJ
easat-7235	261	12	to	to	PART
easat-7235	261	13	predict	predict	VERB
easat-7235	261	14	accurately	accurately	ADV
easat-7235	261	15	due	due	ADJ
easat-7235	261	16	to	to	ADP
easat-7235	261	17	sparse	sparse	VERB
easat-7235	261	18	historical	historical	ADJ
easat-7235	261	19	data	datum	NOUN
easat-7235	261	20	,	,	PUNCT
easat-7235	261	21	requiring	require	VERB
easat-7235	261	22	additional	additional	ADJ
easat-7235	261	23	manual	manual	ADJ
easat-7235	261	24	adjustments	adjustment	NOUN
easat-7235	261	25	.	.	PUNCT
easat-7235	262	1	during	during	ADP
easat-7235	262	2	the	the	DET
easat-7235	262	3	integration	integration	NOUN
easat-7235	262	4	process	process	NOUN
easat-7235	262	5	,	,	PUNCT
easat-7235	262	6	about	about	ADV
easat-7235	262	7	7	7	NUM
easat-7235	262	8	%	%	NOUN
easat-7235	262	9	of	of	ADP
easat-7235	262	10	customer	customer	NOUN
easat-7235	262	11	data	datum	NOUN
easat-7235	262	12	experienced	experience	VERB
easat-7235	262	13	matching	matching	NOUN
easat-7235	262	14	errors	error	NOUN
easat-7235	262	15	,	,	PUNCT
easat-7235	262	16	necessitating	necessitate	VERB
easat-7235	262	17	the	the	DET
easat-7235	262	18	development	development	NOUN
easat-7235	262	19	of	of	ADP
easat-7235	262	20	additional	additional	ADJ
easat-7235	262	21	data	datum	NOUN
easat-7235	262	22	cleaning	cleaning	NOUN
easat-7235	262	23	processes	process	NOUN
easat-7235	262	24	.	.	PUNCT
easat-7235	263	1	user	user	NOUN
easat-7235	263	2	acceptance	acceptance	NOUN
easat-7235	263	3	also	also	ADV
easat-7235	263	4	showed	show	VERB
easat-7235	263	5	polarization	polarization	NOUN
easat-7235	263	6	,	,	PUNCT
easat-7235	263	7	with	with	ADP
easat-7235	263	8	1589	1589	NUM
easat-7235	263	9	edelweiss	edelweiss	PROPN
easat-7235	263	10	applied	apply	VERB
easat-7235	263	11	science	science	NOUN
easat-7235	263	12	and	and	CCONJ
easat-7235	263	13	technology	technology	NOUN
easat-7235	263	14	issn	issn	PROPN
easat-7235	263	15	:	:	PUNCT
easat-7235	263	16	2576	2576	NUM
easat-7235	263	17	-	-	SYM
easat-7235	263	18	8484	8484	NUM
easat-7235	263	19	vol	vol	NOUN
easat-7235	263	20	.	.	PROPN
easat-7235	264	1	9	9	NUM
easat-7235	264	2	,	,	PUNCT
easat-7235	264	3	no	no	INTJ
easat-7235	264	4	.	.	NOUN
easat-7235	264	5	5	5	NUM
easat-7235	264	6	:	:	SYM
easat-7235	264	7	1576	1576	NUM
easat-7235	264	8	-	-	SYM
easat-7235	264	9	1592	1592	NUM
easat-7235	264	10	,	,	PUNCT
easat-7235	264	11	2025	2025	NUM
easat-7235	264	12	doi	doi	NOUN
easat-7235	264	13	:	:	PUNCT
easat-7235	264	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	264	15	©	©	PROPN
easat-7235	264	16	2025	2025	NUM
easat-7235	264	17	by	by	ADP
easat-7235	264	18	the	the	DET
easat-7235	264	19	author	author	NOUN
easat-7235	264	20	;	;	PUNCT
easat-7235	264	21	licensee	licensee	PROPN
easat-7235	264	22	learning	learning	NOUN
easat-7235	264	23	gate	gate	NOUN
easat-7235	264	24	approximately	approximately	ADV
easat-7235	264	25	22	22	NUM
easat-7235	264	26	%	%	NOUN
easat-7235	264	27	of	of	ADP
easat-7235	264	28	senior	senior	ADJ
easat-7235	264	29	staff	staff	NOUN
easat-7235	264	30	adopting	adopt	VERB
easat-7235	264	31	the	the	DET
easat-7235	264	32	new	new	ADJ
easat-7235	264	33	system	system	NOUN
easat-7235	264	34	at	at	ADP
easat-7235	264	35	a	a	DET
easat-7235	264	36	notably	notably	ADV
easat-7235	264	37	slower	slow	ADJ
easat-7235	264	38	rate	rate	NOUN
easat-7235	264	39	than	than	ADP
easat-7235	264	40	younger	young	ADJ
easat-7235	264	41	employees	employee	NOUN
easat-7235	264	42	,	,	PUNCT
easat-7235	264	43	requiring	require	VERB
easat-7235	264	44	additional	additional	ADJ
easat-7235	264	45	training	training	NOUN
easat-7235	264	46	resources	resource	NOUN
easat-7235	264	47	.	.	PUNCT
easat-7235	265	1	the	the	DET
easat-7235	265	2	technical	technical	ADJ
easat-7235	265	3	innovations	innovation	NOUN
easat-7235	265	4	and	and	CCONJ
easat-7235	265	5	solutions	solution	NOUN
easat-7235	265	6	developed	develop	VERB
easat-7235	265	7	during	during	ADP
easat-7235	265	8	system	system	NOUN
easat-7235	265	9	implementation	implementation	NOUN
easat-7235	265	10	also	also	ADV
easat-7235	265	11	generated	generate	VERB
easat-7235	265	12	knowledge	knowledge	NOUN
easat-7235	265	13	assets	asset	NOUN
easat-7235	265	14	,	,	PUNCT
easat-7235	265	15	including	include	VERB
easat-7235	265	16	a	a	DET
easat-7235	265	17	hybrid	hybrid	ADJ
easat-7235	265	18	prediction	prediction	NOUN
easat-7235	265	19	model	model	NOUN
easat-7235	265	20	algorithm	algorithm	NOUN
easat-7235	265	21	incorporating	incorporate	VERB
easat-7235	265	22	customer	customer	NOUN
easat-7235	265	23	behavior	behavior	NOUN
easat-7235	265	24	features	feature	NOUN
easat-7235	265	25	and	and	CCONJ
easat-7235	265	26	a	a	DET
easat-7235	265	27	customer	customer	NOUN
easat-7235	265	28	value	value	NOUN
easat-7235	265	29	-	-	PUNCT
easat-7235	265	30	based	base	VERB
easat-7235	265	31	differential	differential	ADJ
easat-7235	265	32	inventory	inventory	NOUN
easat-7235	265	33	optimization	optimization	NOUN
easat-7235	265	34	method	method	NOUN
easat-7235	265	35	.	.	PUNCT
easat-7235	266	1	these	these	DET
easat-7235	266	2	technical	technical	ADJ
easat-7235	266	3	innovations	innovation	NOUN
easat-7235	266	4	not	not	PART
easat-7235	266	5	only	only	ADV
easat-7235	266	6	solved	solve	VERB
easat-7235	266	7	specific	specific	ADJ
easat-7235	266	8	business	business	NOUN
easat-7235	266	9	problems	problem	NOUN
easat-7235	266	10	but	but	CCONJ
easat-7235	266	11	also	also	ADV
easat-7235	266	12	demonstrated	demonstrate	VERB
easat-7235	266	13	broader	broad	ADJ
easat-7235	266	14	application	application	NOUN
easat-7235	266	15	potential	potential	NOUN
easat-7235	266	16	that	that	PRON
easat-7235	266	17	could	could	AUX
easat-7235	266	18	extend	extend	VERB
easat-7235	266	19	to	to	ADP
easat-7235	266	20	other	other	ADJ
easat-7235	266	21	retail	retail	ADJ
easat-7235	266	22	domains	domain	NOUN
easat-7235	266	23	,	,	PUNCT
easat-7235	266	24	particularly	particularly	ADV
easat-7235	266	25	high	high	ADJ
easat-7235	266	26	-	-	PUNCT
easat-7235	266	27	value	value	NOUN
easat-7235	266	28	product	product	NOUN
easat-7235	266	29	retail	retail	NOUN
easat-7235	266	30	industries	industry	NOUN
easat-7235	266	31	with	with	ADP
easat-7235	266	32	similar	similar	ADJ
easat-7235	266	33	characteristics	characteristic	NOUN
easat-7235	266	34	.	.	PUNCT
easat-7235	267	1	some	some	DET
easat-7235	267	2	technical	technical	ADJ
easat-7235	267	3	limitations	limitation	NOUN
easat-7235	267	4	and	and	CCONJ
easat-7235	267	5	improvement	improvement	NOUN
easat-7235	267	6	opportunities	opportunity	NOUN
easat-7235	267	7	were	be	AUX
easat-7235	267	8	identified	identify	VERB
easat-7235	267	9	.	.	PUNCT
easat-7235	268	1	the	the	DET
easat-7235	268	2	current	current	ADJ
easat-7235	268	3	prediction	prediction	NOUN
easat-7235	268	4	model	model	NOUN
easat-7235	268	5	shows	show	VERB
easat-7235	268	6	limited	limited	ADJ
easat-7235	268	7	adaptability	adaptability	NOUN
easat-7235	268	8	when	when	SCONJ
easat-7235	268	9	handling	handle	VERB
easat-7235	268	10	extreme	extreme	ADJ
easat-7235	268	11	events	event	NOUN
easat-7235	268	12	such	such	ADJ
easat-7235	268	13	as	as	ADP
easat-7235	268	14	sudden	sudden	ADJ
easat-7235	268	15	product	product	NOUN
easat-7235	268	16	trends	trend	NOUN
easat-7235	268	17	.	.	PUNCT
easat-7235	269	1	the	the	DET
easat-7235	269	2	system	system	NOUN
easat-7235	269	3	's	's	PART
easat-7235	269	4	heavy	heavy	ADJ
easat-7235	269	5	dependence	dependence	NOUN
easat-7235	269	6	on	on	ADP
easat-7235	269	7	high	high	ADJ
easat-7235	269	8	-	-	PUNCT
easat-7235	269	9	quality	quality	NOUN
easat-7235	269	10	data	datum	NOUN
easat-7235	269	11	means	mean	VERB
easat-7235	269	12	prediction	prediction	NOUN
easat-7235	269	13	accuracy	accuracy	NOUN
easat-7235	269	14	suffers	suffer	VERB
easat-7235	269	15	when	when	SCONJ
easat-7235	269	16	input	input	NOUN
easat-7235	269	17	data	data	NOUN
easat-7235	269	18	quality	quality	NOUN
easat-7235	269	19	is	be	AUX
easat-7235	269	20	poor	poor	ADJ
easat-7235	269	21	.	.	PUNCT
easat-7235	270	1	integration	integration	NOUN
easat-7235	270	2	with	with	ADP
easat-7235	270	3	external	external	ADJ
easat-7235	270	4	data	datum	NOUN
easat-7235	270	5	sources	source	NOUN
easat-7235	270	6	such	such	ADJ
easat-7235	270	7	as	as	ADP
easat-7235	270	8	social	social	ADJ
easat-7235	270	9	media	medium	NOUN
easat-7235	270	10	sentiment	sentiment	NOUN
easat-7235	270	11	analysis	analysis	NOUN
easat-7235	270	12	remains	remain	VERB
easat-7235	270	13	incomplete	incomplete	ADJ
easat-7235	270	14	,	,	PUNCT
easat-7235	270	15	limiting	limit	VERB
easat-7235	270	16	proactive	proactive	ADJ
easat-7235	270	17	understanding	understanding	NOUN
easat-7235	270	18	of	of	ADP
easat-7235	270	19	consumer	consumer	NOUN
easat-7235	270	20	trends	trend	NOUN
easat-7235	270	21	.	.	PUNCT
easat-7235	271	1	these	these	DET
easat-7235	271	2	limitations	limitation	NOUN
easat-7235	271	3	provide	provide	VERB
easat-7235	271	4	clear	clear	ADJ
easat-7235	271	5	direction	direction	NOUN
easat-7235	271	6	for	for	ADP
easat-7235	271	7	future	future	ADJ
easat-7235	271	8	system	system	NOUN
easat-7235	271	9	upgrades	upgrade	NOUN
easat-7235	271	10	.	.	PUNCT
easat-7235	272	1	the	the	DET
easat-7235	272	2	comprehensive	comprehensive	ADJ
easat-7235	272	3	evaluation	evaluation	NOUN
easat-7235	272	4	results	result	NOUN
easat-7235	272	5	confirm	confirm	VERB
easat-7235	272	6	that	that	SCONJ
easat-7235	272	7	the	the	DET
easat-7235	272	8	crm	crm	NOUN
easat-7235	272	9	-	-	PUNCT
easat-7235	272	10	integrated	integrate	VERB
easat-7235	272	11	intelligent	intelligent	ADJ
easat-7235	272	12	decision	decision	NOUN
easat-7235	272	13	-	-	PUNCT
easat-7235	272	14	making	make	VERB
easat-7235	272	15	system	system	NOUN
easat-7235	272	16	for	for	ADP
easat-7235	272	17	jewelry	jewelry	NOUN
easat-7235	272	18	retail	retail	ADJ
easat-7235	272	19	prediction	prediction	NOUN
easat-7235	272	20	and	and	CCONJ
easat-7235	272	21	inventory	inventory	NOUN
easat-7235	272	22	management	management	NOUN
easat-7235	272	23	successfully	successfully	ADV
easat-7235	272	24	achieved	achieve	VERB
easat-7235	272	25	its	its	PRON
easat-7235	272	26	intended	intend	VERB
easat-7235	272	27	objectives	objective	NOUN
easat-7235	272	28	,	,	PUNCT
easat-7235	272	29	demonstrating	demonstrate	VERB
easat-7235	272	30	positive	positive	ADJ
easat-7235	272	31	outcomes	outcome	NOUN
easat-7235	272	32	in	in	ADP
easat-7235	272	33	both	both	CCONJ
easat-7235	272	34	technical	technical	ADJ
easat-7235	272	35	implementation	implementation	NOUN
easat-7235	272	36	and	and	CCONJ
easat-7235	272	37	business	business	NOUN
easat-7235	272	38	application	application	NOUN
easat-7235	272	39	.	.	PUNCT
easat-7235	273	1	the	the	DET
easat-7235	273	2	system	system	NOUN
easat-7235	273	3	not	not	PART
easat-7235	273	4	only	only	ADV
easat-7235	273	5	improved	improve	VERB
easat-7235	273	6	prediction	prediction	NOUN
easat-7235	273	7	accuracy	accuracy	NOUN
easat-7235	273	8	and	and	CCONJ
easat-7235	273	9	inventory	inventory	NOUN
easat-7235	273	10	management	management	NOUN
easat-7235	273	11	efficiency	efficiency	NOUN
easat-7235	273	12	but	but	CCONJ
easat-7235	273	13	also	also	ADV
easat-7235	273	14	facilitated	facilitate	VERB
easat-7235	273	15	a	a	DET
easat-7235	273	16	business	business	NOUN
easat-7235	273	17	transformation	transformation	NOUN
easat-7235	273	18	from	from	ADP
easat-7235	273	19	product	product	NOUN
easat-7235	273	20	-	-	PUNCT
easat-7235	273	21	oriented	orient	VERB
easat-7235	273	22	to	to	ADP
easat-7235	273	23	customer	customer	NOUN
easat-7235	273	24	-	-	PUNCT
easat-7235	273	25	oriented	orient	VERB
easat-7235	273	26	operations	operation	NOUN
easat-7235	273	27	,	,	PUNCT
easat-7235	273	28	providing	provide	VERB
easat-7235	273	29	jewelry	jewelry	NOUN
easat-7235	273	30	retailers	retailer	NOUN
easat-7235	273	31	with	with	ADP
easat-7235	273	32	an	an	DET
easat-7235	273	33	effective	effective	ADJ
easat-7235	273	34	tool	tool	NOUN
easat-7235	273	35	for	for	ADP
easat-7235	273	36	establishing	establish	VERB
easat-7235	273	37	competitive	competitive	ADJ
easat-7235	273	38	advantage	advantage	NOUN
easat-7235	273	39	in	in	ADP
easat-7235	273	40	the	the	DET
easat-7235	273	41	digital	digital	ADJ
easat-7235	273	42	environment	environment	NOUN
easat-7235	273	43	.	.	PUNCT
easat-7235	274	1	5	5	X
easat-7235	274	2	.	.	X
easat-7235	274	3	discussion	discussion	NOUN
easat-7235	274	4	5.1	5.1	NUM
easat-7235	274	5	.	.	PUNCT
easat-7235	275	1	main	main	ADJ
easat-7235	275	2	research	research	NOUN
easat-7235	275	3	findings	finding	VERB
easat-7235	275	4	the	the	DET
easat-7235	275	5	intelligent	intelligent	ADJ
easat-7235	275	6	decision	decision	NOUN
easat-7235	275	7	support	support	NOUN
easat-7235	275	8	system	system	NOUN
easat-7235	275	9	for	for	ADP
easat-7235	275	10	jewellery	jewellery	NOUN
easat-7235	275	11	retail	retail	NOUN
easat-7235	275	12	within	within	ADP
easat-7235	275	13	the	the	DET
easat-7235	275	14	crm	crm	PROPN
easat-7235	275	15	datatssystem	datatssystem	NOUN
easat-7235	275	16	captures	capture	VERB
easat-7235	275	17	an	an	DET
easat-7235	275	18	integration	integration	NOUN
easat-7235	275	19	feature	feature	NOUN
easat-7235	275	20	as	as	SCONJ
easat-7235	275	21	it	it	PRON
easat-7235	275	22	’s	’s	AUX
easat-7235	275	23	implemented	implement	VERB
easat-7235	275	24	and	and	CCONJ
easat-7235	275	25	evaluated	evaluate	VERB
easat-7235	275	26	tells	tell	VERB
easat-7235	275	27	us	we	PRON
easat-7235	275	28	much	much	ADJ
easat-7235	275	29	about	about	ADP
easat-7235	275	30	the	the	DET
easat-7235	275	31	innovation	innovation	NOUN
easat-7235	275	32	of	of	ADP
easat-7235	275	33	specialised	specialised	ADJ
easat-7235	275	34	retail	retail	ADJ
easat-7235	275	35	trade	trade	NOUN
easat-7235	275	36	.	.	PUNCT
easat-7235	276	1	the	the	DET
easat-7235	276	2	use	use	NOUN
easat-7235	276	3	of	of	ADP
easat-7235	276	4	the	the	DET
easat-7235	276	5	system	system	NOUN
easat-7235	276	6	in	in	ADP
easat-7235	276	7	company	company	NOUN
easat-7235	276	8	g	g	PROPN
easat-7235	276	9	proves	prove	VERB
easat-7235	276	10	that	that	SCONJ
easat-7235	276	11	integrating	integrate	VERB
easat-7235	276	12	customer	customer	NOUN
easat-7235	276	13	relationship	relationship	NOUN
easat-7235	276	14	data	datum	NOUN
easat-7235	276	15	with	with	ADP
easat-7235	276	16	stock	stock	NOUN
easat-7235	276	17	control	control	NOUN
easat-7235	276	18	systems	system	NOUN
easat-7235	276	19	serves	serve	VERB
easat-7235	276	20	to	to	PART
easat-7235	276	21	improve	improve	VERB
easat-7235	276	22	operational	operational	ADJ
easat-7235	276	23	results	result	NOUN
easat-7235	276	24	considerably	considerably	ADV
easat-7235	276	25	in	in	ADP
easat-7235	276	26	the	the	DET
easat-7235	276	27	jewellery	jewellery	NOUN
easat-7235	276	28	retail	retail	ADJ
easat-7235	276	29	business	business	NOUN
easat-7235	276	30	.	.	PUNCT
easat-7235	277	1	the	the	DET
easat-7235	277	2	accuracy	accuracy	NOUN
easat-7235	277	3	of	of	ADP
easat-7235	277	4	forecasting	forecasting	NOUN
easat-7235	277	5	with	with	ADP
easat-7235	277	6	a	a	DET
easat-7235	277	7	hybrid	hybrid	ADJ
easat-7235	277	8	prediction	prediction	NOUN
easat-7235	277	9	model	model	NOUN
easat-7235	277	10	that	that	PRON
easat-7235	277	11	combines	combine	VERB
easat-7235	277	12	time	time	NOUN
easat-7235	277	13	series	series	NOUN
easat-7235	277	14	analysis	analysis	NOUN
easat-7235	277	15	and	and	CCONJ
easat-7235	277	16	features	feature	NOUN
easat-7235	277	17	of	of	ADP
easat-7235	277	18	customer	customer	NOUN
easat-7235	277	19	behaviour	behaviour	NOUN
easat-7235	277	20	was	be	AUX
easat-7235	277	21	87.6	87.6	NUM
easat-7235	277	22	%	%	NOUN
easat-7235	277	23	(	(	PUNCT
easat-7235	277	24	mape	mape	NOUN
easat-7235	277	25	:	:	PUNCT
easat-7235	277	26	12.4	12.4	NUM
easat-7235	277	27	%	%	NOUN
easat-7235	277	28	)	)	PUNCT
easat-7235	277	29	.	.	PUNCT
easat-7235	278	1	this	this	DET
easat-7235	278	2	improvement	improvement	NOUN
easat-7235	278	3	is	be	AUX
easat-7235	278	4	astounding	astounding	ADJ
easat-7235	278	5	compared	compare	VERB
easat-7235	278	6	to	to	ADP
easat-7235	278	7	the	the	DET
easat-7235	278	8	results	result	NOUN
easat-7235	278	9	from	from	ADP
easat-7235	278	10	conventional	conventional	ADJ
easat-7235	278	11	forecasting	forecasting	NOUN
easat-7235	278	12	approaches	approach	NOUN
easat-7235	278	13	.	.	PUNCT
easat-7235	279	1	this	this	PRON
easat-7235	279	2	confirms	confirm	VERB
easat-7235	279	3	the	the	DET
easat-7235	279	4	core	core	ADJ
easat-7235	279	5	assertion	assertion	NOUN
easat-7235	279	6	that	that	SCONJ
easat-7235	279	7	demand	demand	NOUN
easat-7235	279	8	forecasting	forecasting	NOUN
easat-7235	279	9	for	for	ADP
easat-7235	279	10	sophisticated	sophisticated	ADJ
easat-7235	279	11	retailing	retailing	NOUN
easat-7235	279	12	is	be	AUX
easat-7235	279	13	much	much	ADV
easat-7235	279	14	better	well	ADJ
easat-7235	279	15	with	with	ADP
easat-7235	279	16	the	the	DET
easat-7235	279	17	presence	presence	NOUN
easat-7235	279	18	of	of	ADP
easat-7235	279	19	customer	customer	NOUN
easat-7235	279	20	-	-	PUNCT
easat-7235	279	21	centric	centric	NOUN
easat-7235	279	22	data	datum	NOUN
easat-7235	279	23	,	,	PUNCT
easat-7235	279	24	especially	especially	ADV
easat-7235	279	25	where	where	SCONJ
easat-7235	279	26	the	the	DET
easat-7235	279	27	purchasing	purchase	VERB
easat-7235	279	28	decision	decision	NOUN
easat-7235	279	29	is	be	AUX
easat-7235	279	30	greatly	greatly	ADV
easat-7235	279	31	impacted	impact	VERB
easat-7235	279	32	by	by	ADP
easat-7235	279	33	personal	personal	ADJ
easat-7235	279	34	emotions	emotion	NOUN
easat-7235	279	35	and	and	CCONJ
easat-7235	279	36	preferences	preference	NOUN
easat-7235	279	37	.	.	PUNCT
easat-7235	280	1	without	without	ADP
easat-7235	280	2	differentiating	differentiate	VERB
easat-7235	280	3	customer	customer	NOUN
easat-7235	280	4	segments	segment	NOUN
easat-7235	280	5	,	,	PUNCT
easat-7235	280	6	the	the	DET
easat-7235	280	7	traditional	traditional	ADJ
easat-7235	280	8	inventory	inventory	NOUN
easat-7235	280	9	models	model	NOUN
easat-7235	280	10	are	be	AUX
easat-7235	280	11	proven	prove	VERB
easat-7235	280	12	to	to	PART
easat-7235	280	13	be	be	AUX
easat-7235	280	14	inefficient	inefficient	ADJ
easat-7235	280	15	.	.	PUNCT
easat-7235	281	1	fulfilling	fulfil	VERB
easat-7235	281	2	the	the	DET
easat-7235	281	3	particular	particular	ADJ
easat-7235	281	4	customer	customer	NOUN
easat-7235	281	5	’s	’s	PART
easat-7235	281	6	needs	need	NOUN
easat-7235	281	7	by	by	ADP
easat-7235	281	8	using	use	VERB
easat-7235	281	9	their	their	PRON
easat-7235	281	10	purchasing	purchase	VERB
easat-7235	281	11	intelligence	intelligence	NOUN
easat-7235	281	12	will	will	AUX
easat-7235	281	13	lead	lead	VERB
easat-7235	281	14	to	to	ADP
easat-7235	281	15	what	what	PRON
easat-7235	281	16	he	he	PRON
easat-7235	281	17	termed	term	VERB
easat-7235	281	18	as	as	ADP
easat-7235	281	19	‘	'	PUNCT
easat-7235	281	20	less	less	ADJ
easat-7235	281	21	inventory	inventory	NOUN
easat-7235	281	22	,	,	PUNCT
easat-7235	281	23	better	well	ADJ
easat-7235	281	24	service	service	NOUN
easat-7235	281	25	’	'	PUNCT
easat-7235	281	26	.	.	PUNCT
easat-7235	282	1	inventory	inventory	NOUN
easat-7235	282	2	optimisation	optimisation	NOUN
easat-7235	282	3	that	that	PRON
easat-7235	282	4	is	be	AUX
easat-7235	282	5	guided	guide	VERB
easat-7235	282	6	by	by	ADP
easat-7235	282	7	customer	customer	NOUN
easat-7235	282	8	insights	insight	NOUN
easat-7235	282	9	resulted	result	VERB
easat-7235	282	10	in	in	ADP
easat-7235	282	11	the	the	DET
easat-7235	282	12	overall	overall	ADJ
easat-7235	282	13	inventory	inventory	NOUN
easat-7235	282	14	being	be	AUX
easat-7235	282	15	reduced	reduce	VERB
easat-7235	282	16	by	by	ADP
easat-7235	282	17	12.3	12.3	NUM
easat-7235	282	18	%	%	NOUN
easat-7235	282	19	,	,	PUNCT
easat-7235	282	20	whilst	whilst	SCONJ
easat-7235	282	21	product	product	NOUN
easat-7235	282	22	availability	availability	NOUN
easat-7235	282	23	for	for	ADP
easat-7235	282	24	highvalue	highvalue	NOUN
easat-7235	282	25	customer	customer	NOUN
easat-7235	282	26	segments	segment	NOUN
easat-7235	282	27	increased	increase	VERB
easat-7235	282	28	by	by	ADP
easat-7235	282	29	27.5	27.5	NUM
easat-7235	282	30	%	%	NOUN
easat-7235	282	31	for	for	ADP
easat-7235	282	32	specific	specific	ADJ
easat-7235	282	33	customers	customer	NOUN
easat-7235	282	34	.	.	PUNCT
easat-7235	283	1	there	there	PRON
easat-7235	283	2	is	be	VERB
easat-7235	283	3	sufficient	sufficient	ADJ
easat-7235	283	4	evidence	evidence	NOUN
easat-7235	283	5	to	to	PART
easat-7235	283	6	show	show	VERB
easat-7235	283	7	that	that	SCONJ
easat-7235	283	8	the	the	DET
easat-7235	283	9	system	system	NOUN
easat-7235	283	10	can	can	AUX
easat-7235	283	11	optimise	optimise	VERB
easat-7235	283	12	inventory	inventory	NOUN
easat-7235	283	13	stock	stock	NOUN
easat-7235	283	14	models	model	NOUN
easat-7235	283	15	.	.	PUNCT
easat-7235	284	1	the	the	DET
easat-7235	284	2	23.5	23.5	NUM
easat-7235	284	3	percent	percent	NOUN
easat-7235	284	4	increase	increase	NOUN
easat-7235	284	5	in	in	ADP
easat-7235	284	6	inventory	inventory	NOUN
easat-7235	284	7	turnover	turnover	NOUN
easat-7235	284	8	and	and	CCONJ
easat-7235	284	9	the	the	DET
easat-7235	284	10	38.7	38.7	NUM
easat-7235	284	11	percent	percent	NOUN
easat-7235	284	12	decrease	decrease	NOUN
easat-7235	284	13	in	in	ADP
easat-7235	284	14	the	the	DET
easat-7235	284	15	stockout	stockout	NOUN
easat-7235	284	16	rates	rate	NOUN
easat-7235	284	17	in	in	ADP
easat-7235	284	18	the	the	DET
easat-7235	284	19	experimental	experimental	ADJ
easat-7235	284	20	group	group	NOUN
easat-7235	284	21	supports	support	VERB
easat-7235	284	22	the	the	DET
easat-7235	284	23	efficacy	efficacy	NOUN
easat-7235	284	24	of	of	ADP
easat-7235	284	25	the	the	DET
easat-7235	284	26	system	system	NOUN
easat-7235	284	27	.	.	PUNCT
easat-7235	285	1	it	it	PRON
easat-7235	285	2	appears	appear	VERB
easat-7235	285	3	that	that	SCONJ
easat-7235	285	4	these	these	DET
easat-7235	285	5	changes	change	NOUN
easat-7235	285	6	are	be	AUX
easat-7235	285	7	due	due	ADJ
easat-7235	285	8	to	to	ADP
easat-7235	285	9	the	the	DET
easat-7235	285	10	system	system	NOUN
easat-7235	285	11	’s	’s	PART
easat-7235	285	12	enhanced	enhance	VERB
easat-7235	285	13	capability	capability	NOUN
easat-7235	285	14	of	of	ADP
easat-7235	285	15	analysing	analyse	VERB
easat-7235	285	16	customer	customer	NOUN
easat-7235	285	17	purchase	purchase	NOUN
easat-7235	285	18	patterns	pattern	NOUN
easat-7235	285	19	and	and	CCONJ
easat-7235	285	20	preferences	preference	NOUN
easat-7235	285	21	with	with	ADP
easat-7235	285	22	greater	great	ADJ
easat-7235	285	23	precision	precision	NOUN
easat-7235	285	24	.	.	PUNCT
easat-7235	286	1	5.2	5.2	NUM
easat-7235	286	2	.	.	PUNCT
easat-7235	287	1	theoretical	theoretical	ADJ
easat-7235	287	2	and	and	CCONJ
easat-7235	287	3	practical	practical	ADJ
easat-7235	287	4	implications	implication	NOUN
easat-7235	287	5	this	this	DET
easat-7235	287	6	research	research	NOUN
easat-7235	287	7	greatly	greatly	ADV
easat-7235	287	8	contributes	contribute	VERB
easat-7235	287	9	to	to	ADP
easat-7235	287	10	the	the	DET
easat-7235	287	11	theoretical	theoretical	ADJ
easat-7235	287	12	and	and	CCONJ
easat-7235	287	13	practical	practical	ADJ
easat-7235	287	14	foundations	foundation	NOUN
easat-7235	287	15	of	of	ADP
easat-7235	287	16	retail	retail	ADJ
easat-7235	287	17	operations	operation	NOUN
easat-7235	287	18	management	management	NOUN
easat-7235	287	19	and	and	CCONJ
easat-7235	287	20	information	information	NOUN
easat-7235	287	21	systems	system	NOUN
easat-7235	287	22	integration	integration	NOUN
easat-7235	287	23	.	.	PUNCT
easat-7235	288	1	theoretically	theoretically	ADV
easat-7235	288	2	,	,	PUNCT
easat-7235	288	3	it	it	PRON
easat-7235	288	4	builds	build	VERB
easat-7235	288	5	on	on	ADP
easat-7235	288	6	the	the	DET
easat-7235	288	7	interaction	interaction	NOUN
easat-7235	288	8	between	between	ADP
easat-7235	288	9	customer	customer	NOUN
easat-7235	288	10	value	value	NOUN
easat-7235	288	11	theory	theory	NOUN
easat-7235	288	12	and	and	CCONJ
easat-7235	288	13	resource	resource	NOUN
easat-7235	288	14	-	-	PUNCT
easat-7235	288	15	based	base	VERB
easat-7235	288	16	theory	theory	NOUN
easat-7235	288	17	by	by	ADP
easat-7235	288	18	demonstrating	demonstrate	VERB
easat-7235	288	19	how	how	SCONJ
easat-7235	288	20	customer	customer	NOUN
easat-7235	288	21	knowledge	knowledge	NOUN
easat-7235	288	22	can	can	AUX
easat-7235	288	23	enhance	enhance	VERB
easat-7235	288	24	the	the	DET
easat-7235	288	25	effectiveness	effectiveness	NOUN
easat-7235	288	26	of	of	ADP
easat-7235	288	27	resource	resource	NOUN
easat-7235	288	28	allocation	allocation	NOUN
easat-7235	288	29	processes	process	NOUN
easat-7235	288	30	.	.	PUNCT
easat-7235	289	1	this	this	DET
easat-7235	289	2	research	research	NOUN
easat-7235	289	3	explores	explore	VERB
easat-7235	289	4	how	how	SCONJ
easat-7235	289	5	a	a	DET
easat-7235	289	6	customercentric	customercentric	ADJ
easat-7235	289	7	approach	approach	NOUN
easat-7235	289	8	can	can	AUX
easat-7235	289	9	be	be	AUX
easat-7235	289	10	incorporated	incorporate	VERB
easat-7235	289	11	into	into	ADP
easat-7235	289	12	inventory	inventory	NOUN
easat-7235	289	13	optimisation	optimisation	NOUN
easat-7235	289	14	algorithms	algorithm	NOUN
easat-7235	289	15	,	,	PUNCT
easat-7235	289	16	thus	thus	ADV
easat-7235	289	17	extending	extend	VERB
easat-7235	289	18	the	the	DET
easat-7235	289	19	application	application	NOUN
easat-7235	289	20	of	of	ADP
easat-7235	289	21	resource	resource	NOUN
easat-7235	289	22	-	-	PUNCT
easat-7235	289	23	based	base	VERB
easat-7235	289	24	theory	theory	NOUN
easat-7235	289	25	for	for	ADP
easat-7235	289	26	the	the	DET
easat-7235	289	27	customer	customer	NOUN
easat-7235	289	28	-	-	PUNCT
easat-7235	289	29	oriented	orient	VERB
easat-7235	289	30	decision	decision	NOUN
easat-7235	289	31	-	-	PUNCT
easat-7235	289	32	making	make	VERB
easat-7235	289	33	processes	process	NOUN
easat-7235	289	34	.	.	PUNCT
easat-7235	290	1	the	the	DET
easat-7235	290	2	provided	provide	VERB
easat-7235	290	3	1590	1590	NUM
easat-7235	290	4	edelweiss	edelweiss	PROPN
easat-7235	290	5	applied	apply	VERB
easat-7235	290	6	science	science	NOUN
easat-7235	290	7	and	and	CCONJ
easat-7235	290	8	technology	technology	NOUN
easat-7235	290	9	issn	issn	PROPN
easat-7235	290	10	:	:	PUNCT
easat-7235	290	11	2576	2576	NUM
easat-7235	290	12	-	-	SYM
easat-7235	290	13	8484	8484	NUM
easat-7235	290	14	vol	vol	NOUN
easat-7235	290	15	.	.	PROPN
easat-7235	291	1	9	9	NUM
easat-7235	291	2	,	,	PUNCT
easat-7235	291	3	no	no	INTJ
easat-7235	291	4	.	.	NOUN
easat-7235	291	5	5	5	NUM
easat-7235	291	6	:	:	SYM
easat-7235	291	7	1576	1576	NUM
easat-7235	291	8	-	-	SYM
easat-7235	291	9	1592	1592	NUM
easat-7235	291	10	,	,	PUNCT
easat-7235	291	11	2025	2025	NUM
easat-7235	291	12	doi	doi	NOUN
easat-7235	291	13	:	:	PUNCT
easat-7235	291	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	291	15	©	©	PROPN
easat-7235	291	16	2025	2025	NUM
easat-7235	291	17	by	by	ADP
easat-7235	291	18	the	the	DET
easat-7235	291	19	author	author	NOUN
easat-7235	291	20	;	;	PUNCT
easat-7235	291	21	licensee	licensee	NOUN
easat-7235	291	22	learning	learn	VERB
easat-7235	291	23	gate	gate	NOUN
easat-7235	291	24	evidence	evidence	NOUN
easat-7235	291	25	demonstrates	demonstrate	VERB
easat-7235	291	26	how	how	SCONJ
easat-7235	291	27	fulfilling	fulfil	VERB
easat-7235	291	28	resource	resource	NOUN
easat-7235	291	29	allocation	allocation	NOUN
easat-7235	291	30	strategies	strategy	NOUN
easat-7235	291	31	,	,	PUNCT
easat-7235	291	32	which	which	PRON
easat-7235	291	33	are	be	AUX
easat-7235	291	34	designed	design	VERB
easat-7235	291	35	with	with	ADP
easat-7235	291	36	the	the	DET
easat-7235	291	37	diversity	diversity	NOUN
easat-7235	291	38	of	of	ADP
easat-7235	291	39	customer	customer	NOUN
easat-7235	291	40	demands	demand	NOUN
easat-7235	291	41	in	in	ADP
easat-7235	291	42	mind	mind	NOUN
easat-7235	291	43	,	,	PUNCT
easat-7235	291	44	can	can	AUX
easat-7235	291	45	achieve	achieve	VERB
easat-7235	291	46	customer	customer	NOUN
easat-7235	291	47	and	and	CCONJ
easat-7235	291	48	operational	operational	ADJ
easat-7235	291	49	satisfaction	satisfaction	NOUN
easat-7235	291	50	simultaneously	simultaneously	ADV
easat-7235	291	51	.	.	PUNCT
easat-7235	292	1	this	this	DET
easat-7235	292	2	finding	finding	NOUN
easat-7235	292	3	is	be	AUX
easat-7235	292	4	in	in	ADP
easat-7235	292	5	opposition	opposition	NOUN
easat-7235	292	6	to	to	ADP
easat-7235	292	7	the	the	DET
easat-7235	292	8	common	common	ADJ
easat-7235	292	9	belief	belief	NOUN
easat-7235	292	10	which	which	PRON
easat-7235	292	11	assumes	assume	VERB
easat-7235	292	12	that	that	SCONJ
easat-7235	292	13	the	the	DET
easat-7235	292	14	two	two	NUM
easat-7235	292	15	objectives	objective	NOUN
easat-7235	292	16	can	can	AUX
easat-7235	292	17	not	not	PART
easat-7235	292	18	be	be	AUX
easat-7235	292	19	accomplished	accomplish	VERB
easat-7235	292	20	at	at	ADP
easat-7235	292	21	the	the	DET
easat-7235	292	22	same	same	ADJ
easat-7235	292	23	time	time	NOUN
easat-7235	292	24	.	.	PUNCT
easat-7235	293	1	this	this	DET
easat-7235	293	2	framework	framework	NOUN
easat-7235	293	3	allows	allow	VERB
easat-7235	293	4	the	the	DET
easat-7235	293	5	user	user	NOUN
easat-7235	293	6	to	to	PART
easat-7235	293	7	convert	convert	VERB
easat-7235	293	8	customer	customer	NOUN
easat-7235	293	9	relationship	relationship	NOUN
easat-7235	293	10	management	management	NOUN
easat-7235	293	11	information	information	NOUN
easat-7235	293	12	into	into	ADP
easat-7235	293	13	operational	operational	ADJ
easat-7235	293	14	knowledge	knowledge	NOUN
easat-7235	293	15	,	,	PUNCT
easat-7235	293	16	and	and	CCONJ
easat-7235	293	17	hence	hence	ADV
easat-7235	293	18	adds	add	VERB
easat-7235	293	19	to	to	ADP
easat-7235	293	20	the	the	DET
easat-7235	293	21	theoretical	theoretical	ADJ
easat-7235	293	22	base	base	NOUN
easat-7235	293	23	in	in	ADP
easat-7235	293	24	knowledge	knowledge	NOUN
easat-7235	293	25	management	management	NOUN
easat-7235	293	26	.	.	PUNCT
easat-7235	294	1	the	the	DET
easat-7235	294	2	system	system	NOUN
easat-7235	294	3	is	be	AUX
easat-7235	294	4	based	base	VERB
easat-7235	294	5	on	on	ADP
easat-7235	294	6	a	a	DET
easat-7235	294	7	new	new	ADJ
easat-7235	294	8	approach	approach	NOUN
easat-7235	294	9	to	to	ADP
easat-7235	294	10	semantic	semantic	ADJ
easat-7235	294	11	integration	integration	NOUN
easat-7235	294	12	,	,	PUNCT
easat-7235	294	13	which	which	PRON
easat-7235	294	14	solves	solve	VERB
easat-7235	294	15	an	an	DET
easat-7235	294	16	essential	essential	ADJ
easat-7235	294	17	problem	problem	NOUN
easat-7235	294	18	of	of	ADP
easat-7235	294	19	domain	domain	NOUN
easat-7235	294	20	knowledge	knowledge	NOUN
easat-7235	294	21	when	when	SCONJ
easat-7235	294	22	such	such	ADJ
easat-7235	294	23	knowledge	knowledge	NOUN
easat-7235	294	24	is	be	AUX
easat-7235	294	25	encapsulated	encapsulate	VERB
easat-7235	294	26	in	in	ADP
easat-7235	294	27	functional	functional	ADJ
easat-7235	294	28	silos	silo	NOUN
easat-7235	294	29	.	.	PUNCT
easat-7235	295	1	it	it	PRON
easat-7235	295	2	establishes	establish	VERB
easat-7235	295	3	a	a	DET
easat-7235	295	4	form	form	NOUN
easat-7235	295	5	of	of	ADP
easat-7235	295	6	'	'	PUNCT
easat-7235	295	7	operational	operational	ADJ
easat-7235	295	8	customer	customer	NOUN
easat-7235	295	9	intelligence	intelligence	NOUN
easat-7235	295	10	'	'	PUNCT
easat-7235	295	11	that	that	PRON
easat-7235	295	12	intervenes	intervene	VERB
easat-7235	295	13	in	in	ADP
easat-7235	295	14	inventory	inventory	NOUN
easat-7235	295	15	decision	decision	NOUN
easat-7235	295	16	-	-	PUNCT
easat-7235	295	17	making	make	VERB
easat-7235	295	18	processes	process	NOUN
easat-7235	295	19	by	by	ADP
easat-7235	295	20	developing	develop	VERB
easat-7235	295	21	semantic	semantic	ADJ
easat-7235	295	22	patterns	pattern	NOUN
easat-7235	295	23	between	between	ADP
easat-7235	295	24	customer	customer	NOUN
easat-7235	295	25	behaviours	behaviour	NOUN
easat-7235	295	26	and	and	CCONJ
easat-7235	295	27	inventory	inventory	NOUN
easat-7235	295	28	parameters	parameter	NOUN
easat-7235	295	29	.	.	PUNCT
easat-7235	296	1	this	this	DET
easat-7235	296	2	transformation	transformation	NOUN
easat-7235	296	3	of	of	ADP
easat-7235	296	4	knowledge	knowledge	NOUN
easat-7235	296	5	is	be	AUX
easat-7235	296	6	an	an	DET
easat-7235	296	7	example	example	NOUN
easat-7235	296	8	of	of	ADP
easat-7235	296	9	the	the	DET
easat-7235	296	10	application	application	NOUN
easat-7235	296	11	of	of	ADP
easat-7235	296	12	functional	functional	ADJ
easat-7235	296	13	integration	integration	NOUN
easat-7235	296	14	,	,	PUNCT
easat-7235	296	15	which	which	PRON
easat-7235	296	16	has	have	VERB
easat-7235	296	17	implications	implication	NOUN
easat-7235	296	18	beyond	beyond	ADP
easat-7235	296	19	the	the	DET
easat-7235	296	20	retail	retail	ADJ
easat-7235	296	21	context	context	NOUN
easat-7235	296	22	.	.	PUNCT
easat-7235	297	1	this	this	DET
easat-7235	297	2	research	research	NOUN
easat-7235	297	3	advances	advance	VERB
easat-7235	297	4	the	the	DET
easat-7235	297	5	conception	conception	NOUN
easat-7235	297	6	of	of	ADP
easat-7235	297	7	a	a	DET
easat-7235	297	8	pragmatic	pragmatic	ADJ
easat-7235	297	9	technical	technical	ADJ
easat-7235	297	10	model	model	NOUN
easat-7235	297	11	capable	capable	ADJ
easat-7235	297	12	of	of	ADP
easat-7235	297	13	merging	merge	VERB
easat-7235	297	14	customer	customer	NOUN
easat-7235	297	15	relationship	relationship	NOUN
easat-7235	297	16	management	management	NOUN
easat-7235	297	17	(	(	PUNCT
easat-7235	297	18	crm	crm	NOUN
easat-7235	297	19	)	)	PUNCT
easat-7235	297	20	and	and	CCONJ
easat-7235	297	21	inventory	inventory	NOUN
easat-7235	297	22	management	management	NOUN
easat-7235	297	23	(	(	PUNCT
easat-7235	297	24	i	i	NOUN
easat-7235	297	25	m	m	VERB
easat-7235	297	26	)	)	PUNCT
easat-7235	297	27	in	in	ADP
easat-7235	297	28	such	such	DET
easat-7235	297	29	a	a	DET
easat-7235	297	30	way	way	NOUN
easat-7235	297	31	as	as	SCONJ
easat-7235	297	32	to	to	PART
easat-7235	297	33	permit	permit	VERB
easat-7235	297	34	retailers	retailer	NOUN
easat-7235	297	35	to	to	PART
easat-7235	297	36	shift	shift	VERB
easat-7235	297	37	from	from	ADP
easat-7235	297	38	independent	independent	ADJ
easat-7235	297	39	information	information	NOUN
easat-7235	297	40	systems	system	NOUN
easat-7235	297	41	to	to	ADP
easat-7235	297	42	integrated	integrate	VERB
easat-7235	297	43	decision	decision	NOUN
easat-7235	297	44	-	-	PUNCT
easat-7235	297	45	making	make	VERB
easat-7235	297	46	systems	system	NOUN
easat-7235	297	47	.	.	PUNCT
easat-7235	298	1	the	the	DET
easat-7235	298	2	microservices	microservice	NOUN
easat-7235	298	3	architecture	architecture	NOUN
easat-7235	298	4	and	and	CCONJ
easat-7235	298	5	the	the	DET
easat-7235	298	6	semantic	semantic	ADJ
easat-7235	298	7	integration	integration	NOUN
easat-7235	298	8	approach	approach	NOUN
easat-7235	298	9	demonstrated	demonstrate	VERB
easat-7235	298	10	in	in	ADP
easat-7235	298	11	this	this	DET
easat-7235	298	12	work	work	NOUN
easat-7235	298	13	can	can	AUX
easat-7235	298	14	act	act	VERB
easat-7235	298	15	as	as	ADP
easat-7235	298	16	an	an	DET
easat-7235	298	17	architectural	architectural	ADJ
easat-7235	298	18	pattern	pattern	NOUN
easat-7235	298	19	for	for	ADP
easat-7235	298	20	other	other	ADJ
easat-7235	298	21	integration	integration	NOUN
easat-7235	298	22	projects	project	NOUN
easat-7235	298	23	of	of	ADP
easat-7235	298	24	this	this	DET
easat-7235	298	25	nature	nature	NOUN
easat-7235	298	26	.	.	PUNCT
easat-7235	299	1	furthermore	furthermore	ADV
easat-7235	299	2	,	,	PUNCT
easat-7235	299	3	the	the	DET
easat-7235	299	4	exogenous	exogenous	ADJ
easat-7235	299	5	hybrid	hybrid	ADJ
easat-7235	299	6	predictive	predictive	ADJ
easat-7235	299	7	model	model	NOUN
easat-7235	299	8	,	,	PUNCT
easat-7235	299	9	which	which	PRON
easat-7235	299	10	combines	combine	VERB
easat-7235	299	11	the	the	DET
easat-7235	299	12	attributes	attribute	NOUN
easat-7235	299	13	of	of	ADP
easat-7235	299	14	customer	customer	NOUN
easat-7235	299	15	behaviour	behaviour	NOUN
easat-7235	299	16	,	,	PUNCT
easat-7235	299	17	offers	offer	VERB
easat-7235	299	18	a	a	DET
easat-7235	299	19	practical	practical	ADJ
easat-7235	299	20	way	way	NOUN
easat-7235	299	21	of	of	ADP
easat-7235	299	22	enhancing	enhance	VERB
easat-7235	299	23	forecasting	forecasting	NOUN
easat-7235	299	24	accuracy	accuracy	NOUN
easat-7235	299	25	in	in	ADP
easat-7235	299	26	ever	ever	ADV
easat-7235	299	27	-	-	PUNCT
easat-7235	299	28	changing	change	VERB
easat-7235	299	29	retail	retail	ADJ
easat-7235	299	30	markets	market	NOUN
easat-7235	299	31	and	and	CCONJ
easat-7235	299	32	indicates	indicate	VERB
easat-7235	299	33	that	that	SCONJ
easat-7235	299	34	retailers	retailer	NOUN
easat-7235	299	35	must	must	AUX
easat-7235	299	36	focus	focus	VERB
easat-7235	299	37	on	on	ADP
easat-7235	299	38	analytics	analytic	NOUN
easat-7235	299	39	of	of	ADP
easat-7235	299	40	customer	customer	NOUN
easat-7235	299	41	behaviour	behaviour	NOUN
easat-7235	299	42	in	in	ADP
easat-7235	299	43	order	order	NOUN
easat-7235	299	44	to	to	PART
easat-7235	299	45	demand	demand	VERB
easat-7235	299	46	more	more	ADV
easat-7235	299	47	precise	precise	ADJ
easat-7235	299	48	forecasts	forecast	NOUN
easat-7235	299	49	.	.	PUNCT
easat-7235	300	1	this	this	DET
easat-7235	300	2	system	system	NOUN
easat-7235	300	3	's	's	PART
easat-7235	300	4	inventory	inventory	NOUN
easat-7235	300	5	management	management	NOUN
easat-7235	300	6	and	and	CCONJ
easat-7235	300	7	control	control	NOUN
easat-7235	300	8	strategies	strategy	NOUN
easat-7235	300	9	,	,	PUNCT
easat-7235	300	10	which	which	PRON
easat-7235	300	11	classify	classify	VERB
easat-7235	300	12	customers	customer	NOUN
easat-7235	300	13	by	by	ADP
easat-7235	300	14	the	the	DET
easat-7235	300	15	value	value	NOUN
easat-7235	300	16	they	they	PRON
easat-7235	300	17	add	add	VERB
easat-7235	300	18	,	,	PUNCT
easat-7235	300	19	balance	balance	VERB
easat-7235	300	20	the	the	DET
easat-7235	300	21	financial	financial	ADJ
easat-7235	300	22	burden	burden	NOUN
easat-7235	300	23	versus	versus	ADP
easat-7235	300	24	service	service	NOUN
easat-7235	300	25	level	level	NOUN
easat-7235	300	26	requirements	requirement	NOUN
easat-7235	300	27	for	for	ADP
easat-7235	300	28	high	high	ADJ
easat-7235	300	29	-	-	PUNCT
easat-7235	300	30	end	end	NOUN
easat-7235	300	31	retailing	retailing	NOUN
easat-7235	300	32	remarkably	remarkably	ADV
easat-7235	300	33	well	well	ADV
easat-7235	300	34	.	.	PUNCT
easat-7235	301	1	the	the	DET
easat-7235	301	2	justification	justification	NOUN
easat-7235	301	3	in	in	ADP
easat-7235	301	4	econometric	econometric	ADJ
easat-7235	301	5	terms	term	NOUN
easat-7235	301	6	is	be	AUX
easat-7235	301	7	clear	clear	ADJ
easat-7235	301	8	with	with	ADP
easat-7235	301	9	advanced	advanced	ADJ
easat-7235	301	10	roi	roi	NOUN
easat-7235	301	11	decision	decision	NOUN
easat-7235	301	12	-	-	PUNCT
easat-7235	301	13	making	making	NOUN
easat-7235	301	14	resulting	result	VERB
easat-7235	301	15	in	in	ADP
easat-7235	301	16	a	a	DET
easat-7235	301	17	167	167	NUM
easat-7235	301	18	%	%	NOUN
easat-7235	301	19	return	return	NOUN
easat-7235	301	20	and	and	CCONJ
easat-7235	301	21	an	an	DET
easat-7235	301	22	18.6	18.6	NUM
easat-7235	301	23	-	-	PUNCT
easat-7235	301	24	month	month	NOUN
easat-7235	301	25	payback	payback	NOUN
easat-7235	301	26	period	period	NOUN
easat-7235	301	27	.	.	PUNCT
easat-7235	302	1	moreover	moreover	ADV
easat-7235	302	2	,	,	PUNCT
easat-7235	302	3	the	the	DET
easat-7235	302	4	results	result	NOUN
easat-7235	302	5	derived	derive	VERB
easat-7235	302	6	from	from	ADP
easat-7235	302	7	the	the	DET
easat-7235	302	8	implementation	implementation	NOUN
easat-7235	302	9	project	project	NOUN
easat-7235	302	10	substantiate	substantiate	VERB
easat-7235	302	11	the	the	DET
easat-7235	302	12	claims	claim	NOUN
easat-7235	302	13	regarding	regard	VERB
easat-7235	302	14	user	user	NOUN
easat-7235	302	15	education	education	NOUN
easat-7235	302	16	and	and	CCONJ
easat-7235	302	17	effective	effective	ADJ
easat-7235	302	18	organisational	organisational	ADJ
easat-7235	302	19	change	change	NOUN
easat-7235	302	20	as	as	ADP
easat-7235	302	21	vital	vital	ADJ
easat-7235	302	22	in	in	ADP
easat-7235	302	23	the	the	DET
easat-7235	302	24	system	system	NOUN
easat-7235	302	25	's	's	PART
easat-7235	302	26	acceptance	acceptance	NOUN
easat-7235	302	27	as	as	SCONJ
easat-7235	302	28	reflected	reflect	VERB
easat-7235	302	29	in	in	ADP
easat-7235	302	30	user	user	NOUN
easat-7235	302	31	ratings	rating	NOUN
easat-7235	302	32	satisfaction	satisfaction	NOUN
easat-7235	302	33	of	of	ADP
easat-7235	302	34	3.8	3.8	NUM
easat-7235	302	35	over	over	ADP
easat-7235	302	36	5	5	NUM
easat-7235	302	37	and	and	CCONJ
easat-7235	302	38	65.8	65.8	NUM
easat-7235	302	39	%	%	NOUN
easat-7235	302	40	of	of	ADP
easat-7235	302	41	users	user	NOUN
easat-7235	302	42	having	have	VERB
easat-7235	302	43	more	more	ADJ
easat-7235	302	44	confidence	confidence	NOUN
easat-7235	302	45	in	in	ADP
easat-7235	302	46	decision	decision	NOUN
easat-7235	302	47	-	-	PUNCT
easat-7235	302	48	making	making	NOUN
easat-7235	302	49	.	.	PUNCT
easat-7235	303	1	both	both	PRON
easat-7235	303	2	,	,	PUNCT
easat-7235	303	3	in	in	ADP
easat-7235	303	4	addition	addition	NOUN
easat-7235	303	5	to	to	ADP
easat-7235	303	6	functional	functional	ADJ
easat-7235	303	7	outcomes	outcome	NOUN
easat-7235	303	8	,	,	PUNCT
easat-7235	303	9	are	be	AUX
easat-7235	303	10	regarded	regard	VERB
easat-7235	303	11	as	as	ADP
easat-7235	303	12	very	very	ADV
easat-7235	303	13	important	important	ADJ
easat-7235	303	14	influences	influence	NOUN
easat-7235	303	15	alongside	alongside	ADP
easat-7235	303	16	technical	technical	ADJ
easat-7235	303	17	performance	performance	NOUN
easat-7235	303	18	measures	measure	NOUN
easat-7235	303	19	.	.	PUNCT
easat-7235	304	1	5.3	5.3	NUM
easat-7235	304	2	.	.	PUNCT
easat-7235	304	3	research	research	NOUN
easat-7235	304	4	limitations	limitation	NOUN
easat-7235	304	5	and	and	CCONJ
easat-7235	304	6	future	future	ADJ
easat-7235	304	7	research	research	NOUN
easat-7235	304	8	directions	direction	NOUN
easat-7235	304	9	notwithstanding	notwithstanding	ADP
easat-7235	304	10	the	the	DET
easat-7235	304	11	enormous	enormous	ADJ
easat-7235	304	12	input	input	NOUN
easat-7235	304	13	,	,	PUNCT
easat-7235	304	14	this	this	DET
easat-7235	304	15	research	research	NOUN
easat-7235	304	16	suffers	suffer	VERB
easat-7235	304	17	from	from	ADP
easat-7235	304	18	several	several	ADJ
easat-7235	304	19	gaps	gap	NOUN
easat-7235	304	20	that	that	PRON
easat-7235	304	21	may	may	AUX
easat-7235	304	22	be	be	AUX
easat-7235	304	23	pursued	pursue	VERB
easat-7235	304	24	in	in	ADP
easat-7235	304	25	subsequent	subsequent	ADJ
easat-7235	304	26	studies	study	NOUN
easat-7235	304	27	.	.	PUNCT
easat-7235	305	1	first	first	ADV
easat-7235	305	2	,	,	PUNCT
easat-7235	305	3	the	the	DET
easat-7235	305	4	case	case	NOUN
easat-7235	305	5	study	study	NOUN
easat-7235	305	6	method	method	NOUN
easat-7235	305	7	offers	offer	VERB
easat-7235	305	8	profound	profound	ADJ
easat-7235	305	9	understanding	understanding	NOUN
easat-7235	305	10	of	of	ADP
easat-7235	305	11	system	system	NOUN
easat-7235	305	12	implementation	implementation	NOUN
easat-7235	305	13	;	;	PUNCT
easat-7235	305	14	however	however	ADV
easat-7235	305	15	,	,	PUNCT
easat-7235	305	16	it	it	PRON
easat-7235	305	17	does	do	AUX
easat-7235	305	18	not	not	PART
easat-7235	305	19	allow	allow	VERB
easat-7235	305	20	for	for	ADP
easat-7235	305	21	broader	broad	ADJ
easat-7235	305	22	application	application	NOUN
easat-7235	305	23	in	in	ADP
easat-7235	305	24	different	different	ADJ
easat-7235	305	25	retail	retail	ADJ
easat-7235	305	26	settings	setting	NOUN
easat-7235	305	27	.	.	PUNCT
easat-7235	306	1	results	result	NOUN
easat-7235	306	2	are	be	AUX
easat-7235	306	3	based	base	VERB
easat-7235	306	4	on	on	ADP
easat-7235	306	5	one	one	NUM
easat-7235	306	6	firm	firm	NOUN
easat-7235	306	7	in	in	ADP
easat-7235	306	8	the	the	DET
easat-7235	306	9	chinese	chinese	ADJ
easat-7235	306	10	jewellery	jewellery	NOUN
easat-7235	306	11	market	market	NOUN
easat-7235	306	12	and	and	CCONJ
easat-7235	306	13	the	the	DET
easat-7235	306	14	system	system	NOUN
easat-7235	306	15	’s	’s	PART
easat-7235	306	16	efficacy	efficacy	NOUN
easat-7235	306	17	is	be	AUX
easat-7235	306	18	dependent	dependent	ADJ
easat-7235	306	19	on	on	ADP
easat-7235	306	20	the	the	DET
easat-7235	306	21	market	market	NOUN
easat-7235	306	22	’s	’s	PART
easat-7235	306	23	environment	environment	NOUN
easat-7235	306	24	or	or	CCONJ
easat-7235	306	25	retail	retail	ADJ
easat-7235	306	26	segments	segment	NOUN
easat-7235	306	27	.	.	PUNCT
easat-7235	307	1	this	this	PRON
easat-7235	307	2	is	be	AUX
easat-7235	307	3	especially	especially	ADV
easat-7235	307	4	true	true	ADJ
easat-7235	307	5	for	for	ADP
easat-7235	307	6	markets	market	NOUN
easat-7235	307	7	in	in	ADP
easat-7235	307	8	emerging	emerge	VERB
easat-7235	307	9	economies	economy	NOUN
easat-7235	307	10	.	.	PUNCT
easat-7235	308	1	further	further	ADJ
easat-7235	308	2	studies	study	NOUN
easat-7235	308	3	are	be	AUX
easat-7235	308	4	needed	need	VERB
easat-7235	308	5	to	to	PART
easat-7235	308	6	assess	assess	VERB
easat-7235	308	7	the	the	DET
easat-7235	308	8	system	system	NOUN
easat-7235	308	9	’s	’s	PART
easat-7235	308	10	usability	usability	NOUN
easat-7235	308	11	in	in	ADP
easat-7235	308	12	various	various	ADJ
easat-7235	308	13	retail	retail	ADJ
easat-7235	308	14	settings	setting	NOUN
easat-7235	308	15	,	,	PUNCT
easat-7235	308	16	including	include	VERB
easat-7235	308	17	multicultural	multicultural	ADJ
easat-7235	308	18	settings	setting	NOUN
easat-7235	308	19	and	and	CCONJ
easat-7235	308	20	other	other	ADJ
easat-7235	308	21	product	product	NOUN
easat-7235	308	22	categories	category	NOUN
easat-7235	308	23	.	.	PUNCT
easat-7235	309	1	second	second	ADJ
easat-7235	309	2	,	,	PUNCT
easat-7235	309	3	the	the	DET
easat-7235	309	4	current	current	ADJ
easat-7235	309	5	system	system	NOUN
easat-7235	309	6	has	have	VERB
easat-7235	309	7	a	a	DET
easat-7235	309	8	low	low	ADJ
easat-7235	309	9	degree	degree	NOUN
easat-7235	309	10	of	of	ADP
easat-7235	309	11	flexibility	flexibility	NOUN
easat-7235	309	12	for	for	ADP
easat-7235	309	13	coping	cope	VERB
easat-7235	309	14	with	with	ADP
easat-7235	309	15	extreme	extreme	ADJ
easat-7235	309	16	events	event	NOUN
easat-7235	309	17	,	,	PUNCT
easat-7235	309	18	such	such	ADJ
easat-7235	309	19	as	as	ADP
easat-7235	309	20	sudden	sudden	ADJ
easat-7235	309	21	consumer	consumer	NOUN
easat-7235	309	22	fads	fad	NOUN
easat-7235	309	23	or	or	CCONJ
easat-7235	309	24	market	market	NOUN
easat-7235	309	25	chaos	chaos	NOUN
easat-7235	309	26	.	.	PUNCT
easat-7235	310	1	the	the	DET
easat-7235	310	2	prediction	prediction	NOUN
easat-7235	310	3	model	model	NOUN
easat-7235	310	4	worked	work	VERB
easat-7235	310	5	well	well	ADV
easat-7235	310	6	with	with	ADP
easat-7235	310	7	average	average	ADJ
easat-7235	310	8	accuracy	accuracy	NOUN
easat-7235	310	9	for	for	ADP
easat-7235	310	10	normal	normal	ADJ
easat-7235	310	11	market	market	NOUN
easat-7235	310	12	situations	situation	NOUN
easat-7235	310	13	,	,	PUNCT
easat-7235	310	14	but	but	CCONJ
easat-7235	310	15	there	there	PRON
easat-7235	310	16	is	be	VERB
easat-7235	310	17	likely	likely	ADJ
easat-7235	310	18	to	to	PART
easat-7235	310	19	be	be	AUX
easat-7235	310	20	greater	great	ADJ
easat-7235	310	21	need	need	NOUN
easat-7235	310	22	for	for	SCONJ
easat-7235	310	23	change	change	NOUN
easat-7235	310	24	to	to	PART
easat-7235	310	25	accommodate	accommodate	VERB
easat-7235	310	26	unanticipated	unanticipated	ADJ
easat-7235	310	27	market	market	NOUN
easat-7235	310	28	changes	change	NOUN
easat-7235	310	29	.	.	PUNCT
easat-7235	311	1	this	this	PRON
easat-7235	311	2	was	be	AUX
easat-7235	311	3	particularly	particularly	ADV
easat-7235	311	4	true	true	ADJ
easat-7235	311	5	for	for	ADP
easat-7235	311	6	new	new	ADJ
easat-7235	311	7	product	product	NOUN
easat-7235	311	8	categories	category	NOUN
easat-7235	311	9	,	,	PUNCT
easat-7235	311	10	where	where	SCONJ
easat-7235	311	11	the	the	DET
easat-7235	311	12	average	average	ADJ
easat-7235	311	13	error	error	NOUN
easat-7235	311	14	in	in	ADP
easat-7235	311	15	all	all	DET
easat-7235	311	16	such	such	ADJ
easat-7235	311	17	categories	category	NOUN
easat-7235	311	18	was	be	AUX
easat-7235	311	19	recorded	record	VERB
easat-7235	311	20	at	at	ADP
easat-7235	311	21	26.3	26.3	NUM
easat-7235	311	22	%	%	NOUN
easat-7235	311	23	.	.	PUNCT
easat-7235	312	1	additionally	additionally	ADV
easat-7235	312	2	,	,	PUNCT
easat-7235	312	3	around	around	ADV
easat-7235	312	4	18	18	NUM
easat-7235	312	5	%	%	NOUN
easat-7235	312	6	of	of	ADP
easat-7235	312	7	luxury	luxury	NOUN
easat-7235	312	8	jewelry	jewelry	NOUN
easat-7235	312	9	products	product	NOUN
easat-7235	312	10	posed	pose	VERB
easat-7235	312	11	substantial	substantial	ADJ
easat-7235	312	12	challenges	challenge	NOUN
easat-7235	312	13	to	to	ADP
easat-7235	312	14	accurate	accurate	ADJ
easat-7235	312	15	forecasting	forecasting	NOUN
easat-7235	312	16	due	due	ADP
easat-7235	312	17	to	to	ADP
easat-7235	312	18	thin	thin	ADJ
easat-7235	312	19	-	-	PUNCT
easat-7235	312	20	slicing	slice	VERB
easat-7235	312	21	effects	effect	NOUN
easat-7235	312	22	.	.	PUNCT
easat-7235	313	1	future	future	ADJ
easat-7235	313	2	research	research	NOUN
easat-7235	313	3	efforts	effort	NOUN
easat-7235	313	4	can	can	AUX
easat-7235	313	5	be	be	AUX
easat-7235	313	6	directed	direct	VERB
easat-7235	313	7	toward	toward	ADP
easat-7235	313	8	improving	improve	VERB
easat-7235	313	9	advanced	advanced	ADJ
easat-7235	313	10	methods	method	NOUN
easat-7235	313	11	for	for	ADP
easat-7235	313	12	anomaly	anomaly	NOUN
easat-7235	313	13	detection	detection	NOUN
easat-7235	313	14	and	and	CCONJ
easat-7235	313	15	designing	design	VERB
easat-7235	313	16	adaptive	adaptive	ADJ
easat-7235	313	17	learning	learning	NOUN
easat-7235	313	18	algorithms	algorithm	NOUN
easat-7235	313	19	that	that	PRON
easat-7235	313	20	can	can	AUX
easat-7235	313	21	efficiently	efficiently	ADV
easat-7235	313	22	handle	handle	VERB
easat-7235	313	23	market	market	NOUN
easat-7235	313	24	irregularities	irregularity	NOUN
easat-7235	313	25	while	while	SCONJ
easat-7235	313	26	being	be	AUX
easat-7235	313	27	highly	highly	ADV
easat-7235	313	28	predictive	predictive	ADJ
easat-7235	313	29	.	.	PUNCT
easat-7235	314	1	the	the	DET
easat-7235	314	2	existing	exist	VERB
easat-7235	314	3	implementation	implementation	NOUN
easat-7235	314	4	is	be	AUX
easat-7235	314	5	significantly	significantly	ADV
easat-7235	314	6	short	short	ADJ
easat-7235	314	7	on	on	ADP
easat-7235	314	8	integrating	integrate	VERB
easat-7235	314	9	external	external	ADJ
easat-7235	314	10	sources	source	NOUN
easat-7235	314	11	of	of	ADP
easat-7235	314	12	data	datum	NOUN
easat-7235	314	13	,	,	PUNCT
easat-7235	314	14	such	such	ADJ
easat-7235	314	15	as	as	ADP
easat-7235	314	16	social	social	ADJ
easat-7235	314	17	media	medium	NOUN
easat-7235	314	18	sentiment	sentiment	NOUN
easat-7235	314	19	analysis	analysis	NOUN
easat-7235	314	20	and	and	CCONJ
easat-7235	314	21	macroeconomic	macroeconomic	ADJ
easat-7235	314	22	signals	signal	NOUN
easat-7235	314	23	.	.	PUNCT
easat-7235	315	1	future	future	ADJ
easat-7235	315	2	work	work	NOUN
easat-7235	315	3	should	should	AUX
easat-7235	315	4	focus	focus	VERB
easat-7235	315	5	on	on	ADP
easat-7235	315	6	the	the	DET
easat-7235	315	7	formulation	formulation	NOUN
easat-7235	315	8	of	of	ADP
easat-7235	315	9	sophisticated	sophisticated	ADJ
easat-7235	315	10	data	data	NOUN
easat-7235	315	11	integration	integration	NOUN
easat-7235	315	12	methods	method	NOUN
easat-7235	315	13	that	that	PRON
easat-7235	315	14	are	be	AUX
easat-7235	315	15	capable	capable	ADJ
easat-7235	315	16	of	of	ADP
easat-7235	315	17	identifying	identify	VERB
easat-7235	315	18	real	real	ADJ
easat-7235	315	19	-	-	PUNCT
easat-7235	315	20	time	time	NOUN
easat-7235	315	21	consumer	consumer	NOUN
easat-7235	315	22	sentiment	sentiment	NOUN
easat-7235	315	23	and	and	CCONJ
easat-7235	315	24	external	external	ADJ
easat-7235	315	25	market	market	NOUN
easat-7235	315	26	data	datum	NOUN
easat-7235	315	27	to	to	PART
easat-7235	315	28	improve	improve	VERB
easat-7235	315	29	the	the	DET
easat-7235	315	30	system	system	NOUN
easat-7235	315	31	's	's	PART
easat-7235	315	32	predictability	predictability	NOUN
easat-7235	315	33	.	.	PUNCT
easat-7235	316	1	another	another	DET
easat-7235	316	2	key	key	ADJ
easat-7235	316	3	area	area	NOUN
easat-7235	316	4	for	for	ADP
easat-7235	316	5	future	future	ADJ
easat-7235	316	6	research	research	NOUN
easat-7235	316	7	includes	include	VERB
easat-7235	316	8	investigating	investigate	VERB
easat-7235	316	9	the	the	DET
easat-7235	316	10	impact	impact	NOUN
easat-7235	316	11	of	of	ADP
easat-7235	316	12	blockchain	blockchain	PROPN
easat-7235	316	13	technology	technology	PROPN
easat-7235	316	14	on	on	ADP
easat-7235	316	15	the	the	DET
easat-7235	316	16	reliability	reliability	NOUN
easat-7235	316	17	and	and	CCONJ
easat-7235	316	18	traceability	traceability	NOUN
easat-7235	316	19	of	of	ADP
easat-7235	316	20	inventory	inventory	NOUN
easat-7235	316	21	management	management	NOUN
easat-7235	316	22	systems	system	NOUN
easat-7235	316	23	in	in	ADP
easat-7235	316	24	the	the	DET
easat-7235	316	25	jewellery	jewellery	NOUN
easat-7235	316	26	industry	industry	NOUN
easat-7235	316	27	.	.	PUNCT
easat-7235	317	1	1591	1591	NUM
easat-7235	317	2	edelweiss	edelweiss	PROPN
easat-7235	317	3	applied	apply	VERB
easat-7235	317	4	science	science	NOUN
easat-7235	317	5	and	and	CCONJ
easat-7235	317	6	technology	technology	NOUN
easat-7235	317	7	issn	issn	PROPN
easat-7235	317	8	:	:	PUNCT
easat-7235	317	9	2576	2576	NUM
easat-7235	317	10	-	-	SYM
easat-7235	317	11	8484	8484	NUM
easat-7235	317	12	vol	vol	NOUN
easat-7235	317	13	.	.	PROPN
easat-7235	318	1	9	9	NUM
easat-7235	318	2	,	,	PUNCT
easat-7235	318	3	no	no	INTJ
easat-7235	318	4	.	.	NOUN
easat-7235	318	5	5	5	NUM
easat-7235	318	6	:	:	SYM
easat-7235	318	7	1576	1576	NUM
easat-7235	318	8	-	-	SYM
easat-7235	318	9	1592	1592	NUM
easat-7235	318	10	,	,	PUNCT
easat-7235	318	11	2025	2025	NUM
easat-7235	318	12	doi	doi	NOUN
easat-7235	318	13	:	:	PUNCT
easat-7235	318	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	318	15	©	©	PROPN
easat-7235	318	16	2025	2025	NUM
easat-7235	318	17	by	by	ADP
easat-7235	318	18	the	the	DET
easat-7235	318	19	author	author	NOUN
easat-7235	318	20	;	;	PUNCT
easat-7235	318	21	licensee	licensee	PROPN
easat-7235	318	22	learning	learn	VERB
easat-7235	318	23	gate	gate	NOUN
easat-7235	318	24	in	in	ADP
easat-7235	318	25	summary	summary	NOUN
easat-7235	318	26	,	,	PUNCT
easat-7235	318	27	while	while	SCONJ
easat-7235	318	28	the	the	DET
easat-7235	318	29	superficial	superficial	ADJ
easat-7235	318	30	gains	gain	NOUN
easat-7235	318	31	in	in	ADP
easat-7235	318	32	operational	operational	ADJ
easat-7235	318	33	effectiveness	effectiveness	NOUN
easat-7235	318	34	are	be	AUX
easat-7235	318	35	clear	clear	ADJ
easat-7235	318	36	,	,	PUNCT
easat-7235	318	37	the	the	DET
easat-7235	318	38	interaction	interaction	NOUN
easat-7235	318	39	of	of	ADP
easat-7235	318	40	the	the	DET
easat-7235	318	41	system	system	NOUN
easat-7235	318	42	with	with	ADP
easat-7235	318	43	the	the	DET
easat-7235	318	44	elements	element	NOUN
easat-7235	318	45	of	of	ADP
easat-7235	318	46	customer	customer	NOUN
easat-7235	318	47	loyalty	loyalty	NOUN
easat-7235	318	48	and	and	CCONJ
easat-7235	318	49	lifetime	lifetime	NOUN
easat-7235	318	50	value	value	NOUN
easat-7235	318	51	constitutes	constitute	VERB
easat-7235	318	52	a	a	DET
easat-7235	318	53	more	more	ADV
easat-7235	318	54	complex	complex	ADJ
easat-7235	318	55	problem	problem	NOUN
easat-7235	318	56	that	that	PRON
easat-7235	318	57	calls	call	VERB
easat-7235	318	58	for	for	ADP
easat-7235	318	59	longitudinal	longitudinal	ADJ
easat-7235	318	60	analysis	analysis	NOUN
easat-7235	318	61	.	.	PUNCT
easat-7235	319	1	based	base	VERB
easat-7235	319	2	on	on	ADP
easat-7235	319	3	this	this	DET
easat-7235	319	4	assumption	assumption	NOUN
easat-7235	319	5	,	,	PUNCT
easat-7235	319	6	future	future	ADJ
easat-7235	319	7	research	research	NOUN
easat-7235	319	8	should	should	AUX
easat-7235	319	9	investigate	investigate	VERB
easat-7235	319	10	how	how	SCONJ
easat-7235	319	11	better	well	ADJ
easat-7235	319	12	inventory	inventory	NOUN
easat-7235	319	13	synchronization	synchronization	NOUN
easat-7235	319	14	matched	match	VERB
easat-7235	319	15	to	to	ADP
easat-7235	319	16	customer	customer	NOUN
easat-7235	319	17	needs	need	NOUN
easat-7235	319	18	affects	affect	VERB
easat-7235	319	19	customer	customer	NOUN
easat-7235	319	20	retention	retention	NOUN
easat-7235	319	21	and	and	CCONJ
easat-7235	319	22	total	total	ADJ
easat-7235	319	23	financial	financial	ADJ
easat-7235	319	24	performance	performance	NOUN
easat-7235	319	25	over	over	ADP
easat-7235	319	26	long	long	ADJ
easat-7235	319	27	periods	period	NOUN
easat-7235	319	28	.	.	PUNCT
easat-7235	320	1	a	a	DET
easat-7235	320	2	study	study	NOUN
easat-7235	320	3	of	of	ADP
easat-7235	320	4	this	this	DET
easat-7235	320	5	question	question	NOUN
easat-7235	320	6	would	would	AUX
easat-7235	320	7	shed	shed	VERB
easat-7235	320	8	light	light	NOUN
easat-7235	320	9	on	on	ADP
easat-7235	320	10	how	how	SCONJ
easat-7235	320	11	smart	smart	ADJ
easat-7235	320	12	decision	decision	NOUN
easat-7235	320	13	-	-	PUNCT
easat-7235	320	14	making	make	VERB
easat-7235	320	15	systems	system	NOUN
easat-7235	320	16	in	in	ADP
easat-7235	320	17	specialty	specialty	NOUN
easat-7235	320	18	retail	retail	ADJ
easat-7235	320	19	environments	environment	NOUN
easat-7235	320	20	create	create	VERB
easat-7235	320	21	significant	significant	ADJ
easat-7235	320	22	strategic	strategic	ADJ
easat-7235	320	23	benefits	benefit	NOUN
easat-7235	320	24	over	over	ADP
easat-7235	320	25	time	time	NOUN
easat-7235	320	26	that	that	PRON
easat-7235	320	27	are	be	AUX
easat-7235	320	28	not	not	PART
easat-7235	320	29	only	only	ADV
easat-7235	320	30	positive	positive	ADJ
easat-7235	320	31	but	but	CCONJ
easat-7235	320	32	also	also	ADV
easat-7235	320	33	highly	highly	ADV
easat-7235	320	34	informative	informative	ADJ
easat-7235	320	35	.	.	PUNCT
easat-7235	321	1	6	6	X
easat-7235	321	2	.	.	X
easat-7235	321	3	conclusion	conclusion	NOUN
easat-7235	321	4	this	this	DET
easat-7235	321	5	research	research	NOUN
easat-7235	321	6	has	have	AUX
easat-7235	321	7	successfully	successfully	ADV
easat-7235	321	8	developed	develop	VERB
easat-7235	321	9	and	and	CCONJ
easat-7235	321	10	implemented	implement	VERB
easat-7235	321	11	an	an	DET
easat-7235	321	12	intelligent	intelligent	ADJ
easat-7235	321	13	decision	decision	NOUN
easat-7235	321	14	-	-	PUNCT
easat-7235	321	15	making	make	VERB
easat-7235	321	16	system	system	NOUN
easat-7235	321	17	for	for	ADP
easat-7235	321	18	jewelry	jewelry	NOUN
easat-7235	321	19	retail	retail	ADJ
easat-7235	321	20	prediction	prediction	NOUN
easat-7235	321	21	and	and	CCONJ
easat-7235	321	22	inventory	inventory	NOUN
easat-7235	321	23	management	management	NOUN
easat-7235	321	24	that	that	PRON
easat-7235	321	25	integrates	integrate	VERB
easat-7235	321	26	crm	crm	NOUN
easat-7235	321	27	data	datum	NOUN
easat-7235	321	28	.	.	PUNCT
easat-7235	322	1	the	the	DET
easat-7235	322	2	system	system	NOUN
easat-7235	322	3	addresses	address	VERB
easat-7235	322	4	the	the	DET
easat-7235	322	5	unique	unique	ADJ
easat-7235	322	6	challenges	challenge	NOUN
easat-7235	322	7	of	of	ADP
easat-7235	322	8	the	the	DET
easat-7235	322	9	jewelry	jewelry	NOUN
easat-7235	322	10	retail	retail	ADJ
easat-7235	322	11	sector	sector	NOUN
easat-7235	322	12	by	by	ADP
easat-7235	322	13	establishing	establish	VERB
easat-7235	322	14	a	a	DET
easat-7235	322	15	customer	customer	NOUN
easat-7235	322	16	-	-	PUNCT
easat-7235	322	17	centric	centric	NOUN
easat-7235	322	18	approach	approach	NOUN
easat-7235	322	19	to	to	ADP
easat-7235	322	20	inventory	inventory	NOUN
easat-7235	322	21	optimization	optimization	NOUN
easat-7235	322	22	,	,	PUNCT
easat-7235	322	23	effectively	effectively	ADV
easat-7235	322	24	bridging	bridge	VERB
easat-7235	322	25	the	the	DET
easat-7235	322	26	gap	gap	NOUN
easat-7235	322	27	between	between	ADP
easat-7235	322	28	customer	customer	NOUN
easat-7235	322	29	relationship	relationship	NOUN
easat-7235	322	30	management	management	NOUN
easat-7235	322	31	and	and	CCONJ
easat-7235	322	32	inventory	inventory	NOUN
easat-7235	322	33	control	control	NOUN
easat-7235	322	34	functions	function	NOUN
easat-7235	322	35	.	.	PUNCT
easat-7235	323	1	through	through	ADP
easat-7235	323	2	empirical	empirical	ADJ
easat-7235	323	3	evaluation	evaluation	NOUN
easat-7235	323	4	in	in	ADP
easat-7235	323	5	company	company	NOUN
easat-7235	323	6	g	g	NOUN
easat-7235	323	7	,	,	PUNCT
easat-7235	323	8	we	we	PRON
easat-7235	323	9	have	have	AUX
easat-7235	323	10	demonstrated	demonstrate	VERB
easat-7235	323	11	that	that	SCONJ
easat-7235	323	12	this	this	DET
easat-7235	323	13	integrated	integrate	VERB
easat-7235	323	14	approach	approach	NOUN
easat-7235	323	15	significantly	significantly	ADV
easat-7235	323	16	improves	improve	VERB
easat-7235	323	17	key	key	ADJ
easat-7235	323	18	performance	performance	NOUN
easat-7235	323	19	metrics	metric	NOUN
easat-7235	323	20	including	include	VERB
easat-7235	323	21	inventory	inventory	NOUN
easat-7235	323	22	turnover	turnover	NOUN
easat-7235	323	23	(	(	PUNCT
easat-7235	323	24	23.5	23.5	NUM
easat-7235	323	25	%	%	NOUN
easat-7235	323	26	increase	increase	NOUN
easat-7235	323	27	)	)	PUNCT
easat-7235	323	28	,	,	PUNCT
easat-7235	323	29	stockout	stockout	VERB
easat-7235	323	30	rate	rate	NOUN
easat-7235	323	31	reduction	reduction	NOUN
easat-7235	323	32	(	(	PUNCT
easat-7235	323	33	38.7	38.7	NUM
easat-7235	323	34	%	%	NOUN
easat-7235	323	35	)	)	PUNCT
easat-7235	323	36	,	,	PUNCT
easat-7235	323	37	and	and	CCONJ
easat-7235	323	38	customer	customer	NOUN
easat-7235	323	39	satisfaction	satisfaction	NOUN
easat-7235	323	40	(	(	PUNCT
easat-7235	323	41	14.6	14.6	NUM
easat-7235	323	42	%	%	NOUN
easat-7235	323	43	improvement	improvement	NOUN
easat-7235	323	44	)	)	PUNCT
easat-7235	323	45	.	.	PUNCT
easat-7235	324	1	the	the	DET
easat-7235	324	2	system	system	NOUN
easat-7235	324	3	's	's	PART
easat-7235	324	4	core	core	NOUN
easat-7235	324	5	innovations	innovation	NOUN
easat-7235	324	6	—	—	PUNCT
easat-7235	324	7	a	a	DET
easat-7235	324	8	hybrid	hybrid	ADJ
easat-7235	324	9	prediction	prediction	NOUN
easat-7235	324	10	model	model	NOUN
easat-7235	324	11	incorporating	incorporate	VERB
easat-7235	324	12	customer	customer	NOUN
easat-7235	324	13	behavior	behavior	NOUN
easat-7235	324	14	features	feature	NOUN
easat-7235	324	15	and	and	CCONJ
easat-7235	324	16	a	a	DET
easat-7235	324	17	customer	customer	NOUN
easat-7235	324	18	value	value	NOUN
easat-7235	324	19	-	-	PUNCT
easat-7235	324	20	based	base	VERB
easat-7235	324	21	differential	differential	ADJ
easat-7235	324	22	inventory	inventory	NOUN
easat-7235	324	23	optimization	optimization	NOUN
easat-7235	324	24	method	method	NOUN
easat-7235	324	25	—	—	PUNCT
easat-7235	324	26	represent	represent	VERB
easat-7235	324	27	significant	significant	ADJ
easat-7235	324	28	technical	technical	ADJ
easat-7235	324	29	contributions	contribution	NOUN
easat-7235	324	30	to	to	ADP
easat-7235	324	31	specialized	specialized	ADJ
easat-7235	324	32	retail	retail	ADJ
easat-7235	324	33	management	management	NOUN
easat-7235	324	34	.	.	PUNCT
easat-7235	325	1	by	by	ADP
easat-7235	325	2	achieving	achieve	VERB
easat-7235	325	3	the	the	DET
easat-7235	325	4	paradoxical	paradoxical	ADJ
easat-7235	325	5	outcome	outcome	NOUN
easat-7235	325	6	of	of	ADP
easat-7235	325	7	"	"	PUNCT
easat-7235	325	8	less	less	ADJ
easat-7235	325	9	inventory	inventory	NOUN
easat-7235	325	10	,	,	PUNCT
easat-7235	325	11	better	well	ADJ
easat-7235	325	12	service	service	NOUN
easat-7235	325	13	,	,	PUNCT
easat-7235	325	14	"	"	PUNCT
easat-7235	325	15	the	the	DET
easat-7235	325	16	system	system	NOUN
easat-7235	325	17	demonstrates	demonstrate	VERB
easat-7235	325	18	that	that	SCONJ
easat-7235	325	19	customer	customer	NOUN
easat-7235	325	20	insights	insight	NOUN
easat-7235	325	21	can	can	AUX
easat-7235	325	22	fundamentally	fundamentally	ADV
easat-7235	325	23	transform	transform	VERB
easat-7235	325	24	resource	resource	NOUN
easat-7235	325	25	allocation	allocation	NOUN
easat-7235	325	26	efficiency	efficiency	NOUN
easat-7235	325	27	in	in	ADP
easat-7235	325	28	high	high	ADJ
easat-7235	325	29	-	-	PUNCT
easat-7235	325	30	value	value	NOUN
easat-7235	325	31	retail	retail	ADJ
easat-7235	325	32	environments	environment	NOUN
easat-7235	325	33	.	.	PUNCT
easat-7235	326	1	the	the	DET
easat-7235	326	2	system	system	NOUN
easat-7235	326	3	reduced	reduce	VERB
easat-7235	326	4	overall	overall	ADJ
easat-7235	326	5	inventory	inventory	NOUN
easat-7235	326	6	levels	level	NOUN
easat-7235	326	7	by	by	ADP
easat-7235	326	8	12.3	12.3	NUM
easat-7235	326	9	%	%	NOUN
easat-7235	326	10	while	while	SCONJ
easat-7235	326	11	simultaneously	simultaneously	ADV
easat-7235	326	12	increasing	increase	VERB
easat-7235	326	13	product	product	NOUN
easat-7235	326	14	availability	availability	NOUN
easat-7235	326	15	for	for	ADP
easat-7235	326	16	high	high	ADJ
easat-7235	326	17	-	-	PUNCT
easat-7235	326	18	value	value	NOUN
easat-7235	326	19	customer	customer	NOUN
easat-7235	326	20	segments	segment	NOUN
easat-7235	326	21	by	by	ADP
easat-7235	326	22	27.5	27.5	NUM
easat-7235	326	23	%	%	NOUN
easat-7235	326	24	.	.	PUNCT
easat-7235	327	1	from	from	ADP
easat-7235	327	2	a	a	DET
easat-7235	327	3	theoretical	theoretical	ADJ
easat-7235	327	4	perspective	perspective	NOUN
easat-7235	327	5	,	,	PUNCT
easat-7235	327	6	this	this	DET
easat-7235	327	7	research	research	NOUN
easat-7235	327	8	advances	advance	VERB
easat-7235	327	9	the	the	DET
easat-7235	327	10	integration	integration	NOUN
easat-7235	327	11	of	of	ADP
easat-7235	327	12	resource	resource	NOUN
easat-7235	327	13	-	-	PUNCT
easat-7235	327	14	based	base	VERB
easat-7235	327	15	theory	theory	NOUN
easat-7235	327	16	and	and	CCONJ
easat-7235	327	17	customer	customer	NOUN
easat-7235	327	18	value	value	NOUN
easat-7235	327	19	theory	theory	NOUN
easat-7235	327	20	,	,	PUNCT
easat-7235	327	21	establishing	establish	VERB
easat-7235	327	22	a	a	DET
easat-7235	327	23	framework	framework	NOUN
easat-7235	327	24	for	for	ADP
easat-7235	327	25	cross	cross	ADJ
easat-7235	327	26	-	-	ADJ
easat-7235	327	27	functional	functional	ADJ
easat-7235	327	28	knowledge	knowledge	NOUN
easat-7235	327	29	utilization	utilization	NOUN
easat-7235	327	30	that	that	PRON
easat-7235	327	31	transforms	transform	VERB
easat-7235	327	32	customer	customer	NOUN
easat-7235	327	33	data	datum	NOUN
easat-7235	327	34	into	into	ADP
easat-7235	327	35	operational	operational	ADJ
easat-7235	327	36	intelligence	intelligence	NOUN
easat-7235	327	37	.	.	PUNCT
easat-7235	328	1	from	from	ADP
easat-7235	328	2	a	a	DET
easat-7235	328	3	practical	practical	ADJ
easat-7235	328	4	standpoint	standpoint	NOUN
easat-7235	328	5	,	,	PUNCT
easat-7235	328	6	the	the	DET
easat-7235	328	7	system	system	NOUN
easat-7235	328	8	's	's	PART
easat-7235	328	9	architecture	architecture	NOUN
easat-7235	328	10	and	and	CCONJ
easat-7235	328	11	implementation	implementation	NOUN
easat-7235	328	12	methodology	methodology	NOUN
easat-7235	328	13	provide	provide	VERB
easat-7235	328	14	a	a	DET
easat-7235	328	15	replicable	replicable	ADJ
easat-7235	328	16	blueprint	blueprint	NOUN
easat-7235	328	17	for	for	ADP
easat-7235	328	18	retailers	retailer	NOUN
easat-7235	328	19	seeking	seek	VERB
easat-7235	328	20	digital	digital	ADJ
easat-7235	328	21	transformation	transformation	NOUN
easat-7235	328	22	,	,	PUNCT
easat-7235	328	23	with	with	ADP
easat-7235	328	24	a	a	DET
easat-7235	328	25	demonstrated	demonstrate	VERB
easat-7235	328	26	roi	roi	NOUN
easat-7235	328	27	of	of	ADP
easat-7235	328	28	167	167	NUM
easat-7235	328	29	%	%	NOUN
easat-7235	328	30	and	and	CCONJ
easat-7235	328	31	payback	payback	NOUN
easat-7235	328	32	period	period	NOUN
easat-7235	328	33	of	of	ADP
easat-7235	328	34	18.6	18.6	NUM
easat-7235	328	35	months	month	NOUN
easat-7235	328	36	justifying	justify	VERB
easat-7235	328	37	the	the	DET
easat-7235	328	38	investment	investment	NOUN
easat-7235	328	39	.	.	PUNCT
easat-7235	329	1	while	while	SCONJ
easat-7235	329	2	the	the	DET
easat-7235	329	3	current	current	ADJ
easat-7235	329	4	implementation	implementation	NOUN
easat-7235	329	5	has	have	AUX
easat-7235	329	6	demonstrated	demonstrate	VERB
easat-7235	329	7	substantial	substantial	ADJ
easat-7235	329	8	business	business	NOUN
easat-7235	329	9	value	value	NOUN
easat-7235	329	10	,	,	PUNCT
easat-7235	329	11	future	future	ADJ
easat-7235	329	12	research	research	NOUN
easat-7235	329	13	should	should	AUX
easat-7235	329	14	explore	explore	VERB
easat-7235	329	15	enhanced	enhanced	ADJ
easat-7235	329	16	adaptability	adaptability	NOUN
easat-7235	329	17	for	for	ADP
easat-7235	329	18	extreme	extreme	ADJ
easat-7235	329	19	market	market	NOUN
easat-7235	329	20	events	event	NOUN
easat-7235	329	21	,	,	PUNCT
easat-7235	329	22	particularly	particularly	ADV
easat-7235	329	23	for	for	ADP
easat-7235	329	24	addressing	address	VERB
easat-7235	329	25	the	the	DET
easat-7235	329	26	26.3	26.3	NUM
easat-7235	329	27	%	%	NOUN
easat-7235	329	28	error	error	NOUN
easat-7235	329	29	rate	rate	NOUN
easat-7235	329	30	found	find	VERB
easat-7235	329	31	in	in	ADP
easat-7235	329	32	new	new	ADJ
easat-7235	329	33	product	product	NOUN
easat-7235	329	34	categories	category	NOUN
easat-7235	329	35	and	and	CCONJ
easat-7235	329	36	the	the	DET
easat-7235	329	37	prediction	prediction	NOUN
easat-7235	329	38	challenges	challenge	VERB
easat-7235	329	39	for	for	ADP
easat-7235	329	40	the	the	DET
easat-7235	329	41	18	18	NUM
easat-7235	329	42	%	%	NOUN
easat-7235	329	43	of	of	ADP
easat-7235	329	44	high	high	ADJ
easat-7235	329	45	-	-	PUNCT
easat-7235	329	46	end	end	NOUN
easat-7235	329	47	jewelry	jewelry	NOUN
easat-7235	329	48	products	product	NOUN
easat-7235	329	49	with	with	ADP
easat-7235	329	50	sparse	sparse	ADJ
easat-7235	329	51	historical	historical	ADJ
easat-7235	329	52	data	datum	NOUN
easat-7235	329	53	.	.	PUNCT
easat-7235	330	1	additional	additional	ADJ
easat-7235	330	2	areas	area	NOUN
easat-7235	330	3	for	for	ADP
easat-7235	330	4	improvement	improvement	NOUN
easat-7235	330	5	include	include	VERB
easat-7235	330	6	integration	integration	NOUN
easat-7235	330	7	of	of	ADP
easat-7235	330	8	external	external	ADJ
easat-7235	330	9	data	datum	NOUN
easat-7235	330	10	sources	source	NOUN
easat-7235	330	11	including	include	VERB
easat-7235	330	12	social	social	ADJ
easat-7235	330	13	media	medium	NOUN
easat-7235	330	14	sentiment	sentiment	NOUN
easat-7235	330	15	,	,	PUNCT
easat-7235	330	16	and	and	CCONJ
easat-7235	330	17	longitudinal	longitudinal	ADJ
easat-7235	330	18	studies	study	NOUN
easat-7235	330	19	examining	examine	VERB
easat-7235	330	20	long	long	ADJ
easat-7235	330	21	-	-	PUNCT
easat-7235	330	22	term	term	NOUN
easat-7235	330	23	impacts	impact	NOUN
easat-7235	330	24	on	on	ADP
easat-7235	330	25	customer	customer	NOUN
easat-7235	330	26	loyalty	loyalty	NOUN
easat-7235	330	27	.	.	PUNCT
easat-7235	331	1	as	as	SCONJ
easat-7235	331	2	digital	digital	ADJ
easat-7235	331	3	transformation	transformation	NOUN
easat-7235	331	4	continues	continue	VERB
easat-7235	331	5	to	to	PART
easat-7235	331	6	reshape	reshape	VERB
easat-7235	331	7	retail	retail	ADJ
easat-7235	331	8	landscapes	landscape	NOUN
easat-7235	331	9	,	,	PUNCT
easat-7235	331	10	the	the	DET
easat-7235	331	11	intelligent	intelligent	ADJ
easat-7235	331	12	integration	integration	NOUN
easat-7235	331	13	of	of	ADP
easat-7235	331	14	customer	customer	NOUN
easat-7235	331	15	insights	insight	NOUN
easat-7235	331	16	with	with	ADP
easat-7235	331	17	operational	operational	ADJ
easat-7235	331	18	decisions	decision	NOUN
easat-7235	331	19	will	will	AUX
easat-7235	331	20	become	become	VERB
easat-7235	331	21	increasingly	increasingly	ADV
easat-7235	331	22	critical	critical	ADJ
easat-7235	331	23	for	for	ADP
easat-7235	331	24	establishing	establish	VERB
easat-7235	331	25	sustainable	sustainable	ADJ
easat-7235	331	26	competitive	competitive	ADJ
easat-7235	331	27	advantage	advantage	NOUN
easat-7235	331	28	in	in	ADP
easat-7235	331	29	specialized	specialized	ADJ
easat-7235	331	30	retail	retail	ADJ
easat-7235	331	31	environments	environment	NOUN
easat-7235	331	32	.	.	PUNCT
easat-7235	332	1	transparency	transparency	NOUN
easat-7235	332	2	:	:	PUNCT
easat-7235	332	3	the	the	DET
easat-7235	332	4	author	author	NOUN
easat-7235	332	5	confirms	confirm	VERB
easat-7235	332	6	that	that	SCONJ
easat-7235	332	7	the	the	DET
easat-7235	332	8	manuscript	manuscript	NOUN
easat-7235	332	9	is	be	AUX
easat-7235	332	10	an	an	DET
easat-7235	332	11	honest	honest	ADJ
easat-7235	332	12	,	,	PUNCT
easat-7235	332	13	accurate	accurate	ADJ
easat-7235	332	14	,	,	PUNCT
easat-7235	332	15	and	and	CCONJ
easat-7235	332	16	transparent	transparent	ADJ
easat-7235	332	17	account	account	NOUN
easat-7235	332	18	of	of	ADP
easat-7235	332	19	the	the	DET
easat-7235	332	20	study	study	NOUN
easat-7235	332	21	;	;	PUNCT
easat-7235	332	22	that	that	SCONJ
easat-7235	332	23	no	no	DET
easat-7235	332	24	vital	vital	ADJ
easat-7235	332	25	features	feature	NOUN
easat-7235	332	26	of	of	ADP
easat-7235	332	27	the	the	DET
easat-7235	332	28	study	study	NOUN
easat-7235	332	29	have	have	AUX
easat-7235	332	30	been	be	AUX
easat-7235	332	31	omitted	omit	VERB
easat-7235	332	32	;	;	PUNCT
easat-7235	332	33	and	and	CCONJ
easat-7235	332	34	that	that	SCONJ
easat-7235	332	35	any	any	DET
easat-7235	332	36	discrepancies	discrepancy	NOUN
easat-7235	332	37	from	from	ADP
easat-7235	332	38	the	the	DET
easat-7235	332	39	study	study	NOUN
easat-7235	332	40	as	as	SCONJ
easat-7235	332	41	planned	plan	VERB
easat-7235	332	42	have	have	AUX
easat-7235	332	43	been	be	AUX
easat-7235	332	44	explained	explain	VERB
easat-7235	332	45	.	.	PUNCT
easat-7235	333	1	this	this	DET
easat-7235	333	2	study	study	NOUN
easat-7235	333	3	followed	follow	VERB
easat-7235	333	4	all	all	DET
easat-7235	333	5	ethical	ethical	ADJ
easat-7235	333	6	practices	practice	NOUN
easat-7235	333	7	during	during	ADP
easat-7235	333	8	writing	writing	NOUN
easat-7235	333	9	.	.	PUNCT
easat-7235	334	1	copyright	copyright	NOUN
easat-7235	334	2	:	:	PUNCT
easat-7235	334	3	©	©	PROPN
easat-7235	334	4	2025	2025	NUM
easat-7235	334	5	by	by	ADP
easat-7235	334	6	the	the	DET
easat-7235	334	7	author	author	NOUN
easat-7235	334	8	.	.	PUNCT
easat-7235	335	1	this	this	DET
easat-7235	335	2	open	open	ADJ
easat-7235	335	3	-	-	PUNCT
easat-7235	335	4	access	access	NOUN
easat-7235	335	5	article	article	NOUN
easat-7235	335	6	is	be	AUX
easat-7235	335	7	distributed	distribute	VERB
easat-7235	335	8	under	under	ADP
easat-7235	335	9	the	the	DET
easat-7235	335	10	terms	term	NOUN
easat-7235	335	11	and	and	CCONJ
easat-7235	335	12	conditions	condition	NOUN
easat-7235	335	13	of	of	ADP
easat-7235	335	14	the	the	DET
easat-7235	335	15	creative	creative	ADJ
easat-7235	335	16	commons	common	NOUN
easat-7235	335	17	attribution	attribution	NOUN
easat-7235	335	18	(	(	PUNCT
easat-7235	335	19	cc	cc	NOUN
easat-7235	335	20	by	by	ADP
easat-7235	335	21	)	)	PUNCT
easat-7235	335	22	license	license	NOUN
easat-7235	335	23	(	(	PUNCT
easat-7235	335	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7235	335	25	)	)	PUNCT
easat-7235	335	26	.	.	PUNCT
easat-7235	336	1	references	reference	NOUN
easat-7235	336	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7235	336	3	1592	1592	NUM
easat-7235	336	4	edelweiss	edelweiss	PROPN
easat-7235	336	5	applied	apply	VERB
easat-7235	336	6	science	science	NOUN
easat-7235	336	7	and	and	CCONJ
easat-7235	336	8	technology	technology	NOUN
easat-7235	336	9	issn	issn	PROPN
easat-7235	336	10	:	:	PUNCT
easat-7235	336	11	2576	2576	NUM
easat-7235	336	12	-	-	SYM
easat-7235	336	13	8484	8484	NUM
easat-7235	336	14	vol	vol	NOUN
easat-7235	336	15	.	.	PROPN
easat-7235	337	1	9	9	NUM
easat-7235	337	2	,	,	PUNCT
easat-7235	337	3	no	no	INTJ
easat-7235	337	4	.	.	NOUN
easat-7235	337	5	5	5	NUM
easat-7235	337	6	:	:	SYM
easat-7235	337	7	1576	1576	NUM
easat-7235	337	8	-	-	SYM
easat-7235	337	9	1592	1592	NUM
easat-7235	337	10	,	,	PUNCT
easat-7235	337	11	2025	2025	NUM
easat-7235	337	12	doi	doi	NOUN
easat-7235	337	13	:	:	PUNCT
easat-7235	337	14	10.55214/25768484.v9i5.7235	10.55214/25768484.v9i5.7235	NUM
easat-7235	337	15	©	©	PROPN
easat-7235	337	16	2025	2025	NUM
easat-7235	337	17	by	by	ADP
easat-7235	337	18	the	the	DET
easat-7235	337	19	author	author	NOUN
easat-7235	337	20	;	;	PUNCT
easat-7235	337	21	licensee	licensee	PROPN
easat-7235	337	22	learning	learning	NOUN
easat-7235	337	23	gate	gate	NOUN
easat-7235	338	1	[	[	X
easat-7235	338	2	1	1	X
easat-7235	338	3	]	]	PUNCT
easat-7235	338	4	v.	v.	CCONJ
easat-7235	338	5	shankar	shankar	PROPN
easat-7235	338	6	et	et	PROPN
easat-7235	338	7	al	al	PROPN
easat-7235	338	8	.	.	PROPN
easat-7235	338	9	,	,	PUNCT
easat-7235	338	10	"	"	PUNCT
easat-7235	338	11	how	how	SCONJ
easat-7235	338	12	technology	technology	NOUN
easat-7235	338	13	is	be	AUX
easat-7235	338	14	changing	change	VERB
easat-7235	338	15	retail	retail	NOUN
easat-7235	338	16	,	,	PUNCT
easat-7235	338	17	"	"	PUNCT
easat-7235	338	18	journal	journal	NOUN
easat-7235	338	19	of	of	ADP
easat-7235	338	20	retailing	retailing	NOUN
easat-7235	338	21	,	,	PUNCT
easat-7235	338	22	vol	vol	NOUN
easat-7235	338	23	.	.	PROPN
easat-7235	339	1	97	97	NUM
easat-7235	339	2	,	,	PUNCT
easat-7235	339	3	no	no	INTJ
easat-7235	339	4	.	.	NOUN
easat-7235	339	5	1	1	NUM
easat-7235	339	6	,	,	PUNCT
easat-7235	339	7	pp	pp	ADJ
easat-7235	339	8	.	.	PUNCT
easat-7235	340	1	13	13	NUM
easat-7235	340	2	-	-	SYM
easat-7235	340	3	27	27	NUM
easat-7235	340	4	,	,	PUNCT
easat-7235	340	5	2021	2021	NUM
easat-7235	340	6	.	.	PUNCT
easat-7235	341	1	https://doi.org/10.1016/j.jretai.2020.10.006	https://doi.org/10.1016/j.jretai.2020.10.006	NUM
easat-7235	341	2	[	[	X
easat-7235	341	3	2	2	NUM
easat-7235	341	4	]	]	X
easat-7235	341	5	d.	d.	PROPN
easat-7235	341	6	grewal	grewal	PROPN
easat-7235	341	7	,	,	PUNCT
easat-7235	341	8	d.	d.	PROPN
easat-7235	341	9	k.	k.	PROPN
easat-7235	341	10	gauri	gauri	PROPN
easat-7235	341	11	,	,	PUNCT
easat-7235	341	12	g.	g.	PROPN
easat-7235	341	13	das	das	PROPN
easat-7235	341	14	,	,	PUNCT
easat-7235	341	15	j.	j.	PROPN
easat-7235	341	16	agarwal	agarwal	PROPN
easat-7235	341	17	,	,	PUNCT
easat-7235	341	18	and	and	CCONJ
easat-7235	341	19	m.	m.	NOUN
easat-7235	341	20	t.	t.	PROPN
easat-7235	341	21	spence	spence	PROPN
easat-7235	341	22	,	,	PUNCT
easat-7235	341	23	"	"	PUNCT
easat-7235	341	24	retailing	retailing	NOUN
easat-7235	341	25	and	and	CCONJ
easat-7235	341	26	emergent	emergent	ADJ
easat-7235	341	27	technologies	technology	NOUN
easat-7235	341	28	,	,	PUNCT
easat-7235	341	29	"	"	PUNCT
easat-7235	341	30	journal	journal	NOUN
easat-7235	341	31	of	of	ADP
easat-7235	341	32	business	business	NOUN
easat-7235	341	33	research	research	NOUN
easat-7235	341	34	,	,	PUNCT
easat-7235	341	35	vol	vol	NOUN
easat-7235	341	36	.	.	PROPN
easat-7235	341	37	134	134	NUM
easat-7235	341	38	,	,	PUNCT
easat-7235	341	39	pp	pp	ADJ
easat-7235	341	40	.	.	PUNCT
easat-7235	341	41	198	198	NUM
easat-7235	341	42	-	-	SYM
easat-7235	341	43	202	202	NUM
easat-7235	341	44	,	,	PUNCT
easat-7235	341	45	2021	2021	NUM
easat-7235	341	46	.	.	PUNCT
easat-7235	342	1	https://doi.org/10.1016/j.jbusres.2021.05.004	https://doi.org/10.1016/j.jbusres.2021.05.004	PROPN
easat-7235	342	2	[	[	X
easat-7235	342	3	3	3	X
easat-7235	342	4	]	]	X
easat-7235	342	5	e.	e.	PROPN
easat-7235	342	6	t.	t.	PROPN
easat-7235	342	7	bradlow	bradlow	PROPN
easat-7235	342	8	,	,	PUNCT
easat-7235	342	9	m.	m.	NOUN
easat-7235	342	10	gangwar	gangwar	PROPN
easat-7235	342	11	,	,	PUNCT
easat-7235	342	12	p.	p.	NOUN
easat-7235	342	13	kopalle	kopalle	PROPN
easat-7235	342	14	,	,	PUNCT
easat-7235	342	15	and	and	CCONJ
easat-7235	342	16	s.	s.	PROPN
easat-7235	342	17	voleti	voleti	PROPN
easat-7235	342	18	,	,	PUNCT
easat-7235	342	19	"	"	PUNCT
easat-7235	342	20	the	the	DET
easat-7235	342	21	role	role	NOUN
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easat-7235	342	23	big	big	ADJ
easat-7235	342	24	data	datum	NOUN
easat-7235	342	25	and	and	CCONJ
easat-7235	342	26	predictive	predictive	ADJ
easat-7235	342	27	analytics	analytic	NOUN
easat-7235	342	28	in	in	ADP
easat-7235	342	29	retailing	retailing	NOUN
easat-7235	342	30	,	,	PUNCT
easat-7235	342	31	"	"	PUNCT
easat-7235	342	32	journal	journal	NOUN
easat-7235	342	33	of	of	ADP
easat-7235	342	34	retailing	retailing	NOUN
easat-7235	342	35	,	,	PUNCT
easat-7235	342	36	vol	vol	NOUN
easat-7235	342	37	.	.	PROPN
easat-7235	342	38	93	93	NUM
easat-7235	342	39	,	,	PUNCT
easat-7235	342	40	no	no	INTJ
easat-7235	342	41	.	.	NOUN
easat-7235	342	42	1	1	NUM
easat-7235	342	43	,	,	PUNCT
easat-7235	342	44	pp	pp	ADJ
easat-7235	342	45	.	.	PUNCT
easat-7235	343	1	79	79	NUM
easat-7235	343	2	-	-	SYM
easat-7235	343	3	95	95	NUM
easat-7235	343	4	,	,	PUNCT
easat-7235	343	5	2017	2017	NUM
easat-7235	343	6	.	.	PUNCT
easat-7235	344	1	https://doi.org/10.1016/j.jretai.2016.12.004	https://doi.org/10.1016/j.jretai.2016.12.004	VERB
easat-7235	345	1	[	[	X
easat-7235	345	2	4	4	X
easat-7235	345	3	]	]	X
easat-7235	345	4	d.	d.	PROPN
easat-7235	345	5	d.	d.	PROPN
easat-7235	345	6	phan	phan	PROPN
easat-7235	345	7	and	and	CCONJ
easat-7235	345	8	d.	d.	PROPN
easat-7235	345	9	r.	r.	PROPN
easat-7235	345	10	vogel	vogel	PROPN
easat-7235	345	11	,	,	PUNCT
easat-7235	345	12	"	"	PUNCT
easat-7235	345	13	a	a	DET
easat-7235	345	14	model	model	NOUN
easat-7235	345	15	of	of	ADP
easat-7235	345	16	customer	customer	NOUN
easat-7235	345	17	relationship	relationship	NOUN
easat-7235	345	18	management	management	NOUN
easat-7235	345	19	and	and	CCONJ
easat-7235	345	20	business	business	NOUN
easat-7235	345	21	intelligence	intelligence	NOUN
easat-7235	345	22	systems	system	NOUN
easat-7235	345	23	for	for	ADP
easat-7235	345	24	catalogue	catalogue	NOUN
easat-7235	345	25	and	and	CCONJ
easat-7235	345	26	online	online	ADJ
easat-7235	345	27	retailers	retailer	NOUN
easat-7235	345	28	,	,	PUNCT
easat-7235	345	29	"	"	PUNCT
easat-7235	345	30	information	information	NOUN
easat-7235	345	31	&	&	CCONJ
easat-7235	345	32	management	management	NOUN
easat-7235	345	33	,	,	PUNCT
easat-7235	345	34	vol	vol	NOUN
easat-7235	345	35	.	.	PROPN
easat-7235	346	1	47	47	NUM
easat-7235	346	2	,	,	PUNCT
easat-7235	346	3	no	no	INTJ
easat-7235	346	4	.	.	NOUN
easat-7235	346	5	2	2	NUM
easat-7235	346	6	,	,	PUNCT
easat-7235	346	7	pp	pp	ADJ
easat-7235	346	8	.	.	PUNCT
easat-7235	347	1	69	69	NUM
easat-7235	347	2	-	-	SYM
easat-7235	347	3	77	77	NUM
easat-7235	347	4	,	,	PUNCT
easat-7235	347	5	2010	2010	NUM
easat-7235	347	6	.	.	PUNCT
easat-7235	348	1	https://doi.org/10.1016/j.im.2009.09.001	https://doi.org/10.1016/j.im.2009.09.001	X
easat-7235	349	1	[	[	X
easat-7235	349	2	5	5	NUM
easat-7235	349	3	]	]	PUNCT
easat-7235	349	4	t.	t.	NOUN
easat-7235	349	5	sanguanpiyapan	sanguanpiyapan	PROPN
easat-7235	349	6	and	and	CCONJ
easat-7235	349	7	c.	c.	PROPN
easat-7235	349	8	jasper	jasper	PROPN
easat-7235	349	9	,	,	PUNCT
easat-7235	349	10	"	"	PUNCT
easat-7235	349	11	consumer	consumer	NOUN
easat-7235	349	12	insights	insight	NOUN
easat-7235	349	13	into	into	ADP
easat-7235	349	14	luxury	luxury	NOUN
easat-7235	349	15	goods	good	NOUN
easat-7235	349	16	:	:	PUNCT
easat-7235	349	17	why	why	SCONJ
easat-7235	349	18	they	they	PRON
easat-7235	349	19	shop	shop	VERB
easat-7235	349	20	where	where	SCONJ
easat-7235	349	21	they	they	PRON
easat-7235	349	22	do	do	VERB
easat-7235	349	23	in	in	ADP
easat-7235	349	24	a	a	DET
easat-7235	349	25	jewelry	jewelry	NOUN
easat-7235	349	26	shopping	shopping	NOUN
easat-7235	349	27	setting	setting	NOUN
easat-7235	349	28	,	,	PUNCT
easat-7235	349	29	"	"	PUNCT
easat-7235	349	30	journal	journal	NOUN
easat-7235	349	31	of	of	ADP
easat-7235	349	32	retailing	retailing	NOUN
easat-7235	349	33	and	and	CCONJ
easat-7235	349	34	consumer	consumer	NOUN
easat-7235	349	35	services	service	NOUN
easat-7235	349	36	,	,	PUNCT
easat-7235	349	37	vol	vol	NOUN
easat-7235	349	38	.	.	PROPN
easat-7235	349	39	17	17	NUM
easat-7235	349	40	,	,	PUNCT
easat-7235	349	41	no	no	INTJ
easat-7235	349	42	.	.	NOUN
easat-7235	349	43	2	2	NUM
easat-7235	349	44	,	,	PUNCT
easat-7235	349	45	pp	pp	ADJ
easat-7235	349	46	.	.	PUNCT
easat-7235	350	1	152	152	NUM
easat-7235	350	2	-	-	SYM
easat-7235	350	3	160	160	NUM
easat-7235	350	4	,	,	PUNCT
easat-7235	350	5	2010	2010	NUM
easat-7235	350	6	.	.	PUNCT
easat-7235	351	1	https://doi.org/10.1016/j.jretconser.2009.12.001	https://doi.org/10.1016/j.jretconser.2009.12.001	NOUN
easat-7235	352	1	[	[	X
easat-7235	352	2	6	6	NUM
easat-7235	352	3	]	]	PUNCT
easat-7235	352	4	m.	m.	NOUN
easat-7235	352	5	shi	shi	PROPN
easat-7235	352	6	,	,	PUNCT
easat-7235	352	7	c.	c.	PROPN
easat-7235	352	8	zhang	zhang	PROPN
easat-7235	352	9	,	,	PUNCT
easat-7235	352	10	and	and	CCONJ
easat-7235	352	11	c.-l	c.-l	PROPN
easat-7235	352	12	.	.	PUNCT
easat-7235	353	1	chen	chen	PROPN
easat-7235	353	2	,	,	PUNCT
easat-7235	353	3	"	"	PUNCT
easat-7235	353	4	the	the	DET
easat-7235	353	5	evolution	evolution	NOUN
easat-7235	353	6	of	of	ADP
easat-7235	353	7	corporate	corporate	ADJ
easat-7235	353	8	innovation	innovation	NOUN
easat-7235	353	9	in	in	ADP
easat-7235	353	10	the	the	DET
easat-7235	353	11	o2o	o2o	NOUN
easat-7235	353	12	model	model	NOUN
easat-7235	353	13	—	—	PUNCT
easat-7235	353	14	case	case	NOUN
easat-7235	353	15	studies	study	NOUN
easat-7235	353	16	in	in	ADP
easat-7235	353	17	the	the	DET
easat-7235	353	18	chinese	chinese	ADJ
easat-7235	353	19	jewelry	jewelry	NOUN
easat-7235	353	20	retail	retail	ADJ
easat-7235	353	21	sector	sector	NOUN
easat-7235	353	22	,	,	PUNCT
easat-7235	353	23	"	"	PUNCT
easat-7235	353	24	sustainability	sustainability	NOUN
easat-7235	353	25	,	,	PUNCT
easat-7235	353	26	vol	vol	NOUN
easat-7235	353	27	.	.	PROPN
easat-7235	353	28	15	15	NUM
easat-7235	353	29	,	,	PUNCT
easat-7235	353	30	no	no	INTJ
easat-7235	353	31	.	.	NOUN
easat-7235	353	32	17	17	NUM
easat-7235	353	33	,	,	PUNCT
easat-7235	353	34	p.	p.	NOUN
easat-7235	353	35	13017	13017	NUM
easat-7235	353	36	,	,	PUNCT
easat-7235	353	37	2023	2023	NUM
easat-7235	353	38	.	.	PUNCT
easat-7235	354	1	https://doi.org/10.3390/su151713017	https://doi.org/10.3390/su151713017	PRON
easat-7235	355	1	[	[	X
easat-7235	355	2	7	7	X
easat-7235	355	3	]	]	X
easat-7235	355	4	r.	r.	PROPN
easat-7235	355	5	s.	s.	PROPN
easat-7235	355	6	swift	swift	PROPN
easat-7235	355	7	,	,	PUNCT
easat-7235	355	8	accelerating	accelerate	VERB
easat-7235	355	9	customer	customer	NOUN
easat-7235	355	10	relationships	relationship	NOUN
easat-7235	355	11	:	:	PUNCT
easat-7235	355	12	using	use	VERB
easat-7235	355	13	crm	crm	NOUN
easat-7235	355	14	and	and	CCONJ
easat-7235	355	15	relationship	relationship	NOUN
easat-7235	355	16	technologies	technology	NOUN
easat-7235	355	17	.	.	PUNCT
easat-7235	356	1	upper	upper	ADJ
easat-7235	356	2	saddle	saddle	PROPN
easat-7235	356	3	river	river	NOUN
easat-7235	356	4	:	:	PUNCT
easat-7235	356	5	prentice	prentice	PROPN
easat-7235	356	6	hall	hall	PROPN
easat-7235	356	7	professional	professional	NOUN
easat-7235	356	8	,	,	PUNCT
easat-7235	356	9	2001	2001	NUM
easat-7235	356	10	.	.	PUNCT
easat-7235	357	1	[	[	X
easat-7235	357	2	8	8	X
easat-7235	357	3	]	]	PUNCT
easat-7235	357	4	j.	j.	PROPN
easat-7235	357	5	hagberg	hagberg	PROPN
easat-7235	357	6	,	,	PUNCT
easat-7235	357	7	m.	m.	NOUN
easat-7235	357	8	sundstrom	sundstrom	PROPN
easat-7235	357	9	,	,	PUNCT
easat-7235	357	10	and	and	CCONJ
easat-7235	357	11	n.	n.	PROPN
easat-7235	357	12	egels	egel	NOUN
easat-7235	357	13	-	-	PUNCT
easat-7235	357	14	zandén	zandén	NOUN
easat-7235	357	15	,	,	PUNCT
easat-7235	357	16	"	"	PUNCT
easat-7235	357	17	the	the	DET
easat-7235	357	18	digitalization	digitalization	NOUN
easat-7235	357	19	of	of	ADP
easat-7235	357	20	retailing	retailing	NOUN
easat-7235	357	21	:	:	PUNCT
easat-7235	357	22	an	an	DET
easat-7235	357	23	exploratory	exploratory	ADJ
easat-7235	357	24	framework	framework	NOUN
easat-7235	357	25	,	,	PUNCT
easat-7235	357	26	"	"	PUNCT
easat-7235	357	27	international	international	ADJ
easat-7235	357	28	journal	journal	NOUN
easat-7235	357	29	of	of	ADP
easat-7235	357	30	retail	retail	PROPN
easat-7235	357	31	&	&	CCONJ
easat-7235	357	32	distribution	distribution	NOUN
easat-7235	357	33	management	management	NOUN
easat-7235	357	34	,	,	PUNCT
easat-7235	357	35	vol	vol	NOUN
easat-7235	357	36	.	.	PROPN
easat-7235	357	37	44	44	NUM
easat-7235	357	38	,	,	PUNCT
easat-7235	357	39	no	no	INTJ
easat-7235	357	40	.	.	NOUN
easat-7235	357	41	7	7	NUM
easat-7235	357	42	,	,	PUNCT
easat-7235	357	43	pp	pp	ADJ
easat-7235	357	44	.	.	PUNCT
easat-7235	358	1	694	694	NUM
easat-7235	358	2	-	-	SYM
easat-7235	358	3	712	712	NUM
easat-7235	358	4	,	,	PUNCT
easat-7235	358	5	2016	2016	NUM
easat-7235	358	6	.	.	PUNCT
easat-7235	359	1	https://doi.org/10.1108/ijrdm-09-2015-0140	https://doi.org/10.1108/ijrdm-09-2015-0140	NOUN
easat-7235	360	1	[	[	X
easat-7235	360	2	9	9	NUM
easat-7235	360	3	]	]	X
easat-7235	360	4	f.	f.	PROPN
easat-7235	360	5	d.	d.	PROPN
easat-7235	360	6	gouveia	gouveia	PROPN
easat-7235	360	7	and	and	CCONJ
easat-7235	360	8	h.	h.	PROPN
easat-7235	360	9	são	são	PROPN
easat-7235	360	10	mamede	mamede	PROPN
easat-7235	360	11	,	,	PUNCT
easat-7235	360	12	"	"	PUNCT
easat-7235	360	13	digital	digital	ADJ
easat-7235	360	14	transformation	transformation	NOUN
easat-7235	360	15	for	for	ADP
easat-7235	360	16	smes	sme	NOUN
easat-7235	360	17	in	in	ADP
easat-7235	360	18	the	the	DET
easat-7235	360	19	retail	retail	ADJ
easat-7235	360	20	industry	industry	NOUN
easat-7235	360	21	,	,	PUNCT
easat-7235	360	22	"	"	PUNCT
easat-7235	360	23	procedia	procedia	NOUN
easat-7235	360	24	computer	computer	NOUN
easat-7235	360	25	science	science	NOUN
easat-7235	360	26	,	,	PUNCT
easat-7235	360	27	vol	vol	NOUN
easat-7235	360	28	.	.	PROPN
easat-7235	361	1	204	204	NUM
easat-7235	361	2	,	,	PUNCT
easat-7235	361	3	pp	pp	ADV
easat-7235	361	4	.	.	PUNCT
easat-7235	362	1	671	671	NUM
easat-7235	362	2	-	-	SYM
easat-7235	362	3	681	681	NUM
easat-7235	362	4	,	,	PUNCT
easat-7235	362	5	2022	2022	NUM
easat-7235	362	6	.	.	PUNCT
easat-7235	363	1	https://doi.org/10.1016/j.procs.2022.08.081	https://doi.org/10.1016/j.procs.2022.08.081	ADJ
easat-7235	363	2	[	[	X
easat-7235	363	3	10	10	NUM
easat-7235	363	4	]	]	X
easat-7235	363	5	w.	w.	PROPN
easat-7235	363	6	becker	becker	PROPN
easat-7235	363	7	and	and	CCONJ
easat-7235	363	8	o.	o.	PROPN
easat-7235	363	9	schmid	schmid	PROPN
easat-7235	363	10	,	,	PUNCT
easat-7235	363	11	"	"	PUNCT
easat-7235	363	12	the	the	DET
easat-7235	363	13	right	right	ADJ
easat-7235	363	14	digital	digital	ADJ
easat-7235	363	15	strategy	strategy	NOUN
easat-7235	363	16	for	for	ADP
easat-7235	363	17	your	your	PRON
easat-7235	363	18	business	business	NOUN
easat-7235	363	19	:	:	PUNCT
easat-7235	363	20	an	an	DET
easat-7235	363	21	empirical	empirical	ADJ
easat-7235	363	22	analysis	analysis	NOUN
easat-7235	363	23	of	of	ADP
easat-7235	363	24	the	the	DET
easat-7235	363	25	design	design	NOUN
easat-7235	363	26	and	and	CCONJ
easat-7235	363	27	implementation	implementation	NOUN
easat-7235	363	28	of	of	ADP
easat-7235	363	29	digital	digital	ADJ
easat-7235	363	30	strategies	strategy	NOUN
easat-7235	363	31	in	in	ADP
easat-7235	363	32	smes	sme	NOUN
easat-7235	363	33	and	and	CCONJ
easat-7235	363	34	lses	lse	NOUN
easat-7235	363	35	,	,	PUNCT
easat-7235	363	36	"	"	PUNCT
easat-7235	363	37	business	business	NOUN
easat-7235	363	38	research	research	NOUN
easat-7235	363	39	,	,	PUNCT
easat-7235	363	40	vol	vol	NOUN
easat-7235	363	41	.	.	PROPN
easat-7235	363	42	13	13	NUM
easat-7235	363	43	,	,	PUNCT
easat-7235	363	44	no	no	INTJ
easat-7235	363	45	.	.	NOUN
easat-7235	363	46	3	3	NUM
easat-7235	363	47	,	,	PUNCT
easat-7235	363	48	pp	pp	ADJ
easat-7235	363	49	.	.	PUNCT
easat-7235	364	1	985	985	NUM
easat-7235	364	2	-	-	SYM
easat-7235	364	3	1005	1005	NUM
easat-7235	364	4	,	,	PUNCT
easat-7235	364	5	2020	2020	NUM
easat-7235	364	6	.	.	PUNCT
easat-7235	365	1	https://doi.org/10.1007/s40685-020-00124-y	https://doi.org/10.1007/s40685-020-00124-y	NOUN
easat-7235	366	1	[	[	X
easat-7235	366	2	11	11	NUM
easat-7235	366	3	]	]	PUNCT
easat-7235	366	4	s.	s.	PROPN
easat-7235	366	5	singh	singh	PROPN
easat-7235	366	6	,	,	PUNCT
easat-7235	366	7	m.	m.	NOUN
easat-7235	366	8	sharma	sharma	PROPN
easat-7235	366	9	,	,	PUNCT
easat-7235	366	10	and	and	CCONJ
easat-7235	366	11	s.	s.	PROPN
easat-7235	366	12	dhir	dhir	PROPN
easat-7235	366	13	,	,	PUNCT
easat-7235	366	14	"	"	PUNCT
easat-7235	366	15	modeling	model	VERB
easat-7235	366	16	the	the	DET
easat-7235	366	17	effects	effect	NOUN
easat-7235	366	18	of	of	ADP
easat-7235	366	19	digital	digital	ADJ
easat-7235	366	20	transformation	transformation	NOUN
easat-7235	366	21	in	in	ADP
easat-7235	366	22	indian	indian	ADJ
easat-7235	366	23	manufacturing	manufacturing	NOUN
easat-7235	366	24	industry	industry	NOUN
easat-7235	366	25	,	,	PUNCT
easat-7235	366	26	"	"	PUNCT
easat-7235	366	27	technology	technology	NOUN
easat-7235	366	28	in	in	ADP
easat-7235	366	29	society	society	NOUN
easat-7235	366	30	,	,	PUNCT
easat-7235	366	31	vol	vol	NOUN
easat-7235	366	32	.	.	PROPN
easat-7235	366	33	67	67	NUM
easat-7235	366	34	,	,	PUNCT
easat-7235	366	35	p.	p.	NOUN
easat-7235	366	36	101763	101763	NUM
easat-7235	366	37	,	,	PUNCT
easat-7235	366	38	2021	2021	NUM
easat-7235	366	39	.	.	PUNCT
easat-7235	367	1	https://doi.org/10.1007/s40685-020-00124-y	https://doi.org/10.1007/s40685-020-00124-y	NOUN
easat-7235	367	2	[	[	X
easat-7235	367	3	12	12	NUM
easat-7235	367	4	]	]	PUNCT
easat-7235	367	5	m.	m.	PROPN
easat-7235	367	6	r.	r.	PROPN
easat-7235	367	7	kumar	kumar	PROPN
easat-7235	367	8	,	,	PUNCT
easat-7235	367	9	j.	j.	PROPN
easat-7235	367	10	venkatesh	venkatesh	PROPN
easat-7235	367	11	,	,	PUNCT
easat-7235	367	12	and	and	CCONJ
easat-7235	367	13	a.	a.	NOUN
easat-7235	367	14	m.	m.	PROPN
easat-7235	367	15	z.	z.	PROPN
easat-7235	367	16	rahman	rahman	PROPN
easat-7235	367	17	,	,	PUNCT
easat-7235	367	18	"	"	PUNCT
easat-7235	367	19	data	data	NOUN
easat-7235	367	20	mining	mining	NOUN
easat-7235	367	21	and	and	CCONJ
easat-7235	367	22	machine	machine	NOUN
easat-7235	367	23	learning	learning	NOUN
easat-7235	367	24	in	in	ADP
easat-7235	367	25	retail	retail	ADJ
easat-7235	367	26	business	business	NOUN
easat-7235	367	27	:	:	PUNCT
easat-7235	367	28	developing	develop	VERB
easat-7235	367	29	efficiencies	efficiency	NOUN
easat-7235	367	30	for	for	ADP
easat-7235	367	31	better	well	ADJ
easat-7235	367	32	customer	customer	NOUN
easat-7235	367	33	retention	retention	NOUN
easat-7235	367	34	,	,	PUNCT
easat-7235	367	35	"	"	PUNCT
easat-7235	367	36	journal	journal	NOUN
easat-7235	367	37	of	of	ADP
easat-7235	367	38	ambient	ambient	ADJ
easat-7235	367	39	intelligence	intelligence	NOUN
easat-7235	367	40	and	and	CCONJ
easat-7235	367	41	humanized	humanize	VERB
easat-7235	367	42	computing	computing	NOUN
easat-7235	367	43	,	,	PUNCT
easat-7235	367	44	pp	pp	ADJ
easat-7235	367	45	.	.	PUNCT
easat-7235	368	1	1	1	NUM
easat-7235	368	2	-	-	SYM
easat-7235	368	3	13	13	NUM
easat-7235	368	4	,	,	PUNCT
easat-7235	368	5	2021	2021	NUM
easat-7235	368	6	.	.	PUNCT
easat-7235	369	1	https://doi.org/10.1007/s12652-020-02711-7	https://doi.org/10.1007/s12652-020-02711-7	NUM
easat-7235	370	1	[	[	PUNCT
easat-7235	370	2	13	13	NUM
easat-7235	370	3	]	]	PUNCT
easat-7235	370	4	c.	c.	PROPN
easat-7235	370	5	c.	c.	PROPN
easat-7235	370	6	jayasundara	jayasundara	PROPN
easat-7235	370	7	,	,	PUNCT
easat-7235	370	8	"	"	PUNCT
easat-7235	370	9	prediction	prediction	NOUN
easat-7235	370	10	of	of	ADP
easat-7235	370	11	marketing	marketing	NOUN
easat-7235	370	12	by	by	ADP
easat-7235	370	13	the	the	DET
easat-7235	370	14	consumer	consumer	NOUN
easat-7235	370	15	analytics	analytic	NOUN
easat-7235	370	16	.	.	PUNCT
easat-7235	371	1	in	in	ADP
easat-7235	371	2	big	big	ADJ
easat-7235	371	3	data	datum	NOUN
easat-7235	371	4	analytics	analytic	NOUN
easat-7235	371	5	.	.	PUNCT
easat-7235	371	6	"	"	PUNCT
easat-7235	372	1	boca	boca	PROPN
easat-7235	372	2	raton	raton	PROPN
easat-7235	372	3	:	:	PUNCT
easat-7235	372	4	auerbach	auerbach	PROPN
easat-7235	372	5	publications	publication	NOUN
easat-7235	372	6	,	,	PUNCT
easat-7235	372	7	2022	2022	NUM
easat-7235	372	8	,	,	PUNCT
easat-7235	372	9	pp	pp	ADJ
easat-7235	372	10	.	.	PUNCT
easat-7235	373	1	77	77	NUM
easat-7235	373	2	-	-	SYM
easat-7235	373	3	118	118	NUM
easat-7235	373	4	.	.	PUNCT
easat-7235	374	1	[	[	X
easat-7235	374	2	14	14	NUM
easat-7235	374	3	]	]	X
easat-7235	374	4	h.	h.	PROPN
easat-7235	374	5	n.	n.	PROPN
easat-7235	374	6	rothberg	rothberg	PROPN
easat-7235	374	7	and	and	CCONJ
easat-7235	374	8	g.	g.	PROPN
easat-7235	374	9	s.	s.	PROPN
easat-7235	374	10	erickson	erickson	PROPN
easat-7235	374	11	,	,	PUNCT
easat-7235	374	12	"	"	PUNCT
easat-7235	374	13	big	big	ADJ
easat-7235	374	14	data	datum	NOUN
easat-7235	374	15	systems	system	NOUN
easat-7235	374	16	:	:	PUNCT
easat-7235	374	17	knowledge	knowledge	NOUN
easat-7235	374	18	transfer	transfer	NOUN
easat-7235	374	19	or	or	CCONJ
easat-7235	374	20	intelligence	intelligence	NOUN
easat-7235	374	21	insights	insight	NOUN
easat-7235	374	22	?	?	PUNCT
easat-7235	374	23	,	,	PUNCT
easat-7235	374	24	"	"	PUNCT
easat-7235	374	25	journal	journal	NOUN
easat-7235	374	26	of	of	ADP
easat-7235	374	27	knowledge	knowledge	PROPN
easat-7235	374	28	management	management	PROPN
easat-7235	374	29	,	,	PUNCT
easat-7235	374	30	vol	vol	NOUN
easat-7235	374	31	.	.	PROPN
easat-7235	374	32	21	21	NUM
easat-7235	374	33	,	,	PUNCT
easat-7235	374	34	no	no	INTJ
easat-7235	374	35	.	.	NOUN
easat-7235	374	36	1	1	NUM
easat-7235	374	37	,	,	PUNCT
easat-7235	374	38	pp	pp	ADJ
easat-7235	374	39	.	.	PUNCT
easat-7235	375	1	92	92	NUM
easat-7235	375	2	-	-	SYM
easat-7235	375	3	112	112	NUM
easat-7235	375	4	,	,	PUNCT
easat-7235	375	5	2017	2017	NUM
easat-7235	375	6	.	.	PUNCT
easat-7235	376	1	https://doi.org/10.1108/jkm-07-2015-0300	https://doi.org/10.1108/jkm-07-2015-0300	INTJ
easat-7235	377	1	[	[	X
easat-7235	377	2	15	15	NUM
easat-7235	377	3	]	]	X
easat-7235	377	4	k.	k.	PROPN
easat-7235	377	5	kondo	kondo	PROPN
easat-7235	377	6	and	and	CCONJ
easat-7235	377	7	â	â	PROPN
easat-7235	377	8	.	.	PUNCT
easat-7235	377	9	j.	j.	PROPN
easat-7235	377	10	b.	b.	PROPN
easat-7235	377	11	vicente	vicente	PROPN
easat-7235	377	12	,	,	PUNCT
easat-7235	377	13	"	"	PUNCT
easat-7235	377	14	the	the	DET
easat-7235	377	15	coordination	coordination	NOUN
easat-7235	377	16	imperative	imperative	NOUN
easat-7235	377	17	:	:	PUNCT
easat-7235	377	18	a	a	DET
easat-7235	377	19	comprehensive	comprehensive	ADJ
easat-7235	377	20	approach	approach	NOUN
easat-7235	377	21	to	to	PART
easat-7235	377	22	align	align	VERB
easat-7235	377	23	customer	customer	NOUN
easat-7235	377	24	demand	demand	NOUN
easat-7235	377	25	and	and	CCONJ
easat-7235	377	26	inventory	inventory	NOUN
easat-7235	377	27	management	management	NOUN
easat-7235	377	28	for	for	ADP
easat-7235	377	29	superior	superior	ADJ
easat-7235	377	30	customer	customer	NOUN
easat-7235	377	31	experience	experience	NOUN
easat-7235	377	32	in	in	ADP
easat-7235	377	33	retail	retail	NOUN
easat-7235	377	34	,	,	PUNCT
easat-7235	377	35	"	"	PUNCT
easat-7235	377	36	doctoral	doctoral	ADJ
easat-7235	377	37	dissertation	dissertation	NOUN
easat-7235	377	38	,	,	PUNCT
easat-7235	377	39	massachusetts	massachusetts	PROPN
easat-7235	377	40	institute	institute	PROPN
easat-7235	377	41	of	of	ADP
easat-7235	377	42	technology	technology	PROPN
easat-7235	377	43	,	,	PUNCT
easat-7235	377	44	2023	2023	NUM
easat-7235	377	45	.	.	PUNCT
easat-7235	378	1	[	[	X
easat-7235	378	2	16	16	NUM
easat-7235	378	3	]	]	PUNCT
easat-7235	378	4	w.-s	w.-	NOUN
easat-7235	378	5	.	.	PUNCT
easat-7235	379	1	lo	lo	PROPN
easat-7235	379	2	,	,	PUNCT
easat-7235	379	3	t.-p	t.-p	PROPN
easat-7235	379	4	.	.	PUNCT
easat-7235	380	1	hong	hong	PROPN
easat-7235	380	2	,	,	PUNCT
easat-7235	380	3	and	and	CCONJ
easat-7235	380	4	r.	r.	PROPN
easat-7235	380	5	jeng	jeng	PROPN
easat-7235	380	6	,	,	PUNCT
easat-7235	380	7	"	"	PUNCT
easat-7235	380	8	a	a	DET
easat-7235	380	9	framework	framework	NOUN
easat-7235	380	10	of	of	ADP
easat-7235	380	11	e	e	PROPN
easat-7235	380	12	-	-	PROPN
easat-7235	380	13	scm	scm	PROPN
easat-7235	380	14	multi	multi	ADJ
easat-7235	380	15	-	-	ADJ
easat-7235	380	16	agent	agent	ADJ
easat-7235	380	17	systems	system	NOUN
easat-7235	380	18	in	in	ADP
easat-7235	380	19	the	the	DET
easat-7235	380	20	fashion	fashion	NOUN
easat-7235	380	21	industry	industry	NOUN
easat-7235	380	22	,	,	PUNCT
easat-7235	380	23	"	"	PUNCT
easat-7235	380	24	international	international	ADJ
easat-7235	380	25	journal	journal	NOUN
easat-7235	380	26	of	of	ADP
easat-7235	380	27	production	production	NOUN
easat-7235	380	28	economics	economic	NOUN
easat-7235	380	29	,	,	PUNCT
easat-7235	380	30	vol	vol	NOUN
easat-7235	380	31	.	.	PROPN
easat-7235	380	32	114	114	NUM
easat-7235	380	33	,	,	PUNCT
easat-7235	380	34	no	no	INTJ
easat-7235	380	35	.	.	NOUN
easat-7235	380	36	2	2	NUM
easat-7235	380	37	,	,	PUNCT
easat-7235	380	38	pp	pp	ADJ
easat-7235	380	39	.	.	PUNCT
easat-7235	381	1	594	594	NUM
easat-7235	381	2	-	-	SYM
easat-7235	381	3	614	614	NUM
easat-7235	381	4	,	,	PUNCT
easat-7235	381	5	2008	2008	NUM
easat-7235	381	6	.	.	PUNCT
easat-7235	382	1	https://doi.org/10.1016/j.ijpe.2007.09.010	https://doi.org/10.1016/j.ijpe.2007.09.010	NOUN
easat-7235	383	1	[	[	X
easat-7235	383	2	17	17	NUM
easat-7235	383	3	]	]	X
easat-7235	383	4	v.	v.	CCONJ
easat-7235	383	5	charles	charles	PROPN
easat-7235	383	6	,	,	PUNCT
easat-7235	383	7	p.	p.	NOUN
easat-7235	383	8	garg	garg	PROPN
easat-7235	383	9	,	,	PUNCT
easat-7235	383	10	n.	n.	PROPN
easat-7235	383	11	gupta	gupta	PROPN
easat-7235	383	12	,	,	PUNCT
easat-7235	383	13	and	and	CCONJ
easat-7235	383	14	m.	m.	NOUN
easat-7235	383	15	agarwal	agarwal	PROPN
easat-7235	383	16	,	,	PUNCT
easat-7235	383	17	"	"	PUNCT
easat-7235	383	18	data	data	NOUN
easat-7235	383	19	analytics	analytic	NOUN
easat-7235	383	20	and	and	CCONJ
easat-7235	383	21	business	business	NOUN
easat-7235	383	22	intelligence	intelligence	NOUN
easat-7235	383	23	,	,	PUNCT
easat-7235	383	24	"	"	PUNCT
easat-7235	383	25	data	datum	NOUN
easat-7235	383	26	analytics	analytic	NOUN
easat-7235	383	27	and	and	CCONJ
easat-7235	383	28	business	business	NOUN
easat-7235	383	29	intelligence	intelligence	NOUN
easat-7235	383	30	,	,	PUNCT
easat-7235	383	31	2023	2023	NUM
easat-7235	383	32	.	.	PUNCT
easat-7235	384	1	https://doi.org/10.1201/9781003189640	https://doi.org/10.1201/9781003189640	VERB
easat-7235	384	2	[	[	X
easat-7235	384	3	18	18	NUM
easat-7235	384	4	]	]	X
easat-7235	384	5	s.	s.	PROPN
easat-7235	384	6	erevelles	erevelles	PROPN
easat-7235	384	7	,	,	PUNCT
easat-7235	384	8	n.	n.	NOUN
easat-7235	384	9	fukawa	fukawa	PROPN
easat-7235	384	10	,	,	PUNCT
easat-7235	384	11	and	and	CCONJ
easat-7235	384	12	l.	l.	PROPN
easat-7235	384	13	swayne	swayne	PROPN
easat-7235	384	14	,	,	PUNCT
easat-7235	384	15	"	"	PUNCT
easat-7235	384	16	big	big	ADJ
easat-7235	384	17	data	datum	NOUN
easat-7235	384	18	consumer	consumer	NOUN
easat-7235	384	19	analytics	analytic	NOUN
easat-7235	384	20	and	and	CCONJ
easat-7235	384	21	the	the	DET
easat-7235	384	22	transformation	transformation	NOUN
easat-7235	384	23	of	of	ADP
easat-7235	384	24	marketing	marketing	NOUN
easat-7235	384	25	,	,	PUNCT
easat-7235	384	26	"	"	PUNCT
easat-7235	384	27	journal	journal	NOUN
easat-7235	384	28	of	of	ADP
easat-7235	384	29	business	business	NOUN
easat-7235	384	30	research	research	NOUN
easat-7235	384	31	,	,	PUNCT
easat-7235	384	32	vol	vol	NOUN
easat-7235	384	33	.	.	PROPN
easat-7235	385	1	69	69	NUM
easat-7235	385	2	,	,	PUNCT
easat-7235	385	3	no	no	INTJ
easat-7235	385	4	.	.	NOUN
easat-7235	385	5	2	2	NUM
easat-7235	385	6	,	,	PUNCT
easat-7235	385	7	pp	pp	ADJ
easat-7235	385	8	.	.	PUNCT
easat-7235	386	1	897	897	NUM
easat-7235	386	2	-	-	SYM
easat-7235	386	3	904	904	NUM
easat-7235	386	4	,	,	PUNCT
easat-7235	386	5	2016	2016	NUM
easat-7235	386	6	.	.	PUNCT
easat-7235	387	1	https://doi.org/10.1016/j.jbusres.2015.07.001	https://doi.org/10.1016/j.jbusres.2015.07.001	PROPN
easat-7235	388	1	[	[	X
easat-7235	388	2	19	19	NUM
easat-7235	388	3	]	]	PUNCT
easat-7235	388	4	s.	s.	PROPN
easat-7235	388	5	ahmad	ahmad	PROPN
easat-7235	388	6	,	,	PUNCT
easat-7235	388	7	s.	s.	PROPN
easat-7235	388	8	miskon	miskon	PROPN
easat-7235	388	9	,	,	PUNCT
easat-7235	388	10	r.	r.	PROPN
easat-7235	388	11	alabdan	alabdan	PROPN
easat-7235	388	12	,	,	PUNCT
easat-7235	388	13	and	and	CCONJ
easat-7235	388	14	i.	i.	PROPN
easat-7235	388	15	tlili	tlili	NOUN
easat-7235	388	16	,	,	PUNCT
easat-7235	388	17	"	"	PUNCT
easat-7235	388	18	towards	towards	ADP
easat-7235	388	19	sustainable	sustainable	ADJ
easat-7235	388	20	textile	textile	NOUN
easat-7235	388	21	and	and	CCONJ
easat-7235	388	22	apparel	apparel	NOUN
easat-7235	388	23	industry	industry	NOUN
easat-7235	388	24	:	:	PUNCT
easat-7235	388	25	exploring	explore	VERB
easat-7235	388	26	the	the	DET
easat-7235	388	27	role	role	NOUN
easat-7235	388	28	of	of	ADP
easat-7235	388	29	business	business	NOUN
easat-7235	388	30	intelligence	intelligence	NOUN
easat-7235	388	31	systems	system	NOUN
easat-7235	388	32	in	in	ADP
easat-7235	388	33	the	the	DET
easat-7235	388	34	era	era	NOUN
easat-7235	388	35	of	of	ADP
easat-7235	388	36	industry	industry	NOUN
easat-7235	388	37	4.0	4.0	NUM
easat-7235	388	38	,	,	PUNCT
easat-7235	388	39	"	"	PUNCT
easat-7235	388	40	sustainability	sustainability	NOUN
easat-7235	388	41	,	,	PUNCT
easat-7235	388	42	vol	vol	NOUN
easat-7235	388	43	.	.	PROPN
easat-7235	388	44	12	12	NUM
easat-7235	388	45	,	,	PUNCT
easat-7235	388	46	no	no	INTJ
easat-7235	388	47	.	.	NOUN
easat-7235	388	48	7	7	NUM
easat-7235	388	49	,	,	PUNCT
easat-7235	388	50	p.	p.	NOUN
easat-7235	388	51	2632	2632	NUM
easat-7235	388	52	,	,	PUNCT
easat-7235	388	53	2020	2020	NUM
easat-7235	388	54	.	.	PUNCT
easat-7235	389	1	https://doi.org/10.3390/su12072632	https://doi.org/10.3390/su12072632	X
easat-7235	390	1	[	[	X
easat-7235	390	2	20	20	NUM
easat-7235	390	3	]	]	PUNCT
easat-7235	390	4	j.	j.	PROPN
easat-7235	390	5	barney	barney	PROPN
easat-7235	390	6	,	,	PUNCT
easat-7235	390	7	"	"	PUNCT
easat-7235	390	8	firm	firm	ADJ
easat-7235	390	9	resources	resource	NOUN
easat-7235	390	10	and	and	CCONJ
easat-7235	390	11	sustained	sustain	VERB
easat-7235	390	12	competitive	competitive	ADJ
easat-7235	390	13	advantage	advantage	NOUN
easat-7235	390	14	,	,	PUNCT
easat-7235	390	15	"	"	PUNCT
easat-7235	390	16	journal	journal	NOUN
easat-7235	390	17	of	of	ADP
easat-7235	390	18	management	management	NOUN
easat-7235	390	19	,	,	PUNCT
easat-7235	390	20	vol	vol	NOUN
easat-7235	390	21	.	.	PROPN
easat-7235	390	22	17	17	NUM
easat-7235	390	23	,	,	PUNCT
easat-7235	390	24	no	no	INTJ
easat-7235	390	25	.	.	NOUN
easat-7235	390	26	1	1	NUM
easat-7235	390	27	,	,	PUNCT
easat-7235	390	28	pp	pp	ADJ
easat-7235	390	29	.	.	PUNCT
easat-7235	391	1	99	99	NUM
easat-7235	391	2	-	-	SYM
easat-7235	391	3	120	120	NUM
easat-7235	391	4	,	,	PUNCT
easat-7235	391	5	1991	1991	NUM
easat-7235	391	6	.	.	PUNCT
easat-7235	392	1	https://doi.org/10.1177/014920639101700108	https://doi.org/10.1177/014920639101700108	X
easat-7235	393	1	[	[	X
easat-7235	393	2	21	21	NUM
easat-7235	393	3	]	]	X
easat-7235	393	4	r.	r.	PROPN
easat-7235	393	5	b.	b.	PROPN
easat-7235	393	6	woodruff	woodruff	PROPN
easat-7235	393	7	,	,	PUNCT
easat-7235	393	8	"	"	PUNCT
easat-7235	393	9	customer	customer	NOUN
easat-7235	393	10	value	value	NOUN
easat-7235	393	11	:	:	PUNCT
easat-7235	393	12	the	the	DET
easat-7235	393	13	next	next	ADJ
easat-7235	393	14	source	source	NOUN
easat-7235	393	15	for	for	ADP
easat-7235	393	16	competitive	competitive	ADJ
easat-7235	393	17	advantage	advantage	NOUN
easat-7235	393	18	,	,	PUNCT
easat-7235	393	19	"	"	PUNCT
easat-7235	393	20	journal	journal	NOUN
easat-7235	393	21	of	of	ADP
easat-7235	393	22	the	the	DET
easat-7235	393	23	academy	academy	NOUN
easat-7235	393	24	of	of	ADP
easat-7235	393	25	marketing	marketing	NOUN
easat-7235	393	26	science	science	NOUN
easat-7235	393	27	,	,	PUNCT
easat-7235	393	28	vol	vol	NOUN
easat-7235	393	29	.	.	PROPN
easat-7235	393	30	25	25	NUM
easat-7235	393	31	,	,	PUNCT
easat-7235	393	32	pp	pp	ADJ
easat-7235	393	33	.	.	PUNCT
easat-7235	394	1	139	139	NUM
easat-7235	394	2	-	-	SYM
easat-7235	394	3	153	153	NUM
easat-7235	394	4	,	,	PUNCT
easat-7235	394	5	1997	1997	NUM
easat-7235	394	6	.	.	PUNCT
easat-7235	395	1	https://doi.org/10.1007/bf02894350	https://doi.org/10.1007/bf02894350	PROPN
easat-7235	396	1	[	[	X
easat-7235	396	2	22	22	NUM
easat-7235	396	3	]	]	PUNCT
easat-7235	396	4	m.	m.	NOUN
easat-7235	396	5	alavi	alavi	PROPN
easat-7235	396	6	and	and	CCONJ
easat-7235	396	7	d.	d.	PROPN
easat-7235	396	8	e.	e.	PROPN
easat-7235	396	9	leidner	leidner	PROPN
easat-7235	396	10	,	,	PUNCT
easat-7235	396	11	"	"	PUNCT
easat-7235	396	12	knowledge	knowledge	NOUN
easat-7235	396	13	management	management	NOUN
easat-7235	396	14	and	and	CCONJ
easat-7235	396	15	knowledge	knowledge	NOUN
easat-7235	396	16	management	management	NOUN
easat-7235	396	17	systems	system	NOUN
easat-7235	396	18	:	:	PUNCT
easat-7235	396	19	conceptual	conceptual	ADJ
easat-7235	396	20	foundations	foundation	NOUN
easat-7235	396	21	and	and	CCONJ
easat-7235	396	22	research	research	NOUN
easat-7235	396	23	issues	issue	NOUN
easat-7235	396	24	,	,	PUNCT
easat-7235	396	25	"	"	PUNCT
easat-7235	396	26	mis	mis	PROPN
easat-7235	396	27	quarterly	quarterly	PROPN
easat-7235	396	28	,	,	PUNCT
easat-7235	396	29	pp	pp	ADJ
easat-7235	396	30	.	.	PUNCT
easat-7235	397	1	107	107	NUM
easat-7235	397	2	-	-	SYM
easat-7235	397	3	136	136	NUM
easat-7235	397	4	,	,	PUNCT
easat-7235	397	5	2001	2001	NUM
easat-7235	397	6	.	.	PUNCT
easat-7235	398	1	https://doi.org/10.2307/3250961	https://doi.org/10.2307/3250961	PROPN
easat-7235	399	1	[	[	X
easat-7235	399	2	23	23	NUM
easat-7235	399	3	]	]	PUNCT
easat-7235	399	4	t.	t.	PROPN
easat-7235	399	5	hastie	hastie	PROPN
easat-7235	399	6	,	,	PUNCT
easat-7235	399	7	r.	r.	PROPN
easat-7235	399	8	tibshirani	tibshirani	PROPN
easat-7235	399	9	,	,	PUNCT
easat-7235	399	10	j.	j.	PROPN
easat-7235	399	11	h.	h.	PROPN
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easat-7235	399	14	and	and	CCONJ
easat-7235	399	15	j.	j.	PROPN
easat-7235	399	16	h.	h.	PROPN
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easat-7235	399	19	"	"	PUNCT
easat-7235	399	20	the	the	DET
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easat-7235	399	22	of	of	ADP
easat-7235	399	23	statistical	statistical	ADJ
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easat-7235	399	25	:	:	PUNCT
easat-7235	399	26	data	datum	NOUN
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easat-7235	399	28	,	,	PUNCT
easat-7235	399	29	inference	inference	NOUN
easat-7235	399	30	,	,	PUNCT
easat-7235	399	31	and	and	CCONJ
easat-7235	399	32	prediction	prediction	NOUN
easat-7235	399	33	.	.	PUNCT
easat-7235	399	34	"	"	PUNCT
easat-7235	400	1	new	new	PROPN
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easat-7235	400	7	,	,	PUNCT
easat-7235	400	8	pp	pp	ADJ
easat-7235	400	9	.	.	PUNCT
easat-7235	401	1	1	1	NUM
easat-7235	401	2	-	-	SYM
easat-7235	401	3	758	758	NUM
easat-7235	401	4	.	.	PUNCT
easat-7235	402	1	[	[	X
easat-7235	402	2	24	24	NUM
easat-7235	402	3	]	]	X
easat-7235	402	4	f.	f.	PROPN
easat-7235	402	5	s.	s.	PROPN
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easat-7235	402	7	and	and	CCONJ
easat-7235	402	8	g.	g.	PROPN
easat-7235	402	9	j.	j.	PROPN
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easat-7235	402	12	introduction	introduction	NOUN
easat-7235	402	13	to	to	ADP
easat-7235	402	14	operations	operation	NOUN
easat-7235	402	15	research	research	NOUN
easat-7235	402	16	.	.	PUNCT
easat-7235	403	1	new	new	PROPN
easat-7235	403	2	york	york	PROPN
easat-7235	403	3	:	:	PUNCT
easat-7235	403	4	mcgraw	mcgraw	PROPN
easat-7235	403	5	-	-	PUNCT
easat-7235	403	6	hill	hill	NOUN
easat-7235	403	7	,	,	PUNCT
easat-7235	403	8	2015	2015	NUM
easat-7235	403	9	.	.	PUNCT
easat-7235	404	1	[	[	X
easat-7235	404	2	25	25	NUM
easat-7235	404	3	]	]	X
easat-7235	404	4	d.	d.	PROPN
easat-7235	404	5	j.	j.	PROPN
easat-7235	404	6	teece	teece	PROPN
easat-7235	404	7	,	,	PUNCT
easat-7235	404	8	g.	g.	PROPN
easat-7235	404	9	pisano	pisano	PROPN
easat-7235	404	10	,	,	PUNCT
easat-7235	404	11	and	and	CCONJ
easat-7235	404	12	a.	a.	NOUN
easat-7235	404	13	shuen	shuen	NOUN
easat-7235	404	14	,	,	PUNCT
easat-7235	404	15	"	"	PUNCT
easat-7235	404	16	dynamic	dynamic	ADJ
easat-7235	404	17	capabilities	capability	NOUN
easat-7235	404	18	and	and	CCONJ
easat-7235	404	19	strategic	strategic	ADJ
easat-7235	404	20	management	management	NOUN
easat-7235	404	21	,	,	PUNCT
easat-7235	404	22	"	"	PUNCT
easat-7235	404	23	strategic	strategic	ADJ
easat-7235	404	24	management	management	NOUN
easat-7235	404	25	journal	journal	NOUN
easat-7235	404	26	,	,	PUNCT
easat-7235	404	27	vol	vol	NOUN
easat-7235	404	28	.	.	PROPN
easat-7235	404	29	18	18	NUM
easat-7235	404	30	,	,	PUNCT
easat-7235	404	31	no	no	INTJ
easat-7235	404	32	.	.	NOUN
easat-7235	404	33	7	7	NUM
easat-7235	404	34	,	,	PUNCT
easat-7235	404	35	pp	pp	ADJ
easat-7235	404	36	.	.	PUNCT
easat-7235	405	1	509	509	NUM
easat-7235	405	2	-	-	SYM
easat-7235	405	3	533	533	NUM
easat-7235	405	4	,	,	PUNCT
easat-7235	405	5	1997	1997	NUM
easat-7235	405	6	.	.	PUNCT
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easat-7235	406	4	https://doi.org/10.1016/j.jretai.2016.12.004	https://doi.org/10.1016/j.jretai.2016.12.004	VERB
easat-7235	406	5	https://doi.org/10.1016/j.im.2009.09.001	https://doi.org/10.1016/j.im.2009.09.001	NOUN
easat-7235	406	6	https://doi.org/10.1016/j.jretconser.2009.12.001	https://doi.org/10.1016/j.jretconser.2009.12.001	NOUN
easat-7235	406	7	https://doi.org/10.3390/su151713017	https://doi.org/10.3390/su151713017	CCONJ
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easat-7235	406	16	https://doi.org/10.1016/j.jbusres.2015.07.001	https://doi.org/10.1016/j.jbusres.2015.07.001	PROPN
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easat-7235	406	18	https://doi.org/10.1177/014920639101700108	https://doi.org/10.1177/014920639101700108	X
easat-7235	406	19	https://doi.org/10.1007/bf02894350	https://doi.org/10.1007/bf02894350	PROPN
easat-7235	406	20	https://doi.org/10.2307/3250961	https://doi.org/10.2307/3250961	PROPN