id	sid	tid	token	lemma	pos
easat-5151	1	1	edelweiss	edelweiss	PROPN
easat-5151	1	2	applied	apply	VERB
easat-5151	1	3	science	science	NOUN
easat-5151	1	4	and	and	CCONJ
easat-5151	1	5	technology	technology	NOUN
easat-5151	1	6	issn	issn	PROPN
easat-5151	1	7	:	:	PUNCT
easat-5151	1	8	2576	2576	NUM
easat-5151	1	9	-	-	SYM
easat-5151	1	10	8484	8484	NUM
easat-5151	1	11	vol	vol	NOUN
easat-5151	1	12	.	.	PROPN
easat-5151	2	1	9	9	NUM
easat-5151	2	2	,	,	PUNCT
easat-5151	2	3	no	no	INTJ
easat-5151	2	4	.	.	NOUN
easat-5151	2	5	3	3	NUM
easat-5151	2	6	,	,	PUNCT
easat-5151	2	7	137	137	NUM
easat-5151	2	8	-	-	SYM
easat-5151	2	9	150	150	NUM
easat-5151	2	10	2025	2025	NUM
easat-5151	2	11	publisher	publisher	NOUN
easat-5151	2	12	:	:	PUNCT
easat-5151	2	13	learning	learn	VERB
easat-5151	2	14	gate	gate	NOUN
easat-5151	2	15	doi	doi	PROPN
easat-5151	2	16	:	:	PUNCT
easat-5151	3	1	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	3	2	©	©	PROPN
easat-5151	3	3	2025	2025	NUM
easat-5151	3	4	by	by	ADP
easat-5151	3	5	the	the	DET
easat-5151	3	6	authors	author	NOUN
easat-5151	3	7	;	;	PUNCT
easat-5151	3	8	licensee	licensee	PROPN
easat-5151	3	9	learning	learning	NOUN
easat-5151	3	10	gate	gate	NOUN
easat-5151	3	11	©	©	PROPN
easat-5151	3	12	2025	2025	NUM
easat-5151	3	13	by	by	ADP
easat-5151	3	14	the	the	DET
easat-5151	3	15	authors	author	NOUN
easat-5151	3	16	;	;	PUNCT
easat-5151	3	17	licensee	licensee	PROPN
easat-5151	3	18	learning	learning	NOUN
easat-5151	3	19	gate	gate	NOUN
easat-5151	3	20	history	history	NOUN
easat-5151	3	21	:	:	PUNCT
easat-5151	3	22	received	receive	VERB
easat-5151	3	23	:	:	PUNCT
easat-5151	3	24	31	31	NUM
easat-5151	3	25	december	december	PROPN
easat-5151	3	26	2024	2024	NUM
easat-5151	3	27	;	;	PUNCT
easat-5151	3	28	revised	revise	VERB
easat-5151	3	29	:	:	PUNCT
easat-5151	3	30	19	19	NUM
easat-5151	3	31	february	february	NOUN
easat-5151	3	32	2025	2025	NUM
easat-5151	3	33	;	;	PUNCT
easat-5151	3	34	accepted	accept	VERB
easat-5151	3	35	:	:	PUNCT
easat-5151	3	36	21	21	NUM
easat-5151	3	37	february	february	NOUN
easat-5151	3	38	2025	2025	NUM
easat-5151	3	39	;	;	PUNCT
easat-5151	3	40	published	publish	VERB
easat-5151	3	41	:	:	PUNCT
easat-5151	3	42	3	3	NUM
easat-5151	3	43	march	march	NOUN
easat-5151	3	44	2025	2025	NUM
easat-5151	3	45	*	*	PUNCT
easat-5151	3	46	correspondence	correspondence	NOUN
easat-5151	3	47	:	:	PUNCT
easat-5151	3	48	zakaria.ennouhi@um5r.ac.ma	zakaria.ennouhi@um5r.ac.ma	PROPN
easat-5151	3	49	resilience	resilience	NOUN
easat-5151	3	50	and	and	CCONJ
easat-5151	3	51	adaptability	adaptability	NOUN
easat-5151	3	52	strategies	strategy	NOUN
easat-5151	3	53	of	of	ADP
easat-5151	3	54	moroccan	moroccan	ADJ
easat-5151	3	55	companies	company	NOUN
easat-5151	3	56	amid	amid	ADP
easat-5151	3	57	the	the	DET
easat-5151	3	58	covid-19	covid-19	PROPN
easat-5151	3	59	crisis	crisis	NOUN
easat-5151	3	60	:	:	PUNCT
easat-5151	3	61	a	a	DET
easat-5151	3	62	k	k	X
easat-5151	3	63	-	-	PUNCT
easat-5151	3	64	means	means	NOUN
easat-5151	3	65	clustering	cluster	VERB
easat-5151	3	66	analysis	analysis	NOUN
easat-5151	3	67	ennouhi	ennouhi	NOUN
easat-5151	3	68	zakaria1	zakaria1	PROPN
easat-5151	3	69	*	*	SYM
easat-5151	3	70	,	,	PUNCT
easat-5151	3	71	lakrarsi	lakrarsi	ADJ
easat-5151	3	72	abdelhalim1	abdelhalim1	PROPN
easat-5151	3	73	,	,	PUNCT
easat-5151	3	74	a.	a.	PROPN
easat-5151	3	75	riadsolh2	riadsolh2	PROPN
easat-5151	3	76	,	,	PUNCT
easat-5151	3	77	imane	imane	NOUN
easat-5151	3	78	lasri2	lasri2	X
easat-5151	3	79	1laboratory	1laboratory	NUM
easat-5151	3	80	of	of	ADP
easat-5151	3	81	economic	economic	ADJ
easat-5151	3	82	competitiveness	competitiveness	NOUN
easat-5151	3	83	and	and	CCONJ
easat-5151	3	84	managerial	managerial	ADJ
easat-5151	3	85	performance	performance	NOUN
easat-5151	3	86	faculty	faculty	NOUN
easat-5151	3	87	of	of	ADP
easat-5151	3	88	law	law	NOUN
easat-5151	3	89	,	,	PUNCT
easat-5151	3	90	economics	economic	NOUN
easat-5151	3	91	and	and	CCONJ
easat-5151	3	92	social	social	ADJ
easat-5151	3	93	sciences	science	NOUN
easat-5151	3	94	of	of	ADP
easat-5151	3	95	souissi	souissi	NOUN
easat-5151	3	96	,	,	PUNCT
easat-5151	3	97	mohammed	mohammed	PROPN
easat-5151	3	98	v	v	PROPN
easat-5151	3	99	university	university	NOUN
easat-5151	3	100	,	,	PUNCT
easat-5151	3	101	rabat	rabat	NOUN
easat-5151	3	102	,	,	PUNCT
easat-5151	3	103	morocco	morocco	PROPN
easat-5151	3	104	;	;	PUNCT
easat-5151	3	105	zakaria.ennouhi@um5r.ac.ma	zakaria.ennouhi@um5r.ac.ma	X
easat-5151	3	106	(	(	PUNCT
easat-5151	3	107	e.z	e.z	PROPN
easat-5151	3	108	.	.	PROPN
easat-5151	3	109	)	)	PUNCT
easat-5151	3	110	.	.	PUNCT
easat-5151	4	1	2laboratory	2laboratory	NUM
easat-5151	4	2	of	of	ADP
easat-5151	4	3	conception	conception	NOUN
easat-5151	4	4	and	and	CCONJ
easat-5151	4	5	systems	system	NOUN
easat-5151	4	6	(	(	PUNCT
easat-5151	4	7	electronics	electronic	NOUN
easat-5151	4	8	,	,	PUNCT
easat-5151	4	9	signals	signal	NOUN
easat-5151	4	10	and	and	CCONJ
easat-5151	4	11	informatics	informatic	NOUN
easat-5151	4	12	)	)	PUNCT
easat-5151	4	13	,	,	PUNCT
easat-5151	4	14	faculty	faculty	NOUN
easat-5151	4	15	of	of	ADP
easat-5151	4	16	sciences	science	NOUN
easat-5151	4	17	,	,	PUNCT
easat-5151	4	18	mohammed	mohammed	PROPN
easat-5151	4	19	v	v	PROPN
easat-5151	4	20	university	university	NOUN
easat-5151	4	21	,	,	PUNCT
easat-5151	4	22	rabat	rabat	NOUN
easat-5151	4	23	,	,	PUNCT
easat-5151	4	24	morocco	morocco	PROPN
easat-5151	4	25	.	.	PUNCT
easat-5151	5	1	abstract	abstract	PROPN
easat-5151	5	2	:	:	PUNCT
easat-5151	5	3	this	this	DET
easat-5151	5	4	study	study	NOUN
easat-5151	5	5	examines	examine	VERB
easat-5151	5	6	the	the	DET
easat-5151	5	7	repercussions	repercussion	NOUN
easat-5151	5	8	of	of	ADP
easat-5151	5	9	the	the	DET
easat-5151	5	10	covid-19	covid-19	PROPN
easat-5151	5	11	pandemic	pandemic	NOUN
easat-5151	5	12	on	on	ADP
easat-5151	5	13	moroccan	moroccan	ADJ
easat-5151	5	14	companies	company	NOUN
easat-5151	5	15	by	by	ADP
easat-5151	5	16	employing	employ	VERB
easat-5151	5	17	the	the	DET
easat-5151	5	18	k	k	PROPN
easat-5151	5	19	-	-	PUNCT
easat-5151	5	20	means	mean	VERB
easat-5151	5	21	clustering	cluster	VERB
easat-5151	5	22	algorithm	algorithm	NOUN
easat-5151	5	23	to	to	PART
easat-5151	5	24	classify	classify	VERB
easat-5151	5	25	them	they	PRON
easat-5151	5	26	based	base	VERB
easat-5151	5	27	on	on	ADP
easat-5151	5	28	their	their	PRON
easat-5151	5	29	performance	performance	NOUN
easat-5151	5	30	.	.	PUNCT
easat-5151	6	1	owing	owe	VERB
easat-5151	6	2	to	to	ADP
easat-5151	6	3	its	its	PRON
easat-5151	6	4	efficiency	efficiency	NOUN
easat-5151	6	5	,	,	PUNCT
easat-5151	6	6	this	this	DET
easat-5151	6	7	algorithm	algorithm	NOUN
easat-5151	6	8	excels	excel	VERB
easat-5151	6	9	in	in	ADP
easat-5151	6	10	segmenting	segment	VERB
easat-5151	6	11	complex	complex	ADJ
easat-5151	6	12	datasets	dataset	NOUN
easat-5151	6	13	,	,	PUNCT
easat-5151	6	14	making	make	VERB
easat-5151	6	15	it	it	PRON
easat-5151	6	16	an	an	DET
easat-5151	6	17	ideal	ideal	ADJ
easat-5151	6	18	tool	tool	NOUN
easat-5151	6	19	for	for	ADP
easat-5151	6	20	clustering	cluster	VERB
easat-5151	6	21	companies	company	NOUN
easat-5151	6	22	according	accord	VERB
easat-5151	6	23	to	to	ADP
easat-5151	6	24	their	their	PRON
easat-5151	6	25	size	size	NOUN
easat-5151	6	26	,	,	PUNCT
easat-5151	6	27	sales	sale	NOUN
easat-5151	6	28	volume	volume	NOUN
easat-5151	6	29	,	,	PUNCT
easat-5151	6	30	resilience	resilience	NOUN
easat-5151	6	31	,	,	PUNCT
easat-5151	6	32	and	and	CCONJ
easat-5151	6	33	adaptability	adaptability	NOUN
easat-5151	6	34	to	to	ADP
easat-5151	6	35	new	new	ADJ
easat-5151	6	36	economic	economic	ADJ
easat-5151	6	37	realities	reality	NOUN
easat-5151	6	38	.	.	PUNCT
easat-5151	7	1	the	the	DET
easat-5151	7	2	literature	literature	NOUN
easat-5151	7	3	indicates	indicate	VERB
easat-5151	7	4	that	that	SCONJ
easat-5151	7	5	sustainable	sustainable	ADJ
easat-5151	7	6	governance	governance	NOUN
easat-5151	7	7	practices	practice	NOUN
easat-5151	7	8	are	be	AUX
easat-5151	7	9	crucial	crucial	ADJ
easat-5151	7	10	in	in	ADP
easat-5151	7	11	fostering	foster	VERB
easat-5151	7	12	resilience	resilience	NOUN
easat-5151	7	13	during	during	ADP
easat-5151	7	14	crises	crisis	NOUN
easat-5151	7	15	.	.	PUNCT
easat-5151	8	1	in	in	ADP
easat-5151	8	2	this	this	DET
easat-5151	8	3	context	context	NOUN
easat-5151	8	4	,	,	PUNCT
easat-5151	8	5	the	the	DET
easat-5151	8	6	study	study	NOUN
easat-5151	8	7	adopts	adopt	VERB
easat-5151	8	8	a	a	DET
easat-5151	8	9	methodology	methodology	NOUN
easat-5151	8	10	that	that	PRON
easat-5151	8	11	combines	combine	VERB
easat-5151	8	12	the	the	DET
easat-5151	8	13	k	k	NOUN
easat-5151	8	14	-	-	PUNCT
easat-5151	8	15	means	means	NOUN
easat-5151	8	16	algorithm	algorithm	NOUN
easat-5151	8	17	with	with	ADP
easat-5151	8	18	data	datum	NOUN
easat-5151	8	19	normalization	normalization	NOUN
easat-5151	8	20	techniques	technique	NOUN
easat-5151	8	21	,	,	PUNCT
easat-5151	8	22	which	which	PRON
easat-5151	8	23	facilitate	facilitate	VERB
easat-5151	8	24	the	the	DET
easat-5151	8	25	creation	creation	NOUN
easat-5151	8	26	of	of	ADP
easat-5151	8	27	homogeneous	homogeneous	ADJ
easat-5151	8	28	groups	group	NOUN
easat-5151	8	29	of	of	ADP
easat-5151	8	30	companies	company	NOUN
easat-5151	8	31	.	.	PUNCT
easat-5151	9	1	the	the	DET
easat-5151	9	2	results	result	NOUN
easat-5151	9	3	reveal	reveal	VERB
easat-5151	9	4	distinct	distinct	ADJ
easat-5151	9	5	clusters	cluster	NOUN
easat-5151	9	6	with	with	ADP
easat-5151	9	7	varying	vary	VERB
easat-5151	9	8	sales	sale	NOUN
easat-5151	9	9	performance	performance	NOUN
easat-5151	9	10	and	and	CCONJ
easat-5151	9	11	strategic	strategic	ADJ
easat-5151	9	12	orientations	orientation	NOUN
easat-5151	9	13	.	.	PUNCT
easat-5151	10	1	on	on	ADP
easat-5151	10	2	the	the	DET
easat-5151	10	3	one	one	NUM
easat-5151	10	4	hand	hand	NOUN
easat-5151	10	5	,	,	PUNCT
easat-5151	10	6	high	high	ADV
easat-5151	10	7	-	-	PUNCT
easat-5151	10	8	performing	perform	VERB
easat-5151	10	9	companies	company	NOUN
easat-5151	10	10	tend	tend	VERB
easat-5151	10	11	to	to	PART
easat-5151	10	12	embrace	embrace	VERB
easat-5151	10	13	digitization	digitization	NOUN
easat-5151	10	14	and	and	CCONJ
easat-5151	10	15	diversification	diversification	NOUN
easat-5151	10	16	strategies	strategy	NOUN
easat-5151	10	17	,	,	PUNCT
easat-5151	10	18	thereby	thereby	ADV
easat-5151	10	19	reinforcing	reinforce	VERB
easat-5151	10	20	their	their	PRON
easat-5151	10	21	resilience	resilience	NOUN
easat-5151	10	22	.	.	PUNCT
easat-5151	11	1	on	on	ADP
easat-5151	11	2	the	the	DET
easat-5151	11	3	other	other	ADJ
easat-5151	11	4	hand	hand	NOUN
easat-5151	11	5	,	,	PUNCT
easat-5151	11	6	clusters	cluster	NOUN
easat-5151	11	7	with	with	ADP
easat-5151	11	8	weaker	weak	ADJ
easat-5151	11	9	performance	performance	NOUN
easat-5151	11	10	exhibit	exhibit	VERB
easat-5151	11	11	limited	limit	VERB
easat-5151	11	12	adoption	adoption	NOUN
easat-5151	11	13	of	of	ADP
easat-5151	11	14	such	such	ADJ
easat-5151	11	15	measures	measure	NOUN
easat-5151	11	16	,	,	PUNCT
easat-5151	11	17	opting	opt	VERB
easat-5151	11	18	instead	instead	ADV
easat-5151	11	19	for	for	ADP
easat-5151	11	20	approaches	approach	NOUN
easat-5151	11	21	such	such	ADJ
easat-5151	11	22	as	as	ADP
easat-5151	11	23	reducing	reduce	VERB
easat-5151	11	24	working	working	NOUN
easat-5151	11	25	hours	hour	NOUN
easat-5151	11	26	.	.	PUNCT
easat-5151	12	1	these	these	DET
easat-5151	12	2	insights	insight	NOUN
easat-5151	12	3	highlight	highlight	VERB
easat-5151	12	4	the	the	DET
easat-5151	12	5	importance	importance	NOUN
easat-5151	12	6	of	of	ADP
easat-5151	12	7	adopting	adopt	VERB
easat-5151	12	8	digital	digital	ADJ
easat-5151	12	9	transformation	transformation	NOUN
easat-5151	12	10	and	and	CCONJ
easat-5151	12	11	innovation	innovation	NOUN
easat-5151	12	12	as	as	ADP
easat-5151	12	13	pivotal	pivotal	ADJ
easat-5151	12	14	strategies	strategy	NOUN
easat-5151	12	15	to	to	PART
easat-5151	12	16	increase	increase	VERB
easat-5151	12	17	competitiveness	competitiveness	NOUN
easat-5151	12	18	.	.	PUNCT
easat-5151	13	1	ultimately	ultimately	ADV
easat-5151	13	2	,	,	PUNCT
easat-5151	13	3	the	the	DET
easat-5151	13	4	study	study	NOUN
easat-5151	13	5	offers	offer	VERB
easat-5151	13	6	actionable	actionable	ADJ
easat-5151	13	7	recommendations	recommendation	NOUN
easat-5151	13	8	to	to	PART
easat-5151	13	9	strengthen	strengthen	VERB
easat-5151	13	10	corporate	corporate	ADJ
easat-5151	13	11	governance	governance	NOUN
easat-5151	13	12	and	and	CCONJ
easat-5151	13	13	resilience	resilience	NOUN
easat-5151	13	14	,	,	PUNCT
easat-5151	13	15	particularly	particularly	ADV
easat-5151	13	16	in	in	ADP
easat-5151	13	17	times	time	NOUN
easat-5151	13	18	of	of	ADP
easat-5151	13	19	crisis	crisis	NOUN
easat-5151	13	20	.	.	PUNCT
easat-5151	14	1	keywords	keyword	NOUN
easat-5151	14	2	:	:	PUNCT
easat-5151	14	3	covid-19	covid-19	PROPN
easat-5151	14	4	pandemic	pandemic	ADJ
easat-5151	14	5	,	,	PUNCT
easat-5151	14	6	data	datum	NOUN
easat-5151	14	7	normalization	normalization	NOUN
easat-5151	14	8	,	,	PUNCT
easat-5151	14	9	k	k	ADJ
easat-5151	14	10	-	-	PUNCT
easat-5151	14	11	means	means	NOUN
easat-5151	14	12	clustering	clustering	NOUN
easat-5151	14	13	,	,	PUNCT
easat-5151	14	14	moroccan	moroccan	ADJ
easat-5151	14	15	companies	company	NOUN
easat-5151	14	16	,	,	PUNCT
easat-5151	14	17	resilience	resilience	NOUN
easat-5151	14	18	strategies	strategy	NOUN
easat-5151	14	19	.	.	PUNCT
easat-5151	15	1	1	1	X
easat-5151	15	2	.	.	X
easat-5151	15	3	introduction	introduction	NOUN
easat-5151	15	4	the	the	DET
easat-5151	15	5	k	k	NOUN
easat-5151	15	6	-	-	PUNCT
easat-5151	15	7	means	means	NOUN
easat-5151	15	8	algorithm	algorithm	NOUN
easat-5151	15	9	,	,	PUNCT
easat-5151	15	10	first	first	ADV
easat-5151	15	11	introduced	introduce	VERB
easat-5151	15	12	in	in	ADP
easat-5151	15	13	1967	1967	NUM
easat-5151	15	14	and	and	CCONJ
easat-5151	15	15	further	far	ADV
easat-5151	15	16	refined	refine	VERB
easat-5151	15	17	in	in	ADP
easat-5151	15	18	1982	1982	NUM
easat-5151	15	19	,	,	PUNCT
easat-5151	15	20	has	have	AUX
easat-5151	15	21	emerged	emerge	VERB
easat-5151	15	22	as	as	ADP
easat-5151	15	23	a	a	DET
easat-5151	15	24	cornerstone	cornerstone	NOUN
easat-5151	15	25	of	of	ADP
easat-5151	15	26	clustering	clustering	ADJ
easat-5151	15	27	techniques	technique	NOUN
easat-5151	15	28	,	,	PUNCT
easat-5151	15	29	largely	largely	ADV
easat-5151	15	30	owing	owe	VERB
easat-5151	15	31	to	to	ADP
easat-5151	15	32	its	its	PRON
easat-5151	15	33	simplicity	simplicity	NOUN
easat-5151	15	34	and	and	CCONJ
easat-5151	15	35	operational	operational	ADJ
easat-5151	15	36	efficiency	efficiency	NOUN
easat-5151	15	37	.	.	PUNCT
easat-5151	16	1	essentially	essentially	ADV
easat-5151	16	2	,	,	PUNCT
easat-5151	16	3	this	this	DET
easat-5151	16	4	algorithm	algorithm	NOUN
easat-5151	16	5	categorizes	categorize	VERB
easat-5151	16	6	data	datum	NOUN
easat-5151	16	7	into	into	ADP
easat-5151	16	8	homogeneous	homogeneous	ADJ
easat-5151	16	9	groups	group	NOUN
easat-5151	16	10	,	,	PUNCT
easat-5151	16	11	making	make	VERB
easat-5151	16	12	it	it	PRON
easat-5151	16	13	an	an	DET
easat-5151	16	14	invaluable	invaluable	ADJ
easat-5151	16	15	tool	tool	NOUN
easat-5151	16	16	across	across	ADP
easat-5151	16	17	various	various	ADJ
easat-5151	16	18	domains	domain	NOUN
easat-5151	16	19	such	such	ADJ
easat-5151	16	20	as	as	ADP
easat-5151	16	21	economics	economic	NOUN
easat-5151	16	22	and	and	CCONJ
easat-5151	16	23	management	management	NOUN
easat-5151	16	24	.	.	PUNCT
easat-5151	17	1	for	for	ADP
easat-5151	17	2	example	example	NOUN
easat-5151	17	3	,	,	PUNCT
easat-5151	17	4	it	it	PRON
easat-5151	17	5	is	be	AUX
easat-5151	17	6	extensively	extensively	ADV
easat-5151	17	7	utilized	utilize	VERB
easat-5151	17	8	to	to	PART
easat-5151	17	9	classify	classify	VERB
easat-5151	17	10	companies	company	NOUN
easat-5151	17	11	on	on	ADP
easat-5151	17	12	the	the	DET
easat-5151	17	13	basis	basis	NOUN
easat-5151	17	14	of	of	ADP
easat-5151	17	15	their	their	PRON
easat-5151	17	16	financial	financial	ADJ
easat-5151	17	17	performance	performance	NOUN
easat-5151	17	18	,	,	PUNCT
easat-5151	17	19	revealing	reveal	VERB
easat-5151	17	20	clusters	cluster	NOUN
easat-5151	17	21	of	of	ADP
easat-5151	17	22	businesses	business	NOUN
easat-5151	17	23	with	with	ADP
easat-5151	17	24	comparable	comparable	ADJ
easat-5151	17	25	behavioral	behavioral	ADJ
easat-5151	17	26	patterns	pattern	NOUN
easat-5151	17	27	[	[	X
easat-5151	17	28	1	1	NUM
easat-5151	17	29	]	]	PUNCT
easat-5151	17	30	.	.	PUNCT
easat-5151	18	1	in	in	ADP
easat-5151	18	2	addition	addition	NOUN
easat-5151	18	3	,	,	PUNCT
easat-5151	18	4	the	the	DET
easat-5151	18	5	banking	banking	NOUN
easat-5151	18	6	sector	sector	NOUN
easat-5151	18	7	leverages	leverage	VERB
easat-5151	18	8	k	k	NOUN
easat-5151	18	9	-	-	PUNCT
easat-5151	18	10	means	means	NOUN
easat-5151	18	11	to	to	PART
easat-5151	18	12	evaluate	evaluate	VERB
easat-5151	18	13	financial	financial	ADJ
easat-5151	18	14	risk	risk	NOUN
easat-5151	18	15	,	,	PUNCT
easat-5151	18	16	underscoring	underscore	VERB
easat-5151	18	17	its	its	PRON
easat-5151	18	18	relevance	relevance	NOUN
easat-5151	18	19	in	in	ADP
easat-5151	18	20	business	business	NOUN
easat-5151	18	21	analytics	analytic	NOUN
easat-5151	18	22	[	[	X
easat-5151	18	23	2	2	NUM
easat-5151	18	24	]	]	PUNCT
easat-5151	18	25	.	.	PUNCT
easat-5151	19	1	in	in	ADP
easat-5151	19	2	the	the	DET
easat-5151	19	3	context	context	NOUN
easat-5151	19	4	of	of	ADP
easat-5151	19	5	unprecedented	unprecedented	ADJ
easat-5151	19	6	challenges	challenge	NOUN
easat-5151	19	7	,	,	PUNCT
easat-5151	19	8	the	the	DET
easat-5151	19	9	covid-19	covid-19	PROPN
easat-5151	19	10	pandemic	pandemic	NOUN
easat-5151	19	11	has	have	AUX
easat-5151	19	12	significantly	significantly	ADV
easat-5151	19	13	affected	affect	VERB
easat-5151	19	14	moroccan	moroccan	ADJ
easat-5151	19	15	businesses	business	NOUN
easat-5151	19	16	,	,	PUNCT
easat-5151	19	17	particularly	particularly	ADV
easat-5151	19	18	smes	sme	NOUN
easat-5151	19	19	.	.	PUNCT
easat-5151	20	1	these	these	DET
easat-5151	20	2	entities	entity	NOUN
easat-5151	20	3	have	have	AUX
easat-5151	20	4	demonstrated	demonstrate	VERB
easat-5151	20	5	remarkable	remarkable	ADJ
easat-5151	20	6	resilience	resilience	NOUN
easat-5151	20	7	amidst	amidst	ADP
easat-5151	20	8	economic	economic	ADJ
easat-5151	20	9	and	and	CCONJ
easat-5151	20	10	operational	operational	ADJ
easat-5151	20	11	pressures	pressure	NOUN
easat-5151	20	12	.	.	PUNCT
easat-5151	21	1	from	from	ADP
easat-5151	21	2	a	a	DET
easat-5151	21	3	methodological	methodological	ADJ
easat-5151	21	4	perspective	perspective	NOUN
easat-5151	21	5	,	,	PUNCT
easat-5151	21	6	clustering	cluster	VERB
easat-5151	21	7	techniques	technique	NOUN
easat-5151	21	8	such	such	ADJ
easat-5151	21	9	as	as	ADP
easat-5151	21	10	k	k	NOUN
easat-5151	21	11	-	-	PUNCT
easat-5151	21	12	means	means	NOUN
easat-5151	21	13	hold	hold	VERB
easat-5151	21	14	particular	particular	ADJ
easat-5151	21	15	relevance	relevance	NOUN
easat-5151	21	16	for	for	ADP
easat-5151	21	17	analysing	analyse	VERB
easat-5151	21	18	organizational	organizational	ADJ
easat-5151	21	19	responses	response	NOUN
easat-5151	21	20	to	to	ADP
easat-5151	21	21	a	a	DET
easat-5151	21	22	crisis	crisis	NOUN
easat-5151	21	23	.	.	PUNCT
easat-5151	22	1	through	through	ADP
easat-5151	22	2	this	this	DET
easat-5151	22	3	lens	len	NOUN
easat-5151	22	4	,	,	PUNCT
easat-5151	22	5	k	k	X
easat-5151	22	6	-	-	PUNCT
easat-5151	22	7	means	means	NOUN
easat-5151	22	8	can	can	AUX
easat-5151	22	9	segment	segment	VERB
easat-5151	22	10	companies	company	NOUN
easat-5151	22	11	on	on	ADP
easat-5151	22	12	the	the	DET
easat-5151	22	13	basis	basis	NOUN
easat-5151	22	14	of	of	ADP
easat-5151	22	15	their	their	PRON
easat-5151	22	16	adaptive	adaptive	ADJ
easat-5151	22	17	capacities	capacity	NOUN
easat-5151	22	18	,	,	PUNCT
easat-5151	22	19	helping	helping	AUX
easat-5151	22	20	identify	identify	VERB
easat-5151	22	21	those	those	PRON
easat-5151	22	22	more	more	ADV
easat-5151	22	23	resilient	resilient	ADJ
easat-5151	22	24	to	to	ADP
easat-5151	22	25	disruptions	disruption	NOUN
easat-5151	22	26	[	[	X
easat-5151	22	27	3	3	NUM
easat-5151	22	28	]	]	PUNCT
easat-5151	22	29	.	.	PUNCT
easat-5151	23	1	as	as	ADP
easat-5151	23	2	a	a	DET
easat-5151	23	3	case	case	NOUN
easat-5151	23	4	in	in	ADP
easat-5151	23	5	point	point	NOUN
easat-5151	23	6	,	,	PUNCT
easat-5151	23	7	this	this	DET
easat-5151	23	8	algorithm	algorithm	NOUN
easat-5151	23	9	has	have	AUX
easat-5151	23	10	been	be	AUX
easat-5151	23	11	applied	apply	VERB
easat-5151	23	12	to	to	PART
easat-5151	23	13	assess	assess	VERB
easat-5151	23	14	the	the	DET
easat-5151	23	15	technological	technological	ADJ
easat-5151	23	16	adaptability	adaptability	NOUN
easat-5151	23	17	of	of	ADP
easat-5151	23	18	companies	company	NOUN
easat-5151	23	19	during	during	ADP
easat-5151	23	20	the	the	DET
easat-5151	23	21	pandemic	pandemic	ADJ
easat-5151	23	22	,	,	PUNCT
easat-5151	23	23	pinpointing	pinpoint	VERB
easat-5151	23	24	those	those	PRON
easat-5151	23	25	that	that	PRON
easat-5151	23	26	embraced	embrace	VERB
easat-5151	23	27	digital	digital	ADJ
easat-5151	23	28	transformation	transformation	NOUN
easat-5151	23	29	effectively	effectively	ADV
easat-5151	23	30	[	[	X
easat-5151	23	31	4	4	NUM
easat-5151	23	32	]	]	PUNCT
easat-5151	23	33	.	.	PUNCT
easat-5151	24	1	in	in	ADP
easat-5151	24	2	addition	addition	NOUN
easat-5151	24	3	,	,	PUNCT
easat-5151	24	4	similar	similar	ADJ
easat-5151	24	5	clustering	clustering	ADJ
easat-5151	24	6	methods	method	NOUN
easat-5151	24	7	have	have	AUX
easat-5151	24	8	been	be	AUX
easat-5151	24	9	employed	employ	VERB
easat-5151	24	10	in	in	ADP
easat-5151	24	11	the	the	DET
easat-5151	24	12	study	study	NOUN
easat-5151	24	13	of	of	ADP
easat-5151	24	14	supply	supply	NOUN
easat-5151	24	15	chains	chain	NOUN
easat-5151	24	16	,	,	PUNCT
easat-5151	24	17	highlighting	highlight	VERB
easat-5151	24	18	the	the	DET
easat-5151	24	19	diverse	diverse	ADJ
easat-5151	24	20	resilience	resilience	NOUN
easat-5151	24	21	strategies	strategy	NOUN
easat-5151	24	22	adopted	adopt	VERB
easat-5151	24	23	by	by	ADP
easat-5151	24	24	https://orcid.org/0009-0003-5604-8951	https://orcid.org/0009-0003-5604-8951	PROPN
easat-5151	24	25	138	138	NUM
easat-5151	24	26	edelweiss	edelweiss	PROPN
easat-5151	24	27	applied	apply	VERB
easat-5151	24	28	science	science	NOUN
easat-5151	24	29	and	and	CCONJ
easat-5151	24	30	technology	technology	NOUN
easat-5151	24	31	issn	issn	PROPN
easat-5151	24	32	:	:	PUNCT
easat-5151	24	33	2576	2576	NUM
easat-5151	24	34	-	-	SYM
easat-5151	24	35	8484	8484	NUM
easat-5151	24	36	vol	vol	NOUN
easat-5151	24	37	.	.	PROPN
easat-5151	25	1	9	9	NUM
easat-5151	25	2	,	,	PUNCT
easat-5151	25	3	no	no	INTJ
easat-5151	25	4	.	.	NOUN
easat-5151	26	1	3	3	NUM
easat-5151	26	2	:	:	SYM
easat-5151	26	3	137	137	NUM
easat-5151	26	4	-	-	SYM
easat-5151	26	5	150	150	NUM
easat-5151	26	6	,	,	PUNCT
easat-5151	26	7	2025	2025	NUM
easat-5151	26	8	doi	doi	NOUN
easat-5151	26	9	:	:	PUNCT
easat-5151	26	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	26	11	©	©	PROPN
easat-5151	26	12	2025	2025	NUM
easat-5151	26	13	by	by	ADP
easat-5151	26	14	the	the	DET
easat-5151	26	15	authors	author	NOUN
easat-5151	26	16	;	;	PUNCT
easat-5151	26	17	licensee	licensee	PROPN
easat-5151	26	18	learning	learning	NOUN
easat-5151	26	19	gate	gate	VERB
easat-5151	26	20	different	different	ADJ
easat-5151	26	21	firms	firm	NOUN
easat-5151	26	22	[	[	X
easat-5151	26	23	5	5	NUM
easat-5151	26	24	]	]	PUNCT
easat-5151	26	25	.	.	PUNCT
easat-5151	27	1	nevertheless	nevertheless	ADV
easat-5151	27	2	,	,	PUNCT
easat-5151	27	3	k	k	NOUN
easat-5151	27	4	-	-	PUNCT
easat-5151	27	5	means	means	NOUN
easat-5151	27	6	is	be	AUX
easat-5151	27	7	not	not	PART
easat-5151	27	8	without	without	ADP
easat-5151	27	9	its	its	PRON
easat-5151	27	10	limitations	limitation	NOUN
easat-5151	27	11	.	.	PUNCT
easat-5151	28	1	one	one	NUM
easat-5151	28	2	critical	critical	ADJ
easat-5151	28	3	drawback	drawback	NOUN
easat-5151	28	4	lies	lie	VERB
easat-5151	28	5	in	in	ADP
easat-5151	28	6	its	its	PRON
easat-5151	28	7	sensitivity	sensitivity	NOUN
easat-5151	28	8	to	to	ADP
easat-5151	28	9	the	the	DET
easat-5151	28	10	initial	initial	ADJ
easat-5151	28	11	positioning	positioning	NOUN
easat-5151	28	12	of	of	ADP
easat-5151	28	13	centroids	centroid	NOUN
easat-5151	28	14	and	and	CCONJ
easat-5151	28	15	the	the	DET
easat-5151	28	16	necessity	necessity	NOUN
easat-5151	28	17	of	of	ADP
easat-5151	28	18	predefining	predefine	VERB
easat-5151	28	19	the	the	DET
easat-5151	28	20	number	number	NOUN
easat-5151	28	21	of	of	ADP
easat-5151	28	22	clusters	cluster	NOUN
easat-5151	28	23	.	.	PUNCT
easat-5151	29	1	to	to	PART
easat-5151	29	2	overcome	overcome	VERB
easat-5151	29	3	these	these	DET
easat-5151	29	4	challenges	challenge	NOUN
easat-5151	29	5	,	,	PUNCT
easat-5151	29	6	the	the	DET
easat-5151	29	7	k	k	ADJ
easat-5151	29	8	-	-	PUNCT
easat-5151	29	9	means++	means++	ADJ
easat-5151	29	10	algorithm	algorithm	NOUN
easat-5151	29	11	was	be	AUX
easat-5151	29	12	developed	develop	VERB
easat-5151	29	13	to	to	PART
easat-5151	29	14	optimize	optimize	VERB
easat-5151	29	15	centroid	centroid	PROPN
easat-5151	29	16	initialization	initialization	NOUN
easat-5151	29	17	,	,	PUNCT
easat-5151	29	18	thereby	thereby	ADV
easat-5151	29	19	improving	improve	VERB
easat-5151	29	20	its	its	PRON
easat-5151	29	21	overall	overall	ADJ
easat-5151	29	22	performance	performance	NOUN
easat-5151	29	23	[	[	X
easat-5151	29	24	6	6	NUM
easat-5151	29	25	]	]	PUNCT
easat-5151	29	26	.	.	PUNCT
easat-5151	30	1	alternatively	alternatively	ADV
easat-5151	30	2	,	,	PUNCT
easat-5151	30	3	alternative	alternative	ADJ
easat-5151	30	4	algorithms	algorithm	NOUN
easat-5151	30	5	such	such	ADJ
easat-5151	30	6	as	as	ADP
easat-5151	30	7	dbscan	dbscan	NOUN
easat-5151	30	8	are	be	AUX
easat-5151	30	9	often	often	ADV
easat-5151	30	10	preferred	prefer	VERB
easat-5151	30	11	for	for	ADP
easat-5151	30	12	more	more	ADV
easat-5151	30	13	intricate	intricate	ADJ
easat-5151	30	14	analyses	analysis	NOUN
easat-5151	30	15	,	,	PUNCT
easat-5151	30	16	particularly	particularly	ADV
easat-5151	30	17	when	when	SCONJ
easat-5151	30	18	dealing	deal	VERB
easat-5151	30	19	with	with	ADP
easat-5151	30	20	irregularly	irregularly	ADV
easat-5151	30	21	shaped	shape	VERB
easat-5151	30	22	clusters	cluster	NOUN
easat-5151	30	23	,	,	PUNCT
easat-5151	30	24	a	a	DET
easat-5151	30	25	frequent	frequent	ADJ
easat-5151	30	26	occurrence	occurrence	NOUN
easat-5151	30	27	in	in	ADP
easat-5151	30	28	nonlinear	nonlinear	ADJ
easat-5151	30	29	economic	economic	ADJ
easat-5151	30	30	data	datum	NOUN
easat-5151	30	31	[	[	X
easat-5151	30	32	7	7	NUM
easat-5151	30	33	]	]	PUNCT
easat-5151	30	34	.	.	PUNCT
easat-5151	31	1	given	give	VERB
easat-5151	31	2	this	this	DET
easat-5151	31	3	context	context	NOUN
easat-5151	31	4	,	,	PUNCT
easat-5151	31	5	the	the	DET
easat-5151	31	6	current	current	ADJ
easat-5151	31	7	study	study	NOUN
easat-5151	31	8	aims	aim	VERB
easat-5151	31	9	to	to	PART
easat-5151	31	10	explore	explore	VERB
easat-5151	31	11	the	the	DET
easat-5151	31	12	commercial	commercial	ADJ
easat-5151	31	13	performance	performance	NOUN
easat-5151	31	14	of	of	ADP
easat-5151	31	15	moroccan	moroccan	ADJ
easat-5151	31	16	companies	company	NOUN
easat-5151	31	17	during	during	ADP
easat-5151	31	18	the	the	DET
easat-5151	31	19	covid-19	covid-19	PROPN
easat-5151	31	20	pandemic	pandemic	NOUN
easat-5151	31	21	by	by	ADP
easat-5151	31	22	employing	employ	VERB
easat-5151	31	23	the	the	DET
easat-5151	31	24	k	k	ADJ
easat-5151	31	25	-	-	PUNCT
easat-5151	31	26	means	means	NOUN
easat-5151	31	27	algorithm	algorithm	NOUN
easat-5151	31	28	.	.	PUNCT
easat-5151	32	1	by	by	ADP
easat-5151	32	2	delineating	delineate	VERB
easat-5151	32	3	clusters	cluster	NOUN
easat-5151	32	4	on	on	ADP
easat-5151	32	5	the	the	DET
easat-5151	32	6	basis	basis	NOUN
easat-5151	32	7	of	of	ADP
easat-5151	32	8	company	company	NOUN
easat-5151	32	9	size	size	NOUN
easat-5151	32	10	,	,	PUNCT
easat-5151	32	11	sales	sale	NOUN
easat-5151	32	12	volume	volume	NOUN
easat-5151	32	13	,	,	PUNCT
easat-5151	32	14	resilience	resilience	NOUN
easat-5151	32	15	,	,	PUNCT
easat-5151	32	16	and	and	CCONJ
easat-5151	32	17	adaptability	adaptability	NOUN
easat-5151	32	18	to	to	ADP
easat-5151	32	19	new	new	ADJ
easat-5151	32	20	economic	economic	ADJ
easat-5151	32	21	realities	reality	NOUN
easat-5151	32	22	,	,	PUNCT
easat-5151	32	23	this	this	DET
easat-5151	32	24	approach	approach	NOUN
easat-5151	32	25	seeks	seek	VERB
easat-5151	32	26	to	to	PART
easat-5151	32	27	uncover	uncover	VERB
easat-5151	32	28	valuable	valuable	ADJ
easat-5151	32	29	insights	insight	NOUN
easat-5151	32	30	into	into	ADP
easat-5151	32	31	the	the	DET
easat-5151	32	32	differentiated	differentiated	ADJ
easat-5151	32	33	resilience	resilience	NOUN
easat-5151	32	34	and	and	CCONJ
easat-5151	32	35	adaptation	adaptation	NOUN
easat-5151	32	36	strategies	strategy	NOUN
easat-5151	32	37	of	of	ADP
easat-5151	32	38	firms	firm	NOUN
easat-5151	32	39	to	to	ADP
easat-5151	32	40	the	the	DET
easat-5151	32	41	crisis	crisis	NOUN
easat-5151	32	42	.	.	PUNCT
easat-5151	33	1	accordingly	accordingly	ADV
easat-5151	33	2	,	,	PUNCT
easat-5151	33	3	the	the	DET
easat-5151	33	4	research	research	NOUN
easat-5151	33	5	problem	problem	NOUN
easat-5151	33	6	centers	center	NOUN
easat-5151	33	7	on	on	ADP
easat-5151	33	8	the	the	DET
easat-5151	33	9	following	follow	VERB
easat-5151	33	10	question	question	NOUN
easat-5151	33	11	:	:	PUNCT
easat-5151	33	12	how	how	SCONJ
easat-5151	33	13	can	can	AUX
easat-5151	33	14	classification	classification	NOUN
easat-5151	33	15	algorithms	algorithm	NOUN
easat-5151	33	16	be	be	AUX
easat-5151	33	17	employed	employ	VERB
easat-5151	33	18	to	to	PART
easat-5151	33	19	assess	assess	VERB
easat-5151	33	20	and	and	CCONJ
easat-5151	33	21	enhance	enhance	VERB
easat-5151	33	22	the	the	DET
easat-5151	33	23	resilience	resilience	NOUN
easat-5151	33	24	and	and	CCONJ
easat-5151	33	25	adaptation	adaptation	NOUN
easat-5151	33	26	strategies	strategy	NOUN
easat-5151	33	27	of	of	ADP
easat-5151	33	28	moroccan	moroccan	ADJ
easat-5151	33	29	companies	company	NOUN
easat-5151	33	30	in	in	ADP
easat-5151	33	31	response	response	NOUN
easat-5151	33	32	to	to	ADP
easat-5151	33	33	the	the	DET
easat-5151	33	34	economic	economic	ADJ
easat-5151	33	35	disruptions	disruption	NOUN
easat-5151	33	36	caused	cause	VERB
easat-5151	33	37	by	by	ADP
easat-5151	33	38	the	the	DET
easat-5151	33	39	covid-19	covid-19	PROPN
easat-5151	33	40	pandemic	pandemic	NOUN
easat-5151	33	41	?	?	PUNCT
easat-5151	34	1	2	2	X
easat-5151	34	2	.	.	X
easat-5151	34	3	theoretical	theoretical	ADJ
easat-5151	34	4	background	background	NOUN
easat-5151	34	5	the	the	DET
easat-5151	34	6	covid-19	covid-19	PROPN
easat-5151	34	7	pandemic	pandemic	NOUN
easat-5151	34	8	has	have	AUX
easat-5151	34	9	exerted	exert	VERB
easat-5151	34	10	significant	significant	ADJ
easat-5151	34	11	pressure	pressure	NOUN
easat-5151	34	12	on	on	ADP
easat-5151	34	13	companies	company	NOUN
easat-5151	34	14	'	'	PART
easat-5151	34	15	sales	sale	NOUN
easat-5151	34	16	performance	performance	NOUN
easat-5151	34	17	across	across	ADP
easat-5151	34	18	various	various	ADJ
easat-5151	34	19	sectors	sector	NOUN
easat-5151	34	20	and	and	CCONJ
easat-5151	34	21	regions	region	NOUN
easat-5151	34	22	,	,	PUNCT
easat-5151	34	23	thereby	thereby	ADV
easat-5151	34	24	revealing	reveal	VERB
easat-5151	34	25	disparities	disparity	NOUN
easat-5151	34	26	in	in	ADP
easat-5151	34	27	their	their	PRON
easat-5151	34	28	adaptability	adaptability	NOUN
easat-5151	34	29	.	.	PUNCT
easat-5151	35	1	to	to	PART
easat-5151	35	2	illustrate	illustrate	VERB
easat-5151	35	3	,	,	PUNCT
easat-5151	35	4	microenterprises	microenterprise	NOUN
easat-5151	35	5	in	in	ADP
easat-5151	35	6	querétaro	querétaro	NOUN
easat-5151	35	7	demonstrated	demonstrate	VERB
easat-5151	35	8	substantial	substantial	ADJ
easat-5151	35	9	vulnerability	vulnerability	NOUN
easat-5151	35	10	during	during	ADP
easat-5151	35	11	this	this	DET
easat-5151	35	12	period	period	NOUN
easat-5151	35	13	,	,	PUNCT
easat-5151	35	14	undergoing	undergo	VERB
easat-5151	35	15	marked	mark	VERB
easat-5151	35	16	declines	decline	NOUN
easat-5151	35	17	in	in	ADP
easat-5151	35	18	sales	sale	NOUN
easat-5151	35	19	[	[	X
easat-5151	35	20	8	8	NUM
easat-5151	35	21	]	]	PUNCT
easat-5151	35	22	.	.	PUNCT
easat-5151	36	1	from	from	ADP
easat-5151	36	2	a	a	DET
easat-5151	36	3	broader	broad	ADJ
easat-5151	36	4	perspective	perspective	NOUN
easat-5151	36	5	,	,	PUNCT
easat-5151	36	6	companies	company	NOUN
easat-5151	36	7	across	across	ADP
easat-5151	36	8	many	many	ADJ
easat-5151	36	9	countries	country	NOUN
easat-5151	36	10	have	have	AUX
easat-5151	36	11	generally	generally	ADV
easat-5151	36	12	experienced	experience	VERB
easat-5151	36	13	notable	notable	ADJ
easat-5151	36	14	sales	sale	NOUN
easat-5151	36	15	,	,	PUNCT
easat-5151	36	16	exports	export	NOUN
easat-5151	36	17	,	,	PUNCT
easat-5151	36	18	and	and	CCONJ
easat-5151	36	19	liquidity	liquidity	NOUN
easat-5151	36	20	declines	decline	VERB
easat-5151	36	21	,	,	PUNCT
easat-5151	36	22	with	with	ADP
easat-5151	36	23	the	the	DET
easat-5151	36	24	service	service	NOUN
easat-5151	36	25	sector	sector	NOUN
easat-5151	36	26	being	be	AUX
easat-5151	36	27	particularly	particularly	ADV
easat-5151	36	28	affected	affect	VERB
easat-5151	36	29	compared	compare	VERB
easat-5151	36	30	with	with	ADP
easat-5151	36	31	manufacturing	manufacturing	NOUN
easat-5151	36	32	[	[	X
easat-5151	36	33	9	9	NUM
easat-5151	36	34	]	]	PUNCT
easat-5151	36	35	.	.	PUNCT
easat-5151	37	1	for	for	ADP
easat-5151	37	2	example	example	NOUN
easat-5151	37	3	,	,	PUNCT
easat-5151	37	4	noncore	noncore	ADJ
easat-5151	37	5	businesses	business	NOUN
easat-5151	37	6	experienced	experience	VERB
easat-5151	37	7	an	an	DET
easat-5151	37	8	average	average	ADJ
easat-5151	37	9	loss	loss	NOUN
easat-5151	37	10	of	of	ADP
easat-5151	37	11	17	17	NUM
easat-5151	37	12	%	%	NOUN
easat-5151	37	13	of	of	ADP
easat-5151	37	14	their	their	PRON
easat-5151	37	15	sales	sale	NOUN
easat-5151	37	16	in	in	ADP
easat-5151	37	17	2020	2020	NUM
easat-5151	37	18	,	,	PUNCT
easat-5151	37	19	with	with	ADP
easat-5151	37	20	more	more	ADV
easat-5151	37	21	severe	severe	ADJ
easat-5151	37	22	declines	decline	NOUN
easat-5151	37	23	in	in	ADP
easat-5151	37	24	sectors	sector	NOUN
easat-5151	37	25	such	such	ADJ
easat-5151	37	26	as	as	ADP
easat-5151	37	27	hospitality	hospitality	NOUN
easat-5151	37	28	,	,	PUNCT
easat-5151	37	29	whereas	whereas	SCONJ
easat-5151	37	30	online	online	ADJ
easat-5151	37	31	sales	sale	NOUN
easat-5151	37	32	surged	surge	VERB
easat-5151	37	33	by	by	ADP
easat-5151	37	34	180	180	NUM
easat-5151	37	35	%	%	NOUN
easat-5151	37	36	[	[	X
easat-5151	37	37	10	10	NUM
easat-5151	37	38	]	]	PUNCT
easat-5151	37	39	.	.	PUNCT
easat-5151	38	1	according	accord	VERB
easat-5151	38	2	to	to	ADP
easat-5151	38	3	arima	arima	NOUN
easat-5151	38	4	models	model	NOUN
easat-5151	38	5	,	,	PUNCT
easat-5151	38	6	the	the	DET
easat-5151	38	7	personal	personal	ADJ
easat-5151	38	8	care	care	NOUN
easat-5151	38	9	and	and	CCONJ
easat-5151	38	10	healthcare	healthcare	NOUN
easat-5151	38	11	sectors	sector	NOUN
easat-5151	38	12	in	in	ADP
easat-5151	38	13	the	the	DET
easat-5151	38	14	u.s	u.s	PROPN
easat-5151	38	15	.	.	PROPN
easat-5151	38	16	presented	present	VERB
easat-5151	38	17	correlations	correlation	NOUN
easat-5151	38	18	between	between	ADP
easat-5151	38	19	covid-19	covid-19	PROPN
easat-5151	38	20	cases	case	NOUN
easat-5151	38	21	and	and	CCONJ
easat-5151	38	22	sales	sale	NOUN
easat-5151	38	23	variations	variation	NOUN
easat-5151	38	24	[	[	X
easat-5151	38	25	11	11	NUM
easat-5151	38	26	]	]	PUNCT
easat-5151	38	27	.	.	PUNCT
easat-5151	39	1	simultaneously	simultaneously	ADV
easat-5151	39	2	,	,	PUNCT
easat-5151	39	3	owner	owner	NOUN
easat-5151	39	4	demographics	demographic	NOUN
easat-5151	39	5	significantly	significantly	ADV
easat-5151	39	6	influenced	influence	VERB
easat-5151	39	7	the	the	DET
easat-5151	39	8	pandemic	pandemic	NOUN
easat-5151	39	9	's	's	PART
easat-5151	39	10	impact	impact	NOUN
easat-5151	39	11	on	on	ADP
easat-5151	39	12	u.s	u.s	PROPN
easat-5151	39	13	.	.	PROPN
easat-5151	39	14	businesses	business	NOUN
easat-5151	39	15	,	,	PUNCT
easat-5151	39	16	although	although	SCONJ
easat-5151	39	17	online	online	ADJ
easat-5151	39	18	sales	sale	NOUN
easat-5151	39	19	experienced	experience	VERB
easat-5151	39	20	an	an	DET
easat-5151	39	21	average	average	ADJ
easat-5151	39	22	decline	decline	NOUN
easat-5151	39	23	of	of	ADP
easat-5151	39	24	29	29	NUM
easat-5151	39	25	%	%	NOUN
easat-5151	39	26	[	[	X
easat-5151	39	27	12	12	NUM
easat-5151	39	28	]	]	PUNCT
easat-5151	39	29	.	.	PUNCT
easat-5151	40	1	similarly	similarly	ADV
easat-5151	40	2	,	,	PUNCT
easat-5151	40	3	the	the	DET
easat-5151	40	4	indonesian	indonesian	ADJ
easat-5151	40	5	financial	financial	ADJ
easat-5151	40	6	sector	sector	NOUN
easat-5151	40	7	was	be	AUX
easat-5151	40	8	not	not	PART
easat-5151	40	9	immune	immune	ADJ
easat-5151	40	10	,	,	PUNCT
easat-5151	40	11	registering	register	VERB
easat-5151	40	12	a	a	DET
easat-5151	40	13	drop	drop	NOUN
easat-5151	40	14	in	in	ADP
easat-5151	40	15	share	share	NOUN
easat-5151	40	16	performance	performance	NOUN
easat-5151	40	17	and	and	CCONJ
easat-5151	40	18	return	return	VERB
easat-5151	40	19	on	on	ADP
easat-5151	40	20	investment	investment	NOUN
easat-5151	40	21	[	[	X
easat-5151	40	22	13	13	NUM
easat-5151	40	23	]	]	PUNCT
easat-5151	40	24	.	.	PUNCT
easat-5151	41	1	in	in	ADP
easat-5151	41	2	terms	term	NOUN
easat-5151	41	3	of	of	ADP
easat-5151	41	4	methodologies	methodology	NOUN
easat-5151	41	5	,	,	PUNCT
easat-5151	41	6	clustering	cluster	VERB
easat-5151	41	7	techniques	technique	NOUN
easat-5151	41	8	such	such	ADJ
easat-5151	41	9	as	as	ADP
easat-5151	41	10	k	k	NOUN
easat-5151	41	11	-	-	PUNCT
easat-5151	41	12	means	means	NOUN
easat-5151	41	13	,	,	PUNCT
easat-5151	41	14	k	k	NOUN
easat-5151	41	15	-	-	NOUN
easat-5151	41	16	medoids	medoid	NOUN
easat-5151	41	17	,	,	PUNCT
easat-5151	41	18	and	and	CCONJ
easat-5151	41	19	dbscan	dbscan	PROPN
easat-5151	41	20	have	have	AUX
easat-5151	41	21	proven	prove	VERB
easat-5151	41	22	effective	effective	ADJ
easat-5151	41	23	in	in	ADP
easat-5151	41	24	enabling	enable	VERB
easat-5151	41	25	nuanced	nuanced	ADJ
easat-5151	41	26	business	business	NOUN
easat-5151	41	27	segmentation	segmentation	NOUN
easat-5151	41	28	,	,	PUNCT
easat-5151	41	29	thereby	thereby	ADV
easat-5151	41	30	refining	refine	VERB
easat-5151	41	31	sales	sale	NOUN
easat-5151	41	32	strategies	strategy	NOUN
easat-5151	41	33	.	.	PUNCT
easat-5151	42	1	for	for	ADP
easat-5151	42	2	example	example	NOUN
easat-5151	42	3	,	,	PUNCT
easat-5151	42	4	k	k	X
easat-5151	42	5	-	-	PUNCT
easat-5151	42	6	means	means	NOUN
easat-5151	42	7	divides	divide	VERB
easat-5151	42	8	customers	customer	NOUN
easat-5151	42	9	on	on	ADP
easat-5151	42	10	the	the	DET
easat-5151	42	11	basis	basis	NOUN
easat-5151	42	12	of	of	ADP
easat-5151	42	13	rfm	rfm	PROPN
easat-5151	42	14	parameters	parameter	NOUN
easat-5151	42	15	,	,	PUNCT
easat-5151	42	16	enhancing	enhance	VERB
easat-5151	42	17	loyalty	loyalty	NOUN
easat-5151	42	18	strategies	strategy	NOUN
easat-5151	42	19	[	[	X
easat-5151	42	20	14	14	NUM
easat-5151	42	21	]	]	PUNCT
easat-5151	42	22	.	.	PUNCT
easat-5151	43	1	conversely	conversely	ADV
easat-5151	43	2	,	,	PUNCT
easat-5151	43	3	nonlinear	nonlinear	ADJ
easat-5151	43	4	data	datum	NOUN
easat-5151	43	5	and	and	CCONJ
easat-5151	43	6	outliers	outlier	NOUN
easat-5151	43	7	necessitate	necessitate	ADJ
easat-5151	43	8	approaches	approach	NOUN
easat-5151	43	9	such	such	ADJ
easat-5151	43	10	as	as	ADP
easat-5151	43	11	dbscan	dbscan	NOUN
easat-5151	43	12	,	,	PUNCT
easat-5151	43	13	which	which	PRON
easat-5151	43	14	is	be	AUX
easat-5151	43	15	adept	adept	ADJ
easat-5151	43	16	at	at	ADP
easat-5151	43	17	identifying	identify	VERB
easat-5151	43	18	dense	dense	ADJ
easat-5151	43	19	clusters	cluster	NOUN
easat-5151	43	20	[	[	X
easat-5151	43	21	15	15	NUM
easat-5151	43	22	]	]	PUNCT
easat-5151	43	23	.	.	PUNCT
easat-5151	44	1	more	more	ADV
easat-5151	44	2	recently	recently	ADV
easat-5151	44	3	,	,	PUNCT
easat-5151	44	4	hybrid	hybrid	ADJ
easat-5151	44	5	models	model	NOUN
easat-5151	44	6	that	that	PRON
easat-5151	44	7	integrate	integrate	VERB
easat-5151	44	8	clustering	clustering	ADJ
easat-5151	44	9	methods	method	NOUN
easat-5151	44	10	with	with	ADP
easat-5151	44	11	embeddings	embedding	NOUN
easat-5151	44	12	,	,	PUNCT
easat-5151	44	13	such	such	ADJ
easat-5151	44	14	as	as	ADP
easat-5151	44	15	llm	llm	PROPN
easat-5151	44	16	and	and	CCONJ
easat-5151	44	17	dice	dice	NOUN
easat-5151	44	18	,	,	PUNCT
easat-5151	44	19	have	have	AUX
easat-5151	44	20	allowed	allow	VERB
easat-5151	44	21	for	for	ADP
easat-5151	44	22	more	more	ADV
easat-5151	44	23	precise	precise	ADJ
easat-5151	44	24	segmentation	segmentation	NOUN
easat-5151	44	25	[	[	X
easat-5151	44	26	16	16	NUM
easat-5151	44	27	]	]	PUNCT
easat-5151	44	28	.	.	PUNCT
easat-5151	45	1	another	another	DET
easat-5151	45	2	noteworthy	noteworthy	ADJ
easat-5151	45	3	point	point	NOUN
easat-5151	45	4	is	be	AUX
easat-5151	45	5	that	that	SCONJ
easat-5151	45	6	standardizing	standardize	VERB
easat-5151	45	7	sales	sale	NOUN
easat-5151	45	8	data	datum	NOUN
easat-5151	45	9	has	have	AUX
easat-5151	45	10	become	become	VERB
easat-5151	45	11	indispensable	indispensable	ADJ
easat-5151	45	12	for	for	ADP
easat-5151	45	13	enhancing	enhance	VERB
easat-5151	45	14	the	the	DET
easat-5151	45	15	accuracy	accuracy	NOUN
easat-5151	45	16	of	of	ADP
easat-5151	45	17	analyses	analysis	NOUN
easat-5151	45	18	and	and	CCONJ
easat-5151	45	19	forecasts	forecast	NOUN
easat-5151	45	20	.	.	PUNCT
easat-5151	46	1	moreover	moreover	ADV
easat-5151	46	2	,	,	PUNCT
easat-5151	46	3	classification	classification	NOUN
easat-5151	46	4	algorithms	algorithm	NOUN
easat-5151	46	5	such	such	ADJ
easat-5151	46	6	as	as	ADP
easat-5151	46	7	naïve	naïve	ADJ
easat-5151	46	8	bayes	bayes	NOUN
easat-5151	46	9	and	and	CCONJ
easat-5151	46	10	k	k	NOUN
easat-5151	46	11	-	-	PUNCT
easat-5151	46	12	means	mean	VERB
easat-5151	46	13	facilitate	facilitate	NOUN
easat-5151	46	14	sales	sale	NOUN
easat-5151	46	15	data	datum	NOUN
easat-5151	46	16	segmentation	segmentation	NOUN
easat-5151	46	17	,	,	PUNCT
easat-5151	46	18	which	which	PRON
easat-5151	46	19	is	be	AUX
easat-5151	46	20	crucial	crucial	ADJ
easat-5151	46	21	for	for	ADP
easat-5151	46	22	optimized	optimize	VERB
easat-5151	46	23	strategies	strategy	NOUN
easat-5151	46	24	[	[	X
easat-5151	46	25	17	17	NUM
easat-5151	46	26	]	]	PUNCT
easat-5151	46	27	.	.	PUNCT
easat-5151	47	1	as	as	ADP
easat-5151	47	2	a	a	DET
easat-5151	47	3	result	result	NOUN
easat-5151	47	4	,	,	PUNCT
easat-5151	47	5	data	datum	NOUN
easat-5151	47	6	standardization	standardization	NOUN
easat-5151	47	7	captures	capture	VERB
easat-5151	47	8	trends	trend	NOUN
easat-5151	47	9	and	and	CCONJ
easat-5151	47	10	seasonal	seasonal	ADJ
easat-5151	47	11	patterns	pattern	NOUN
easat-5151	47	12	,	,	PUNCT
easat-5151	47	13	improving	improve	VERB
easat-5151	47	14	forecasting	forecasting	NOUN
easat-5151	47	15	[	[	X
easat-5151	47	16	18	18	NUM
easat-5151	47	17	]	]	PUNCT
easat-5151	47	18	.	.	PUNCT
easat-5151	48	1	importantly	importantly	ADV
easat-5151	48	2	,	,	PUNCT
easat-5151	48	3	preprocessed	preprocesse	VERB
easat-5151	48	4	data	datum	NOUN
easat-5151	48	5	minimize	minimize	VERB
easat-5151	48	6	bias	bias	NOUN
easat-5151	48	7	and	and	CCONJ
easat-5151	48	8	increase	increase	VERB
easat-5151	48	9	the	the	DET
easat-5151	48	10	precision	precision	NOUN
easat-5151	48	11	of	of	ADP
easat-5151	48	12	predictive	predictive	ADJ
easat-5151	48	13	models	model	NOUN
easat-5151	48	14	[	[	X
easat-5151	48	15	19	19	NUM
easat-5151	48	16	]	]	PUNCT
easat-5151	48	17	.	.	PUNCT
easat-5151	49	1	interestingly	interestingly	ADV
easat-5151	49	2	,	,	PUNCT
easat-5151	49	3	analysing	analyse	VERB
easat-5151	49	4	the	the	DET
easat-5151	49	5	distribution	distribution	NOUN
easat-5151	49	6	and	and	CCONJ
easat-5151	49	7	attributes	attribute	NOUN
easat-5151	49	8	of	of	ADP
easat-5151	49	9	business	business	NOUN
easat-5151	49	10	groups	group	NOUN
easat-5151	49	11	has	have	AUX
easat-5151	49	12	garnered	garner	VERB
easat-5151	49	13	increasing	increase	VERB
easat-5151	49	14	research	research	NOUN
easat-5151	49	15	interest	interest	NOUN
easat-5151	49	16	,	,	PUNCT
easat-5151	49	17	revealing	reveal	VERB
easat-5151	49	18	critical	critical	ADJ
easat-5151	49	19	dynamics	dynamic	NOUN
easat-5151	49	20	between	between	ADP
easat-5151	49	21	affiliated	affiliated	ADJ
easat-5151	49	22	and	and	CCONJ
easat-5151	49	23	independent	independent	ADJ
easat-5151	49	24	firms	firm	NOUN
easat-5151	49	25	.	.	PUNCT
easat-5151	50	1	business	business	NOUN
easat-5151	50	2	groups	group	NOUN
easat-5151	50	3	,	,	PUNCT
easat-5151	50	4	often	often	ADV
easat-5151	50	5	under	under	ADP
easat-5151	50	6	the	the	DET
easat-5151	50	7	influence	influence	NOUN
easat-5151	50	8	of	of	ADP
easat-5151	50	9	a	a	DET
easat-5151	50	10	common	common	ADJ
easat-5151	50	11	shareholder	shareholder	NOUN
easat-5151	50	12	,	,	PUNCT
easat-5151	50	13	offer	offer	VERB
easat-5151	50	14	advantages	advantage	NOUN
easat-5151	50	15	in	in	ADP
easat-5151	50	16	forecasting	forecasting	NOUN
easat-5151	50	17	and	and	CCONJ
easat-5151	50	18	social	social	ADJ
easat-5151	50	19	capital	capital	NOUN
easat-5151	50	20	,	,	PUNCT
easat-5151	50	21	although	although	SCONJ
easat-5151	50	22	economic	economic	ADJ
easat-5151	50	23	performance	performance	NOUN
easat-5151	50	24	depends	depend	VERB
easat-5151	50	25	on	on	ADP
easat-5151	50	26	size	size	NOUN
easat-5151	50	27	and	and	CCONJ
easat-5151	50	28	structure	structure	NOUN
easat-5151	50	29	.	.	PUNCT
easat-5151	51	1	for	for	ADP
easat-5151	51	2	instance	instance	NOUN
easat-5151	51	3	,	,	PUNCT
easat-5151	51	4	in	in	ADP
easat-5151	51	5	family	family	NOUN
easat-5151	51	6	businesses	business	NOUN
easat-5151	51	7	,	,	PUNCT
easat-5151	51	8	group	group	NOUN
easat-5151	51	9	size	size	NOUN
easat-5151	51	10	significantly	significantly	ADV
easat-5151	51	11	affects	affect	VERB
easat-5151	51	12	financial	financial	ADJ
easat-5151	51	13	management	management	NOUN
easat-5151	51	14	by	by	ADP
easat-5151	51	15	curbing	curb	VERB
easat-5151	51	16	opportunistic	opportunistic	ADJ
easat-5151	51	17	behaviors	behavior	NOUN
easat-5151	51	18	within	within	ADP
easat-5151	51	19	closely	closely	ADV
easat-5151	51	20	related	relate	VERB
easat-5151	51	21	companies	company	NOUN
easat-5151	51	22	[	[	X
easat-5151	51	23	20	20	NUM
easat-5151	51	24	,	,	PUNCT
easat-5151	51	25	21	21	NUM
easat-5151	51	26	]	]	PUNCT
easat-5151	51	27	.	.	PUNCT
easat-5151	52	1	in	in	ADP
easat-5151	52	2	the	the	DET
easat-5151	52	3	same	same	ADJ
easat-5151	52	4	vein	vein	NOUN
easat-5151	52	5	,	,	PUNCT
easat-5151	52	6	group	group	NOUN
easat-5151	52	7	affiliation	affiliation	NOUN
easat-5151	52	8	impacts	impact	VERB
easat-5151	52	9	market	market	NOUN
easat-5151	52	10	competition	competition	NOUN
easat-5151	52	11	,	,	PUNCT
easat-5151	52	12	restricting	restrict	VERB
easat-5151	52	13	new	new	ADJ
easat-5151	52	14	entrants	entrant	NOUN
easat-5151	52	15	and	and	CCONJ
easat-5151	52	16	heightening	heighten	VERB
easat-5151	52	17	economic	economic	ADJ
easat-5151	52	18	concentration	concentration	NOUN
easat-5151	52	19	[	[	X
easat-5151	52	20	22	22	NUM
easat-5151	52	21	]	]	PUNCT
easat-5151	52	22	.	.	PUNCT
easat-5151	53	1	during	during	ADP
easat-5151	53	2	turbulent	turbulent	ADJ
easat-5151	53	3	times	time	NOUN
easat-5151	53	4	,	,	PUNCT
easat-5151	53	5	companies	company	NOUN
easat-5151	53	6	often	often	ADV
easat-5151	53	7	explore	explore	VERB
easat-5151	53	8	strategic	strategic	ADJ
easat-5151	53	9	approaches	approach	NOUN
easat-5151	53	10	to	to	PART
easat-5151	53	11	navigate	navigate	VERB
easat-5151	53	12	uncertainties	uncertainty	NOUN
easat-5151	53	13	.	.	PUNCT
easat-5151	54	1	in	in	ADP
easat-5151	54	2	this	this	DET
easat-5151	54	3	139	139	NUM
easat-5151	54	4	edelweiss	edelweiss	PROPN
easat-5151	54	5	applied	apply	VERB
easat-5151	54	6	science	science	NOUN
easat-5151	54	7	and	and	CCONJ
easat-5151	54	8	technology	technology	NOUN
easat-5151	54	9	issn	issn	PROPN
easat-5151	54	10	:	:	PUNCT
easat-5151	54	11	2576	2576	NUM
easat-5151	54	12	-	-	SYM
easat-5151	54	13	8484	8484	NUM
easat-5151	54	14	vol	vol	NOUN
easat-5151	54	15	.	.	PROPN
easat-5151	54	16	9	9	NUM
easat-5151	54	17	,	,	PUNCT
easat-5151	54	18	no	no	INTJ
easat-5151	54	19	.	.	NOUN
easat-5151	54	20	3	3	NUM
easat-5151	54	21	:	:	SYM
easat-5151	54	22	137	137	NUM
easat-5151	54	23	-	-	SYM
easat-5151	54	24	150	150	NUM
easat-5151	54	25	,	,	PUNCT
easat-5151	54	26	2025	2025	NUM
easat-5151	54	27	doi	doi	NOUN
easat-5151	54	28	:	:	PUNCT
easat-5151	54	29	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	54	30	©	©	PROPN
easat-5151	54	31	2025	2025	NUM
easat-5151	54	32	by	by	ADP
easat-5151	54	33	the	the	DET
easat-5151	54	34	authors	author	NOUN
easat-5151	54	35	;	;	PUNCT
easat-5151	54	36	licensee	licensee	PROPN
easat-5151	54	37	learning	learn	VERB
easat-5151	54	38	gate	gate	PROPN
easat-5151	54	39	context	context	PROPN
easat-5151	54	40	,	,	PUNCT
easat-5151	54	41	brazil	brazil	PROPN
easat-5151	54	42	’s	’s	PART
easat-5151	54	43	regional	regional	ADJ
easat-5151	54	44	disparities	disparity	NOUN
easat-5151	54	45	and	and	CCONJ
easat-5151	54	46	innovative	innovative	ADJ
easat-5151	54	47	resources	resource	NOUN
easat-5151	54	48	highlight	highlight	VERB
easat-5151	54	49	the	the	DET
easat-5151	54	50	varying	vary	VERB
easat-5151	54	51	potential	potential	NOUN
easat-5151	54	52	for	for	ADP
easat-5151	54	53	innovation	innovation	NOUN
easat-5151	54	54	[	[	X
easat-5151	54	55	23	23	NUM
easat-5151	54	56	]	]	PUNCT
easat-5151	54	57	.	.	PUNCT
easat-5151	55	1	moreover	moreover	ADV
easat-5151	55	2	,	,	PUNCT
easat-5151	55	3	moroccan	moroccan	ADJ
easat-5151	55	4	firms	firm	NOUN
easat-5151	55	5	implemented	implement	VERB
easat-5151	55	6	crisis	crisis	NOUN
easat-5151	55	7	strategies	strategy	NOUN
easat-5151	55	8	such	such	ADJ
easat-5151	55	9	as	as	ADP
easat-5151	55	10	stakeholder	stakeholder	NOUN
easat-5151	55	11	engagement	engagement	NOUN
easat-5151	55	12	and	and	CCONJ
easat-5151	55	13	social	social	ADJ
easat-5151	55	14	innovation	innovation	NOUN
easat-5151	55	15	,	,	PUNCT
easat-5151	55	16	fostering	foster	VERB
easat-5151	55	17	resilience	resilience	NOUN
easat-5151	55	18	[	[	X
easat-5151	55	19	24	24	NUM
easat-5151	55	20	]	]	PUNCT
easat-5151	55	21	.	.	PUNCT
easat-5151	56	1	likewise	likewise	ADV
easat-5151	56	2	,	,	PUNCT
easat-5151	56	3	effective	effective	ADJ
easat-5151	56	4	supply	supply	NOUN
easat-5151	56	5	chain	chain	NOUN
easat-5151	56	6	management	management	NOUN
easat-5151	56	7	and	and	CCONJ
easat-5151	56	8	adaptable	adaptable	ADJ
easat-5151	56	9	processes	process	NOUN
easat-5151	56	10	reinforce	reinforce	VERB
easat-5151	56	11	organizational	organizational	ADJ
easat-5151	56	12	strength	strength	NOUN
easat-5151	56	13	in	in	ADP
easat-5151	56	14	challenging	challenge	VERB
easat-5151	56	15	circumstances	circumstance	NOUN
easat-5151	56	16	[	[	X
easat-5151	56	17	25	25	NUM
easat-5151	56	18	]	]	PUNCT
easat-5151	56	19	.	.	PUNCT
easat-5151	57	1	notably	notably	ADV
easat-5151	57	2	,	,	PUNCT
easat-5151	57	3	while	while	SCONJ
easat-5151	57	4	innovation	innovation	NOUN
easat-5151	57	5	underpins	underpin	VERB
easat-5151	57	6	resilience	resilience	NOUN
easat-5151	57	7	in	in	ADP
easat-5151	57	8	the	the	DET
easat-5151	57	9	energy	energy	NOUN
easat-5151	57	10	sector	sector	NOUN
easat-5151	57	11	,	,	PUNCT
easat-5151	57	12	a	a	DET
easat-5151	57	13	multifaceted	multifaceted	ADJ
easat-5151	57	14	strategy	strategy	NOUN
easat-5151	57	15	is	be	AUX
easat-5151	57	16	vital	vital	ADJ
easat-5151	57	17	for	for	ADP
easat-5151	57	18	sustainable	sustainable	ADJ
easat-5151	57	19	recovery	recovery	NOUN
easat-5151	58	1	[	[	X
easat-5151	58	2	26	26	NUM
easat-5151	58	3	]	]	PUNCT
easat-5151	58	4	.	.	PUNCT
easat-5151	59	1	additionally	additionally	ADV
easat-5151	59	2	,	,	PUNCT
easat-5151	59	3	government	government	NOUN
easat-5151	59	4	financial	financial	ADJ
easat-5151	59	5	support	support	NOUN
easat-5151	59	6	has	have	AUX
easat-5151	59	7	been	be	AUX
easat-5151	59	8	instrumental	instrumental	ADJ
easat-5151	59	9	in	in	ADP
easat-5151	59	10	reducing	reduce	VERB
easat-5151	59	11	business	business	NOUN
easat-5151	59	12	failure	failure	NOUN
easat-5151	59	13	[	[	X
easat-5151	59	14	27	27	NUM
easat-5151	59	15	]	]	PUNCT
easat-5151	59	16	.	.	PUNCT
easat-5151	60	1	by	by	ADP
easat-5151	60	2	extension	extension	NOUN
easat-5151	60	3	,	,	PUNCT
easat-5151	60	4	digital	digital	ADJ
easat-5151	60	5	transformation	transformation	NOUN
easat-5151	60	6	functions	function	NOUN
easat-5151	60	7	as	as	ADP
easat-5151	60	8	a	a	DET
easat-5151	60	9	pivotal	pivotal	ADJ
easat-5151	60	10	tool	tool	NOUN
easat-5151	60	11	for	for	ADP
easat-5151	60	12	enhancing	enhance	VERB
easat-5151	60	13	companies	company	NOUN
easat-5151	60	14	'	'	PART
easat-5151	60	15	adaptability	adaptability	NOUN
easat-5151	60	16	to	to	ADP
easat-5151	60	17	market	market	NOUN
easat-5151	60	18	fluctuations	fluctuation	NOUN
easat-5151	60	19	,	,	PUNCT
easat-5151	60	20	whereas	whereas	SCONJ
easat-5151	60	21	adaptive	adaptive	ADJ
easat-5151	60	22	leadership	leadership	NOUN
easat-5151	60	23	further	far	ADV
easat-5151	60	24	bolsters	bolster	VERB
easat-5151	60	25	resilience	resilience	NOUN
easat-5151	60	26	,	,	PUNCT
easat-5151	60	27	ensuring	ensure	VERB
easat-5151	60	28	more	more	ADV
easat-5151	60	29	efficient	efficient	ADJ
easat-5151	60	30	uncertainty	uncertainty	NOUN
easat-5151	60	31	management	management	NOUN
easat-5151	61	1	[	[	X
easat-5151	61	2	28	28	NUM
easat-5151	61	3	]	]	PUNCT
easat-5151	61	4	.	.	PUNCT
easat-5151	62	1	undeniably	undeniably	ADV
easat-5151	62	2	,	,	PUNCT
easat-5151	62	3	businesses	business	NOUN
easat-5151	62	4	leverage	leverage	VERB
easat-5151	62	5	digital	digital	ADJ
easat-5151	62	6	technologies	technology	NOUN
easat-5151	62	7	to	to	PART
easat-5151	62	8	optimize	optimize	VERB
easat-5151	62	9	operations	operation	NOUN
easat-5151	62	10	and	and	CCONJ
easat-5151	62	11	expand	expand	VERB
easat-5151	62	12	market	market	NOUN
easat-5151	62	13	reach	reach	NOUN
easat-5151	62	14	[	[	X
easat-5151	62	15	29	29	NUM
easat-5151	62	16	]	]	PUNCT
easat-5151	62	17	.	.	PUNCT
easat-5151	63	1	in	in	ADP
easat-5151	63	2	particular	particular	ADJ
easat-5151	63	3	,	,	PUNCT
easat-5151	63	4	adopting	adopt	VERB
easat-5151	63	5	technologies	technology	NOUN
easat-5151	63	6	such	such	ADJ
easat-5151	63	7	as	as	ADP
easat-5151	63	8	cloud	cloud	NOUN
easat-5151	63	9	computing	computing	NOUN
easat-5151	63	10	and	and	CCONJ
easat-5151	63	11	the	the	DET
easat-5151	63	12	internet	internet	NOUN
easat-5151	63	13	of	of	ADP
easat-5151	63	14	things	thing	NOUN
easat-5151	63	15	strengthens	strengthen	VERB
easat-5151	63	16	organizational	organizational	ADJ
easat-5151	63	17	flexibility	flexibility	NOUN
easat-5151	63	18	,	,	PUNCT
easat-5151	63	19	enabling	enable	VERB
easat-5151	63	20	swift	swift	ADJ
easat-5151	63	21	responses	response	NOUN
easat-5151	63	22	to	to	ADP
easat-5151	63	23	market	market	NOUN
easat-5151	63	24	dynamics	dynamic	NOUN
easat-5151	63	25	[	[	X
easat-5151	63	26	30	30	NUM
easat-5151	63	27	]	]	PUNCT
easat-5151	63	28	.	.	PUNCT
easat-5151	64	1	first	first	ADV
easat-5151	64	2	,	,	PUNCT
easat-5151	64	3	the	the	DET
easat-5151	64	4	covid-19	covid-19	PROPN
easat-5151	64	5	pandemic	pandemic	NOUN
easat-5151	64	6	underscores	underscore	VERB
easat-5151	64	7	the	the	DET
easat-5151	64	8	necessity	necessity	NOUN
easat-5151	64	9	of	of	ADP
easat-5151	64	10	resilience	resilience	NOUN
easat-5151	64	11	strategies	strategy	NOUN
easat-5151	64	12	,	,	PUNCT
easat-5151	64	13	where	where	SCONJ
easat-5151	64	14	tailored	tailor	VERB
easat-5151	64	15	interventions	intervention	NOUN
easat-5151	64	16	such	such	ADJ
easat-5151	64	17	as	as	ADP
easat-5151	64	18	technological	technological	ADJ
easat-5151	64	19	adoption	adoption	NOUN
easat-5151	64	20	and	and	CCONJ
easat-5151	64	21	financial	financial	ADJ
easat-5151	64	22	assistance	assistance	NOUN
easat-5151	64	23	are	be	AUX
easat-5151	64	24	pivotal	pivotal	ADJ
easat-5151	64	25	in	in	ADP
easat-5151	64	26	increasing	increase	VERB
easat-5151	64	27	smes	sme	NOUN
easat-5151	64	28	’	'	PUNCT
easat-5151	64	29	resilience	resilience	NOUN
easat-5151	64	30	,	,	PUNCT
easat-5151	64	31	especially	especially	ADV
easat-5151	64	32	in	in	ADP
easat-5151	64	33	indonesia	indonesia	PROPN
easat-5151	64	34	and	and	CCONJ
easat-5151	64	35	malaysia	malaysia	NOUN
easat-5151	65	1	[	[	X
easat-5151	65	2	31	31	NUM
easat-5151	65	3	]	]	PUNCT
easat-5151	65	4	.	.	PUNCT
easat-5151	66	1	when	when	SCONJ
easat-5151	66	2	aligned	align	VERB
easat-5151	66	3	with	with	ADP
easat-5151	66	4	social	social	ADJ
easat-5151	66	5	and	and	CCONJ
easat-5151	66	6	environmental	environmental	ADJ
easat-5151	66	7	practices	practice	NOUN
easat-5151	66	8	,	,	PUNCT
easat-5151	66	9	these	these	DET
easat-5151	66	10	strategies	strategy	NOUN
easat-5151	66	11	have	have	AUX
easat-5151	66	12	proven	prove	VERB
easat-5151	66	13	effective	effective	ADJ
easat-5151	66	14	during	during	ADP
easat-5151	66	15	crises	crisis	NOUN
easat-5151	66	16	,	,	PUNCT
easat-5151	66	17	highlighting	highlight	VERB
easat-5151	66	18	the	the	DET
easat-5151	66	19	role	role	NOUN
easat-5151	66	20	of	of	ADP
easat-5151	66	21	sustainability	sustainability	NOUN
easat-5151	66	22	in	in	ADP
easat-5151	66	23	performance	performance	NOUN
easat-5151	66	24	improvement	improvement	NOUN
easat-5151	66	25	[	[	X
easat-5151	66	26	32	32	NUM
easat-5151	66	27	]	]	PUNCT
easat-5151	66	28	.	.	PUNCT
easat-5151	67	1	simultaneously	simultaneously	ADV
easat-5151	67	2	,	,	PUNCT
easat-5151	67	3	businesses	business	NOUN
easat-5151	67	4	with	with	ADP
easat-5151	67	5	high	high	ADJ
easat-5151	67	6	circularity	circularity	NOUN
easat-5151	67	7	scores	score	NOUN
easat-5151	67	8	have	have	AUX
easat-5151	67	9	demonstrated	demonstrate	VERB
easat-5151	67	10	increased	increased	ADJ
easat-5151	67	11	resilience	resilience	NOUN
easat-5151	67	12	during	during	ADP
easat-5151	67	13	crises	crisis	NOUN
easat-5151	67	14	,	,	PUNCT
easat-5151	67	15	suggesting	suggest	VERB
easat-5151	67	16	that	that	SCONJ
easat-5151	67	17	circular	circular	ADJ
easat-5151	67	18	strategies	strategy	NOUN
easat-5151	67	19	are	be	AUX
easat-5151	67	20	integral	integral	ADJ
easat-5151	67	21	to	to	ADP
easat-5151	67	22	strengthening	strengthen	VERB
easat-5151	67	23	organizational	organizational	ADJ
easat-5151	67	24	resilience	resilience	NOUN
easat-5151	67	25	[	[	X
easat-5151	67	26	33	33	NUM
easat-5151	67	27	]	]	PUNCT
easat-5151	67	28	.	.	PUNCT
easat-5151	68	1	moreover	moreover	ADV
easat-5151	68	2	,	,	PUNCT
easat-5151	68	3	data	datum	NOUN
easat-5151	68	4	standardization	standardization	NOUN
easat-5151	68	5	remains	remain	VERB
easat-5151	68	6	critical	critical	ADJ
easat-5151	68	7	for	for	ADP
easat-5151	68	8	improving	improve	VERB
easat-5151	68	9	business	business	NOUN
easat-5151	68	10	performance	performance	NOUN
easat-5151	68	11	by	by	ADP
easat-5151	68	12	bolstering	bolster	VERB
easat-5151	68	13	strategic	strategic	ADJ
easat-5151	68	14	decision	decision	NOUN
easat-5151	68	15	-	-	PUNCT
easat-5151	68	16	making	making	NOUN
easat-5151	68	17	[	[	X
easat-5151	68	18	34	34	NUM
easat-5151	68	19	]	]	PUNCT
easat-5151	68	20	.	.	PUNCT
easat-5151	69	1	by	by	ADP
easat-5151	69	2	streamlining	streamline	VERB
easat-5151	69	3	processes	process	NOUN
easat-5151	69	4	,	,	PUNCT
easat-5151	69	5	standardization	standardization	NOUN
easat-5151	69	6	reduces	reduce	VERB
easat-5151	69	7	transaction	transaction	NOUN
easat-5151	69	8	costs	cost	NOUN
easat-5151	69	9	and	and	CCONJ
easat-5151	69	10	enhances	enhance	VERB
easat-5151	69	11	operational	operational	ADJ
easat-5151	69	12	efficiency	efficiency	NOUN
easat-5151	69	13	,	,	PUNCT
easat-5151	69	14	ensuring	ensure	VERB
easat-5151	69	15	competitiveness	competitiveness	NOUN
easat-5151	69	16	in	in	ADP
easat-5151	69	17	the	the	DET
easat-5151	69	18	digital	digital	ADJ
easat-5151	69	19	economy	economy	NOUN
easat-5151	69	20	[	[	X
easat-5151	69	21	35	35	NUM
easat-5151	69	22	]	]	PUNCT
easat-5151	69	23	.	.	PUNCT
easat-5151	70	1	furthermore	furthermore	ADV
easat-5151	70	2	,	,	PUNCT
easat-5151	70	3	the	the	DET
easat-5151	70	4	standardization	standardization	NOUN
easat-5151	70	5	of	of	ADP
easat-5151	70	6	work	work	NOUN
easat-5151	70	7	processes	process	NOUN
easat-5151	70	8	has	have	VERB
easat-5151	70	9	a	a	DET
easat-5151	70	10	positive	positive	ADJ
easat-5151	70	11	effect	effect	NOUN
easat-5151	70	12	on	on	ADP
easat-5151	70	13	project	project	NOUN
easat-5151	70	14	performance	performance	NOUN
easat-5151	70	15	,	,	PUNCT
easat-5151	70	16	although	although	SCONJ
easat-5151	70	17	its	its	PRON
easat-5151	70	18	effectiveness	effectiveness	NOUN
easat-5151	70	19	depends	depend	VERB
easat-5151	70	20	on	on	ADP
easat-5151	70	21	variables	variable	NOUN
easat-5151	70	22	such	such	ADJ
easat-5151	70	23	as	as	ADP
easat-5151	70	24	technical	technical	ADJ
easat-5151	70	25	complexity	complexity	NOUN
easat-5151	70	26	and	and	CCONJ
easat-5151	70	27	environmental	environmental	ADJ
easat-5151	70	28	stability	stability	NOUN
easat-5151	70	29	[	[	X
easat-5151	70	30	36	36	NUM
easat-5151	70	31	]	]	PUNCT
easat-5151	70	32	.	.	PUNCT
easat-5151	71	1	consequently	consequently	ADV
easat-5151	71	2	,	,	PUNCT
easat-5151	71	3	efficient	efficient	ADJ
easat-5151	71	4	data	datum	NOUN
easat-5151	71	5	management	management	NOUN
easat-5151	71	6	via	via	ADP
easat-5151	71	7	standardization	standardization	NOUN
easat-5151	71	8	enhances	enhance	VERB
easat-5151	71	9	big	big	ADJ
easat-5151	71	10	data	datum	NOUN
easat-5151	71	11	analytics	analytic	NOUN
easat-5151	71	12	,	,	PUNCT
easat-5151	71	13	translating	translate	VERB
easat-5151	71	14	into	into	ADP
easat-5151	71	15	financial	financial	ADJ
easat-5151	71	16	and	and	CCONJ
easat-5151	71	17	operational	operational	ADJ
easat-5151	71	18	gains	gain	NOUN
easat-5151	71	19	,	,	PUNCT
easat-5151	71	20	particularly	particularly	ADV
easat-5151	71	21	in	in	ADP
easat-5151	71	22	sectors	sector	NOUN
easat-5151	71	23	where	where	SCONJ
easat-5151	71	24	data	datum	NOUN
easat-5151	71	25	governance	governance	NOUN
easat-5151	71	26	influences	influence	VERB
easat-5151	71	27	capital	capital	NOUN
easat-5151	71	28	market	market	NOUN
easat-5151	71	29	outcomes	outcome	NOUN
easat-5151	72	1	[	[	X
easat-5151	72	2	37	37	NUM
easat-5151	72	3	,	,	PUNCT
easat-5151	72	4	38	38	NUM
easat-5151	72	5	]	]	PUNCT
easat-5151	72	6	.	.	PUNCT
easat-5151	73	1	through	through	ADP
easat-5151	73	2	this	this	DET
easat-5151	73	3	lens	len	NOUN
easat-5151	73	4	,	,	PUNCT
easat-5151	73	5	data	datum	NOUN
easat-5151	73	6	standardization	standardization	NOUN
easat-5151	73	7	strengthens	strengthen	VERB
easat-5151	73	8	business	business	NOUN
easat-5151	73	9	performance	performance	NOUN
easat-5151	73	10	and	and	CCONJ
easat-5151	73	11	provides	provide	VERB
easat-5151	73	12	a	a	DET
easat-5151	73	13	lasting	last	VERB
easat-5151	73	14	competitive	competitive	ADJ
easat-5151	73	15	edge	edge	NOUN
easat-5151	73	16	[	[	X
easat-5151	73	17	39	39	NUM
easat-5151	73	18	]	]	PUNCT
easat-5151	73	19	.	.	PUNCT
easat-5151	74	1	in	in	ADP
easat-5151	74	2	light	light	NOUN
easat-5151	74	3	of	of	ADP
easat-5151	74	4	this	this	PRON
easat-5151	74	5	,	,	PUNCT
easat-5151	74	6	product	product	NOUN
easat-5151	74	7	diversification	diversification	NOUN
easat-5151	74	8	and	and	CCONJ
easat-5151	74	9	distance	distance	NOUN
easat-5151	74	10	-	-	PUNCT
easat-5151	74	11	selling	sell	VERB
easat-5151	74	12	channels	channel	NOUN
easat-5151	74	13	serve	serve	VERB
easat-5151	74	14	as	as	ADP
easat-5151	74	15	effective	effective	ADJ
easat-5151	74	16	countermeasures	countermeasure	NOUN
easat-5151	74	17	against	against	ADP
easat-5151	74	18	crises	crisis	NOUN
easat-5151	74	19	.	.	PUNCT
easat-5151	75	1	for	for	ADP
easat-5151	75	2	example	example	NOUN
easat-5151	75	3	,	,	PUNCT
easat-5151	75	4	digital	digital	ADJ
easat-5151	75	5	diversification	diversification	NOUN
easat-5151	75	6	mitigates	mitigate	NOUN
easat-5151	75	7	declines	decline	NOUN
easat-5151	75	8	in	in	ADP
easat-5151	75	9	physical	physical	ADJ
easat-5151	75	10	sales	sale	NOUN
easat-5151	75	11	channels	channel	NOUN
easat-5151	75	12	[	[	X
easat-5151	75	13	40	40	NUM
easat-5151	75	14	]	]	PUNCT
easat-5151	75	15	.	.	PUNCT
easat-5151	76	1	correspondingly	correspondingly	ADV
easat-5151	76	2	,	,	PUNCT
easat-5151	76	3	european	european	ADJ
easat-5151	76	4	agricultural	agricultural	ADJ
easat-5151	76	5	producers	producer	NOUN
easat-5151	76	6	leveraged	leverage	VERB
easat-5151	76	7	distance	distance	NOUN
easat-5151	76	8	selling	selling	NOUN
easat-5151	76	9	during	during	ADP
easat-5151	76	10	confinement	confinement	ADJ
easat-5151	76	11	periods	period	NOUN
easat-5151	76	12	to	to	PART
easat-5151	76	13	increase	increase	VERB
easat-5151	76	14	sales	sale	NOUN
easat-5151	76	15	[	[	X
easat-5151	76	16	41	41	NUM
easat-5151	76	17	]	]	PUNCT
easat-5151	76	18	.	.	PUNCT
easat-5151	77	1	that	that	PRON
easat-5151	77	2	said	say	VERB
easat-5151	77	3	,	,	PUNCT
easat-5151	77	4	excessive	excessive	ADJ
easat-5151	77	5	diversification	diversification	NOUN
easat-5151	77	6	may	may	AUX
easat-5151	77	7	backfire	backfire	VERB
easat-5151	77	8	,	,	PUNCT
easat-5151	77	9	necessitating	necessitate	VERB
easat-5151	77	10	strategies	strategy	NOUN
easat-5151	77	11	tailored	tailor	VERB
easat-5151	77	12	to	to	ADP
easat-5151	77	13	specific	specific	ADJ
easat-5151	77	14	markets	market	NOUN
easat-5151	77	15	[	[	X
easat-5151	77	16	42	42	NUM
easat-5151	77	17	]	]	PUNCT
easat-5151	77	18	.	.	PUNCT
easat-5151	78	1	unquestionably	unquestionably	ADV
easat-5151	78	2	,	,	PUNCT
easat-5151	78	3	operational	operational	ADJ
easat-5151	78	4	flexibility	flexibility	NOUN
easat-5151	78	5	emerges	emerge	VERB
easat-5151	78	6	as	as	ADP
easat-5151	78	7	another	another	DET
easat-5151	78	8	essential	essential	ADJ
easat-5151	78	9	resilience	resilience	NOUN
easat-5151	78	10	factor	factor	NOUN
easat-5151	78	11	.	.	PUNCT
easat-5151	79	1	specifically	specifically	ADV
easat-5151	79	2	,	,	PUNCT
easat-5151	79	3	the	the	DET
easat-5151	79	4	manufacturing	manufacturing	NOUN
easat-5151	79	5	and	and	CCONJ
easat-5151	79	6	digital	digital	ADJ
easat-5151	79	7	sectors	sector	NOUN
easat-5151	79	8	have	have	AUX
easat-5151	79	9	adapted	adapt	VERB
easat-5151	79	10	their	their	PRON
easat-5151	79	11	product	product	NOUN
easat-5151	79	12	offerings	offering	NOUN
easat-5151	79	13	,	,	PUNCT
easat-5151	79	14	enabling	enable	VERB
easat-5151	79	15	improved	improve	VERB
easat-5151	79	16	sales	sale	NOUN
easat-5151	79	17	performance	performance	NOUN
easat-5151	79	18	[	[	X
easat-5151	79	19	43	43	NUM
easat-5151	79	20	]	]	PUNCT
easat-5151	79	21	.	.	PUNCT
easat-5151	80	1	in	in	ADP
easat-5151	80	2	uncertain	uncertain	ADJ
easat-5151	80	3	environments	environment	NOUN
easat-5151	80	4	,	,	PUNCT
easat-5151	80	5	flexibility	flexibility	NOUN
easat-5151	80	6	safeguards	safeguard	VERB
easat-5151	80	7	operational	operational	ADJ
easat-5151	80	8	efficiency	efficiency	NOUN
easat-5151	80	9	and	and	CCONJ
easat-5151	80	10	sustains	sustain	VERB
easat-5151	80	11	competitive	competitive	ADJ
easat-5151	80	12	advantage	advantage	NOUN
easat-5151	80	13	,	,	PUNCT
easat-5151	80	14	although	although	SCONJ
easat-5151	80	15	operational	operational	ADJ
easat-5151	80	16	disruptions	disruption	NOUN
easat-5151	80	17	can	can	AUX
easat-5151	80	18	sometimes	sometimes	ADV
easat-5151	80	19	undermine	undermine	VERB
easat-5151	80	20	efficiency	efficiency	NOUN
easat-5151	80	21	without	without	ADP
easat-5151	80	22	directly	directly	ADV
easat-5151	80	23	affecting	affect	VERB
easat-5151	80	24	the	the	DET
easat-5151	80	25	competitive	competitive	ADJ
easat-5151	80	26	edge	edge	NOUN
easat-5151	80	27	[	[	X
easat-5151	80	28	44	44	NUM
easat-5151	80	29	]	]	PUNCT
easat-5151	80	30	.	.	PUNCT
easat-5151	81	1	in	in	ADP
easat-5151	81	2	addition	addition	NOUN
easat-5151	81	3	,	,	PUNCT
easat-5151	81	4	integrating	integrate	VERB
easat-5151	81	5	risk	risk	NOUN
easat-5151	81	6	management	management	NOUN
easat-5151	81	7	with	with	ADP
easat-5151	81	8	flexibility	flexibility	NOUN
easat-5151	81	9	fosters	foster	VERB
easat-5151	81	10	sustainability	sustainability	NOUN
easat-5151	81	11	and	and	CCONJ
easat-5151	81	12	adaptability	adaptability	NOUN
easat-5151	81	13	,	,	PUNCT
easat-5151	81	14	as	as	SCONJ
easat-5151	81	15	demonstrated	demonstrate	VERB
easat-5151	81	16	by	by	ADP
easat-5151	81	17	theoretical	theoretical	ADJ
easat-5151	81	18	models	model	NOUN
easat-5151	81	19	linking	link	VERB
easat-5151	81	20	resilience	resilience	NOUN
easat-5151	81	21	to	to	ADP
easat-5151	81	22	sustainable	sustainable	ADJ
easat-5151	81	23	development	development	NOUN
easat-5151	81	24	[	[	X
easat-5151	81	25	45	45	NUM
easat-5151	81	26	]	]	PUNCT
easat-5151	81	27	.	.	PUNCT
easat-5151	82	1	nonetheless	nonetheless	ADV
easat-5151	82	2	,	,	PUNCT
easat-5151	82	3	innovation	innovation	NOUN
easat-5151	82	4	combined	combine	VERB
easat-5151	82	5	with	with	ADP
easat-5151	82	6	flexibility	flexibility	NOUN
easat-5151	82	7	enhances	enhance	VERB
easat-5151	82	8	supply	supply	NOUN
easat-5151	82	9	chain	chain	NOUN
easat-5151	82	10	resilience	resilience	NOUN
easat-5151	82	11	,	,	PUNCT
easat-5151	82	12	minimizing	minimize	VERB
easat-5151	82	13	disruptions	disruption	NOUN
easat-5151	82	14	[	[	X
easat-5151	82	15	46	46	NUM
easat-5151	82	16	]	]	PUNCT
easat-5151	82	17	.	.	PUNCT
easat-5151	83	1	in	in	ADP
easat-5151	83	2	contrast	contrast	NOUN
easat-5151	83	3	,	,	PUNCT
easat-5151	83	4	service	service	NOUN
easat-5151	83	5	industries	industry	NOUN
easat-5151	83	6	benefit	benefit	VERB
easat-5151	83	7	from	from	ADP
easat-5151	83	8	transparency	transparency	NOUN
easat-5151	83	9	and	and	CCONJ
easat-5151	83	10	agility	agility	NOUN
easat-5151	83	11	in	in	ADP
easat-5151	83	12	improving	improve	VERB
easat-5151	83	13	resilience	resilience	NOUN
easat-5151	83	14	[	[	X
easat-5151	83	15	47	47	NUM
easat-5151	83	16	]	]	PUNCT
easat-5151	83	17	.	.	PUNCT
easat-5151	84	1	to	to	PART
easat-5151	84	2	summarize	summarize	VERB
easat-5151	84	3	,	,	PUNCT
easat-5151	84	4	the	the	DET
easat-5151	84	5	constraints	constraint	NOUN
easat-5151	84	6	of	of	ADP
easat-5151	84	7	traditional	traditional	ADJ
easat-5151	84	8	sales	sale	NOUN
easat-5151	84	9	performance	performance	NOUN
easat-5151	84	10	models	model	NOUN
easat-5151	84	11	emphasize	emphasize	VERB
easat-5151	84	12	the	the	DET
easat-5151	84	13	necessity	necessity	NOUN
easat-5151	84	14	of	of	ADP
easat-5151	84	15	adapting	adapt	VERB
easat-5151	84	16	to	to	ADP
easat-5151	84	17	uncertain	uncertain	ADJ
easat-5151	84	18	contexts	contexts	NOUN
easat-5151	84	19	.	.	PUNCT
easat-5151	85	1	admittedly	admittedly	ADV
easat-5151	85	2	,	,	PUNCT
easat-5151	85	3	conventional	conventional	ADJ
easat-5151	85	4	forecasting	forecasting	NOUN
easat-5151	85	5	models	model	NOUN
easat-5151	85	6	often	often	ADV
easat-5151	85	7	lack	lack	VERB
easat-5151	85	8	precision	precision	NOUN
easat-5151	85	9	with	with	ADP
easat-5151	85	10	dynamic	dynamic	ADJ
easat-5151	85	11	data	datum	NOUN
easat-5151	85	12	,	,	PUNCT
easat-5151	85	13	reducing	reduce	VERB
easat-5151	85	14	their	their	PRON
easat-5151	85	15	reliability	reliability	NOUN
easat-5151	85	16	[	[	X
easat-5151	85	17	48	48	NUM
easat-5151	85	18	]	]	PUNCT
easat-5151	85	19	.	.	PUNCT
easat-5151	86	1	however	however	ADV
easat-5151	86	2	,	,	PUNCT
easat-5151	86	3	incorporating	incorporate	VERB
easat-5151	86	4	temporal	temporal	ADJ
easat-5151	86	5	and	and	CCONJ
easat-5151	86	6	contextual	contextual	ADJ
easat-5151	86	7	variables	variable	NOUN
easat-5151	86	8	into	into	ADP
easat-5151	86	9	deep	deep	ADJ
easat-5151	86	10	learning	learning	NOUN
easat-5151	86	11	models	model	NOUN
easat-5151	86	12	enhances	enhance	VERB
easat-5151	86	13	their	their	PRON
easat-5151	86	14	accuracy	accuracy	NOUN
easat-5151	86	15	,	,	PUNCT
easat-5151	86	16	albeit	albeit	SCONJ
easat-5151	86	17	with	with	ADP
easat-5151	86	18	increased	increase	VERB
easat-5151	86	19	complexity	complexity	NOUN
easat-5151	86	20	and	and	CCONJ
easat-5151	86	21	costs	cost	VERB
easat-5151	86	22	[	[	X
easat-5151	86	23	49	49	NUM
easat-5151	86	24	]	]	PUNCT
easat-5151	86	25	.	.	PUNCT
easat-5151	87	1	in	in	ADP
easat-5151	87	2	the	the	DET
easat-5151	87	3	future	future	NOUN
easat-5151	87	4	,	,	PUNCT
easat-5151	87	5	integrating	integrate	VERB
easat-5151	87	6	factors	factor	NOUN
easat-5151	87	7	such	such	ADJ
easat-5151	87	8	as	as	ADP
easat-5151	87	9	creativity	creativity	NOUN
easat-5151	87	10	and	and	CCONJ
easat-5151	87	11	salesperson	salesperson	NOUN
easat-5151	87	12	effectiveness	effectiveness	NOUN
easat-5151	87	13	will	will	AUX
easat-5151	87	14	be	be	AUX
easat-5151	87	15	pivotal	pivotal	ADJ
easat-5151	87	16	in	in	ADP
easat-5151	87	17	increasing	increase	VERB
easat-5151	87	18	sales	sale	NOUN
easat-5151	87	19	performance	performance	NOUN
easat-5151	87	20	,	,	PUNCT
easat-5151	87	21	underscoring	underscore	VERB
easat-5151	87	22	the	the	DET
easat-5151	87	23	need	need	NOUN
easat-5151	87	24	for	for	ADP
easat-5151	87	25	models	model	NOUN
easat-5151	87	26	that	that	PRON
easat-5151	87	27	account	account	VERB
easat-5151	87	28	for	for	ADP
easat-5151	87	29	individual	individual	ADJ
easat-5151	87	30	and	and	CCONJ
easat-5151	87	31	contextual	contextual	ADJ
easat-5151	87	32	elements	element	NOUN
easat-5151	87	33	[	[	X
easat-5151	87	34	50	50	NUM
easat-5151	87	35	]	]	PUNCT
easat-5151	87	36	.	.	PUNCT
easat-5151	88	1	ultimately	ultimately	ADV
easat-5151	88	2	,	,	PUNCT
easat-5151	88	3	future	future	ADJ
easat-5151	88	4	prospects	prospect	NOUN
easat-5151	88	5	include	include	VERB
easat-5151	88	6	optimizing	optimize	VERB
easat-5151	88	7	models	model	NOUN
easat-5151	88	8	using	use	VERB
easat-5151	88	9	140	140	NUM
easat-5151	88	10	edelweiss	edelweiss	PROPN
easat-5151	88	11	applied	apply	VERB
easat-5151	88	12	science	science	NOUN
easat-5151	88	13	and	and	CCONJ
easat-5151	88	14	technology	technology	NOUN
easat-5151	88	15	issn	issn	PROPN
easat-5151	88	16	:	:	PUNCT
easat-5151	88	17	2576	2576	NUM
easat-5151	88	18	-	-	SYM
easat-5151	88	19	8484	8484	NUM
easat-5151	88	20	vol	vol	NOUN
easat-5151	88	21	.	.	PROPN
easat-5151	89	1	9	9	NUM
easat-5151	89	2	,	,	PUNCT
easat-5151	89	3	no	no	INTJ
easat-5151	89	4	.	.	NOUN
easat-5151	90	1	3	3	NUM
easat-5151	90	2	:	:	SYM
easat-5151	90	3	137	137	NUM
easat-5151	90	4	-	-	SYM
easat-5151	90	5	150	150	NUM
easat-5151	90	6	,	,	PUNCT
easat-5151	90	7	2025	2025	NUM
easat-5151	90	8	doi	doi	NOUN
easat-5151	90	9	:	:	PUNCT
easat-5151	90	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	90	11	©	©	PROPN
easat-5151	90	12	2025	2025	NUM
easat-5151	90	13	by	by	ADP
easat-5151	90	14	the	the	DET
easat-5151	90	15	authors	author	NOUN
easat-5151	90	16	;	;	PUNCT
easat-5151	90	17	licensee	licensee	PROPN
easat-5151	90	18	learning	learning	NOUN
easat-5151	90	19	gate	gate	VERB
easat-5151	90	20	unstructured	unstructured	ADJ
easat-5151	90	21	data	datum	NOUN
easat-5151	90	22	and	and	CCONJ
easat-5151	90	23	addressing	address	VERB
easat-5151	90	24	decision	decision	NOUN
easat-5151	90	25	-	-	PUNCT
easat-5151	90	26	making	make	VERB
easat-5151	90	27	barriers	barrier	NOUN
easat-5151	90	28	to	to	PART
easat-5151	90	29	encourage	encourage	VERB
easat-5151	90	30	the	the	DET
easat-5151	90	31	adoption	adoption	NOUN
easat-5151	90	32	of	of	ADP
easat-5151	90	33	predictive	predictive	ADJ
easat-5151	90	34	forecasting	forecasting	NOUN
easat-5151	90	35	[	[	X
easat-5151	90	36	51	51	NUM
easat-5151	90	37	]	]	PUNCT
easat-5151	90	38	.	.	PUNCT
easat-5151	91	1	3	3	X
easat-5151	91	2	.	.	X
easat-5151	91	3	methodology	methodology	NOUN
easat-5151	91	4	the	the	DET
easat-5151	91	5	covid-19	covid-19	PROPN
easat-5151	91	6	crisis	crisis	NOUN
easat-5151	91	7	has	have	AUX
easat-5151	91	8	confirmed	confirm	VERB
easat-5151	91	9	significant	significant	ADJ
easat-5151	91	10	disparities	disparity	NOUN
easat-5151	91	11	in	in	ADP
easat-5151	91	12	the	the	DET
easat-5151	91	13	resilience	resilience	NOUN
easat-5151	91	14	and	and	CCONJ
easat-5151	91	15	adaptability	adaptability	NOUN
easat-5151	91	16	of	of	ADP
easat-5151	91	17	moroccan	moroccan	ADJ
easat-5151	91	18	companies	company	NOUN
easat-5151	91	19	,	,	PUNCT
easat-5151	91	20	particularly	particularly	ADV
easat-5151	91	21	smes	sme	NOUN
easat-5151	91	22	,	,	PUNCT
easat-5151	91	23	to	to	ADP
easat-5151	91	24	economic	economic	ADJ
easat-5151	91	25	disruption	disruption	NOUN
easat-5151	91	26	.	.	PUNCT
easat-5151	92	1	despite	despite	SCONJ
easat-5151	92	2	this	this	PRON
easat-5151	92	3	,	,	PUNCT
easat-5151	92	4	there	there	PRON
easat-5151	92	5	is	be	VERB
easat-5151	92	6	a	a	DET
easat-5151	92	7	lack	lack	NOUN
easat-5151	92	8	of	of	ADP
easat-5151	92	9	indepth	indepth	ADJ
easat-5151	92	10	analysis	analysis	NOUN
easat-5151	92	11	regarding	regard	VERB
easat-5151	92	12	the	the	DET
easat-5151	92	13	specific	specific	ADJ
easat-5151	92	14	strategies	strategy	NOUN
easat-5151	92	15	adopted	adopt	VERB
easat-5151	92	16	by	by	ADP
easat-5151	92	17	these	these	DET
easat-5151	92	18	companies	company	NOUN
easat-5151	92	19	to	to	PART
easat-5151	92	20	navigate	navigate	VERB
easat-5151	92	21	through	through	ADP
easat-5151	92	22	this	this	DET
easat-5151	92	23	crisis	crisis	NOUN
easat-5151	92	24	.	.	PUNCT
easat-5151	93	1	moreover	moreover	ADV
easat-5151	93	2	,	,	PUNCT
easat-5151	93	3	analytical	analytical	ADJ
easat-5151	93	4	methods	method	NOUN
easat-5151	93	5	such	such	ADJ
easat-5151	93	6	as	as	ADP
easat-5151	93	7	the	the	DET
easat-5151	93	8	k	k	NOUN
easat-5151	93	9	-	-	PUNCT
easat-5151	93	10	means	means	NOUN
easat-5151	93	11	algorithm	algorithm	NOUN
easat-5151	93	12	to	to	PART
easat-5151	93	13	rank	rank	VERB
easat-5151	93	14	these	these	DET
easat-5151	93	15	companies	company	NOUN
easat-5151	93	16	according	accord	VERB
easat-5151	93	17	to	to	ADP
easat-5151	93	18	their	their	PRON
easat-5151	93	19	performance	performance	NOUN
easat-5151	93	20	and	and	CCONJ
easat-5151	93	21	governance	governance	NOUN
easat-5151	93	22	are	be	AUX
easat-5151	93	23	still	still	ADV
easat-5151	93	24	underexplored	underexplored	ADJ
easat-5151	93	25	.	.	PUNCT
easat-5151	94	1	this	this	DET
easat-5151	94	2	lack	lack	NOUN
easat-5151	94	3	of	of	ADP
easat-5151	94	4	understanding	understanding	NOUN
easat-5151	94	5	limits	limit	VERB
easat-5151	94	6	companies	company	NOUN
easat-5151	94	7	'	'	PART
easat-5151	94	8	ability	ability	NOUN
easat-5151	94	9	to	to	PART
easat-5151	94	10	identify	identify	VERB
easat-5151	94	11	vulnerabilities	vulnerability	NOUN
easat-5151	94	12	and	and	CCONJ
easat-5151	94	13	strengthen	strengthen	VERB
easat-5151	94	14	governance	governance	NOUN
easat-5151	94	15	practices	practice	NOUN
easat-5151	94	16	to	to	PART
easat-5151	94	17	better	well	ADV
easat-5151	94	18	cope	cope	VERB
easat-5151	94	19	with	with	ADP
easat-5151	94	20	future	future	ADJ
easat-5151	94	21	crises	crisis	NOUN
easat-5151	94	22	.	.	PUNCT
easat-5151	95	1	3.1	3.1	NUM
easat-5151	95	2	.	.	PUNCT
easat-5151	95	3	database	database	NOUN
easat-5151	95	4	selection	selection	NOUN
easat-5151	95	5	the	the	DET
easat-5151	95	6	dataset	dataset	NOUN
easat-5151	95	7	utilized	utilize	VERB
easat-5151	95	8	for	for	ADP
easat-5151	95	9	this	this	DET
easat-5151	95	10	study	study	NOUN
easat-5151	95	11	comprises	comprise	VERB
easat-5151	95	12	4,388	4,388	NUM
easat-5151	95	13	organized	organized	ADJ
easat-5151	95	14	companies	company	NOUN
easat-5151	95	15	spanning	span	VERB
easat-5151	95	16	various	various	ADJ
easat-5151	95	17	sectors	sector	NOUN
easat-5151	95	18	,	,	PUNCT
easat-5151	95	19	including	include	VERB
easat-5151	95	20	manufacturing	manufacturing	NOUN
easat-5151	95	21	,	,	PUNCT
easat-5151	95	22	construction	construction	NOUN
easat-5151	95	23	,	,	PUNCT
easat-5151	95	24	energy	energy	NOUN
easat-5151	95	25	,	,	PUNCT
easat-5151	95	26	mining	mining	NOUN
easat-5151	95	27	,	,	PUNCT
easat-5151	95	28	fishing	fishing	NOUN
easat-5151	95	29	,	,	PUNCT
easat-5151	95	30	trade	trade	NOUN
easat-5151	95	31	,	,	PUNCT
easat-5151	95	32	and	and	CCONJ
easat-5151	95	33	nonfinancial	nonfinancial	ADJ
easat-5151	95	34	market	market	NOUN
easat-5151	95	35	services	service	NOUN
easat-5151	95	36	.	.	PUNCT
easat-5151	96	1	in	in	ADP
easat-5151	96	2	july	july	PROPN
easat-5151	96	3	2020	2020	NUM
easat-5151	96	4	,	,	PUNCT
easat-5151	96	5	a	a	DET
easat-5151	96	6	survey	survey	NOUN
easat-5151	96	7	was	be	AUX
easat-5151	96	8	conducted	conduct	VERB
easat-5151	96	9	to	to	PART
easat-5151	96	10	assess	assess	VERB
easat-5151	96	11	the	the	DET
easat-5151	96	12	activities	activity	NOUN
easat-5151	96	13	of	of	ADP
easat-5151	96	14	these	these	DET
easat-5151	96	15	companies	company	NOUN
easat-5151	96	16	in	in	ADP
easat-5151	96	17	the	the	DET
easat-5151	96	18	context	context	NOUN
easat-5151	96	19	of	of	ADP
easat-5151	96	20	a	a	DET
easat-5151	96	21	complete	complete	ADJ
easat-5151	96	22	lockdown	lockdown	NOUN
easat-5151	96	23	.	.	PUNCT
easat-5151	97	1	data	datum	NOUN
easat-5151	97	2	were	be	AUX
easat-5151	97	3	gathered	gather	VERB
easat-5151	97	4	through	through	ADP
easat-5151	97	5	a	a	DET
easat-5151	97	6	questionnaire	questionnaire	NOUN
easat-5151	97	7	distributed	distribute	VERB
easat-5151	97	8	to	to	ADP
easat-5151	97	9	moroccan	moroccan	ADJ
easat-5151	97	10	companies	company	NOUN
easat-5151	97	11	and	and	CCONJ
easat-5151	97	12	were	be	AUX
easat-5151	97	13	initially	initially	ADV
easat-5151	97	14	formatted	format	VERB
easat-5151	97	15	in	in	ADP
easat-5151	97	16	excel	excel	NOUN
easat-5151	97	17	.	.	PUNCT
easat-5151	98	1	this	this	DET
easat-5151	98	2	dataset	dataset	NOUN
easat-5151	98	3	encompasses	encompass	VERB
easat-5151	98	4	both	both	DET
easat-5151	98	5	qualitative	qualitative	ADJ
easat-5151	98	6	and	and	CCONJ
easat-5151	98	7	quantitative	quantitative	ADJ
easat-5151	98	8	information	information	NOUN
easat-5151	98	9	,	,	PUNCT
easat-5151	98	10	incorporating	incorporate	VERB
easat-5151	98	11	variables	variable	NOUN
easat-5151	98	12	that	that	PRON
easat-5151	98	13	pertain	pertain	VERB
easat-5151	98	14	to	to	ADP
easat-5151	98	15	the	the	DET
easat-5151	98	16	characteristics	characteristic	NOUN
easat-5151	98	17	of	of	ADP
easat-5151	98	18	the	the	DET
easat-5151	98	19	companies	company	NOUN
easat-5151	98	20	involved	involve	VERB
easat-5151	98	21	.	.	PUNCT
easat-5151	99	1	3.2	3.2	NUM
easat-5151	99	2	.	.	PUNCT
easat-5151	99	3	search	search	NOUN
easat-5151	99	4	strategy	strategy	NOUN
easat-5151	99	5	this	this	DET
easat-5151	99	6	study	study	NOUN
easat-5151	99	7	seeks	seek	VERB
easat-5151	99	8	to	to	PART
easat-5151	99	9	classify	classify	VERB
easat-5151	99	10	moroccan	moroccan	ADJ
easat-5151	99	11	companies	company	NOUN
easat-5151	99	12	into	into	ADP
easat-5151	99	13	homogenous	homogenous	ADJ
easat-5151	99	14	clusters	cluster	NOUN
easat-5151	99	15	by	by	ADP
easat-5151	99	16	examining	examine	VERB
easat-5151	99	17	their	their	PRON
easat-5151	99	18	key	key	ADJ
easat-5151	99	19	characteristics	characteristic	NOUN
easat-5151	99	20	via	via	ADP
easat-5151	99	21	the	the	DET
easat-5151	99	22	application	application	NOUN
easat-5151	99	23	of	of	ADP
easat-5151	99	24	a	a	DET
easat-5151	99	25	k	k	NOUN
easat-5151	99	26	-	-	PUNCT
easat-5151	99	27	means	means	NOUN
easat-5151	99	28	algorithm	algorithm	NOUN
easat-5151	99	29	(	(	PUNCT
easat-5151	99	30	section	section	NOUN
easat-5151	99	31	4.1	4.1	NUM
easat-5151	99	32	)	)	PUNCT
easat-5151	99	33	.	.	PUNCT
easat-5151	100	1	it	it	PRON
easat-5151	100	2	focuses	focus	VERB
easat-5151	100	3	particularly	particularly	ADV
easat-5151	100	4	on	on	ADP
easat-5151	100	5	sales	sale	NOUN
easat-5151	100	6	volume	volume	NOUN
easat-5151	100	7	and	and	CCONJ
easat-5151	100	8	governance	governance	NOUN
easat-5151	100	9	attributes	attribute	NOUN
easat-5151	100	10	pertaining	pertain	VERB
easat-5151	100	11	to	to	ADP
easat-5151	100	12	sustainability	sustainability	NOUN
easat-5151	100	13	.	.	PUNCT
easat-5151	101	1	the	the	DET
easat-5151	101	2	primary	primary	ADJ
easat-5151	101	3	objective	objective	NOUN
easat-5151	101	4	is	be	AUX
easat-5151	101	5	to	to	PART
easat-5151	101	6	uncover	uncover	VERB
easat-5151	101	7	shared	share	VERB
easat-5151	101	8	risks	risk	NOUN
easat-5151	101	9	,	,	PUNCT
easat-5151	101	10	vulnerabilities	vulnerability	NOUN
easat-5151	101	11	,	,	PUNCT
easat-5151	101	12	and	and	CCONJ
easat-5151	101	13	latent	latent	NOUN
easat-5151	101	14	correlations	correlation	NOUN
easat-5151	101	15	among	among	ADP
easat-5151	101	16	these	these	DET
easat-5151	101	17	companies	company	NOUN
easat-5151	101	18	.	.	PUNCT
easat-5151	102	1	a	a	DET
easat-5151	102	2	maximum	maximum	ADJ
easat-5151	102	3	normalization	normalization	NOUN
easat-5151	102	4	approach	approach	NOUN
easat-5151	102	5	was	be	AUX
easat-5151	102	6	employed	employ	VERB
easat-5151	102	7	to	to	PART
easat-5151	102	8	facilitate	facilitate	VERB
easat-5151	102	9	sales	sale	NOUN
easat-5151	102	10	comparisons	comparison	NOUN
easat-5151	102	11	across	across	ADP
easat-5151	102	12	different	different	ADJ
easat-5151	102	13	sectors	sector	NOUN
easat-5151	102	14	(	(	PUNCT
easat-5151	102	15	section	section	NOUN
easat-5151	102	16	4.2	4.2	NUM
easat-5151	102	17	)	)	PUNCT
easat-5151	102	18	.	.	PUNCT
easat-5151	103	1	this	this	DET
easat-5151	103	2	analysis	analysis	NOUN
easat-5151	103	3	subsequently	subsequently	ADV
easat-5151	103	4	delves	delve	VERB
easat-5151	103	5	into	into	ADP
easat-5151	103	6	the	the	DET
easat-5151	103	7	strategic	strategic	ADJ
easat-5151	103	8	adaptations	adaptation	NOUN
easat-5151	103	9	adopted	adopt	VERB
easat-5151	103	10	by	by	ADP
easat-5151	103	11	moroccan	moroccan	ADJ
easat-5151	103	12	firms	firm	NOUN
easat-5151	103	13	during	during	ADP
easat-5151	103	14	the	the	DET
easat-5151	103	15	covid-19	covid-19	PROPN
easat-5151	103	16	containment	containment	NOUN
easat-5151	103	17	period	period	NOUN
easat-5151	103	18	,	,	PUNCT
easat-5151	103	19	highlighting	highlight	VERB
easat-5151	103	20	their	their	PRON
easat-5151	103	21	resilience	resilience	NOUN
easat-5151	103	22	and	and	CCONJ
easat-5151	103	23	innovative	innovative	ADJ
easat-5151	103	24	responses	response	NOUN
easat-5151	103	25	to	to	ADP
easat-5151	103	26	unprecedented	unprecedented	ADJ
easat-5151	103	27	challenges	challenge	NOUN
easat-5151	103	28	(	(	PUNCT
easat-5151	103	29	section	section	NOUN
easat-5151	103	30	4.3	4.3	NUM
easat-5151	103	31	)	)	PUNCT
easat-5151	103	32	.	.	PUNCT
easat-5151	104	1	the	the	DET
easat-5151	104	2	results	result	NOUN
easat-5151	104	3	of	of	ADP
easat-5151	104	4	this	this	DET
easat-5151	104	5	study	study	NOUN
easat-5151	104	6	enhance	enhance	VERB
easat-5151	104	7	our	our	PRON
easat-5151	104	8	understanding	understanding	NOUN
easat-5151	104	9	of	of	ADP
easat-5151	104	10	the	the	DET
easat-5151	104	11	factors	factor	NOUN
easat-5151	104	12	that	that	PRON
easat-5151	104	13	influenced	influence	VERB
easat-5151	104	14	company	company	NOUN
easat-5151	104	15	performance	performance	NOUN
easat-5151	104	16	during	during	ADP
easat-5151	104	17	the	the	DET
easat-5151	104	18	covid-19	covid-19	PROPN
easat-5151	104	19	crisis	crisis	NOUN
easat-5151	104	20	and	and	CCONJ
easat-5151	104	21	offer	offer	VERB
easat-5151	104	22	a	a	DET
easat-5151	104	23	framework	framework	NOUN
easat-5151	104	24	for	for	ADP
easat-5151	104	25	strengthening	strengthen	VERB
easat-5151	104	26	governance	governance	NOUN
easat-5151	104	27	and	and	CCONJ
easat-5151	104	28	resilience	resilience	NOUN
easat-5151	104	29	during	during	ADP
easat-5151	104	30	future	future	ADJ
easat-5151	104	31	crises	crisis	NOUN
easat-5151	104	32	.	.	PUNCT
easat-5151	105	1	4	4	X
easat-5151	105	2	.	.	NOUN
easat-5151	105	3	results	result	VERB
easat-5151	105	4	the	the	DET
easat-5151	105	5	covid-19	covid-19	PROPN
easat-5151	105	6	crisis	crisis	NOUN
easat-5151	105	7	revealed	reveal	VERB
easat-5151	105	8	notable	notable	ADJ
easat-5151	105	9	differences	difference	NOUN
easat-5151	105	10	in	in	ADP
easat-5151	105	11	how	how	SCONJ
easat-5151	105	12	moroccan	moroccan	ADJ
easat-5151	105	13	companies	company	NOUN
easat-5151	105	14	,	,	PUNCT
easat-5151	105	15	especially	especially	ADV
easat-5151	105	16	smes	sme	NOUN
easat-5151	105	17	,	,	PUNCT
easat-5151	105	18	demonstrated	demonstrate	VERB
easat-5151	105	19	resilience	resilience	NOUN
easat-5151	105	20	and	and	CCONJ
easat-5151	105	21	adaptability	adaptability	NOUN
easat-5151	105	22	to	to	ADP
easat-5151	105	23	economic	economic	ADJ
easat-5151	105	24	disruptions	disruption	NOUN
easat-5151	105	25	.	.	PUNCT
easat-5151	106	1	while	while	SCONJ
easat-5151	106	2	this	this	DET
easat-5151	106	3	issue	issue	NOUN
easat-5151	106	4	is	be	AUX
easat-5151	106	5	evident	evident	ADJ
easat-5151	106	6	,	,	PUNCT
easat-5151	106	7	comprehensive	comprehensive	ADJ
easat-5151	106	8	analyses	analysis	NOUN
easat-5151	106	9	of	of	ADP
easat-5151	106	10	these	these	DET
easat-5151	106	11	businesses	business	NOUN
easat-5151	106	12	'	'	PART
easat-5151	106	13	strategies	strategy	NOUN
easat-5151	106	14	during	during	ADP
easat-5151	106	15	the	the	DET
easat-5151	106	16	crisis	crisis	NOUN
easat-5151	106	17	are	be	AUX
easat-5151	106	18	still	still	ADV
easat-5151	106	19	lacking	lack	VERB
easat-5151	106	20	.	.	PUNCT
easat-5151	107	1	indeed	indeed	ADV
easat-5151	107	2	,	,	PUNCT
easat-5151	107	3	applying	apply	VERB
easat-5151	107	4	advanced	advanced	ADJ
easat-5151	107	5	analytical	analytical	ADJ
easat-5151	107	6	methods	method	NOUN
easat-5151	107	7	,	,	PUNCT
easat-5151	107	8	such	such	ADJ
easat-5151	107	9	as	as	ADP
easat-5151	107	10	the	the	DET
easat-5151	107	11	k	k	NOUN
easat-5151	107	12	-	-	PUNCT
easat-5151	107	13	means	means	NOUN
easat-5151	107	14	algorithm	algorithm	NOUN
easat-5151	107	15	,	,	PUNCT
easat-5151	107	16	to	to	PART
easat-5151	107	17	classify	classify	VERB
easat-5151	107	18	companies	company	NOUN
easat-5151	107	19	on	on	ADP
easat-5151	107	20	the	the	DET
easat-5151	107	21	basis	basis	NOUN
easat-5151	107	22	of	of	ADP
easat-5151	107	23	their	their	PRON
easat-5151	107	24	performance	performance	NOUN
easat-5151	107	25	and	and	CCONJ
easat-5151	107	26	governance	governance	NOUN
easat-5151	107	27	remains	remain	VERB
easat-5151	107	28	underutilized	underutilize	VERB
easat-5151	107	29	.	.	PUNCT
easat-5151	108	1	this	this	DET
easat-5151	108	2	gap	gap	NOUN
easat-5151	108	3	in	in	ADP
easat-5151	108	4	understanding	understanding	NOUN
easat-5151	108	5	restricts	restrict	VERB
easat-5151	108	6	companies	company	NOUN
easat-5151	108	7	from	from	ADP
easat-5151	108	8	identifying	identify	VERB
easat-5151	108	9	weaknesses	weakness	NOUN
easat-5151	108	10	and	and	CCONJ
easat-5151	108	11	improving	improve	VERB
easat-5151	108	12	governance	governance	NOUN
easat-5151	108	13	practices	practice	NOUN
easat-5151	108	14	,	,	PUNCT
easat-5151	108	15	limiting	limit	VERB
easat-5151	108	16	their	their	PRON
easat-5151	108	17	preparedness	preparedness	NOUN
easat-5151	108	18	for	for	ADP
easat-5151	108	19	future	future	ADJ
easat-5151	108	20	challenges	challenge	NOUN
easat-5151	108	21	.	.	PUNCT
easat-5151	109	1	141	141	NUM
easat-5151	109	2	edelweiss	edelweiss	PROPN
easat-5151	109	3	applied	apply	VERB
easat-5151	109	4	science	science	NOUN
easat-5151	109	5	and	and	CCONJ
easat-5151	109	6	technology	technology	NOUN
easat-5151	109	7	issn	issn	PROPN
easat-5151	109	8	:	:	PUNCT
easat-5151	109	9	2576	2576	NUM
easat-5151	109	10	-	-	SYM
easat-5151	109	11	8484	8484	NUM
easat-5151	109	12	vol	vol	NOUN
easat-5151	109	13	.	.	PROPN
easat-5151	110	1	9	9	NUM
easat-5151	110	2	,	,	PUNCT
easat-5151	110	3	no	no	INTJ
easat-5151	110	4	.	.	NOUN
easat-5151	111	1	3	3	NUM
easat-5151	111	2	:	:	SYM
easat-5151	111	3	137	137	NUM
easat-5151	111	4	-	-	SYM
easat-5151	111	5	150	150	NUM
easat-5151	111	6	,	,	PUNCT
easat-5151	111	7	2025	2025	NUM
easat-5151	111	8	doi	doi	NOUN
easat-5151	111	9	:	:	PUNCT
easat-5151	111	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	111	11	©	©	PROPN
easat-5151	111	12	2025	2025	NUM
easat-5151	111	13	by	by	ADP
easat-5151	111	14	the	the	DET
easat-5151	111	15	authors	author	NOUN
easat-5151	111	16	;	;	PUNCT
easat-5151	111	17	licensee	licensee	PROPN
easat-5151	111	18	learning	learning	NOUN
easat-5151	111	19	gate	gate	NOUN
easat-5151	111	20	4.1	4.1	NUM
easat-5151	111	21	.	.	PUNCT
easat-5151	112	1	clustering	cluster	VERB
easat-5151	112	2	of	of	ADP
easat-5151	112	3	moroccan	moroccan	ADJ
easat-5151	112	4	companies	company	NOUN
easat-5151	112	5	figure	figure	VERB
easat-5151	112	6	1	1	NUM
easat-5151	112	7	.	.	PUNCT
easat-5151	112	8	scatter	scatter	NOUN
easat-5151	112	9	diagram	diagram	NOUN
easat-5151	112	10	illustrating	illustrate	VERB
easat-5151	112	11	the	the	DET
easat-5151	112	12	clustering	clustering	NOUN
easat-5151	112	13	of	of	ADP
easat-5151	112	14	companies	company	NOUN
easat-5151	112	15	according	accord	VERB
easat-5151	112	16	to	to	ADP
easat-5151	112	17	their	their	PRON
easat-5151	112	18	common	common	ADJ
easat-5151	112	19	characteristics	characteristic	NOUN
easat-5151	112	20	.	.	PUNCT
easat-5151	113	1	the	the	DET
easat-5151	113	2	scatter	scatter	NOUN
easat-5151	113	3	diagram	diagram	NOUN
easat-5151	113	4	presented	present	VERB
easat-5151	113	5	in	in	ADP
easat-5151	113	6	figure	figure	NOUN
easat-5151	113	7	1	1	NUM
easat-5151	113	8	vividly	vividly	ADV
easat-5151	113	9	illustrates	illustrate	VERB
easat-5151	113	10	the	the	DET
easat-5151	113	11	presence	presence	NOUN
easat-5151	113	12	of	of	ADP
easat-5151	113	13	three	three	NUM
easat-5151	113	14	distinct	distinct	ADJ
easat-5151	113	15	and	and	CCONJ
easat-5151	113	16	well	well	ADV
easat-5151	113	17	-	-	PUNCT
easat-5151	113	18	defined	define	VERB
easat-5151	113	19	clusters	cluster	NOUN
easat-5151	113	20	within	within	ADP
easat-5151	113	21	the	the	DET
easat-5151	113	22	data	datum	NOUN
easat-5151	113	23	.	.	PUNCT
easat-5151	114	1	this	this	DET
easat-5151	114	2	clear	clear	ADJ
easat-5151	114	3	differentiation	differentiation	NOUN
easat-5151	114	4	indicates	indicate	VERB
easat-5151	114	5	the	the	DET
easat-5151	114	6	significance	significance	NOUN
easat-5151	114	7	of	of	ADP
easat-5151	114	8	the	the	DET
easat-5151	114	9	variables	variable	NOUN
easat-5151	114	10	employed	employ	VERB
easat-5151	114	11	in	in	ADP
easat-5151	114	12	our	our	PRON
easat-5151	114	13	analysis	analysis	NOUN
easat-5151	114	14	,	,	PUNCT
easat-5151	114	15	as	as	SCONJ
easat-5151	114	16	they	they	PRON
easat-5151	114	17	effectively	effectively	ADV
easat-5151	114	18	delineate	delineate	VERB
easat-5151	114	19	the	the	DET
easat-5151	114	20	groups	group	NOUN
easat-5151	114	21	.	.	PUNCT
easat-5151	115	1	clearly	clearly	ADV
easat-5151	115	2	,	,	PUNCT
easat-5151	115	3	each	each	DET
easat-5151	115	4	cluster	cluster	NOUN
easat-5151	115	5	is	be	AUX
easat-5151	115	6	visually	visually	ADV
easat-5151	115	7	distinguishable	distinguishable	ADJ
easat-5151	115	8	,	,	PUNCT
easat-5151	115	9	utilizing	utilize	VERB
easat-5151	115	10	distinct	distinct	ADJ
easat-5151	115	11	colors	color	NOUN
easat-5151	115	12	and	and	CCONJ
easat-5151	115	13	shapes	shape	NOUN
easat-5151	115	14	to	to	PART
easat-5151	115	15	enhance	enhance	VERB
easat-5151	115	16	clarity	clarity	NOUN
easat-5151	115	17	.	.	PUNCT
easat-5151	116	1	specifically	specifically	ADV
easat-5151	116	2	,	,	PUNCT
easat-5151	116	3	the	the	DET
easat-5151	116	4	first	first	ADJ
easat-5151	116	5	cluster	cluster	NOUN
easat-5151	116	6	,	,	PUNCT
easat-5151	116	7	designated	designate	VERB
easat-5151	116	8	as	as	ADP
easat-5151	116	9	cluster	cluster	NOUN
easat-5151	116	10	0	0	NUM
easat-5151	116	11	,	,	PUNCT
easat-5151	116	12	is	be	AUX
easat-5151	116	13	represented	represent	VERB
easat-5151	116	14	by	by	ADP
easat-5151	116	15	red	red	ADJ
easat-5151	116	16	circles	circle	NOUN
easat-5151	116	17	,	,	PUNCT
easat-5151	116	18	whereas	whereas	SCONJ
easat-5151	116	19	cluster	cluster	NOUN
easat-5151	116	20	1	1	NUM
easat-5151	116	21	is	be	AUX
easat-5151	116	22	depicted	depict	VERB
easat-5151	116	23	with	with	ADP
easat-5151	116	24	green	green	ADJ
easat-5151	116	25	triangles	triangle	NOUN
easat-5151	116	26	.	.	PUNCT
easat-5151	117	1	finally	finally	ADV
easat-5151	117	2	,	,	PUNCT
easat-5151	117	3	cluster	cluster	NOUN
easat-5151	117	4	2	2	NUM
easat-5151	117	5	is	be	AUX
easat-5151	117	6	illustrated	illustrate	VERB
easat-5151	117	7	via	via	ADP
easat-5151	117	8	yellow	yellow	ADJ
easat-5151	117	9	squares	square	NOUN
easat-5151	117	10	.	.	PUNCT
easat-5151	118	1	the	the	DET
easat-5151	118	2	layout	layout	NOUN
easat-5151	118	3	and	and	CCONJ
easat-5151	118	4	organization	organization	NOUN
easat-5151	118	5	of	of	ADP
easat-5151	118	6	these	these	DET
easat-5151	118	7	clusters	cluster	NOUN
easat-5151	118	8	in	in	ADP
easat-5151	118	9	the	the	DET
easat-5151	118	10	scatter	scatter	NOUN
easat-5151	118	11	diagram	diagram	NOUN
easat-5151	118	12	highlight	highlight	VERB
easat-5151	118	13	their	their	PRON
easat-5151	118	14	unique	unique	ADJ
easat-5151	118	15	characteristics	characteristic	NOUN
easat-5151	118	16	and	and	CCONJ
easat-5151	118	17	suggest	suggest	VERB
easat-5151	118	18	underlying	underlying	ADJ
easat-5151	118	19	patterns	pattern	NOUN
easat-5151	118	20	worthy	worthy	ADJ
easat-5151	118	21	of	of	ADP
easat-5151	118	22	further	further	ADJ
easat-5151	118	23	exploration	exploration	NOUN
easat-5151	118	24	.	.	PUNCT
easat-5151	119	1	table	table	NOUN
easat-5151	119	2	1	1	NUM
easat-5151	119	3	.	.	PUNCT
easat-5151	120	1	distribution	distribution	NOUN
easat-5151	120	2	of	of	ADP
easat-5151	120	3	companies	company	NOUN
easat-5151	120	4	across	across	ADP
easat-5151	120	5	the	the	DET
easat-5151	120	6	defined	define	VERB
easat-5151	120	7	clusters	cluster	NOUN
easat-5151	120	8	.	.	PUNCT
easat-5151	121	1	clusters	cluster	NOUN
easat-5151	121	2	distribution	distribution	NOUN
easat-5151	121	3	percentage	percentage	NOUN
easat-5151	121	4	cluster	cluster	NOUN
easat-5151	121	5	0	0	NUM
easat-5151	121	6	1	1	NUM
easat-5151	121	7	269	269	NUM
easat-5151	121	8	29	29	NUM
easat-5151	121	9	%	%	NOUN
easat-5151	121	10	cluster	cluster	NOUN
easat-5151	121	11	1	1	NUM
easat-5151	121	12	1	1	NUM
easat-5151	121	13	577	577	NUM
easat-5151	121	14	36	36	NUM
easat-5151	121	15	%	%	NOUN
easat-5151	121	16	cluster	cluster	NOUN
easat-5151	121	17	2	2	NUM
easat-5151	121	18	1	1	NUM
easat-5151	121	19	542	542	NUM
easat-5151	121	20	35	35	NUM
easat-5151	121	21	%	%	NOUN
easat-5151	121	22	total	total	NOUN
easat-5151	121	23	4	4	NUM
easat-5151	121	24	388	388	NUM
easat-5151	121	25	100	100	NUM
easat-5151	121	26	%	%	NOUN
easat-5151	121	27	table	table	NOUN
easat-5151	121	28	1	1	NUM
easat-5151	121	29	presents	present	VERB
easat-5151	121	30	a	a	DET
easat-5151	121	31	comprehensive	comprehensive	ADJ
easat-5151	121	32	analysis	analysis	NOUN
easat-5151	121	33	of	of	ADP
easat-5151	121	34	the	the	DET
easat-5151	121	35	population	population	NOUN
easat-5151	121	36	distribution	distribution	NOUN
easat-5151	121	37	resulting	result	VERB
easat-5151	121	38	from	from	ADP
easat-5151	121	39	the	the	DET
easat-5151	121	40	clustering	clustering	ADJ
easat-5151	121	41	methodology	methodology	NOUN
easat-5151	121	42	applied	apply	VERB
easat-5151	121	43	to	to	ADP
easat-5151	121	44	the	the	DET
easat-5151	121	45	dataset	dataset	NOUN
easat-5151	121	46	.	.	PUNCT
easat-5151	122	1	in	in	ADP
easat-5151	122	2	this	this	DET
easat-5151	122	3	way	way	NOUN
easat-5151	122	4	,	,	PUNCT
easat-5151	122	5	the	the	DET
easat-5151	122	6	data	data	NOUN
easat-5151	122	7	features	feature	VERB
easat-5151	122	8	that	that	SCONJ
easat-5151	122	9	cluster	cluster	NOUN
easat-5151	122	10	1	1	NUM
easat-5151	122	11	is	be	AUX
easat-5151	122	12	the	the	DET
easat-5151	122	13	most	most	ADV
easat-5151	122	14	prominent	prominent	ADJ
easat-5151	122	15	grouping	grouping	NOUN
easat-5151	122	16	,	,	PUNCT
easat-5151	122	17	containing	contain	VERB
easat-5151	122	18	1	1	NUM
easat-5151	122	19	577	577	NUM
easat-5151	122	20	companies	company	NOUN
easat-5151	122	21	,	,	PUNCT
easat-5151	122	22	which	which	PRON
easat-5151	122	23	corresponds	correspond	VERB
easat-5151	122	24	to	to	ADP
easat-5151	122	25	approximately	approximately	ADV
easat-5151	122	26	36	36	NUM
easat-5151	122	27	%	%	NOUN
easat-5151	122	28	of	of	ADP
easat-5151	122	29	the	the	DET
easat-5151	122	30	total	total	ADJ
easat-5151	122	31	population	population	NOUN
easat-5151	122	32	under	under	ADP
easat-5151	122	33	consideration	consideration	NOUN
easat-5151	122	34	.	.	PUNCT
easat-5151	123	1	this	this	DET
easat-5151	123	2	substantial	substantial	ADJ
easat-5151	123	3	representation	representation	NOUN
easat-5151	123	4	highlights	highlight	NOUN
easat-5151	123	5	the	the	DET
easat-5151	123	6	potential	potential	ADJ
easat-5151	123	7	significance	significance	NOUN
easat-5151	123	8	of	of	ADP
easat-5151	123	9	the	the	DET
easat-5151	123	10	characteristics	characteristic	NOUN
easat-5151	123	11	associated	associate	VERB
easat-5151	123	12	with	with	ADP
easat-5151	123	13	this	this	DET
easat-5151	123	14	cluster	cluster	NOUN
easat-5151	123	15	.	.	PUNCT
easat-5151	124	1	cliently	cliently	ADV
easat-5151	124	2	behind	behind	ADV
easat-5151	124	3	,	,	PUNCT
easat-5151	124	4	cluster	cluster	NOUN
easat-5151	124	5	2	2	NUM
easat-5151	124	6	consists	consist	VERB
easat-5151	124	7	of	of	ADP
easat-5151	124	8	1	1	NUM
easat-5151	124	9	542	542	NUM
easat-5151	124	10	companies	company	NOUN
easat-5151	124	11	,	,	PUNCT
easat-5151	124	12	accounting	account	VERB
easat-5151	124	13	for	for	ADP
easat-5151	124	14	approximately	approximately	ADV
easat-5151	124	15	35	35	NUM
easat-5151	124	16	%	%	NOUN
easat-5151	124	17	of	of	ADP
easat-5151	124	18	the	the	DET
easat-5151	124	19	total	total	ADJ
easat-5151	124	20	dataset	dataset	NOUN
easat-5151	124	21	.	.	PUNCT
easat-5151	125	1	in	in	ADP
easat-5151	125	2	fact	fact	NOUN
easat-5151	125	3	,	,	PUNCT
easat-5151	125	4	the	the	DET
easat-5151	125	5	proximity	proximity	NOUN
easat-5151	125	6	in	in	ADP
easat-5151	125	7	size	size	NOUN
easat-5151	125	8	between	between	ADP
easat-5151	125	9	clusters	cluster	NOUN
easat-5151	125	10	1	1	NUM
easat-5151	125	11	142	142	NUM
easat-5151	125	12	edelweiss	edelweiss	PROPN
easat-5151	125	13	applied	apply	VERB
easat-5151	125	14	science	science	NOUN
easat-5151	125	15	and	and	CCONJ
easat-5151	125	16	technology	technology	NOUN
easat-5151	125	17	issn	issn	PROPN
easat-5151	125	18	:	:	PUNCT
easat-5151	125	19	2576	2576	NUM
easat-5151	125	20	-	-	SYM
easat-5151	125	21	8484	8484	NUM
easat-5151	125	22	vol	vol	NOUN
easat-5151	125	23	.	.	PROPN
easat-5151	126	1	9	9	NUM
easat-5151	126	2	,	,	PUNCT
easat-5151	126	3	no	no	INTJ
easat-5151	126	4	.	.	NOUN
easat-5151	127	1	3	3	NUM
easat-5151	127	2	:	:	SYM
easat-5151	127	3	137	137	NUM
easat-5151	127	4	-	-	SYM
easat-5151	127	5	150	150	NUM
easat-5151	127	6	,	,	PUNCT
easat-5151	127	7	2025	2025	NUM
easat-5151	127	8	doi	doi	NOUN
easat-5151	127	9	:	:	PUNCT
easat-5151	127	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	127	11	©	©	PROPN
easat-5151	127	12	2025	2025	NUM
easat-5151	127	13	by	by	ADP
easat-5151	127	14	the	the	DET
easat-5151	127	15	authors	author	NOUN
easat-5151	127	16	;	;	PUNCT
easat-5151	127	17	licensee	licensee	PROPN
easat-5151	127	18	learning	learning	NOUN
easat-5151	127	19	gate	gate	NOUN
easat-5151	127	20	and	and	CCONJ
easat-5151	127	21	2	2	NUM
easat-5151	127	22	suggests	suggest	VERB
easat-5151	127	23	a	a	DET
easat-5151	127	24	competitive	competitive	ADJ
easat-5151	127	25	landscape	landscape	NOUN
easat-5151	127	26	among	among	ADP
easat-5151	127	27	these	these	DET
easat-5151	127	28	groups	group	NOUN
easat-5151	127	29	,	,	PUNCT
easat-5151	127	30	indicating	indicate	VERB
easat-5151	127	31	that	that	SCONJ
easat-5151	127	32	both	both	DET
easat-5151	127	33	clusters	cluster	NOUN
easat-5151	127	34	may	may	AUX
easat-5151	127	35	share	share	VERB
easat-5151	127	36	similar	similar	ADJ
easat-5151	127	37	attributes	attribute	NOUN
easat-5151	127	38	or	or	CCONJ
easat-5151	127	39	face	face	VERB
easat-5151	127	40	similar	similar	ADJ
easat-5151	127	41	market	market	NOUN
easat-5151	127	42	conditions	condition	NOUN
easat-5151	127	43	that	that	PRON
easat-5151	127	44	affect	affect	VERB
easat-5151	127	45	their	their	PRON
easat-5151	127	46	formation	formation	NOUN
easat-5151	127	47	.	.	PUNCT
easat-5151	128	1	in	in	ADP
easat-5151	128	2	contrast	contrast	NOUN
easat-5151	128	3	,	,	PUNCT
easat-5151	128	4	cluster	cluster	NOUN
easat-5151	128	5	0	0	NUM
easat-5151	128	6	is	be	AUX
easat-5151	128	7	identified	identify	VERB
easat-5151	128	8	as	as	ADP
easat-5151	128	9	the	the	DET
easat-5151	128	10	smallest	small	ADJ
easat-5151	128	11	cluster	cluster	NOUN
easat-5151	128	12	,	,	PUNCT
easat-5151	128	13	comprising	comprise	VERB
easat-5151	128	14	1	1	NUM
easat-5151	128	15	269	269	NUM
easat-5151	128	16	companies	company	NOUN
easat-5151	128	17	and	and	CCONJ
easat-5151	128	18	accounting	account	VERB
easat-5151	128	19	for	for	ADP
easat-5151	128	20	approximately	approximately	ADV
easat-5151	128	21	29	29	NUM
easat-5151	128	22	%	%	NOUN
easat-5151	128	23	of	of	ADP
easat-5151	128	24	the	the	DET
easat-5151	128	25	total	total	ADJ
easat-5151	128	26	population	population	NOUN
easat-5151	128	27	.	.	PUNCT
easat-5151	129	1	additionally	additionally	ADV
easat-5151	129	2	,	,	PUNCT
easat-5151	129	3	the	the	DET
easat-5151	129	4	relative	relative	ADJ
easat-5151	129	5	size	size	NOUN
easat-5151	129	6	of	of	ADP
easat-5151	129	7	this	this	DET
easat-5151	129	8	cluster	cluster	NOUN
easat-5151	129	9	may	may	AUX
easat-5151	129	10	imply	imply	VERB
easat-5151	129	11	distinct	distinct	ADJ
easat-5151	129	12	characteristics	characteristic	NOUN
easat-5151	129	13	or	or	CCONJ
easat-5151	129	14	challenges	challenge	NOUN
easat-5151	129	15	that	that	PRON
easat-5151	129	16	differentiate	differentiate	VERB
easat-5151	129	17	it	it	PRON
easat-5151	129	18	from	from	ADP
easat-5151	129	19	the	the	DET
easat-5151	129	20	larger	large	ADJ
easat-5151	129	21	clusters	cluster	NOUN
easat-5151	129	22	,	,	PUNCT
easat-5151	129	23	potentially	potentially	ADV
easat-5151	129	24	warranting	warrant	VERB
easat-5151	129	25	further	further	ADJ
easat-5151	129	26	investigation	investigation	NOUN
easat-5151	129	27	into	into	ADP
easat-5151	129	28	the	the	DET
easat-5151	129	29	factors	factor	NOUN
easat-5151	129	30	that	that	PRON
easat-5151	129	31	contribute	contribute	VERB
easat-5151	129	32	to	to	ADP
easat-5151	129	33	its	its	PRON
easat-5151	129	34	smaller	small	ADJ
easat-5151	129	35	size	size	NOUN
easat-5151	129	36	.	.	PUNCT
easat-5151	130	1	overall	overall	ADV
easat-5151	130	2	,	,	PUNCT
easat-5151	130	3	the	the	DET
easat-5151	130	4	distribution	distribution	NOUN
easat-5151	130	5	of	of	ADP
easat-5151	130	6	companies	company	NOUN
easat-5151	130	7	across	across	ADP
easat-5151	130	8	these	these	DET
easat-5151	130	9	clusters	cluster	NOUN
easat-5151	130	10	indicates	indicate	VERB
easat-5151	130	11	a	a	DET
easat-5151	130	12	well	well	ADV
easat-5151	130	13	-	-	PUNCT
easat-5151	130	14	balanced	balance	VERB
easat-5151	130	15	representation	representation	NOUN
easat-5151	130	16	of	of	ADP
easat-5151	130	17	moroccan	moroccan	ADJ
easat-5151	130	18	firms	firm	NOUN
easat-5151	130	19	,	,	PUNCT
easat-5151	130	20	indicating	indicate	VERB
easat-5151	130	21	that	that	SCONJ
easat-5151	130	22	no	no	DET
easat-5151	130	23	single	single	ADJ
easat-5151	130	24	cluster	cluster	NOUN
easat-5151	130	25	overwhelmingly	overwhelmingly	ADV
easat-5151	130	26	dominates	dominate	VERB
easat-5151	130	27	the	the	DET
easat-5151	130	28	population	population	NOUN
easat-5151	130	29	.	.	PUNCT
easat-5151	131	1	consequently	consequently	ADV
easat-5151	131	2	,	,	PUNCT
easat-5151	131	3	this	this	DET
easat-5151	131	4	equilibrium	equilibrium	NOUN
easat-5151	131	5	points	point	VERB
easat-5151	131	6	to	to	ADP
easat-5151	131	7	healthy	healthy	ADJ
easat-5151	131	8	diversity	diversity	NOUN
easat-5151	131	9	within	within	ADP
easat-5151	131	10	the	the	DET
easat-5151	131	11	dataset	dataset	NOUN
easat-5151	131	12	and	and	CCONJ
easat-5151	131	13	reflects	reflect	VERB
easat-5151	131	14	the	the	DET
easat-5151	131	15	varied	varied	ADJ
easat-5151	131	16	natures	nature	NOUN
easat-5151	131	17	of	of	ADP
easat-5151	131	18	the	the	DET
easat-5151	131	19	companies	company	NOUN
easat-5151	131	20	included	include	VERB
easat-5151	131	21	in	in	ADP
easat-5151	131	22	the	the	DET
easat-5151	131	23	analysis	analysis	NOUN
easat-5151	131	24	.	.	PUNCT
easat-5151	132	1	thus	thus	ADV
easat-5151	132	2	,	,	PUNCT
easat-5151	132	3	the	the	DET
easat-5151	132	4	clustering	clustering	ADJ
easat-5151	132	5	results	result	NOUN
easat-5151	132	6	affirm	affirm	NOUN
easat-5151	132	7	that	that	SCONJ
easat-5151	132	8	the	the	DET
easat-5151	132	9	underlying	underlying	ADJ
easat-5151	132	10	attributes	attribute	NOUN
easat-5151	132	11	defining	define	VERB
easat-5151	132	12	each	each	DET
easat-5151	132	13	group	group	NOUN
easat-5151	132	14	effectively	effectively	ADV
easat-5151	132	15	capture	capture	VERB
easat-5151	132	16	the	the	DET
easat-5151	132	17	complexity	complexity	NOUN
easat-5151	132	18	of	of	ADP
easat-5151	132	19	the	the	DET
easat-5151	132	20	moroccan	moroccan	PROPN
easat-5151	132	21	business	business	PROPN
easat-5151	132	22	landscape	landscape	NOUN
easat-5151	132	23	,	,	PUNCT
easat-5151	132	24	validating	validate	VERB
easat-5151	132	25	the	the	DET
easat-5151	132	26	robustness	robustness	NOUN
easat-5151	132	27	of	of	ADP
easat-5151	132	28	the	the	DET
easat-5151	132	29	clustering	clustering	ADJ
easat-5151	132	30	method	method	NOUN
easat-5151	132	31	employed	employ	VERB
easat-5151	132	32	.	.	PUNCT
easat-5151	133	1	4.2	4.2	NUM
easat-5151	133	2	.	.	PUNCT
easat-5151	133	3	standardizing	standardize	VERB
easat-5151	133	4	sales	sale	NOUN
easat-5151	133	5	data	datum	NOUN
easat-5151	133	6	in	in	ADP
easat-5151	133	7	this	this	DET
easat-5151	133	8	section	section	NOUN
easat-5151	133	9	,	,	PUNCT
easat-5151	133	10	we	we	PRON
easat-5151	133	11	implemented	implement	VERB
easat-5151	133	12	maximum	maximum	ADJ
easat-5151	133	13	normalization	normalization	NOUN
easat-5151	133	14	to	to	PART
easat-5151	133	15	create	create	VERB
easat-5151	133	16	a	a	DET
easat-5151	133	17	more	more	ADV
easat-5151	133	18	uniform	uniform	ADJ
easat-5151	133	19	dataset	dataset	NOUN
easat-5151	133	20	,	,	PUNCT
easat-5151	133	21	allowing	allow	VERB
easat-5151	133	22	for	for	ADP
easat-5151	133	23	better	well	ADJ
easat-5151	133	24	comparability	comparability	NOUN
easat-5151	133	25	of	of	ADP
easat-5151	133	26	values	value	NOUN
easat-5151	133	27	across	across	ADP
easat-5151	133	28	different	different	ADJ
easat-5151	133	29	companies	company	NOUN
easat-5151	133	30	.	.	PUNCT
easat-5151	134	1	this	this	DET
easat-5151	134	2	approach	approach	NOUN
easat-5151	134	3	is	be	AUX
easat-5151	134	4	particularly	particularly	ADV
easat-5151	134	5	beneficial	beneficial	ADJ
easat-5151	134	6	because	because	SCONJ
easat-5151	134	7	it	it	PRON
easat-5151	134	8	enables	enable	VERB
easat-5151	134	9	us	we	PRON
easat-5151	134	10	to	to	PART
easat-5151	134	11	pinpoint	pinpoint	VERB
easat-5151	134	12	the	the	DET
easat-5151	134	13	companies	company	NOUN
easat-5151	134	14	that	that	PRON
easat-5151	134	15	presented	present	VERB
easat-5151	134	16	the	the	DET
easat-5151	134	17	highest	high	ADJ
easat-5151	134	18	sales	sale	NOUN
easat-5151	134	19	within	within	ADP
easat-5151	134	20	each	each	DET
easat-5151	134	21	cluster	cluster	NOUN
easat-5151	134	22	during	during	ADP
easat-5151	134	23	the	the	DET
easat-5151	134	24	covid-19	covid-19	PROPN
easat-5151	134	25	pandemic	pandemic	NOUN
easat-5151	134	26	.	.	PUNCT
easat-5151	135	1	by	by	ADP
easat-5151	135	2	utilizing	utilize	VERB
easat-5151	135	3	this	this	DET
easat-5151	135	4	normalization	normalization	NOUN
easat-5151	135	5	technique	technique	NOUN
easat-5151	135	6	,	,	PUNCT
easat-5151	135	7	we	we	PRON
easat-5151	135	8	effectively	effectively	ADV
easat-5151	135	9	categorize	categorize	VERB
easat-5151	135	10	the	the	DET
easat-5151	135	11	data	datum	NOUN
easat-5151	135	12	,	,	PUNCT
easat-5151	135	13	ensuring	ensure	VERB
easat-5151	135	14	that	that	SCONJ
easat-5151	135	15	the	the	DET
easat-5151	135	16	metrics	metric	NOUN
easat-5151	135	17	accurately	accurately	ADV
easat-5151	135	18	reflect	reflect	VERB
easat-5151	135	19	each	each	DET
easat-5151	135	20	company	company	NOUN
easat-5151	135	21	's	's	PART
easat-5151	135	22	performance	performance	NOUN
easat-5151	135	23	in	in	ADP
easat-5151	135	24	relation	relation	NOUN
easat-5151	135	25	to	to	ADP
easat-5151	135	26	its	its	PRON
easat-5151	135	27	peers	peer	NOUN
easat-5151	135	28	.	.	PUNCT
easat-5151	136	1	through	through	ADP
easat-5151	136	2	this	this	DET
easat-5151	136	3	method	method	NOUN
easat-5151	136	4	,	,	PUNCT
easat-5151	136	5	we	we	PRON
easat-5151	136	6	not	not	PART
easat-5151	136	7	only	only	ADV
easat-5151	136	8	improve	improve	VERB
easat-5151	136	9	the	the	DET
easat-5151	136	10	clarity	clarity	NOUN
easat-5151	136	11	of	of	ADP
easat-5151	136	12	our	our	PRON
easat-5151	136	13	analysis	analysis	NOUN
easat-5151	136	14	but	but	CCONJ
easat-5151	136	15	also	also	ADV
easat-5151	136	16	provide	provide	VERB
easat-5151	136	17	a	a	DET
easat-5151	136	18	more	more	ADV
easat-5151	136	19	nuanced	nuanced	ADJ
easat-5151	136	20	understanding	understanding	NOUN
easat-5151	136	21	of	of	ADP
easat-5151	136	22	market	market	NOUN
easat-5151	136	23	dynamics	dynamic	NOUN
easat-5151	136	24	during	during	ADP
easat-5151	136	25	these	these	DET
easat-5151	136	26	unprecedented	unprecedented	ADJ
easat-5151	136	27	times	time	NOUN
easat-5151	136	28	,	,	PUNCT
easat-5151	136	29	leading	lead	VERB
easat-5151	136	30	to	to	ADP
easat-5151	136	31	deeper	deep	ADJ
easat-5151	136	32	insights	insight	NOUN
easat-5151	136	33	into	into	ADP
easat-5151	136	34	how	how	SCONJ
easat-5151	136	35	various	various	ADJ
easat-5151	136	36	companies	company	NOUN
easat-5151	136	37	have	have	AUX
easat-5151	136	38	navigated	navigate	VERB
easat-5151	136	39	the	the	DET
easat-5151	136	40	challenges	challenge	NOUN
easat-5151	136	41	brought	bring	VERB
easat-5151	136	42	about	about	ADP
easat-5151	136	43	by	by	ADP
easat-5151	136	44	the	the	DET
easat-5151	136	45	pandemic	pandemic	ADJ
easat-5151	136	46	.	.	PUNCT
easat-5151	136	47	table	table	NOUN
easat-5151	137	1	2	2	NUM
easat-5151	137	2	.	.	NUM
easat-5151	137	3	five	five	NUM
easat-5151	137	4	-	-	PUNCT
easat-5151	137	5	level	level	NOUN
easat-5151	137	6	categorization	categorization	NOUN
easat-5151	137	7	of	of	ADP
easat-5151	137	8	companies	company	NOUN
easat-5151	137	9	by	by	ADP
easat-5151	137	10	sales	sale	NOUN
easat-5151	137	11	volume	volume	NOUN
easat-5151	137	12	.	.	PUNCT
easat-5151	138	1	level	level	NOUN
easat-5151	138	2	1	1	NUM
easat-5151	138	3	(	(	PUNCT
easat-5151	138	4	n1	n1	NOUN
easat-5151	138	5	)	)	PUNCT
easat-5151	138	6	companies	company	NOUN
easat-5151	138	7	with	with	ADP
easat-5151	138	8	sales	sale	NOUN
easat-5151	138	9	>	>	PUNCT
easat-5151	138	10	0.8	0.8	NUM
easat-5151	138	11	level	level	NOUN
easat-5151	138	12	2(n2	2(n2	NUM
easat-5151	138	13	)	)	PUNCT
easat-5151	138	14	companies	company	NOUN
easat-5151	138	15	with	with	ADP
easat-5151	138	16	sales	sale	NOUN
easat-5151	138	17	>	>	SYM
easat-5151	138	18	0.6	0.6	NUM
easat-5151	138	19	level	level	NOUN
easat-5151	138	20	3	3	NUM
easat-5151	138	21	(	(	PUNCT
easat-5151	138	22	n3	n3	NOUN
easat-5151	138	23	)	)	PUNCT
easat-5151	138	24	companies	company	NOUN
easat-5151	138	25	with	with	ADP
easat-5151	138	26	sales	sale	NOUN
easat-5151	138	27	>	>	X
easat-5151	138	28	0.4	0.4	NUM
easat-5151	138	29	level	level	NOUN
easat-5151	138	30	4	4	NUM
easat-5151	138	31	(	(	PUNCT
easat-5151	138	32	n4	n4	PROPN
easat-5151	138	33	)	)	PUNCT
easat-5151	138	34	companies	company	NOUN
easat-5151	138	35	with	with	ADP
easat-5151	138	36	sales	sale	NOUN
easat-5151	138	37	>	>	X
easat-5151	138	38	0.2	0.2	NUM
easat-5151	138	39	level	level	NOUN
easat-5151	138	40	5	5	NUM
easat-5151	138	41	(	(	PUNCT
easat-5151	138	42	n5	n5	PROPN
easat-5151	138	43	)	)	PUNCT
easat-5151	138	44	companies	company	NOUN
easat-5151	138	45	with	with	ADP
easat-5151	138	46	sales	sale	NOUN
easat-5151	138	47	≤	≤	NUM
easat-5151	138	48	0.2	0.2	NUM
easat-5151	138	49	(	(	PUNCT
easat-5151	138	50	for	for	ADP
easat-5151	138	51	others	other	NOUN
easat-5151	138	52	)	)	PUNCT
easat-5151	138	53	according	accord	VERB
easat-5151	138	54	to	to	ADP
easat-5151	138	55	the	the	DET
easat-5151	138	56	insights	insight	NOUN
easat-5151	138	57	presented	present	VERB
easat-5151	138	58	in	in	ADP
easat-5151	138	59	table	table	NOUN
easat-5151	138	60	2	2	NUM
easat-5151	138	61	,	,	PUNCT
easat-5151	138	62	companies	company	NOUN
easat-5151	138	63	classified	classify	VERB
easat-5151	138	64	as	as	ADP
easat-5151	138	65	level	level	NOUN
easat-5151	138	66	1	1	NUM
easat-5151	138	67	emerge	emerge	VERB
easat-5151	138	68	as	as	ADP
easat-5151	138	69	the	the	DET
easat-5151	138	70	foremost	foremost	ADJ
easat-5151	138	71	performers	performer	NOUN
easat-5151	138	72	in	in	ADP
easat-5151	138	73	terms	term	NOUN
easat-5151	138	74	of	of	ADP
easat-5151	138	75	sales	sale	NOUN
easat-5151	138	76	volume	volume	NOUN
easat-5151	138	77	,	,	PUNCT
easat-5151	138	78	exhibiting	exhibit	VERB
easat-5151	138	79	remarkable	remarkable	ADJ
easat-5151	138	80	resilience	resilience	NOUN
easat-5151	138	81	and	and	CCONJ
easat-5151	138	82	commercial	commercial	ADJ
easat-5151	138	83	efficiency	efficiency	NOUN
easat-5151	138	84	.	.	PUNCT
easat-5151	139	1	their	their	PRON
easat-5151	139	2	ability	ability	NOUN
easat-5151	139	3	to	to	PART
easat-5151	139	4	effectively	effectively	ADV
easat-5151	139	5	manage	manage	VERB
easat-5151	139	6	disruptions	disruption	NOUN
easat-5151	139	7	during	during	ADP
easat-5151	139	8	periods	period	NOUN
easat-5151	139	9	of	of	ADP
easat-5151	139	10	crisis	crisis	NOUN
easat-5151	139	11	emphasizes	emphasize	VERB
easat-5151	139	12	their	their	PRON
easat-5151	139	13	capacity	capacity	NOUN
easat-5151	139	14	for	for	ADP
easat-5151	139	15	adaptation	adaptation	NOUN
easat-5151	139	16	and	and	CCONJ
easat-5151	139	17	strategic	strategic	ADJ
easat-5151	139	18	foresight	foresight	NOUN
easat-5151	139	19	,	,	PUNCT
easat-5151	139	20	positioning	position	VERB
easat-5151	139	21	them	they	PRON
easat-5151	139	22	as	as	ADP
easat-5151	139	23	exemplary	exemplary	ADJ
easat-5151	139	24	models	model	NOUN
easat-5151	139	25	for	for	ADP
easat-5151	139	26	other	other	ADJ
easat-5151	139	27	organizations	organization	NOUN
easat-5151	139	28	.	.	PUNCT
easat-5151	140	1	in	in	ADP
easat-5151	140	2	contrast	contrast	NOUN
easat-5151	140	3	,	,	PUNCT
easat-5151	140	4	while	while	SCONJ
easat-5151	140	5	level	level	NOUN
easat-5151	140	6	2	2	NUM
easat-5151	140	7	companies	company	NOUN
easat-5151	140	8	do	do	AUX
easat-5151	140	9	not	not	PART
easat-5151	140	10	achieve	achieve	VERB
easat-5151	140	11	the	the	DET
easat-5151	140	12	same	same	ADJ
easat-5151	140	13	level	level	NOUN
easat-5151	140	14	of	of	ADP
easat-5151	140	15	performance	performance	NOUN
easat-5151	140	16	as	as	SCONJ
easat-5151	140	17	their	their	PRON
easat-5151	140	18	level	level	NOUN
easat-5151	140	19	1	1	NUM
easat-5151	140	20	counterparts	counterpart	NOUN
easat-5151	140	21	do	do	VERB
easat-5151	140	22	,	,	PUNCT
easat-5151	140	23	they	they	PRON
easat-5151	140	24	nonetheless	nonetheless	ADV
easat-5151	140	25	display	display	VERB
easat-5151	140	26	significant	significant	ADJ
easat-5151	140	27	resilience	resilience	NOUN
easat-5151	140	28	and	and	CCONJ
easat-5151	140	29	adaptability	adaptability	NOUN
easat-5151	140	30	.	.	PUNCT
easat-5151	141	1	these	these	DET
easat-5151	141	2	companies	company	NOUN
easat-5151	141	3	have	have	AUX
easat-5151	141	4	managed	manage	VERB
easat-5151	141	5	to	to	PART
easat-5151	141	6	sustain	sustain	VERB
easat-5151	141	7	relatively	relatively	ADV
easat-5151	141	8	high	high	ADJ
easat-5151	141	9	sales	sale	NOUN
easat-5151	141	10	levels	level	NOUN
easat-5151	141	11	amidst	amidst	ADP
easat-5151	141	12	market	market	NOUN
easat-5151	141	13	disruptions	disruption	NOUN
easat-5151	141	14	,	,	PUNCT
easat-5151	141	15	reflecting	reflect	VERB
easat-5151	141	16	a	a	DET
easat-5151	141	17	moderate	moderate	ADJ
easat-5151	141	18	degree	degree	NOUN
easat-5151	141	19	of	of	ADP
easat-5151	141	20	success	success	NOUN
easat-5151	141	21	.	.	PUNCT
easat-5151	142	1	despite	despite	SCONJ
easat-5151	142	2	this	this	PRON
easat-5151	142	3	,	,	PUNCT
easat-5151	142	4	they	they	PRON
easat-5151	142	5	face	face	VERB
easat-5151	142	6	a	a	DET
easat-5151	142	7	greater	great	ADJ
easat-5151	142	8	array	array	NOUN
easat-5151	142	9	of	of	ADP
easat-5151	142	10	challenges	challenge	NOUN
easat-5151	142	11	than	than	ADP
easat-5151	142	12	level	level	NOUN
easat-5151	142	13	1	1	NUM
easat-5151	142	14	companies	company	NOUN
easat-5151	142	15	do	do	VERB
easat-5151	142	16	and	and	CCONJ
easat-5151	142	17	must	must	AUX
easat-5151	142	18	engage	engage	VERB
easat-5151	142	19	in	in	ADP
easat-5151	142	20	strategic	strategic	ADJ
easat-5151	142	21	adjustments	adjustment	NOUN
easat-5151	142	22	to	to	PART
easat-5151	142	23	further	far	ADV
easat-5151	142	24	enhance	enhance	VERB
easat-5151	142	25	their	their	PRON
easat-5151	142	26	sales	sale	NOUN
easat-5151	142	27	efficiency	efficiency	NOUN
easat-5151	142	28	.	.	PUNCT
easat-5151	143	1	on	on	ADP
easat-5151	143	2	the	the	DET
easat-5151	143	3	other	other	ADJ
easat-5151	143	4	hand	hand	NOUN
easat-5151	143	5	,	,	PUNCT
easat-5151	143	6	level	level	NOUN
easat-5151	143	7	3	3	NUM
easat-5151	143	8	companies	company	NOUN
easat-5151	143	9	operate	operate	VERB
easat-5151	143	10	at	at	ADP
easat-5151	143	11	an	an	DET
easat-5151	143	12	average	average	ADJ
easat-5151	143	13	performance	performance	NOUN
easat-5151	143	14	level	level	NOUN
easat-5151	143	15	and	and	CCONJ
easat-5151	143	16	face	face	VERB
easat-5151	143	17	more	more	ADV
easat-5151	143	18	substantial	substantial	ADJ
easat-5151	143	19	difficulties	difficulty	NOUN
easat-5151	143	20	in	in	ADP
easat-5151	143	21	maintaining	maintain	VERB
easat-5151	143	22	their	their	PRON
easat-5151	143	23	business	business	NOUN
easat-5151	143	24	activities	activity	NOUN
easat-5151	143	25	.	.	PUNCT
easat-5151	144	1	effectively	effectively	ADV
easat-5151	144	2	,	,	PUNCT
easat-5151	144	3	crisis	crisis	NOUN
easat-5151	144	4	management	management	NOUN
easat-5151	144	5	strategies	strategy	NOUN
easat-5151	144	6	appear	appear	VERB
easat-5151	144	7	to	to	PART
easat-5151	144	8	be	be	AUX
easat-5151	144	9	less	less	ADV
easat-5151	144	10	impactful	impactful	ADJ
easat-5151	144	11	than	than	ADP
easat-5151	144	12	those	those	PRON
easat-5151	144	13	utilized	utilize	VERB
easat-5151	144	14	by	by	ADP
easat-5151	144	15	level	level	NOUN
easat-5151	144	16	1	1	NUM
easat-5151	144	17	companies	company	NOUN
easat-5151	144	18	are	be	AUX
easat-5151	144	19	,	,	PUNCT
easat-5151	144	20	as	as	SCONJ
easat-5151	144	21	evidenced	evidence	VERB
easat-5151	144	22	by	by	ADP
easat-5151	144	23	a	a	DET
easat-5151	144	24	greater	great	ADJ
easat-5151	144	25	decline	decline	NOUN
easat-5151	144	26	in	in	ADP
easat-5151	144	27	sales	sale	NOUN
easat-5151	144	28	.	.	PUNCT
easat-5151	145	1	nevertheless	nevertheless	ADV
easat-5151	145	2	,	,	PUNCT
easat-5151	145	3	these	these	DET
easat-5151	145	4	corporations	corporation	NOUN
easat-5151	145	5	display	display	VERB
easat-5151	145	6	a	a	DET
easat-5151	145	7	form	form	NOUN
easat-5151	145	8	of	of	ADP
easat-5151	145	9	resilience	resilience	NOUN
easat-5151	145	10	,	,	PUNCT
easat-5151	145	11	and	and	CCONJ
easat-5151	145	12	by	by	ADP
easat-5151	145	13	drawing	draw	VERB
easat-5151	145	14	on	on	ADP
easat-5151	145	15	robust	robust	ADJ
easat-5151	145	16	approaches	approach	NOUN
easat-5151	145	17	employed	employ	VERB
easat-5151	145	18	by	by	ADP
easat-5151	145	19	higher	higher	ADV
easat-5151	145	20	-	-	PUNCT
easat-5151	145	21	performing	perform	VERB
easat-5151	145	22	organizations	organization	NOUN
easat-5151	145	23	,	,	PUNCT
easat-5151	145	24	they	they	PRON
easat-5151	145	25	have	have	VERB
easat-5151	145	26	the	the	DET
easat-5151	145	27	potential	potential	NOUN
easat-5151	145	28	to	to	PART
easat-5151	145	29	improve	improve	VERB
easat-5151	145	30	their	their	PRON
easat-5151	145	31	market	market	NOUN
easat-5151	145	32	position	position	NOUN
easat-5151	145	33	and	and	CCONJ
easat-5151	145	34	better	well	ADV
easat-5151	145	35	navigate	navigate	VERB
easat-5151	145	36	future	future	ADJ
easat-5151	145	37	crises	crisis	NOUN
easat-5151	145	38	.	.	PUNCT
easat-5151	146	1	at	at	ADP
easat-5151	146	2	the	the	DET
easat-5151	146	3	lower	low	ADJ
easat-5151	146	4	end	end	NOUN
easat-5151	146	5	of	of	ADP
easat-5151	146	6	the	the	DET
easat-5151	146	7	spectrum	spectrum	NOUN
easat-5151	146	8	,	,	PUNCT
easat-5151	146	9	level	level	NOUN
easat-5151	146	10	4	4	NUM
easat-5151	146	11	companies	company	NOUN
easat-5151	146	12	are	be	AUX
easat-5151	146	13	characterized	characterize	VERB
easat-5151	146	14	by	by	ADP
easat-5151	146	15	underperformance	underperformance	NOUN
easat-5151	146	16	,	,	PUNCT
easat-5151	146	17	with	with	ADP
easat-5151	146	18	declining	decline	VERB
easat-5151	146	19	sales	sale	NOUN
easat-5151	146	20	figures	figure	NOUN
easat-5151	146	21	indicating	indicate	VERB
easat-5151	146	22	ineffective	ineffective	ADJ
easat-5151	146	23	crisis	crisis	NOUN
easat-5151	146	24	management	management	NOUN
easat-5151	146	25	and	and	CCONJ
easat-5151	146	26	strategic	strategic	ADJ
easat-5151	146	27	foresight	foresight	NOUN
easat-5151	146	28	.	.	PUNCT
easat-5151	147	1	in	in	ADP
easat-5151	147	2	stark	stark	ADJ
easat-5151	147	3	contrast	contrast	NOUN
easat-5151	147	4	to	to	ADP
easat-5151	147	5	the	the	DET
easat-5151	147	6	resilience	resilience	NOUN
easat-5151	147	7	and	and	CCONJ
easat-5151	147	8	efficiency	efficiency	NOUN
easat-5151	147	9	of	of	ADP
easat-5151	147	10	level	level	NOUN
easat-5151	147	11	1	1	NUM
easat-5151	147	12	companies	company	NOUN
easat-5151	147	13	,	,	PUNCT
easat-5151	147	14	these	these	DET
easat-5151	147	15	organizations	organization	NOUN
easat-5151	147	16	face	face	VERB
easat-5151	147	17	vulnerabilities	vulnerability	NOUN
easat-5151	147	18	that	that	PRON
easat-5151	147	19	jeopardize	jeopardize	VERB
easat-5151	147	20	their	their	PRON
easat-5151	147	21	survival	survival	NOUN
easat-5151	147	22	.	.	PUNCT
easat-5151	148	1	consequently	consequently	ADV
easat-5151	148	2	,	,	PUNCT
easat-5151	148	3	to	to	PART
easat-5151	148	4	withstand	withstand	VERB
easat-5151	148	5	these	these	DET
easat-5151	148	6	challenges	challenge	NOUN
easat-5151	148	7	,	,	PUNCT
easat-5151	148	8	level	level	NOUN
easat-5151	148	9	4	4	NUM
easat-5151	148	10	companies	company	NOUN
easat-5151	148	11	must	must	AUX
easat-5151	148	12	adopt	adopt	VERB
easat-5151	148	13	more	more	ADV
easat-5151	148	14	robust	robust	ADJ
easat-5151	148	15	business	business	NOUN
easat-5151	148	16	strategies	strategy	NOUN
easat-5151	148	17	,	,	PUNCT
easat-5151	148	18	potentially	potentially	ADV
easat-5151	148	19	by	by	ADP
easat-5151	148	20	integrating	integrate	VERB
easat-5151	148	21	the	the	DET
easat-5151	148	22	successful	successful	ADJ
easat-5151	148	23	practices	practice	NOUN
easat-5151	148	24	of	of	ADP
easat-5151	148	25	their	their	PRON
easat-5151	148	26	more	more	ADV
easat-5151	148	27	prosperous	prosperous	ADJ
easat-5151	148	28	peers	peer	NOUN
easat-5151	148	29	.	.	PUNCT
easat-5151	149	1	finally	finally	ADV
easat-5151	149	2	,	,	PUNCT
easat-5151	149	3	level	level	NOUN
easat-5151	149	4	5	5	NUM
easat-5151	149	5	companies	company	NOUN
easat-5151	149	6	grapple	grapple	VERB
easat-5151	149	7	with	with	ADP
easat-5151	149	8	the	the	DET
easat-5151	149	9	most	most	ADV
easat-5151	149	10	critical	critical	ADJ
easat-5151	149	11	143	143	PRON
easat-5151	149	12	edelweiss	edelweiss	PROPN
easat-5151	149	13	applied	apply	VERB
easat-5151	149	14	science	science	NOUN
easat-5151	149	15	and	and	CCONJ
easat-5151	149	16	technology	technology	NOUN
easat-5151	149	17	issn	issn	PROPN
easat-5151	149	18	:	:	PUNCT
easat-5151	149	19	2576	2576	NUM
easat-5151	149	20	-	-	SYM
easat-5151	149	21	8484	8484	NUM
easat-5151	149	22	vol	vol	NOUN
easat-5151	149	23	.	.	PROPN
easat-5151	150	1	9	9	NUM
easat-5151	150	2	,	,	PUNCT
easat-5151	150	3	no	no	INTJ
easat-5151	150	4	.	.	NOUN
easat-5151	151	1	3	3	NUM
easat-5151	151	2	:	:	SYM
easat-5151	151	3	137	137	NUM
easat-5151	151	4	-	-	SYM
easat-5151	151	5	150	150	NUM
easat-5151	151	6	,	,	PUNCT
easat-5151	151	7	2025	2025	NUM
easat-5151	151	8	doi	doi	NOUN
easat-5151	151	9	:	:	PUNCT
easat-5151	151	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	151	11	©	©	PROPN
easat-5151	151	12	2025	2025	NUM
easat-5151	151	13	by	by	ADP
easat-5151	151	14	the	the	DET
easat-5151	151	15	authors	author	NOUN
easat-5151	151	16	;	;	PUNCT
easat-5151	151	17	licensee	licensee	PROPN
easat-5151	151	18	learning	learn	VERB
easat-5151	151	19	gate	gate	NOUN
easat-5151	151	20	challenges	challenge	NOUN
easat-5151	151	21	,	,	PUNCT
easat-5151	151	22	as	as	SCONJ
easat-5151	151	23	their	their	PRON
easat-5151	151	24	sales	sale	NOUN
easat-5151	151	25	volumes	volume	NOUN
easat-5151	151	26	are	be	AUX
easat-5151	151	27	insufficient	insufficient	ADJ
easat-5151	151	28	to	to	PART
easat-5151	151	29	sustain	sustain	VERB
easat-5151	151	30	operations	operation	NOUN
easat-5151	151	31	in	in	ADP
easat-5151	151	32	the	the	DET
easat-5151	151	33	long	long	ADJ
easat-5151	151	34	term	term	NOUN
easat-5151	151	35	.	.	PUNCT
easat-5151	152	1	this	this	DET
easat-5151	152	2	situation	situation	NOUN
easat-5151	152	3	strongly	strongly	ADV
easat-5151	152	4	contrasts	contrast	VERB
easat-5151	152	5	with	with	ADP
easat-5151	152	6	the	the	DET
easat-5151	152	7	resilience	resilience	NOUN
easat-5151	152	8	and	and	CCONJ
easat-5151	152	9	sales	sale	NOUN
easat-5151	152	10	effectiveness	effectiveness	NOUN
easat-5151	152	11	observed	observe	VERB
easat-5151	152	12	in	in	ADP
easat-5151	152	13	level	level	NOUN
easat-5151	152	14	1	1	NUM
easat-5151	152	15	companies	company	NOUN
easat-5151	152	16	.	.	PUNCT
easat-5151	153	1	in	in	ADP
easat-5151	153	2	fact	fact	NOUN
easat-5151	153	3	,	,	PUNCT
easat-5151	153	4	the	the	DET
easat-5151	153	5	significant	significant	ADJ
easat-5151	153	6	decline	decline	NOUN
easat-5151	153	7	in	in	ADP
easat-5151	153	8	sales	sale	NOUN
easat-5151	153	9	highlights	highlight	NOUN
easat-5151	153	10	to	to	ADP
easat-5151	153	11	the	the	DET
easat-5151	153	12	urgency	urgency	NOUN
easat-5151	153	13	of	of	ADP
easat-5151	153	14	immediate	immediate	ADJ
easat-5151	153	15	intervention	intervention	NOUN
easat-5151	153	16	and	and	CCONJ
easat-5151	153	17	strategic	strategic	ADJ
easat-5151	153	18	reevaluation	reevaluation	NOUN
easat-5151	153	19	.	.	PUNCT
easat-5151	154	1	when	when	SCONJ
easat-5151	154	2	level	level	NOUN
easat-5151	154	3	1	1	NUM
easat-5151	154	4	companies	company	NOUN
easat-5151	154	5	serve	serve	VERB
easat-5151	154	6	as	as	ADP
easat-5151	154	7	a	a	DET
easat-5151	154	8	compelling	compelling	ADJ
easat-5151	154	9	example	example	NOUN
easat-5151	154	10	of	of	ADP
easat-5151	154	11	the	the	DET
easat-5151	154	12	resilience	resilience	NOUN
easat-5151	154	13	and	and	CCONJ
easat-5151	154	14	adaptability	adaptability	NOUN
easat-5151	154	15	that	that	PRON
easat-5151	154	16	level	level	NOUN
easat-5151	154	17	5	5	NUM
easat-5151	154	18	companies	company	NOUN
easat-5151	154	19	must	must	AUX
easat-5151	154	20	achieve	achieve	VERB
easat-5151	154	21	to	to	PART
easat-5151	154	22	recover	recover	VERB
easat-5151	154	23	and	and	CCONJ
easat-5151	154	24	establish	establish	VERB
easat-5151	154	25	a	a	DET
easat-5151	154	26	sustainable	sustainable	ADJ
easat-5151	154	27	presence	presence	NOUN
easat-5151	154	28	in	in	ADP
easat-5151	154	29	the	the	DET
easat-5151	154	30	market	market	NOUN
easat-5151	154	31	.	.	PUNCT
easat-5151	155	1	4.3	4.3	NUM
easat-5151	155	2	.	.	PUNCT
easat-5151	155	3	strategic	strategic	ADJ
easat-5151	155	4	adaptations	adaptation	NOUN
easat-5151	155	5	of	of	ADP
easat-5151	155	6	moroccan	moroccan	ADJ
easat-5151	155	7	firms	firm	NOUN
easat-5151	155	8	during	during	ADP
easat-5151	155	9	containment	containment	NOUN
easat-5151	155	10	moroccan	moroccan	PROPN
easat-5151	155	11	companies	company	NOUN
easat-5151	155	12	have	have	AUX
easat-5151	155	13	demonstrated	demonstrate	VERB
easat-5151	155	14	remarkable	remarkable	ADJ
easat-5151	155	15	adaptability	adaptability	NOUN
easat-5151	155	16	in	in	ADP
easat-5151	155	17	navigating	navigate	VERB
easat-5151	155	18	the	the	DET
easat-5151	155	19	challenges	challenge	NOUN
easat-5151	155	20	brought	bring	VERB
easat-5151	155	21	about	about	ADP
easat-5151	155	22	by	by	ADP
easat-5151	155	23	the	the	DET
easat-5151	155	24	covid-19	covid-19	PROPN
easat-5151	155	25	pandemic	pandemic	NOUN
easat-5151	155	26	.	.	PUNCT
easat-5151	156	1	in	in	ADP
easat-5151	156	2	light	light	NOUN
easat-5151	156	3	of	of	ADP
easat-5151	156	4	significant	significant	ADJ
easat-5151	156	5	economic	economic	ADJ
easat-5151	156	6	and	and	CCONJ
easat-5151	156	7	health	health	NOUN
easat-5151	156	8	disruptions	disruption	NOUN
easat-5151	156	9	,	,	PUNCT
easat-5151	156	10	businesses	business	NOUN
easat-5151	156	11	across	across	ADP
easat-5151	156	12	various	various	ADJ
easat-5151	156	13	sectors	sector	NOUN
easat-5151	156	14	have	have	AUX
easat-5151	156	15	rapidly	rapidly	ADV
easat-5151	156	16	developed	develop	VERB
easat-5151	156	17	and	and	CCONJ
easat-5151	156	18	implemented	implement	VERB
easat-5151	156	19	diverse	diverse	ADJ
easat-5151	156	20	strategies	strategy	NOUN
easat-5151	156	21	to	to	PART
easat-5151	156	22	sustain	sustain	VERB
easat-5151	156	23	operations	operation	NOUN
easat-5151	156	24	and	and	CCONJ
easat-5151	156	25	ensure	ensure	VERB
easat-5151	156	26	their	their	PRON
easat-5151	156	27	employees	employee	NOUN
easat-5151	156	28	'	'	PART
easat-5151	156	29	safety	safety	NOUN
easat-5151	156	30	and	and	CCONJ
easat-5151	156	31	well	well	ADV
easat-5151	156	32	-	-	PUNCT
easat-5151	156	33	being	being	NOUN
easat-5151	156	34	.	.	PUNCT
easat-5151	157	1	to	to	PART
easat-5151	157	2	address	address	VERB
easat-5151	157	3	these	these	DET
easat-5151	157	4	challenges	challenge	NOUN
easat-5151	157	5	,	,	PUNCT
easat-5151	157	6	many	many	ADJ
easat-5151	157	7	companies	company	NOUN
easat-5151	157	8	have	have	AUX
easat-5151	157	9	adopted	adopt	VERB
easat-5151	157	10	flexible	flexible	ADJ
easat-5151	157	11	work	work	NOUN
easat-5151	157	12	arrangements	arrangement	NOUN
easat-5151	157	13	,	,	PUNCT
easat-5151	157	14	including	include	VERB
easat-5151	157	15	remote	remote	ADJ
easat-5151	157	16	working	work	VERB
easat-5151	157	17	opportunities	opportunity	NOUN
easat-5151	157	18	and	and	CCONJ
easat-5151	157	19	staggered	staggered	ADJ
easat-5151	157	20	shifts	shift	NOUN
easat-5151	157	21	,	,	PUNCT
easat-5151	157	22	to	to	PART
easat-5151	157	23	minimize	minimize	VERB
easat-5151	157	24	the	the	DET
easat-5151	157	25	risk	risk	NOUN
easat-5151	157	26	of	of	ADP
easat-5151	157	27	virus	virus	NOUN
easat-5151	157	28	transmission	transmission	NOUN
easat-5151	157	29	.	.	PUNCT
easat-5151	158	1	additionally	additionally	ADV
easat-5151	158	2	,	,	PUNCT
easat-5151	158	3	organizations	organization	NOUN
easat-5151	158	4	prioritized	prioritize	VERB
easat-5151	158	5	the	the	DET
easat-5151	158	6	implementation	implementation	NOUN
easat-5151	158	7	of	of	ADP
easat-5151	158	8	stringent	stringent	ADJ
easat-5151	158	9	health	health	NOUN
easat-5151	158	10	protocols	protocol	NOUN
easat-5151	158	11	,	,	PUNCT
easat-5151	158	12	such	such	ADJ
easat-5151	158	13	as	as	ADP
easat-5151	158	14	the	the	DET
easat-5151	158	15	regular	regular	ADJ
easat-5151	158	16	sanitization	sanitization	NOUN
easat-5151	158	17	of	of	ADP
easat-5151	158	18	workspaces	workspace	NOUN
easat-5151	158	19	,	,	PUNCT
easat-5151	158	20	the	the	DET
easat-5151	158	21	provision	provision	NOUN
easat-5151	158	22	of	of	ADP
easat-5151	158	23	personal	personal	ADJ
easat-5151	158	24	protective	protective	ADJ
easat-5151	158	25	equipment	equipment	NOUN
easat-5151	158	26	,	,	PUNCT
easat-5151	158	27	and	and	CCONJ
easat-5151	158	28	health	health	NOUN
easat-5151	158	29	screenings	screening	NOUN
easat-5151	158	30	for	for	ADP
easat-5151	158	31	employees	employee	NOUN
easat-5151	158	32	.	.	PUNCT
easat-5151	159	1	in	in	ADP
easat-5151	159	2	addition	addition	NOUN
easat-5151	159	3	to	to	ADP
easat-5151	159	4	health	health	NOUN
easat-5151	159	5	and	and	CCONJ
easat-5151	159	6	safety	safety	NOUN
easat-5151	159	7	measures	measure	NOUN
easat-5151	159	8	,	,	PUNCT
easat-5151	159	9	moroccan	moroccan	ADJ
easat-5151	159	10	businesses	business	NOUN
easat-5151	159	11	also	also	ADV
easat-5151	159	12	pivoted	pivot	VERB
easat-5151	159	13	their	their	PRON
easat-5151	159	14	focus	focus	NOUN
easat-5151	159	15	to	to	PART
easat-5151	159	16	align	align	VERB
easat-5151	159	17	with	with	ADP
easat-5151	159	18	shifting	shift	VERB
easat-5151	159	19	market	market	NOUN
easat-5151	159	20	demands	demand	NOUN
easat-5151	159	21	.	.	PUNCT
easat-5151	160	1	many	many	ADJ
easat-5151	160	2	companies	company	NOUN
easat-5151	160	3	have	have	AUX
easat-5151	160	4	embraced	embrace	VERB
easat-5151	160	5	digital	digital	ADJ
easat-5151	160	6	transformation	transformation	NOUN
easat-5151	160	7	,	,	PUNCT
easat-5151	160	8	enhancing	enhance	VERB
easat-5151	160	9	their	their	PRON
easat-5151	160	10	online	online	ADJ
easat-5151	160	11	presence	presence	NOUN
easat-5151	160	12	and	and	CCONJ
easat-5151	160	13	adopting	adopt	VERB
easat-5151	160	14	e	e	PROPN
easat-5151	160	15	-	-	NOUN
easat-5151	160	16	commerce	commerce	NOUN
easat-5151	160	17	solutions	solution	NOUN
easat-5151	160	18	to	to	PART
easat-5151	160	19	reach	reach	VERB
easat-5151	160	20	customers	customer	NOUN
easat-5151	160	21	unable	unable	ADJ
easat-5151	160	22	to	to	PART
easat-5151	160	23	shop	shop	VERB
easat-5151	160	24	in	in	ADP
easat-5151	160	25	person	person	NOUN
easat-5151	160	26	.	.	PUNCT
easat-5151	161	1	additionally	additionally	ADV
easat-5151	161	2	,	,	PUNCT
easat-5151	161	3	some	some	DET
easat-5151	161	4	enterprises	enterprise	NOUN
easat-5151	161	5	explored	explore	VERB
easat-5151	161	6	new	new	ADJ
easat-5151	161	7	product	product	NOUN
easat-5151	161	8	lines	line	NOUN
easat-5151	161	9	or	or	CCONJ
easat-5151	161	10	services	service	NOUN
easat-5151	161	11	tailored	tailor	VERB
easat-5151	161	12	to	to	ADP
easat-5151	161	13	the	the	DET
easat-5151	161	14	current	current	ADJ
easat-5151	161	15	environment	environment	NOUN
easat-5151	161	16	,	,	PUNCT
easat-5151	161	17	thereby	thereby	ADV
easat-5151	161	18	not	not	PART
easat-5151	161	19	only	only	ADV
easat-5151	161	20	adapting	adapt	VERB
easat-5151	161	21	to	to	ADP
easat-5151	161	22	and	and	CCONJ
easat-5151	161	23	overcoming	overcome	VERB
easat-5151	161	24	immediate	immediate	ADJ
easat-5151	161	25	obstacles	obstacle	NOUN
easat-5151	161	26	but	but	CCONJ
easat-5151	161	27	also	also	ADV
easat-5151	161	28	positioning	position	VERB
easat-5151	161	29	themselves	themselves	PRON
easat-5151	161	30	for	for	ADP
easat-5151	161	31	future	future	ADJ
easat-5151	161	32	growth	growth	NOUN
easat-5151	161	33	in	in	ADP
easat-5151	161	34	a	a	DET
easat-5151	161	35	postpandemic	postpandemic	ADJ
easat-5151	161	36	world	world	NOUN
easat-5151	161	37	.	.	PUNCT
easat-5151	162	1	overall	overall	ADJ
easat-5151	162	2	,	,	PUNCT
easat-5151	162	3	moroccan	moroccan	ADJ
easat-5151	162	4	companies	company	NOUN
easat-5151	162	5	'	'	PART
easat-5151	162	6	resilience	resilience	NOUN
easat-5151	162	7	and	and	CCONJ
easat-5151	162	8	innovative	innovative	ADJ
easat-5151	162	9	spirit	spirit	NOUN
easat-5151	162	10	during	during	ADP
easat-5151	162	11	this	this	DET
easat-5151	162	12	crisis	crisis	NOUN
easat-5151	162	13	highlighted	highlight	VERB
easat-5151	162	14	their	their	PRON
easat-5151	162	15	commitment	commitment	NOUN
easat-5151	162	16	to	to	ADP
easat-5151	162	17	safeguarding	safeguard	VERB
easat-5151	162	18	their	their	PRON
easat-5151	162	19	workforce	workforce	NOUN
easat-5151	162	20	while	while	SCONJ
easat-5151	162	21	effectively	effectively	ADV
easat-5151	162	22	responding	respond	VERB
easat-5151	162	23	to	to	ADP
easat-5151	162	24	the	the	DET
easat-5151	162	25	evolving	evolve	VERB
easat-5151	162	26	landscape	landscape	NOUN
easat-5151	162	27	of	of	ADP
easat-5151	162	28	market	market	NOUN
easat-5151	162	29	expectations	expectation	NOUN
easat-5151	162	30	.	.	PUNCT
easat-5151	163	1	table	table	NOUN
easat-5151	163	2	3	3	NUM
easat-5151	163	3	.	.	PUNCT
easat-5151	163	4	strategies	strategy	NOUN
easat-5151	163	5	employed	employ	VERB
easat-5151	163	6	by	by	ADP
easat-5151	163	7	moroccan	moroccan	ADJ
easat-5151	163	8	companies	company	NOUN
easat-5151	163	9	during	during	ADP
easat-5151	163	10	the	the	DET
easat-5151	163	11	lockdown	lockdown	NOUN
easat-5151	163	12	.	.	PUNCT
easat-5151	164	1	notation	notation	NOUN
easat-5151	164	2	strategy	strategy	NOUN
easat-5151	164	3	answers	answer	VERB
easat-5151	164	4	percentage	percentage	NOUN
easat-5151	164	5	strat1	strat1	NOUN
easat-5151	164	6	flexible	flexible	ADJ
easat-5151	164	7	working	work	VERB
easat-5151	164	8	(	(	PUNCT
easat-5151	164	9	telecommuting	telecommuting	NOUN
easat-5151	164	10	)	)	PUNCT
easat-5151	164	11	1	1	NUM
easat-5151	164	12	790	790	NUM
easat-5151	164	13	25	25	NUM
easat-5151	164	14	%	%	NOUN
easat-5151	164	15	strat2	strat2	NOUN
easat-5151	164	16	recruitment	recruitment	NOUN
easat-5151	164	17	of	of	ADP
easat-5151	164	18	profiles	profile	NOUN
easat-5151	164	19	with	with	ADP
easat-5151	164	20	it	it	PRON
easat-5151	164	21	skills	skill	VERB
easat-5151	164	22	776	776	NUM
easat-5151	164	23	11	11	NUM
easat-5151	164	24	%	%	NOUN
easat-5151	164	25	strat3	strat3	NOUN
easat-5151	164	26	digitization	digitization	NOUN
easat-5151	164	27	of	of	ADP
easat-5151	164	28	internal	internal	ADJ
easat-5151	164	29	and	and	CCONJ
easat-5151	164	30	external	external	ADJ
easat-5151	164	31	services	service	NOUN
easat-5151	164	32	1	1	NUM
easat-5151	164	33	282	282	NUM
easat-5151	164	34	18	18	NUM
easat-5151	164	35	%	%	NOUN
easat-5151	164	36	strat4	strat4	NOUN
easat-5151	164	37	diversification	diversification	NOUN
easat-5151	164	38	of	of	ADP
easat-5151	164	39	the	the	DET
easat-5151	164	40	supply	supply	NOUN
easat-5151	164	41	chain	chain	NOUN
easat-5151	164	42	910	910	NUM
easat-5151	164	43	13	13	NUM
easat-5151	164	44	%	%	NOUN
easat-5151	164	45	strat5	strat5	NOUN
easat-5151	164	46	development	development	NOUN
easat-5151	164	47	of	of	ADP
easat-5151	164	48	distance	distance	NOUN
easat-5151	164	49	commerce	commerce	NOUN
easat-5151	164	50	(	(	PUNCT
easat-5151	164	51	internet	internet	NOUN
easat-5151	164	52	,	,	PUNCT
easat-5151	164	53	telephone	telephone	NOUN
easat-5151	164	54	...	...	PUNCT
easat-5151	164	55	)	)	PUNCT
easat-5151	164	56	1	1	NUM
easat-5151	164	57	282	282	NUM
easat-5151	164	58	18	18	NUM
easat-5151	164	59	%	%	NOUN
easat-5151	164	60	strat6	strat6	NOUN
easat-5151	164	61	offering	offer	VERB
easat-5151	164	62	new	new	ADJ
easat-5151	164	63	products	product	NOUN
easat-5151	164	64	and	and	CCONJ
easat-5151	164	65	services	service	NOUN
easat-5151	164	66	1	1	NUM
easat-5151	164	67	023	023	NUM
easat-5151	164	68	14	14	NUM
easat-5151	164	69	%	%	NOUN
easat-5151	164	70	strat7	strat7	NOUN
easat-5151	164	71	other	other	ADJ
easat-5151	164	72	129	129	NUM
easat-5151	164	73	2	2	NUM
easat-5151	164	74	%	%	NOUN
easat-5151	164	75	total	total	NOUN
easat-5151	164	76	7	7	NUM
easat-5151	164	77	192	192	NUM
easat-5151	164	78	100	100	NUM
easat-5151	164	79	%	%	NOUN
easat-5151	164	80	the	the	DET
easat-5151	164	81	strategies	strategy	NOUN
easat-5151	164	82	adopted	adopt	VERB
easat-5151	164	83	by	by	ADP
easat-5151	164	84	moroccan	moroccan	ADJ
easat-5151	164	85	companies	company	NOUN
easat-5151	164	86	during	during	ADP
easat-5151	164	87	the	the	DET
easat-5151	164	88	period	period	NOUN
easat-5151	164	89	of	of	ADP
easat-5151	164	90	total	total	ADJ
easat-5151	164	91	containment	containment	NOUN
easat-5151	164	92	testify	testify	VERB
easat-5151	164	93	to	to	ADP
easat-5151	164	94	their	their	PRON
easat-5151	164	95	ability	ability	NOUN
easat-5151	164	96	to	to	PART
easat-5151	164	97	adapt	adapt	VERB
easat-5151	164	98	to	to	ADP
easat-5151	164	99	the	the	DET
easat-5151	164	100	multifaceted	multifaceted	ADJ
easat-5151	164	101	challenges	challenge	NOUN
easat-5151	164	102	posed	pose	VERB
easat-5151	164	103	by	by	ADP
easat-5151	164	104	the	the	DET
easat-5151	164	105	covid-19	covid-19	PROPN
easat-5151	164	106	pandemic	pandemic	NOUN
easat-5151	164	107	,	,	PUNCT
easat-5151	164	108	with	with	ADP
easat-5151	164	109	a	a	DET
easat-5151	164	110	focus	focus	NOUN
easat-5151	164	111	on	on	ADP
easat-5151	164	112	adaptability	adaptability	NOUN
easat-5151	164	113	,	,	PUNCT
easat-5151	164	114	digital	digital	ADJ
easat-5151	164	115	transformation	transformation	NOUN
easat-5151	164	116	,	,	PUNCT
easat-5151	164	117	and	and	CCONJ
easat-5151	164	118	operational	operational	ADJ
easat-5151	164	119	efficiency	efficiency	NOUN
easat-5151	164	120	.	.	PUNCT
easat-5151	165	1	according	accord	VERB
easat-5151	165	2	to	to	ADP
easat-5151	165	3	table	table	NOUN
easat-5151	165	4	3	3	NUM
easat-5151	165	5	,	,	PUNCT
easat-5151	165	6	teleworking	teleworking	NOUN
easat-5151	165	7	was	be	AUX
easat-5151	165	8	the	the	DET
easat-5151	165	9	most	most	ADV
easat-5151	165	10	striking	striking	ADJ
easat-5151	165	11	change	change	NOUN
easat-5151	165	12	,	,	PUNCT
easat-5151	165	13	with	with	ADP
easat-5151	165	14	25	25	NUM
easat-5151	165	15	%	%	NOUN
easat-5151	165	16	of	of	ADP
easat-5151	165	17	companies	company	NOUN
easat-5151	165	18	adopting	adopt	VERB
easat-5151	165	19	it	it	PRON
easat-5151	165	20	as	as	ADP
easat-5151	165	21	a	a	DET
easat-5151	165	22	critical	critical	ADJ
easat-5151	165	23	strategy	strategy	NOUN
easat-5151	165	24	during	during	ADP
easat-5151	165	25	this	this	DET
easat-5151	165	26	period	period	NOUN
easat-5151	165	27	.	.	PUNCT
easat-5151	166	1	this	this	DET
easat-5151	166	2	measure	measure	NOUN
easat-5151	166	3	was	be	AUX
easat-5151	166	4	aimed	aim	VERB
easat-5151	166	5	at	at	ADP
easat-5151	166	6	maintaining	maintain	VERB
easat-5151	166	7	operations	operation	NOUN
easat-5151	166	8	while	while	SCONJ
easat-5151	166	9	guaranteeing	guarantee	VERB
easat-5151	166	10	employee	employee	NOUN
easat-5151	166	11	safety	safety	NOUN
easat-5151	166	12	.	.	PUNCT
easat-5151	167	1	the	the	DET
easat-5151	167	2	move	move	NOUN
easat-5151	167	3	to	to	PART
easat-5151	167	4	remote	remote	VERB
easat-5151	167	5	working	working	NOUN
easat-5151	167	6	addressed	address	VERB
easat-5151	167	7	immediate	immediate	ADJ
easat-5151	167	8	health	health	NOUN
easat-5151	167	9	concerns	concern	NOUN
easat-5151	167	10	and	and	CCONJ
easat-5151	167	11	reflected	reflect	VERB
easat-5151	167	12	a	a	DET
easat-5151	167	13	long	long	ADJ
easat-5151	167	14	-	-	PUNCT
easat-5151	167	15	term	term	NOUN
easat-5151	167	16	trend	trend	NOUN
easat-5151	167	17	toward	toward	ADP
easat-5151	167	18	more	more	ADV
easat-5151	167	19	flexible	flexible	ADJ
easat-5151	167	20	working	working	NOUN
easat-5151	167	21	patterns	pattern	NOUN
easat-5151	167	22	.	.	PUNCT
easat-5151	168	1	at	at	ADP
easat-5151	168	2	the	the	DET
easat-5151	168	3	same	same	ADJ
easat-5151	168	4	time	time	NOUN
easat-5151	168	5	,	,	PUNCT
easat-5151	168	6	although	although	SCONJ
easat-5151	168	7	recruitment	recruitment	NOUN
easat-5151	168	8	of	of	ADP
easat-5151	168	9	it	it	PRON
easat-5151	168	10	-	-	PUNCT
easat-5151	168	11	skilled	skille	VERB
easat-5151	168	12	profiles	profile	NOUN
easat-5151	168	13	reached	reach	VERB
easat-5151	168	14	only	only	ADV
easat-5151	168	15	11	11	NUM
easat-5151	168	16	%	%	NOUN
easat-5151	168	17	,	,	PUNCT
easat-5151	168	18	this	this	DET
easat-5151	168	19	strategic	strategic	ADJ
easat-5151	168	20	choice	choice	NOUN
easat-5151	168	21	,	,	PUNCT
easat-5151	168	22	albeit	albeit	SCONJ
easat-5151	168	23	a	a	DET
easat-5151	168	24	minority	minority	NOUN
easat-5151	168	25	one	one	NOUN
easat-5151	168	26	,	,	PUNCT
easat-5151	168	27	proved	prove	VERB
easat-5151	168	28	essential	essential	ADJ
easat-5151	168	29	.	.	PUNCT
easat-5151	169	1	improving	improve	VERB
easat-5151	169	2	their	their	PRON
easat-5151	169	3	technological	technological	ADJ
easat-5151	169	4	capacity	capacity	NOUN
easat-5151	169	5	was	be	AUX
easat-5151	169	6	crucial	crucial	ADJ
easat-5151	169	7	to	to	ADP
easat-5151	169	8	implementing	implement	VERB
easat-5151	169	9	other	other	ADJ
easat-5151	169	10	digitization	digitization	NOUN
easat-5151	169	11	and	and	CCONJ
easat-5151	169	12	distance	distance	NOUN
easat-5151	169	13	commerce	commerce	NOUN
easat-5151	169	14	strategies	strategy	NOUN
easat-5151	169	15	for	for	ADP
easat-5151	169	16	these	these	DET
easat-5151	169	17	companies	company	NOUN
easat-5151	169	18	.	.	PUNCT
easat-5151	170	1	in	in	ADP
easat-5151	170	2	this	this	DET
easat-5151	170	3	way	way	NOUN
easat-5151	170	4	,	,	PUNCT
easat-5151	170	5	18	18	NUM
easat-5151	170	6	%	%	NOUN
easat-5151	170	7	of	of	ADP
easat-5151	170	8	companies	company	NOUN
easat-5151	170	9	were	be	AUX
easat-5151	170	10	concerned	concern	VERB
easat-5151	170	11	with	with	ADP
easat-5151	170	12	digitizing	digitize	VERB
easat-5151	170	13	internal	internal	ADJ
easat-5151	170	14	and	and	CCONJ
easat-5151	170	15	external	external	ADJ
easat-5151	170	16	services	service	NOUN
easat-5151	170	17	.	.	PUNCT
easat-5151	171	1	they	they	PRON
easat-5151	171	2	turned	turn	VERB
easat-5151	171	3	to	to	ADP
easat-5151	171	4	digital	digital	ADJ
easat-5151	171	5	solutions	solution	NOUN
easat-5151	171	6	for	for	ADP
easat-5151	171	7	workflow	workflow	NOUN
easat-5151	171	8	management	management	NOUN
easat-5151	171	9	and	and	CCONJ
easat-5151	171	10	customer	customer	NOUN
easat-5151	171	11	interaction	interaction	NOUN
easat-5151	171	12	.	.	PUNCT
easat-5151	172	1	this	this	PRON
easat-5151	172	2	underlines	underline	VERB
easat-5151	172	3	the	the	DET
easat-5151	172	4	importance	importance	NOUN
easat-5151	172	5	of	of	ADP
easat-5151	172	6	service	service	NOUN
easat-5151	172	7	continuity	continuity	NOUN
easat-5151	172	8	via	via	ADP
easat-5151	172	9	online	online	ADJ
easat-5151	172	10	platforms	platform	NOUN
easat-5151	172	11	despite	despite	SCONJ
easat-5151	172	12	physical	physical	ADJ
easat-5151	172	13	restrictions	restriction	NOUN
easat-5151	172	14	.	.	PUNCT
easat-5151	173	1	in	in	ADP
easat-5151	173	2	addition	addition	NOUN
easat-5151	173	3	,	,	PUNCT
easat-5151	173	4	13	13	NUM
easat-5151	173	5	%	%	NOUN
easat-5151	173	6	of	of	ADP
easat-5151	173	7	companies	company	NOUN
easat-5151	173	8	have	have	AUX
easat-5151	173	9	adopted	adopt	VERB
easat-5151	173	10	supply	supply	NOUN
easat-5151	173	11	chain	chain	NOUN
easat-5151	173	12	diversification	diversification	NOUN
easat-5151	173	13	,	,	PUNCT
easat-5151	173	14	reflecting	reflect	VERB
easat-5151	173	15	the	the	DET
easat-5151	173	16	impact	impact	NOUN
easat-5151	173	17	of	of	ADP
easat-5151	173	18	the	the	DET
easat-5151	173	19	pandemic	pandemic	NOUN
easat-5151	173	20	on	on	ADP
easat-5151	173	21	global	global	ADJ
easat-5151	173	22	supply	supply	NOUN
easat-5151	173	23	chains	chain	NOUN
easat-5151	173	24	.	.	PUNCT
easat-5151	174	1	faced	face	VERB
easat-5151	174	2	with	with	ADP
easat-5151	174	3	these	these	DET
easat-5151	174	4	disruptions	disruption	NOUN
easat-5151	174	5	,	,	PUNCT
easat-5151	174	6	companies	company	NOUN
easat-5151	174	7	have	have	AUX
easat-5151	174	8	sought	seek	VERB
easat-5151	174	9	to	to	PART
easat-5151	174	10	diversify	diversify	VERB
easat-5151	174	11	their	their	PRON
easat-5151	174	12	sources	source	NOUN
easat-5151	174	13	to	to	PART
easat-5151	174	14	maintain	maintain	VERB
easat-5151	174	15	stability	stability	NOUN
easat-5151	174	16	and	and	CCONJ
easat-5151	174	17	reduce	reduce	VERB
easat-5151	174	18	risk	risk	NOUN
easat-5151	174	19	,	,	PUNCT
easat-5151	174	20	giving	give	VERB
easat-5151	174	21	preference	preference	NOUN
easat-5151	174	22	to	to	ADP
easat-5151	174	23	alternative	alternative	ADJ
easat-5151	174	24	or	or	CCONJ
easat-5151	174	25	local	local	ADJ
easat-5151	174	26	suppliers	supplier	NOUN
easat-5151	174	27	.	.	PUNCT
easat-5151	175	1	indeed	indeed	ADV
easat-5151	175	2	,	,	PUNCT
easat-5151	175	3	18	18	NUM
easat-5151	175	4	%	%	NOUN
easat-5151	175	5	of	of	ADP
easat-5151	175	6	companies	company	NOUN
easat-5151	175	7	have	have	AUX
easat-5151	175	8	adopted	adopt	VERB
easat-5151	175	9	remote	remote	ADJ
easat-5151	175	10	commerce	commerce	NOUN
easat-5151	175	11	(	(	PUNCT
easat-5151	175	12	internet	internet	NOUN
easat-5151	175	13	,	,	PUNCT
easat-5151	175	14	telephone	telephone	NOUN
easat-5151	175	15	)	)	PUNCT
easat-5151	175	16	,	,	PUNCT
easat-5151	175	17	reinforcing	reinforce	VERB
easat-5151	175	18	the	the	DET
easat-5151	175	19	importance	importance	NOUN
easat-5151	175	20	of	of	ADP
easat-5151	175	21	online	online	ADJ
easat-5151	175	22	sales	sale	NOUN
easat-5151	175	23	platforms	platform	NOUN
easat-5151	175	24	and	and	CCONJ
easat-5151	175	25	144	144	NUM
easat-5151	175	26	edelweiss	edelweiss	PROPN
easat-5151	175	27	applied	apply	VERB
easat-5151	175	28	science	science	NOUN
easat-5151	175	29	and	and	CCONJ
easat-5151	175	30	technology	technology	NOUN
easat-5151	175	31	issn	issn	PROPN
easat-5151	175	32	:	:	PUNCT
easat-5151	175	33	2576	2576	NUM
easat-5151	175	34	-	-	SYM
easat-5151	175	35	8484	8484	NUM
easat-5151	175	36	vol	vol	NOUN
easat-5151	175	37	.	.	PROPN
easat-5151	176	1	9	9	NUM
easat-5151	176	2	,	,	PUNCT
easat-5151	176	3	no	no	INTJ
easat-5151	176	4	.	.	NOUN
easat-5151	177	1	3	3	NUM
easat-5151	177	2	:	:	SYM
easat-5151	177	3	137	137	NUM
easat-5151	177	4	-	-	SYM
easat-5151	177	5	150	150	NUM
easat-5151	177	6	,	,	PUNCT
easat-5151	177	7	2025	2025	NUM
easat-5151	177	8	doi	doi	NOUN
easat-5151	177	9	:	:	PUNCT
easat-5151	177	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	177	11	©	©	PROPN
easat-5151	177	12	2025	2025	NUM
easat-5151	177	13	by	by	ADP
easat-5151	177	14	the	the	DET
easat-5151	177	15	authors	author	NOUN
easat-5151	177	16	;	;	PUNCT
easat-5151	177	17	licensee	licensee	PROPN
easat-5151	177	18	learning	learn	VERB
easat-5151	177	19	gate	gate	PROPN
easat-5151	177	20	telephone	telephone	PROPN
easat-5151	177	21	ordering	ordering	NOUN
easat-5151	177	22	,	,	PUNCT
easat-5151	177	23	particularly	particularly	ADV
easat-5151	177	24	with	with	ADP
easat-5151	177	25	the	the	DET
easat-5151	177	26	closure	closure	NOUN
easat-5151	177	27	or	or	CCONJ
easat-5151	177	28	limitation	limitation	NOUN
easat-5151	177	29	of	of	ADP
easat-5151	177	30	physical	physical	ADJ
easat-5151	177	31	stores	store	NOUN
easat-5151	177	32	.	.	PUNCT
easat-5151	178	1	this	this	PRON
easat-5151	178	2	shows	show	VERB
easat-5151	178	3	the	the	DET
easat-5151	178	4	shift	shift	NOUN
easat-5151	178	5	in	in	ADP
easat-5151	178	6	customer	customer	NOUN
easat-5151	178	7	interactions	interaction	NOUN
easat-5151	178	8	toward	toward	ADP
easat-5151	178	9	digital	digital	ADJ
easat-5151	178	10	channels	channel	NOUN
easat-5151	178	11	,	,	PUNCT
easat-5151	178	12	which	which	PRON
easat-5151	178	13	requires	require	VERB
easat-5151	178	14	rapid	rapid	ADJ
easat-5151	178	15	innovation	innovation	NOUN
easat-5151	178	16	for	for	ADP
easat-5151	178	17	companies	company	NOUN
easat-5151	178	18	.	.	PUNCT
easat-5151	179	1	in	in	ADP
easat-5151	179	2	addition	addition	NOUN
easat-5151	179	3	,	,	PUNCT
easat-5151	179	4	14	14	NUM
easat-5151	179	5	%	%	NOUN
easat-5151	179	6	of	of	ADP
easat-5151	179	7	companies	company	NOUN
easat-5151	179	8	innovated	innovate	VERB
easat-5151	179	9	by	by	ADP
easat-5151	179	10	offering	offer	VERB
easat-5151	179	11	new	new	ADJ
easat-5151	179	12	products	product	NOUN
easat-5151	179	13	and	and	CCONJ
easat-5151	179	14	services	service	NOUN
easat-5151	179	15	adapted	adapt	VERB
easat-5151	179	16	to	to	ADP
easat-5151	179	17	pandemic	pandemic	ADJ
easat-5151	179	18	conditions	condition	NOUN
easat-5151	179	19	,	,	PUNCT
easat-5151	179	20	such	such	ADJ
easat-5151	179	21	as	as	ADP
easat-5151	179	22	hygiene	hygiene	NOUN
easat-5151	179	23	products	product	NOUN
easat-5151	179	24	,	,	PUNCT
easat-5151	179	25	delivery	delivery	NOUN
easat-5151	179	26	services	service	NOUN
easat-5151	179	27	,	,	PUNCT
easat-5151	179	28	or	or	CCONJ
easat-5151	179	29	other	other	ADJ
easat-5151	179	30	essential	essential	ADJ
easat-5151	179	31	products	product	NOUN
easat-5151	179	32	,	,	PUNCT
easat-5151	179	33	demonstrating	demonstrate	VERB
easat-5151	179	34	their	their	PRON
easat-5151	179	35	agility	agility	NOUN
easat-5151	179	36	in	in	ADP
easat-5151	179	37	changing	change	VERB
easat-5151	179	38	consumer	consumer	NOUN
easat-5151	179	39	needs	need	NOUN
easat-5151	179	40	.	.	PUNCT
easat-5151	180	1	finally	finally	ADV
easat-5151	180	2	,	,	PUNCT
easat-5151	180	3	a	a	DET
easat-5151	180	4	modest	modest	ADJ
easat-5151	180	5	2	2	NUM
easat-5151	180	6	%	%	NOUN
easat-5151	180	7	of	of	ADP
easat-5151	180	8	companies	company	NOUN
easat-5151	180	9	opted	opt	VERB
easat-5151	180	10	for	for	ADP
easat-5151	180	11	different	different	ADJ
easat-5151	180	12	strategies	strategy	NOUN
easat-5151	180	13	,	,	PUNCT
easat-5151	180	14	such	such	ADJ
easat-5151	180	15	as	as	ADP
easat-5151	180	16	partnerships	partnership	NOUN
easat-5151	180	17	,	,	PUNCT
easat-5151	180	18	financial	financial	ADJ
easat-5151	180	19	restructuring	restructuring	NOUN
easat-5151	180	20	,	,	PUNCT
easat-5151	180	21	or	or	CCONJ
easat-5151	180	22	strengthening	strengthen	VERB
easat-5151	180	23	corporate	corporate	ADJ
easat-5151	180	24	communications	communication	NOUN
easat-5151	180	25	.	.	PUNCT
easat-5151	181	1	this	this	DET
easat-5151	181	2	limited	limited	ADJ
easat-5151	181	3	percentage	percentage	NOUN
easat-5151	181	4	indicates	indicate	VERB
easat-5151	181	5	that	that	SCONJ
easat-5151	181	6	the	the	DET
easat-5151	181	7	majority	majority	NOUN
easat-5151	181	8	of	of	ADP
easat-5151	181	9	companies	company	NOUN
easat-5151	181	10	concentrated	concentrate	VERB
easat-5151	181	11	their	their	PRON
easat-5151	181	12	efforts	effort	NOUN
easat-5151	181	13	on	on	ADP
easat-5151	181	14	the	the	DET
easat-5151	181	15	aforementioned	aforementioned	ADJ
easat-5151	181	16	primary	primary	ADJ
easat-5151	181	17	strategies	strategy	NOUN
easat-5151	181	18	.	.	PUNCT
easat-5151	182	1	figure	figure	NOUN
easat-5151	182	2	2	2	NUM
easat-5151	182	3	.	.	PUNCT
easat-5151	182	4	percentage	percentage	NOUN
easat-5151	182	5	view	view	NOUN
easat-5151	182	6	of	of	ADP
easat-5151	182	7	strategies	strategy	NOUN
easat-5151	182	8	adopted	adopt	VERB
easat-5151	182	9	during	during	ADP
easat-5151	182	10	the	the	DET
easat-5151	182	11	lockdown	lockdown	NOUN
easat-5151	182	12	.	.	PUNCT
easat-5151	183	1	as	as	SCONJ
easat-5151	183	2	illustrated	illustrate	VERB
easat-5151	183	3	in	in	ADP
easat-5151	183	4	figure	figure	NOUN
easat-5151	183	5	2	2	NUM
easat-5151	183	6	,	,	PUNCT
easat-5151	183	7	many	many	ADJ
easat-5151	183	8	companies	company	NOUN
easat-5151	183	9	prioritize	prioritize	VERB
easat-5151	183	10	strategies	strategy	NOUN
easat-5151	183	11	linked	link	VERB
easat-5151	183	12	to	to	ADP
easat-5151	183	13	teleworking	teleworking	NOUN
easat-5151	183	14	and	and	CCONJ
easat-5151	183	15	digitization	digitization	NOUN
easat-5151	183	16	.	.	PUNCT
easat-5151	184	1	this	this	DET
easat-5151	184	2	shift	shift	NOUN
easat-5151	184	3	reflects	reflect	VERB
easat-5151	184	4	a	a	DET
easat-5151	184	5	broader	broad	ADJ
easat-5151	184	6	trend	trend	NOUN
easat-5151	184	7	toward	toward	ADP
easat-5151	184	8	creating	create	VERB
easat-5151	184	9	a	a	DET
easat-5151	184	10	more	more	ADV
easat-5151	184	11	technological	technological	ADJ
easat-5151	184	12	and	and	CCONJ
easat-5151	184	13	flexible	flexible	ADJ
easat-5151	184	14	working	working	NOUN
easat-5151	184	15	environment	environment	NOUN
easat-5151	184	16	,	,	PUNCT
easat-5151	184	17	which	which	PRON
easat-5151	184	18	is	be	AUX
easat-5151	184	19	increasingly	increasingly	ADV
easat-5151	184	20	essential	essential	ADJ
easat-5151	184	21	in	in	ADP
easat-5151	184	22	today	today	NOUN
easat-5151	184	23	’s	’s	PART
easat-5151	184	24	fast	fast	ADV
easat-5151	184	25	-	-	PUNCT
easat-5151	184	26	paced	pace	VERB
easat-5151	184	27	business	business	NOUN
easat-5151	184	28	landscape	landscape	NOUN
easat-5151	184	29	.	.	PUNCT
easat-5151	185	1	in	in	ADP
easat-5151	185	2	addition	addition	NOUN
easat-5151	185	3	to	to	ADP
easat-5151	185	4	these	these	DET
easat-5151	185	5	initiatives	initiative	NOUN
easat-5151	185	6	,	,	PUNCT
easat-5151	185	7	many	many	ADJ
easat-5151	185	8	firms	firm	NOUN
easat-5151	185	9	also	also	ADV
easat-5151	185	10	adopt	adopt	VERB
easat-5151	185	11	diversification	diversification	NOUN
easat-5151	185	12	and	and	CCONJ
easat-5151	185	13	remote	remote	ADJ
easat-5151	185	14	commerce	commerce	NOUN
easat-5151	185	15	strategies	strategy	NOUN
easat-5151	185	16	.	.	PUNCT
easat-5151	186	1	effectively	effectively	ADV
easat-5151	186	2	,	,	PUNCT
easat-5151	186	3	this	this	DET
easat-5151	186	4	perspective	perspective	NOUN
easat-5151	186	5	draws	draw	VERB
easat-5151	186	6	attention	attention	NOUN
easat-5151	186	7	to	to	ADP
easat-5151	186	8	a	a	DET
easat-5151	186	9	growing	grow	VERB
easat-5151	186	10	awareness	awareness	NOUN
easat-5151	186	11	of	of	ADP
easat-5151	186	12	dependency	dependency	NOUN
easat-5151	186	13	risks	risk	NOUN
easat-5151	186	14	and	and	CCONJ
easat-5151	186	15	the	the	DET
easat-5151	186	16	need	need	NOUN
easat-5151	186	17	to	to	PART
easat-5151	186	18	adapt	adapt	VERB
easat-5151	186	19	sales	sale	NOUN
easat-5151	186	20	models	model	NOUN
easat-5151	186	21	.	.	PUNCT
easat-5151	187	1	thus	thus	ADV
easat-5151	187	2	,	,	PUNCT
easat-5151	187	3	it	it	PRON
easat-5151	187	4	skill	skill	VERB
easat-5151	187	5	recruitment	recruitment	NOUN
easat-5151	187	6	prioritizes	prioritize	VERB
easat-5151	187	7	investing	invest	VERB
easat-5151	187	8	in	in	ADP
easat-5151	187	9	human	human	ADJ
easat-5151	187	10	capital	capital	NOUN
easat-5151	187	11	to	to	PART
easat-5151	187	12	ensure	ensure	VERB
easat-5151	187	13	a	a	DET
easat-5151	187	14	successful	successful	ADJ
easat-5151	187	15	digital	digital	ADJ
easat-5151	187	16	transition	transition	NOUN
easat-5151	187	17	.	.	PUNCT
easat-5151	188	1	furthermore	furthermore	ADV
easat-5151	188	2	,	,	PUNCT
easat-5151	188	3	the	the	DET
easat-5151	188	4	results	result	NOUN
easat-5151	188	5	show	show	VERB
easat-5151	188	6	that	that	SCONJ
easat-5151	188	7	moroccan	moroccan	ADJ
easat-5151	188	8	companies	company	NOUN
easat-5151	188	9	'	'	PART
easat-5151	188	10	strategies	strategy	NOUN
easat-5151	188	11	during	during	ADP
easat-5151	188	12	the	the	DET
easat-5151	188	13	containment	containment	NOUN
easat-5151	188	14	period	period	NOUN
easat-5151	188	15	focused	focus	VERB
easat-5151	188	16	primarily	primarily	ADV
easat-5151	188	17	on	on	ADP
easat-5151	188	18	digital	digital	ADJ
easat-5151	188	19	transformation	transformation	NOUN
easat-5151	188	20	and	and	CCONJ
easat-5151	188	21	operational	operational	ADJ
easat-5151	188	22	resilience	resilience	NOUN
easat-5151	188	23	.	.	PUNCT
easat-5151	189	1	at	at	ADP
easat-5151	189	2	the	the	DET
easat-5151	189	3	same	same	ADJ
easat-5151	189	4	time	time	NOUN
easat-5151	189	5	,	,	PUNCT
easat-5151	189	6	teleworking	teleworking	NOUN
easat-5151	189	7	,	,	PUNCT
easat-5151	189	8	digitization	digitization	NOUN
easat-5151	189	9	,	,	PUNCT
easat-5151	189	10	and	and	CCONJ
easat-5151	189	11	remote	remote	ADJ
easat-5151	189	12	commerce	commerce	NOUN
easat-5151	189	13	were	be	AUX
easat-5151	189	14	vital	vital	ADJ
easat-5151	189	15	to	to	ADP
easat-5151	189	16	ensuring	ensure	VERB
easat-5151	189	17	business	business	NOUN
easat-5151	189	18	continuity	continuity	NOUN
easat-5151	189	19	while	while	SCONJ
easat-5151	189	20	diversifying	diversify	VERB
easat-5151	189	21	supply	supply	NOUN
easat-5151	189	22	chains	chain	NOUN
easat-5151	189	23	and	and	CCONJ
easat-5151	189	24	offering	offer	VERB
easat-5151	189	25	new	new	ADJ
easat-5151	189	26	products	product	NOUN
easat-5151	189	27	,	,	PUNCT
easat-5151	189	28	demonstrating	demonstrate	VERB
easat-5151	189	29	their	their	PRON
easat-5151	189	30	ability	ability	NOUN
easat-5151	189	31	to	to	PART
easat-5151	189	32	adapt	adapt	VERB
easat-5151	189	33	.	.	PUNCT
easat-5151	190	1	although	although	SCONJ
easat-5151	190	2	the	the	DET
easat-5151	190	3	recruitment	recruitment	NOUN
easat-5151	190	4	of	of	ADP
easat-5151	190	5	specialized	specialized	ADJ
easat-5151	190	6	it	it	PRON
easat-5151	190	7	profiles	profile	NOUN
easat-5151	190	8	has	have	AUX
easat-5151	190	9	been	be	AUX
easat-5151	190	10	less	less	ADV
easat-5151	190	11	frequent	frequent	ADJ
easat-5151	190	12	,	,	PUNCT
easat-5151	190	13	it	it	PRON
easat-5151	190	14	remains	remain	VERB
easat-5151	190	15	fundamental	fundamental	ADJ
easat-5151	190	16	to	to	ADP
easat-5151	190	17	the	the	DET
easat-5151	190	18	long	long	ADJ
easat-5151	190	19	-	-	PUNCT
easat-5151	190	20	term	term	NOUN
easat-5151	190	21	viability	viability	NOUN
easat-5151	190	22	of	of	ADP
easat-5151	190	23	these	these	DET
easat-5151	190	24	digital	digital	ADJ
easat-5151	190	25	initiatives	initiative	NOUN
easat-5151	190	26	.	.	PUNCT
easat-5151	191	1	these	these	DET
easat-5151	191	2	strategies	strategy	NOUN
easat-5151	191	3	are	be	AUX
easat-5151	191	4	part	part	NOUN
easat-5151	191	5	of	of	ADP
easat-5151	191	6	a	a	DET
easat-5151	191	7	broader	broad	ADJ
easat-5151	191	8	global	global	ADJ
easat-5151	191	9	trend	trend	NOUN
easat-5151	191	10	in	in	ADP
easat-5151	191	11	which	which	PRON
easat-5151	191	12	companies	company	NOUN
easat-5151	191	13	are	be	AUX
easat-5151	191	14	asked	ask	VERB
easat-5151	191	15	to	to	PART
easat-5151	191	16	demonstrate	demonstrate	VERB
easat-5151	191	17	greater	great	ADJ
easat-5151	191	18	agility	agility	NOUN
easat-5151	191	19	,	,	PUNCT
easat-5151	191	20	focusing	focus	VERB
easat-5151	191	21	on	on	ADP
easat-5151	191	22	technological	technological	ADJ
easat-5151	191	23	innovation	innovation	NOUN
easat-5151	191	24	and	and	CCONJ
easat-5151	191	25	resilience	resilience	NOUN
easat-5151	191	26	planning	planning	NOUN
easat-5151	191	27	.	.	PUNCT
easat-5151	192	1	5	5	X
easat-5151	192	2	.	.	X
easat-5151	192	3	analysis	analysis	NOUN
easat-5151	192	4	and	and	CCONJ
easat-5151	192	5	discussion	discussion	NOUN
easat-5151	192	6	5.1	5.1	NUM
easat-5151	192	7	.	.	PUNCT
easat-5151	193	1	commercial	commercial	ADJ
easat-5151	193	2	performance	performance	NOUN
easat-5151	193	3	analysis	analysis	NOUN
easat-5151	193	4	of	of	ADP
easat-5151	193	5	the	the	DET
easat-5151	193	6	best	well	ADV
easat-5151	193	7	-	-	PUNCT
easat-5151	193	8	performing	perform	VERB
easat-5151	193	9	companies	company	NOUN
easat-5151	193	10	across	across	ADP
easat-5151	193	11	defined	define	VERB
easat-5151	193	12	clusters	cluster	NOUN
easat-5151	193	13	with	with	ADP
easat-5151	193	14	normalization	normalization	NOUN
easat-5151	193	15	-	-	PUNCT
easat-5151	193	16	based	base	VERB
easat-5151	193	17	categorization	categorization	NOUN
easat-5151	193	18	the	the	DET
easat-5151	193	19	data	datum	NOUN
easat-5151	193	20	derived	derive	VERB
easat-5151	193	21	from	from	ADP
easat-5151	193	22	applying	apply	VERB
easat-5151	193	23	the	the	DET
easat-5151	193	24	maximum	maximum	ADJ
easat-5151	193	25	normalization	normalization	NOUN
easat-5151	193	26	technique	technique	NOUN
easat-5151	193	27	to	to	ADP
easat-5151	193	28	a	a	DET
easat-5151	193	29	sample	sample	NOUN
easat-5151	193	30	of	of	ADP
easat-5151	193	31	4388	4388	NUM
easat-5151	193	32	moroccan	moroccan	ADJ
easat-5151	193	33	companies	company	NOUN
easat-5151	193	34	yield	yield	VERB
easat-5151	193	35	the	the	DET
easat-5151	193	36	distributions	distribution	NOUN
easat-5151	193	37	detailed	detail	VERB
easat-5151	193	38	in	in	ADP
easat-5151	193	39	the	the	DET
easat-5151	193	40	tables	table	NOUN
easat-5151	193	41	below	below	ADV
easat-5151	193	42	.	.	PUNCT
easat-5151	194	1	to	to	PART
easat-5151	194	2	effectively	effectively	ADV
easat-5151	194	3	illustrate	illustrate	VERB
easat-5151	194	4	the	the	DET
easat-5151	194	5	categorization	categorization	NOUN
easat-5151	194	6	into	into	ADP
easat-5151	194	7	distinct	distinct	ADJ
easat-5151	194	8	clusters	cluster	NOUN
easat-5151	194	9	,	,	PUNCT
easat-5151	194	10	we	we	PRON
easat-5151	194	11	identify	identify	VERB
easat-5151	194	12	the	the	DET
easat-5151	194	13	companies	company	NOUN
easat-5151	194	14	with	with	ADP
easat-5151	194	15	the	the	DET
easat-5151	194	16	highest	high	ADJ
easat-5151	194	17	sales	sale	NOUN
easat-5151	194	18	figures	figure	NOUN
easat-5151	194	19	within	within	ADP
easat-5151	194	20	each	each	DET
easat-5151	194	21	category	category	NOUN
easat-5151	194	22	and	and	CCONJ
easat-5151	194	23	thus	thus	ADV
easat-5151	194	24	understand	understand	VERB
easat-5151	194	25	the	the	DET
easat-5151	194	26	strategy	strategy	NOUN
easat-5151	194	27	adopted	adopt	VERB
easat-5151	194	28	by	by	ADP
easat-5151	194	29	these	these	DET
easat-5151	194	30	companies	company	NOUN
easat-5151	194	31	to	to	PART
easat-5151	194	32	determine	determine	VERB
easat-5151	194	33	the	the	DET
easat-5151	194	34	critical	critical	ADJ
easat-5151	194	35	elements	element	NOUN
easat-5151	194	36	of	of	ADP
easat-5151	194	37	success	success	NOUN
easat-5151	194	38	in	in	ADP
easat-5151	194	39	times	time	NOUN
easat-5151	194	40	of	of	ADP
easat-5151	194	41	crisis	crisis	NOUN
easat-5151	194	42	.	.	PUNCT
easat-5151	195	1	figure	figure	NOUN
easat-5151	195	2	3	3	NUM
easat-5151	195	3	below	below	ADP
easat-5151	195	4	summarizes	summarize	NOUN
easat-5151	195	5	these	these	DET
easat-5151	195	6	discoveries	discovery	NOUN
easat-5151	195	7	and	and	CCONJ
easat-5151	195	8	provides	provide	VERB
easat-5151	195	9	a	a	DET
easat-5151	195	10	clearer	clear	ADJ
easat-5151	195	11	understanding	understanding	NOUN
easat-5151	195	12	of	of	ADP
easat-5151	195	13	the	the	DET
easat-5151	195	14	critical	critical	ADJ
easat-5151	195	15	factors	factor	NOUN
easat-5151	195	16	that	that	PRON
easat-5151	195	17	contribute	contribute	VERB
easat-5151	195	18	to	to	ADP
easat-5151	195	19	their	their	PRON
easat-5151	195	20	success	success	NOUN
easat-5151	195	21	.	.	PUNCT
easat-5151	196	1	145	145	NUM
easat-5151	196	2	edelweiss	edelweiss	PROPN
easat-5151	196	3	applied	apply	VERB
easat-5151	196	4	science	science	NOUN
easat-5151	196	5	and	and	CCONJ
easat-5151	196	6	technology	technology	NOUN
easat-5151	196	7	issn	issn	PROPN
easat-5151	196	8	:	:	PUNCT
easat-5151	196	9	2576	2576	NUM
easat-5151	196	10	-	-	SYM
easat-5151	196	11	8484	8484	NUM
easat-5151	196	12	vol	vol	NOUN
easat-5151	196	13	.	.	PROPN
easat-5151	197	1	9	9	NUM
easat-5151	197	2	,	,	PUNCT
easat-5151	197	3	no	no	INTJ
easat-5151	197	4	.	.	NOUN
easat-5151	198	1	3	3	NUM
easat-5151	198	2	:	:	SYM
easat-5151	198	3	137	137	NUM
easat-5151	198	4	-	-	SYM
easat-5151	198	5	150	150	NUM
easat-5151	198	6	,	,	PUNCT
easat-5151	198	7	2025	2025	NUM
easat-5151	198	8	doi	doi	NOUN
easat-5151	198	9	:	:	PUNCT
easat-5151	198	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	198	11	©	©	PROPN
easat-5151	198	12	2025	2025	NUM
easat-5151	198	13	by	by	ADP
easat-5151	198	14	the	the	DET
easat-5151	198	15	authors	author	NOUN
easat-5151	198	16	;	;	PUNCT
easat-5151	198	17	licensee	licensee	PROPN
easat-5151	198	18	learning	learn	VERB
easat-5151	198	19	gate	gate	PROPN
easat-5151	198	20	figure	figure	NOUN
easat-5151	198	21	3	3	NUM
easat-5151	198	22	.	.	PUNCT
easat-5151	198	23	comparative	comparative	ADJ
easat-5151	198	24	analysis	analysis	NOUN
easat-5151	198	25	of	of	ADP
easat-5151	198	26	commercial	commercial	ADJ
easat-5151	198	27	performance	performance	NOUN
easat-5151	198	28	in	in	ADP
easat-5151	198	29	high	high	ADV
easat-5151	198	30	-	-	PUNCT
easat-5151	198	31	performing	perform	VERB
easat-5151	198	32	companies	company	NOUN
easat-5151	198	33	across	across	ADP
easat-5151	198	34	clusters	cluster	NOUN
easat-5151	198	35	.	.	PUNCT
easat-5151	199	1	first	first	ADV
easat-5151	199	2	,	,	PUNCT
easat-5151	199	3	cluster	cluster	NOUN
easat-5151	199	4	0	0	NUM
easat-5151	199	5	,	,	PUNCT
easat-5151	199	6	as	as	SCONJ
easat-5151	199	7	detailed	detailed	ADJ
easat-5151	199	8	in	in	ADP
easat-5151	199	9	figure	figure	NOUN
easat-5151	199	10	3	3	NUM
easat-5151	199	11	,	,	PUNCT
easat-5151	199	12	includes	include	VERB
easat-5151	199	13	a	a	DET
easat-5151	199	14	total	total	NOUN
easat-5151	199	15	of	of	ADP
easat-5151	199	16	1	1	NUM
easat-5151	199	17	269	269	NUM
easat-5151	199	18	companies	company	NOUN
easat-5151	199	19	distributed	distribute	VERB
easat-5151	199	20	among	among	ADP
easat-5151	199	21	various	various	ADJ
easat-5151	199	22	performance	performance	NOUN
easat-5151	199	23	categories	category	NOUN
easat-5151	199	24	:	:	PUNCT
easat-5151	199	25	501	501	NUM
easat-5151	199	26	classified	classify	VERB
easat-5151	199	27	as	as	ADP
easat-5151	199	28	"	"	PUNCT
easat-5151	199	29	n1	n1	NOUN
easat-5151	199	30	,	,	PUNCT
easat-5151	199	31	"	"	PUNCT
easat-5151	199	32	491	491	NUM
easat-5151	199	33	as	as	ADP
easat-5151	199	34	"	"	PUNCT
easat-5151	199	35	n2	n2	ADJ
easat-5151	199	36	,	,	PUNCT
easat-5151	199	37	"	"	PUNCT
easat-5151	199	38	271	271	NUM
easat-5151	199	39	as	as	ADP
easat-5151	199	40	"	"	PUNCT
easat-5151	199	41	n3	n3	ADJ
easat-5151	199	42	,	,	PUNCT
easat-5151	199	43	"	"	PUNCT
easat-5151	199	44	and	and	CCONJ
easat-5151	199	45	6	6	NUM
easat-5151	199	46	as	as	ADP
easat-5151	199	47	"	"	PUNCT
easat-5151	199	48	n4	n4	PROPN
easat-5151	199	49	,	,	PUNCT
easat-5151	199	50	"	"	PUNCT
easat-5151	199	51	with	with	ADP
easat-5151	199	52	no	no	DET
easat-5151	199	53	representation	representation	NOUN
easat-5151	199	54	in	in	ADP
easat-5151	199	55	the	the	DET
easat-5151	199	56	"	"	PUNCT
easat-5151	199	57	n5	n5	ADJ
easat-5151	199	58	"	"	PUNCT
easat-5151	199	59	category	category	NOUN
easat-5151	199	60	.	.	PUNCT
easat-5151	200	1	strikingly	strikingly	ADV
easat-5151	200	2	,	,	PUNCT
easat-5151	200	3	78	78	NUM
easat-5151	200	4	%	%	NOUN
easat-5151	200	5	of	of	ADP
easat-5151	200	6	the	the	DET
easat-5151	200	7	companies	company	NOUN
easat-5151	200	8	fall	fall	VERB
easat-5151	200	9	within	within	ADP
easat-5151	200	10	the	the	DET
easat-5151	200	11	"	"	PUNCT
easat-5151	200	12	n1	n1	NOUN
easat-5151	200	13	"	"	PUNCT
easat-5151	200	14	and	and	CCONJ
easat-5151	200	15	"	"	PUNCT
easat-5151	200	16	n2	n2	ADJ
easat-5151	200	17	"	"	PUNCT
easat-5151	200	18	classifications	classification	NOUN
easat-5151	200	19	,	,	PUNCT
easat-5151	200	20	signifying	signify	VERB
easat-5151	200	21	a	a	DET
easat-5151	200	22	dominant	dominant	ADJ
easat-5151	200	23	presence	presence	NOUN
easat-5151	200	24	of	of	ADP
easat-5151	200	25	firms	firm	NOUN
easat-5151	200	26	demonstrating	demonstrate	VERB
easat-5151	200	27	noteworthy	noteworthy	ADJ
easat-5151	200	28	sales	sale	NOUN
easat-5151	200	29	performance	performance	NOUN
easat-5151	200	30	.	.	PUNCT
easat-5151	201	1	companies	company	NOUN
easat-5151	201	2	in	in	ADP
easat-5151	201	3	the	the	DET
easat-5151	201	4	"	"	PUNCT
easat-5151	201	5	n3	n3	ADJ
easat-5151	201	6	"	"	PUNCT
easat-5151	201	7	category	category	NOUN
easat-5151	201	8	exhibit	exhibit	NOUN
easat-5151	201	9	metrics	metric	NOUN
easat-5151	201	10	that	that	PRON
easat-5151	201	11	align	align	VERB
easat-5151	201	12	closely	closely	ADV
easat-5151	201	13	with	with	ADP
easat-5151	201	14	industry	industry	NOUN
easat-5151	201	15	averages	average	NOUN
easat-5151	201	16	,	,	PUNCT
easat-5151	201	17	indicating	indicate	VERB
easat-5151	201	18	a	a	DET
easat-5151	201	19	moderate	moderate	ADJ
easat-5151	201	20	level	level	NOUN
easat-5151	201	21	of	of	ADP
easat-5151	201	22	sales	sale	NOUN
easat-5151	201	23	activity	activity	NOUN
easat-5151	201	24	.	.	PUNCT
easat-5151	202	1	in	in	ADP
easat-5151	202	2	contrast	contrast	NOUN
easat-5151	202	3	,	,	PUNCT
easat-5151	202	4	the	the	DET
easat-5151	202	5	"	"	PUNCT
easat-5151	202	6	n4	n4	PROPN
easat-5151	202	7	"	"	PUNCT
easat-5151	202	8	category	category	NOUN
easat-5151	202	9	comprises	comprise	VERB
easat-5151	202	10	firms	firm	NOUN
easat-5151	202	11	with	with	ADP
easat-5151	202	12	below	below	ADP
easat-5151	202	13	-	-	PUNCT
easat-5151	202	14	average	average	NOUN
easat-5151	202	15	sales	sale	NOUN
easat-5151	202	16	performance	performance	NOUN
easat-5151	202	17	,	,	PUNCT
easat-5151	202	18	hint	hint	NOUN
easat-5151	202	19	at	at	ADP
easat-5151	202	20	challenges	challenge	NOUN
easat-5151	202	21	that	that	PRON
easat-5151	202	22	may	may	AUX
easat-5151	202	23	undermine	undermine	VERB
easat-5151	202	24	their	their	PRON
easat-5151	202	25	financial	financial	ADJ
easat-5151	202	26	outcomes	outcome	NOUN
easat-5151	202	27	.	.	PUNCT
easat-5151	203	1	the	the	DET
easat-5151	203	2	absence	absence	NOUN
easat-5151	203	3	of	of	ADP
easat-5151	203	4	"	"	PUNCT
easat-5151	203	5	n5	n5	PROPN
easat-5151	203	6	"	"	PUNCT
easat-5151	203	7	companies	company	NOUN
easat-5151	203	8	underscores	underscore	VERB
easat-5151	203	9	the	the	DET
easat-5151	203	10	cluster	cluster	NOUN
easat-5151	203	11	's	's	PART
easat-5151	203	12	concentration	concentration	NOUN
easat-5151	203	13	of	of	ADP
easat-5151	203	14	businesses	business	NOUN
easat-5151	203	15	with	with	ADP
easat-5151	203	16	robust	robust	ADJ
easat-5151	203	17	sales	sale	NOUN
easat-5151	203	18	capabilities	capability	NOUN
easat-5151	203	19	.	.	PUNCT
easat-5151	204	1	taken	take	VERB
easat-5151	204	2	together	together	ADV
easat-5151	204	3	,	,	PUNCT
easat-5151	204	4	the	the	DET
easat-5151	204	5	composition	composition	NOUN
easat-5151	204	6	of	of	ADP
easat-5151	204	7	cluster	cluster	NOUN
easat-5151	204	8	0	0	NUM
easat-5151	204	9	indicates	indicate	VERB
easat-5151	204	10	a	a	DET
easat-5151	204	11	preponderance	preponderance	NOUN
easat-5151	204	12	of	of	ADP
easat-5151	204	13	high	high	ADV
easat-5151	204	14	-	-	PUNCT
easat-5151	204	15	performing	perform	VERB
easat-5151	204	16	companies	company	NOUN
easat-5151	204	17	,	,	PUNCT
easat-5151	204	18	offering	offer	VERB
easat-5151	204	19	meaningful	meaningful	ADJ
easat-5151	204	20	perspectives	perspective	NOUN
easat-5151	204	21	for	for	ADP
easat-5151	204	22	stakeholders	stakeholder	NOUN
easat-5151	204	23	aiming	aim	VERB
easat-5151	204	24	to	to	PART
easat-5151	204	25	grasp	grasp	VERB
easat-5151	204	26	the	the	DET
easat-5151	204	27	dynamics	dynamic	NOUN
easat-5151	204	28	of	of	ADP
easat-5151	204	29	success	success	NOUN
easat-5151	204	30	in	in	ADP
easat-5151	204	31	this	this	DET
easat-5151	204	32	group	group	NOUN
easat-5151	204	33	.	.	PUNCT
easat-5151	205	1	by	by	ADP
easat-5151	205	2	comparison	comparison	NOUN
easat-5151	205	3	,	,	PUNCT
easat-5151	205	4	cluster	cluster	NOUN
easat-5151	205	5	1	1	NUM
easat-5151	205	6	is	be	AUX
easat-5151	205	7	composed	compose	VERB
easat-5151	205	8	of	of	ADP
easat-5151	205	9	1	1	NUM
easat-5151	205	10	577	577	NUM
easat-5151	205	11	companies	company	NOUN
easat-5151	205	12	,	,	PUNCT
easat-5151	205	13	with	with	ADP
easat-5151	205	14	no	no	DET
easat-5151	205	15	representation	representation	NOUN
easat-5151	205	16	in	in	ADP
easat-5151	205	17	the	the	DET
easat-5151	205	18	"	"	PUNCT
easat-5151	205	19	n1	n1	ADJ
easat-5151	205	20	"	"	PUNCT
easat-5151	205	21	category	category	NOUN
easat-5151	205	22	,	,	PUNCT
easat-5151	205	23	a	a	DET
easat-5151	205	24	single	single	ADJ
easat-5151	205	25	firm	firm	NOUN
easat-5151	205	26	in	in	ADP
easat-5151	205	27	"	"	PUNCT
easat-5151	205	28	n2	n2	ADJ
easat-5151	205	29	,	,	PUNCT
easat-5151	205	30	"	"	PUNCT
easat-5151	205	31	216	216	NUM
easat-5151	205	32	in	in	ADP
easat-5151	205	33	"	"	PUNCT
easat-5151	205	34	n3	n3	ADJ
easat-5151	205	35	,	,	PUNCT
easat-5151	205	36	"	"	PUNCT
easat-5151	205	37	557	557	NUM
easat-5151	205	38	in	in	ADP
easat-5151	205	39	"	"	PUNCT
easat-5151	205	40	n4	n4	PROPN
easat-5151	205	41	,	,	PUNCT
easat-5151	205	42	"	"	PUNCT
easat-5151	205	43	and	and	CCONJ
easat-5151	205	44	803	803	NUM
easat-5151	205	45	in	in	ADP
easat-5151	205	46	"	"	PUNCT
easat-5151	205	47	n5	n5	PROPN
easat-5151	205	48	.	.	PUNCT
easat-5151	205	49	"	"	PUNCT
easat-5151	206	1	this	this	DET
easat-5151	206	2	distribution	distribution	NOUN
easat-5151	206	3	paints	paint	VERB
easat-5151	206	4	a	a	DET
easat-5151	206	5	strikingly	strikingly	ADV
easat-5151	206	6	different	different	ADJ
easat-5151	206	7	picture	picture	NOUN
easat-5151	206	8	from	from	ADP
easat-5151	206	9	that	that	PRON
easat-5151	206	10	of	of	ADP
easat-5151	206	11	cluster	cluster	NOUN
easat-5151	206	12	0	0	NUM
easat-5151	206	13	,	,	PUNCT
easat-5151	206	14	revealing	reveal	VERB
easat-5151	206	15	a	a	DET
easat-5151	206	16	glaring	glaring	ADJ
easat-5151	206	17	lack	lack	NOUN
easat-5151	206	18	of	of	ADP
easat-5151	206	19	companies	company	NOUN
easat-5151	206	20	achieving	achieve	VERB
easat-5151	206	21	strong	strong	ADJ
easat-5151	206	22	sales	sale	NOUN
easat-5151	206	23	performance	performance	NOUN
easat-5151	206	24	.	.	PUNCT
easat-5151	207	1	the	the	DET
easat-5151	207	2	overwhelming	overwhelming	ADJ
easat-5151	207	3	presence	presence	NOUN
easat-5151	207	4	of	of	ADP
easat-5151	207	5	"	"	PUNCT
easat-5151	207	6	n4	n4	PROPN
easat-5151	207	7	"	"	PUNCT
easat-5151	207	8	and	and	CCONJ
easat-5151	207	9	"	"	PUNCT
easat-5151	207	10	n5	n5	PROPN
easat-5151	207	11	"	"	PUNCT
easat-5151	207	12	companies	company	NOUN
easat-5151	207	13	,	,	PUNCT
easat-5151	207	14	which	which	PRON
easat-5151	207	15	collectively	collectively	ADV
easat-5151	207	16	account	account	VERB
easat-5151	207	17	for	for	ADP
easat-5151	207	18	86	86	NUM
easat-5151	207	19	%	%	NOUN
easat-5151	207	20	of	of	ADP
easat-5151	207	21	the	the	DET
easat-5151	207	22	cluster	cluster	NOUN
easat-5151	207	23	,	,	PUNCT
easat-5151	207	24	features	feature	VERB
easat-5151	207	25	a	a	DET
easat-5151	207	26	significant	significant	ADJ
easat-5151	207	27	concentration	concentration	NOUN
easat-5151	207	28	of	of	ADP
easat-5151	207	29	firms	firm	NOUN
easat-5151	207	30	struggling	struggle	VERB
easat-5151	207	31	with	with	ADP
easat-5151	207	32	sales	sale	NOUN
easat-5151	207	33	effectiveness	effectiveness	NOUN
easat-5151	207	34	.	.	PUNCT
easat-5151	208	1	the	the	DET
easat-5151	208	2	limited	limited	ADJ
easat-5151	208	3	representation	representation	NOUN
easat-5151	208	4	in	in	ADP
easat-5151	208	5	the	the	DET
easat-5151	208	6	higher	higher	ADV
easat-5151	208	7	-	-	PUNCT
easat-5151	208	8	performing	perform	VERB
easat-5151	208	9	categories	category	NOUN
easat-5151	208	10	highlights	highlight	VERB
easat-5151	208	11	the	the	DET
easat-5151	208	12	cluster	cluster	NOUN
easat-5151	208	13	's	's	PART
easat-5151	208	14	overall	overall	ADJ
easat-5151	208	15	weak	weak	ADJ
easat-5151	208	16	performance	performance	NOUN
easat-5151	208	17	and	and	CCONJ
easat-5151	208	18	competitiveness	competitiveness	NOUN
easat-5151	208	19	.	.	PUNCT
easat-5151	209	1	hence	hence	ADV
easat-5151	209	2	,	,	PUNCT
easat-5151	209	3	these	these	DET
easat-5151	209	4	data	datum	NOUN
easat-5151	209	5	accentuate	accentuate	VERB
easat-5151	209	6	the	the	DET
easat-5151	209	7	necessity	necessity	NOUN
easat-5151	209	8	of	of	ADP
easat-5151	209	9	targeted	target	VERB
easat-5151	209	10	measures	measure	NOUN
easat-5151	209	11	to	to	PART
easat-5151	209	12	address	address	VERB
easat-5151	209	13	sales	sale	NOUN
easat-5151	209	14	-	-	PUNCT
easat-5151	209	15	related	relate	VERB
easat-5151	209	16	challenges	challenge	NOUN
easat-5151	209	17	and	and	CCONJ
easat-5151	209	18	enhance	enhance	VERB
easat-5151	209	19	the	the	DET
easat-5151	209	20	market	market	NOUN
easat-5151	209	21	position	position	NOUN
easat-5151	209	22	of	of	ADP
easat-5151	209	23	these	these	DET
easat-5151	209	24	companies	company	NOUN
easat-5151	209	25	.	.	PUNCT
easat-5151	210	1	cluster	cluster	NOUN
easat-5151	210	2	2	2	NUM
easat-5151	210	3	comprises	comprise	VERB
easat-5151	210	4	1	1	NUM
easat-5151	210	5	542	542	NUM
easat-5151	210	6	companies	company	NOUN
easat-5151	210	7	,	,	PUNCT
easat-5151	210	8	presenting	present	VERB
easat-5151	210	9	a	a	DET
easat-5151	210	10	comparatively	comparatively	ADV
easat-5151	210	11	balanced	balanced	ADJ
easat-5151	210	12	distribution	distribution	NOUN
easat-5151	210	13	across	across	ADP
easat-5151	210	14	performance	performance	NOUN
easat-5151	210	15	categories	category	NOUN
easat-5151	210	16	.	.	PUNCT
easat-5151	211	1	specifically	specifically	ADV
easat-5151	211	2	,	,	PUNCT
easat-5151	211	3	369	369	NUM
easat-5151	211	4	companies	company	NOUN
easat-5151	211	5	are	be	AUX
easat-5151	211	6	classified	classify	VERB
easat-5151	211	7	as	as	ADP
easat-5151	211	8	"	"	PUNCT
easat-5151	211	9	n1	n1	NOUN
easat-5151	211	10	"	"	PUNCT
easat-5151	211	11	and	and	CCONJ
easat-5151	211	12	366	366	NUM
easat-5151	211	13	as	as	ADP
easat-5151	211	14	"	"	PUNCT
easat-5151	211	15	n2	n2	ADJ
easat-5151	211	16	,	,	PUNCT
easat-5151	211	17	"	"	PUNCT
easat-5151	211	18	jointly	jointly	ADV
easat-5151	211	19	making	make	VERB
easat-5151	211	20	up	up	ADP
easat-5151	211	21	nearly	nearly	ADV
easat-5151	211	22	50	50	NUM
easat-5151	211	23	%	%	NOUN
easat-5151	211	24	of	of	ADP
easat-5151	211	25	the	the	DET
easat-5151	211	26	cluster	cluster	NOUN
easat-5151	211	27	.	.	PUNCT
easat-5151	212	1	this	this	DET
easat-5151	212	2	finding	finding	NOUN
easat-5151	212	3	indicates	indicate	VERB
easat-5151	212	4	that	that	SCONJ
easat-5151	212	5	a	a	DET
easat-5151	212	6	considerable	considerable	ADJ
easat-5151	212	7	proportion	proportion	NOUN
easat-5151	212	8	of	of	ADP
easat-5151	212	9	firms	firm	NOUN
easat-5151	212	10	achieve	achieve	VERB
easat-5151	212	11	high	high	ADJ
easat-5151	212	12	sales	sale	NOUN
easat-5151	212	13	performance	performance	NOUN
easat-5151	212	14	.	.	PUNCT
easat-5151	213	1	furthermore	furthermore	ADV
easat-5151	213	2	,	,	PUNCT
easat-5151	213	3	370	370	NUM
easat-5151	213	4	companies	company	NOUN
easat-5151	213	5	fall	fall	VERB
easat-5151	213	6	under	under	ADP
easat-5151	213	7	the	the	DET
easat-5151	213	8	"	"	PUNCT
easat-5151	213	9	n3	n3	ADJ
easat-5151	213	10	"	"	PUNCT
easat-5151	213	11	category	category	NOUN
easat-5151	213	12	,	,	PUNCT
easat-5151	213	13	reflecting	reflect	VERB
easat-5151	213	14	a	a	DET
easat-5151	213	15	notable	notable	ADJ
easat-5151	213	16	presence	presence	NOUN
easat-5151	213	17	of	of	ADP
easat-5151	213	18	medium	medium	NOUN
easat-5151	213	19	-	-	PUNCT
easat-5151	213	20	performing	perform	VERB
easat-5151	213	21	firms	firm	NOUN
easat-5151	213	22	and	and	CCONJ
easat-5151	213	23	contributing	contribute	VERB
easat-5151	213	24	to	to	ADP
easat-5151	213	25	the	the	DET
easat-5151	213	26	cluster	cluster	NOUN
easat-5151	213	27	's	's	PART
easat-5151	213	28	overall	overall	ADJ
easat-5151	213	29	diversity	diversity	NOUN
easat-5151	213	30	.	.	PUNCT
easat-5151	214	1	thus	thus	ADV
easat-5151	214	2	,	,	PUNCT
easat-5151	214	3	"	"	PUNCT
easat-5151	214	4	n4	n4	PROPN
easat-5151	214	5	,	,	PUNCT
easat-5151	214	6	"	"	PUNCT
easat-5151	214	7	with	with	ADP
easat-5151	214	8	298	298	NUM
easat-5151	214	9	companies	company	NOUN
easat-5151	214	10	,	,	PUNCT
easat-5151	214	11	and	and	CCONJ
easat-5151	214	12	"	"	PUNCT
easat-5151	214	13	n5	n5	PROPN
easat-5151	214	14	,	,	PUNCT
easat-5151	214	15	"	"	PUNCT
easat-5151	214	16	with	with	ADP
easat-5151	214	17	139	139	NUM
easat-5151	214	18	companies	company	NOUN
easat-5151	214	19	,	,	PUNCT
easat-5151	214	20	constitute	constitute	VERB
easat-5151	214	21	approximately	approximately	ADV
easat-5151	214	22	30	30	NUM
easat-5151	214	23	%	%	NOUN
easat-5151	214	24	of	of	ADP
easat-5151	214	25	the	the	DET
easat-5151	214	26	cluster	cluster	NOUN
easat-5151	214	27	,	,	PUNCT
easat-5151	214	28	suggesting	suggest	VERB
easat-5151	214	29	that	that	SCONJ
easat-5151	214	30	a	a	DET
easat-5151	214	31	significant	significant	ADJ
easat-5151	214	32	portion	portion	NOUN
easat-5151	214	33	of	of	ADP
easat-5151	214	34	companies	company	NOUN
easat-5151	214	35	perform	perform	VERB
easat-5151	214	36	below	below	ADP
easat-5151	214	37	average	average	ADJ
easat-5151	214	38	.	.	PUNCT
easat-5151	215	1	this	this	DET
easat-5151	215	2	composition	composition	NOUN
easat-5151	215	3	reveals	reveal	VERB
easat-5151	215	4	a	a	DET
easat-5151	215	5	varied	varied	ADJ
easat-5151	215	6	sales	sale	NOUN
easat-5151	215	7	landscape	landscape	NOUN
easat-5151	215	8	,	,	PUNCT
easat-5151	215	9	encompassing	encompass	VERB
easat-5151	215	10	both	both	CCONJ
easat-5151	215	11	exceptional	exceptional	ADJ
easat-5151	215	12	performers	performer	NOUN
easat-5151	215	13	and	and	CCONJ
easat-5151	215	14	those	those	PRON
easat-5151	215	15	with	with	ADP
easat-5151	215	16	substantial	substantial	ADJ
easat-5151	215	17	room	room	NOUN
easat-5151	215	18	for	for	ADP
easat-5151	215	19	improvement	improvement	NOUN
easat-5151	215	20	.	.	PUNCT
easat-5151	216	1	when	when	SCONJ
easat-5151	216	2	the	the	DET
easat-5151	216	3	optimal	optimal	ADJ
easat-5151	216	4	performance	performance	NOUN
easat-5151	216	5	categories	category	NOUN
easat-5151	216	6	,	,	PUNCT
easat-5151	216	7	are	be	AUX
easat-5151	216	8	assessed	assess	VERB
easat-5151	216	9	,	,	PUNCT
easat-5151	216	10	"	"	PUNCT
easat-5151	216	11	n1	n1	NOUN
easat-5151	216	12	"	"	PUNCT
easat-5151	216	13	serves	serve	VERB
easat-5151	216	14	as	as	ADP
easat-5151	216	15	the	the	DET
easat-5151	216	16	benchmark	benchmark	NOUN
easat-5151	216	17	for	for	ADP
easat-5151	216	18	clusters	cluster	NOUN
easat-5151	216	19	0	0	PUNCT
easat-5151	216	20	and	and	CCONJ
easat-5151	216	21	2	2	NUM
easat-5151	216	22	,	,	PUNCT
easat-5151	216	23	whereas	whereas	SCONJ
easat-5151	216	24	cluster	cluster	NOUN
easat-5151	216	25	1	1	NUM
easat-5151	216	26	aligns	align	VERB
easat-5151	216	27	most	most	ADV
easat-5151	216	28	closely	closely	ADV
easat-5151	216	29	with	with	ADP
easat-5151	216	30	"	"	PUNCT
easat-5151	216	31	n2	n2	ADJ
easat-5151	216	32	"	"	PUNCT
easat-5151	216	33	as	as	ADP
easat-5151	216	34	its	its	PRON
easat-5151	216	35	highest	highest	ADV
easat-5151	216	36	-	-	PUNCT
easat-5151	216	37	performing	perform	VERB
easat-5151	216	38	classification	classification	NOUN
easat-5151	216	39	.	.	PUNCT
easat-5151	217	1	consequently	consequently	ADV
easat-5151	217	2	,	,	PUNCT
easat-5151	217	3	for	for	ADP
easat-5151	217	4	firms	firm	NOUN
easat-5151	217	5	in	in	ADP
easat-5151	217	6	the	the	DET
easat-5151	217	7	lower	lower	ADV
easat-5151	217	8	-	-	PUNCT
easat-5151	217	9	performing	perform	VERB
easat-5151	217	10	categories	category	NOUN
easat-5151	217	11	,	,	PUNCT
easat-5151	217	12	particularly	particularly	ADV
easat-5151	217	13	"	"	PUNCT
easat-5151	217	14	n4	n4	PROPN
easat-5151	217	15	"	"	PUNCT
easat-5151	217	16	and	and	CCONJ
easat-5151	217	17	"	"	PUNCT
easat-5151	217	18	n5	n5	PROPN
easat-5151	217	19	,	,	PUNCT
easat-5151	217	20	"	"	PUNCT
easat-5151	217	21	the	the	DET
easat-5151	217	22	adoption	adoption	NOUN
easat-5151	217	23	of	of	ADP
easat-5151	217	24	innovative	innovative	ADJ
easat-5151	217	25	strategies	strategy	NOUN
easat-5151	217	26	aimed	aim	VERB
easat-5151	217	27	at	at	ADP
easat-5151	217	28	enhancing	enhance	VERB
easat-5151	217	29	sales	sale	NOUN
easat-5151	217	30	effectiveness	effectiveness	NOUN
easat-5151	217	31	is	be	AUX
easat-5151	217	32	imperative	imperative	ADJ
easat-5151	217	33	.	.	PUNCT
easat-5151	218	1	strengthening	strengthen	VERB
easat-5151	218	2	these	these	DET
easat-5151	218	3	approaches	approach	NOUN
easat-5151	218	4	will	will	AUX
easat-5151	218	5	not	not	PART
easat-5151	218	6	only	only	ADV
easat-5151	218	7	facilitate	facilitate	VERB
easat-5151	218	8	their	their	PRON
easat-5151	218	9	progression	progression	NOUN
easat-5151	218	10	to	to	ADP
easat-5151	218	11	higher	high	ADJ
easat-5151	218	12	performance	performance	NOUN
easat-5151	218	13	levels	level	NOUN
easat-5151	218	14	but	but	CCONJ
easat-5151	218	15	also	also	ADV
easat-5151	218	16	enable	enable	VERB
easat-5151	218	17	them	they	PRON
easat-5151	218	18	to	to	PART
easat-5151	218	19	establish	establish	VERB
easat-5151	218	20	resilience	resilience	NOUN
easat-5151	218	21	in	in	ADP
easat-5151	218	22	competitive	competitive	ADJ
easat-5151	218	23	markets	market	NOUN
easat-5151	218	24	,	,	PUNCT
easat-5151	218	25	thereby	thereby	ADV
easat-5151	218	26	securing	secure	VERB
easat-5151	218	27	a	a	DET
easat-5151	218	28	more	more	ADV
easat-5151	218	29	advantageous	advantageous	ADJ
easat-5151	218	30	position	position	NOUN
easat-5151	218	31	in	in	ADP
easat-5151	218	32	the	the	DET
easat-5151	218	33	146	146	NUM
easat-5151	218	34	edelweiss	edelweiss	PROPN
easat-5151	218	35	applied	apply	VERB
easat-5151	218	36	science	science	NOUN
easat-5151	218	37	and	and	CCONJ
easat-5151	218	38	technology	technology	NOUN
easat-5151	218	39	issn	issn	PROPN
easat-5151	218	40	:	:	PUNCT
easat-5151	218	41	2576	2576	NUM
easat-5151	218	42	-	-	SYM
easat-5151	218	43	8484	8484	NUM
easat-5151	218	44	vol	vol	NOUN
easat-5151	218	45	.	.	PROPN
easat-5151	219	1	9	9	NUM
easat-5151	219	2	,	,	PUNCT
easat-5151	219	3	no	no	INTJ
easat-5151	219	4	.	.	NOUN
easat-5151	220	1	3	3	NUM
easat-5151	220	2	:	:	SYM
easat-5151	220	3	137	137	NUM
easat-5151	220	4	-	-	SYM
easat-5151	220	5	150	150	NUM
easat-5151	220	6	,	,	PUNCT
easat-5151	220	7	2025	2025	NUM
easat-5151	220	8	doi	doi	NOUN
easat-5151	220	9	:	:	PUNCT
easat-5151	220	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	220	11	©	©	PROPN
easat-5151	220	12	2025	2025	NUM
easat-5151	220	13	by	by	ADP
easat-5151	220	14	the	the	DET
easat-5151	220	15	authors	author	NOUN
easat-5151	220	16	;	;	PUNCT
easat-5151	220	17	licensee	licensee	PROPN
easat-5151	220	18	learning	learning	NOUN
easat-5151	220	19	gate	gate	PROPN
easat-5151	220	20	future	future	NOUN
easat-5151	220	21	.	.	PUNCT
easat-5151	221	1	5.2	5.2	NUM
easat-5151	221	2	.	.	PUNCT
easat-5151	222	1	strategic	strategic	ADJ
easat-5151	222	2	approaches	approach	NOUN
easat-5151	222	3	of	of	ADP
easat-5151	222	4	best	well	ADV
easat-5151	222	5	-	-	PUNCT
easat-5151	222	6	performing	perform	VERB
easat-5151	222	7	companies	company	NOUN
easat-5151	222	8	across	across	ADP
easat-5151	222	9	defined	define	VERB
easat-5151	222	10	clusters	cluster	NOUN
easat-5151	222	11	this	this	DET
easat-5151	222	12	section	section	NOUN
easat-5151	222	13	delves	delve	VERB
easat-5151	222	14	into	into	ADP
easat-5151	222	15	the	the	DET
easat-5151	222	16	distinct	distinct	ADJ
easat-5151	222	17	strategic	strategic	ADJ
easat-5151	222	18	approaches	approach	NOUN
easat-5151	222	19	of	of	ADP
easat-5151	222	20	the	the	DET
easat-5151	222	21	top	top	ADV
easat-5151	222	22	-	-	PUNCT
easat-5151	222	23	performing	perform	VERB
easat-5151	222	24	companies	company	NOUN
easat-5151	222	25	across	across	ADP
easat-5151	222	26	the	the	DET
easat-5151	222	27	three	three	NUM
easat-5151	222	28	clusters	cluster	NOUN
easat-5151	222	29	(	(	PUNCT
easat-5151	222	30	table	table	NOUN
easat-5151	222	31	4	4	NUM
easat-5151	222	32	)	)	PUNCT
easat-5151	222	33	.	.	PUNCT
easat-5151	223	1	significantly	significantly	ADV
easat-5151	223	2	,	,	PUNCT
easat-5151	223	3	it	it	PRON
easat-5151	223	4	shows	show	VERB
easat-5151	223	5	how	how	SCONJ
easat-5151	223	6	differences	difference	NOUN
easat-5151	223	7	in	in	ADP
easat-5151	223	8	digital	digital	ADJ
easat-5151	223	9	innovation	innovation	NOUN
easat-5151	223	10	,	,	PUNCT
easat-5151	223	11	operational	operational	ADJ
easat-5151	223	12	flexibility	flexibility	NOUN
easat-5151	223	13	,	,	PUNCT
easat-5151	223	14	and	and	CCONJ
easat-5151	223	15	resource	resource	NOUN
easat-5151	223	16	strategies	strategy	NOUN
easat-5151	223	17	shape	shape	NOUN
easat-5151	223	18	resilience	resilience	NOUN
easat-5151	223	19	and	and	CCONJ
easat-5151	223	20	performance	performance	NOUN
easat-5151	223	21	.	.	PUNCT
easat-5151	224	1	this	this	DET
easat-5151	224	2	comparison	comparison	NOUN
easat-5151	224	3	offers	offer	VERB
easat-5151	224	4	nuanced	nuanced	ADJ
easat-5151	224	5	insights	insight	NOUN
easat-5151	224	6	into	into	ADP
easat-5151	224	7	the	the	DET
easat-5151	224	8	essential	essential	ADJ
easat-5151	224	9	drivers	driver	NOUN
easat-5151	224	10	of	of	ADP
easat-5151	224	11	success	success	NOUN
easat-5151	224	12	during	during	ADP
easat-5151	224	13	periods	period	NOUN
easat-5151	224	14	of	of	ADP
easat-5151	224	15	transformation	transformation	NOUN
easat-5151	224	16	and	and	CCONJ
easat-5151	224	17	disruption	disruption	NOUN
easat-5151	224	18	.	.	PUNCT
easat-5151	225	1	table	table	NOUN
easat-5151	225	2	4	4	NUM
easat-5151	225	3	.	.	PUNCT
easat-5151	225	4	comparative	comparative	ADJ
easat-5151	225	5	analysis	analysis	NOUN
easat-5151	225	6	of	of	ADP
easat-5151	225	7	strategic	strategic	ADJ
easat-5151	225	8	approaches	approach	NOUN
easat-5151	225	9	in	in	ADP
easat-5151	225	10	high	high	ADV
easat-5151	225	11	-	-	PUNCT
easat-5151	225	12	performing	perform	VERB
easat-5151	225	13	companies	company	NOUN
easat-5151	225	14	across	across	ADP
easat-5151	225	15	clusters	cluster	NOUN
easat-5151	225	16	.	.	PUNCT
easat-5151	226	1	cluster	cluster	NOUN
easat-5151	226	2	0	0	NUM
easat-5151	226	3	parameters	parameter	NOUN
easat-5151	227	1	q19.1	q19.1	PROPN
easat-5151	227	2	q19.2	q19.2	PROPN
easat-5151	227	3	q19.3	q19.3	PROPN
easat-5151	227	4	q19.4	q19.4	PROPN
easat-5151	227	5	q19.5	q19.5	VERB
easat-5151	227	6	q19.6	q19.6	X
easat-5151	227	7	q19.7	q19.7	X
easat-5151	227	8	strat1	strat1	NOUN
easat-5151	227	9	strat2	strat2	NOUN
easat-5151	227	10	strat3	strat3	PROPN
easat-5151	227	11	strat4	strat4	PROPN
easat-5151	227	12	strat5	strat5	PROPN
easat-5151	227	13	strat6	strat6	PROPN
easat-5151	227	14	strat7	strat7	PROPN
easat-5151	227	15	175003457	175003457	NUM
easat-5151	228	1	yes	yes	INTJ
easat-5151	229	1	no	no	INTJ
easat-5151	230	1	yes	yes	INTJ
easat-5151	231	1	no	no	INTJ
easat-5151	232	1	yes	yes	INTJ
easat-5151	232	2	no	no	DET
easat-5151	232	3	reduced	reduced	ADJ
easat-5151	232	4	working	working	NOUN
easat-5151	232	5	hours	hour	NOUN
easat-5151	232	6	653049971	653049971	NUM
easat-5151	233	1	no	no	INTJ
easat-5151	234	1	no	no	INTJ
easat-5151	234	2	no	no	INTJ
easat-5151	235	1	no	no	INTJ
easat-5151	235	2	no	no	INTJ
easat-5151	236	1	yes	yes	INTJ
easat-5151	236	2	reduced	reduce	VERB
easat-5151	236	3	working	work	VERB
easat-5151	236	4	hours	hour	NOUN
easat-5151	236	5	407759203	407759203	NUM
easat-5151	237	1	yes	yes	INTJ
easat-5151	238	1	no	no	INTJ
easat-5151	238	2	no	no	INTJ
easat-5151	239	1	no	no	INTJ
easat-5151	239	2	yes	yes	INTJ
easat-5151	240	1	no	no	DET
easat-5151	240	2	reduced	reduced	ADJ
easat-5151	240	3	working	working	NOUN
easat-5151	240	4	hours	hour	NOUN
easat-5151	240	5	613005947	613005947	NUM
easat-5151	241	1	no	no	INTJ
easat-5151	242	1	no	no	INTJ
easat-5151	242	2	no	no	INTJ
easat-5151	243	1	no	no	INTJ
easat-5151	243	2	no	no	INTJ
easat-5151	243	3	no	no	DET
easat-5151	243	4	reduced	reduced	ADJ
easat-5151	243	5	working	working	NOUN
easat-5151	243	6	hours	hour	NOUN
easat-5151	243	7	cluster	cluster	NOUN
easat-5151	243	8	1	1	NUM
easat-5151	243	9	305774615	305774615	NUM
easat-5151	244	1	yes	yes	INTJ
easat-5151	245	1	yes	yes	INTJ
easat-5151	246	1	yes	yes	INTJ
easat-5151	247	1	yes	yes	INTJ
easat-5151	248	1	yes	yes	INTJ
easat-5151	248	2	yes	yes	INTJ
easat-5151	248	3	reduced	reduce	VERB
easat-5151	248	4	working	working	NOUN
easat-5151	248	5	hours	hour	NOUN
easat-5151	248	6	450111120	450111120	NUM
easat-5151	249	1	no	no	INTJ
easat-5151	249	2	no	no	INTJ
easat-5151	249	3	no	no	INTJ
easat-5151	249	4	no	no	INTJ
easat-5151	250	1	no	no	INTJ
easat-5151	250	2	yes	yes	INTJ
easat-5151	250	3	reduced	reduce	VERB
easat-5151	250	4	working	working	NOUN
easat-5151	250	5	hours	hour	NOUN
easat-5151	250	6	842665470	842665470	NUM
easat-5151	251	1	no	no	INTJ
easat-5151	251	2	no	no	INTJ
easat-5151	251	3	no	no	INTJ
easat-5151	251	4	no	no	INTJ
easat-5151	251	5	no	no	INTJ
easat-5151	251	6	no	no	DET
easat-5151	251	7	reduced	reduced	ADJ
easat-5151	251	8	working	working	NOUN
easat-5151	251	9	hours	hour	NOUN
easat-5151	251	10	714428137	714428137	NUM
easat-5151	252	1	no	no	INTJ
easat-5151	252	2	no	no	INTJ
easat-5151	252	3	no	no	INTJ
easat-5151	252	4	no	no	INTJ
easat-5151	253	1	no	no	INTJ
easat-5151	253	2	yes	yes	INTJ
easat-5151	253	3	reduced	reduce	VERB
easat-5151	253	4	working	working	NOUN
easat-5151	253	5	hours	hour	NOUN
easat-5151	253	6	cluster	cluster	NOUN
easat-5151	253	7	2	2	NUM
easat-5151	253	8	181112538	181112538	NUM
easat-5151	253	9	no	no	INTJ
easat-5151	254	1	no	no	INTJ
easat-5151	254	2	no	no	INTJ
easat-5151	255	1	no	no	INTJ
easat-5151	255	2	no	no	INTJ
easat-5151	256	1	yes	yes	INTJ
easat-5151	256	2	reduced	reduce	VERB
easat-5151	256	3	working	working	NOUN
easat-5151	256	4	hours	hour	NOUN
easat-5151	256	5	228420650	228420650	NUM
easat-5151	257	1	no	no	INTJ
easat-5151	257	2	no	no	INTJ
easat-5151	257	3	no	no	INTJ
easat-5151	257	4	no	no	INTJ
easat-5151	257	5	no	no	INTJ
easat-5151	257	6	no	no	DET
easat-5151	257	7	reduced	reduced	ADJ
easat-5151	257	8	working	working	NOUN
easat-5151	257	9	hours	hour	NOUN
easat-5151	257	10	104668151	104668151	NUM
easat-5151	257	11	no	no	INTJ
easat-5151	258	1	no	no	INTJ
easat-5151	258	2	no	no	INTJ
easat-5151	259	1	no	no	INTJ
easat-5151	260	1	yes	yes	INTJ
easat-5151	260	2	yes	yes	INTJ
easat-5151	260	3	reduced	reduce	VERB
easat-5151	260	4	working	work	VERB
easat-5151	260	5	hours	hour	NOUN
easat-5151	260	6	154025387	154025387	NUM
easat-5151	261	1	yes	yes	INTJ
easat-5151	262	1	no	no	INTJ
easat-5151	262	2	no	no	INTJ
easat-5151	263	1	no	no	INTJ
easat-5151	263	2	no	no	INTJ
easat-5151	264	1	no	no	DET
easat-5151	264	2	reduced	reduced	ADJ
easat-5151	264	3	working	working	NOUN
easat-5151	264	4	hours	hour	NOUN
easat-5151	264	5	524823348	524823348	NUM
easat-5151	265	1	no	no	INTJ
easat-5151	265	2	no	no	INTJ
easat-5151	266	1	no	no	INTJ
easat-5151	266	2	no	no	INTJ
easat-5151	266	3	no	no	INTJ
easat-5151	267	1	no	no	DET
easat-5151	267	2	reduced	reduced	ADJ
easat-5151	267	3	working	working	NOUN
easat-5151	267	4	hours	hour	NOUN
easat-5151	267	5	table	table	NOUN
easat-5151	267	6	4	4	NUM
easat-5151	267	7	presents	present	VERB
easat-5151	267	8	a	a	DET
easat-5151	267	9	detailed	detailed	ADJ
easat-5151	267	10	comparison	comparison	NOUN
easat-5151	267	11	of	of	ADP
easat-5151	267	12	the	the	DET
easat-5151	267	13	strategic	strategic	ADJ
easat-5151	267	14	approaches	approach	NOUN
easat-5151	267	15	adopted	adopt	VERB
easat-5151	267	16	by	by	ADP
easat-5151	267	17	companies	company	NOUN
easat-5151	267	18	across	across	ADP
easat-5151	267	19	the	the	DET
easat-5151	267	20	three	three	NUM
easat-5151	267	21	clusters	cluster	NOUN
easat-5151	267	22	,	,	PUNCT
easat-5151	267	23	highlighting	highlight	VERB
easat-5151	267	24	notable	notable	ADJ
easat-5151	267	25	differences	difference	NOUN
easat-5151	267	26	in	in	ADP
easat-5151	267	27	their	their	PRON
easat-5151	267	28	emphasis	emphasis	NOUN
easat-5151	267	29	on	on	ADP
easat-5151	267	30	digital	digital	ADJ
easat-5151	267	31	innovation	innovation	NOUN
easat-5151	267	32	and	and	CCONJ
easat-5151	267	33	operational	operational	ADJ
easat-5151	267	34	flexibility	flexibility	NOUN
easat-5151	267	35	.	.	PUNCT
easat-5151	268	1	in	in	ADP
easat-5151	268	2	cluster	cluster	NOUN
easat-5151	268	3	0	0	NUM
easat-5151	268	4	,	,	PUNCT
easat-5151	268	5	a	a	DET
easat-5151	268	6	considerable	considerable	ADJ
easat-5151	268	7	number	number	NOUN
easat-5151	268	8	of	of	ADP
easat-5151	268	9	companies	company	NOUN
easat-5151	268	10	demonstrate	demonstrate	VERB
easat-5151	268	11	an	an	DET
easat-5151	268	12	active	active	ADJ
easat-5151	268	13	pursuit	pursuit	NOUN
easat-5151	268	14	of	of	ADP
easat-5151	268	15	digital	digital	ADJ
easat-5151	268	16	and	and	CCONJ
easat-5151	268	17	innovation	innovation	NOUN
easat-5151	268	18	strategies	strategy	NOUN
easat-5151	268	19	.	.	PUNCT
easat-5151	269	1	nevertheless	nevertheless	ADV
easat-5151	269	2	,	,	PUNCT
easat-5151	269	3	flexible	flexible	ADJ
easat-5151	269	4	work	work	NOUN
easat-5151	269	5	arrangements	arrangement	NOUN
easat-5151	269	6	,	,	PUNCT
easat-5151	269	7	such	such	ADJ
easat-5151	269	8	as	as	ADP
easat-5151	269	9	telecommuting	telecommute	VERB
easat-5151	269	10	,	,	PUNCT
easat-5151	269	11	and	and	CCONJ
easat-5151	269	12	the	the	DET
easat-5151	269	13	development	development	NOUN
easat-5151	269	14	of	of	ADP
easat-5151	269	15	remote	remote	ADJ
easat-5151	269	16	commerce	commerce	NOUN
easat-5151	269	17	initiatives	initiative	NOUN
easat-5151	269	18	remain	remain	VERB
easat-5151	269	19	limited	limited	ADJ
easat-5151	269	20	.	.	PUNCT
easat-5151	270	1	among	among	ADP
easat-5151	270	2	the	the	DET
easat-5151	270	3	common	common	ADJ
easat-5151	270	4	measures	measure	NOUN
easat-5151	270	5	in	in	ADP
easat-5151	270	6	this	this	DET
easat-5151	270	7	cluster	cluster	NOUN
easat-5151	270	8	,	,	PUNCT
easat-5151	270	9	reducing	reduce	VERB
easat-5151	270	10	working	work	VERB
easat-5151	270	11	hours	hour	NOUN
easat-5151	270	12	stands	stand	VERB
easat-5151	270	13	out	out	ADP
easat-5151	270	14	as	as	ADP
easat-5151	270	15	a	a	DET
easat-5151	270	16	recurring	recur	VERB
easat-5151	270	17	practice	practice	NOUN
easat-5151	270	18	,	,	PUNCT
easat-5151	270	19	whereas	whereas	SCONJ
easat-5151	270	20	supply	supply	NOUN
easat-5151	270	21	chain	chain	NOUN
easat-5151	270	22	diversification	diversification	NOUN
easat-5151	270	23	and	and	CCONJ
easat-5151	270	24	digitization	digitization	NOUN
easat-5151	270	25	are	be	AUX
easat-5151	270	26	comparatively	comparatively	ADV
easat-5151	270	27	uncommon	uncommon	ADJ
easat-5151	270	28	.	.	PUNCT
easat-5151	271	1	on	on	ADP
easat-5151	271	2	the	the	DET
easat-5151	271	3	other	other	ADJ
easat-5151	271	4	hand	hand	NOUN
easat-5151	271	5	,	,	PUNCT
easat-5151	271	6	companies	company	NOUN
easat-5151	271	7	in	in	ADP
easat-5151	271	8	cluster	cluster	NOUN
easat-5151	271	9	1	1	NUM
easat-5151	271	10	display	display	VERB
easat-5151	271	11	a	a	DET
easat-5151	271	12	more	more	ADV
easat-5151	271	13	robust	robust	ADJ
easat-5151	271	14	dedication	dedication	NOUN
easat-5151	271	15	to	to	ADP
easat-5151	271	16	digital	digital	ADJ
easat-5151	271	17	and	and	CCONJ
easat-5151	271	18	innovation	innovation	NOUN
easat-5151	271	19	strategies	strategy	NOUN
easat-5151	271	20	.	.	PUNCT
easat-5151	272	1	these	these	DET
easat-5151	272	2	firms	firm	NOUN
easat-5151	272	3	employ	employ	VERB
easat-5151	272	4	a	a	DET
easat-5151	272	5	diverse	diverse	ADJ
easat-5151	272	6	range	range	NOUN
easat-5151	272	7	of	of	ADP
easat-5151	272	8	methods	method	NOUN
easat-5151	272	9	,	,	PUNCT
easat-5151	272	10	including	include	VERB
easat-5151	272	11	teleworking	teleworking	NOUN
easat-5151	272	12	,	,	PUNCT
easat-5151	272	13	the	the	DET
easat-5151	272	14	recruitment	recruitment	NOUN
easat-5151	272	15	of	of	ADP
easat-5151	272	16	it	it	PRON
easat-5151	272	17	professionals	professional	NOUN
easat-5151	272	18	,	,	PUNCT
easat-5151	272	19	service	service	NOUN
easat-5151	272	20	digitization	digitization	NOUN
easat-5151	272	21	,	,	PUNCT
easat-5151	272	22	supply	supply	NOUN
easat-5151	272	23	chain	chain	NOUN
easat-5151	272	24	diversification	diversification	NOUN
easat-5151	272	25	,	,	PUNCT
easat-5151	272	26	and	and	CCONJ
easat-5151	272	27	remote	remote	ADJ
easat-5151	272	28	commerce	commerce	NOUN
easat-5151	272	29	development	development	NOUN
easat-5151	272	30	.	.	PUNCT
easat-5151	273	1	despite	despite	SCONJ
easat-5151	273	2	this	this	DET
easat-5151	273	3	comprehensive	comprehensive	ADJ
easat-5151	273	4	adoption	adoption	NOUN
easat-5151	273	5	of	of	ADP
easat-5151	273	6	strategies	strategy	NOUN
easat-5151	273	7	,	,	PUNCT
easat-5151	273	8	reducing	reduce	VERB
easat-5151	273	9	working	work	VERB
easat-5151	273	10	hours	hour	NOUN
easat-5151	273	11	remains	remain	VERB
easat-5151	273	12	as	as	ADP
easat-5151	273	13	a	a	DET
easat-5151	273	14	widely	widely	ADV
easat-5151	273	15	implemented	implement	VERB
easat-5151	273	16	approach	approach	NOUN
easat-5151	273	17	within	within	ADP
easat-5151	273	18	the	the	DET
easat-5151	273	19	cluster	cluster	NOUN
easat-5151	273	20	.	.	PUNCT
easat-5151	274	1	in	in	ADP
easat-5151	274	2	contrast	contrast	NOUN
easat-5151	274	3	,	,	PUNCT
easat-5151	274	4	companies	company	NOUN
easat-5151	274	5	within	within	ADP
easat-5151	274	6	cluster	cluster	NOUN
easat-5151	274	7	2	2	NUM
easat-5151	274	8	exhibit	exhibit	VERB
easat-5151	274	9	a	a	DET
easat-5151	274	10	limited	limited	ADJ
easat-5151	274	11	uptake	uptake	NOUN
easat-5151	274	12	of	of	ADP
easat-5151	274	13	digital	digital	ADJ
easat-5151	274	14	and	and	CCONJ
easat-5151	274	15	innovation	innovation	NOUN
easat-5151	274	16	strategies	strategy	NOUN
easat-5151	274	17	.	.	PUNCT
easat-5151	275	1	only	only	ADV
easat-5151	275	2	a	a	DET
easat-5151	275	3	few	few	ADJ
easat-5151	275	4	exceptions	exception	NOUN
easat-5151	275	5	are	be	AUX
easat-5151	275	6	observed	observe	VERB
easat-5151	275	7	,	,	PUNCT
easat-5151	275	8	such	such	ADJ
easat-5151	275	9	as	as	ADP
easat-5151	275	10	the	the	DET
easat-5151	275	11	development	development	NOUN
easat-5151	275	12	of	of	ADP
easat-5151	275	13	remote	remote	ADJ
easat-5151	275	14	commerce	commerce	NOUN
easat-5151	275	15	and	and	CCONJ
easat-5151	275	16	the	the	DET
easat-5151	275	17	introduction	introduction	NOUN
easat-5151	275	18	of	of	ADP
easat-5151	275	19	new	new	ADJ
easat-5151	275	20	products	product	NOUN
easat-5151	275	21	and	and	CCONJ
easat-5151	275	22	services	service	NOUN
easat-5151	275	23	.	.	PUNCT
easat-5151	276	1	even	even	ADV
easat-5151	276	2	so	so	ADV
easat-5151	276	3	,	,	PUNCT
easat-5151	276	4	reducing	reduce	VERB
easat-5151	276	5	working	work	VERB
easat-5151	276	6	hours	hour	NOUN
easat-5151	276	7	remains	remain	VERB
easat-5151	276	8	a	a	DET
easat-5151	276	9	key	key	ADJ
easat-5151	276	10	measure	measure	NOUN
easat-5151	276	11	adopted	adopt	VERB
easat-5151	276	12	by	by	ADP
easat-5151	276	13	most	most	ADJ
easat-5151	276	14	companies	company	NOUN
easat-5151	276	15	in	in	ADP
easat-5151	276	16	this	this	DET
easat-5151	276	17	cluster	cluster	NOUN
easat-5151	276	18	.	.	PUNCT
easat-5151	277	1	to	to	PART
easat-5151	277	2	summarize	summarize	VERB
easat-5151	277	3	,	,	PUNCT
easat-5151	277	4	the	the	DET
easat-5151	277	5	analysis	analysis	NOUN
easat-5151	277	6	reveals	reveal	VERB
easat-5151	277	7	that	that	SCONJ
easat-5151	277	8	companies	company	NOUN
easat-5151	277	9	achieving	achieve	VERB
easat-5151	277	10	the	the	DET
easat-5151	277	11	best	good	ADJ
easat-5151	277	12	performance	performance	NOUN
easat-5151	277	13	across	across	ADP
easat-5151	277	14	clusters	cluster	NOUN
easat-5151	277	15	have	have	AUX
easat-5151	277	16	implemented	implement	VERB
easat-5151	277	17	critical	critical	ADJ
easat-5151	277	18	strategies	strategy	NOUN
easat-5151	277	19	,	,	PUNCT
easat-5151	277	20	including	include	VERB
easat-5151	277	21	teleworking	teleworking	NOUN
easat-5151	277	22	,	,	PUNCT
easat-5151	277	23	service	service	NOUN
easat-5151	277	24	digitization	digitization	NOUN
easat-5151	277	25	,	,	PUNCT
easat-5151	277	26	and	and	CCONJ
easat-5151	277	27	remote	remote	ADJ
easat-5151	277	28	commerce	commerce	NOUN
easat-5151	277	29	development	development	NOUN
easat-5151	277	30	.	.	PUNCT
easat-5151	278	1	for	for	ADP
easat-5151	278	2	cluster	cluster	NOUN
easat-5151	278	3	0	0	NUM
easat-5151	278	4	,	,	PUNCT
easat-5151	278	5	the	the	DET
easat-5151	278	6	top	top	ADV
easat-5151	278	7	-	-	PUNCT
easat-5151	278	8	performing	perform	VERB
easat-5151	278	9	company	company	NOUN
easat-5151	278	10	has	have	AUX
easat-5151	278	11	successfully	successfully	ADV
easat-5151	278	12	integrated	integrate	VERB
easat-5151	278	13	these	these	DET
easat-5151	278	14	approaches	approach	NOUN
easat-5151	278	15	,	,	PUNCT
easat-5151	278	16	whereas	whereas	SCONJ
easat-5151	278	17	the	the	DET
easat-5151	278	18	underperforming	underperforming	ADJ
easat-5151	278	19	firms	firm	NOUN
easat-5151	278	20	have	have	AUX
easat-5151	278	21	largely	largely	ADV
easat-5151	278	22	neglected	neglect	VERB
easat-5151	278	23	them	they	PRON
easat-5151	278	24	,	,	PUNCT
easat-5151	278	25	indicating	indicate	VERB
easat-5151	278	26	that	that	SCONJ
easat-5151	278	27	embracing	embrace	VERB
easat-5151	278	28	such	such	ADJ
easat-5151	278	29	strategies	strategy	NOUN
easat-5151	278	30	could	could	AUX
easat-5151	278	31	increase	increase	VERB
easat-5151	278	32	resilience	resilience	NOUN
easat-5151	278	33	during	during	ADP
easat-5151	278	34	crises	crisis	NOUN
easat-5151	278	35	.	.	PUNCT
easat-5151	279	1	in	in	ADP
easat-5151	279	2	cluster	cluster	NOUN
easat-5151	279	3	1	1	NUM
easat-5151	279	4	,	,	PUNCT
easat-5151	279	5	the	the	DET
easat-5151	279	6	leading	lead	VERB
easat-5151	279	7	firms	firm	NOUN
easat-5151	279	8	combine	combine	VERB
easat-5151	279	9	several	several	ADJ
easat-5151	279	10	strategies	strategy	NOUN
easat-5151	279	11	,	,	PUNCT
easat-5151	279	12	such	such	ADJ
easat-5151	279	13	as	as	ADP
easat-5151	279	14	digitization	digitization	NOUN
easat-5151	279	15	,	,	PUNCT
easat-5151	279	16	supply	supply	NOUN
easat-5151	279	17	chain	chain	NOUN
easat-5151	279	18	diversification	diversification	NOUN
easat-5151	279	19	,	,	PUNCT
easat-5151	279	20	it	it	PRON
easat-5151	279	21	talent	talent	NOUN
easat-5151	279	22	acquisition	acquisition	NOUN
easat-5151	279	23	,	,	PUNCT
easat-5151	279	24	and	and	CCONJ
easat-5151	279	25	remote	remote	ADJ
easat-5151	279	26	commerce	commerce	NOUN
easat-5151	279	27	,	,	PUNCT
easat-5151	279	28	which	which	PRON
easat-5151	279	29	are	be	AUX
easat-5151	279	30	crucial	crucial	ADJ
easat-5151	279	31	for	for	ADP
easat-5151	279	32	building	build	VERB
easat-5151	279	33	adaptability	adaptability	NOUN
easat-5151	279	34	.	.	PUNCT
easat-5151	280	1	conversely	conversely	ADV
easat-5151	280	2	,	,	PUNCT
easat-5151	280	3	the	the	DET
easat-5151	280	4	weakest	weak	ADJ
easat-5151	280	5	performers	performer	NOUN
easat-5151	280	6	in	in	ADP
easat-5151	280	7	this	this	DET
easat-5151	280	8	cluster	cluster	NOUN
easat-5151	280	9	lack	lack	VERB
easat-5151	280	10	a	a	DET
easat-5151	280	11	comprehensive	comprehensive	ADJ
easat-5151	280	12	approach	approach	NOUN
easat-5151	280	13	,	,	PUNCT
easat-5151	280	14	confirming	confirm	VERB
easat-5151	280	15	the	the	DET
easat-5151	280	16	need	need	NOUN
easat-5151	280	17	for	for	ADP
easat-5151	280	18	wider	wide	ADJ
easat-5151	280	19	adoption	adoption	NOUN
easat-5151	280	20	of	of	ADP
easat-5151	280	21	these	these	DET
easat-5151	280	22	methods	method	NOUN
easat-5151	280	23	to	to	PART
easat-5151	280	24	achieve	achieve	VERB
easat-5151	280	25	better	well	ADJ
easat-5151	280	26	outcomes	outcome	NOUN
easat-5151	280	27	.	.	PUNCT
easat-5151	281	1	although	although	SCONJ
easat-5151	281	2	cluster	cluster	NOUN
easat-5151	281	3	2	2	NUM
easat-5151	281	4	shows	show	VERB
easat-5151	281	5	limited	limited	ADJ
easat-5151	281	6	adoption	adoption	NOUN
easat-5151	281	7	of	of	ADP
easat-5151	281	8	strategic	strategic	ADJ
easat-5151	281	9	practices	practice	NOUN
easat-5151	281	10	,	,	PUNCT
easat-5151	281	11	the	the	DET
easat-5151	281	12	success	success	NOUN
easat-5151	281	13	of	of	ADP
easat-5151	281	14	its	its	PRON
easat-5151	281	15	leading	lead	VERB
easat-5151	281	16	147	147	NUM
easat-5151	281	17	edelweiss	edelweiss	PROPN
easat-5151	281	18	applied	apply	VERB
easat-5151	281	19	science	science	NOUN
easat-5151	281	20	and	and	CCONJ
easat-5151	281	21	technology	technology	NOUN
easat-5151	281	22	issn	issn	PROPN
easat-5151	281	23	:	:	PUNCT
easat-5151	281	24	2576	2576	NUM
easat-5151	281	25	-	-	SYM
easat-5151	281	26	8484	8484	NUM
easat-5151	281	27	vol	vol	NOUN
easat-5151	281	28	.	.	PROPN
easat-5151	282	1	9	9	NUM
easat-5151	282	2	,	,	PUNCT
easat-5151	282	3	no	no	INTJ
easat-5151	282	4	.	.	NOUN
easat-5151	283	1	3	3	NUM
easat-5151	283	2	:	:	SYM
easat-5151	283	3	137	137	NUM
easat-5151	283	4	-	-	SYM
easat-5151	283	5	150	150	NUM
easat-5151	283	6	,	,	PUNCT
easat-5151	283	7	2025	2025	NUM
easat-5151	283	8	doi	doi	NOUN
easat-5151	283	9	:	:	PUNCT
easat-5151	283	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	283	11	©	©	PROPN
easat-5151	283	12	2025	2025	NUM
easat-5151	283	13	by	by	ADP
easat-5151	283	14	the	the	DET
easat-5151	283	15	authors	author	NOUN
easat-5151	283	16	;	;	PUNCT
easat-5151	283	17	licensee	licensee	PROPN
easat-5151	283	18	learning	learn	VERB
easat-5151	283	19	gate	gate	NOUN
easat-5151	283	20	companies	company	NOUN
easat-5151	283	21	can	can	AUX
easat-5151	283	22	be	be	AUX
easat-5151	283	23	attributed	attribute	VERB
easat-5151	283	24	to	to	ADP
easat-5151	283	25	innovations	innovation	NOUN
easat-5151	283	26	in	in	ADP
easat-5151	283	27	product	product	NOUN
easat-5151	283	28	offerings	offering	NOUN
easat-5151	283	29	,	,	PUNCT
easat-5151	283	30	coupled	couple	VERB
easat-5151	283	31	with	with	ADP
easat-5151	283	32	remote	remote	ADJ
easat-5151	283	33	commerce	commerce	NOUN
easat-5151	283	34	initiatives	initiative	NOUN
easat-5151	283	35	.	.	PUNCT
easat-5151	284	1	these	these	DET
easat-5151	284	2	approaches	approach	NOUN
easat-5151	284	3	,	,	PUNCT
easat-5151	284	4	alongside	alongside	ADP
easat-5151	284	5	digitalization	digitalization	NOUN
easat-5151	284	6	and	and	CCONJ
easat-5151	284	7	product	product	NOUN
easat-5151	284	8	development	development	NOUN
easat-5151	284	9	,	,	PUNCT
easat-5151	284	10	emerge	emerge	VERB
easat-5151	284	11	as	as	ADP
easat-5151	284	12	fundamental	fundamental	ADJ
easat-5151	284	13	drivers	driver	NOUN
easat-5151	284	14	of	of	ADP
easat-5151	284	15	resilience	resilience	NOUN
easat-5151	284	16	and	and	CCONJ
easat-5151	284	17	operational	operational	ADJ
easat-5151	284	18	effectiveness	effectiveness	NOUN
easat-5151	284	19	.	.	PUNCT
easat-5151	285	1	companies	company	NOUN
easat-5151	285	2	that	that	PRON
easat-5151	285	3	have	have	VERB
easat-5151	285	4	yet	yet	ADV
easat-5151	285	5	to	to	PART
easat-5151	285	6	adopt	adopt	VERB
easat-5151	285	7	these	these	DET
easat-5151	285	8	strategies	strategy	NOUN
easat-5151	285	9	should	should	AUX
easat-5151	285	10	prioritize	prioritize	VERB
easat-5151	285	11	them	they	PRON
easat-5151	285	12	to	to	PART
easat-5151	285	13	improve	improve	VERB
easat-5151	285	14	their	their	PRON
easat-5151	285	15	competitiveness	competitiveness	NOUN
easat-5151	285	16	and	and	CCONJ
easat-5151	285	17	performance	performance	NOUN
easat-5151	285	18	,	,	PUNCT
easat-5151	285	19	particularly	particularly	ADV
easat-5151	285	20	in	in	ADP
easat-5151	285	21	the	the	DET
easat-5151	285	22	face	face	NOUN
easat-5151	285	23	of	of	ADP
easat-5151	285	24	future	future	ADJ
easat-5151	285	25	disruptions	disruption	NOUN
easat-5151	285	26	.	.	PUNCT
easat-5151	286	1	6	6	X
easat-5151	286	2	.	.	X
easat-5151	286	3	conclusion	conclusion	NOUN
easat-5151	286	4	this	this	DET
easat-5151	286	5	research	research	NOUN
easat-5151	286	6	delves	delf	NOUN
easat-5151	286	7	into	into	ADP
easat-5151	286	8	the	the	DET
easat-5151	286	9	sales	sale	NOUN
easat-5151	286	10	performance	performance	NOUN
easat-5151	286	11	of	of	ADP
easat-5151	286	12	moroccan	moroccan	ADJ
easat-5151	286	13	companies	company	NOUN
easat-5151	286	14	over	over	ADP
easat-5151	286	15	a	a	DET
easat-5151	286	16	timeline	timeline	NOUN
easat-5151	286	17	that	that	PRON
easat-5151	286	18	transcends	transcend	VERB
easat-5151	286	19	the	the	DET
easat-5151	286	20	covid-19	covid-19	PROPN
easat-5151	286	21	pandemic	pandemic	NOUN
easat-5151	286	22	,	,	PUNCT
easat-5151	286	23	aiming	aim	VERB
easat-5151	286	24	to	to	PART
easat-5151	286	25	dissect	dissect	VERB
easat-5151	286	26	sales	sale	NOUN
easat-5151	286	27	patterns	pattern	NOUN
easat-5151	286	28	and	and	CCONJ
easat-5151	286	29	illuminate	illuminate	VERB
easat-5151	286	30	the	the	DET
easat-5151	286	31	distinctive	distinctive	ADJ
easat-5151	286	32	traits	trait	NOUN
easat-5151	286	33	of	of	ADP
easat-5151	286	34	each	each	DET
easat-5151	286	35	cluster	cluster	NOUN
easat-5151	286	36	.	.	PUNCT
easat-5151	287	1	the	the	DET
easat-5151	287	2	ultimate	ultimate	ADJ
easat-5151	287	3	ambition	ambition	NOUN
easat-5151	287	4	is	be	AUX
easat-5151	287	5	to	to	PART
easat-5151	287	6	refine	refine	VERB
easat-5151	287	7	decision	decision	NOUN
easat-5151	287	8	-	-	PUNCT
easat-5151	287	9	making	make	VERB
easat-5151	287	10	frameworks	framework	NOUN
easat-5151	287	11	and	and	CCONJ
easat-5151	287	12	craft	craft	VERB
easat-5151	287	13	impactful	impactful	ADJ
easat-5151	287	14	strategies	strategy	NOUN
easat-5151	287	15	for	for	ADP
easat-5151	287	16	nurturing	nurture	VERB
easat-5151	287	17	an	an	DET
easat-5151	287	18	economy	economy	NOUN
easat-5151	287	19	better	well	ADV
easat-5151	287	20	equipped	equip	VERB
easat-5151	287	21	to	to	PART
easat-5151	287	22	withstand	withstand	VERB
easat-5151	287	23	global	global	ADJ
easat-5151	287	24	pandemics	pandemic	NOUN
easat-5151	287	25	or	or	CCONJ
easat-5151	287	26	external	external	ADJ
easat-5151	287	27	shocks	shock	NOUN
easat-5151	287	28	.	.	PUNCT
easat-5151	288	1	the	the	DET
easat-5151	288	2	outcomes	outcome	NOUN
easat-5151	288	3	underscore	underscore	VERB
easat-5151	288	4	the	the	DET
easat-5151	288	5	pivotal	pivotal	ADJ
easat-5151	288	6	role	role	NOUN
easat-5151	288	7	of	of	ADP
easat-5151	288	8	clustering	cluster	VERB
easat-5151	288	9	in	in	ADP
easat-5151	288	10	extracting	extract	VERB
easat-5151	288	11	latent	latent	NOUN
easat-5151	288	12	insights	insight	NOUN
easat-5151	288	13	from	from	ADP
easat-5151	288	14	expansive	expansive	ADJ
easat-5151	288	15	datasets	dataset	NOUN
easat-5151	288	16	.	.	PUNCT
easat-5151	289	1	by	by	ADP
easat-5151	289	2	grouping	group	VERB
easat-5151	289	3	elements	element	NOUN
easat-5151	289	4	with	with	ADP
easat-5151	289	5	analogous	analogous	ADJ
easat-5151	289	6	features	feature	NOUN
easat-5151	289	7	,	,	PUNCT
easat-5151	289	8	this	this	DET
easat-5151	289	9	technique	technique	NOUN
easat-5151	289	10	paves	pave	VERB
easat-5151	289	11	the	the	DET
easat-5151	289	12	way	way	NOUN
easat-5151	289	13	for	for	ADP
easat-5151	289	14	a	a	DET
easat-5151	289	15	more	more	ADV
easat-5151	289	16	nuanced	nuanced	ADJ
easat-5151	289	17	analysis	analysis	NOUN
easat-5151	289	18	while	while	SCONJ
easat-5151	289	19	unravelling	unravel	VERB
easat-5151	289	20	the	the	DET
easat-5151	289	21	complexities	complexity	NOUN
easat-5151	289	22	of	of	ADP
easat-5151	289	23	intricate	intricate	ADJ
easat-5151	289	24	data	datum	NOUN
easat-5151	289	25	structures	structure	NOUN
easat-5151	289	26	.	.	PUNCT
easat-5151	290	1	beyond	beyond	ADP
easat-5151	290	2	that	that	PRON
easat-5151	290	3	,	,	PUNCT
easat-5151	290	4	the	the	DET
easat-5151	290	5	normalization	normalization	NOUN
easat-5151	290	6	process	process	NOUN
easat-5151	290	7	proves	prove	VERB
easat-5151	290	8	indispensable	indispensable	ADJ
easat-5151	290	9	,	,	PUNCT
easat-5151	290	10	as	as	SCONJ
easat-5151	290	11	it	it	PRON
easat-5151	290	12	ensures	ensure	VERB
easat-5151	290	13	that	that	SCONJ
easat-5151	290	14	variables	variable	NOUN
easat-5151	290	15	are	be	AUX
easat-5151	290	16	assessed	assess	VERB
easat-5151	290	17	on	on	ADP
easat-5151	290	18	an	an	DET
easat-5151	290	19	equal	equal	ADJ
easat-5151	290	20	footing	footing	NOUN
easat-5151	290	21	.	.	PUNCT
easat-5151	291	1	this	this	DET
easat-5151	291	2	approach	approach	NOUN
easat-5151	291	3	facilitates	facilitate	VERB
easat-5151	291	4	the	the	DET
easat-5151	291	5	ranking	ranking	NOUN
easat-5151	291	6	of	of	ADP
easat-5151	291	7	companies	company	NOUN
easat-5151	291	8	ranging	range	VERB
easat-5151	291	9	from	from	ADP
easat-5151	291	10	those	those	PRON
easat-5151	291	11	with	with	ADP
easat-5151	291	12	the	the	DET
easat-5151	291	13	weakest	weak	ADJ
easat-5151	291	14	performance	performance	NOUN
easat-5151	291	15	to	to	ADP
easat-5151	291	16	those	those	PRON
easat-5151	291	17	with	with	ADP
easat-5151	291	18	the	the	DET
easat-5151	291	19	most	most	ADV
easat-5151	291	20	robust	robust	ADJ
easat-5151	291	21	performance	performance	NOUN
easat-5151	291	22	,	,	PUNCT
easat-5151	291	23	thus	thus	ADV
easat-5151	291	24	providing	provide	VERB
easat-5151	291	25	an	an	DET
easat-5151	291	26	unclouded	unclouded	ADJ
easat-5151	291	27	perspective	perspective	NOUN
easat-5151	291	28	on	on	ADP
easat-5151	291	29	their	their	PRON
easat-5151	291	30	relative	relative	ADJ
easat-5151	291	31	standing	standing	NOUN
easat-5151	291	32	.	.	PUNCT
easat-5151	292	1	the	the	DET
easat-5151	292	2	scoring	scoring	NOUN
easat-5151	292	3	methodology	methodology	NOUN
easat-5151	292	4	,	,	PUNCT
easat-5151	292	5	forged	forge	VERB
easat-5151	292	6	in	in	ADP
easat-5151	292	7	a	a	DET
easat-5151	292	8	context	context	NOUN
easat-5151	292	9	laden	laden	ADJ
easat-5151	292	10	with	with	ADP
easat-5151	292	11	critical	critical	ADJ
easat-5151	292	12	challenges	challenge	NOUN
easat-5151	292	13	,	,	PUNCT
easat-5151	292	14	integrates	integrate	NOUN
easat-5151	292	15	variables	variable	NOUN
easat-5151	292	16	that	that	PRON
easat-5151	292	17	may	may	AUX
easat-5151	292	18	either	either	CCONJ
easat-5151	292	19	fortify	fortify	VERB
easat-5151	292	20	or	or	CCONJ
easat-5151	292	21	destabilize	destabilize	VERB
easat-5151	292	22	the	the	DET
easat-5151	292	23	market	market	NOUN
easat-5151	292	24	environment	environment	NOUN
easat-5151	292	25	.	.	PUNCT
easat-5151	293	1	this	this	PRON
easat-5151	293	2	has	have	AUX
easat-5151	293	3	yielded	yield	VERB
easat-5151	293	4	a	a	DET
easat-5151	293	5	framework	framework	NOUN
easat-5151	293	6	of	of	ADP
easat-5151	293	7	exceptional	exceptional	ADJ
easat-5151	293	8	utility	utility	NOUN
easat-5151	293	9	,	,	PUNCT
easat-5151	293	10	one	one	NUM
easat-5151	293	11	poised	poise	VERB
easat-5151	293	12	to	to	PART
easat-5151	293	13	act	act	VERB
easat-5151	293	14	as	as	ADP
easat-5151	293	15	a	a	DET
easat-5151	293	16	blueprint	blueprint	NOUN
easat-5151	293	17	for	for	ADP
easat-5151	293	18	evaluating	evaluate	VERB
easat-5151	293	19	sales	sale	NOUN
easat-5151	293	20	performance	performance	NOUN
easat-5151	293	21	amid	amid	ADP
easat-5151	293	22	similar	similar	ADJ
easat-5151	293	23	market	market	NOUN
easat-5151	293	24	upheavals	upheaval	NOUN
easat-5151	293	25	.	.	PUNCT
easat-5151	294	1	extending	extend	VERB
easat-5151	294	2	this	this	DET
easat-5151	294	3	model	model	NOUN
easat-5151	294	4	to	to	ADP
easat-5151	294	5	other	other	ADJ
easat-5151	294	6	nations	nation	NOUN
easat-5151	294	7	would	would	AUX
easat-5151	294	8	serve	serve	VERB
easat-5151	294	9	not	not	PART
easat-5151	294	10	only	only	ADV
easat-5151	294	11	to	to	PART
easat-5151	294	12	test	test	VERB
easat-5151	294	13	its	its	PRON
easat-5151	294	14	versatility	versatility	NOUN
easat-5151	294	15	but	but	CCONJ
easat-5151	294	16	also	also	ADV
easat-5151	294	17	to	to	PART
easat-5151	294	18	establish	establish	VERB
easat-5151	294	19	it	it	PRON
easat-5151	294	20	as	as	ADP
easat-5151	294	21	a	a	DET
easat-5151	294	22	universal	universal	ADJ
easat-5151	294	23	tool	tool	NOUN
easat-5151	294	24	for	for	ADP
easat-5151	294	25	refining	refine	VERB
easat-5151	294	26	sales	sale	NOUN
easat-5151	294	27	strategies	strategy	NOUN
easat-5151	294	28	across	across	ADP
easat-5151	294	29	diverse	diverse	ADJ
easat-5151	294	30	markets	market	NOUN
easat-5151	294	31	.	.	PUNCT
easat-5151	295	1	the	the	DET
easat-5151	295	2	study	study	NOUN
easat-5151	295	3	’s	’s	PART
easat-5151	295	4	contributions	contribution	NOUN
easat-5151	295	5	manifest	manifest	NOUN
easat-5151	295	6	in	in	ADP
easat-5151	295	7	two	two	NUM
easat-5151	295	8	significant	significant	ADJ
easat-5151	295	9	dimensions	dimension	NOUN
easat-5151	295	10	:	:	PUNCT
easat-5151	296	1	1	1	X
easat-5151	296	2	.	.	X
easat-5151	296	3	it	it	PRON
easat-5151	296	4	highlights	highlight	VERB
easat-5151	296	5	the	the	DET
easat-5151	296	6	theoretical	theoretical	ADJ
easat-5151	296	7	underpinnings	underpinning	NOUN
easat-5151	296	8	of	of	ADP
easat-5151	296	9	the	the	DET
easat-5151	296	10	total	total	ADJ
easat-5151	296	11	lockdown	lockdown	NOUN
easat-5151	296	12	phase	phase	NOUN
easat-5151	296	13	that	that	PRON
easat-5151	296	14	ensued	ensue	VERB
easat-5151	296	15	from	from	ADP
easat-5151	296	16	the	the	DET
easat-5151	296	17	covid-19	covid-19	PROPN
easat-5151	296	18	outbreak	outbreak	NOUN
easat-5151	296	19	,	,	PUNCT
easat-5151	296	20	in	in	ADP
easat-5151	296	21	tandem	tandem	NOUN
easat-5151	296	22	with	with	ADP
easat-5151	296	23	a	a	DET
easat-5151	296	24	cluster	cluster	NOUN
easat-5151	296	25	analysis	analysis	NOUN
easat-5151	296	26	methodology	methodology	NOUN
easat-5151	296	27	,	,	PUNCT
easat-5151	296	28	normalization	normalization	NOUN
easat-5151	296	29	strategies	strategy	NOUN
easat-5151	296	30	,	,	PUNCT
easat-5151	296	31	and	and	CCONJ
easat-5151	296	32	measures	measure	NOUN
easat-5151	296	33	employed	employ	VERB
easat-5151	296	34	to	to	PART
easat-5151	296	35	maintain	maintain	VERB
easat-5151	296	36	business	business	NOUN
easat-5151	296	37	continuity	continuity	NOUN
easat-5151	296	38	during	during	ADP
easat-5151	296	39	turbulent	turbulent	ADJ
easat-5151	296	40	times	time	NOUN
easat-5151	296	41	.	.	PUNCT
easat-5151	297	1	2	2	X
easat-5151	297	2	.	.	X
easat-5151	297	3	it	it	PRON
easat-5151	297	4	presents	present	VERB
easat-5151	297	5	an	an	DET
easat-5151	297	6	innovative	innovative	ADJ
easat-5151	297	7	perspective	perspective	NOUN
easat-5151	297	8	for	for	ADP
easat-5151	297	9	regulators	regulator	NOUN
easat-5151	297	10	and	and	CCONJ
easat-5151	297	11	policymakers	policymaker	NOUN
easat-5151	297	12	,	,	PUNCT
easat-5151	297	13	offering	offer	VERB
easat-5151	297	14	a	a	DET
easat-5151	297	15	roadmap	roadmap	NOUN
easat-5151	297	16	for	for	ADP
easat-5151	297	17	crafting	craft	VERB
easat-5151	297	18	targeted	target	VERB
easat-5151	297	19	interventions	intervention	NOUN
easat-5151	297	20	to	to	PART
easat-5151	297	21	support	support	VERB
easat-5151	297	22	companies	company	NOUN
easat-5151	297	23	in	in	ADP
easat-5151	297	24	the	the	DET
easat-5151	297	25	face	face	NOUN
easat-5151	297	26	of	of	ADP
easat-5151	297	27	severe	severe	ADJ
easat-5151	297	28	economic	economic	ADJ
easat-5151	297	29	stagnation	stagnation	NOUN
easat-5151	297	30	.	.	PUNCT
easat-5151	298	1	to	to	PART
easat-5151	298	2	conclude	conclude	VERB
easat-5151	298	3	,	,	PUNCT
easat-5151	298	4	this	this	DET
easat-5151	298	5	research	research	NOUN
easat-5151	298	6	stands	stand	VERB
easat-5151	298	7	as	as	ADP
easat-5151	298	8	a	a	DET
easat-5151	298	9	compass	compass	NOUN
easat-5151	298	10	for	for	ADP
easat-5151	298	11	organizations	organization	NOUN
easat-5151	298	12	striving	strive	VERB
easat-5151	298	13	to	to	ADP
easat-5151	298	14	fine	fine	ADJ
easat-5151	298	15	-	-	PUNCT
easat-5151	298	16	tune	tune	NOUN
easat-5151	298	17	their	their	PRON
easat-5151	298	18	sales	sale	NOUN
easat-5151	298	19	approaches	approach	NOUN
easat-5151	298	20	,	,	PUNCT
easat-5151	298	21	fortify	fortify	VERB
easat-5151	298	22	financial	financial	ADJ
easat-5151	298	23	resilience	resilience	NOUN
easat-5151	298	24	,	,	PUNCT
easat-5151	298	25	and	and	CCONJ
easat-5151	298	26	cultivate	cultivate	VERB
easat-5151	298	27	sustainable	sustainable	ADJ
easat-5151	298	28	growth	growth	NOUN
easat-5151	298	29	,	,	PUNCT
easat-5151	298	30	even	even	ADV
easat-5151	298	31	amidst	amidst	ADP
easat-5151	298	32	uncertain	uncertain	ADJ
easat-5151	298	33	and	and	CCONJ
easat-5151	298	34	unpredictable	unpredictable	ADJ
easat-5151	298	35	circumstances	circumstance	NOUN
easat-5151	298	36	.	.	PUNCT
easat-5151	299	1	abbreviations	abbreviation	NOUN
easat-5151	299	2	the	the	DET
easat-5151	299	3	following	follow	VERB
easat-5151	299	4	abbreviations	abbreviation	NOUN
easat-5151	299	5	are	be	AUX
easat-5151	299	6	used	use	VERB
easat-5151	299	7	in	in	ADP
easat-5151	299	8	this	this	DET
easat-5151	299	9	manuscript	manuscript	NOUN
easat-5151	299	10	:	:	PUNCT
easat-5151	299	11	smes	sme	NOUN
easat-5151	299	12	small	small	ADJ
easat-5151	299	13	and	and	CCONJ
easat-5151	299	14	medium	medium	ADJ
easat-5151	299	15	-	-	PUNCT
easat-5151	299	16	sized	sized	ADJ
easat-5151	299	17	enterprises	enterprise	NOUN
easat-5151	299	18	dbscan	dbscan	VERB
easat-5151	299	19	density	density	NOUN
easat-5151	299	20	-	-	PUNCT
easat-5151	299	21	based	base	VERB
easat-5151	299	22	spatial	spatial	ADJ
easat-5151	299	23	clustering	clustering	NOUN
easat-5151	299	24	of	of	ADP
easat-5151	299	25	applications	application	NOUN
easat-5151	299	26	with	with	ADP
easat-5151	299	27	noise	noise	NOUN
easat-5151	299	28	arima	arima	PROPN
easat-5151	299	29	autoregressive	autoregressive	ADJ
easat-5151	299	30	integrated	integrated	ADJ
easat-5151	299	31	moving	move	VERB
easat-5151	299	32	average	average	ADJ
easat-5151	299	33	u.s	u.s	PROPN
easat-5151	299	34	.	.	PROPN
easat-5151	299	35	united	united	PROPN
easat-5151	299	36	states	states	PROPN
easat-5151	299	37	rfm	rfm	PROPN
easat-5151	299	38	recency	recency	NOUN
easat-5151	299	39	,	,	PUNCT
easat-5151	299	40	frequency	frequency	NOUN
easat-5151	299	41	,	,	PUNCT
easat-5151	299	42	monetary	monetary	ADJ
easat-5151	299	43	llm	llm	PROPN
easat-5151	299	44	large	large	ADJ
easat-5151	299	45	language	language	NOUN
easat-5151	299	46	model	model	NOUN
easat-5151	299	47	dice	dice	NOUN
easat-5151	299	48	diversity	diversity	NOUN
easat-5151	299	49	,	,	PUNCT
easat-5151	299	50	inclusion	inclusion	NOUN
easat-5151	299	51	,	,	PUNCT
easat-5151	299	52	cohesion	cohesion	NOUN
easat-5151	299	53	,	,	PUNCT
easat-5151	299	54	and	and	CCONJ
easat-5151	299	55	equity	equity	NOUN
easat-5151	299	56	it	it	PRON
easat-5151	299	57	information	information	NOUN
easat-5151	299	58	technology	technology	NOUN
easat-5151	299	59	148	148	NUM
easat-5151	299	60	edelweiss	edelweiss	PROPN
easat-5151	299	61	applied	apply	VERB
easat-5151	299	62	science	science	NOUN
easat-5151	299	63	and	and	CCONJ
easat-5151	299	64	technology	technology	NOUN
easat-5151	299	65	issn	issn	PROPN
easat-5151	299	66	:	:	PUNCT
easat-5151	299	67	2576	2576	NUM
easat-5151	299	68	-	-	SYM
easat-5151	299	69	8484	8484	NUM
easat-5151	299	70	vol	vol	NOUN
easat-5151	299	71	.	.	PROPN
easat-5151	300	1	9	9	NUM
easat-5151	300	2	,	,	PUNCT
easat-5151	300	3	no	no	INTJ
easat-5151	300	4	.	.	NOUN
easat-5151	301	1	3	3	NUM
easat-5151	301	2	:	:	SYM
easat-5151	301	3	137	137	NUM
easat-5151	301	4	-	-	SYM
easat-5151	301	5	150	150	NUM
easat-5151	301	6	,	,	PUNCT
easat-5151	301	7	2025	2025	NUM
easat-5151	301	8	doi	doi	NOUN
easat-5151	301	9	:	:	PUNCT
easat-5151	301	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	301	11	©	©	PROPN
easat-5151	301	12	2025	2025	NUM
easat-5151	301	13	by	by	ADP
easat-5151	301	14	the	the	DET
easat-5151	301	15	authors	author	NOUN
easat-5151	301	16	;	;	PUNCT
easat-5151	301	17	licensee	licensee	PROPN
easat-5151	301	18	learning	learn	VERB
easat-5151	301	19	gate	gate	NOUN
easat-5151	301	20	references	reference	NOUN
easat-5151	301	21	[	[	X
easat-5151	301	22	1	1	NUM
easat-5151	301	23	]	]	PUNCT
easat-5151	301	24	m.	m.	NOUN
easat-5151	301	25	halkidi	halkidi	PROPN
easat-5151	301	26	,	,	PUNCT
easat-5151	301	27	y.	y.	PROPN
easat-5151	301	28	batistakis	batistakis	PROPN
easat-5151	301	29	,	,	PUNCT
easat-5151	301	30	and	and	CCONJ
easat-5151	301	31	m.	m.	NOUN
easat-5151	301	32	vazirgiannis	vazirgiannis	PROPN
easat-5151	301	33	,	,	PUNCT
easat-5151	301	34	"	"	PUNCT
easat-5151	301	35	on	on	ADP
easat-5151	301	36	clustering	cluster	VERB
easat-5151	301	37	validation	validation	NOUN
easat-5151	301	38	techniques	technique	NOUN
easat-5151	301	39	,	,	PUNCT
easat-5151	301	40	"	"	PUNCT
easat-5151	301	41	journal	journal	NOUN
easat-5151	301	42	of	of	ADP
easat-5151	301	43	intelligent	intelligent	ADJ
easat-5151	301	44	information	information	NOUN
easat-5151	301	45	systems	system	NOUN
easat-5151	301	46	,	,	PUNCT
easat-5151	301	47	vol	vol	NOUN
easat-5151	301	48	.	.	PROPN
easat-5151	301	49	17	17	NUM
easat-5151	301	50	,	,	PUNCT
easat-5151	301	51	pp	pp	ADJ
easat-5151	301	52	.	.	PUNCT
easat-5151	302	1	107	107	NUM
easat-5151	302	2	-	-	SYM
easat-5151	302	3	145	145	NUM
easat-5151	302	4	,	,	PUNCT
easat-5151	302	5	2001	2001	NUM
easat-5151	302	6	.	.	PUNCT
easat-5151	303	1	https://doi.org/10.1023/a:1012801612483	https://doi.org/10.1023/a:1012801612483	NOUN
easat-5151	303	2	[	[	X
easat-5151	303	3	2	2	NUM
easat-5151	303	4	]	]	X
easat-5151	303	5	n.	n.	NOUN
easat-5151	303	6	dardac	dardac	PROPN
easat-5151	303	7	and	and	CCONJ
easat-5151	303	8	i.	i.	PROPN
easat-5151	303	9	a.	a.	PROPN
easat-5151	303	10	boitan	boitan	PROPN
easat-5151	303	11	,	,	PUNCT
easat-5151	303	12	"	"	PUNCT
easat-5151	303	13	cluster	cluster	NOUN
easat-5151	303	14	analysis	analysis	NOUN
easat-5151	303	15	approach	approach	NOUN
easat-5151	303	16	for	for	ADP
easat-5151	303	17	banks	bank	NOUN
easat-5151	303	18	’	’	PART
easat-5151	303	19	risk	risk	NOUN
easat-5151	303	20	profile	profile	NOUN
easat-5151	303	21	:	:	PUNCT
easat-5151	303	22	the	the	DET
easat-5151	303	23	romanian	romanian	ADJ
easat-5151	303	24	evidence	evidence	NOUN
easat-5151	303	25	,	,	PUNCT
easat-5151	303	26	"	"	PUNCT
easat-5151	303	27	european	european	ADJ
easat-5151	303	28	research	research	NOUN
easat-5151	303	29	studies	study	NOUN
easat-5151	303	30	,	,	PUNCT
easat-5151	303	31	vol	vol	NOUN
easat-5151	303	32	.	.	PROPN
easat-5151	303	33	12	12	NUM
easat-5151	303	34	,	,	PUNCT
easat-5151	303	35	no	no	INTJ
easat-5151	303	36	.	.	NOUN
easat-5151	303	37	1	1	NUM
easat-5151	303	38	,	,	PUNCT
easat-5151	303	39	pp	pp	ADJ
easat-5151	303	40	.	.	PUNCT
easat-5151	304	1	109–118	109–118	NUM
easat-5151	304	2	,	,	PUNCT
easat-5151	304	3	2009	2009	NUM
easat-5151	304	4	.	.	PUNCT
easat-5151	305	1	[	[	X
easat-5151	305	2	3	3	X
easat-5151	305	3	]	]	X
easat-5151	305	4	b.	b.	PROPN
easat-5151	305	5	othman	othman	PROPN
easat-5151	305	6	,	,	PUNCT
easat-5151	305	7	r.	r.	PROPN
easat-5151	305	8	driss	driss	PROPN
easat-5151	305	9	,	,	PUNCT
easat-5151	305	10	and	and	CCONJ
easat-5151	305	11	h.	h.	PROPN
easat-5151	305	12	malika	malika	PROPN
easat-5151	305	13	,	,	PUNCT
easat-5151	305	14	"	"	PUNCT
easat-5151	305	15	digital	digital	ADJ
easat-5151	305	16	solutions	solution	NOUN
easat-5151	305	17	and	and	CCONJ
easat-5151	305	18	moroccan	moroccan	ADJ
easat-5151	305	19	companies	company	NOUN
easat-5151	305	20	during	during	ADP
easat-5151	305	21	the	the	DET
easat-5151	305	22	covid-19	covid-19	PROPN
easat-5151	305	23	pandemic	pandemic	NOUN
easat-5151	305	24	,	,	PUNCT
easat-5151	305	25	"	"	PUNCT
easat-5151	305	26	in	in	ADP
easat-5151	305	27	2022	2022	NUM
easat-5151	305	28	14th	14th	ADJ
easat-5151	305	29	international	international	ADJ
easat-5151	305	30	colloquium	colloquium	NOUN
easat-5151	305	31	of	of	ADP
easat-5151	305	32	logistics	logistic	NOUN
easat-5151	305	33	and	and	CCONJ
easat-5151	305	34	supply	supply	NOUN
easat-5151	305	35	chain	chain	NOUN
easat-5151	305	36	management	management	NOUN
easat-5151	305	37	(	(	PUNCT
easat-5151	305	38	logistiqua	logistiqua	NOUN
easat-5151	305	39	)	)	PUNCT
easat-5151	305	40	,	,	PUNCT
easat-5151	305	41	el	el	PROPN
easat-5151	305	42	jadida	jadida	PROPN
easat-5151	305	43	,	,	PUNCT
easat-5151	305	44	morocco	morocco	PROPN
easat-5151	305	45	,	,	PUNCT
easat-5151	305	46	2022	2022	NUM
easat-5151	305	47	,	,	PUNCT
easat-5151	305	48	pp	pp	ADJ
easat-5151	305	49	.	.	PUNCT
easat-5151	306	1	1	1	NUM
easat-5151	306	2	-	-	SYM
easat-5151	306	3	5	5	NUM
easat-5151	306	4	,	,	PUNCT
easat-5151	306	5	doi	doi	NOUN
easat-5151	306	6	:	:	PUNCT
easat-5151	306	7	https://doi.org/10.1109/logistiqua55056.2022.9938069	https://doi.org/10.1109/logistiqua55056.2022.9938069	NOUN
easat-5151	306	8	.	.	PUNCT
easat-5151	307	1	[	[	X
easat-5151	307	2	4	4	X
easat-5151	307	3	]	]	PUNCT
easat-5151	307	4	m.	m.	NOUN
easat-5151	307	5	a.	a.	PROPN
easat-5151	307	6	kumar	kumar	PROPN
easat-5151	307	7	and	and	CCONJ
easat-5151	307	8	d.	d.	PROPN
easat-5151	307	9	n.	n.	PROPN
easat-5151	307	10	ayedee	ayedee	PROPN
easat-5151	307	11	,	,	PUNCT
easat-5151	307	12	"	"	PUNCT
easat-5151	307	13	technology	technology	NOUN
easat-5151	307	14	adoption	adoption	NOUN
easat-5151	307	15	:	:	PUNCT
easat-5151	307	16	a	a	DET
easat-5151	307	17	solution	solution	NOUN
easat-5151	307	18	for	for	ADP
easat-5151	307	19	smes	sme	NOUN
easat-5151	307	20	to	to	PART
easat-5151	307	21	overcome	overcome	VERB
easat-5151	307	22	problems	problem	NOUN
easat-5151	307	23	during	during	ADP
easat-5151	307	24	covid19	covid19	NOUN
easat-5151	307	25	,	,	PUNCT
easat-5151	307	26	"	"	PUNCT
easat-5151	307	27	forthcoming	forthcoming	ADJ
easat-5151	307	28	,	,	PUNCT
easat-5151	307	29	academy	academy	NOUN
easat-5151	307	30	of	of	ADP
easat-5151	307	31	marketing	marketing	NOUN
easat-5151	307	32	studies	study	NOUN
easat-5151	307	33	journal	journal	NOUN
easat-5151	307	34	,	,	PUNCT
easat-5151	307	35	vol	vol	NOUN
easat-5151	307	36	.	.	PROPN
easat-5151	307	37	25	25	NUM
easat-5151	307	38	,	,	PUNCT
easat-5151	307	39	no	no	INTJ
easat-5151	307	40	.	.	NOUN
easat-5151	307	41	1	1	NUM
easat-5151	307	42	,	,	PUNCT
easat-5151	307	43	pp	pp	ADJ
easat-5151	307	44	.	.	PUNCT
easat-5151	308	1	1	1	NUM
easat-5151	308	2	-	-	SYM
easat-5151	308	3	16	16	NUM
easat-5151	308	4	,	,	PUNCT
easat-5151	308	5	2021	2021	NUM
easat-5151	308	6	.	.	PUNCT
easat-5151	309	1	https://doi.org/10.1108/jstpm-05-2020-0080	https://doi.org/10.1108/jstpm-05-2020-0080	X
easat-5151	310	1	[	[	X
easat-5151	310	2	5	5	X
easat-5151	310	3	]	]	PUNCT
easat-5151	310	4	j.	j.	PROPN
easat-5151	310	5	sarkis	sarkis	PROPN
easat-5151	310	6	,	,	PUNCT
easat-5151	310	7	"	"	PUNCT
easat-5151	310	8	supply	supply	NOUN
easat-5151	310	9	chain	chain	NOUN
easat-5151	310	10	sustainability	sustainability	NOUN
easat-5151	310	11	:	:	PUNCT
easat-5151	310	12	learning	learn	VERB
easat-5151	310	13	from	from	ADP
easat-5151	310	14	the	the	DET
easat-5151	310	15	covid-19	covid-19	PROPN
easat-5151	310	16	pandemic	pandemic	NOUN
easat-5151	310	17	,	,	PUNCT
easat-5151	310	18	"	"	PUNCT
easat-5151	310	19	international	international	ADJ
easat-5151	310	20	journal	journal	NOUN
easat-5151	310	21	of	of	ADP
easat-5151	310	22	operations	operation	NOUN
easat-5151	310	23	&	&	CCONJ
easat-5151	310	24	production	production	NOUN
easat-5151	310	25	management	management	NOUN
easat-5151	310	26	,	,	PUNCT
easat-5151	310	27	vol	vol	NOUN
easat-5151	310	28	.	.	PROPN
easat-5151	310	29	41	41	NUM
easat-5151	310	30	,	,	PUNCT
easat-5151	310	31	no	no	INTJ
easat-5151	310	32	.	.	NOUN
easat-5151	310	33	1	1	NUM
easat-5151	310	34	,	,	PUNCT
easat-5151	310	35	pp	pp	ADJ
easat-5151	310	36	.	.	PUNCT
easat-5151	311	1	63	63	NUM
easat-5151	311	2	-	-	SYM
easat-5151	311	3	73	73	NUM
easat-5151	311	4	,	,	PUNCT
easat-5151	311	5	2020	2020	NUM
easat-5151	311	6	.	.	PUNCT
easat-5151	312	1	https://doi.org/10.1108/ijopm-08-2020-0568	https://doi.org/10.1108/ijopm-08-2020-0568	ADJ
easat-5151	313	1	[	[	X
easat-5151	313	2	6	6	NUM
easat-5151	313	3	]	]	X
easat-5151	313	4	d.	d.	PROPN
easat-5151	313	5	arthur	arthur	PROPN
easat-5151	313	6	and	and	CCONJ
easat-5151	313	7	s.	s.	PROPN
easat-5151	313	8	vassilvitskii	vassilvitskii	PROPN
easat-5151	313	9	,	,	PUNCT
easat-5151	313	10	"	"	PUNCT
easat-5151	313	11	k	k	NOUN
easat-5151	313	12	-	-	NOUN
easat-5151	313	13	means++	means++	NOUN
easat-5151	313	14	:	:	PUNCT
easat-5151	313	15	the	the	DET
easat-5151	313	16	advantages	advantage	NOUN
easat-5151	313	17	of	of	ADP
easat-5151	313	18	careful	careful	ADJ
easat-5151	313	19	seeding	seeding	NOUN
easat-5151	313	20	,	,	PUNCT
easat-5151	313	21	"	"	PUNCT
easat-5151	313	22	in	in	ADP
easat-5151	313	23	proceedings	proceeding	NOUN
easat-5151	313	24	of	of	ADP
easat-5151	313	25	the	the	DET
easat-5151	313	26	18th	18th	ADJ
easat-5151	313	27	annual	annual	ADJ
easat-5151	313	28	acm	acm	NOUN
easat-5151	313	29	-	-	PUNCT
easat-5151	313	30	siam	siam	NOUN
easat-5151	313	31	symposium	symposium	NOUN
easat-5151	313	32	on	on	ADP
easat-5151	313	33	discrete	discrete	ADJ
easat-5151	313	34	algorithms	algorithm	NOUN
easat-5151	313	35	,	,	PUNCT
easat-5151	313	36	2007	2007	NUM
easat-5151	313	37	,	,	PUNCT
easat-5151	313	38	doi	doi	NOUN
easat-5151	313	39	:	:	PUNCT
easat-5151	313	40	https://doi.org/10.1145/1283383.1283494	https://doi.org/10.1145/1283383.1283494	NOUN
easat-5151	313	41	.	.	PUNCT
easat-5151	314	1	[	[	X
easat-5151	314	2	7	7	X
easat-5151	314	3	]	]	PUNCT
easat-5151	314	4	m.	m.	NOUN
easat-5151	314	5	ester	ester	NOUN
easat-5151	314	6	,	,	PUNCT
easat-5151	314	7	h.-p	h.-p	PROPN
easat-5151	314	8	.	.	PUNCT
easat-5151	314	9	kriegel	kriegel	PROPN
easat-5151	314	10	,	,	PUNCT
easat-5151	314	11	j.	j.	PROPN
easat-5151	314	12	sander	sander	PROPN
easat-5151	314	13	,	,	PUNCT
easat-5151	314	14	and	and	CCONJ
easat-5151	314	15	x.	x.	PROPN
easat-5151	314	16	xu	xu	PROPN
easat-5151	314	17	,	,	PUNCT
easat-5151	314	18	"	"	PUNCT
easat-5151	314	19	a	a	DET
easat-5151	314	20	density	density	NOUN
easat-5151	314	21	-	-	PUNCT
easat-5151	314	22	based	base	VERB
easat-5151	314	23	algorithm	algorithm	NOUN
easat-5151	314	24	for	for	ADP
easat-5151	314	25	discovering	discover	VERB
easat-5151	314	26	clusters	cluster	NOUN
easat-5151	314	27	in	in	ADP
easat-5151	314	28	large	large	ADJ
easat-5151	314	29	spatial	spatial	ADJ
easat-5151	314	30	databases	database	NOUN
easat-5151	314	31	with	with	ADP
easat-5151	314	32	noise	noise	NOUN
easat-5151	314	33	,	,	PUNCT
easat-5151	314	34	"	"	PUNCT
easat-5151	314	35	in	in	ADP
easat-5151	314	36	proceedings	proceeding	NOUN
easat-5151	314	37	of	of	ADP
easat-5151	314	38	the	the	DET
easat-5151	314	39	2nd	2nd	ADJ
easat-5151	314	40	international	international	ADJ
easat-5151	314	41	conference	conference	NOUN
easat-5151	314	42	on	on	ADP
easat-5151	314	43	knowledge	knowledge	NOUN
easat-5151	314	44	discovery	discovery	PROPN
easat-5151	314	45	and	and	CCONJ
easat-5151	314	46	data	datum	NOUN
easat-5151	314	47	mining	mining	NOUN
easat-5151	314	48	,	,	PUNCT
easat-5151	314	49	1996	1996	NUM
easat-5151	314	50	,	,	PUNCT
easat-5151	314	51	doi	doi	NOUN
easat-5151	314	52	:	:	PUNCT
easat-5151	314	53	https://doi.org/10.5555/3001460.3001507	https://doi.org/10.5555/3001460.3001507	NOUN
easat-5151	314	54	.	.	PUNCT
easat-5151	315	1	[	[	X
easat-5151	315	2	8	8	NUM
easat-5151	315	3	]	]	X
easat-5151	315	4	c.	c.	PROPN
easat-5151	315	5	layman	layman	PROPN
easat-5151	315	6	,	,	PUNCT
easat-5151	315	7	"	"	PUNCT
easat-5151	315	8	sales	sale	NOUN
easat-5151	315	9	performance	performance	NOUN
easat-5151	315	10	during	during	ADP
easat-5151	315	11	covid-19	covid-19	PROPN
easat-5151	315	12	,	,	PUNCT
easat-5151	315	13	an	an	DET
easat-5151	315	14	analysis	analysis	NOUN
easat-5151	315	15	for	for	ADP
easat-5151	315	16	microenterprises	microenterprise	NOUN
easat-5151	315	17	in	in	ADP
easat-5151	315	18	the	the	DET
easat-5151	315	19	state	state	NOUN
easat-5151	315	20	of	of	ADP
easat-5151	315	21	querétaro	querétaro	ADJ
easat-5151	315	22	,	,	PUNCT
easat-5151	315	23	"	"	PUNCT
easat-5151	315	24	science	science	NOUN
easat-5151	315	25	forum	forum	PROPN
easat-5151	315	26	journal	journal	PROPN
easat-5151	315	27	,	,	PUNCT
easat-5151	315	28	vol	vol	NOUN
easat-5151	315	29	.	.	PROPN
easat-5151	316	1	3	3	NUM
easat-5151	316	2	,	,	PUNCT
easat-5151	316	3	no	no	INTJ
easat-5151	316	4	.	.	NOUN
easat-5151	316	5	4	4	NUM
easat-5151	316	6	,	,	PUNCT
easat-5151	316	7	pp	pp	ADJ
easat-5151	316	8	.	.	PUNCT
easat-5151	317	1	216–225	216–225	NUM
easat-5151	317	2	,	,	PUNCT
easat-5151	317	3	2022	2022	NUM
easat-5151	317	4	.	.	PUNCT
easat-5151	318	1	https://doi.org/10.46932/sfjdv3n4-016	https://doi.org/10.46932/sfjdv3n4-016	X
easat-5151	319	1	[	[	X
easat-5151	319	2	9	9	NUM
easat-5151	319	3	]	]	PUNCT
easat-5151	319	4	m.	m.	NOUN
easat-5151	319	5	olczyk	olczyk	NOUN
easat-5151	319	6	and	and	CCONJ
easat-5151	319	7	m.	m.	PROPN
easat-5151	319	8	e.	e.	PROPN
easat-5151	319	9	kuc	kuc	PROPN
easat-5151	319	10	-	-	PUNCT
easat-5151	319	11	czarnecka	czarnecka	PROPN
easat-5151	319	12	,	,	PUNCT
easat-5151	319	13	"	"	PUNCT
easat-5151	319	14	determinants	determinant	NOUN
easat-5151	319	15	of	of	ADP
easat-5151	319	16	covid-19	covid-19	PROPN
easat-5151	319	17	impact	impact	NOUN
easat-5151	319	18	on	on	ADP
easat-5151	319	19	the	the	DET
easat-5151	319	20	private	private	ADJ
easat-5151	319	21	sector	sector	NOUN
easat-5151	319	22	:	:	PUNCT
easat-5151	319	23	a	a	DET
easat-5151	319	24	multi	multi	ADJ
easat-5151	319	25	-	-	ADJ
easat-5151	319	26	country	country	ADJ
easat-5151	319	27	analysis	analysis	NOUN
easat-5151	319	28	based	base	VERB
easat-5151	319	29	on	on	ADP
easat-5151	319	30	survey	survey	NOUN
easat-5151	319	31	data	datum	NOUN
easat-5151	319	32	,	,	PUNCT
easat-5151	319	33	"	"	PUNCT
easat-5151	319	34	energies	energy	NOUN
easat-5151	319	35	,	,	PUNCT
easat-5151	319	36	vol	vol	NOUN
easat-5151	319	37	.	.	PROPN
easat-5151	319	38	14	14	NUM
easat-5151	319	39	,	,	PUNCT
easat-5151	319	40	no	no	INTJ
easat-5151	319	41	.	.	NOUN
easat-5151	319	42	14	14	NUM
easat-5151	319	43	,	,	PUNCT
easat-5151	319	44	p.	p.	NOUN
easat-5151	319	45	4155	4155	NUM
easat-5151	319	46	,	,	PUNCT
easat-5151	319	47	2021	2021	NUM
easat-5151	319	48	.	.	PUNCT
easat-5151	320	1	https://doi.org/10.3390/en14144155	https://doi.org/10.3390/en14144155	X
easat-5151	321	1	[	[	X
easat-5151	321	2	10	10	NUM
easat-5151	321	3	]	]	X
easat-5151	321	4	b.	b.	PROPN
easat-5151	321	5	n.	n.	PROPN
easat-5151	321	6	grego	grego	PROPN
easat-5151	321	7	and	and	CCONJ
easat-5151	321	8	b.	b.	PROPN
easat-5151	321	9	c.	c.	PROPN
easat-5151	321	10	scarduelli	scarduelli	PROPN
easat-5151	321	11	pacheco	pacheco	PROPN
easat-5151	321	12	,	,	PUNCT
easat-5151	321	13	"	"	PUNCT
easat-5151	321	14	early	early	ADJ
easat-5151	321	15	impacts	impact	NOUN
easat-5151	321	16	of	of	ADP
easat-5151	321	17	the	the	DET
easat-5151	321	18	covid-19	covid-19	PROPN
easat-5151	321	19	pandemic	pandemic	NOUN
easat-5151	321	20	on	on	ADP
easat-5151	321	21	business	business	NOUN
easat-5151	321	22	sales	sale	NOUN
easat-5151	321	23	,	,	PUNCT
easat-5151	321	24	"	"	PUNCT
easat-5151	321	25	small	small	ADJ
easat-5151	321	26	business	business	NOUN
easat-5151	321	27	economics	economic	NOUN
easat-5151	321	28	,	,	PUNCT
easat-5151	321	29	vol	vol	NOUN
easat-5151	321	30	.	.	PROPN
easat-5151	321	31	57	57	NUM
easat-5151	321	32	,	,	PUNCT
easat-5151	321	33	no	no	INTJ
easat-5151	321	34	.	.	NOUN
easat-5151	321	35	3	3	NUM
easat-5151	321	36	,	,	PUNCT
easat-5151	321	37	pp	pp	ADJ
easat-5151	321	38	.	.	PUNCT
easat-5151	322	1	1443–1460	1443–1460	NUM
easat-5151	322	2	,	,	PUNCT
easat-5151	322	3	2021	2021	NUM
easat-5151	322	4	.	.	PUNCT
easat-5151	323	1	https://doi.org/10.1007/s11187-021-00479-4	https://doi.org/10.1007/s11187-021-00479-4	PROPN
easat-5151	324	1	[	[	X
easat-5151	324	2	11	11	NUM
easat-5151	324	3	]	]	X
easat-5151	324	4	n.	n.	NOUN
easat-5151	324	5	nik	nik	PROPN
easat-5151	324	6	zam	zam	PROPN
easat-5151	324	7	nik	nik	PROPN
easat-5151	324	8	wan	wan	PROPN
easat-5151	324	9	et	et	PROPN
easat-5151	324	10	al	al	PROPN
easat-5151	324	11	.	.	PROPN
easat-5151	324	12	,	,	PUNCT
easat-5151	324	13	"	"	PUNCT
easat-5151	324	14	impact	impact	NOUN
easat-5151	324	15	of	of	ADP
easat-5151	324	16	the	the	DET
easat-5151	324	17	covid-19	covid-19	PROPN
easat-5151	324	18	pandemic	pandemic	NOUN
easat-5151	324	19	on	on	ADP
easat-5151	324	20	retail	retail	ADJ
easat-5151	324	21	sales	sale	NOUN
easat-5151	324	22	of	of	ADP
easat-5151	324	23	health	health	NOUN
easat-5151	324	24	and	and	CCONJ
easat-5151	324	25	personal	personal	ADJ
easat-5151	324	26	care	care	NOUN
easat-5151	324	27	stores	store	NOUN
easat-5151	324	28	in	in	ADP
easat-5151	324	29	the	the	DET
easat-5151	324	30	united	united	PROPN
easat-5151	324	31	states	states	PROPN
easat-5151	324	32	,	,	PUNCT
easat-5151	324	33	"	"	PUNCT
easat-5151	324	34	business	business	NOUN
easat-5151	324	35	and	and	CCONJ
easat-5151	324	36	economics	economic	NOUN
easat-5151	324	37	journal	journal	NOUN
easat-5151	324	38	,	,	PUNCT
easat-5151	324	39	vol	vol	NOUN
easat-5151	324	40	.	.	PROPN
easat-5151	324	41	44	44	NUM
easat-5151	324	42	,	,	PUNCT
easat-5151	324	43	p.	p.	NOUN
easat-5151	324	44	4786	4786	NUM
easat-5151	324	45	,	,	PUNCT
easat-5151	324	46	2023	2023	NUM
easat-5151	324	47	.	.	PUNCT
easat-5151	325	1	https://doi.org/10.54691/bcpbm.v44i.4786	https://doi.org/10.54691/bcpbm.v44i.4786	X
easat-5151	326	1	[	[	X
easat-5151	326	2	12	12	NUM
easat-5151	326	3	]	]	PUNCT
easat-5151	326	4	j.	j.	PROPN
easat-5151	326	5	zhang	zhang	PROPN
easat-5151	326	6	,	,	PUNCT
easat-5151	326	7	"	"	PUNCT
easat-5151	326	8	impact	impact	NOUN
easat-5151	326	9	of	of	ADP
easat-5151	326	10	covid-19	covid-19	PROPN
easat-5151	326	11	on	on	ADP
easat-5151	326	12	us	us	PROPN
easat-5151	326	13	firms	firm	NOUN
easat-5151	326	14	,	,	PUNCT
easat-5151	326	15	"	"	PUNCT
easat-5151	326	16	national	national	ADJ
easat-5151	326	17	bureau	bureau	NOUN
easat-5151	326	18	of	of	ADP
easat-5151	326	19	economic	economic	ADJ
easat-5151	326	20	research	research	NOUN
easat-5151	326	21	working	working	NOUN
easat-5151	326	22	paper	paper	NOUN
easat-5151	326	23	series	series	NOUN
easat-5151	326	24	,	,	PUNCT
easat-5151	326	25	no	no	INTJ
easat-5151	326	26	.	.	NOUN
easat-5151	326	27	28314	28314	NUM
easat-5151	326	28	,	,	PUNCT
easat-5151	326	29	2021	2021	NUM
easat-5151	326	30	.	.	PUNCT
easat-5151	327	1	[	[	X
easat-5151	327	2	13	13	NUM
easat-5151	327	3	]	]	X
easat-5151	327	4	g.	g.	PROPN
easat-5151	327	5	ali	ali	PROPN
easat-5151	327	6	,	,	PUNCT
easat-5151	327	7	a.	a.	PROPN
easat-5151	327	8	khan	khan	PROPN
easat-5151	327	9	,	,	PUNCT
easat-5151	327	10	and	and	CCONJ
easat-5151	327	11	a.	a.	PROPN
easat-5151	327	12	rahat	rahat	PROPN
easat-5151	327	13	,	,	PUNCT
easat-5151	327	14	"	"	PUNCT
easat-5151	327	15	covid-19	covid-19	PROPN
easat-5151	327	16	pandemic	pandemic	NOUN
easat-5151	327	17	's	's	PART
easat-5151	327	18	impact	impact	NOUN
easat-5151	327	19	on	on	ADP
easat-5151	327	20	financial	financial	ADJ
easat-5151	327	21	performance	performance	NOUN
easat-5151	327	22	and	and	CCONJ
easat-5151	327	23	market	market	NOUN
easat-5151	327	24	performance	performance	NOUN
easat-5151	327	25	in	in	ADP
easat-5151	327	26	nine	nine	NUM
easat-5151	327	27	indonesian	indonesian	ADJ
easat-5151	327	28	business	business	NOUN
easat-5151	327	29	sectors	sector	NOUN
easat-5151	327	30	,	,	PUNCT
easat-5151	327	31	"	"	PUNCT
easat-5151	327	32	journal	journal	NOUN
easat-5151	327	33	of	of	ADP
easat-5151	327	34	economics	economic	NOUN
easat-5151	327	35	,	,	PUNCT
easat-5151	327	36	finance	finance	NOUN
easat-5151	327	37	and	and	CCONJ
easat-5151	327	38	management	management	NOUN
easat-5151	327	39	studies	study	NOUN
easat-5151	327	40	,	,	PUNCT
easat-5151	327	41	vol	vol	NOUN
easat-5151	327	42	.	.	PROPN
easat-5151	327	43	6	6	NUM
easat-5151	327	44	,	,	PUNCT
easat-5151	327	45	no	no	INTJ
easat-5151	327	46	.	.	NOUN
easat-5151	327	47	1	1	NUM
easat-5151	327	48	,	,	PUNCT
easat-5151	327	49	p.	p.	NOUN
easat-5151	327	50	43	43	NUM
easat-5151	327	51	,	,	PUNCT
easat-5151	327	52	2023	2023	NUM
easat-5151	327	53	.	.	PUNCT
easat-5151	327	54	https://doi.org/10.47191/jefms/v6-i1-43	https://doi.org/10.47191/jefms/v6-i1-43	X
easat-5151	328	1	[	[	X
easat-5151	328	2	14	14	NUM
easat-5151	328	3	]	]	X
easat-5151	328	4	b.	b.	PROPN
easat-5151	328	5	boyko	boyko	PROPN
easat-5151	328	6	and	and	CCONJ
easat-5151	328	7	i.	i.	PROPN
easat-5151	328	8	protsik	protsik	NOUN
easat-5151	328	9	,	,	PUNCT
easat-5151	328	10	"	"	PUNCT
easat-5151	328	11	use	use	NOUN
easat-5151	328	12	of	of	ADP
easat-5151	328	13	clusterization	clusterization	NOUN
easat-5151	328	14	algorithms	algorithm	NOUN
easat-5151	328	15	for	for	ADP
easat-5151	328	16	segmentation	segmentation	NOUN
easat-5151	328	17	of	of	ADP
easat-5151	328	18	the	the	DET
easat-5151	328	19	company	company	NOUN
easat-5151	328	20	's	's	PART
easat-5151	328	21	personnel	personnel	NOUN
easat-5151	328	22	,	,	PUNCT
easat-5151	328	23	"	"	PUNCT
easat-5151	328	24	herald	herald	NOUN
easat-5151	328	25	of	of	ADP
easat-5151	328	26	khmelnytskyi	khmelnytskyi	PROPN
easat-5151	328	27	national	national	PROPN
easat-5151	328	28	university	university	PROPN
easat-5151	328	29	,	,	PUNCT
easat-5151	328	30	technical	technical	ADJ
easat-5151	328	31	sciences	science	NOUN
easat-5151	328	32	,	,	PUNCT
easat-5151	328	33	vol	vol	NOUN
easat-5151	328	34	.	.	NOUN
easat-5151	328	35	333	333	NUM
easat-5151	328	36	,	,	PUNCT
easat-5151	328	37	no	no	INTJ
easat-5151	328	38	.	.	NOUN
easat-5151	328	39	2	2	NUM
easat-5151	328	40	,	,	PUNCT
easat-5151	328	41	pp	pp	ADJ
easat-5151	328	42	.	.	PUNCT
easat-5151	329	1	92	92	NUM
easat-5151	329	2	-	-	SYM
easat-5151	329	3	98	98	NUM
easat-5151	329	4	,	,	PUNCT
easat-5151	329	5	2024	2024	NUM
easat-5151	329	6	.	.	PUNCT
easat-5151	330	1	https://doi.org/10.31891/23075732-2024-333-2-14	https://doi.org/10.31891/23075732-2024-333-2-14	VERB
easat-5151	330	2	[	[	X
easat-5151	330	3	15	15	NUM
easat-5151	330	4	]	]	X
easat-5151	330	5	s.	s.	PROPN
easat-5151	330	6	f.	f.	PROPN
easat-5151	330	7	djun	djun	PROPN
easat-5151	330	8	,	,	PUNCT
easat-5151	330	9	i.	i.	PROPN
easat-5151	330	10	g.	g.	PROPN
easat-5151	330	11	a.	a.	PROPN
easat-5151	330	12	gunadi	gunadi	PROPN
easat-5151	330	13	,	,	PUNCT
easat-5151	330	14	and	and	CCONJ
easat-5151	330	15	s.	s.	PROPN
easat-5151	330	16	sariyasa	sariyasa	PROPN
easat-5151	330	17	,	,	PUNCT
easat-5151	330	18	"	"	PUNCT
easat-5151	330	19	analisis	analisis	ADJ
easat-5151	330	20	segmentasi	segmentasi	NOUN
easat-5151	330	21	pelanggan	pelanggan	PROPN
easat-5151	330	22	pada	pada	PROPN
easat-5151	330	23	bisnis	bisnis	PROPN
easat-5151	330	24	dengan	dengan	PROPN
easat-5151	330	25	menggunakan	menggunakan	PROPN
easat-5151	330	26	metode	metode	PROPN
easat-5151	331	1	k	k	PROPN
easat-5151	331	2	-	-	PUNCT
easat-5151	331	3	means	means	PROPN
easat-5151	331	4	clustering	cluster	VERB
easat-5151	331	5	pada	pada	PROPN
easat-5151	331	6	model	model	PROPN
easat-5151	331	7	data	data	PROPN
easat-5151	331	8	rfm	rfm	PROPN
easat-5151	331	9	,	,	PUNCT
easat-5151	331	10	"	"	PUNCT
easat-5151	331	11	jtim	jtim	NOUN
easat-5151	331	12	,	,	PUNCT
easat-5151	331	13	vol	vol	NOUN
easat-5151	331	14	.	.	PROPN
easat-5151	331	15	5	5	NUM
easat-5151	331	16	,	,	PUNCT
easat-5151	331	17	no	no	INTJ
easat-5151	331	18	.	.	NOUN
easat-5151	331	19	4	4	NUM
easat-5151	331	20	,	,	PUNCT
easat-5151	331	21	pp	pp	ADJ
easat-5151	331	22	.	.	PUNCT
easat-5151	332	1	354	354	NUM
easat-5151	332	2	-	-	SYM
easat-5151	332	3	364	364	NUM
easat-5151	332	4	,	,	PUNCT
easat-5151	332	5	2024	2024	NUM
easat-5151	332	6	.	.	PUNCT
easat-5151	333	1	https://doi.org/10.35746/jtim.v5i4.434	https://doi.org/10.35746/jtim.v5i4.434	NOUN
easat-5151	334	1	[	[	X
easat-5151	334	2	16	16	NUM
easat-5151	334	3	]	]	PUNCT
easat-5151	334	4	k.	k.	PROPN
easat-5151	334	5	pan	pan	PROPN
easat-5151	334	6	and	and	CCONJ
easat-5151	334	7	x.-g	x.-g	PROPN
easat-5151	334	8	.	.	PUNCT
easat-5151	335	1	yue	yue	PROPN
easat-5151	335	2	,	,	PUNCT
easat-5151	335	3	"	"	PUNCT
easat-5151	335	4	enhancing	enhance	VERB
easat-5151	335	5	customer	customer	NOUN
easat-5151	335	6	segmentation	segmentation	NOUN
easat-5151	335	7	using	use	VERB
easat-5151	335	8	large	large	ADJ
easat-5151	335	9	language	language	NOUN
easat-5151	335	10	models	model	NOUN
easat-5151	335	11	(	(	PUNCT
easat-5151	335	12	llms	llm	NOUN
easat-5151	335	13	)	)	PUNCT
easat-5151	335	14	and	and	CCONJ
easat-5151	335	15	deterministic	deterministic	ADJ
easat-5151	335	16	,	,	PUNCT
easat-5151	335	17	independent	independent	ADJ
easat-5151	335	18	-	-	PUNCT
easat-5151	335	19	of	of	ADP
easat-5151	335	20	-	-	PUNCT
easat-5151	335	21	corpus	corpus	NOUN
easat-5151	335	22	embeddings	embedding	NOUN
easat-5151	335	23	(	(	PUNCT
easat-5151	335	24	dice	dice	NOUN
easat-5151	335	25	)	)	PUNCT
easat-5151	335	26	,	,	PUNCT
easat-5151	335	27	"	"	PUNCT
easat-5151	335	28	presented	present	VERB
easat-5151	335	29	at	at	ADP
easat-5151	335	30	the	the	DET
easat-5151	335	31	ieee	ieee	NOUN
easat-5151	335	32	international	international	PROPN
easat-5151	335	33	conference	conference	NOUN
easat-5151	335	34	on	on	ADP
easat-5151	335	35	artificial	artificial	ADJ
easat-5151	335	36	intelligence	intelligence	NOUN
easat-5151	335	37	and	and	CCONJ
easat-5151	335	38	robotics	robotic	NOUN
easat-5151	335	39	,	,	PUNCT
easat-5151	335	40	2024	2024	NUM
easat-5151	335	41	.	.	PUNCT
easat-5151	336	1	[	[	X
easat-5151	336	2	17	17	NUM
easat-5151	336	3	]	]	PUNCT
easat-5151	336	4	p.	p.	NOUN
easat-5151	336	5	tamasiga	tamasiga	PROPN
easat-5151	336	6	,	,	PUNCT
easat-5151	336	7	a.	a.	PROPN
easat-5151	336	8	guta	guta	PROPN
easat-5151	336	9	,	,	PUNCT
easat-5151	336	10	h.	h.	PROPN
easat-5151	336	11	onyeaka	onyeaka	PROPN
easat-5151	336	12	,	,	PUNCT
easat-5151	336	13	and	and	CCONJ
easat-5151	336	14	m.	m.	PROPN
easat-5151	336	15	s.	s.	PROPN
easat-5151	336	16	kalane	kalane	PROPN
easat-5151	336	17	,	,	PUNCT
easat-5151	336	18	"	"	PUNCT
easat-5151	336	19	sales	sale	NOUN
easat-5151	336	20	data	datum	NOUN
easat-5151	336	21	analysis	analysis	NOUN
easat-5151	336	22	and	and	CCONJ
easat-5151	336	23	visualization	visualization	NOUN
easat-5151	336	24	using	use	VERB
easat-5151	336	25	exploratory	exploratory	ADJ
easat-5151	336	26	data	datum	NOUN
easat-5151	336	27	analysis	analysis	NOUN
easat-5151	336	28	and	and	CCONJ
easat-5151	336	29	k	k	NOUN
easat-5151	336	30	-	-	PUNCT
easat-5151	336	31	means	means	NOUN
easat-5151	336	32	clustering	clustering	NOUN
easat-5151	336	33	.	.	PUNCT
easat-5151	337	1	,	,	PUNCT
easat-5151	337	2	"	"	PUNCT
easat-5151	337	3	journal	journal	NOUN
easat-5151	337	4	of	of	ADP
easat-5151	337	5	statistics	statistic	NOUN
easat-5151	337	6	and	and	CCONJ
easat-5151	337	7	operational	operational	ADJ
easat-5151	337	8	research	research	NOUN
easat-5151	337	9	,	,	PUNCT
easat-5151	337	10	vol	vol	NOUN
easat-5151	337	11	.	.	PROPN
easat-5151	337	12	5	5	NUM
easat-5151	337	13	,	,	PUNCT
easat-5151	337	14	no	no	INTJ
easat-5151	337	15	.	.	NOUN
easat-5151	337	16	2	2	NUM
easat-5151	337	17	,	,	PUNCT
easat-5151	337	18	pp	pp	ADJ
easat-5151	337	19	.	.	PUNCT
easat-5151	338	1	45–56	45–56	NUM
easat-5151	338	2	,	,	PUNCT
easat-5151	338	3	2024	2024	NUM
easat-5151	338	4	.	.	PUNCT
easat-5151	339	1	http://dx.doi.org/10.30865/json.v5i2.7180	http://dx.doi.org/10.30865/json.v5i2.7180	X
easat-5151	340	1	[	[	X
easat-5151	340	2	18	18	NUM
easat-5151	340	3	]	]	PUNCT
easat-5151	340	4	s.	s.	PROPN
easat-5151	340	5	pawar	pawar	PROPN
easat-5151	340	6	,	,	PUNCT
easat-5151	340	7	a.	a.	NOUN
easat-5151	340	8	sheikh	sheikh	NOUN
easat-5151	340	9	,	,	PUNCT
easat-5151	340	10	and	and	CCONJ
easat-5151	340	11	a.	a.	PROPN
easat-5151	340	12	r.	r.	PROPN
easat-5151	340	13	sonule	sonule	PROPN
easat-5151	340	14	,	,	PUNCT
easat-5151	340	15	"	"	PUNCT
easat-5151	340	16	sales	sale	NOUN
easat-5151	340	17	analysis	analysis	NOUN
easat-5151	340	18	using	use	VERB
easat-5151	340	19	data	datum	NOUN
easat-5151	340	20	mining	mining	NOUN
easat-5151	340	21	,	,	PUNCT
easat-5151	340	22	"	"	PUNCT
easat-5151	340	23	international	international	ADJ
easat-5151	340	24	journal	journal	NOUN
easat-5151	340	25	of	of	ADP
easat-5151	340	26	advanced	advanced	ADJ
easat-5151	340	27	research	research	NOUN
easat-5151	340	28	in	in	ADP
easat-5151	340	29	science	science	NOUN
easat-5151	340	30	,	,	PUNCT
easat-5151	340	31	communication	communication	NOUN
easat-5151	340	32	and	and	CCONJ
easat-5151	340	33	technology	technology	NOUN
easat-5151	340	34	,	,	PUNCT
easat-5151	340	35	vol	vol	NOUN
easat-5151	340	36	.	.	PROPN
easat-5151	340	37	10	10	NUM
easat-5151	340	38	,	,	PUNCT
easat-5151	340	39	no	no	INTJ
easat-5151	340	40	.	.	NOUN
easat-5151	340	41	2	2	NUM
easat-5151	340	42	,	,	PUNCT
easat-5151	340	43	pp	pp	ADJ
easat-5151	340	44	.	.	PUNCT
easat-5151	341	1	45–55	45–55	NUM
easat-5151	341	2	,	,	PUNCT
easat-5151	341	3	2023	2023	NUM
easat-5151	341	4	.	.	PUNCT
easat-5151	342	1	https://doi.org/10.48175/ijarsct-9419	https://doi.org/10.48175/ijarsct-9419	PROPN
easat-5151	342	2	[	[	X
easat-5151	342	3	19	19	NUM
easat-5151	342	4	]	]	PUNCT
easat-5151	342	5	a.	a.	NOUN
easat-5151	342	6	sani	sani	PROPN
easat-5151	342	7	,	,	PUNCT
easat-5151	342	8	s.	s.	PROPN
easat-5151	342	9	samuel	samuel	PROPN
easat-5151	342	10	djaka	djaka	PROPN
easat-5151	342	11	,	,	PUNCT
easat-5151	342	12	f.	f.	PROPN
easat-5151	342	13	n.	n.	PROPN
easat-5151	342	14	hasan	hasan	PROPN
easat-5151	342	15	,	,	PUNCT
easat-5151	342	16	a.	a.	PROPN
easat-5151	342	17	d.	d.	PROPN
easat-5151	342	18	wiranata	wiranata	PROPN
easat-5151	342	19	,	,	PUNCT
easat-5151	342	20	and	and	CCONJ
easat-5151	342	21	s.	s.	PROPN
easat-5151	342	22	aisyah	aisyah	PROPN
easat-5151	342	23	,	,	PUNCT
easat-5151	342	24	"	"	PUNCT
easat-5151	342	25	predicting	predict	VERB
easat-5151	342	26	the	the	DET
easat-5151	342	27	success	success	NOUN
easat-5151	342	28	of	of	ADP
easat-5151	342	29	garment	garment	NOUN
easat-5151	342	30	sales	sale	NOUN
easat-5151	342	31	on	on	ADP
easat-5151	342	32	transaction	transaction	NOUN
easat-5151	342	33	data	datum	NOUN
easat-5151	342	34	using	use	VERB
easat-5151	342	35	the	the	DET
easat-5151	342	36	classification	classification	NOUN
easat-5151	342	37	method	method	NOUN
easat-5151	342	38	with	with	ADP
easat-5151	342	39	the	the	DET
easat-5151	342	40	naïve	naïve	ADJ
easat-5151	342	41	bayes	bayes	NOUN
easat-5151	342	42	algorithm	algorithm	NOUN
easat-5151	342	43	,	,	PUNCT
easat-5151	342	44	"	"	PUNCT
easat-5151	342	45	presented	present	VERB
easat-5151	342	46	at	at	ADP
easat-5151	342	47	the	the	DET
easat-5151	342	48	ieee	ieee	NOUN
easat-5151	342	49	international	international	PROPN
easat-5151	342	50	conference	conference	NOUN
easat-5151	342	51	on	on	ADP
easat-5151	342	52	cyber	cyber	ADJ
easat-5151	342	53	security	security	NOUN
easat-5151	342	54	and	and	CCONJ
easat-5151	342	55	it	it	PRON
easat-5151	342	56	ecosystem	ecosystem	NOUN
easat-5151	342	57	(	(	PUNCT
easat-5151	342	58	iccosite	iccosite	PROPN
easat-5151	342	59	)	)	PUNCT
easat-5151	342	60	,	,	PUNCT
easat-5151	342	61	2023	2023	NUM
easat-5151	342	62	.	.	PUNCT
easat-5151	343	1	[	[	X
easat-5151	343	2	20	20	NUM
easat-5151	343	3	]	]	X
easat-5151	343	4	y.	y.	PROPN
easat-5151	343	5	dong	dong	PROPN
easat-5151	343	6	,	,	PUNCT
easat-5151	343	7	c.	c.	PROPN
easat-5151	343	8	ni	ni	PROPN
easat-5151	343	9	,	,	PUNCT
easat-5151	343	10	f.	f.	PROPN
easat-5151	343	11	qiao	qiao	PROPN
easat-5151	343	12	,	,	PUNCT
easat-5151	343	13	and	and	CCONJ
easat-5151	343	14	c.	c.	PROPN
easat-5151	343	15	zhang	zhang	PROPN
easat-5151	343	16	,	,	PUNCT
easat-5151	343	17	"	"	PUNCT
easat-5151	343	18	business	business	NOUN
easat-5151	343	19	group	group	NOUN
easat-5151	343	20	analysts	analyst	NOUN
easat-5151	343	21	,	,	PUNCT
easat-5151	343	22	"	"	PUNCT
easat-5151	343	23	european	european	ADJ
easat-5151	343	24	accounting	accounting	PROPN
easat-5151	343	25	review	review	PROPN
easat-5151	343	26	,	,	PUNCT
easat-5151	343	27	pp	pp	ADJ
easat-5151	343	28	.	.	PUNCT
easat-5151	344	1	1	1	NUM
easat-5151	344	2	-	-	SYM
easat-5151	344	3	26	26	NUM
easat-5151	344	4	,	,	PUNCT
easat-5151	344	5	2023	2023	NUM
easat-5151	344	6	.	.	PUNCT
easat-5151	345	1	https://doi.org/10.1080/09638180.2023.2238787	https://doi.org/10.1080/09638180.2023.2238787	PROPN
easat-5151	346	1	[	[	X
easat-5151	346	2	21	21	NUM
easat-5151	346	3	]	]	X
easat-5151	346	4	y.	y.	PROPN
easat-5151	346	5	zhang	zhang	PROPN
easat-5151	346	6	and	and	CCONJ
easat-5151	346	7	w.	w.	PROPN
easat-5151	346	8	qu	qu	PROPN
easat-5151	346	9	,	,	PUNCT
easat-5151	346	10	"	"	PUNCT
easat-5151	346	11	family	family	NOUN
easat-5151	346	12	business	business	NOUN
easat-5151	346	13	groups	group	NOUN
easat-5151	346	14	and	and	CCONJ
easat-5151	346	15	real	real	ADJ
easat-5151	346	16	earnings	earning	NOUN
easat-5151	346	17	management	management	NOUN
easat-5151	346	18	,	,	PUNCT
easat-5151	346	19	"	"	PUNCT
easat-5151	346	20	eai	eai	PROPN
easat-5151	346	21	endorsed	endorse	VERB
easat-5151	346	22	transactions	transaction	NOUN
easat-5151	346	23	on	on	ADP
easat-5151	346	24	serious	serious	ADJ
easat-5151	346	25	games	game	NOUN
easat-5151	346	26	,	,	PUNCT
easat-5151	346	27	vol	vol	NOUN
easat-5151	346	28	.	.	PROPN
easat-5151	346	29	10	10	NUM
easat-5151	346	30	,	,	PUNCT
easat-5151	346	31	no	no	INTJ
easat-5151	346	32	.	.	NOUN
easat-5151	346	33	4	4	NUM
easat-5151	346	34	,	,	PUNCT
easat-5151	346	35	pp	pp	ADJ
easat-5151	346	36	.	.	PUNCT
easat-5151	346	37	1–10	1–10	NOUN
easat-5151	346	38	,	,	PUNCT
easat-5151	346	39	2023	2023	NUM
easat-5151	346	40	.	.	PUNCT
easat-5151	346	41	https://doi.org/10.4108/eai.18-11-2022.2326862	https://doi.org/10.4108/eai.18-11-2022.2326862	X
easat-5151	347	1	[	[	X
easat-5151	347	2	22	22	NUM
easat-5151	347	3	]	]	PUNCT
easat-5151	347	4	t.	t.	PROPN
easat-5151	347	5	p.	p.	PROPN
easat-5151	347	6	pereira	pereira	PROPN
easat-5151	347	7	and	and	CCONJ
easat-5151	347	8	m.	m.	PROPN
easat-5151	347	9	sousa	sousa	PROPN
easat-5151	347	10	,	,	PUNCT
easat-5151	347	11	"	"	PUNCT
easat-5151	347	12	business	business	NOUN
easat-5151	347	13	group	group	NOUN
easat-5151	347	14	affiliation	affiliation	NOUN
easat-5151	347	15	and	and	CCONJ
easat-5151	347	16	product	product	NOUN
easat-5151	347	17	market	market	NOUN
easat-5151	347	18	competition	competition	NOUN
easat-5151	347	19	,	,	PUNCT
easat-5151	347	20	"	"	PUNCT
easat-5151	347	21	journal	journal	NOUN
easat-5151	347	22	of	of	ADP
easat-5151	347	23	industrial	industrial	ADJ
easat-5151	347	24	and	and	CCONJ
easat-5151	347	25	business	business	NOUN
easat-5151	347	26	economics	economic	NOUN
easat-5151	347	27	,	,	PUNCT
easat-5151	347	28	vol	vol	NOUN
easat-5151	347	29	.	.	PROPN
easat-5151	348	1	51	51	NUM
easat-5151	348	2	,	,	PUNCT
easat-5151	348	3	no	no	INTJ
easat-5151	348	4	.	.	NOUN
easat-5151	348	5	1	1	NUM
easat-5151	348	6	,	,	PUNCT
easat-5151	348	7	pp	pp	ADJ
easat-5151	348	8	.	.	PUNCT
easat-5151	349	1	39	39	NUM
easat-5151	349	2	-	-	SYM
easat-5151	349	3	72	72	NUM
easat-5151	349	4	,	,	PUNCT
easat-5151	349	5	2024	2024	NUM
easat-5151	349	6	.	.	PUNCT
easat-5151	350	1	https://doi.org/10.1007/s40812-023-00275-z	https://doi.org/10.1007/s40812-023-00275-z	PROPN
easat-5151	350	2	[	[	X
easat-5151	350	3	23	23	NUM
easat-5151	350	4	]	]	PUNCT
easat-5151	350	5	m.	m.	PROPN
easat-5151	350	6	d.	d.	PROPN
easat-5151	350	7	a.	a.	PROPN
easat-5151	350	8	monteiro	monteiro	PROPN
easat-5151	350	9	,	,	PUNCT
easat-5151	350	10	"	"	PUNCT
easat-5151	350	11	endogenous	endogenous	ADJ
easat-5151	350	12	capabilities	capability	NOUN
easat-5151	350	13	,	,	PUNCT
easat-5151	350	14	technological	technological	ADJ
easat-5151	350	15	trajectories	trajectory	NOUN
easat-5151	350	16	,	,	PUNCT
easat-5151	350	17	and	and	CCONJ
easat-5151	350	18	corporate	corporate	ADJ
easat-5151	350	19	plans	plan	NOUN
easat-5151	350	20	:	:	PUNCT
easat-5151	350	21	limits	limit	NOUN
easat-5151	350	22	to	to	ADP
easat-5151	350	23	development	development	NOUN
easat-5151	350	24	strategies	strategy	NOUN
easat-5151	350	25	for	for	ADP
easat-5151	350	26	the	the	DET
easat-5151	350	27	amazon	amazon	NOUN
easat-5151	350	28	,	,	PUNCT
easat-5151	350	29	"	"	PUNCT
easat-5151	350	30	revista	revista	PROPN
easat-5151	350	31	brasileira	brasileira	PROPN
easat-5151	350	32	de	de	PROPN
easat-5151	350	33	inovação	inovação	PROPN
easat-5151	350	34	,	,	PUNCT
easat-5151	350	35	vol	vol	NOUN
easat-5151	350	36	.	.	PROPN
easat-5151	350	37	21	21	NUM
easat-5151	350	38	,	,	PUNCT
easat-5151	350	39	p.	p.	NOUN
easat-5151	350	40	e022013	e022013	PROPN
easat-5151	350	41	,	,	PUNCT
easat-5151	350	42	2022	2022	NUM
easat-5151	350	43	.	.	PUNCT
easat-5151	351	1	https://doi.org/10.20396/rbi.v21i00.8666824	https://doi.org/10.20396/rbi.v21i00.8666824	NOUN
easat-5151	352	1	[	[	X
easat-5151	352	2	24	24	NUM
easat-5151	352	3	]	]	PUNCT
easat-5151	352	4	m.	m.	NOUN
easat-5151	352	5	el	el	PROPN
easat-5151	352	6	ouardi	ouardi	PROPN
easat-5151	352	7	and	and	CCONJ
easat-5151	352	8	s.	s.	PROPN
easat-5151	352	9	boushaba	boushaba	PROPN
easat-5151	352	10	,	,	PUNCT
easat-5151	352	11	"	"	PUNCT
easat-5151	352	12	stakeholders	stakeholder	NOUN
easat-5151	352	13	’	'	PUNCT
easat-5151	352	14	involvement	involvement	NOUN
easat-5151	352	15	,	,	PUNCT
easat-5151	352	16	organizational	organizational	ADJ
easat-5151	352	17	learning	learning	NOUN
easat-5151	352	18	and	and	CCONJ
easat-5151	352	19	social	social	ADJ
easat-5151	352	20	innovation	innovation	NOUN
easat-5151	352	21	:	:	PUNCT
easat-5151	352	22	factors	factor	NOUN
easat-5151	352	23	for	for	ADP
easat-5151	352	24	strengthening	strengthen	VERB
easat-5151	352	25	the	the	DET
easat-5151	352	26	resilience	resilience	NOUN
easat-5151	352	27	of	of	ADP
easat-5151	352	28	moroccan	moroccan	ADJ
easat-5151	352	29	cooperatives	cooperative	NOUN
easat-5151	352	30	in	in	ADP
easat-5151	352	31	the	the	DET
easat-5151	352	32	post	post	ADJ
easat-5151	352	33	-	-	ADJ
easat-5151	352	34	covid-19	covid-19	ADJ
easat-5151	352	35	era	era	NOUN
easat-5151	352	36	,	,	PUNCT
easat-5151	352	37	"	"	PUNCT
easat-5151	352	38	sustainability	sustainability	NOUN
easat-5151	352	39	,	,	PUNCT
easat-5151	352	40	vol	vol	NOUN
easat-5151	352	41	.	.	PROPN
easat-5151	352	42	15	15	NUM
easat-5151	352	43	,	,	PUNCT
easat-5151	352	44	no	no	INTJ
easat-5151	352	45	.	.	NOUN
easat-5151	352	46	11	11	NUM
easat-5151	352	47	,	,	PUNCT
easat-5151	352	48	p.	p.	NOUN
easat-5151	352	49	8846	8846	NUM
easat-5151	352	50	,	,	PUNCT
easat-5151	352	51	2023	2023	NUM
easat-5151	352	52	.	.	PUNCT
easat-5151	353	1	https://doi.org/10.3390/su15118846	https://doi.org/10.3390/su15118846	PRON
easat-5151	353	2	https://doi.org/10.1023/a:1012801612483	https://doi.org/10.1023/a:1012801612483	PROPN
easat-5151	353	3	https://doi.org/10.1109/logistiqua55056.2022.9938069	https://doi.org/10.1109/logistiqua55056.2022.9938069	PROPN
easat-5151	353	4	https://doi.org/10.1108/jstpm-05-2020-0080	https://doi.org/10.1108/jstpm-05-2020-0080	PUNCT
easat-5151	353	5	https://doi.org/10.1108/ijopm-08-2020-0568	https://doi.org/10.1108/ijopm-08-2020-0568	PROPN
easat-5151	353	6	https://doi.org/10.1145/1283383.1283494	https://doi.org/10.1145/1283383.1283494	PROPN
easat-5151	353	7	https://doi.org/10.5555/3001460.3001507	https://doi.org/10.5555/3001460.3001507	VERB
easat-5151	353	8	https://doi.org/10.46932/sfjdv3n4-016	https://doi.org/10.46932/sfjdv3n4-016	PROPN
easat-5151	353	9	https://doi.org/10.3390/en14144155	https://doi.org/10.3390/en14144155	PRON
easat-5151	353	10	https://doi.org/10.1007/s11187-021-00479-4	https://doi.org/10.1007/s11187-021-00479-4	NUM
easat-5151	354	1	https://doi.org/10.54691/bcpbm.v44i.4786	https://doi.org/10.54691/bcpbm.v44i.4786	PROPN
easat-5151	354	2	https://doi.org/10.47191/jefms/v6-i1-43	https://doi.org/10.47191/jefms/v6-i1-43	X
easat-5151	355	1	https://doi.org/10.31891/2307-5732-2024-333-2-14	https://doi.org/10.31891/2307-5732-2024-333-2-14	PROPN
easat-5151	355	2	https://doi.org/10.31891/2307-5732-2024-333-2-14	https://doi.org/10.31891/2307-5732-2024-333-2-14	PROPN
easat-5151	355	3	https://doi.org/10.35746/jtim.v5i4.434	https://doi.org/10.35746/jtim.v5i4.434	NOUN
easat-5151	355	4	http://dx.doi.org/10.30865/json.v5i2.7180	http://dx.doi.org/10.30865/json.v5i2.7180	ADP
easat-5151	355	5	https://doi.org/10.48175/ijarsct-9419	https://doi.org/10.48175/ijarsct-9419	PROPN
easat-5151	355	6	https://doi.org/10.1080/09638180.2023.2238787	https://doi.org/10.1080/09638180.2023.2238787	PROPN
easat-5151	355	7	https://doi.org/10.4108/eai.18-11-2022.2326862	https://doi.org/10.4108/eai.18-11-2022.2326862	X
easat-5151	355	8	https://doi.org/10.1007/s40812-023-00275-z	https://doi.org/10.1007/s40812-023-00275-z	PROPN
easat-5151	355	9	https://doi.org/10.20396/rbi.v21i00.8666824	https://doi.org/10.20396/rbi.v21i00.8666824	PROPN
easat-5151	355	10	https://doi.org/10.3390/su15118846	https://doi.org/10.3390/su15118846	PROPN
easat-5151	355	11	149	149	NUM
easat-5151	355	12	edelweiss	edelweiss	PROPN
easat-5151	355	13	applied	apply	VERB
easat-5151	355	14	science	science	NOUN
easat-5151	355	15	and	and	CCONJ
easat-5151	355	16	technology	technology	NOUN
easat-5151	355	17	issn	issn	PROPN
easat-5151	355	18	:	:	PUNCT
easat-5151	355	19	2576	2576	NUM
easat-5151	355	20	-	-	SYM
easat-5151	355	21	8484	8484	NUM
easat-5151	355	22	vol	vol	NOUN
easat-5151	355	23	.	.	PROPN
easat-5151	356	1	9	9	NUM
easat-5151	356	2	,	,	PUNCT
easat-5151	356	3	no	no	INTJ
easat-5151	356	4	.	.	NOUN
easat-5151	357	1	3	3	NUM
easat-5151	357	2	:	:	SYM
easat-5151	357	3	137	137	NUM
easat-5151	357	4	-	-	SYM
easat-5151	357	5	150	150	NUM
easat-5151	357	6	,	,	PUNCT
easat-5151	357	7	2025	2025	NUM
easat-5151	357	8	doi	doi	NOUN
easat-5151	357	9	:	:	PUNCT
easat-5151	357	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	357	11	©	©	PROPN
easat-5151	357	12	2025	2025	NUM
easat-5151	357	13	by	by	ADP
easat-5151	357	14	the	the	DET
easat-5151	357	15	authors	author	NOUN
easat-5151	357	16	;	;	PUNCT
easat-5151	357	17	licensee	licensee	PROPN
easat-5151	357	18	learning	learning	NOUN
easat-5151	357	19	gate	gate	NOUN
easat-5151	358	1	[	[	X
easat-5151	358	2	25	25	NUM
easat-5151	358	3	]	]	PUNCT
easat-5151	358	4	s.	s.	PROPN
easat-5151	358	5	boushaba	boushaba	PROPN
easat-5151	358	6	,	,	PUNCT
easat-5151	358	7	the	the	DET
easat-5151	358	8	impact	impact	NOUN
easat-5151	358	9	of	of	ADP
easat-5151	358	10	adaptation	adaptation	NOUN
easat-5151	358	11	on	on	ADP
easat-5151	358	12	performance	performance	NOUN
easat-5151	358	13	through	through	ADP
easat-5151	358	14	business	business	NOUN
easat-5151	358	15	resilience	resilience	NOUN
easat-5151	358	16	in	in	ADP
easat-5151	358	17	times	time	NOUN
easat-5151	358	18	of	of	ADP
easat-5151	358	19	crisis	crisis	NOUN
easat-5151	358	20	.	.	PUNCT
easat-5151	359	1	in	in	ADP
easat-5151	359	2	adaptive	adaptive	ADJ
easat-5151	359	3	strategies	strategy	NOUN
easat-5151	359	4	for	for	ADP
easat-5151	359	5	business	business	NOUN
easat-5151	359	6	resilience	resilience	NOUN
easat-5151	359	7	.	.	PUNCT
easat-5151	360	1	igi	igi	PROPN
easat-5151	360	2	global	global	PROPN
easat-5151	360	3	.	.	PUNCT
easat-5151	361	1	https://doi.org/10.4018/979-8-3693-1658-0.ch005	https://doi.org/10.4018/979-8-3693-1658-0.ch005	PROPN
easat-5151	361	2	,	,	PUNCT
easat-5151	361	3	2024	2024	NUM
easat-5151	361	4	.	.	PUNCT
easat-5151	362	1	[	[	X
easat-5151	362	2	26	26	NUM
easat-5151	362	3	]	]	X
easat-5151	362	4	n.	n.	PROPN
easat-5151	362	5	el	el	PROPN
easat-5151	362	6	koudari	koudari	PROPN
easat-5151	362	7	,	,	PUNCT
easat-5151	362	8	"	"	PUNCT
easat-5151	362	9	innovation	innovation	NOUN
easat-5151	362	10	as	as	ADP
easat-5151	362	11	a	a	DET
easat-5151	362	12	determinant	determinant	NOUN
easat-5151	362	13	of	of	ADP
easat-5151	362	14	organizational	organizational	ADJ
easat-5151	362	15	resilience	resilience	NOUN
easat-5151	362	16	in	in	ADP
easat-5151	362	17	times	time	NOUN
easat-5151	362	18	of	of	ADP
easat-5151	362	19	crisis	crisis	NOUN
easat-5151	362	20	:	:	PUNCT
easat-5151	362	21	the	the	DET
easat-5151	362	22	case	case	NOUN
easat-5151	362	23	of	of	ADP
easat-5151	362	24	the	the	DET
easat-5151	362	25	energy	energy	NOUN
easat-5151	362	26	sector	sector	NOUN
easat-5151	362	27	in	in	ADP
easat-5151	362	28	morocco	morocco	PROPN
easat-5151	362	29	,	,	PUNCT
easat-5151	362	30	"	"	PUNCT
easat-5151	362	31	shs	shs	PROPN
easat-5151	362	32	web	web	NOUN
easat-5151	362	33	of	of	ADP
easat-5151	362	34	conferences	conference	NOUN
easat-5151	362	35	,	,	PUNCT
easat-5151	362	36	vol	vol	NOUN
easat-5151	362	37	.	.	PROPN
easat-5151	362	38	175	175	NUM
easat-5151	362	39	,	,	PUNCT
easat-5151	362	40	p.	p.	NOUN
easat-5151	362	41	1023	1023	NUM
easat-5151	362	42	,	,	PUNCT
easat-5151	362	43	2023	2023	NUM
easat-5151	362	44	.	.	PUNCT
easat-5151	363	1	https://doi.org/10.1051/shsconf/202317501023	https://doi.org/10.1051/shsconf/202317501023	PROPN
easat-5151	363	2	[	[	X
easat-5151	363	3	27	27	NUM
easat-5151	363	4	]	]	X
easat-5151	363	5	y.	y.	PROPN
easat-5151	363	6	bourkia	bourkia	PROPN
easat-5151	363	7	,	,	PUNCT
easat-5151	363	8	"	"	PUNCT
easat-5151	363	9	impact	impact	NOUN
easat-5151	363	10	of	of	ADP
easat-5151	363	11	covid-19	covid-19	PROPN
easat-5151	363	12	on	on	ADP
easat-5151	363	13	sme	sme	NOUN
easat-5151	363	14	portfolios	portfolio	NOUN
easat-5151	363	15	in	in	ADP
easat-5151	363	16	morocco	morocco	PROPN
easat-5151	363	17	:	:	PUNCT
easat-5151	363	18	evaluation	evaluation	NOUN
easat-5151	363	19	of	of	ADP
easat-5151	363	20	banking	banking	NOUN
easat-5151	363	21	risk	risk	NOUN
easat-5151	363	22	costs	cost	NOUN
easat-5151	363	23	and	and	CCONJ
easat-5151	363	24	the	the	DET
easat-5151	363	25	effectiveness	effectiveness	NOUN
easat-5151	363	26	of	of	ADP
easat-5151	363	27	state	state	NOUN
easat-5151	363	28	support	support	NOUN
easat-5151	363	29	measures	measure	NOUN
easat-5151	363	30	,	,	PUNCT
easat-5151	363	31	"	"	PUNCT
easat-5151	363	32	investment	investment	NOUN
easat-5151	363	33	management	management	NOUN
easat-5151	363	34	and	and	CCONJ
easat-5151	363	35	financial	financial	ADJ
easat-5151	363	36	innovations	innovation	NOUN
easat-5151	363	37	,	,	PUNCT
easat-5151	363	38	vol	vol	NOUN
easat-5151	363	39	.	.	PROPN
easat-5151	363	40	18	18	NUM
easat-5151	363	41	,	,	PUNCT
easat-5151	363	42	no	no	INTJ
easat-5151	363	43	.	.	NOUN
easat-5151	363	44	3	3	NUM
easat-5151	363	45	,	,	PUNCT
easat-5151	363	46	pp	pp	ADJ
easat-5151	363	47	.	.	PUNCT
easat-5151	364	1	299	299	NUM
easat-5151	364	2	-	-	SYM
easat-5151	364	3	306	306	NUM
easat-5151	364	4	,	,	PUNCT
easat-5151	364	5	2021	2021	NUM
easat-5151	364	6	.	.	PUNCT
easat-5151	365	1	https://doi.org/10.21511/imfi.18(3).2021.23	https://doi.org/10.21511/imfi.18(3).2021.23	PUNCT
easat-5151	366	1	[	[	X
easat-5151	366	2	28	28	NUM
easat-5151	366	3	]	]	X
easat-5151	366	4	k.	k.	PROPN
easat-5151	366	5	pengembangan	pengembangan	PROPN
easat-5151	366	6	,	,	PUNCT
easat-5151	366	7	"	"	PUNCT
easat-5151	366	8	adaptive	adaptive	ADJ
easat-5151	366	9	and	and	CCONJ
easat-5151	366	10	flexible	flexible	ADJ
easat-5151	366	11	leadership	leadership	NOUN
easat-5151	366	12	:	:	PUNCT
easat-5151	366	13	enhancing	enhance	VERB
easat-5151	366	14	organizational	organizational	ADJ
easat-5151	366	15	resilience	resilience	NOUN
easat-5151	366	16	in	in	ADP
easat-5151	366	17	the	the	DET
easat-5151	366	18	era	era	NOUN
easat-5151	366	19	of	of	ADP
easat-5151	366	20	digital	digital	ADJ
easat-5151	366	21	transformation	transformation	NOUN
easat-5151	366	22	,	,	PUNCT
easat-5151	366	23	"	"	PUNCT
easat-5151	366	24	mesman	mesman	NOUN
easat-5151	366	25	,	,	PUNCT
easat-5151	366	26	vol	vol	NOUN
easat-5151	366	27	.	.	PROPN
easat-5151	367	1	3	3	NUM
easat-5151	367	2	,	,	PUNCT
easat-5151	367	3	no	no	INTJ
easat-5151	367	4	.	.	NOUN
easat-5151	367	5	1	1	NUM
easat-5151	367	6	,	,	PUNCT
easat-5151	367	7	p.	p.	NOUN
easat-5151	367	8	314	314	NUM
easat-5151	367	9	,	,	PUNCT
easat-5151	367	10	2024	2024	NUM
easat-5151	367	11	.	.	PUNCT
easat-5151	368	1	https://doi.org/10.56709/mesman.v3i1.314	https://doi.org/10.56709/mesman.v3i1.314	NOUN
easat-5151	368	2	[	[	X
easat-5151	368	3	29	29	NUM
easat-5151	368	4	]	]	X
easat-5151	368	5	h.	h.	PROPN
easat-5151	368	6	c.	c.	PROPN
easat-5151	368	7	unegbu	unegbu	PROPN
easat-5151	368	8	,	,	PUNCT
easat-5151	368	9	d.	d.	PROPN
easat-5151	368	10	yawas	yawas	PROPN
easat-5151	368	11	,	,	PUNCT
easat-5151	368	12	and	and	CCONJ
easat-5151	368	13	b.	b.	PROPN
easat-5151	368	14	dan	dan	PROPN
easat-5151	368	15	-	-	PROPN
easat-5151	368	16	asabe	asabe	PROPN
easat-5151	368	17	,	,	PUNCT
easat-5151	368	18	"	"	PUNCT
easat-5151	368	19	impact	impact	NOUN
easat-5151	368	20	of	of	ADP
easat-5151	368	21	digital	digital	ADJ
easat-5151	368	22	transformation	transformation	NOUN
easat-5151	368	23	on	on	ADP
easat-5151	368	24	nigerian	nigerian	ADJ
easat-5151	368	25	smes	sme	NOUN
easat-5151	368	26	in	in	ADP
easat-5151	368	27	the	the	DET
easat-5151	368	28	global	global	ADJ
easat-5151	368	29	business	business	NOUN
easat-5151	368	30	landscape	landscape	NOUN
easat-5151	368	31	,	,	PUNCT
easat-5151	368	32	"	"	PUNCT
easat-5151	368	33	jurnal	jurnal	ADJ
easat-5151	368	34	mekanikal	mekanikal	NOUN
easat-5151	368	35	,	,	PUNCT
easat-5151	368	36	pp	pp	ADJ
easat-5151	368	37	.	.	PUNCT
easat-5151	369	1	66	66	NUM
easat-5151	369	2	-	-	SYM
easat-5151	369	3	85	85	NUM
easat-5151	369	4	,	,	PUNCT
easat-5151	369	5	2024	2024	NUM
easat-5151	369	6	.	.	PUNCT
easat-5151	369	7	https://doi.org/10.11113/jm.v47.478	https://doi.org/10.11113/jm.v47.478	NOUN
easat-5151	370	1	[	[	X
easat-5151	370	2	30	30	NUM
easat-5151	370	3	]	]	PUNCT
easat-5151	370	4	m.	m.	NOUN
easat-5151	370	5	ramadan	ramadan	PROPN
easat-5151	370	6	et	et	PROPN
easat-5151	370	7	al	al	PROPN
easat-5151	370	8	.	.	PROPN
easat-5151	370	9	,	,	PUNCT
easat-5151	370	10	"	"	PUNCT
easat-5151	370	11	toward	toward	ADP
easat-5151	370	12	digital	digital	ADJ
easat-5151	370	13	transformation	transformation	NOUN
easat-5151	370	14	and	and	CCONJ
easat-5151	370	15	business	business	NOUN
easat-5151	370	16	model	model	NOUN
easat-5151	370	17	innovation	innovation	NOUN
easat-5151	370	18	:	:	PUNCT
easat-5151	370	19	the	the	DET
easat-5151	370	20	nexus	nexus	NOUN
easat-5151	370	21	between	between	ADP
easat-5151	370	22	leadership	leadership	NOUN
easat-5151	370	23	,	,	PUNCT
easat-5151	370	24	organizational	organizational	ADJ
easat-5151	370	25	agility	agility	NOUN
easat-5151	370	26	,	,	PUNCT
easat-5151	370	27	and	and	CCONJ
easat-5151	370	28	knowledge	knowledge	NOUN
easat-5151	370	29	transfer	transfer	NOUN
easat-5151	370	30	,	,	PUNCT
easat-5151	370	31	"	"	PUNCT
easat-5151	370	32	administrative	administrative	ADJ
easat-5151	370	33	sciences	science	NOUN
easat-5151	370	34	,	,	PUNCT
easat-5151	370	35	vol	vol	NOUN
easat-5151	370	36	.	.	PROPN
easat-5151	370	37	13	13	NUM
easat-5151	370	38	,	,	PUNCT
easat-5151	370	39	no	no	INTJ
easat-5151	370	40	.	.	NOUN
easat-5151	370	41	8	8	NUM
easat-5151	370	42	,	,	PUNCT
easat-5151	370	43	p.	p.	NOUN
easat-5151	370	44	185	185	NUM
easat-5151	370	45	,	,	PUNCT
easat-5151	370	46	2023	2023	NUM
easat-5151	370	47	.	.	PUNCT
easat-5151	371	1	https://doi.org/10.3390/admsci13080185	https://doi.org/10.3390/admsci13080185	PROPN
easat-5151	372	1	[	[	X
easat-5151	372	2	31	31	NUM
easat-5151	372	3	]	]	PUNCT
easat-5151	372	4	t.	t.	NOUN
easat-5151	372	5	kusumawati	kusumawati	PROPN
easat-5151	372	6	and	and	CCONJ
easat-5151	372	7	a.	a.	NOUN
easat-5151	372	8	nugroho	nugroho	NOUN
easat-5151	372	9	,	,	PUNCT
easat-5151	372	10	"	"	PUNCT
easat-5151	372	11	investigating	investigate	VERB
easat-5151	372	12	the	the	DET
easat-5151	372	13	factors	factor	NOUN
easat-5151	372	14	of	of	ADP
easat-5151	372	15	smes	sme	NOUN
easat-5151	372	16	’	'	PUNCT
easat-5151	372	17	business	business	NOUN
easat-5151	372	18	resilience	resilience	NOUN
easat-5151	372	19	in	in	ADP
easat-5151	372	20	the	the	DET
easat-5151	372	21	post	post	ADJ
easat-5151	372	22	-	-	ADJ
easat-5151	372	23	pandemic	pandemic	ADJ
easat-5151	372	24	crisis	crisis	NOUN
easat-5151	372	25	of	of	ADP
easat-5151	372	26	covid-19	covid-19	PROPN
easat-5151	372	27	with	with	ADP
easat-5151	372	28	technology	technology	NOUN
easat-5151	372	29	adoption	adoption	NOUN
easat-5151	372	30	as	as	ADP
easat-5151	372	31	a	a	DET
easat-5151	372	32	quasi	quasi	NOUN
easat-5151	372	33	-	-	NOUN
easat-5151	372	34	moderator	moderator	NOUN
easat-5151	372	35	:	:	PUNCT
easat-5151	372	36	a	a	DET
easat-5151	372	37	multigroup	multigroup	ADJ
easat-5151	372	38	analysis	analysis	NOUN
easat-5151	372	39	of	of	ADP
easat-5151	372	40	indonesian	indonesian	ADJ
easat-5151	372	41	and	and	CCONJ
easat-5151	372	42	malaysian	malaysian	ADJ
easat-5151	372	43	smes	sme	NOUN
easat-5151	372	44	,	,	PUNCT
easat-5151	372	45	"	"	PUNCT
easat-5151	372	46	cogent	cogent	NOUN
easat-5151	372	47	business	business	NOUN
easat-5151	372	48	&	&	CCONJ
easat-5151	372	49	management	management	PROPN
easat-5151	372	50	,	,	PUNCT
easat-5151	372	51	vol	vol	NOUN
easat-5151	372	52	.	.	PROPN
easat-5151	372	53	11	11	NUM
easat-5151	372	54	,	,	PUNCT
easat-5151	372	55	no	no	INTJ
easat-5151	372	56	.	.	NOUN
easat-5151	372	57	1	1	NUM
easat-5151	372	58	,	,	PUNCT
easat-5151	372	59	pp	pp	ADJ
easat-5151	372	60	.	.	PUNCT
easat-5151	373	1	1–15	1–15	NUM
easat-5151	373	2	,	,	PUNCT
easat-5151	373	3	2024	2024	NUM
easat-5151	373	4	.	.	PUNCT
easat-5151	374	1	https://doi.org/10.1080/23311975.2023.2301135	https://doi.org/10.1080/23311975.2023.2301135	X
easat-5151	375	1	[	[	X
easat-5151	375	2	32	32	NUM
easat-5151	375	3	]	]	PUNCT
easat-5151	375	4	w.	w.	PROPN
easat-5151	375	5	zhu	zhu	PROPN
easat-5151	375	6	and	and	CCONJ
easat-5151	375	7	h.	h.	PROPN
easat-5151	375	8	li	li	PROPN
easat-5151	375	9	,	,	PUNCT
easat-5151	375	10	"	"	PUNCT
easat-5151	375	11	calm	calm	ADJ
easat-5151	375	12	after	after	ADP
easat-5151	375	13	the	the	DET
easat-5151	375	14	storm	storm	NOUN
easat-5151	375	15	?	?	PUNCT
easat-5151	376	1	the	the	DET
easat-5151	376	2	role	role	NOUN
easat-5151	376	3	of	of	ADP
easat-5151	376	4	social	social	ADJ
easat-5151	376	5	and	and	CCONJ
easat-5151	376	6	environmental	environmental	ADJ
easat-5151	376	7	practices	practice	NOUN
easat-5151	376	8	on	on	ADP
easat-5151	376	9	small	small	ADJ
easat-5151	376	10	and	and	CCONJ
easat-5151	376	11	medium	medium	ADJ
easat-5151	376	12	enterprises	enterprise	NOUN
easat-5151	376	13	resilience	resilience	NOUN
easat-5151	376	14	throughout	throughout	ADP
easat-5151	376	15	covid‐19	covid‐19	PROPN
easat-5151	376	16	crisis	crisis	NOUN
easat-5151	376	17	,	,	PUNCT
easat-5151	376	18	"	"	PUNCT
easat-5151	376	19	business	business	NOUN
easat-5151	376	20	ethics	ethic	NOUN
easat-5151	376	21	,	,	PUNCT
easat-5151	376	22	environment	environment	NOUN
easat-5151	376	23	&	&	CCONJ
easat-5151	376	24	responsibility	responsibility	NOUN
easat-5151	376	25	,	,	PUNCT
easat-5151	376	26	vol	vol	NOUN
easat-5151	376	27	.	.	PROPN
easat-5151	376	28	32	32	NUM
easat-5151	376	29	,	,	PUNCT
easat-5151	376	30	no	no	INTJ
easat-5151	376	31	.	.	NOUN
easat-5151	376	32	1	1	NUM
easat-5151	376	33	,	,	PUNCT
easat-5151	376	34	pp	pp	ADJ
easat-5151	376	35	.	.	PUNCT
easat-5151	376	36	2734	2734	NUM
easat-5151	376	37	,	,	PUNCT
easat-5151	376	38	2023	2023	NUM
easat-5151	376	39	.	.	PUNCT
easat-5151	376	40	https://doi.org/10.1111/beer.12528	https://doi.org/10.1111/beer.12528	X
easat-5151	377	1	[	[	X
easat-5151	377	2	33	33	NUM
easat-5151	377	3	]	]	X
easat-5151	377	4	y.	y.	PROPN
easat-5151	377	5	tanaka	tanaka	PROPN
easat-5151	377	6	and	and	CCONJ
easat-5151	377	7	m.	m.	NOUN
easat-5151	377	8	ishikawa	ishikawa	PROPN
easat-5151	377	9	,	,	PUNCT
easat-5151	377	10	"	"	PUNCT
easat-5151	377	11	toward	toward	ADP
easat-5151	377	12	resilient	resilient	ADJ
easat-5151	377	13	organizations	organization	NOUN
easat-5151	377	14	after	after	ADP
easat-5151	377	15	covid-19	covid-19	PROPN
easat-5151	377	16	:	:	PUNCT
easat-5151	377	17	an	an	DET
easat-5151	377	18	analysis	analysis	NOUN
easat-5151	377	19	of	of	ADP
easat-5151	377	20	circular	circular	ADJ
easat-5151	377	21	and	and	CCONJ
easat-5151	377	22	less	less	ADV
easat-5151	377	23	circular	circular	ADJ
easat-5151	377	24	companies	company	NOUN
easat-5151	377	25	,	,	PUNCT
easat-5151	377	26	"	"	PUNCT
easat-5151	377	27	resources	resource	NOUN
easat-5151	377	28	,	,	PUNCT
easat-5151	377	29	conservation	conservation	NOUN
easat-5151	377	30	and	and	CCONJ
easat-5151	377	31	recycling	recycling	NOUN
easat-5151	377	32	,	,	PUNCT
easat-5151	377	33	p.	p.	NOUN
easat-5151	377	34	106681	106681	NUM
easat-5151	377	35	,	,	PUNCT
easat-5151	377	36	2022	2022	NUM
easat-5151	377	37	.	.	PUNCT
easat-5151	378	1	https://doi.org/10.1016/j.resconrec.2022.106681	https://doi.org/10.1016/j.resconrec.2022.106681	ADJ
easat-5151	378	2	[	[	X
easat-5151	378	3	34	34	NUM
easat-5151	378	4	]	]	X
easat-5151	378	5	o.	o.	PROPN
easat-5151	378	6	abdul	abdul	PROPN
easat-5151	378	7	-	-	PUNCT
easat-5151	378	8	azeez	azeez	PROPN
easat-5151	378	9	,	,	PUNCT
easat-5151	378	10	a.	a.	NOUN
easat-5151	378	11	o.	o.	NOUN
easat-5151	378	12	ihechere	ihechere	PROPN
easat-5151	378	13	,	,	PUNCT
easat-5151	378	14	and	and	CCONJ
easat-5151	378	15	c.	c.	PROPN
easat-5151	378	16	idemudia	idemudia	PROPN
easat-5151	378	17	,	,	PUNCT
easat-5151	378	18	"	"	PUNCT
easat-5151	378	19	enhancing	enhance	VERB
easat-5151	378	20	business	business	NOUN
easat-5151	378	21	performance	performance	NOUN
easat-5151	378	22	:	:	PUNCT
easat-5151	378	23	the	the	DET
easat-5151	378	24	role	role	NOUN
easat-5151	378	25	of	of	ADP
easat-5151	378	26	data	data	NOUN
easat-5151	378	27	-	-	PUNCT
easat-5151	378	28	driven	drive	VERB
easat-5151	378	29	analytics	analytic	NOUN
easat-5151	378	30	in	in	ADP
easat-5151	378	31	strategic	strategic	ADJ
easat-5151	378	32	decision	decision	NOUN
easat-5151	378	33	-	-	PUNCT
easat-5151	378	34	making	making	NOUN
easat-5151	378	35	,	,	PUNCT
easat-5151	378	36	"	"	PUNCT
easat-5151	378	37	international	international	ADJ
easat-5151	378	38	journal	journal	NOUN
easat-5151	378	39	of	of	ADP
easat-5151	378	40	management	management	NOUN
easat-5151	378	41	&	&	CCONJ
easat-5151	378	42	entrepreneurship	entrepreneurship	NOUN
easat-5151	378	43	research	research	NOUN
easat-5151	378	44	,	,	PUNCT
easat-5151	378	45	vol	vol	NOUN
easat-5151	378	46	.	.	PROPN
easat-5151	378	47	6	6	NUM
easat-5151	378	48	,	,	PUNCT
easat-5151	378	49	no	no	INTJ
easat-5151	378	50	.	.	NOUN
easat-5151	378	51	7	7	NUM
easat-5151	378	52	,	,	PUNCT
easat-5151	378	53	pp	pp	ADJ
easat-5151	378	54	.	.	PUNCT
easat-5151	379	1	2066	2066	NUM
easat-5151	379	2	-	-	SYM
easat-5151	379	3	2081	2081	NUM
easat-5151	379	4	,	,	PUNCT
easat-5151	379	5	2024	2024	NUM
easat-5151	379	6	.	.	PUNCT
easat-5151	380	1	https://doi.org/10.51594/ijmer.v6i7.1257	https://doi.org/10.51594/ijmer.v6i7.1257	NOUN
easat-5151	380	2	[	[	X
easat-5151	380	3	35	35	NUM
easat-5151	380	4	]	]	PUNCT
easat-5151	380	5	j.	j.	PROPN
easat-5151	380	6	yang	yang	PROPN
easat-5151	380	7	,	,	PUNCT
easat-5151	380	8	l.	l.	PROPN
easat-5151	380	9	zhou	zhou	PROPN
easat-5151	380	10	,	,	PUNCT
easat-5151	380	11	y.	y.	PROPN
easat-5151	380	12	qu	qu	PROPN
easat-5151	380	13	,	,	PUNCT
easat-5151	380	14	x.	x.	PROPN
easat-5151	380	15	jin	jin	PROPN
easat-5151	380	16	,	,	PUNCT
easat-5151	380	17	and	and	CCONJ
easat-5151	380	18	s.	s.	PROPN
easat-5151	380	19	fang	fang	PROPN
easat-5151	380	20	,	,	PUNCT
easat-5151	380	21	"	"	PUNCT
easat-5151	380	22	mechanism	mechanism	NOUN
easat-5151	380	23	of	of	ADP
easat-5151	380	24	innovation	innovation	NOUN
easat-5151	380	25	and	and	CCONJ
easat-5151	380	26	standardization	standardization	NOUN
easat-5151	380	27	driving	drive	VERB
easat-5151	380	28	company	company	NOUN
easat-5151	380	29	competitiveness	competitiveness	NOUN
easat-5151	380	30	in	in	ADP
easat-5151	380	31	the	the	DET
easat-5151	380	32	digital	digital	ADJ
easat-5151	380	33	economy	economy	NOUN
easat-5151	380	34	,	,	PUNCT
easat-5151	380	35	"	"	PUNCT
easat-5151	380	36	journal	journal	NOUN
easat-5151	380	37	of	of	ADP
easat-5151	380	38	business	business	NOUN
easat-5151	380	39	economics	economic	NOUN
easat-5151	380	40	and	and	CCONJ
easat-5151	380	41	management	management	NOUN
easat-5151	380	42	,	,	PUNCT
easat-5151	380	43	vol	vol	NOUN
easat-5151	380	44	.	.	PROPN
easat-5151	380	45	24	24	NUM
easat-5151	380	46	,	,	PUNCT
easat-5151	380	47	no	no	INTJ
easat-5151	380	48	.	.	NOUN
easat-5151	380	49	1	1	NUM
easat-5151	380	50	,	,	PUNCT
easat-5151	380	51	pp	pp	ADJ
easat-5151	380	52	.	.	PUNCT
easat-5151	381	1	54–73	54–73	NUM
easat-5151	381	2	,	,	PUNCT
easat-5151	381	3	2023	2023	NUM
easat-5151	381	4	.	.	PUNCT
easat-5151	382	1	https://doi.org/10.3846/jbem.2023.17192	https://doi.org/10.3846/jbem.2023.17192	PROPN
easat-5151	383	1	[	[	X
easat-5151	383	2	36	36	NUM
easat-5151	383	3	]	]	X
easat-5151	383	4	r.	r.	PROPN
easat-5151	383	5	l.	l.	PROPN
easat-5151	383	6	d.	d.	PROPN
easat-5151	383	7	moura	moura	PROPN
easat-5151	383	8	,	,	PUNCT
easat-5151	383	9	t.	t.	PROPN
easat-5151	383	10	c.	c.	PROPN
easat-5151	383	11	j.	j.	PROPN
easat-5151	383	12	carneiro	carneiro	PROPN
easat-5151	383	13	,	,	PUNCT
easat-5151	383	14	and	and	CCONJ
easat-5151	383	15	t.	t.	PROPN
easat-5151	383	16	l.	l.	PROPN
easat-5151	383	17	dias	dias	PROPN
easat-5151	383	18	,	,	PUNCT
easat-5151	383	19	"	"	PUNCT
easat-5151	383	20	effects	effect	NOUN
easat-5151	383	21	of	of	ADP
easat-5151	383	22	standardization	standardization	NOUN
easat-5151	383	23	-	-	PUNCT
easat-5151	383	24	based	base	VERB
easat-5151	383	25	coordination	coordination	NOUN
easat-5151	383	26	mechanisms	mechanism	NOUN
easat-5151	383	27	in	in	ADP
easat-5151	383	28	project	project	NOUN
easat-5151	383	29	performance	performance	NOUN
easat-5151	383	30	,	,	PUNCT
easat-5151	383	31	"	"	PUNCT
easat-5151	383	32	production	production	NOUN
easat-5151	383	33	journal	journal	NOUN
easat-5151	383	34	,	,	PUNCT
easat-5151	383	35	vol	vol	NOUN
easat-5151	383	36	.	.	PROPN
easat-5151	383	37	28	28	NUM
easat-5151	383	38	,	,	PUNCT
easat-5151	383	39	p.	p.	NOUN
easat-5151	383	40	e5257	e5257	NOUN
easat-5151	383	41	,	,	PUNCT
easat-5151	383	42	2021	2021	NUM
easat-5151	383	43	.	.	PUNCT
easat-5151	384	1	https://doi.org/10.1590/1806-9649-2021v28e5257	https://doi.org/10.1590/1806-9649-2021v28e5257	NOUN
easat-5151	384	2	[	[	X
easat-5151	384	3	37	37	NUM
easat-5151	384	4	]	]	X
easat-5151	384	5	r.	r.	PROPN
easat-5151	384	6	cui	cui	PROPN
easat-5151	384	7	,	,	PUNCT
easat-5151	384	8	y.	y.	PROPN
easat-5151	384	9	wang	wang	PROPN
easat-5151	384	10	,	,	PUNCT
easat-5151	384	11	and	and	CCONJ
easat-5151	384	12	y.	y.	PROPN
easat-5151	384	13	wang	wang	PROPN
easat-5151	384	14	,	,	PUNCT
easat-5151	384	15	"	"	PUNCT
easat-5151	384	16	the	the	DET
easat-5151	384	17	impact	impact	NOUN
easat-5151	384	18	of	of	ADP
easat-5151	384	19	data	datum	NOUN
easat-5151	384	20	elements	element	NOUN
easat-5151	384	21	on	on	ADP
easat-5151	384	22	enterprises	enterprise	NOUN
easat-5151	384	23	’	'	PUNCT
easat-5151	384	24	capital	capital	NOUN
easat-5151	384	25	market	market	NOUN
easat-5151	384	26	performance	performance	NOUN
easat-5151	384	27	:	:	PUNCT
easat-5151	384	28	insights	insight	NOUN
easat-5151	384	29	from	from	ADP
easat-5151	384	30	stock	stock	NOUN
easat-5151	384	31	liquidity	liquidity	NOUN
easat-5151	384	32	in	in	ADP
easat-5151	384	33	china	china	PROPN
easat-5151	384	34	and	and	CCONJ
easat-5151	384	35	implications	implication	NOUN
easat-5151	384	36	for	for	ADP
easat-5151	384	37	global	global	ADJ
easat-5151	384	38	markets	market	NOUN
easat-5151	384	39	,	,	PUNCT
easat-5151	384	40	"	"	PUNCT
easat-5151	384	41	sustainability	sustainability	NOUN
easat-5151	384	42	,	,	PUNCT
easat-5151	384	43	vol	vol	NOUN
easat-5151	384	44	.	.	PROPN
easat-5151	384	45	16	16	NUM
easat-5151	384	46	,	,	PUNCT
easat-5151	384	47	no	no	INTJ
easat-5151	384	48	.	.	NOUN
easat-5151	384	49	9	9	NUM
easat-5151	384	50	,	,	PUNCT
easat-5151	384	51	p.	p.	NOUN
easat-5151	384	52	3585	3585	NUM
easat-5151	384	53	,	,	PUNCT
easat-5151	384	54	2024	2024	NUM
easat-5151	384	55	.	.	PUNCT
easat-5151	385	1	https://doi.org/10.3390/su16093585	https://doi.org/10.3390/su16093585	PRON
easat-5151	385	2	[	[	X
easat-5151	385	3	38	38	NUM
easat-5151	385	4	]	]	PUNCT
easat-5151	385	5	m.	m.	NOUN
easat-5151	385	6	ertz	ertz	NOUN
easat-5151	385	7	,	,	PUNCT
easat-5151	385	8	s.	s.	PROPN
easat-5151	385	9	sun	sun	PROPN
easat-5151	385	10	,	,	PUNCT
easat-5151	385	11	and	and	CCONJ
easat-5151	385	12	i.	i.	PROPN
easat-5151	385	13	latrous	latrous	PROPN
easat-5151	385	14	,	,	PUNCT
easat-5151	385	15	the	the	DET
easat-5151	385	16	impact	impact	NOUN
easat-5151	385	17	of	of	ADP
easat-5151	385	18	big	big	ADJ
easat-5151	385	19	data	datum	NOUN
easat-5151	385	20	on	on	ADP
easat-5151	385	21	firm	firm	ADJ
easat-5151	385	22	performance	performance	NOUN
easat-5151	385	23	.	.	PUNCT
easat-5151	386	1	springer	springer	NOUN
easat-5151	386	2	handbook	handbook	NOUN
easat-5151	386	3	of	of	ADP
easat-5151	386	4	big	big	ADJ
easat-5151	386	5	data	datum	NOUN
easat-5151	386	6	.	.	PUNCT
easat-5151	387	1	https://doi.org/10.1007/978-3-030-71782-7_40	https://doi.org/10.1007/978-3-030-71782-7_40	PRON
easat-5151	387	2	,	,	PUNCT
easat-5151	387	3	2021	2021	NUM
easat-5151	387	4	.	.	PUNCT
easat-5151	388	1	[	[	X
easat-5151	388	2	39	39	NUM
easat-5151	388	3	]	]	PUNCT
easat-5151	388	4	j.	j.	PROPN
easat-5151	388	5	song	song	PROPN
easat-5151	388	6	,	,	PUNCT
easat-5151	388	7	"	"	PUNCT
easat-5151	388	8	establishment	establishment	NOUN
easat-5151	388	9	and	and	CCONJ
easat-5151	388	10	evaluation	evaluation	NOUN
easat-5151	388	11	of	of	ADP
easat-5151	388	12	measurement	measurement	NOUN
easat-5151	388	13	and	and	CCONJ
easat-5151	388	14	control	control	NOUN
easat-5151	388	15	system	system	NOUN
easat-5151	388	16	model	model	NOUN
easat-5151	388	17	based	base	VERB
easat-5151	388	18	on	on	ADP
easat-5151	388	19	data	datum	NOUN
easat-5151	388	20	analysis	analysis	NOUN
easat-5151	388	21	optimization	optimization	NOUN
easat-5151	388	22	,	,	PUNCT
easat-5151	388	23	"	"	PUNCT
easat-5151	388	24	presented	present	VERB
easat-5151	388	25	at	at	ADP
easat-5151	388	26	the	the	DET
easat-5151	388	27	ieee	ieee	NOUN
easat-5151	388	28	conference	conference	NOUN
easat-5151	388	29	on	on	ADP
easat-5151	388	30	data	datum	NOUN
easat-5151	388	31	science	science	NOUN
easat-5151	388	32	and	and	CCONJ
easat-5151	388	33	business	business	NOUN
easat-5151	388	34	analytics	analytic	NOUN
easat-5151	388	35	,	,	PUNCT
easat-5151	388	36	2022	2022	NUM
easat-5151	388	37	.	.	PUNCT
easat-5151	389	1	[	[	X
easat-5151	389	2	40	40	NUM
easat-5151	389	3	]	]	PUNCT
easat-5151	389	4	g.	g.	PROPN
easat-5151	389	5	batsakis	batsakis	PROPN
easat-5151	389	6	,	,	PUNCT
easat-5151	389	7	p.	p.	NOUN
easat-5151	389	8	konara	konara	PROPN
easat-5151	389	9	,	,	PUNCT
easat-5151	389	10	and	and	CCONJ
easat-5151	390	1	v.	v.	CCONJ
easat-5151	390	2	theoharakis	theoharaki	NOUN
easat-5151	390	3	,	,	PUNCT
easat-5151	390	4	"	"	PUNCT
easat-5151	390	5	digital	digital	ADJ
easat-5151	390	6	sales	sale	NOUN
easat-5151	390	7	channels	channel	NOUN
easat-5151	390	8	and	and	CCONJ
easat-5151	390	9	the	the	DET
easat-5151	390	10	relationship	relationship	NOUN
easat-5151	390	11	between	between	ADP
easat-5151	390	12	product	product	NOUN
easat-5151	390	13	and	and	CCONJ
easat-5151	390	14	international	international	ADJ
easat-5151	390	15	diversification	diversification	NOUN
easat-5151	390	16	:	:	PUNCT
easat-5151	390	17	evidence	evidence	NOUN
easat-5151	390	18	from	from	ADP
easat-5151	390	19	going	go	VERB
easat-5151	390	20	digital	digital	ADJ
easat-5151	390	21	retail	retail	ADJ
easat-5151	390	22	mnes	mne	NOUN
easat-5151	390	23	,	,	PUNCT
easat-5151	390	24	"	"	PUNCT
easat-5151	390	25	global	global	ADJ
easat-5151	390	26	strategy	strategy	NOUN
easat-5151	390	27	journal	journal	PROPN
easat-5151	390	28	,	,	PUNCT
easat-5151	390	29	vol	vol	NOUN
easat-5151	390	30	.	.	PROPN
easat-5151	390	31	13	13	NUM
easat-5151	390	32	,	,	PUNCT
easat-5151	390	33	no	no	INTJ
easat-5151	390	34	.	.	NOUN
easat-5151	390	35	4	4	NUM
easat-5151	390	36	,	,	PUNCT
easat-5151	390	37	pp	pp	ADJ
easat-5151	390	38	.	.	PUNCT
easat-5151	390	39	830856	830856	NUM
easat-5151	390	40	,	,	PUNCT
easat-5151	390	41	2022	2022	NUM
easat-5151	390	42	.	.	PUNCT
easat-5151	391	1	https://doi.org/10.1002/gsj.1465	https://doi.org/10.1002/gsj.1465	PRON
easat-5151	391	2	[	[	X
easat-5151	391	3	41	41	NUM
easat-5151	391	4	]	]	PUNCT
easat-5151	391	5	z.	z.	PROPN
easat-5151	391	6	benedek	benedek	PROPN
easat-5151	391	7	et	et	PROPN
easat-5151	391	8	al	al	PROPN
easat-5151	391	9	.	.	PROPN
easat-5151	391	10	,	,	PUNCT
easat-5151	391	11	"	"	PUNCT
easat-5151	391	12	farm	farm	NOUN
easat-5151	391	13	diversification	diversification	NOUN
easat-5151	391	14	as	as	ADP
easat-5151	391	15	a	a	DET
easat-5151	391	16	potential	potential	ADJ
easat-5151	391	17	success	success	NOUN
easat-5151	391	18	factor	factor	NOUN
easat-5151	391	19	for	for	ADP
easat-5151	391	20	small	small	ADJ
easat-5151	391	21	-	-	PUNCT
easat-5151	391	22	scale	scale	NOUN
easat-5151	391	23	farmers	farmer	NOUN
easat-5151	391	24	constrained	constrain	VERB
easat-5151	391	25	by	by	ADP
easat-5151	391	26	covidrelated	covidrelate	VERB
easat-5151	391	27	lockdown	lockdown	NOUN
easat-5151	391	28	.	.	PUNCT
easat-5151	392	1	contributions	contribution	NOUN
easat-5151	392	2	from	from	ADP
easat-5151	392	3	a	a	DET
easat-5151	392	4	survey	survey	NOUN
easat-5151	392	5	conducted	conduct	VERB
easat-5151	392	6	in	in	ADP
easat-5151	392	7	four	four	NUM
easat-5151	392	8	european	european	ADJ
easat-5151	392	9	countries	country	NOUN
easat-5151	392	10	during	during	ADP
easat-5151	392	11	the	the	DET
easat-5151	392	12	first	first	ADJ
easat-5151	392	13	wave	wave	NOUN
easat-5151	392	14	of	of	ADP
easat-5151	392	15	covid-19	covid-19	PROPN
easat-5151	392	16	,	,	PUNCT
easat-5151	392	17	"	"	PUNCT
easat-5151	392	18	plos	plos	PROPN
easat-5151	392	19	one	one	NUM
easat-5151	392	20	,	,	PUNCT
easat-5151	392	21	vol	vol	NOUN
easat-5151	392	22	.	.	PROPN
easat-5151	392	23	16	16	NUM
easat-5151	392	24	,	,	PUNCT
easat-5151	392	25	no	no	INTJ
easat-5151	392	26	.	.	NOUN
easat-5151	392	27	5	5	NUM
easat-5151	392	28	,	,	PUNCT
easat-5151	392	29	p.	p.	NOUN
easat-5151	392	30	e0251715	e0251715	PROPN
easat-5151	392	31	,	,	PUNCT
easat-5151	392	32	2021	2021	NUM
easat-5151	392	33	.	.	PUNCT
easat-5151	393	1	https://doi.org/10.1371/journal.pone.0251715	https://doi.org/10.1371/journal.pone.0251715	VERB
easat-5151	393	2	[	[	X
easat-5151	393	3	42	42	NUM
easat-5151	393	4	]	]	PUNCT
easat-5151	393	5	m.	m.	PROPN
easat-5151	393	6	d.	d.	PROPN
easat-5151	393	7	abd	abd	PROPN
easat-5151	393	8	rahman	rahman	PROPN
easat-5151	393	9	,	,	PUNCT
easat-5151	393	10	m.	m.	PROPN
easat-5151	393	11	k.	k.	PROPN
easat-5151	393	12	a.	a.	PROPN
easat-5151	393	13	muhamad	muhamad	PROPN
easat-5151	393	14	senan	senan	PROPN
easat-5151	393	15	,	,	PUNCT
easat-5151	393	16	n.	n.	PROPN
easat-5151	393	17	y.	y.	PROPN
easat-5151	393	18	mhd	mhd	PROPN
easat-5151	393	19	ban	ban	PROPN
easat-5151	393	20	,	,	PUNCT
easat-5151	393	21	f.	f.	PROPN
easat-5151	393	22	faturay	faturay	PROPN
easat-5151	393	23	,	,	PUNCT
easat-5151	393	24	and	and	CCONJ
easat-5151	393	25	m.	m.	NOUN
easat-5151	393	26	y.	y.	PROPN
easat-5151	393	27	saari	saari	PROPN
easat-5151	393	28	,	,	PUNCT
easat-5151	393	29	"	"	PUNCT
easat-5151	393	30	resilient	resilient	ADJ
easat-5151	393	31	trade	trade	NOUN
easat-5151	393	32	during	during	ADP
easat-5151	393	33	the	the	DET
easat-5151	393	34	covid-19	covid-19	PROPN
easat-5151	393	35	pandemic	pandemic	NOUN
easat-5151	393	36	:	:	PUNCT
easat-5151	393	37	why	why	SCONJ
easat-5151	393	38	does	do	AUX
easat-5151	393	39	export	export	NOUN
easat-5151	393	40	diversification	diversification	NOUN
easat-5151	393	41	matter	matter	NOUN
easat-5151	393	42	?	?	PUNCT
easat-5151	393	43	,	,	PUNCT
easat-5151	393	44	"	"	PUNCT
easat-5151	393	45	international	international	ADJ
easat-5151	393	46	journal	journal	NOUN
easat-5151	393	47	of	of	ADP
easat-5151	393	48	economics	economic	NOUN
easat-5151	393	49	and	and	CCONJ
easat-5151	393	50	management	management	NOUN
easat-5151	393	51	,	,	PUNCT
easat-5151	393	52	vol	vol	NOUN
easat-5151	393	53	.	.	PROPN
easat-5151	393	54	16	16	NUM
easat-5151	393	55	,	,	PUNCT
easat-5151	393	56	no	no	INTJ
easat-5151	393	57	.	.	PUNCT
easat-5151	394	1	special	special	ADJ
easat-5151	394	2	issue	issue	NOUN
easat-5151	394	3	1	1	NUM
easat-5151	394	4	,	,	PUNCT
easat-5151	394	5	pp	pp	ADJ
easat-5151	394	6	.	.	PUNCT
easat-5151	395	1	45	45	NUM
easat-5151	395	2	-	-	SYM
easat-5151	395	3	57	57	NUM
easat-5151	395	4	,	,	PUNCT
easat-5151	395	5	2022	2022	NUM
easat-5151	395	6	.	.	PUNCT
easat-5151	396	1	http://doi.org/10.47836/ijeamsi.16.1.004	http://doi.org/10.47836/ijeamsi.16.1.004	PROPN
easat-5151	396	2	[	[	X
easat-5151	396	3	43	43	NUM
easat-5151	396	4	]	]	X
easat-5151	396	5	n.	n.	PROPN
easat-5151	396	6	shekarian	shekarian	PROPN
easat-5151	396	7	,	,	PUNCT
easat-5151	396	8	r.	r.	PROPN
easat-5151	396	9	ramirez	ramirez	PROPN
easat-5151	396	10	,	,	PUNCT
easat-5151	396	11	and	and	CCONJ
easat-5151	396	12	j.	j.	PROPN
easat-5151	396	13	khuntia	khuntia	PROPN
easat-5151	396	14	,	,	PUNCT
easat-5151	396	15	"	"	PUNCT
easat-5151	396	16	resilience	resilience	NOUN
easat-5151	396	17	through	through	ADP
easat-5151	396	18	operational	operational	ADJ
easat-5151	396	19	flexibility	flexibility	NOUN
easat-5151	396	20	for	for	ADP
easat-5151	396	21	crisis	crisis	NOUN
easat-5151	396	22	response	response	NOUN
easat-5151	396	23	:	:	PUNCT
easat-5151	396	24	an	an	DET
easat-5151	396	25	international	international	ADJ
easat-5151	396	26	investigation	investigation	NOUN
easat-5151	396	27	of	of	ADP
easat-5151	396	28	firm	firm	ADJ
easat-5151	396	29	responses	response	NOUN
easat-5151	396	30	during	during	ADP
easat-5151	396	31	covid-19	covid-19	PROPN
easat-5151	396	32	,	,	PUNCT
easat-5151	396	33	"	"	PUNCT
easat-5151	396	34	aslib	aslib	ADJ
easat-5151	396	35	journal	journal	NOUN
easat-5151	396	36	of	of	ADP
easat-5151	396	37	information	information	NOUN
easat-5151	396	38	management	management	NOUN
easat-5151	396	39	,	,	PUNCT
easat-5151	396	40	vol	vol	NOUN
easat-5151	396	41	.	.	PROPN
easat-5151	396	42	75	75	NUM
easat-5151	396	43	,	,	PUNCT
easat-5151	396	44	no	no	INTJ
easat-5151	396	45	.	.	NOUN
easat-5151	396	46	6	6	NUM
easat-5151	396	47	,	,	PUNCT
easat-5151	396	48	pp	pp	ADJ
easat-5151	396	49	.	.	PUNCT
easat-5151	396	50	1253	1253	NUM
easat-5151	396	51	-	-	SYM
easat-5151	396	52	1279	1279	NUM
easat-5151	396	53	,	,	PUNCT
easat-5151	396	54	2023	2023	NUM
easat-5151	396	55	.	.	PUNCT
easat-5151	397	1	https://doi.org/10.1108/ajim-04-2022-0204	https://doi.org/10.1108/ajim-04-2022-0204	PUNCT
easat-5151	397	2	[	[	X
easat-5151	397	3	44	44	NUM
easat-5151	397	4	]	]	PUNCT
easat-5151	397	5	m.	m.	PROPN
easat-5151	397	6	ali	ali	PROPN
easat-5151	397	7	,	,	PUNCT
easat-5151	397	8	a.	a.	NOUN
easat-5151	397	9	a.	a.	NOUN
easat-5151	397	10	kazi	kazi	PROPN
easat-5151	397	11	,	,	PUNCT
easat-5151	397	12	s.	s.	PROPN
easat-5151	397	13	a.	a.	PROPN
easat-5151	397	14	a.	a.	PROPN
easat-5151	397	15	rizvi	rizvi	PROPN
easat-5151	397	16	,	,	PUNCT
easat-5151	397	17	and	and	CCONJ
easat-5151	397	18	h.	h.	PROPN
easat-5151	397	19	ghafoor	ghafoor	PROPN
easat-5151	397	20	,	,	PUNCT
easat-5151	397	21	"	"	PUNCT
easat-5151	397	22	how	how	SCONJ
easat-5151	397	23	do	do	VERB
easat-5151	397	24	operational	operational	ADJ
easat-5151	397	25	disruption	disruption	NOUN
easat-5151	397	26	and	and	CCONJ
easat-5151	397	27	resiliency	resiliency	NOUN
easat-5151	397	28	impact	impact	NOUN
easat-5151	397	29	a	a	DET
easat-5151	397	30	firm	firm	NOUN
easat-5151	397	31	's	's	PART
easat-5151	397	32	operational	operational	ADJ
easat-5151	397	33	efficiency	efficiency	NOUN
easat-5151	397	34	and	and	CCONJ
easat-5151	397	35	competitive	competitive	ADJ
easat-5151	397	36	advantage	advantage	NOUN
easat-5151	397	37	?	?	PUNCT
easat-5151	398	1	pakistan	pakistan	ADJ
easat-5151	398	2	case	case	NOUN
easat-5151	398	3	,	,	PUNCT
easat-5151	398	4	"	"	PUNCT
easat-5151	398	5	journal	journal	NOUN
easat-5151	398	6	of	of	ADP
easat-5151	398	7	business	business	PROPN
easat-5151	398	8	administration	administration	PROPN
easat-5151	398	9	and	and	CCONJ
easat-5151	398	10	management	management	NOUN
easat-5151	398	11	sciences	science	NOUN
easat-5151	398	12	,	,	PUNCT
easat-5151	398	13	vol	vol	NOUN
easat-5151	398	14	.	.	PROPN
easat-5151	398	15	4	4	NUM
easat-5151	398	16	,	,	PUNCT
easat-5151	398	17	no	no	INTJ
easat-5151	398	18	.	.	NOUN
easat-5151	398	19	2	2	NUM
easat-5151	398	20	,	,	PUNCT
easat-5151	398	21	pp	pp	ADJ
easat-5151	398	22	.	.	PUNCT
easat-5151	399	1	56	56	NUM
easat-5151	399	2	-	-	SYM
easat-5151	399	3	75	75	NUM
easat-5151	399	4	,	,	PUNCT
easat-5151	399	5	2022	2022	NUM
easat-5151	399	6	.	.	PUNCT
easat-5151	400	1	https://doi.org/10.58921/jobams.4.2.86	https://doi.org/10.58921/jobams.4.2.86	NOUN
easat-5151	401	1	[	[	X
easat-5151	401	2	45	45	NUM
easat-5151	401	3	]	]	X
easat-5151	401	4	d.	d.	PROPN
easat-5151	401	5	settembre	settembre	PROPN
easat-5151	401	6	-	-	PUNCT
easat-5151	401	7	blundo	blundo	PROPN
easat-5151	401	8	,	,	PUNCT
easat-5151	401	9	r.	r.	PROPN
easat-5151	401	10	gonzález	gonzález	PROPN
easat-5151	401	11	-	-	PUNCT
easat-5151	401	12	sánchez	sánchez	PROPN
easat-5151	401	13	,	,	PUNCT
easat-5151	401	14	s.	s.	PROPN
easat-5151	401	15	medina	medina	PROPN
easat-5151	401	16	-	-	PUNCT
easat-5151	401	17	salgado	salgado	PROPN
easat-5151	401	18	,	,	PUNCT
easat-5151	401	19	and	and	CCONJ
easat-5151	401	20	f.	f.	PROPN
easat-5151	401	21	e.	e.	PROPN
easat-5151	401	22	garcía	garcía	PROPN
easat-5151	401	23	-	-	PUNCT
easat-5151	401	24	muiña	muiña	NOUN
easat-5151	401	25	,	,	PUNCT
easat-5151	401	26	"	"	PUNCT
easat-5151	401	27	flexibility	flexibility	NOUN
easat-5151	401	28	and	and	CCONJ
easat-5151	401	29	resilience	resilience	NOUN
easat-5151	401	30	in	in	ADP
easat-5151	401	31	corporate	corporate	ADJ
easat-5151	401	32	decision	decision	NOUN
easat-5151	401	33	making	make	VERB
easat-5151	401	34	:	:	PUNCT
easat-5151	401	35	a	a	DET
easat-5151	401	36	new	new	ADJ
easat-5151	401	37	sustainability	sustainability	NOUN
easat-5151	401	38	-	-	PUNCT
easat-5151	401	39	based	base	VERB
easat-5151	401	40	risk	risk	NOUN
easat-5151	401	41	management	management	NOUN
easat-5151	401	42	system	system	NOUN
easat-5151	401	43	in	in	ADP
easat-5151	401	44	uncertain	uncertain	ADJ
easat-5151	401	45	times	time	NOUN
easat-5151	401	46	,	,	PUNCT
easat-5151	401	47	"	"	PUNCT
easat-5151	401	48	global	global	ADJ
easat-5151	401	49	journal	journal	NOUN
easat-5151	401	50	of	of	ADP
easat-5151	401	51	flexible	flexible	ADJ
easat-5151	401	52	systems	system	NOUN
easat-5151	401	53	management	management	NOUN
easat-5151	401	54	,	,	PUNCT
easat-5151	401	55	vol	vol	NOUN
easat-5151	401	56	.	.	PROPN
easat-5151	401	57	22	22	NUM
easat-5151	401	58	,	,	PUNCT
easat-5151	401	59	no	no	INTJ
easat-5151	401	60	.	.	PUNCT
easat-5151	402	1	suppl	suppl	PROPN
easat-5151	402	2	2	2	NUM
easat-5151	402	3	,	,	PUNCT
easat-5151	402	4	pp	pp	ADJ
easat-5151	402	5	.	.	PUNCT
easat-5151	403	1	107	107	NUM
easat-5151	403	2	-	-	SYM
easat-5151	403	3	132	132	NUM
easat-5151	403	4	,	,	PUNCT
easat-5151	403	5	2021	2021	NUM
easat-5151	403	6	.	.	PUNCT
easat-5151	404	1	https://doi.org/10.1007/s40171-021-00277-7	https://doi.org/10.1007/s40171-021-00277-7	X
easat-5151	405	1	[	[	X
easat-5151	405	2	46	46	X
easat-5151	405	3	]	]	PUNCT
easat-5151	405	4	v.	v.	ADP
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easat-5151	405	6	,	,	PUNCT
easat-5151	405	7	s.	s.	PROPN
easat-5151	405	8	v.	v.	PROPN
easat-5151	405	9	r.	r.	PROPN
easat-5151	405	10	nooraei	nooraei	PROPN
easat-5151	405	11	,	,	PUNCT
easat-5151	405	12	n.	n.	PROPN
easat-5151	405	13	shekarian	shekarian	PROPN
easat-5151	405	14	,	,	PUNCT
easat-5151	405	15	s.	s.	PROPN
easat-5151	405	16	shokoohyar	shokoohyar	PROPN
easat-5151	405	17	,	,	PUNCT
easat-5151	405	18	and	and	CCONJ
easat-5151	405	19	m.	m.	NOUN
easat-5151	405	20	parast	parast	NOUN
easat-5151	405	21	,	,	PUNCT
easat-5151	405	22	"	"	PUNCT
easat-5151	405	23	improving	improve	VERB
easat-5151	405	24	supply	supply	NOUN
easat-5151	405	25	chain	chain	NOUN
easat-5151	405	26	resilience	resilience	NOUN
easat-5151	405	27	through	through	ADP
easat-5151	405	28	investment	investment	NOUN
easat-5151	405	29	in	in	ADP
easat-5151	405	30	flexibility	flexibility	NOUN
easat-5151	405	31	and	and	CCONJ
easat-5151	405	32	innovation	innovation	NOUN
easat-5151	405	33	,	,	PUNCT
easat-5151	405	34	"	"	PUNCT
easat-5151	405	35	international	international	ADJ
easat-5151	405	36	journal	journal	NOUN
easat-5151	405	37	of	of	ADP
easat-5151	405	38	systems	system	NOUN
easat-5151	405	39	science	science	NOUN
easat-5151	405	40	:	:	PUNCT
easat-5151	405	41	operations	operation	NOUN
easat-5151	405	42	&	&	CCONJ
easat-5151	405	43	logistics	logistic	NOUN
easat-5151	405	44	,	,	PUNCT
easat-5151	405	45	vol	vol	NOUN
easat-5151	405	46	.	.	PROPN
easat-5151	406	1	10	10	NUM
easat-5151	406	2	,	,	PUNCT
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easat-5151	406	4	.	.	NOUN
easat-5151	406	5	1	1	NUM
easat-5151	406	6	,	,	PUNCT
easat-5151	406	7	p.	p.	NOUN
easat-5151	406	8	2221068	2221068	NUM
easat-5151	406	9	,	,	PUNCT
easat-5151	406	10	2023	2023	NUM
easat-5151	406	11	.	.	PUNCT
easat-5151	407	1	https://doi.org/10.1080/23302674.2023.2221068	https://doi.org/10.1080/23302674.2023.2221068	PROPN
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easat-5151	407	3	https://doi.org/10.1051/shsconf/202317501023	https://doi.org/10.1051/shsconf/202317501023	PROPN
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easat-5151	407	5	https://doi.org/10.56709/mesman.v3i1.314	https://doi.org/10.56709/mesman.v3i1.314	NOUN
easat-5151	407	6	https://doi.org/10.11113/jm.v47.478	https://doi.org/10.11113/jm.v47.478	NOUN
easat-5151	407	7	https://doi.org/10.3390/admsci13080185	https://doi.org/10.3390/admsci13080185	PROPN
easat-5151	407	8	https://doi.org/10.1080/23311975.2023.2301135	https://doi.org/10.1080/23311975.2023.2301135	PRON
easat-5151	407	9	https://doi.org/10.1111/beer.12528	https://doi.org/10.1111/beer.12528	NOUN
easat-5151	407	10	https://doi.org/10.1016/j.resconrec.2022.106681	https://doi.org/10.1016/j.resconrec.2022.106681	ADJ
easat-5151	407	11	https://doi.org/10.51594/ijmer.v6i7.1257	https://doi.org/10.51594/ijmer.v6i7.1257	NOUN
easat-5151	408	1	https://doi.org/10.3846/jbem.2023.17192	https://doi.org/10.3846/jbem.2023.17192	PROPN
easat-5151	408	2	https://doi.org/10.1590/1806-9649-2021v28e5257	https://doi.org/10.1590/1806-9649-2021v28e5257	VERB
easat-5151	408	3	https://doi.org/10.3390/su16093585	https://doi.org/10.3390/su16093585	NOUN
easat-5151	408	4	https://doi.org/10.1007/978-3-030-71782-7_40	https://doi.org/10.1007/978-3-030-71782-7_40	PROPN
easat-5151	408	5	https://doi.org/10.1002/gsj.1465	https://doi.org/10.1002/gsj.1465	PROPN
easat-5151	408	6	https://doi.org/10.1371/journal.pone.0251715	https://doi.org/10.1371/journal.pone.0251715	NOUN
easat-5151	408	7	http://doi.org/10.47836/ijeamsi.16.1.004	http://doi.org/10.47836/ijeamsi.16.1.004	PROPN
easat-5151	408	8	https://doi.org/10.1108/ajim-04-2022-0204	https://doi.org/10.1108/ajim-04-2022-0204	ADJ
easat-5151	408	9	https://doi.org/10.58921/jobams.4.2.86	https://doi.org/10.58921/jobams.4.2.86	NOUN
easat-5151	408	10	https://doi.org/10.1007/s40171-021-00277-7	https://doi.org/10.1007/s40171-021-00277-7	NOUN
easat-5151	408	11	https://doi.org/10.1080/23302674.2023.2221068	https://doi.org/10.1080/23302674.2023.2221068	PROPN
easat-5151	409	1	150	150	NUM
easat-5151	409	2	edelweiss	edelweiss	PROPN
easat-5151	409	3	applied	apply	VERB
easat-5151	409	4	science	science	NOUN
easat-5151	409	5	and	and	CCONJ
easat-5151	409	6	technology	technology	NOUN
easat-5151	409	7	issn	issn	PROPN
easat-5151	409	8	:	:	PUNCT
easat-5151	409	9	2576	2576	NUM
easat-5151	409	10	-	-	SYM
easat-5151	409	11	8484	8484	NUM
easat-5151	409	12	vol	vol	NOUN
easat-5151	409	13	.	.	PROPN
easat-5151	410	1	9	9	NUM
easat-5151	410	2	,	,	PUNCT
easat-5151	410	3	no	no	INTJ
easat-5151	410	4	.	.	NOUN
easat-5151	411	1	3	3	NUM
easat-5151	411	2	:	:	SYM
easat-5151	411	3	137	137	NUM
easat-5151	411	4	-	-	SYM
easat-5151	411	5	150	150	NUM
easat-5151	411	6	,	,	PUNCT
easat-5151	411	7	2025	2025	NUM
easat-5151	411	8	doi	doi	NOUN
easat-5151	411	9	:	:	PUNCT
easat-5151	411	10	10.55214/25768484.v9i3.5151	10.55214/25768484.v9i3.5151	NUM
easat-5151	411	11	©	©	PROPN
easat-5151	411	12	2025	2025	NUM
easat-5151	411	13	by	by	ADP
easat-5151	411	14	the	the	DET
easat-5151	411	15	authors	author	NOUN
easat-5151	411	16	;	;	PUNCT
easat-5151	411	17	licensee	licensee	PROPN
easat-5151	411	18	learning	learning	NOUN
easat-5151	411	19	gate	gate	NOUN
easat-5151	412	1	[	[	X
easat-5151	412	2	47	47	NUM
easat-5151	412	3	]	]	X
easat-5151	412	4	d.	d.	PROPN
easat-5151	412	5	ofori	ofori	X
easat-5151	412	6	,	,	PUNCT
easat-5151	412	7	"	"	PUNCT
easat-5151	412	8	necessary	necessary	ADJ
easat-5151	412	9	condition	condition	NOUN
easat-5151	412	10	analysis	analysis	NOUN
easat-5151	412	11	of	of	ADP
easat-5151	412	12	organisational	organisational	ADJ
easat-5151	412	13	capabilities	capability	NOUN
easat-5151	412	14	for	for	ADP
easat-5151	412	15	a	a	DET
easat-5151	412	16	resilient	resilient	ADJ
easat-5151	412	17	service	service	NOUN
easat-5151	412	18	operation	operation	NOUN
easat-5151	412	19	in	in	ADP
easat-5151	412	20	the	the	DET
easat-5151	412	21	hotel	hotel	NOUN
easat-5151	412	22	industry	industry	NOUN
easat-5151	412	23	in	in	ADP
easat-5151	412	24	ghana	ghana	PROPN
easat-5151	412	25	,	,	PUNCT
easat-5151	412	26	"	"	PUNCT
easat-5151	412	27	heliyon	heliyon	NOUN
easat-5151	412	28	,	,	PUNCT
easat-5151	412	29	vol	vol	NOUN
easat-5151	412	30	.	.	PROPN
easat-5151	412	31	10	10	NUM
easat-5151	412	32	,	,	PUNCT
easat-5151	412	33	no	no	INTJ
easat-5151	412	34	.	.	NOUN
easat-5151	412	35	4	4	NUM
easat-5151	412	36	,	,	PUNCT
easat-5151	412	37	p.	p.	PROPN
easat-5151	412	38	e26473	e26473	PROPN
easat-5151	412	39	,	,	PUNCT
easat-5151	412	40	2024	2024	NUM
easat-5151	412	41	.	.	PUNCT
easat-5151	413	1	https://doi.org/10.1016/j.heliyon.2024.e26473	https://doi.org/10.1016/j.heliyon.2024.e26473	NOUN
easat-5151	413	2	[	[	X
easat-5151	413	3	48	48	NUM
easat-5151	413	4	]	]	PUNCT
easat-5151	413	5	p.	p.	PROPN
easat-5151	413	6	mehta	mehta	PROPN
easat-5151	413	7	,	,	PUNCT
easat-5151	413	8	s.	s.	PROPN
easat-5151	413	9	das	das	PROPN
easat-5151	413	10	,	,	PUNCT
easat-5151	413	11	and	and	CCONJ
easat-5151	413	12	b.	b.	PROPN
easat-5151	413	13	ramesh	ramesh	PROPN
easat-5151	413	14	,	,	PUNCT
easat-5151	413	15	"	"	PUNCT
easat-5151	413	16	robust	robust	ADJ
easat-5151	413	17	sales	sale	NOUN
easat-5151	413	18	forecasting	forecasting	NOUN
easat-5151	413	19	using	use	VERB
easat-5151	413	20	deep	deep	ADJ
easat-5151	413	21	learning	learning	NOUN
easat-5151	413	22	with	with	ADP
easat-5151	413	23	static	static	ADJ
easat-5151	413	24	and	and	CCONJ
easat-5151	413	25	dynamic	dynamic	ADJ
easat-5151	413	26	covariates	covariate	NOUN
easat-5151	413	27	,	,	PUNCT
easat-5151	413	28	"	"	PUNCT
easat-5151	413	29	applied	apply	VERB
easat-5151	413	30	sciences	science	NOUN
easat-5151	413	31	,	,	PUNCT
easat-5151	413	32	no	no	INTJ
easat-5151	413	33	.	.	NOUN
easat-5151	413	34	5	5	NUM
easat-5151	413	35	,	,	PUNCT
easat-5151	413	36	6	6	NUM
easat-5151	413	37	,	,	PUNCT
easat-5151	413	38	p.	p.	NOUN
easat-5151	413	39	85	85	NUM
easat-5151	413	40	,	,	PUNCT
easat-5151	413	41	2023	2023	NUM
easat-5151	413	42	.	.	PUNCT
easat-5151	414	1	https://doi.org/10.3390/asi6050085	https://doi.org/10.3390/asi6050085	X
easat-5151	415	1	[	[	X
easat-5151	415	2	49	49	NUM
easat-5151	415	3	]	]	PUNCT
easat-5151	415	4	k.	k.	PROPN
easat-5151	415	5	sharma	sharma	PROPN
easat-5151	415	6	and	and	CCONJ
easat-5151	415	7	j.	j.	PROPN
easat-5151	415	8	wang	wang	PROPN
easat-5151	415	9	,	,	PUNCT
easat-5151	415	10	"	"	PUNCT
easat-5151	415	11	improved	improve	VERB
easat-5151	415	12	sales	sale	NOUN
easat-5151	415	13	forecasting	forecasting	NOUN
easat-5151	415	14	using	use	VERB
easat-5151	415	15	trend	trend	NOUN
easat-5151	415	16	and	and	CCONJ
easat-5151	415	17	seasonality	seasonality	NOUN
easat-5151	415	18	decomposition	decomposition	NOUN
easat-5151	415	19	with	with	ADP
easat-5151	415	20	light	light	ADJ
easat-5151	415	21	gbm	gbm	NOUN
easat-5151	415	22	,	,	PUNCT
easat-5151	415	23	"	"	PUNCT
easat-5151	415	24	presented	present	VERB
easat-5151	415	25	at	at	ADP
easat-5151	415	26	the	the	DET
easat-5151	415	27	ieee	ieee	NOUN
easat-5151	415	28	international	international	PROPN
easat-5151	415	29	conference	conference	NOUN
easat-5151	415	30	on	on	ADP
easat-5151	415	31	artificial	artificial	ADJ
easat-5151	415	32	intelligence	intelligence	NOUN
easat-5151	415	33	and	and	CCONJ
easat-5151	415	34	big	big	ADJ
easat-5151	415	35	data	datum	NOUN
easat-5151	415	36	,	,	PUNCT
easat-5151	415	37	2023	2023	NUM
easat-5151	415	38	.	.	PUNCT
easat-5151	416	1	[	[	X
easat-5151	416	2	50	50	NUM
easat-5151	416	3	]	]	PUNCT
easat-5151	416	4	s.	s.	PROPN
easat-5151	416	5	d.	d.	PROPN
easat-5151	416	6	jena	jena	PROPN
easat-5151	416	7	,	,	PUNCT
easat-5151	416	8	a.	a.	NOUN
easat-5151	416	9	senapati	senapati	PROPN
easat-5151	416	10	,	,	PUNCT
easat-5151	416	11	and	and	CCONJ
easat-5151	416	12	a.	a.	NOUN
easat-5151	416	13	mohanty	mohanty	PROPN
easat-5151	416	14	,	,	PUNCT
easat-5151	416	15	developing	develop	VERB
easat-5151	416	16	customer	customer	NOUN
easat-5151	416	17	networking	network	VERB
easat-5151	416	18	quality	quality	NOUN
easat-5151	416	19	model	model	NOUN
easat-5151	416	20	to	to	PART
easat-5151	416	21	improve	improve	VERB
easat-5151	416	22	smes	sme	NOUN
easat-5151	416	23	’	'	PUNCT
easat-5151	416	24	marketing	marketing	NOUN
easat-5151	416	25	performance	performance	NOUN
easat-5151	416	26	.	.	PUNCT
easat-5151	416	27	springer	springer	NOUN
easat-5151	416	28	.	.	PUNCT
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easat-5151	417	2	,	,	PUNCT
easat-5151	417	3	2024	2024	NUM
easat-5151	417	4	.	.	PUNCT
easat-5151	418	1	[	[	X
easat-5151	418	2	51	51	NUM
easat-5151	418	3	]	]	PUNCT
easat-5151	418	4	m.	m.	PROPN
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easat-5151	418	7	,	,	PUNCT
easat-5151	418	8	x.	x.	PROPN
easat-5151	418	9	zhang	zhang	PROPN
easat-5151	418	10	,	,	PUNCT
easat-5151	418	11	and	and	CCONJ
easat-5151	418	12	j.	j.	PROPN
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easat-5151	418	14	,	,	PUNCT
easat-5151	418	15	"	"	PUNCT
easat-5151	418	16	a	a	DET
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easat-5151	418	20	sales	sale	NOUN
easat-5151	418	21	analytics	analytic	NOUN
easat-5151	418	22	adoption	adoption	NOUN
easat-5151	418	23	,	,	PUNCT
easat-5151	418	24	"	"	PUNCT
easat-5151	418	25	journal	journal	NOUN
easat-5151	418	26	of	of	ADP
easat-5151	418	27	business	business	NOUN
easat-5151	418	28	analytics	analytic	NOUN
easat-5151	418	29	,	,	PUNCT
easat-5151	418	30	2023	2023	NUM
easat-5151	418	31	.	.	PUNCT
easat-5151	419	1	https://doi.org/10.1007/s13162-022-00252-0	https://doi.org/10.1007/s13162-022-00252-0	NUM
easat-5151	419	2	https://doi.org/10.1016/j.heliyon.2024.e26473	https://doi.org/10.1016/j.heliyon.2024.e26473	NOUN
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easat-5151	419	4	https://doi.org/10.1007/978-3-031-36895-0_39	https://doi.org/10.1007/978-3-031-36895-0_39	PROPN
easat-5151	419	5	https://doi.org/10.1007/s13162-022-00252-0	https://doi.org/10.1007/s13162-022-00252-0	NUM