id	sid	tid	token	lemma	pos
cana-6264	1	1	communications	communication	NOUN
cana-6264	1	2	on	on	ADP
cana-6264	1	3	applied	apply	VERB
cana-6264	1	4	nonlinear	nonlinear	ADJ
cana-6264	1	5	analysis	analysis	NOUN
cana-6264	1	6	issn	issn	NOUN
cana-6264	1	7	:	:	PUNCT
cana-6264	1	8	1074	1074	NUM
cana-6264	1	9	-	-	PUNCT
cana-6264	1	10	133x	133x	NUM
cana-6264	1	11	vol	vol	NOUN
cana-6264	1	12	31	31	NUM
cana-6264	1	13	no	no	NOUN
cana-6264	1	14	.	.	PUNCT
cana-6264	2	1	8s	8s	PROPN
cana-6264	2	2	(	(	PUNCT
cana-6264	2	3	2024	2024	NUM
cana-6264	2	4	)	)	PUNCT
cana-6264	2	5	1236	1236	NUM
cana-6264	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	2	7	best	good	ADJ
cana-6264	2	8	practices	practice	NOUN
cana-6264	2	9	for	for	ADP
cana-6264	2	10	designing	design	VERB
cana-6264	2	11	semantic	semantic	ADJ
cana-6264	2	12	layers	layer	NOUN
cana-6264	2	13	in	in	ADP
cana-6264	2	14	business	business	NOUN
cana-6264	2	15	intelligence	intelligence	NOUN
cana-6264	2	16	systems	system	NOUN
cana-6264	2	17	prateek	prateek	ADJ
cana-6264	2	18	panigrahy	panigrahy	NOUN
cana-6264	2	19	kiit	kiit	PROPN
cana-6264	2	20	university	university	PROPN
cana-6264	2	21	,	,	PUNCT
cana-6264	2	22	bhubaneswar	bhubaneswar	PROPN
cana-6264	2	23	,	,	PUNCT
cana-6264	2	24	odisha	odisha	PROPN
cana-6264	2	25	prateek.panigrahy@gmail.com	prateek.panigrahy@gmail.com	X
cana-6264	2	26	article	article	NOUN
cana-6264	2	27	history	history	NOUN
cana-6264	2	28	:	:	PUNCT
cana-6264	3	1	received:04/10/2024	received:04/10/2024	PROPN
cana-6264	3	2	revised:03/11/2024	revised:03/11/2024	PROPN
cana-6264	3	3	accepted:05/12/2024	accepted:05/12/2024	VERB
cana-6264	3	4	abstract	abstract	NOUN
cana-6264	3	5	:	:	PUNCT
cana-6264	3	6	in	in	ADP
cana-6264	3	7	business	business	NOUN
cana-6264	3	8	intelligence	intelligence	NOUN
cana-6264	3	9	(	(	PUNCT
cana-6264	3	10	bi	bi	NOUN
cana-6264	3	11	)	)	PUNCT
cana-6264	3	12	systems	system	NOUN
cana-6264	3	13	,	,	PUNCT
cana-6264	3	14	semantic	semantic	ADJ
cana-6264	3	15	layers	layer	NOUN
cana-6264	3	16	bridge	bridge	VERB
cana-6264	3	17	analysis	analysis	NOUN
cana-6264	3	18	-	-	PUNCT
cana-6264	3	19	friendly	friendly	ADJ
cana-6264	3	20	user	user	NOUN
cana-6264	3	21	interfaces	interface	NOUN
cana-6264	3	22	and	and	CCONJ
cana-6264	3	23	complicated	complicated	ADJ
cana-6264	3	24	raw	raw	ADJ
cana-6264	3	25	data	datum	NOUN
cana-6264	3	26	.	.	PUNCT
cana-6264	4	1	they	they	PRON
cana-6264	4	2	enable	enable	VERB
cana-6264	4	3	the	the	DET
cana-6264	4	4	existence	existence	NOUN
cana-6264	4	5	of	of	ADP
cana-6264	4	6	homogenous	homogenous	ADJ
cana-6264	4	7	metrics	metric	NOUN
cana-6264	4	8	,	,	PUNCT
cana-6264	4	9	hierarchies	hierarchy	NOUN
cana-6264	4	10	,	,	PUNCT
cana-6264	4	11	and	and	CCONJ
cana-6264	4	12	dimensions	dimension	NOUN
cana-6264	4	13	and	and	CCONJ
cana-6264	4	14	render	render	VERB
cana-6264	4	15	them	they	PRON
cana-6264	4	16	usable	usable	ADJ
cana-6264	4	17	,	,	PUNCT
cana-6264	4	18	more	more	ADV
cana-6264	4	19	reliable	reliable	ADJ
cana-6264	4	20	,	,	PUNCT
cana-6264	4	21	controlled	control	VERB
cana-6264	4	22	,	,	PUNCT
cana-6264	4	23	and	and	CCONJ
cana-6264	4	24	scalable	scalable	ADJ
cana-6264	4	25	across	across	ADP
cana-6264	4	26	data	datum	NOUN
cana-6264	4	27	sources	source	NOUN
cana-6264	4	28	.	.	PUNCT
cana-6264	5	1	the	the	DET
cana-6264	5	2	paper	paper	NOUN
cana-6264	5	3	highlights	highlight	VERB
cana-6264	5	4	the	the	DET
cana-6264	5	5	best	good	ADJ
cana-6264	5	6	practices	practice	NOUN
cana-6264	5	7	of	of	ADP
cana-6264	5	8	semantic	semantic	ADJ
cana-6264	5	9	layer	layer	NOUN
cana-6264	5	10	design	design	NOUN
cana-6264	5	11	,	,	PUNCT
cana-6264	5	12	such	such	ADJ
cana-6264	5	13	as	as	ADP
cana-6264	5	14	theoretical	theoretical	ADJ
cana-6264	5	15	backgrounds	background	NOUN
cana-6264	5	16	,	,	PUNCT
cana-6264	5	17	architecture	architecture	NOUN
cana-6264	5	18	,	,	PUNCT
cana-6264	5	19	implementation	implementation	NOUN
cana-6264	5	20	,	,	PUNCT
cana-6264	5	21	and	and	CCONJ
cana-6264	5	22	emerging	emerge	VERB
cana-6264	5	23	problems	problem	NOUN
cana-6264	5	24	.	.	PUNCT
cana-6264	6	1	it	it	PRON
cana-6264	6	2	places	place	VERB
cana-6264	6	3	emphasis	emphasis	NOUN
cana-6264	6	4	on	on	ADP
cana-6264	6	5	governance	governance	NOUN
cana-6264	6	6	,	,	PUNCT
cana-6264	6	7	scalability	scalability	NOUN
cana-6264	6	8	,	,	PUNCT
cana-6264	6	9	interoperability	interoperability	NOUN
cana-6264	6	10	,	,	PUNCT
cana-6264	6	11	and	and	CCONJ
cana-6264	6	12	evolving	evolve	VERB
cana-6264	6	13	with	with	ADP
cana-6264	6	14	the	the	DET
cana-6264	6	15	evolving	evolve	VERB
cana-6264	6	16	times	time	NOUN
cana-6264	6	17	,	,	PUNCT
cana-6264	6	18	such	such	ADJ
cana-6264	6	19	as	as	ADP
cana-6264	6	20	cloud	cloud	ADJ
cana-6264	6	21	elasticity	elasticity	NOUN
cana-6264	6	22	,	,	PUNCT
cana-6264	6	23	real	real	ADJ
cana-6264	6	24	-	-	PUNCT
cana-6264	6	25	time	time	NOUN
cana-6264	6	26	analytics	analytic	NOUN
cana-6264	6	27	,	,	PUNCT
cana-6264	6	28	compliance	compliance	NOUN
cana-6264	6	29	,	,	PUNCT
cana-6264	6	30	and	and	CCONJ
cana-6264	6	31	ai	ai	PROPN
cana-6264	6	32	integration	integration	NOUN
cana-6264	6	33	.	.	PUNCT
cana-6264	7	1	this	this	DET
cana-6264	7	2	paper	paper	NOUN
cana-6264	7	3	draws	draw	VERB
cana-6264	7	4	on	on	ADP
cana-6264	7	5	academic	academic	ADJ
cana-6264	7	6	literature	literature	NOUN
cana-6264	7	7	and	and	CCONJ
cana-6264	7	8	benchmarking	benchmarke	VERB
cana-6264	7	9	research	research	NOUN
cana-6264	7	10	,	,	PUNCT
cana-6264	7	11	which	which	PRON
cana-6264	7	12	together	together	ADV
cana-6264	7	13	provide	provide	VERB
cana-6264	7	14	a	a	DET
cana-6264	7	15	foundation	foundation	NOUN
cana-6264	7	16	for	for	ADP
cana-6264	7	17	designing	design	VERB
cana-6264	7	18	semantic	semantic	ADJ
cana-6264	7	19	layers	layer	NOUN
cana-6264	7	20	that	that	PRON
cana-6264	7	21	are	be	AUX
cana-6264	7	22	uniform	uniform	ADJ
cana-6264	7	23	,	,	PUNCT
cana-6264	7	24	replicable	replicable	ADJ
cana-6264	7	25	,	,	PUNCT
cana-6264	7	26	and	and	CCONJ
cana-6264	7	27	dynamic	dynamic	ADJ
cana-6264	7	28	in	in	ADP
cana-6264	7	29	the	the	DET
cana-6264	7	30	development	development	NOUN
cana-6264	7	31	of	of	ADP
cana-6264	7	32	bi	bi	PROPN
cana-6264	7	33	systems	system	NOUN
cana-6264	7	34	.	.	PUNCT
cana-6264	8	1	keywords	keyword	NOUN
cana-6264	8	2	:	:	PUNCT
cana-6264	8	3	semantic	semantic	ADJ
cana-6264	8	4	layers	layer	NOUN
cana-6264	8	5	;	;	PUNCT
cana-6264	8	6	business	business	NOUN
cana-6264	8	7	intelligence	intelligence	NOUN
cana-6264	8	8	(	(	PUNCT
cana-6264	8	9	bi	bi	NOUN
cana-6264	8	10	)	)	PUNCT
cana-6264	8	11	;	;	PUNCT
cana-6264	8	12	data	datum	NOUN
cana-6264	8	13	governance	governance	NOUN
cana-6264	8	14	;	;	PUNCT
cana-6264	8	15	cloud	cloud	NOUN
cana-6264	8	16	analytics	analytic	NOUN
cana-6264	8	17	;	;	PUNCT
cana-6264	8	18	self	self	NOUN
cana-6264	8	19	-	-	PUNCT
cana-6264	8	20	service	service	NOUN
cana-6264	8	21	bi	bi	NOUN
cana-6264	8	22	1	1	NUM
cana-6264	8	23	.	.	PUNCT
cana-6264	9	1	introduction	introduction	NOUN
cana-6264	9	2	the	the	DET
cana-6264	9	3	business	business	NOUN
cana-6264	9	4	intelligence	intelligence	NOUN
cana-6264	9	5	(	(	PUNCT
cana-6264	9	6	bi	bi	NOUN
cana-6264	9	7	)	)	PUNCT
cana-6264	9	8	systems	system	NOUN
cana-6264	9	9	have	have	AUX
cana-6264	9	10	become	become	VERB
cana-6264	9	11	significant	significant	ADJ
cana-6264	9	12	and	and	CCONJ
cana-6264	9	13	support	support	VERB
cana-6264	9	14	data	data	NOUN
cana-6264	9	15	-	-	PUNCT
cana-6264	9	16	driven	drive	VERB
cana-6264	9	17	decision	decision	NOUN
cana-6264	9	18	-	-	PUNCT
cana-6264	9	19	making	making	NOUN
cana-6264	9	20	in	in	ADP
cana-6264	9	21	companies	company	NOUN
cana-6264	9	22	.	.	PUNCT
cana-6264	10	1	the	the	DET
cana-6264	10	2	bi	bi	NOUN
cana-6264	10	3	is	be	AUX
cana-6264	10	4	problem	problem	NOUN
cana-6264	10	5	-	-	PUNCT
cana-6264	10	6	oriented	orient	VERB
cana-6264	10	7	in	in	ADP
cana-6264	10	8	nature	nature	NOUN
cana-6264	10	9	,	,	PUNCT
cana-6264	10	10	whereby	whereby	SCONJ
cana-6264	10	11	the	the	DET
cana-6264	10	12	raw	raw	ADJ
cana-6264	10	13	and	and	CCONJ
cana-6264	10	14	complex	complex	ADJ
cana-6264	10	15	data	datum	NOUN
cana-6264	10	16	,	,	PUNCT
cana-6264	10	17	which	which	PRON
cana-6264	10	18	is	be	AUX
cana-6264	10	19	largely	largely	ADV
cana-6264	10	20	heterogeneous	heterogeneous	ADJ
cana-6264	10	21	,	,	PUNCT
cana-6264	10	22	is	be	AUX
cana-6264	10	23	then	then	ADV
cana-6264	10	24	transformed	transform	VERB
cana-6264	10	25	into	into	ADP
cana-6264	10	26	information	information	NOUN
cana-6264	10	27	that	that	PRON
cana-6264	10	28	can	can	AUX
cana-6264	10	29	be	be	AUX
cana-6264	10	30	examined	examine	VERB
cana-6264	10	31	and	and	CCONJ
cana-6264	10	32	put	put	VERB
cana-6264	10	33	into	into	ADP
cana-6264	10	34	usable	usable	ADJ
cana-6264	10	35	use	use	NOUN
cana-6264	10	36	by	by	ADP
cana-6264	10	37	those	those	PRON
cana-6264	10	38	involved	involve	VERB
cana-6264	10	39	.	.	PUNCT
cana-6264	11	1	this	this	DET
cana-6264	11	2	redefinition	redefinition	NOUN
cana-6264	11	3	demands	demand	VERB
cana-6264	11	4	a	a	DET
cana-6264	11	5	process	process	NOUN
cana-6264	11	6	that	that	PRON
cana-6264	11	7	will	will	AUX
cana-6264	11	8	do	do	VERB
cana-6264	11	9	away	away	ADV
cana-6264	11	10	with	with	ADP
cana-6264	11	11	the	the	DET
cana-6264	11	12	technical	technical	ADJ
cana-6264	11	13	complexity	complexity	NOUN
cana-6264	11	14	of	of	ADP
cana-6264	11	15	the	the	DET
cana-6264	11	16	databases	database	NOUN
cana-6264	11	17	and	and	CCONJ
cana-6264	11	18	the	the	DET
cana-6264	11	19	simplicity	simplicity	NOUN
cana-6264	11	20	of	of	ADP
cana-6264	11	21	analysis	analysis	NOUN
cana-6264	11	22	that	that	PRON
cana-6264	11	23	is	be	AUX
cana-6264	11	24	demanded	demand	VERB
cana-6264	11	25	by	by	ADP
cana-6264	11	26	the	the	DET
cana-6264	11	27	end	end	NOUN
cana-6264	11	28	-	-	PUNCT
cana-6264	11	29	users	user	NOUN
cana-6264	11	30	.	.	PUNCT
cana-6264	12	1	this	this	PRON
cana-6264	12	2	is	be	AUX
cana-6264	12	3	supposed	suppose	VERB
cana-6264	12	4	to	to	PART
cana-6264	12	5	be	be	AUX
cana-6264	12	6	supplied	supply	VERB
cana-6264	12	7	by	by	ADP
cana-6264	12	8	the	the	DET
cana-6264	12	9	semantic	semantic	ADJ
cana-6264	12	10	layer	layer	NOUN
cana-6264	12	11	and	and	CCONJ
cana-6264	12	12	is	be	AUX
cana-6264	12	13	a	a	DET
cana-6264	12	14	translation	translation	NOUN
cana-6264	12	15	and	and	CCONJ
cana-6264	12	16	abstraction	abstraction	NOUN
cana-6264	12	17	layer	layer	NOUN
cana-6264	12	18	between	between	ADP
cana-6264	12	19	the	the	DET
cana-6264	12	20	physical	physical	ADJ
cana-6264	12	21	data	datum	NOUN
cana-6264	12	22	stores	store	NOUN
cana-6264	12	23	and	and	CCONJ
cana-6264	12	24	user	user	NOUN
cana-6264	12	25	-	-	PUNCT
cana-6264	12	26	oriented	orient	VERB
cana-6264	12	27	analytical	analytical	ADJ
cana-6264	12	28	tools	tool	NOUN
cana-6264	12	29	[	[	X
cana-6264	12	30	1	1	NUM
cana-6264	12	31	]	]	PUNCT
cana-6264	12	32	.	.	PUNCT
cana-6264	13	1	the	the	DET
cana-6264	13	2	conceptual	conceptual	ADJ
cana-6264	13	3	architecture	architecture	NOUN
cana-6264	13	4	is	be	AUX
cana-6264	13	5	the	the	DET
cana-6264	13	6	semantic	semantic	ADJ
cana-6264	13	7	layer	layer	NOUN
cana-6264	13	8	that	that	PRON
cana-6264	13	9	makes	make	VERB
cana-6264	13	10	sure	sure	ADJ
cana-6264	13	11	the	the	DET
cana-6264	13	12	information	information	NOUN
cana-6264	13	13	that	that	PRON
cana-6264	13	14	is	be	AUX
cana-6264	13	15	represented	represent	VERB
cana-6264	13	16	in	in	ADP
cana-6264	13	17	it	it	PRON
cana-6264	13	18	is	be	AUX
cana-6264	13	19	in	in	ADP
cana-6264	13	20	a	a	DET
cana-6264	13	21	form	form	NOUN
cana-6264	13	22	that	that	PRON
cana-6264	13	23	can	can	AUX
cana-6264	13	24	easily	easily	ADV
cana-6264	13	25	be	be	AUX
cana-6264	13	26	consumed	consume	VERB
cana-6264	13	27	by	by	ADP
cana-6264	13	28	the	the	DET
cana-6264	13	29	business	business	NOUN
cana-6264	13	30	,	,	PUNCT
cana-6264	13	31	concealing	conceal	VERB
cana-6264	13	32	the	the	DET
cana-6264	13	33	inner	inner	ADJ
cana-6264	13	34	workings	working	NOUN
cana-6264	13	35	of	of	ADP
cana-6264	13	36	database	database	NOUN
cana-6264	13	37	schemas	schema	NOUN
cana-6264	13	38	,	,	PUNCT
cana-6264	13	39	data	datum	NOUN
cana-6264	13	40	sources	source	NOUN
cana-6264	13	41	,	,	PUNCT
cana-6264	13	42	or	or	CCONJ
cana-6264	13	43	query	query	NOUN
cana-6264	13	44	expressions	expression	NOUN
cana-6264	13	45	.	.	PUNCT
cana-6264	14	1	it	it	PRON
cana-6264	14	2	enables	enable	VERB
cana-6264	14	3	business	business	NOUN
cana-6264	14	4	users	user	NOUN
cana-6264	14	5	to	to	PART
cana-6264	14	6	relate	relate	VERB
cana-6264	14	7	to	to	ADP
cana-6264	14	8	key	key	ADJ
cana-6264	14	9	performance	performance	NOUN
cana-6264	14	10	indicators	indicator	NOUN
cana-6264	14	11	,	,	PUNCT
cana-6264	14	12	metrics	metric	NOUN
cana-6264	14	13	,	,	PUNCT
cana-6264	14	14	and	and	CCONJ
cana-6264	14	15	dimensions	dimension	NOUN
cana-6264	14	16	without	without	ADP
cana-6264	14	17	the	the	DET
cana-6264	14	18	need	need	NOUN
cana-6264	14	19	of	of	ADP
cana-6264	14	20	having	have	VERB
cana-6264	14	21	heavy	heavy	ADJ
cana-6264	14	22	technical	technical	ADJ
cana-6264	14	23	skills	skill	NOUN
cana-6264	14	24	.	.	PUNCT
cana-6264	15	1	in	in	ADP
cana-6264	15	2	that	that	DET
cana-6264	15	3	respect	respect	NOUN
cana-6264	15	4	,	,	PUNCT
cana-6264	15	5	it	it	PRON
cana-6264	15	6	can	can	AUX
cana-6264	15	7	be	be	AUX
cana-6264	15	8	democratically	democratically	ADV
cana-6264	15	9	accessed	access	VERB
cana-6264	15	10	to	to	ADP
cana-6264	15	11	information	information	NOUN
cana-6264	15	12	without	without	ADP
cana-6264	15	13	interfering	interfere	VERB
cana-6264	15	14	with	with	ADP
cana-6264	15	15	information	information	NOUN
cana-6264	15	16	reports	report	NOUN
cana-6264	15	17	and	and	CCONJ
cana-6264	15	18	analytics	analytic	NOUN
cana-6264	15	19	[	[	X
cana-6264	15	20	2	2	NUM
cana-6264	15	21	]	]	PUNCT
cana-6264	15	22	.	.	PUNCT
cana-6264	16	1	it	it	PRON
cana-6264	16	2	is	be	AUX
cana-6264	16	3	,	,	PUNCT
cana-6264	16	4	however	however	ADV
cana-6264	16	5	,	,	PUNCT
cana-6264	16	6	not	not	PART
cana-6264	16	7	easy	easy	ADJ
cana-6264	16	8	to	to	PART
cana-6264	16	9	come	come	VERB
cana-6264	16	10	up	up	ADP
cana-6264	16	11	with	with	ADP
cana-6264	16	12	good	good	ADJ
cana-6264	16	13	semantic	semantic	ADJ
cana-6264	16	14	layers	layer	NOUN
cana-6264	16	15	.	.	PUNCT
cana-6264	17	1	layers	layer	NOUN
cana-6264	17	2	not	not	PART
cana-6264	17	3	implemented	implement	VERB
cana-6264	17	4	efficiently	efficiently	ADV
cana-6264	17	5	might	might	AUX
cana-6264	17	6	lead	lead	VERB
cana-6264	17	7	to	to	ADP
cana-6264	17	8	differences	difference	NOUN
cana-6264	17	9	,	,	PUNCT
cana-6264	17	10	inefficiencies	inefficiency	NOUN
cana-6264	17	11	,	,	PUNCT
cana-6264	17	12	and	and	CCONJ
cana-6264	17	13	governance	governance	NOUN
cana-6264	17	14	threats	threat	NOUN
cana-6264	17	15	.	.	PUNCT
cana-6264	18	1	in	in	ADP
cana-6264	18	2	contrast	contrast	NOUN
cana-6264	18	3	,	,	PUNCT
cana-6264	18	4	the	the	DET
cana-6264	18	5	built	build	VERB
cana-6264	18	6	semantic	semantic	ADJ
cana-6264	18	7	layers	layer	NOUN
cana-6264	18	8	may	may	AUX
cana-6264	18	9	increase	increase	VERB
cana-6264	18	10	trust	trust	NOUN
cana-6264	18	11	,	,	PUNCT
cana-6264	18	12	speed	speed	NOUN
cana-6264	18	13	,	,	PUNCT
cana-6264	18	14	and	and	CCONJ
cana-6264	18	15	adoption	adoption	NOUN
cana-6264	18	16	of	of	ADP
cana-6264	18	17	the	the	DET
cana-6264	18	18	bi	bi	PROPN
cana-6264	18	19	systems	system	NOUN
cana-6264	18	20	in	in	ADP
cana-6264	18	21	case	case	NOUN
cana-6264	18	22	they	they	PRON
cana-6264	18	23	are	be	AUX
cana-6264	18	24	developed	develop	VERB
cana-6264	18	25	adequately	adequately	ADV
cana-6264	18	26	[	[	X
cana-6264	18	27	3	3	NUM
cana-6264	18	28	]	]	PUNCT
cana-6264	18	29	.	.	PUNCT
cana-6264	19	1	the	the	DET
cana-6264	19	2	growing	grow	VERB
cana-6264	19	3	number	number	NOUN
cana-6264	19	4	of	of	ADP
cana-6264	19	5	institutions	institution	NOUN
cana-6264	19	6	that	that	PRON
cana-6264	19	7	engage	engage	VERB
cana-6264	19	8	bigger	big	ADJ
cana-6264	19	9	and	and	CCONJ
cana-6264	19	10	more	more	ADV
cana-6264	19	11	heterogeneous	heterogeneous	ADJ
cana-6264	19	12	data	data	NOUN
cana-6264	19	13	sets	set	NOUN
cana-6264	19	14	has	have	AUX
cana-6264	19	15	made	make	VERB
cana-6264	19	16	semantic	semantic	ADJ
cana-6264	19	17	layers	layer	NOUN
cana-6264	19	18	an	an	DET
cana-6264	19	19	even	even	ADV
cana-6264	19	20	more	more	ADV
cana-6264	19	21	noticeable	noticeable	ADJ
cana-6264	19	22	task	task	NOUN
cana-6264	19	23	.	.	PUNCT
cana-6264	20	1	the	the	DET
cana-6264	20	2	new	new	ADJ
cana-6264	20	3	bi	bi	NOUN
cana-6264	20	4	systems	system	NOUN
cana-6264	20	5	should	should	AUX
cana-6264	20	6	be	be	AUX
cana-6264	20	7	capable	capable	ADJ
cana-6264	20	8	of	of	ADP
cana-6264	20	9	accessing	access	VERB
cana-6264	20	10	the	the	DET
cana-6264	20	11	data	data	NOUN
cana-6264	20	12	lakes	lake	NOUN
cana-6264	20	13	,	,	PUNCT
cana-6264	20	14	the	the	DET
cana-6264	20	15	cloud	cloud	NOUN
cana-6264	20	16	-	-	PUNCT
cana-6264	20	17	based	base	VERB
cana-6264	20	18	warehouses	warehouse	NOUN
cana-6264	20	19	,	,	PUNCT
cana-6264	20	20	and	and	CCONJ
cana-6264	20	21	streaming	streaming	NOUN
cana-6264	20	22	pipelines	pipeline	NOUN
cana-6264	20	23	,	,	PUNCT
cana-6264	20	24	and	and	CCONJ
cana-6264	20	25	that	that	PRON
cana-6264	20	26	is	be	AUX
cana-6264	20	27	why	why	SCONJ
cana-6264	20	28	the	the	DET
cana-6264	20	29	semantic	semantic	ADJ
cana-6264	20	30	design	design	NOUN
cana-6264	20	31	should	should	AUX
cana-6264	20	32	also	also	ADV
cana-6264	20	33	be	be	AUX
cana-6264	20	34	a	a	DET
cana-6264	20	35	usability	usability	NOUN
cana-6264	20	36	issue	issue	NOUN
cana-6264	20	37	,	,	PUNCT
cana-6264	20	38	but	but	CCONJ
cana-6264	20	39	of	of	ADP
cana-6264	20	40	scalability	scalability	NOUN
cana-6264	20	41	and	and	CCONJ
cana-6264	20	42	interoperability	interoperability	NOUN
cana-6264	20	43	[	[	X
cana-6264	20	44	4	4	NUM
cana-6264	20	45	]	]	PUNCT
cana-6264	20	46	.	.	PUNCT
cana-6264	21	1	in	in	ADP
cana-6264	21	2	addition	addition	NOUN
cana-6264	21	3	,	,	PUNCT
cana-6264	21	4	the	the	DET
cana-6264	21	5	expectations	expectation	NOUN
cana-6264	21	6	have	have	AUX
cana-6264	21	7	been	be	AUX
cana-6264	21	8	altered	alter	VERB
cana-6264	21	9	due	due	ADP
cana-6264	21	10	to	to	ADP
cana-6264	21	11	the	the	DET
cana-6264	21	12	self	self	NOUN
cana-6264	21	13	-	-	PUNCT
cana-6264	21	14	service	service	NOUN
cana-6264	21	15	analytics	analytic	NOUN
cana-6264	21	16	.	.	PUNCT
cana-6264	22	1	the	the	DET
cana-6264	22	2	business	business	NOUN
cana-6264	22	3	customers	customer	NOUN
cana-6264	22	4	are	be	AUX
cana-6264	22	5	developing	develop	VERB
cana-6264	22	6	more	more	ADV
cana-6264	22	7	demanding	demanding	ADJ
cana-6264	22	8	views	view	NOUN
cana-6264	22	9	on	on	ADP
cana-6264	22	10	how	how	SCONJ
cana-6264	22	11	they	they	PRON
cana-6264	22	12	can	can	AUX
cana-6264	22	13	discover	discover	VERB
cana-6264	22	14	the	the	DET
cana-6264	22	15	data	datum	NOUN
cana-6264	22	16	on	on	ADP
cana-6264	22	17	their	their	PRON
cana-6264	22	18	mailto:prateek.panigrahy@gmail.com	mailto:prateek.panigrahy@gmail.com	NOUN
cana-6264	22	19	communications	communication	NOUN
cana-6264	22	20	on	on	ADP
cana-6264	22	21	applied	apply	VERB
cana-6264	22	22	nonlinear	nonlinear	ADJ
cana-6264	22	23	analysis	analysis	NOUN
cana-6264	22	24	issn	issn	NOUN
cana-6264	22	25	:	:	PUNCT
cana-6264	22	26	1074	1074	NUM
cana-6264	22	27	-	-	PUNCT
cana-6264	22	28	133x	133x	NUM
cana-6264	22	29	vol	vol	NOUN
cana-6264	22	30	31	31	NUM
cana-6264	22	31	no	no	NOUN
cana-6264	22	32	.	.	PUNCT
cana-6264	23	1	8s	8s	PROPN
cana-6264	23	2	(	(	PUNCT
cana-6264	23	3	2024	2024	NUM
cana-6264	23	4	)	)	PUNCT
cana-6264	23	5	1237	1237	NUM
cana-6264	23	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	23	7	own	own	ADJ
cana-6264	23	8	,	,	PUNCT
cana-6264	23	9	with	with	ADP
cana-6264	23	10	the	the	DET
cana-6264	23	11	assistance	assistance	NOUN
cana-6264	23	12	of	of	ADP
cana-6264	23	13	it	it	PRON
cana-6264	23	14	departments	department	VERB
cana-6264	23	15	to	to	PART
cana-6264	23	16	provide	provide	VERB
cana-6264	23	17	governance	governance	NOUN
cana-6264	23	18	and	and	CCONJ
cana-6264	23	19	semantic	semantic	ADJ
cana-6264	23	20	standardisation	standardisation	NOUN
cana-6264	23	21	.	.	PUNCT
cana-6264	24	1	the	the	DET
cana-6264	24	2	major	major	ADJ
cana-6264	24	3	issue	issue	NOUN
cana-6264	24	4	with	with	ADP
cana-6264	24	5	the	the	DET
cana-6264	24	6	semantic	semantic	ADJ
cana-6264	24	7	layer	layer	NOUN
cana-6264	24	8	design	design	NOUN
cana-6264	24	9	is	be	AUX
cana-6264	24	10	that	that	SCONJ
cana-6264	24	11	the	the	DET
cana-6264	24	12	trade	trade	NOUN
cana-6264	24	13	-	-	PUNCT
cana-6264	24	14	off	off	NOUN
cana-6264	24	15	between	between	ADP
cana-6264	24	16	flexibility	flexibility	NOUN
cana-6264	24	17	and	and	CCONJ
cana-6264	24	18	control	control	NOUN
cana-6264	24	19	is	be	AUX
cana-6264	24	20	the	the	DET
cana-6264	24	21	problem	problem	NOUN
cana-6264	24	22	[	[	X
cana-6264	24	23	5	5	NUM
cana-6264	24	24	]	]	PUNCT
cana-6264	24	25	.	.	PUNCT
cana-6264	25	1	the	the	DET
cana-6264	25	2	semantic	semantic	ADJ
cana-6264	25	3	layer	layer	NOUN
cana-6264	25	4	design	design	NOUN
cana-6264	25	5	has	have	VERB
cana-6264	25	6	a	a	DET
cana-6264	25	7	decisive	decisive	ADJ
cana-6264	25	8	influence	influence	NOUN
cana-6264	25	9	on	on	ADP
cana-6264	25	10	the	the	DET
cana-6264	25	11	bi	bi	ADJ
cana-6264	25	12	adoption	adoption	NOUN
cana-6264	25	13	and	and	CCONJ
cana-6264	25	14	organisation	organisation	NOUN
cana-6264	25	15	performance	performance	NOUN
cana-6264	25	16	,	,	PUNCT
cana-6264	25	17	which	which	PRON
cana-6264	25	18	is	be	AUX
cana-6264	25	19	proven	prove	VERB
cana-6264	25	20	by	by	ADP
cana-6264	25	21	the	the	DET
cana-6264	25	22	practices	practice	NOUN
cana-6264	25	23	and	and	CCONJ
cana-6264	25	24	frameworks	framework	NOUN
cana-6264	25	25	of	of	ADP
cana-6264	25	26	benchmarking	benchmarke	VERB
cana-6264	25	27	.	.	PUNCT
cana-6264	26	1	a	a	DET
cana-6264	26	2	correct	correct	ADJ
cana-6264	26	3	semantic	semantic	ADJ
cana-6264	26	4	layer	layer	NOUN
cana-6264	26	5	ensures	ensure	VERB
cana-6264	26	6	consistency	consistency	NOUN
cana-6264	26	7	of	of	ADP
cana-6264	26	8	kpi	kpi	PROPN
cana-6264	26	9	and	and	CCONJ
cana-6264	26	10	dimension	dimension	NOUN
cana-6264	26	11	definition	definition	NOUN
cana-6264	26	12	,	,	PUNCT
cana-6264	26	13	cross	cross	ADJ
cana-6264	26	14	-	-	ADJ
cana-6264	26	15	departmental	departmental	ADJ
cana-6264	26	16	interoperability	interoperability	NOUN
cana-6264	26	17	,	,	PUNCT
cana-6264	26	18	and	and	CCONJ
cana-6264	26	19	a	a	DET
cana-6264	26	20	single	single	ADJ
cana-6264	26	21	source	source	NOUN
cana-6264	26	22	of	of	ADP
cana-6264	26	23	truth	truth	NOUN
cana-6264	26	24	,	,	PUNCT
cana-6264	26	25	which	which	PRON
cana-6264	26	26	is	be	AUX
cana-6264	26	27	essential	essential	ADJ
cana-6264	26	28	in	in	ADP
cana-6264	26	29	making	make	VERB
cana-6264	26	30	a	a	DET
cana-6264	26	31	decision	decision	NOUN
cana-6264	26	32	based	base	VERB
cana-6264	26	33	on	on	ADP
cana-6264	26	34	data	datum	NOUN
cana-6264	26	35	[	[	X
cana-6264	26	36	6	6	NUM
cana-6264	26	37	]	]	PUNCT
cana-6264	26	38	.	.	PUNCT
cana-6264	27	1	the	the	DET
cana-6264	27	2	paper	paper	NOUN
cana-6264	27	3	addresses	address	VERB
cana-6264	27	4	the	the	DET
cana-6264	27	5	best	good	ADJ
cana-6264	27	6	practice	practice	NOUN
cana-6264	27	7	of	of	ADP
cana-6264	27	8	semantic	semantic	ADJ
cana-6264	27	9	layer	layer	NOUN
cana-6264	27	10	design	design	NOUN
cana-6264	27	11	,	,	PUNCT
cana-6264	27	12	including	include	VERB
cana-6264	27	13	the	the	DET
cana-6264	27	14	conceptual	conceptual	ADJ
cana-6264	27	15	foundation	foundation	NOUN
cana-6264	27	16	of	of	ADP
cana-6264	27	17	semantic	semantic	ADJ
cana-6264	27	18	abstraction	abstraction	NOUN
cana-6264	27	19	,	,	PUNCT
cana-6264	27	20	issues	issue	NOUN
cana-6264	27	21	of	of	ADP
cana-6264	27	22	integration	integration	NOUN
cana-6264	27	23	,	,	PUNCT
cana-6264	27	24	governance	governance	NOUN
cana-6264	27	25	,	,	PUNCT
cana-6264	27	26	and	and	CCONJ
cana-6264	27	27	scalability	scalability	NOUN
cana-6264	27	28	,	,	PUNCT
cana-6264	27	29	and	and	CCONJ
cana-6264	27	30	issues	issue	NOUN
cana-6264	27	31	of	of	ADP
cana-6264	27	32	user	user	NOUN
cana-6264	27	33	-	-	PUNCT
cana-6264	27	34	centric	centric	ADJ
cana-6264	27	35	design	design	NOUN
cana-6264	27	36	,	,	PUNCT
cana-6264	27	37	metadata	metadata	NOUN
cana-6264	27	38	management	management	NOUN
cana-6264	27	39	,	,	PUNCT
cana-6264	27	40	and	and	CCONJ
cana-6264	27	41	performance	performance	NOUN
cana-6264	27	42	tuning	tuning	NOUN
cana-6264	27	43	.	.	PUNCT
cana-6264	28	1	the	the	DET
cana-6264	28	2	emerging	emerge	VERB
cana-6264	28	3	problems	problem	NOUN
cana-6264	28	4	of	of	ADP
cana-6264	28	5	cloud	cloud	PROPN
cana-6264	28	6	bi	bi	NOUN
cana-6264	28	7	,	,	PUNCT
cana-6264	28	8	ai	ai	VERB
cana-6264	28	9	,	,	PUNCT
cana-6264	28	10	and	and	CCONJ
cana-6264	28	11	real	real	ADJ
cana-6264	28	12	-	-	PUNCT
cana-6264	28	13	time	time	NOUN
cana-6264	28	14	analytics	analytic	NOUN
cana-6264	28	15	are	be	AUX
cana-6264	28	16	also	also	ADV
cana-6264	28	17	mentioned	mention	VERB
cana-6264	28	18	,	,	PUNCT
cana-6264	28	19	and	and	CCONJ
cana-6264	28	20	the	the	DET
cana-6264	28	21	analysis	analysis	NOUN
cana-6264	28	22	provides	provide	VERB
cana-6264	28	23	a	a	DET
cana-6264	28	24	logical	logical	ADJ
cana-6264	28	25	premise	premise	NOUN
cana-6264	28	26	that	that	PRON
cana-6264	28	27	should	should	AUX
cana-6264	28	28	be	be	AUX
cana-6264	28	29	adhered	adhere	VERB
cana-6264	28	30	to	to	ADP
cana-6264	28	31	by	by	ADP
cana-6264	28	32	practitioners	practitioner	NOUN
cana-6264	28	33	in	in	ADP
cana-6264	28	34	the	the	DET
cana-6264	28	35	successful	successful	ADJ
cana-6264	28	36	semantic	semantic	ADJ
cana-6264	28	37	layer	layer	NOUN
cana-6264	28	38	design	design	NOUN
cana-6264	28	39	.	.	PUNCT
cana-6264	29	1	2	2	X
cana-6264	29	2	.	.	X
cana-6264	29	3	theoretical	theoretical	ADJ
cana-6264	29	4	foundations	foundation	NOUN
cana-6264	29	5	of	of	ADP
cana-6264	29	6	semantic	semantic	ADJ
cana-6264	29	7	layers	layer	NOUN
cana-6264	29	8	continuing	continue	VERB
cana-6264	29	9	on	on	ADP
cana-6264	29	10	the	the	DET
cana-6264	29	11	theme	theme	NOUN
cana-6264	29	12	of	of	ADP
cana-6264	29	13	the	the	DET
cana-6264	29	14	importance	importance	NOUN
cana-6264	29	15	of	of	ADP
cana-6264	29	16	semantic	semantic	ADJ
cana-6264	29	17	layers	layer	NOUN
cana-6264	29	18	in	in	ADP
cana-6264	29	19	reducing	reduce	VERB
cana-6264	29	20	complexity	complexity	NOUN
cana-6264	29	21	and	and	CCONJ
cana-6264	29	22	making	make	VERB
cana-6264	29	23	the	the	DET
cana-6264	29	24	interface	interface	NOUN
cana-6264	29	25	easier	easy	ADJ
cana-6264	29	26	to	to	PART
cana-6264	29	27	use	use	VERB
cana-6264	29	28	,	,	PUNCT
cana-6264	29	29	what	what	PRON
cana-6264	29	30	is	be	AUX
cana-6264	29	31	needed	need	VERB
cana-6264	29	32	is	be	AUX
cana-6264	29	33	a	a	DET
cana-6264	29	34	discussion	discussion	NOUN
cana-6264	29	35	on	on	ADP
cana-6264	29	36	the	the	DET
cana-6264	29	37	theory	theory	NOUN
cana-6264	29	38	underlying	underlie	VERB
cana-6264	29	39	them	they	PRON
cana-6264	29	40	.	.	PUNCT
cana-6264	30	1	the	the	DET
cana-6264	30	2	essential	essential	ADJ
cana-6264	30	3	idea	idea	NOUN
cana-6264	30	4	of	of	ADP
cana-6264	30	5	a	a	DET
cana-6264	30	6	semantic	semantic	ADJ
cana-6264	30	7	layer	layer	NOUN
cana-6264	30	8	is	be	AUX
cana-6264	30	9	a	a	DET
cana-6264	30	10	layer	layer	NOUN
cana-6264	30	11	that	that	PRON
cana-6264	30	12	interposes	interpose	VERB
cana-6264	30	13	the	the	DET
cana-6264	30	14	logical	logical	ADJ
cana-6264	30	15	model	model	NOUN
cana-6264	30	16	of	of	ADP
cana-6264	30	17	business	business	NOUN
cana-6264	30	18	data	datum	NOUN
cana-6264	30	19	and	and	CCONJ
cana-6264	30	20	the	the	DET
cana-6264	30	21	physical	physical	ADJ
cana-6264	30	22	one	one	NOUN
cana-6264	30	23	,	,	PUNCT
cana-6264	30	24	where	where	SCONJ
cana-6264	30	25	the	the	DET
cana-6264	30	26	entities	entity	NOUN
cana-6264	30	27	,	,	PUNCT
cana-6264	30	28	relations	relation	NOUN
cana-6264	30	29	,	,	PUNCT
cana-6264	30	30	and	and	CCONJ
cana-6264	30	31	measures	measure	NOUN
cana-6264	30	32	are	be	AUX
cana-6264	30	33	represented	represent	VERB
cana-6264	30	34	in	in	ADP
cana-6264	30	35	business	business	NOUN
cana-6264	30	36	terms	term	NOUN
cana-6264	30	37	instead	instead	ADV
cana-6264	30	38	of	of	ADP
cana-6264	30	39	technical	technical	ADJ
cana-6264	30	40	ones	one	NOUN
cana-6264	30	41	,	,	PUNCT
cana-6264	30	42	and	and	CCONJ
cana-6264	30	43	therefore	therefore	ADV
cana-6264	30	44	are	be	AUX
cana-6264	30	45	defined	define	VERB
cana-6264	30	46	in	in	ADP
cana-6264	30	47	terms	term	NOUN
cana-6264	30	48	of	of	ADP
cana-6264	30	49	business	business	NOUN
cana-6264	30	50	terms	term	NOUN
cana-6264	30	51	[	[	X
cana-6264	30	52	7	7	NUM
cana-6264	30	53	]	]	PUNCT
cana-6264	30	54	.	.	PUNCT
cana-6264	31	1	this	this	DET
cana-6264	31	2	conceptual	conceptual	ADJ
cana-6264	31	3	basis	basis	NOUN
cana-6264	31	4	responds	respond	VERB
cana-6264	31	5	to	to	ADP
cana-6264	31	6	the	the	DET
cana-6264	31	7	fact	fact	NOUN
cana-6264	31	8	that	that	SCONJ
cana-6264	31	9	raw	raw	ADJ
cana-6264	31	10	data	datum	NOUN
cana-6264	31	11	,	,	PUNCT
cana-6264	31	12	as	as	ADV
cana-6264	31	13	much	much	ADV
cana-6264	31	14	as	as	SCONJ
cana-6264	31	15	it	it	PRON
cana-6264	31	16	can	can	AUX
cana-6264	31	17	be	be	AUX
cana-6264	31	18	abundant	abundant	ADJ
cana-6264	31	19	does	do	AUX
cana-6264	31	20	not	not	PART
cana-6264	31	21	have	have	AUX
cana-6264	31	22	an	an	DET
cana-6264	31	23	inherent	inherent	ADJ
cana-6264	31	24	meaning	meaning	NOUN
cana-6264	31	25	until	until	SCONJ
cana-6264	31	26	it	it	PRON
cana-6264	31	27	is	be	AUX
cana-6264	31	28	interpreted	interpret	VERB
cana-6264	31	29	using	use	VERB
cana-6264	31	30	business	business	NOUN
cana-6264	31	31	logic	logic	NOUN
cana-6264	31	32	.	.	PUNCT
cana-6264	32	1	for	for	ADP
cana-6264	32	2	example	example	NOUN
cana-6264	32	3	,	,	PUNCT
cana-6264	32	4	while	while	SCONJ
cana-6264	32	5	individual	individual	ADJ
cana-6264	32	6	transaction	transaction	NOUN
cana-6264	32	7	details	detail	NOUN
cana-6264	32	8	are	be	AUX
cana-6264	32	9	stored	store	VERB
cana-6264	32	10	in	in	ADP
cana-6264	32	11	the	the	DET
cana-6264	32	12	database	database	NOUN
cana-6264	32	13	,	,	PUNCT
cana-6264	32	14	the	the	DET
cana-6264	32	15	semantic	semantic	ADJ
cana-6264	32	16	layer	layer	NOUN
cana-6264	32	17	can	can	AUX
cana-6264	32	18	define	define	VERB
cana-6264	32	19	'	'	PUNCT
cana-6264	32	20	revenue	revenue	NOUN
cana-6264	32	21	'	'	PUNCT
cana-6264	32	22	as	as	ADP
cana-6264	32	23	the	the	DET
cana-6264	32	24	sum	sum	NOUN
cana-6264	32	25	of	of	ADP
cana-6264	32	26	these	these	DET
cana-6264	32	27	amounts	amount	NOUN
cana-6264	32	28	according	accord	VERB
cana-6264	32	29	to	to	ADP
cana-6264	32	30	specific	specific	ADJ
cana-6264	32	31	business	business	NOUN
cana-6264	32	32	rules	rule	NOUN
cana-6264	32	33	.	.	PUNCT
cana-6264	33	1	this	this	PRON
cana-6264	33	2	ensures	ensure	VERB
cana-6264	33	3	consistency	consistency	NOUN
cana-6264	33	4	in	in	ADP
cana-6264	33	5	calculations	calculation	NOUN
cana-6264	33	6	and	and	CCONJ
cana-6264	33	7	aligns	align	VERB
cana-6264	33	8	analytical	analytical	ADJ
cana-6264	33	9	results	result	NOUN
cana-6264	33	10	with	with	ADP
cana-6264	33	11	the	the	DET
cana-6264	33	12	overall	overall	ADJ
cana-6264	33	13	business	business	NOUN
cana-6264	33	14	strategy	strategy	NOUN
cana-6264	33	15	[	[	X
cana-6264	33	16	8	8	NUM
cana-6264	33	17	]	]	PUNCT
cana-6264	33	18	.	.	PUNCT
cana-6264	34	1	semantic	semantic	ADJ
cana-6264	34	2	abstraction	abstraction	NOUN
cana-6264	34	3	of	of	ADP
cana-6264	34	4	bi	bi	NOUN
cana-6264	34	5	is	be	AUX
cana-6264	34	6	associated	associate	VERB
cana-6264	34	7	with	with	ADP
cana-6264	34	8	a	a	DET
cana-6264	34	9	reduction	reduction	NOUN
cana-6264	34	10	of	of	ADP
cana-6264	34	11	the	the	DET
cana-6264	34	12	cognitive	cognitive	ADJ
cana-6264	34	13	load	load	NOUN
cana-6264	34	14	in	in	ADP
cana-6264	34	15	that	that	SCONJ
cana-6264	34	16	the	the	DET
cana-6264	34	17	business	business	NOUN
cana-6264	34	18	users	user	NOUN
cana-6264	34	19	do	do	AUX
cana-6264	34	20	not	not	PART
cana-6264	34	21	often	often	ADV
cana-6264	34	22	have	have	AUX
cana-6264	34	23	the	the	DET
cana-6264	34	24	experience	experience	NOUN
cana-6264	34	25	of	of	ADP
cana-6264	34	26	a	a	DET
cana-6264	34	27	normalised	normalise	VERB
cana-6264	34	28	schema	schema	NOUN
cana-6264	34	29	,	,	PUNCT
cana-6264	34	30	join	join	VERB
cana-6264	34	31	criteria	criterion	NOUN
cana-6264	34	32	,	,	PUNCT
cana-6264	34	33	or	or	CCONJ
cana-6264	34	34	sql	sql	NOUN
cana-6264	34	35	.	.	PUNCT
cana-6264	35	1	semantic	semantic	ADJ
cana-6264	35	2	layers	layer	NOUN
cana-6264	35	3	eliminate	eliminate	VERB
cana-6264	35	4	this	this	DET
cana-6264	35	5	load	load	NOUN
cana-6264	35	6	and	and	CCONJ
cana-6264	35	7	present	present	VERB
cana-6264	35	8	the	the	DET
cana-6264	35	9	information	information	NOUN
cana-6264	35	10	in	in	ADP
cana-6264	35	11	the	the	DET
cana-6264	35	12	common	common	ADJ
cana-6264	35	13	hierarchies	hierarchy	NOUN
cana-6264	35	14	,	,	PUNCT
cana-6264	35	15	dimensions	dimension	NOUN
cana-6264	35	16	,	,	PUNCT
cana-6264	35	17	and	and	CCONJ
cana-6264	35	18	measures	measure	NOUN
cana-6264	35	19	,	,	PUNCT
cana-6264	35	20	i.e.	i.e.	X
cana-6264	35	21	,	,	PUNCT
cana-6264	35	22	on	on	ADP
cana-6264	35	23	the	the	DET
cana-6264	35	24	notions	notion	NOUN
cana-6264	35	25	of	of	ADP
cana-6264	35	26	the	the	DET
cana-6264	35	27	human	human	ADJ
cana-6264	35	28	-	-	PUNCT
cana-6264	35	29	computer	computer	NOUN
cana-6264	35	30	interaction	interaction	NOUN
cana-6264	35	31	,	,	PUNCT
cana-6264	35	32	making	make	VERB
cana-6264	35	33	it	it	PRON
cana-6264	35	34	easier	easy	ADJ
cana-6264	35	35	to	to	PART
cana-6264	35	36	use	use	VERB
cana-6264	35	37	and	and	CCONJ
cana-6264	35	38	does	do	AUX
cana-6264	35	39	not	not	PART
cana-6264	35	40	affect	affect	VERB
cana-6264	35	41	the	the	DET
cana-6264	35	42	functional	functional	ADJ
cana-6264	35	43	richness	richness	NOUN
cana-6264	36	1	[	[	X
cana-6264	36	2	9	9	NUM
cana-6264	36	3	]	]	PUNCT
cana-6264	36	4	.	.	PUNCT
cana-6264	37	1	interoperability	interoperability	NOUN
cana-6264	37	2	is	be	AUX
cana-6264	37	3	another	another	DET
cana-6264	37	4	dimension	dimension	NOUN
cana-6264	37	5	that	that	SCONJ
cana-6264	37	6	bi	bi	ADJ
cana-6264	37	7	ecosystems	ecosystem	NOUN
cana-6264	37	8	bring	bring	VERB
cana-6264	37	9	together	together	ADV
cana-6264	37	10	relational	relational	ADJ
cana-6264	37	11	databases	database	NOUN
cana-6264	37	12	,	,	PUNCT
cana-6264	37	13	nosqls	nosql	NOUN
cana-6264	37	14	,	,	PUNCT
cana-6264	37	15	streaming	streaming	NOUN
cana-6264	37	16	platforms	platform	NOUN
cana-6264	37	17	,	,	PUNCT
cana-6264	37	18	and	and	CCONJ
cana-6264	37	19	external	external	ADJ
cana-6264	37	20	apis	apis	ADJ
cana-6264	37	21	.	.	PUNCT
cana-6264	38	1	these	these	DET
cana-6264	38	2	resources	resource	NOUN
cana-6264	38	3	are	be	AUX
cana-6264	38	4	correlated	correlate	VERB
cana-6264	38	5	on	on	ADP
cana-6264	38	6	the	the	DET
cana-6264	38	7	semantic	semantic	ADJ
cana-6264	38	8	level	level	NOUN
cana-6264	38	9	,	,	PUNCT
cana-6264	38	10	and	and	CCONJ
cana-6264	38	11	such	such	ADJ
cana-6264	38	12	indicators	indicator	NOUN
cana-6264	38	13	as	as	ADP
cana-6264	38	14	customer	customer	NOUN
cana-6264	38	15	lifetime	lifetime	NOUN
cana-6264	38	16	value	value	NOUN
cana-6264	38	17	or	or	CCONJ
cana-6264	38	18	inventory	inventory	NOUN
cana-6264	38	19	turnover	turnover	NOUN
cana-6264	38	20	are	be	AUX
cana-6264	38	21	normalised	normalise	VERB
cana-6264	38	22	across	across	ADP
cana-6264	38	23	analyses	analysis	NOUN
cana-6264	38	24	[	[	X
cana-6264	38	25	10	10	NUM
cana-6264	38	26	]	]	PUNCT
cana-6264	38	27	.	.	PUNCT
cana-6264	39	1	semantic	semantic	ADJ
cana-6264	39	2	layers	layer	NOUN
cana-6264	39	3	help	help	VERB
cana-6264	39	4	eliminate	eliminate	VERB
cana-6264	39	5	conflicting	conflicting	ADJ
cana-6264	39	6	interpretations	interpretation	NOUN
cana-6264	39	7	by	by	ADP
cana-6264	39	8	centralising	centralise	VERB
cana-6264	39	9	the	the	DET
cana-6264	39	10	definition	definition	NOUN
cana-6264	39	11	of	of	ADP
cana-6264	39	12	metrics	metric	NOUN
cana-6264	39	13	and	and	CCONJ
cana-6264	39	14	access	access	NOUN
cana-6264	39	15	controls	control	NOUN
cana-6264	39	16	.	.	PUNCT
cana-6264	40	1	this	this	PRON
cana-6264	40	2	not	not	PART
cana-6264	40	3	only	only	ADV
cana-6264	40	4	enhances	enhance	VERB
cana-6264	40	5	reporting	report	VERB
cana-6264	40	6	consistency	consistency	NOUN
cana-6264	40	7	but	but	CCONJ
cana-6264	40	8	also	also	ADV
cana-6264	40	9	supports	support	VERB
cana-6264	40	10	the	the	DET
cana-6264	40	11	principle	principle	NOUN
cana-6264	40	12	of	of	ADP
cana-6264	40	13	maintaining	maintain	VERB
cana-6264	40	14	a	a	DET
cana-6264	40	15	single	single	ADJ
cana-6264	40	16	version	version	NOUN
cana-6264	40	17	of	of	ADP
cana-6264	40	18	the	the	DET
cana-6264	40	19	truth	truth	NOUN
cana-6264	40	20	[	[	X
cana-6264	40	21	11	11	NUM
cana-6264	40	22	]	]	PUNCT
cana-6264	40	23	.	.	PUNCT
cana-6264	41	1	it	it	PRON
cana-6264	41	2	is	be	AUX
cana-6264	41	3	all	all	DET
cana-6264	41	4	these	these	DET
cana-6264	41	5	theoretical	theoretical	ADJ
cana-6264	41	6	underpinnings	underpinning	NOUN
cana-6264	41	7	that	that	PRON
cana-6264	41	8	make	make	VERB
cana-6264	41	9	semantic	semantic	ADJ
cana-6264	41	10	layers	layer	NOUN
cana-6264	41	11	relevant	relevant	ADJ
cana-6264	41	12	in	in	ADP
cana-6264	41	13	the	the	DET
cana-6264	41	14	contemporary	contemporary	ADJ
cana-6264	41	15	bi	bi	PROPN
cana-6264	41	16	.	.	PUNCT
cana-6264	42	1	the	the	DET
cana-6264	42	2	theoretical	theoretical	ADJ
cana-6264	42	3	models	model	NOUN
cana-6264	42	4	provide	provide	VERB
cana-6264	42	5	us	we	PRON
cana-6264	42	6	with	with	ADP
cana-6264	42	7	the	the	DET
cana-6264	42	8	knowledge	knowledge	NOUN
cana-6264	42	9	of	of	ADP
cana-6264	42	10	the	the	DET
cana-6264	42	11	semantic	semantic	ADJ
cana-6264	42	12	layer	layer	NOUN
cana-6264	42	13	;	;	PUNCT
cana-6264	42	14	however	however	ADV
cana-6264	42	15	,	,	PUNCT
cana-6264	42	16	the	the	DET
cana-6264	42	17	success	success	NOUN
cana-6264	42	18	of	of	ADP
cana-6264	42	19	architectural	architectural	ADJ
cana-6264	42	20	design	design	NOUN
cana-6264	42	21	is	be	AUX
cana-6264	42	22	what	what	PRON
cana-6264	42	23	determines	determine	VERB
cana-6264	42	24	the	the	DET
cana-6264	42	25	success	success	NOUN
cana-6264	42	26	in	in	ADP
cana-6264	42	27	practice	practice	NOUN
cana-6264	42	28	.	.	PUNCT
cana-6264	43	1	the	the	DET
cana-6264	43	2	following	follow	VERB
cana-6264	43	3	section	section	NOUN
cana-6264	43	4	then	then	ADV
cana-6264	43	5	shifts	shift	VERB
cana-6264	43	6	the	the	DET
cana-6264	43	7	discussion	discussion	NOUN
cana-6264	43	8	of	of	ADP
cana-6264	43	9	the	the	DET
cana-6264	43	10	abstract	abstract	ADJ
cana-6264	43	11	principles	principle	NOUN
cana-6264	43	12	to	to	ADP
cana-6264	43	13	the	the	DET
cana-6264	43	14	material	material	NOUN
cana-6264	43	15	building	building	NOUN
cana-6264	43	16	points	point	NOUN
cana-6264	43	17	that	that	PRON
cana-6264	43	18	are	be	AUX
cana-6264	43	19	present	present	ADJ
cana-6264	43	20	in	in	ADP
cana-6264	43	21	the	the	DET
cana-6264	43	22	background	background	NOUN
cana-6264	43	23	of	of	ADP
cana-6264	43	24	the	the	DET
cana-6264	43	25	effective	effective	ADJ
cana-6264	43	26	implementation	implementation	NOUN
cana-6264	43	27	of	of	ADP
cana-6264	43	28	the	the	DET
cana-6264	43	29	semantic	semantic	ADJ
cana-6264	43	30	layers	layer	NOUN
cana-6264	43	31	.	.	PUNCT
cana-6264	44	1	communications	communication	NOUN
cana-6264	44	2	on	on	ADP
cana-6264	44	3	applied	apply	VERB
cana-6264	44	4	nonlinear	nonlinear	ADJ
cana-6264	44	5	analysis	analysis	NOUN
cana-6264	44	6	issn	issn	NOUN
cana-6264	44	7	:	:	PUNCT
cana-6264	44	8	1074	1074	NUM
cana-6264	44	9	-	-	PUNCT
cana-6264	44	10	133x	133x	NUM
cana-6264	44	11	vol	vol	NOUN
cana-6264	44	12	31	31	NUM
cana-6264	44	13	no	no	NOUN
cana-6264	44	14	.	.	PUNCT
cana-6264	45	1	8s	8s	PROPN
cana-6264	45	2	(	(	PUNCT
cana-6264	45	3	2024	2024	NUM
cana-6264	45	4	)	)	PUNCT
cana-6264	45	5	1238	1238	NUM
cana-6264	45	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	45	7	figure	figure	NOUN
cana-6264	45	8	1	1	NUM
cana-6264	45	9	:	:	PUNCT
cana-6264	45	10	illustration	illustration	NOUN
cana-6264	45	11	of	of	ADP
cana-6264	45	12	the	the	DET
cana-6264	45	13	semantic	semantic	ADJ
cana-6264	45	14	layer	layer	NOUN
cana-6264	45	15	as	as	ADP
cana-6264	45	16	an	an	DET
cana-6264	45	17	abstraction	abstraction	NOUN
cana-6264	45	18	between	between	ADP
cana-6264	45	19	physical	physical	ADJ
cana-6264	45	20	data	datum	NOUN
cana-6264	45	21	and	and	CCONJ
cana-6264	45	22	business	business	NOUN
cana-6264	45	23	users	user	NOUN
cana-6264	45	24	3	3	NUM
cana-6264	45	25	.	.	PUNCT
cana-6264	46	1	architectural	architectural	ADJ
cana-6264	46	2	considerations	consideration	NOUN
cana-6264	46	3	in	in	ADP
cana-6264	46	4	semantic	semantic	ADJ
cana-6264	46	5	layer	layer	NOUN
cana-6264	46	6	design	design	NOUN
cana-6264	46	7	design	design	NOUN
cana-6264	46	8	of	of	ADP
cana-6264	46	9	the	the	DET
cana-6264	46	10	semantic	semantic	ADJ
cana-6264	46	11	layer	layer	NOUN
cana-6264	46	12	must	must	AUX
cana-6264	46	13	consider	consider	VERB
cana-6264	46	14	practical	practical	ADJ
cana-6264	46	15	architectural	architectural	ADJ
cana-6264	46	16	reality	reality	NOUN
cana-6264	46	17	on	on	ADP
cana-6264	46	18	the	the	DET
cana-6264	46	19	basis	basis	NOUN
cana-6264	46	20	of	of	ADP
cana-6264	46	21	the	the	DET
cana-6264	46	22	theoretical	theoretical	ADJ
cana-6264	46	23	discourse	discourse	NOUN
cana-6264	46	24	.	.	PUNCT
cana-6264	47	1	semantic	semantic	ADJ
cana-6264	47	2	layers	layer	NOUN
cana-6264	47	3	need	need	VERB
cana-6264	47	4	to	to	PART
cana-6264	47	5	be	be	AUX
cana-6264	47	6	done	do	VERB
cana-6264	47	7	at	at	ADP
cana-6264	47	8	the	the	DET
cana-6264	47	9	edge	edge	NOUN
cana-6264	47	10	of	of	ADP
cana-6264	47	11	data	datum	NOUN
cana-6264	47	12	storage	storage	NOUN
cana-6264	47	13	,	,	PUNCT
cana-6264	47	14	integration	integration	NOUN
cana-6264	47	15	pipelines	pipeline	NOUN
cana-6264	47	16	,	,	PUNCT
cana-6264	47	17	and	and	CCONJ
cana-6264	47	18	analytical	analytical	ADJ
cana-6264	47	19	interfaces	interface	NOUN
cana-6264	47	20	,	,	PUNCT
cana-6264	47	21	and	and	CCONJ
cana-6264	47	22	strike	strike	VERB
cana-6264	47	23	a	a	DET
cana-6264	47	24	balance	balance	NOUN
cana-6264	47	25	in	in	ADP
cana-6264	47	26	terms	term	NOUN
cana-6264	47	27	of	of	ADP
cana-6264	47	28	performance	performance	NOUN
cana-6264	47	29	,	,	PUNCT
cana-6264	47	30	governance	governance	NOUN
cana-6264	47	31	,	,	PUNCT
cana-6264	47	32	and	and	CCONJ
cana-6264	47	33	usability	usability	NOUN
cana-6264	47	34	to	to	PART
cana-6264	47	35	be	be	AUX
cana-6264	47	36	effective	effective	ADJ
cana-6264	47	37	[	[	X
cana-6264	47	38	12	12	NUM
cana-6264	47	39	]	]	PUNCT
cana-6264	47	40	.	.	PUNCT
cana-6264	48	1	the	the	DET
cana-6264	48	2	integration	integration	NOUN
cana-6264	48	3	is	be	AUX
cana-6264	48	4	necessary	necessary	ADJ
cana-6264	48	5	to	to	PART
cana-6264	48	6	accommodate	accommodate	VERB
cana-6264	48	7	different	different	ADJ
cana-6264	48	8	sources	source	NOUN
cana-6264	48	9	,	,	PUNCT
cana-6264	48	10	such	such	ADJ
cana-6264	48	11	as	as	ADP
cana-6264	48	12	relational	relational	ADJ
cana-6264	48	13	databases	database	NOUN
cana-6264	48	14	and	and	CCONJ
cana-6264	48	15	cloud	cloud	NOUN
cana-6264	48	16	warehouses	warehouse	NOUN
cana-6264	48	17	,	,	PUNCT
cana-6264	48	18	and	and	CCONJ
cana-6264	48	19	the	the	DET
cana-6264	48	20	virtualisation	virtualisation	NOUN
cana-6264	48	21	and	and	CCONJ
cana-6264	48	22	federation	federation	NOUN
cana-6264	48	23	are	be	AUX
cana-6264	48	24	more	more	ADV
cana-6264	48	25	dynamic	dynamic	ADJ
cana-6264	48	26	than	than	ADP
cana-6264	48	27	rigid	rigid	ADJ
cana-6264	48	28	etl	etl	NOUN
cana-6264	48	29	pipelines	pipeline	NOUN
cana-6264	48	30	[	[	X
cana-6264	48	31	13	13	NUM
cana-6264	48	32	]	]	PUNCT
cana-6264	48	33	.	.	PUNCT
cana-6264	49	1	caching	cache	VERB
cana-6264	49	2	,	,	PUNCT
cana-6264	49	3	pre	pre	ADJ
cana-6264	49	4	-	-	NOUN
cana-6264	49	5	aggregation	aggregation	NOUN
cana-6264	49	6	,	,	PUNCT
cana-6264	49	7	and	and	CCONJ
cana-6264	49	8	materialised	materialise	VERB
cana-6264	49	9	views	view	NOUN
cana-6264	49	10	are	be	AUX
cana-6264	49	11	some	some	PRON
cana-6264	49	12	of	of	ADP
cana-6264	49	13	the	the	DET
cana-6264	49	14	performance	performance	NOUN
cana-6264	49	15	optimisations	optimisation	NOUN
cana-6264	49	16	that	that	PRON
cana-6264	49	17	may	may	AUX
cana-6264	49	18	make	make	VERB
cana-6264	49	19	the	the	DET
cana-6264	49	20	system	system	NOUN
cana-6264	49	21	more	more	ADV
cana-6264	49	22	responsive	responsive	ADJ
cana-6264	49	23	,	,	PUNCT
cana-6264	49	24	but	but	CCONJ
cana-6264	49	25	they	they	PRON
cana-6264	49	26	may	may	AUX
cana-6264	49	27	come	come	VERB
cana-6264	49	28	at	at	ADP
cana-6264	49	29	the	the	DET
cana-6264	49	30	cost	cost	NOUN
cana-6264	49	31	of	of	ADP
cana-6264	49	32	storage	storage	NOUN
cana-6264	49	33	and	and	CCONJ
cana-6264	49	34	updating	update	VERB
cana-6264	49	35	latency	latency	NOUN
cana-6264	49	36	[	[	X
cana-6264	49	37	14	14	NUM
cana-6264	49	38	]	]	PUNCT
cana-6264	49	39	.	.	PUNCT
cana-6264	50	1	in	in	ADP
cana-6264	50	2	governance	governance	NOUN
cana-6264	50	3	,	,	PUNCT
cana-6264	50	4	security	security	NOUN
cana-6264	50	5	,	,	PUNCT
cana-6264	50	6	access	access	NOUN
cana-6264	50	7	control	control	NOUN
cana-6264	50	8	,	,	PUNCT
cana-6264	50	9	metadata	metadata	ADJ
cana-6264	50	10	management	management	NOUN
cana-6264	50	11	,	,	PUNCT
cana-6264	50	12	and	and	CCONJ
cana-6264	50	13	lifecycle	lifecycle	NOUN
cana-6264	50	14	management	management	NOUN
cana-6264	50	15	are	be	AUX
cana-6264	50	16	applied	apply	VERB
cana-6264	50	17	[	[	PUNCT
cana-6264	50	18	15	15	NUM
cana-6264	50	19	]	]	PUNCT
cana-6264	50	20	.	.	PUNCT
cana-6264	51	1	scalability	scalability	NOUN
cana-6264	51	2	can	can	AUX
cana-6264	51	3	be	be	AUX
cana-6264	51	4	applied	apply	VERB
cana-6264	51	5	to	to	PART
cana-6264	51	6	manage	manage	VERB
cana-6264	51	7	the	the	DET
cana-6264	51	8	growing	grow	VERB
cana-6264	51	9	data	datum	NOUN
cana-6264	51	10	and	and	CCONJ
cana-6264	51	11	number	number	NOUN
cana-6264	51	12	of	of	ADP
cana-6264	51	13	users	user	NOUN
cana-6264	51	14	simultaneously	simultaneously	ADV
cana-6264	51	15	with	with	ADP
cana-6264	51	16	horizontal	horizontal	ADJ
cana-6264	51	17	scaling	scaling	NOUN
cana-6264	51	18	,	,	PUNCT
cana-6264	51	19	parallel	parallel	ADJ
cana-6264	51	20	queries	query	NOUN
cana-6264	51	21	,	,	PUNCT
cana-6264	51	22	and	and	CCONJ
cana-6264	51	23	cloud	cloud	ADJ
cana-6264	51	24	-	-	PUNCT
cana-6264	51	25	native	native	ADJ
cana-6264	51	26	utilisation	utilisation	NOUN
cana-6264	51	27	of	of	ADP
cana-6264	51	28	solutions	solution	NOUN
cana-6264	51	29	[	[	X
cana-6264	51	30	16	16	NUM
cana-6264	51	31	]	]	PUNCT
cana-6264	51	32	.	.	PUNCT
cana-6264	52	1	it	it	PRON
cana-6264	52	2	is	be	AUX
cana-6264	52	3	also	also	ADV
cana-6264	52	4	compatible	compatible	ADJ
cana-6264	52	5	with	with	ADP
cana-6264	52	6	other	other	ADJ
cana-6264	52	7	bi	bi	ADJ
cana-6264	52	8	tools	tool	NOUN
cana-6264	52	9	using	use	VERB
cana-6264	52	10	standard	standard	ADJ
cana-6264	52	11	apis	apis	PROPN
cana-6264	52	12	as	as	ADP
cana-6264	52	13	a	a	DET
cana-6264	52	14	result	result	NOUN
cana-6264	52	15	of	of	ADP
cana-6264	52	16	interoperability	interoperability	NOUN
cana-6264	52	17	[	[	X
cana-6264	52	18	17	17	NUM
cana-6264	52	19	]	]	PUNCT
cana-6264	52	20	.	.	PUNCT
cana-6264	53	1	finally	finally	ADV
cana-6264	53	2	,	,	PUNCT
cana-6264	53	3	a	a	DET
cana-6264	53	4	broader	broad	ADJ
cana-6264	53	5	analytics	analytic	NOUN
cana-6264	53	6	approach	approach	NOUN
cana-6264	53	7	should	should	AUX
cana-6264	53	8	be	be	AUX
cana-6264	53	9	equipped	equip	VERB
cana-6264	53	10	with	with	ADP
cana-6264	53	11	semantic	semantic	ADJ
cana-6264	53	12	layers	layer	NOUN
cana-6264	53	13	,	,	PUNCT
cana-6264	53	14	where	where	SCONJ
cana-6264	53	15	foreseeable	foreseeable	ADJ
cana-6264	53	16	and	and	CCONJ
cana-6264	53	17	derived	derived	ADJ
cana-6264	53	18	measurements	measurement	NOUN
cana-6264	53	19	[	[	X
cana-6264	53	20	18	18	NUM
cana-6264	53	21	]	]	PUNCT
cana-6264	53	22	can	can	AUX
cana-6264	53	23	be	be	AUX
cana-6264	53	24	altered	alter	VERB
cana-6264	53	25	to	to	ADP
cana-6264	53	26	ai	ai	VERB
cana-6264	53	27	-	-	PUNCT
cana-6264	53	28	powered	power	VERB
cana-6264	53	29	analytics	analytic	NOUN
cana-6264	53	30	.	.	PUNCT
cana-6264	54	1	communications	communication	NOUN
cana-6264	54	2	on	on	ADP
cana-6264	54	3	applied	apply	VERB
cana-6264	54	4	nonlinear	nonlinear	ADJ
cana-6264	54	5	analysis	analysis	NOUN
cana-6264	54	6	issn	issn	NOUN
cana-6264	54	7	:	:	PUNCT
cana-6264	54	8	1074	1074	NUM
cana-6264	54	9	-	-	PUNCT
cana-6264	54	10	133x	133x	NUM
cana-6264	54	11	vol	vol	NOUN
cana-6264	54	12	31	31	NUM
cana-6264	54	13	no	no	NOUN
cana-6264	54	14	.	.	PUNCT
cana-6264	55	1	8s	8s	PROPN
cana-6264	55	2	(	(	PUNCT
cana-6264	55	3	2024	2024	NUM
cana-6264	55	4	)	)	PUNCT
cana-6264	55	5	1239	1239	NUM
cana-6264	55	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	55	7	to	to	PART
cana-6264	55	8	better	well	ADV
cana-6264	55	9	understand	understand	VERB
cana-6264	55	10	how	how	SCONJ
cana-6264	55	11	the	the	DET
cana-6264	55	12	architectural	architectural	ADJ
cana-6264	55	13	practices	practice	NOUN
cana-6264	55	14	are	be	AUX
cana-6264	55	15	translated	translate	VERB
cana-6264	55	16	into	into	ADP
cana-6264	55	17	a	a	DET
cana-6264	55	18	practical	practical	ADJ
cana-6264	55	19	strength	strength	NOUN
cana-6264	55	20	,	,	PUNCT
cana-6264	55	21	the	the	DET
cana-6264	55	22	following	follow	VERB
cana-6264	55	23	table	table	NOUN
cana-6264	55	24	outlines	outline	VERB
cana-6264	55	25	the	the	DET
cana-6264	55	26	strategies	strategy	NOUN
cana-6264	55	27	that	that	PRON
cana-6264	55	28	are	be	AUX
cana-6264	55	29	actively	actively	ADV
cana-6264	55	30	implemented	implement	VERB
cana-6264	55	31	during	during	ADP
cana-6264	55	32	the	the	DET
cana-6264	55	33	creation	creation	NOUN
cana-6264	55	34	of	of	ADP
cana-6264	55	35	the	the	DET
cana-6264	55	36	semantic	semantic	ADJ
cana-6264	55	37	layer	layer	NOUN
cana-6264	55	38	by	by	ADP
cana-6264	55	39	presenting	present	VERB
cana-6264	55	40	the	the	DET
cana-6264	55	41	areas	area	NOUN
cana-6264	55	42	of	of	ADP
cana-6264	55	43	focus	focus	NOUN
cana-6264	55	44	of	of	ADP
cana-6264	55	45	the	the	DET
cana-6264	55	46	architecture	architecture	NOUN
cana-6264	55	47	.	.	PUNCT
cana-6264	56	1	table	table	NOUN
cana-6264	56	2	2	2	NUM
cana-6264	56	3	:	:	PUNCT
cana-6264	56	4	architectural	architectural	ADJ
cana-6264	56	5	strategies	strategy	NOUN
cana-6264	56	6	in	in	ADP
cana-6264	56	7	semantic	semantic	ADJ
cana-6264	56	8	layer	layer	NOUN
cana-6264	56	9	design	design	NOUN
cana-6264	56	10	and	and	CCONJ
cana-6264	56	11	their	their	PRON
cana-6264	56	12	primary	primary	ADJ
cana-6264	56	13	contributions	contribution	NOUN
cana-6264	56	14	architectural	architectural	ADJ
cana-6264	56	15	focus	focus	NOUN
cana-6264	56	16	strategy	strategy	NOUN
cana-6264	56	17	used	use	VERB
cana-6264	56	18	primary	primary	ADJ
cana-6264	56	19	contribution	contribution	NOUN
cana-6264	56	20	potential	potential	ADJ
cana-6264	56	21	tradeoffs	tradeoff	NOUN
cana-6264	56	22	integration	integration	NOUN
cana-6264	56	23	data	datum	NOUN
cana-6264	56	24	virtualisation	virtualisation	NOUN
cana-6264	56	25	,	,	PUNCT
cana-6264	56	26	federation	federation	NOUN
cana-6264	56	27	enables	enable	VERB
cana-6264	56	28	access	access	NOUN
cana-6264	56	29	across	across	ADP
cana-6264	56	30	diverse	diverse	ADJ
cana-6264	56	31	sources	source	NOUN
cana-6264	56	32	without	without	ADP
cana-6264	56	33	heavy	heavy	ADJ
cana-6264	56	34	etl	etl	NOUN
cana-6264	56	35	may	may	AUX
cana-6264	56	36	introduce	introduce	VERB
cana-6264	56	37	query	query	NOUN
cana-6264	56	38	latency	latency	NOUN
cana-6264	56	39	governance	governance	NOUN
cana-6264	56	40	centralised	centralise	VERB
cana-6264	56	41	metadata	metadata	NOUN
cana-6264	56	42	repositories	repository	NOUN
cana-6264	56	43	,	,	PUNCT
cana-6264	56	44	role	role	NOUN
cana-6264	56	45	-	-	PUNCT
cana-6264	56	46	based	base	VERB
cana-6264	56	47	access	access	NOUN
cana-6264	56	48	ensures	ensure	VERB
cana-6264	56	49	consistency	consistency	NOUN
cana-6264	56	50	,	,	PUNCT
cana-6264	56	51	security	security	NOUN
cana-6264	56	52	,	,	PUNCT
cana-6264	56	53	and	and	CCONJ
cana-6264	56	54	compliance	compliance	NOUN
cana-6264	56	55	requires	require	VERB
cana-6264	56	56	continuous	continuous	ADJ
cana-6264	56	57	upkeep	upkeep	NOUN
cana-6264	56	58	of	of	ADP
cana-6264	56	59	metadata	metadata	ADJ
cana-6264	56	60	scalability	scalability	NOUN
cana-6264	56	61	distributed	distribute	VERB
cana-6264	56	62	caching	cache	VERB
cana-6264	56	63	,	,	PUNCT
cana-6264	56	64	parallel	parallel	ADJ
cana-6264	56	65	query	query	NOUN
cana-6264	56	66	execution	execution	NOUN
cana-6264	56	67	,	,	PUNCT
cana-6264	56	68	and	and	CCONJ
cana-6264	56	69	cloud	cloud	NOUN
cana-6264	56	70	elasticity	elasticity	NOUN
cana-6264	56	71	supports	support	VERB
cana-6264	56	72	growing	grow	VERB
cana-6264	56	73	data	datum	NOUN
cana-6264	56	74	volumes	volume	NOUN
cana-6264	56	75	and	and	CCONJ
cana-6264	56	76	concurrent	concurrent	ADJ
cana-6264	56	77	users	user	NOUN
cana-6264	56	78	increased	increase	VERB
cana-6264	56	79	complexity	complexity	NOUN
cana-6264	56	80	in	in	ADP
cana-6264	56	81	monitoring	monitor	VERB
cana-6264	56	82	performance	performance	NOUN
cana-6264	56	83	query	query	NOUN
cana-6264	56	84	caching	cache	VERB
cana-6264	56	85	,	,	PUNCT
cana-6264	56	86	materialised	materialise	VERB
cana-6264	56	87	views	view	NOUN
cana-6264	56	88	,	,	PUNCT
cana-6264	56	89	inmemory	inmemory	ADJ
cana-6264	56	90	engines	engine	NOUN
cana-6264	56	91	improves	improve	VERB
cana-6264	56	92	responsiveness	responsiveness	NOUN
cana-6264	56	93	for	for	ADP
cana-6264	56	94	analytical	analytical	ADJ
cana-6264	56	95	queries	query	NOUN
cana-6264	56	96	higher	high	ADJ
cana-6264	56	97	storage	storage	NOUN
cana-6264	56	98	and	and	CCONJ
cana-6264	56	99	refresh	refresh	NOUN
cana-6264	56	100	costs	cost	NOUN
cana-6264	56	101	interoperability	interoperability	NOUN
cana-6264	56	102	open	open	VERB
cana-6264	56	103	apis	apis	ADJ
cana-6264	56	104	,	,	PUNCT
cana-6264	56	105	semantic	semantic	ADJ
cana-6264	56	106	connectors	connector	NOUN
cana-6264	56	107	enables	enable	VERB
cana-6264	56	108	bi	bi	ADJ
cana-6264	56	109	tool	tool	NOUN
cana-6264	56	110	neutrality	neutrality	NOUN
cana-6264	56	111	and	and	CCONJ
cana-6264	56	112	consistency	consistency	NOUN
cana-6264	56	113	dependent	dependent	ADJ
cana-6264	56	114	on	on	ADP
cana-6264	56	115	vendor	vendor	NOUN
cana-6264	56	116	support	support	NOUN
cana-6264	56	117	for	for	ADP
cana-6264	56	118	standards	standard	NOUN
cana-6264	56	119	source	source	NOUN
cana-6264	56	120	:	:	PUNCT
cana-6264	56	121	synthesised	synthesise	VERB
cana-6264	56	122	from	from	ADP
cana-6264	56	123	literature	literature	NOUN
cana-6264	56	124	[	[	X
cana-6264	56	125	12	12	NUM
cana-6264	56	126	]	]	PUNCT
cana-6264	56	127	,	,	PUNCT
cana-6264	56	128	[	[	X
cana-6264	56	129	14	14	NUM
cana-6264	56	130	]	]	PUNCT
cana-6264	56	131	,	,	PUNCT
cana-6264	56	132	[	[	X
cana-6264	56	133	16	16	NUM
cana-6264	56	134	]	]	PUNCT
cana-6264	56	135	this	this	DET
cana-6264	56	136	comparative	comparative	ADJ
cana-6264	56	137	summary	summary	NOUN
cana-6264	56	138	illustrates	illustrate	VERB
cana-6264	56	139	that	that	SCONJ
cana-6264	56	140	architectural	architectural	ADJ
cana-6264	56	141	strategies	strategy	NOUN
cana-6264	56	142	each	each	PRON
cana-6264	56	143	offer	offer	VERB
cana-6264	56	144	distinct	distinct	ADJ
cana-6264	56	145	strengths	strength	NOUN
cana-6264	56	146	and	and	CCONJ
cana-6264	56	147	trade	trade	NOUN
cana-6264	56	148	-	-	PUNCT
cana-6264	56	149	offs	off	NOUN
cana-6264	56	150	,	,	PUNCT
cana-6264	56	151	reinforcing	reinforce	VERB
cana-6264	56	152	the	the	DET
cana-6264	56	153	need	need	NOUN
cana-6264	56	154	for	for	ADP
cana-6264	56	155	holistic	holistic	ADJ
cana-6264	56	156	design	design	NOUN
cana-6264	56	157	choices	choice	NOUN
cana-6264	56	158	.	.	PUNCT
cana-6264	57	1	having	having	AUX
cana-6264	57	2	highlighted	highlight	VERB
cana-6264	57	3	the	the	DET
cana-6264	57	4	architectural	architectural	ADJ
cana-6264	57	5	backbone	backbone	NOUN
cana-6264	57	6	,	,	PUNCT
cana-6264	57	7	the	the	DET
cana-6264	57	8	discussion	discussion	NOUN
cana-6264	57	9	naturally	naturally	ADV
cana-6264	57	10	progresses	progress	VERB
cana-6264	57	11	to	to	ADP
cana-6264	57	12	implementation	implementation	NOUN
cana-6264	57	13	practices	practice	NOUN
cana-6264	57	14	,	,	PUNCT
cana-6264	57	15	which	which	PRON
cana-6264	57	16	operationalise	operationalise	VERB
cana-6264	57	17	these	these	DET
cana-6264	57	18	strategies	strategy	NOUN
cana-6264	57	19	in	in	ADP
cana-6264	57	20	real	real	ADJ
cana-6264	57	21	bi	bi	ADJ
cana-6264	57	22	environments	environment	NOUN
cana-6264	57	23	.	.	PUNCT
cana-6264	58	1	4	4	X
cana-6264	58	2	.	.	X
cana-6264	58	3	implementation	implementation	NOUN
cana-6264	58	4	practices	practice	NOUN
cana-6264	58	5	in	in	ADP
cana-6264	58	6	semantic	semantic	ADJ
cana-6264	58	7	layer	layer	NOUN
cana-6264	58	8	design	design	NOUN
cana-6264	58	9	having	having	AUX
cana-6264	58	10	explored	explore	VERB
cana-6264	58	11	the	the	DET
cana-6264	58	12	architectural	architectural	ADJ
cana-6264	58	13	dimensions	dimension	NOUN
cana-6264	58	14	of	of	ADP
cana-6264	58	15	semantic	semantic	ADJ
cana-6264	58	16	layers	layer	NOUN
cana-6264	58	17	,	,	PUNCT
cana-6264	58	18	it	it	PRON
cana-6264	58	19	is	be	AUX
cana-6264	58	20	necessary	necessary	ADJ
cana-6264	58	21	to	to	PART
cana-6264	58	22	shift	shift	VERB
cana-6264	58	23	focus	focus	NOUN
cana-6264	58	24	toward	toward	ADP
cana-6264	58	25	the	the	DET
cana-6264	58	26	practical	practical	ADJ
cana-6264	58	27	implementation	implementation	NOUN
cana-6264	58	28	practices	practice	NOUN
cana-6264	58	29	that	that	PRON
cana-6264	58	30	transform	transform	VERB
cana-6264	58	31	theoretical	theoretical	ADJ
cana-6264	58	32	and	and	CCONJ
cana-6264	58	33	architectural	architectural	ADJ
cana-6264	58	34	principles	principle	NOUN
cana-6264	58	35	into	into	ADP
cana-6264	58	36	functioning	function	VERB
cana-6264	58	37	systems	system	NOUN
cana-6264	58	38	.	.	PUNCT
cana-6264	59	1	while	while	SCONJ
cana-6264	59	2	architecture	architecture	NOUN
cana-6264	59	3	establishes	establish	VERB
cana-6264	59	4	the	the	DET
cana-6264	59	5	structural	structural	ADJ
cana-6264	59	6	backbone	backbone	NOUN
cana-6264	59	7	,	,	PUNCT
cana-6264	59	8	implementation	implementation	NOUN
cana-6264	59	9	ensures	ensure	VERB
cana-6264	59	10	that	that	SCONJ
cana-6264	59	11	the	the	DET
cana-6264	59	12	semantic	semantic	ADJ
cana-6264	59	13	layer	layer	NOUN
cana-6264	59	14	delivers	deliver	VERB
cana-6264	59	15	tangible	tangible	ADJ
cana-6264	59	16	value	value	NOUN
cana-6264	59	17	to	to	ADP
cana-6264	59	18	business	business	NOUN
cana-6264	59	19	users	user	NOUN
cana-6264	59	20	in	in	ADP
cana-6264	59	21	terms	term	NOUN
cana-6264	59	22	of	of	ADP
cana-6264	59	23	usability	usability	NOUN
cana-6264	59	24	,	,	PUNCT
cana-6264	59	25	performance	performance	NOUN
cana-6264	59	26	,	,	PUNCT
cana-6264	59	27	and	and	CCONJ
cana-6264	59	28	governance	governance	NOUN
cana-6264	59	29	[	[	X
cana-6264	59	30	19	19	NUM
cana-6264	59	31	]	]	PUNCT
cana-6264	59	32	.	.	PUNCT
cana-6264	60	1	a	a	DET
cana-6264	60	2	central	central	ADJ
cana-6264	60	3	implementation	implementation	NOUN
cana-6264	60	4	practice	practice	NOUN
cana-6264	60	5	is	be	AUX
cana-6264	60	6	user	user	NOUN
cana-6264	60	7	-	-	PUNCT
cana-6264	60	8	centric	centric	ADJ
cana-6264	60	9	design	design	NOUN
cana-6264	60	10	.	.	PUNCT
cana-6264	61	1	semantic	semantic	ADJ
cana-6264	61	2	layers	layer	NOUN
cana-6264	61	3	succeed	succeed	VERB
cana-6264	61	4	only	only	ADV
cana-6264	61	5	when	when	SCONJ
cana-6264	61	6	they	they	PRON
cana-6264	61	7	align	align	VERB
cana-6264	61	8	with	with	ADP
cana-6264	61	9	the	the	DET
cana-6264	61	10	needs	need	NOUN
cana-6264	61	11	and	and	CCONJ
cana-6264	61	12	expectations	expectation	NOUN
cana-6264	61	13	of	of	ADP
cana-6264	61	14	their	their	PRON
cana-6264	61	15	end	end	NOUN
cana-6264	61	16	users	user	NOUN
cana-6264	61	17	.	.	PUNCT
cana-6264	62	1	this	this	PRON
cana-6264	62	2	means	mean	VERB
cana-6264	62	3	involving	involve	VERB
cana-6264	62	4	business	business	NOUN
cana-6264	62	5	stakeholders	stakeholder	NOUN
cana-6264	62	6	early	early	ADV
cana-6264	62	7	in	in	ADP
cana-6264	62	8	the	the	DET
cana-6264	62	9	design	design	NOUN
cana-6264	62	10	process	process	NOUN
cana-6264	62	11	to	to	PART
cana-6264	62	12	define	define	VERB
cana-6264	62	13	metrics	metric	NOUN
cana-6264	62	14	,	,	PUNCT
cana-6264	62	15	hierarchies	hierarchy	NOUN
cana-6264	62	16	,	,	PUNCT
cana-6264	62	17	and	and	CCONJ
cana-6264	62	18	dimensions	dimension	NOUN
cana-6264	62	19	that	that	PRON
cana-6264	62	20	communications	communication	NOUN
cana-6264	62	21	on	on	ADP
cana-6264	62	22	applied	apply	VERB
cana-6264	62	23	nonlinear	nonlinear	ADJ
cana-6264	62	24	analysis	analysis	NOUN
cana-6264	62	25	issn	issn	NOUN
cana-6264	62	26	:	:	PUNCT
cana-6264	62	27	1074	1074	NUM
cana-6264	62	28	-	-	PUNCT
cana-6264	62	29	133x	133x	NUM
cana-6264	62	30	vol	vol	NOUN
cana-6264	62	31	31	31	NUM
cana-6264	62	32	no	no	NOUN
cana-6264	62	33	.	.	PUNCT
cana-6264	63	1	8s	8s	PROPN
cana-6264	63	2	(	(	PUNCT
cana-6264	63	3	2024	2024	NUM
cana-6264	63	4	)	)	PUNCT
cana-6264	63	5	1240	1240	NUM
cana-6264	63	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	63	7	reflect	reflect	VERB
cana-6264	63	8	business	business	NOUN
cana-6264	63	9	priorities	priority	NOUN
cana-6264	63	10	rather	rather	ADV
cana-6264	63	11	than	than	ADP
cana-6264	63	12	purely	purely	ADV
cana-6264	63	13	technical	technical	ADJ
cana-6264	63	14	structures	structure	NOUN
cana-6264	63	15	.	.	PUNCT
cana-6264	64	1	collaborative	collaborative	ADJ
cana-6264	64	2	workshops	workshop	NOUN
cana-6264	64	3	,	,	PUNCT
cana-6264	64	4	iterative	iterative	NOUN
cana-6264	64	5	prototyping	prototyping	NOUN
cana-6264	64	6	,	,	PUNCT
cana-6264	64	7	and	and	CCONJ
cana-6264	64	8	continuous	continuous	ADJ
cana-6264	64	9	feedback	feedback	NOUN
cana-6264	64	10	loops	loop	NOUN
cana-6264	64	11	help	help	VERB
cana-6264	64	12	ensure	ensure	VERB
cana-6264	64	13	that	that	SCONJ
cana-6264	64	14	the	the	DET
cana-6264	64	15	semantic	semantic	ADJ
cana-6264	64	16	layer	layer	NOUN
cana-6264	64	17	speaks	speak	VERB
cana-6264	64	18	the	the	DET
cana-6264	64	19	language	language	NOUN
cana-6264	64	20	of	of	ADP
cana-6264	64	21	the	the	DET
cana-6264	64	22	business	business	NOUN
cana-6264	64	23	,	,	PUNCT
cana-6264	64	24	which	which	PRON
cana-6264	64	25	fosters	foster	VERB
cana-6264	64	26	trust	trust	NOUN
cana-6264	64	27	and	and	CCONJ
cana-6264	64	28	adoption	adoption	NOUN
cana-6264	64	29	[	[	X
cana-6264	64	30	20	20	NUM
cana-6264	64	31	]	]	PUNCT
cana-6264	64	32	.	.	PUNCT
cana-6264	65	1	metadata	metadata	PROPN
cana-6264	65	2	management	management	NOUN
cana-6264	65	3	is	be	AUX
cana-6264	65	4	another	another	DET
cana-6264	65	5	practice	practice	NOUN
cana-6264	65	6	that	that	PRON
cana-6264	65	7	is	be	AUX
cana-6264	65	8	important	important	ADJ
cana-6264	65	9	.	.	PUNCT
cana-6264	66	1	an	an	DET
cana-6264	66	2	advanced	advanced	ADJ
cana-6264	66	3	metadata	metadata	NOUN
cana-6264	66	4	structure	structure	NOUN
cana-6264	66	5	,	,	PUNCT
cana-6264	66	6	which	which	PRON
cana-6264	66	7	is	be	AUX
cana-6264	66	8	referred	refer	VERB
cana-6264	66	9	to	to	ADP
cana-6264	66	10	as	as	ADP
cana-6264	66	11	a	a	DET
cana-6264	66	12	semantic	semantic	ADJ
cana-6264	66	13	layer	layer	NOUN
cana-6264	66	14	,	,	PUNCT
cana-6264	66	15	is	be	AUX
cana-6264	66	16	defined	define	VERB
cana-6264	66	17	by	by	ADP
cana-6264	66	18	the	the	DET
cana-6264	66	19	quality	quality	NOUN
cana-6264	66	20	of	of	ADP
cana-6264	66	21	the	the	DET
cana-6264	66	22	metadata	metadata	NOUN
cana-6264	66	23	cataloguing	cataloguing	NOUN
cana-6264	66	24	,	,	PUNCT
cana-6264	66	25	mapping	mapping	NOUN
cana-6264	66	26	,	,	PUNCT
cana-6264	66	27	and	and	CCONJ
cana-6264	66	28	revealing	reveal	VERB
cana-6264	66	29	,	,	PUNCT
cana-6264	66	30	which	which	PRON
cana-6264	66	31	determines	determine	VERB
cana-6264	66	32	its	its	PRON
cana-6264	66	33	success	success	NOUN
cana-6264	66	34	.	.	PUNCT
cana-6264	67	1	it	it	PRON
cana-6264	67	2	is	be	AUX
cana-6264	67	3	anticipated	anticipate	VERB
cana-6264	67	4	that	that	SCONJ
cana-6264	67	5	the	the	DET
cana-6264	67	6	metadata	metadata	ADJ
cana-6264	67	7	repositories	repository	NOUN
cana-6264	67	8	will	will	AUX
cana-6264	67	9	store	store	VERB
cana-6264	67	10	data	datum	NOUN
cana-6264	67	11	lineage	lineage	NOUN
cana-6264	67	12	,	,	PUNCT
cana-6264	67	13	data	datum	NOUN
cana-6264	67	14	ownership	ownership	NOUN
cana-6264	67	15	,	,	PUNCT
cana-6264	67	16	and	and	CCONJ
cana-6264	67	17	governance	governance	NOUN
cana-6264	67	18	rules	rule	NOUN
cana-6264	67	19	along	along	ADP
cana-6264	67	20	with	with	ADP
cana-6264	67	21	the	the	DET
cana-6264	67	22	definition	definition	NOUN
cana-6264	67	23	of	of	ADP
cana-6264	67	24	metrics	metric	NOUN
cana-6264	67	25	.	.	PUNCT
cana-6264	68	1	this	this	PRON
cana-6264	68	2	makes	make	VERB
cana-6264	68	3	it	it	PRON
cana-6264	68	4	easy	easy	ADJ
cana-6264	68	5	to	to	PART
cana-6264	68	6	have	have	VERB
cana-6264	68	7	transparency	transparency	NOUN
cana-6264	68	8	,	,	PUNCT
cana-6264	68	9	and	and	CCONJ
cana-6264	68	10	therefore	therefore	ADV
cana-6264	68	11	,	,	PUNCT
cana-6264	68	12	the	the	DET
cana-6264	68	13	users	user	NOUN
cana-6264	68	14	are	be	AUX
cana-6264	68	15	able	able	ADJ
cana-6264	68	16	to	to	PART
cana-6264	68	17	trace	trace	VERB
cana-6264	68	18	insights	insight	NOUN
cana-6264	68	19	to	to	ADP
cana-6264	68	20	their	their	PRON
cana-6264	68	21	sources	source	NOUN
cana-6264	68	22	.	.	PUNCT
cana-6264	69	1	metadata	metadata	NOUN
cana-6264	69	2	-	-	PUNCT
cana-6264	69	3	based	base	VERB
cana-6264	69	4	automation	automation	NOUN
cana-6264	69	5	also	also	ADV
cana-6264	69	6	reduces	reduce	VERB
cana-6264	69	7	the	the	DET
cana-6264	69	8	level	level	NOUN
cana-6264	69	9	of	of	ADP
cana-6264	69	10	manual	manual	ADJ
cana-6264	69	11	labour	labour	NOUN
cana-6264	69	12	involved	involve	VERB
cana-6264	69	13	by	by	ADP
cana-6264	69	14	ensuring	ensure	VERB
cana-6264	69	15	continuity	continuity	NOUN
cana-6264	69	16	of	of	ADP
cana-6264	69	17	the	the	DET
cana-6264	69	18	bi	bi	ADJ
cana-6264	69	19	tools	tool	NOUN
cana-6264	69	20	and	and	CCONJ
cana-6264	69	21	reports	report	VERB
cana-6264	69	22	[	[	X
cana-6264	69	23	21	21	NUM
cana-6264	69	24	]	]	PUNCT
cana-6264	69	25	.	.	PUNCT
cana-6264	70	1	semantic	semantic	ADJ
cana-6264	70	2	abstraction	abstraction	NOUN
cana-6264	70	3	can	can	AUX
cana-6264	70	4	be	be	AUX
cana-6264	70	5	more	more	ADV
cana-6264	70	6	complex	complex	ADJ
cana-6264	70	7	for	for	ADP
cana-6264	70	8	queries	query	NOUN
cana-6264	70	9	;	;	PUNCT
cana-6264	70	10	therefore	therefore	ADV
cana-6264	70	11	,	,	PUNCT
cana-6264	70	12	unless	unless	SCONJ
cana-6264	70	13	optimised	optimise	VERB
cana-6264	70	14	,	,	PUNCT
cana-6264	70	15	it	it	PRON
cana-6264	70	16	will	will	AUX
cana-6264	70	17	cause	cause	VERB
cana-6264	70	18	low	low	ADJ
cana-6264	70	19	response	response	NOUN
cana-6264	70	20	times	time	NOUN
cana-6264	70	21	and	and	CCONJ
cana-6264	70	22	user	user	NOUN
cana-6264	70	23	experiences	experience	NOUN
cana-6264	70	24	.	.	PUNCT
cana-6264	71	1	to	to	PART
cana-6264	71	2	resolve	resolve	VERB
cana-6264	71	3	this	this	PRON
cana-6264	71	4	,	,	PUNCT
cana-6264	71	5	aggregating	aggregate	VERB
cana-6264	71	6	the	the	DET
cana-6264	71	7	commonly	commonly	ADV
cana-6264	71	8	used	use	VERB
cana-6264	71	9	dimensions	dimension	NOUN
cana-6264	71	10	by	by	ADP
cana-6264	71	11	materialising	materialise	VERB
cana-6264	71	12	them	they	PRON
cana-6264	71	13	,	,	PUNCT
cana-6264	71	14	indexing	index	VERB
cana-6264	71	15	the	the	DET
cana-6264	71	16	key	key	ADJ
cana-6264	71	17	dimensions	dimension	NOUN
cana-6264	71	18	,	,	PUNCT
cana-6264	71	19	and	and	CCONJ
cana-6264	71	20	using	use	VERB
cana-6264	71	21	in	in	ADP
cana-6264	71	22	-	-	PUNCT
cana-6264	71	23	memory	memory	NOUN
cana-6264	71	24	computation	computation	NOUN
cana-6264	71	25	is	be	AUX
cana-6264	71	26	normally	normally	ADV
cana-6264	71	27	employed	employ	VERB
cana-6264	71	28	.	.	PUNCT
cana-6264	72	1	techniques	technique	NOUN
cana-6264	72	2	that	that	PRON
cana-6264	72	3	are	be	AUX
cana-6264	72	4	used	use	VERB
cana-6264	72	5	in	in	ADP
cana-6264	72	6	query	query	NOUN
cana-6264	72	7	caching	cache	VERB
cana-6264	72	8	are	be	AUX
cana-6264	72	9	also	also	ADV
cana-6264	72	10	sensitive	sensitive	ADJ
cana-6264	72	11	in	in	ADP
cana-6264	72	12	high	high	ADJ
cana-6264	72	13	-	-	PUNCT
cana-6264	72	14	concurrency	concurrency	NOUN
cana-6264	72	15	environments	environment	NOUN
cana-6264	72	16	.	.	PUNCT
cana-6264	73	1	the	the	DET
cana-6264	73	2	performance	performance	NOUN
cana-6264	73	3	monitoring	monitoring	NOUN
cana-6264	73	4	process	process	NOUN
cana-6264	73	5	should	should	AUX
cana-6264	73	6	be	be	AUX
cana-6264	73	7	dynamic	dynamic	ADJ
cana-6264	73	8	,	,	PUNCT
cana-6264	73	9	and	and	CCONJ
cana-6264	73	10	they	they	PRON
cana-6264	73	11	should	should	AUX
cana-6264	73	12	use	use	VERB
cana-6264	73	13	telemetry	telemetry	NOUN
cana-6264	73	14	to	to	PART
cana-6264	73	15	detect	detect	VERB
cana-6264	73	16	bottlenecks	bottleneck	NOUN
cana-6264	73	17	to	to	PART
cana-6264	73	18	dynamically	dynamically	ADV
cana-6264	73	19	tune	tune	VERB
cana-6264	73	20	the	the	DET
cana-6264	73	21	optimisation	optimisation	NOUN
cana-6264	73	22	process	process	NOUN
cana-6264	73	23	[	[	X
cana-6264	73	24	22	22	NUM
cana-6264	73	25	]	]	PUNCT
cana-6264	73	26	.	.	PUNCT
cana-6264	74	1	the	the	DET
cana-6264	74	2	implementation	implementation	NOUN
cana-6264	74	3	semantic	semantic	ADJ
cana-6264	74	4	layer	layer	NOUN
cana-6264	74	5	should	should	AUX
cana-6264	74	6	involve	involve	VERB
cana-6264	74	7	the	the	DET
cana-6264	74	8	practices	practice	NOUN
cana-6264	74	9	of	of	ADP
cana-6264	74	10	security	security	NOUN
cana-6264	74	11	and	and	CCONJ
cana-6264	74	12	governance	governance	NOUN
cana-6264	74	13	.	.	PUNCT
cana-6264	75	1	row	row	NOUN
cana-6264	75	2	-	-	PUNCT
cana-6264	75	3	level	level	NOUN
cana-6264	75	4	security	security	NOUN
cana-6264	75	5	,	,	PUNCT
cana-6264	75	6	column	column	NOUN
cana-6264	75	7	-	-	PUNCT
cana-6264	75	8	level	level	NOUN
cana-6264	75	9	masking	masking	NOUN
cana-6264	75	10	,	,	PUNCT
cana-6264	75	11	and	and	CCONJ
cana-6264	75	12	role	role	NOUN
cana-6264	75	13	-	-	PUNCT
cana-6264	75	14	based	base	VERB
cana-6264	75	15	access	access	NOUN
cana-6264	75	16	are	be	AUX
cana-6264	75	17	considered	consider	VERB
cana-6264	75	18	to	to	PART
cana-6264	75	19	be	be	AUX
cana-6264	75	20	the	the	DET
cana-6264	75	21	standard	standard	ADJ
cana-6264	75	22	mechanisms	mechanism	NOUN
cana-6264	75	23	that	that	PRON
cana-6264	75	24	ensure	ensure	VERB
cana-6264	75	25	that	that	SCONJ
cana-6264	75	26	the	the	DET
cana-6264	75	27	sensitive	sensitive	ADJ
cana-6264	75	28	data	datum	NOUN
cana-6264	75	29	is	be	AUX
cana-6264	75	30	not	not	PART
cana-6264	75	31	compromised	compromise	VERB
cana-6264	75	32	.	.	PUNCT
cana-6264	76	1	the	the	DET
cana-6264	76	2	centralised	centralised	ADJ
cana-6264	76	3	governance	governance	NOUN
cana-6264	76	4	and	and	CCONJ
cana-6264	76	5	consistency	consistency	NOUN
cana-6264	76	6	are	be	AUX
cana-6264	76	7	accompanied	accompany	VERB
cana-6264	76	8	by	by	ADP
cana-6264	76	9	the	the	DET
cana-6264	76	10	introduction	introduction	NOUN
cana-6264	76	11	of	of	ADP
cana-6264	76	12	these	these	DET
cana-6264	76	13	controls	control	NOUN
cana-6264	76	14	to	to	ADP
cana-6264	76	15	the	the	DET
cana-6264	76	16	semantic	semantic	ADJ
cana-6264	76	17	layer	layer	NOUN
cana-6264	76	18	and	and	CCONJ
cana-6264	76	19	not	not	PART
cana-6264	76	20	in	in	ADP
cana-6264	76	21	individual	individual	ADJ
cana-6264	76	22	tools	tool	NOUN
cana-6264	76	23	.	.	PUNCT
cana-6264	77	1	it	it	PRON
cana-6264	77	2	is	be	AUX
cana-6264	77	3	also	also	ADV
cana-6264	77	4	employed	employ	VERB
cana-6264	77	5	to	to	PART
cana-6264	77	6	help	help	VERB
cana-6264	77	7	the	the	DET
cana-6264	77	8	organisations	organisation	NOUN
cana-6264	77	9	with	with	ADP
cana-6264	77	10	complying	comply	VERB
cana-6264	77	11	with	with	ADP
cana-6264	77	12	regulatory	regulatory	ADJ
cana-6264	77	13	requirements	requirement	NOUN
cana-6264	77	14	since	since	SCONJ
cana-6264	77	15	semantic	semantic	ADJ
cana-6264	77	16	layers	layer	NOUN
cana-6264	77	17	can	can	AUX
cana-6264	77	18	record	record	VERB
cana-6264	77	19	and	and	CCONJ
cana-6264	77	20	audit	audit	VERB
cana-6264	77	21	the	the	DET
cana-6264	77	22	user	user	NOUN
cana-6264	77	23	engagement	engagement	NOUN
cana-6264	77	24	with	with	ADP
cana-6264	77	25	the	the	DET
cana-6264	77	26	data	data	NOUN
cana-6264	77	27	is	be	AUX
cana-6264	77	28	achievable	achievable	ADJ
cana-6264	77	29	[	[	X
cana-6264	77	30	23	23	NUM
cana-6264	77	31	]	]	PUNCT
cana-6264	77	32	.	.	PUNCT
cana-6264	78	1	there	there	PRON
cana-6264	78	2	is	be	VERB
cana-6264	78	3	also	also	ADV
cana-6264	78	4	a	a	DET
cana-6264	78	5	need	need	NOUN
cana-6264	78	6	for	for	ADP
cana-6264	78	7	lifecycle	lifecycle	NOUN
cana-6264	78	8	management	management	NOUN
cana-6264	78	9	practices	practice	NOUN
cana-6264	78	10	and	and	CCONJ
cana-6264	78	11	version	version	NOUN
cana-6264	78	12	control	control	NOUN
cana-6264	78	13	.	.	PUNCT
cana-6264	79	1	semantic	semantic	ADJ
cana-6264	79	2	models	model	NOUN
cana-6264	79	3	evolve	evolve	VERB
cana-6264	79	4	along	along	ADP
cana-6264	79	5	with	with	ADP
cana-6264	79	6	business	business	NOUN
cana-6264	79	7	demands	demand	NOUN
cana-6264	79	8	,	,	PUNCT
cana-6264	79	9	and	and	CCONJ
cana-6264	79	10	the	the	DET
cana-6264	79	11	evolution	evolution	NOUN
cana-6264	79	12	requires	require	VERB
cana-6264	79	13	the	the	DET
cana-6264	79	14	application	application	NOUN
cana-6264	79	15	of	of	ADP
cana-6264	79	16	disciplined	discipline	VERB
cana-6264	79	17	approaches	approach	NOUN
cana-6264	79	18	to	to	PART
cana-6264	79	19	control	control	VERB
cana-6264	79	20	the	the	DET
cana-6264	79	21	evolution	evolution	NOUN
cana-6264	79	22	.	.	PUNCT
cana-6264	80	1	some	some	PRON
cana-6264	80	2	of	of	ADP
cana-6264	80	3	the	the	DET
cana-6264	80	4	right	right	ADJ
cana-6264	80	5	practices	practice	NOUN
cana-6264	80	6	to	to	PART
cana-6264	80	7	ensure	ensure	VERB
cana-6264	80	8	that	that	SCONJ
cana-6264	80	9	semantic	semantic	ADJ
cana-6264	80	10	changes	change	NOUN
cana-6264	80	11	are	be	AUX
cana-6264	80	12	made	make	VERB
cana-6264	80	13	in	in	ADP
cana-6264	80	14	a	a	DET
cana-6264	80	15	safe	safe	ADJ
cana-6264	80	16	,	,	PUNCT
cana-6264	80	17	predictable	predictable	ADJ
cana-6264	80	18	way	way	NOUN
cana-6264	80	19	are	be	AUX
cana-6264	80	20	maintaining	maintain	VERB
cana-6264	80	21	versioned	versioned	ADJ
cana-6264	80	22	models	model	NOUN
cana-6264	80	23	,	,	PUNCT
cana-6264	80	24	aiding	aid	VERB
cana-6264	80	25	testing	testing	NOUN
cana-6264	80	26	in	in	ADP
cana-6264	80	27	a	a	DET
cana-6264	80	28	sandbox	sandbox	NOUN
cana-6264	80	29	environment	environment	NOUN
cana-6264	80	30	,	,	PUNCT
cana-6264	80	31	and	and	CCONJ
cana-6264	80	32	automated	automate	VERB
cana-6264	80	33	deployment	deployment	NOUN
cana-6264	80	34	pipelines	pipeline	NOUN
cana-6264	80	35	[	[	X
cana-6264	80	36	24	24	NUM
cana-6264	80	37	]	]	PUNCT
cana-6264	80	38	.	.	PUNCT
cana-6264	81	1	another	another	DET
cana-6264	81	2	important	important	ADJ
cana-6264	81	3	practice	practice	NOUN
cana-6264	81	4	involves	involve	VERB
cana-6264	81	5	interoperability	interoperability	NOUN
cana-6264	81	6	testing	testing	NOUN
cana-6264	81	7	.	.	PUNCT
cana-6264	82	1	since	since	SCONJ
cana-6264	82	2	bi	bi	NOUN
cana-6264	82	3	ecosystems	ecosystem	NOUN
cana-6264	82	4	often	often	ADV
cana-6264	82	5	span	span	VERB
cana-6264	82	6	multiple	multiple	ADJ
cana-6264	82	7	tools	tool	NOUN
cana-6264	82	8	and	and	CCONJ
cana-6264	82	9	platforms	platform	NOUN
cana-6264	82	10	,	,	PUNCT
cana-6264	82	11	the	the	DET
cana-6264	82	12	semantic	semantic	ADJ
cana-6264	82	13	layer	layer	NOUN
cana-6264	82	14	must	must	AUX
cana-6264	82	15	be	be	AUX
cana-6264	82	16	validated	validate	VERB
cana-6264	82	17	for	for	ADP
cana-6264	82	18	compatibility	compatibility	NOUN
cana-6264	82	19	across	across	ADP
cana-6264	82	20	them	they	PRON
cana-6264	82	21	.	.	PUNCT
cana-6264	83	1	interoperability	interoperability	NOUN
cana-6264	83	2	ensures	ensure	VERB
cana-6264	83	3	that	that	SCONJ
cana-6264	83	4	the	the	DET
cana-6264	83	5	same	same	ADJ
cana-6264	83	6	definitions	definition	NOUN
cana-6264	83	7	of	of	ADP
cana-6264	83	8	metrics	metric	NOUN
cana-6264	83	9	and	and	CCONJ
cana-6264	83	10	hierarchies	hierarchy	NOUN
cana-6264	83	11	are	be	AUX
cana-6264	83	12	accessible	accessible	ADJ
cana-6264	83	13	consistently	consistently	ADV
cana-6264	83	14	across	across	ADP
cana-6264	83	15	dashboards	dashboard	NOUN
cana-6264	83	16	,	,	PUNCT
cana-6264	83	17	reports	report	NOUN
cana-6264	83	18	,	,	PUNCT
cana-6264	83	19	and	and	CCONJ
cana-6264	83	20	predictive	predictive	ADJ
cana-6264	83	21	analytics	analytic	NOUN
cana-6264	83	22	applications	application	NOUN
cana-6264	83	23	.	.	PUNCT
cana-6264	84	1	without	without	ADP
cana-6264	84	2	such	such	ADJ
cana-6264	84	3	testing	testing	NOUN
cana-6264	84	4	,	,	PUNCT
cana-6264	84	5	fragmentation	fragmentation	NOUN
cana-6264	84	6	can	can	AUX
cana-6264	84	7	erode	erode	VERB
cana-6264	84	8	the	the	DET
cana-6264	84	9	integrity	integrity	NOUN
cana-6264	84	10	of	of	ADP
cana-6264	84	11	the	the	DET
cana-6264	84	12	semantic	semantic	ADJ
cana-6264	84	13	layer	layer	NOUN
cana-6264	85	1	[	[	X
cana-6264	85	2	25	25	NUM
cana-6264	85	3	]	]	PUNCT
cana-6264	85	4	.	.	PUNCT
cana-6264	86	1	user	user	NOUN
cana-6264	86	2	training	training	NOUN
cana-6264	86	3	and	and	CCONJ
cana-6264	86	4	documentation	documentation	NOUN
cana-6264	86	5	play	play	VERB
cana-6264	86	6	a	a	DET
cana-6264	86	7	final	final	ADJ
cana-6264	86	8	but	but	CCONJ
cana-6264	86	9	vital	vital	ADJ
cana-6264	86	10	role	role	NOUN
cana-6264	86	11	.	.	PUNCT
cana-6264	87	1	even	even	ADV
cana-6264	87	2	the	the	DET
cana-6264	87	3	most	most	ADV
cana-6264	87	4	sophisticated	sophisticated	ADJ
cana-6264	87	5	semantic	semantic	ADJ
cana-6264	87	6	layers	layer	NOUN
cana-6264	87	7	fail	fail	VERB
cana-6264	87	8	if	if	SCONJ
cana-6264	87	9	users	user	NOUN
cana-6264	87	10	do	do	AUX
cana-6264	87	11	not	not	PART
cana-6264	87	12	understand	understand	VERB
cana-6264	87	13	how	how	SCONJ
cana-6264	87	14	to	to	PART
cana-6264	87	15	use	use	VERB
cana-6264	87	16	them	they	PRON
cana-6264	87	17	effectively	effectively	ADV
cana-6264	87	18	.	.	PUNCT
cana-6264	88	1	training	training	NOUN
cana-6264	88	2	programs	program	NOUN
cana-6264	88	3	should	should	AUX
cana-6264	88	4	explain	explain	VERB
cana-6264	88	5	not	not	PART
cana-6264	88	6	only	only	ADV
cana-6264	88	7	how	how	SCONJ
cana-6264	88	8	to	to	PART
cana-6264	88	9	navigate	navigate	VERB
cana-6264	88	10	the	the	DET
cana-6264	88	11	semantic	semantic	ADJ
cana-6264	88	12	layer	layer	NOUN
cana-6264	88	13	but	but	CCONJ
cana-6264	88	14	also	also	ADV
cana-6264	88	15	why	why	SCONJ
cana-6264	88	16	certain	certain	ADJ
cana-6264	88	17	definitions	definition	NOUN
cana-6264	88	18	and	and	CCONJ
cana-6264	88	19	metrics	metric	NOUN
cana-6264	88	20	have	have	AUX
cana-6264	88	21	been	be	AUX
cana-6264	88	22	established	establish	VERB
cana-6264	88	23	.	.	PUNCT
cana-6264	89	1	clear	clear	ADJ
cana-6264	89	2	documentation	documentation	NOUN
cana-6264	89	3	,	,	PUNCT
cana-6264	89	4	ideally	ideally	ADV
cana-6264	89	5	integrated	integrate	VERB
cana-6264	89	6	directly	directly	ADV
cana-6264	89	7	into	into	ADP
cana-6264	89	8	bi	bi	ADJ
cana-6264	89	9	tools	tool	NOUN
cana-6264	89	10	,	,	PUNCT
cana-6264	89	11	fosters	foster	VERB
cana-6264	89	12	self	self	NOUN
cana-6264	89	13	-	-	PUNCT
cana-6264	89	14	service	service	NOUN
cana-6264	89	15	analytics	analytic	NOUN
cana-6264	89	16	while	while	SCONJ
cana-6264	89	17	reducing	reduce	VERB
cana-6264	89	18	dependence	dependence	NOUN
cana-6264	89	19	on	on	ADP
cana-6264	89	20	it	it	PRON
cana-6264	89	21	teams	team	NOUN
cana-6264	89	22	[	[	X
cana-6264	89	23	26	26	NUM
cana-6264	89	24	]	]	PUNCT
cana-6264	89	25	.	.	PUNCT
cana-6264	90	1	the	the	DET
cana-6264	90	2	implementation	implementation	NOUN
cana-6264	90	3	of	of	ADP
cana-6264	90	4	semantic	semantic	ADJ
cana-6264	90	5	layers	layer	NOUN
cana-6264	90	6	,	,	PUNCT
cana-6264	90	7	therefore	therefore	ADV
cana-6264	90	8	,	,	PUNCT
cana-6264	90	9	is	be	AUX
cana-6264	90	10	not	not	PART
cana-6264	90	11	purely	purely	ADV
cana-6264	90	12	technical	technical	ADJ
cana-6264	90	13	but	but	CCONJ
cana-6264	90	14	also	also	ADV
cana-6264	90	15	organisational	organisational	ADJ
cana-6264	90	16	.	.	PUNCT
cana-6264	91	1	success	success	NOUN
cana-6264	91	2	depends	depend	VERB
cana-6264	91	3	on	on	ADP
cana-6264	91	4	fostering	foster	VERB
cana-6264	91	5	collaboration	collaboration	NOUN
cana-6264	91	6	,	,	PUNCT
cana-6264	91	7	governance	governance	NOUN
cana-6264	91	8	,	,	PUNCT
cana-6264	91	9	and	and	CCONJ
cana-6264	91	10	continuous	continuous	ADJ
cana-6264	91	11	feedback	feedback	NOUN
cana-6264	91	12	while	while	SCONJ
cana-6264	91	13	embedding	embed	VERB
cana-6264	91	14	performance	performance	NOUN
cana-6264	91	15	and	and	CCONJ
cana-6264	91	16	security	security	NOUN
cana-6264	91	17	at	at	ADP
cana-6264	91	18	the	the	DET
cana-6264	91	19	core	core	NOUN
cana-6264	91	20	.	.	PUNCT
cana-6264	92	1	with	with	SCONJ
cana-6264	92	2	implementation	implementation	NOUN
cana-6264	92	3	communications	communication	NOUN
cana-6264	92	4	on	on	ADP
cana-6264	92	5	applied	apply	VERB
cana-6264	92	6	nonlinear	nonlinear	ADJ
cana-6264	92	7	analysis	analysis	NOUN
cana-6264	92	8	issn	issn	NOUN
cana-6264	92	9	:	:	PUNCT
cana-6264	92	10	1074	1074	NUM
cana-6264	92	11	-	-	PUNCT
cana-6264	92	12	133x	133x	NUM
cana-6264	92	13	vol	vol	NOUN
cana-6264	92	14	31	31	NUM
cana-6264	92	15	no	no	NOUN
cana-6264	92	16	.	.	PUNCT
cana-6264	93	1	8s	8s	PROPN
cana-6264	93	2	(	(	PUNCT
cana-6264	93	3	2024	2024	NUM
cana-6264	93	4	)	)	PUNCT
cana-6264	93	5	1241	1241	NUM
cana-6264	93	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	93	7	practices	practice	NOUN
cana-6264	93	8	established	establish	VERB
cana-6264	93	9	,	,	PUNCT
cana-6264	93	10	the	the	DET
cana-6264	93	11	discussion	discussion	NOUN
cana-6264	93	12	can	can	AUX
cana-6264	93	13	now	now	ADV
cana-6264	93	14	progress	progress	VERB
cana-6264	93	15	to	to	ADP
cana-6264	93	16	the	the	DET
cana-6264	93	17	emerging	emerge	VERB
cana-6264	93	18	challenges	challenge	NOUN
cana-6264	93	19	that	that	PRON
cana-6264	93	20	organisations	organisation	NOUN
cana-6264	93	21	face	face	VERB
cana-6264	93	22	as	as	SCONJ
cana-6264	93	23	they	they	PRON
cana-6264	93	24	extend	extend	VERB
cana-6264	93	25	semantic	semantic	ADJ
cana-6264	93	26	layers	layer	NOUN
cana-6264	93	27	into	into	ADP
cana-6264	93	28	modern	modern	ADJ
cana-6264	93	29	bi	bi	ADJ
cana-6264	93	30	environments	environment	NOUN
cana-6264	93	31	shaped	shape	VERB
cana-6264	93	32	by	by	ADP
cana-6264	93	33	cloud	cloud	NOUN
cana-6264	93	34	computing	computing	NOUN
cana-6264	93	35	,	,	PUNCT
cana-6264	93	36	real	real	ADJ
cana-6264	93	37	-	-	PUNCT
cana-6264	93	38	time	time	NOUN
cana-6264	93	39	data	datum	NOUN
cana-6264	93	40	,	,	PUNCT
cana-6264	93	41	and	and	CCONJ
cana-6264	93	42	artificial	artificial	ADJ
cana-6264	93	43	intelligence	intelligence	NOUN
cana-6264	93	44	.	.	PUNCT
cana-6264	94	1	figure	figure	VERB
cana-6264	94	2	2	2	NUM
cana-6264	94	3	:	:	PUNCT
cana-6264	94	4	overview	overview	NOUN
cana-6264	94	5	of	of	ADP
cana-6264	94	6	key	key	ADJ
cana-6264	94	7	semantic	semantic	ADJ
cana-6264	94	8	layer	layer	NOUN
cana-6264	94	9	implementation	implementation	NOUN
cana-6264	94	10	practices	practice	NOUN
cana-6264	94	11	,	,	PUNCT
cana-6264	94	12	including	include	VERB
cana-6264	94	13	user	user	NOUN
cana-6264	94	14	-	-	PUNCT
cana-6264	94	15	centric	centric	ADJ
cana-6264	94	16	design	design	NOUN
cana-6264	94	17	,	,	PUNCT
cana-6264	94	18	metadata	metadata	NOUN
cana-6264	94	19	management	management	NOUN
cana-6264	94	20	,	,	PUNCT
cana-6264	94	21	performance	performance	NOUN
cana-6264	94	22	tuning	tuning	NOUN
cana-6264	94	23	,	,	PUNCT
cana-6264	94	24	governance	governance	NOUN
cana-6264	94	25	,	,	PUNCT
cana-6264	94	26	interoperability	interoperability	NOUN
cana-6264	94	27	,	,	PUNCT
cana-6264	94	28	and	and	CCONJ
cana-6264	94	29	user	user	NOUN
cana-6264	94	30	training	training	NOUN
cana-6264	94	31	,	,	PUNCT
cana-6264	94	32	all	all	PRON
cana-6264	94	33	essential	essential	ADJ
cana-6264	94	34	for	for	ADP
cana-6264	94	35	delivering	deliver	VERB
cana-6264	94	36	scalable	scalable	ADJ
cana-6264	94	37	and	and	CCONJ
cana-6264	94	38	trusted	trust	VERB
cana-6264	94	39	bi	bi	NOUN
cana-6264	94	40	systems	system	NOUN
cana-6264	94	41	.	.	PUNCT
cana-6264	95	1	5	5	X
cana-6264	95	2	.	.	X
cana-6264	95	3	emerging	emerge	VERB
cana-6264	95	4	challenges	challenge	NOUN
cana-6264	95	5	in	in	ADP
cana-6264	95	6	semantic	semantic	ADJ
cana-6264	95	7	layer	layer	NOUN
cana-6264	95	8	design	design	NOUN
cana-6264	95	9	as	as	SCONJ
cana-6264	95	10	bi	bi	ADJ
cana-6264	95	11	ecosystems	ecosystem	NOUN
cana-6264	95	12	evolve	evolve	VERB
cana-6264	95	13	,	,	PUNCT
cana-6264	95	14	semantic	semantic	ADJ
cana-6264	95	15	layers	layer	NOUN
cana-6264	95	16	face	face	VERB
cana-6264	95	17	emerging	emerge	VERB
cana-6264	95	18	challenges	challenge	NOUN
cana-6264	95	19	driven	drive	VERB
cana-6264	95	20	by	by	ADP
cana-6264	95	21	cloud	cloud	ADJ
cana-6264	95	22	-	-	PUNCT
cana-6264	95	23	native	native	ADJ
cana-6264	95	24	architectures	architecture	NOUN
cana-6264	95	25	,	,	PUNCT
cana-6264	95	26	real	real	ADJ
cana-6264	95	27	-	-	PUNCT
cana-6264	95	28	time	time	NOUN
cana-6264	95	29	analytics	analytic	NOUN
cana-6264	95	30	,	,	PUNCT
cana-6264	95	31	and	and	CCONJ
cana-6264	95	32	ai	ai	ADJ
cana-6264	95	33	-	-	PUNCT
cana-6264	95	34	driven	drive	VERB
cana-6264	95	35	insights	insight	NOUN
cana-6264	95	36	[	[	X
cana-6264	95	37	27	27	NUM
cana-6264	95	38	]	]	PUNCT
cana-6264	95	39	.	.	PUNCT
cana-6264	96	1	scalability	scalability	NOUN
cana-6264	96	2	in	in	ADP
cana-6264	96	3	dynamic	dynamic	ADJ
cana-6264	96	4	cloud	cloud	NOUN
cana-6264	96	5	environments	environment	NOUN
cana-6264	96	6	requires	require	VERB
cana-6264	96	7	rethinking	rethink	VERB
cana-6264	96	8	caching	cache	VERB
cana-6264	96	9	,	,	PUNCT
cana-6264	96	10	metadata	metadata	ADJ
cana-6264	96	11	distribution	distribution	NOUN
cana-6264	96	12	,	,	PUNCT
cana-6264	96	13	and	and	CCONJ
cana-6264	96	14	query	query	PROPN
cana-6264	96	15	federation	federation	PROPN
cana-6264	97	1	[	[	X
cana-6264	97	2	28	28	NUM
cana-6264	97	3	]	]	PUNCT
cana-6264	97	4	.	.	PUNCT
cana-6264	98	1	real	real	ADJ
cana-6264	98	2	-	-	PUNCT
cana-6264	98	3	time	time	NOUN
cana-6264	98	4	analytics	analytic	NOUN
cana-6264	98	5	demand	demand	VERB
cana-6264	98	6	semantic	semantic	ADJ
cana-6264	98	7	models	model	NOUN
cana-6264	98	8	that	that	PRON
cana-6264	98	9	reconcile	reconcile	VERB
cana-6264	98	10	streaming	streaming	NOUN
cana-6264	98	11	and	and	CCONJ
cana-6264	98	12	historical	historical	ADJ
cana-6264	98	13	data	datum	NOUN
cana-6264	98	14	while	while	SCONJ
cana-6264	98	15	maintaining	maintain	VERB
cana-6264	98	16	stable	stable	ADJ
cana-6264	98	17	metric	metric	ADJ
cana-6264	98	18	definitions	definition	NOUN
cana-6264	98	19	[	[	X
cana-6264	98	20	29	29	NUM
cana-6264	98	21	]	]	PUNCT
cana-6264	98	22	.	.	PUNCT
cana-6264	99	1	data	datum	NOUN
cana-6264	99	2	diversity	diversity	NOUN
cana-6264	99	3	from	from	ADP
cana-6264	99	4	relational	relational	ADJ
cana-6264	99	5	and	and	CCONJ
cana-6264	99	6	nosql	nosql	ADJ
cana-6264	99	7	databases	database	NOUN
cana-6264	99	8	to	to	PART
cana-6264	99	9	unstructured	unstructured	ADJ
cana-6264	99	10	and	and	CCONJ
cana-6264	99	11	ai	ai	ADJ
cana-6264	99	12	-	-	PUNCT
cana-6264	99	13	derived	derive	VERB
cana-6264	99	14	metrics	metric	NOUN
cana-6264	99	15	complicates	complicate	VERB
cana-6264	99	16	harmonisation	harmonisation	NOUN
cana-6264	99	17	[	[	X
cana-6264	99	18	30	30	NUM
cana-6264	99	19	]	]	PUNCT
cana-6264	99	20	.	.	PUNCT
cana-6264	100	1	governance	governance	NOUN
cana-6264	100	2	and	and	CCONJ
cana-6264	100	3	compliance	compliance	NOUN
cana-6264	100	4	challenges	challenge	NOUN
cana-6264	100	5	,	,	PUNCT
cana-6264	100	6	amplified	amplify	VERB
cana-6264	100	7	by	by	ADP
cana-6264	100	8	regulations	regulation	NOUN
cana-6264	100	9	such	such	ADJ
cana-6264	100	10	as	as	ADP
cana-6264	100	11	gdpr	gdpr	NOUN
cana-6264	100	12	and	and	CCONJ
cana-6264	100	13	ccpa	ccpa	VERB
cana-6264	100	14	,	,	PUNCT
cana-6264	100	15	necessitate	necessitate	ADJ
cana-6264	100	16	compliance	compliance	NOUN
cana-6264	100	17	-	-	PUNCT
cana-6264	100	18	aware	aware	ADJ
cana-6264	100	19	metadata	metadata	NOUN
cana-6264	100	20	and	and	CCONJ
cana-6264	100	21	dynamic	dynamic	ADJ
cana-6264	100	22	access	access	NOUN
cana-6264	100	23	controls	control	NOUN
cana-6264	100	24	.	.	PUNCT
cana-6264	101	1	balancing	balance	VERB
cana-6264	101	2	self	self	NOUN
cana-6264	101	3	-	-	PUNCT
cana-6264	101	4	service	service	NOUN
cana-6264	101	5	and	and	CCONJ
cana-6264	101	6	control	control	NOUN
cana-6264	101	7	is	be	AUX
cana-6264	101	8	critical	critical	ADJ
cana-6264	101	9	to	to	PART
cana-6264	101	10	avoid	avoid	VERB
cana-6264	101	11	semantic	semantic	ADJ
cana-6264	101	12	fragmentation	fragmentation	NOUN
cana-6264	101	13	.	.	PUNCT
cana-6264	102	1	integrating	integrate	VERB
cana-6264	102	2	predictive	predictive	ADJ
cana-6264	102	3	and	and	CCONJ
cana-6264	102	4	prescriptive	prescriptive	ADJ
cana-6264	102	5	ai	ai	VERB
cana-6264	102	6	insights	insight	NOUN
cana-6264	102	7	requires	require	VERB
cana-6264	102	8	new	new	ADJ
cana-6264	102	9	metadata	metadata	NOUN
cana-6264	102	10	standards	standard	NOUN
cana-6264	102	11	to	to	PART
cana-6264	102	12	ensure	ensure	VERB
cana-6264	102	13	interpretability	interpretability	NOUN
cana-6264	102	14	.	.	PUNCT
cana-6264	103	1	finally	finally	ADV
cana-6264	103	2	,	,	PUNCT
cana-6264	103	3	user	user	NOUN
cana-6264	103	4	adoption	adoption	NOUN
cana-6264	103	5	challenges	challenge	VERB
cana-6264	103	6	underscore	underscore	VERB
cana-6264	103	7	the	the	DET
cana-6264	103	8	need	need	NOUN
cana-6264	103	9	for	for	ADP
cana-6264	103	10	cultural	cultural	ADJ
cana-6264	103	11	alignment	alignment	NOUN
cana-6264	103	12	and	and	CCONJ
cana-6264	103	13	change	change	VERB
cana-6264	103	14	management	management	NOUN
cana-6264	103	15	to	to	PART
cana-6264	103	16	build	build	VERB
cana-6264	103	17	trust	trust	NOUN
cana-6264	103	18	in	in	ADP
cana-6264	103	19	bi	bi	NOUN
cana-6264	103	20	systems	system	NOUN
cana-6264	103	21	.	.	PUNCT
cana-6264	104	1	table	table	NOUN
cana-6264	104	2	2	2	NUM
cana-6264	104	3	:	:	PUNCT
cana-6264	104	4	emerging	emerge	VERB
cana-6264	104	5	challenges	challenge	NOUN
cana-6264	104	6	in	in	ADP
cana-6264	104	7	semantic	semantic	ADJ
cana-6264	104	8	layer	layer	NOUN
cana-6264	104	9	design	design	NOUN
cana-6264	104	10	communications	communication	NOUN
cana-6264	104	11	on	on	ADP
cana-6264	104	12	applied	apply	VERB
cana-6264	104	13	nonlinear	nonlinear	ADJ
cana-6264	104	14	analysis	analysis	NOUN
cana-6264	104	15	issn	issn	NOUN
cana-6264	104	16	:	:	PUNCT
cana-6264	104	17	1074	1074	NUM
cana-6264	104	18	-	-	PUNCT
cana-6264	104	19	133x	133x	NUM
cana-6264	104	20	vol	vol	NOUN
cana-6264	104	21	31	31	NUM
cana-6264	104	22	no	no	NOUN
cana-6264	104	23	.	.	PUNCT
cana-6264	105	1	8s	8s	PROPN
cana-6264	105	2	(	(	PUNCT
cana-6264	105	3	2024	2024	NUM
cana-6264	105	4	)	)	PUNCT
cana-6264	105	5	1242	1242	NUM
cana-6264	105	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	105	7	challenge	challenge	NOUN
cana-6264	105	8	description	description	NOUN
cana-6264	105	9	implications	implication	NOUN
cana-6264	105	10	/	/	SYM
cana-6264	105	11	techniques	technique	NOUN
cana-6264	105	12	scalability	scalability	NOUN
cana-6264	105	13	in	in	ADP
cana-6264	105	14	cloud	cloud	NOUN
cana-6264	105	15	adapting	adapt	VERB
cana-6264	105	16	to	to	ADP
cana-6264	105	17	elastic	elastic	ADJ
cana-6264	105	18	compute	compute	NOUN
cana-6264	105	19	and	and	CCONJ
cana-6264	105	20	storage	storage	NOUN
cana-6264	105	21	across	across	ADP
cana-6264	105	22	distributed	distribute	VERB
cana-6264	105	23	environments	environment	NOUN
cana-6264	105	24	caching	cache	VERB
cana-6264	105	25	strategies	strategy	NOUN
cana-6264	105	26	,	,	PUNCT
cana-6264	105	27	metadata	metadata	ADJ
cana-6264	105	28	distribution	distribution	NOUN
cana-6264	105	29	,	,	PUNCT
cana-6264	105	30	and	and	CCONJ
cana-6264	105	31	query	query	PROPN
cana-6264	105	32	federation	federation	PROPN
cana-6264	105	33	real	real	ADJ
cana-6264	105	34	-	-	PUNCT
cana-6264	105	35	time	time	NOUN
cana-6264	105	36	analytics	analytic	NOUN
cana-6264	105	37	reconciling	reconcile	VERB
cana-6264	105	38	streaming	streaming	NOUN
cana-6264	105	39	and	and	CCONJ
cana-6264	105	40	historical	historical	ADJ
cana-6264	105	41	data	datum	NOUN
cana-6264	105	42	continuous	continuous	ADJ
cana-6264	105	43	metric	metric	ADJ
cana-6264	105	44	updates	update	NOUN
cana-6264	105	45	,	,	PUNCT
cana-6264	105	46	low	low	ADJ
cana-6264	105	47	-	-	PUNCT
cana-6264	105	48	latency	latency	NOUN
cana-6264	105	49	query	query	NOUN
cana-6264	105	50	optimisation	optimisation	NOUN
cana-6264	105	51	data	datum	NOUN
cana-6264	105	52	diversity	diversity	NOUN
cana-6264	105	53	integrating	integrate	VERB
cana-6264	105	54	structured	structure	VERB
cana-6264	105	55	,	,	PUNCT
cana-6264	105	56	unstructured	unstructured	ADJ
cana-6264	105	57	,	,	PUNCT
cana-6264	105	58	and	and	CCONJ
cana-6264	105	59	ai	ai	ADJ
cana-6264	105	60	-	-	PUNCT
cana-6264	105	61	driven	drive	VERB
cana-6264	105	62	data	datum	NOUN
cana-6264	105	63	semantic	semantic	ADJ
cana-6264	105	64	harmonisation	harmonisation	NOUN
cana-6264	105	65	,	,	PUNCT
cana-6264	105	66	flexible	flexible	ADJ
cana-6264	105	67	dimensional	dimensional	ADJ
cana-6264	105	68	modelling	modelling	NOUN
cana-6264	105	69	governance	governance	NOUN
cana-6264	105	70	&	&	CCONJ
cana-6264	105	71	compliance	compliance	NOUN
cana-6264	105	72	aligning	align	VERB
cana-6264	105	73	with	with	ADP
cana-6264	105	74	gdpr	gdpr	NOUN
cana-6264	105	75	,	,	PUNCT
cana-6264	105	76	ccpa	ccpa	NOUN
cana-6264	105	77	,	,	PUNCT
cana-6264	105	78	and	and	CCONJ
cana-6264	105	79	multi	multi	ADJ
cana-6264	105	80	-	-	ADJ
cana-6264	105	81	jurisdictional	jurisdictional	ADJ
cana-6264	105	82	regulations	regulation	NOUN
cana-6264	105	83	compliance	compliance	NOUN
cana-6264	105	84	-	-	PUNCT
cana-6264	105	85	aware	aware	ADJ
cana-6264	105	86	metadata	metadata	NOUN
cana-6264	105	87	,	,	PUNCT
cana-6264	105	88	dynamic	dynamic	ADJ
cana-6264	105	89	access	access	NOUN
cana-6264	105	90	control	control	NOUN
cana-6264	105	91	,	,	PUNCT
cana-6264	105	92	and	and	CCONJ
cana-6264	105	93	data	datum	NOUN
cana-6264	105	94	lineage	lineage	NOUN
cana-6264	105	95	self	self	NOUN
cana-6264	105	96	-	-	PUNCT
cana-6264	105	97	service	service	NOUN
cana-6264	105	98	vs	vs	ADP
cana-6264	105	99	control	control	NOUN
cana-6264	105	100	empowering	empower	VERB
cana-6264	105	101	users	user	NOUN
cana-6264	105	102	while	while	SCONJ
cana-6264	105	103	maintaining	maintain	VERB
cana-6264	105	104	semantic	semantic	ADJ
cana-6264	105	105	consistency	consistency	NOUN
cana-6264	105	106	governance	governance	NOUN
cana-6264	105	107	frameworks	framework	NOUN
cana-6264	105	108	,	,	PUNCT
cana-6264	105	109	metric	metric	ADJ
cana-6264	105	110	approval	approval	NOUN
cana-6264	105	111	workflows	workflow	NOUN
cana-6264	105	112	ai	ai	VERB
cana-6264	105	113	/	/	SYM
cana-6264	105	114	ml	ml	NOUN
cana-6264	105	115	integration	integration	NOUN
cana-6264	105	116	supporting	support	VERB
cana-6264	105	117	predictive	predictive	ADJ
cana-6264	105	118	and	and	CCONJ
cana-6264	105	119	prescriptive	prescriptive	ADJ
cana-6264	105	120	insights	insight	NOUN
cana-6264	105	121	ai	ai	VERB
cana-6264	105	122	metadata	metadata	NOUN
cana-6264	105	123	standards	standard	NOUN
cana-6264	105	124	,	,	PUNCT
cana-6264	105	125	interpretability	interpretability	NOUN
cana-6264	105	126	frameworks	framework	NOUN
cana-6264	105	127	user	user	NOUN
cana-6264	105	128	adoption	adoption	NOUN
cana-6264	105	129	ensuring	ensure	VERB
cana-6264	105	130	organisational	organisational	ADJ
cana-6264	105	131	trust	trust	NOUN
cana-6264	105	132	and	and	CCONJ
cana-6264	105	133	engagement	engagement	NOUN
cana-6264	105	134	training	training	NOUN
cana-6264	105	135	,	,	PUNCT
cana-6264	105	136	change	change	NOUN
cana-6264	105	137	management	management	NOUN
cana-6264	105	138	,	,	PUNCT
cana-6264	105	139	cultural	cultural	ADJ
cana-6264	105	140	alignment	alignment	NOUN
cana-6264	105	141	the	the	DET
cana-6264	105	142	challenges	challenge	NOUN
cana-6264	105	143	of	of	ADP
cana-6264	105	144	semantic	semantic	ADJ
cana-6264	105	145	layers	layer	NOUN
cana-6264	105	146	design	design	VERB
cana-6264	105	147	make	make	VERB
cana-6264	105	148	it	it	PRON
cana-6264	105	149	clear	clear	ADJ
cana-6264	105	150	that	that	SCONJ
cana-6264	105	151	semantic	semantic	ADJ
cana-6264	105	152	layers	layer	NOUN
cana-6264	105	153	design	design	NOUN
cana-6264	105	154	is	be	AUX
cana-6264	105	155	not	not	PART
cana-6264	105	156	a	a	DET
cana-6264	105	157	stagnant	stagnant	ADJ
cana-6264	105	158	domain	domain	NOUN
cana-6264	105	159	but	but	CCONJ
cana-6264	105	160	an	an	DET
cana-6264	105	161	active	active	ADJ
cana-6264	105	162	sphere	sphere	NOUN
cana-6264	105	163	that	that	PRON
cana-6264	105	164	has	have	VERB
cana-6264	105	165	to	to	PART
cana-6264	105	166	respond	respond	VERB
cana-6264	105	167	to	to	ADP
cana-6264	105	168	various	various	ADJ
cana-6264	105	169	technological	technological	ADJ
cana-6264	105	170	,	,	PUNCT
cana-6264	105	171	organisational	organisational	ADJ
cana-6264	105	172	,	,	PUNCT
cana-6264	105	173	and	and	CCONJ
cana-6264	105	174	regulatory	regulatory	ADJ
cana-6264	105	175	changes	change	NOUN
cana-6264	105	176	.	.	PUNCT
cana-6264	106	1	as	as	ADP
cana-6264	106	2	a	a	DET
cana-6264	106	3	reaction	reaction	NOUN
cana-6264	106	4	,	,	PUNCT
cana-6264	106	5	the	the	DET
cana-6264	106	6	concluding	conclude	VERB
cana-6264	106	7	section	section	NOUN
cana-6264	106	8	summarises	summarise	VERB
cana-6264	106	9	the	the	DET
cana-6264	106	10	best	good	ADJ
cana-6264	106	11	practices	practice	NOUN
cana-6264	106	12	into	into	ADP
cana-6264	106	13	a	a	DET
cana-6264	106	14	single	single	ADJ
cana-6264	106	15	list	list	NOUN
cana-6264	106	16	of	of	ADP
cana-6264	106	17	recommendations	recommendation	NOUN
cana-6264	106	18	,	,	PUNCT
cana-6264	106	19	which	which	PRON
cana-6264	106	20	offer	offer	VERB
cana-6264	106	21	systematic	systematic	ADJ
cana-6264	106	22	advice	advice	NOUN
cana-6264	106	23	on	on	ADP
cana-6264	106	24	how	how	SCONJ
cana-6264	106	25	to	to	PART
cana-6264	106	26	create	create	VERB
cana-6264	106	27	a	a	DET
cana-6264	106	28	good	good	ADJ
cana-6264	106	29	semantic	semantic	ADJ
cana-6264	106	30	layer	layer	NOUN
cana-6264	106	31	in	in	ADP
cana-6264	106	32	contemporary	contemporary	ADJ
cana-6264	106	33	bi	bi	PROPN
cana-6264	106	34	systems	system	NOUN
cana-6264	106	35	.	.	PUNCT
cana-6264	107	1	given	give	VERB
cana-6264	107	2	the	the	DET
cana-6264	107	3	wide	wide	ADJ
cana-6264	107	4	range	range	NOUN
cana-6264	107	5	of	of	ADP
cana-6264	107	6	pressures	pressure	NOUN
cana-6264	107	7	currently	currently	ADV
cana-6264	107	8	affecting	affect	VERB
cana-6264	107	9	semantic	semantic	ADJ
cana-6264	107	10	layers	layer	NOUN
cana-6264	107	11	,	,	PUNCT
cana-6264	107	12	presenting	present	VERB
cana-6264	107	13	a	a	DET
cana-6264	107	14	summary	summary	NOUN
cana-6264	107	15	of	of	ADP
cana-6264	107	16	these	these	DET
cana-6264	107	17	challenges	challenge	NOUN
cana-6264	107	18	and	and	CCONJ
cana-6264	107	19	their	their	PRON
cana-6264	107	20	impacts	impact	NOUN
cana-6264	107	21	in	in	ADP
cana-6264	107	22	a	a	DET
cana-6264	107	23	table	table	NOUN
cana-6264	107	24	provides	provide	VERB
cana-6264	107	25	a	a	DET
cana-6264	107	26	clear	clear	ADJ
cana-6264	107	27	,	,	PUNCT
cana-6264	107	28	at	at	ADP
cana-6264	107	29	-	-	PUNCT
cana-6264	107	30	a	a	DET
cana-6264	107	31	-	-	PUNCT
cana-6264	107	32	glance	glance	NOUN
cana-6264	107	33	overview	overview	NOUN
cana-6264	107	34	of	of	ADP
cana-6264	107	35	how	how	SCONJ
cana-6264	107	36	they	they	PRON
cana-6264	107	37	influence	influence	VERB
cana-6264	107	38	business	business	NOUN
cana-6264	107	39	.	.	PUNCT
cana-6264	108	1	communications	communication	NOUN
cana-6264	108	2	on	on	ADP
cana-6264	108	3	applied	apply	VERB
cana-6264	108	4	nonlinear	nonlinear	ADJ
cana-6264	108	5	analysis	analysis	NOUN
cana-6264	108	6	issn	issn	NOUN
cana-6264	108	7	:	:	PUNCT
cana-6264	108	8	1074	1074	NUM
cana-6264	108	9	-	-	PUNCT
cana-6264	108	10	133x	133x	NUM
cana-6264	108	11	vol	vol	NOUN
cana-6264	108	12	31	31	NUM
cana-6264	108	13	no	no	NOUN
cana-6264	108	14	.	.	PUNCT
cana-6264	109	1	8s	8s	PROPN
cana-6264	109	2	(	(	PUNCT
cana-6264	109	3	2024	2024	NUM
cana-6264	109	4	)	)	PUNCT
cana-6264	109	5	1243	1243	NUM
cana-6264	109	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	109	7	table	table	NOUN
cana-6264	109	8	3	3	NUM
cana-6264	109	9	:	:	PUNCT
cana-6264	109	10	emerging	emerge	VERB
cana-6264	109	11	challenges	challenge	NOUN
cana-6264	109	12	in	in	ADP
cana-6264	109	13	semantic	semantic	ADJ
cana-6264	109	14	layer	layer	NOUN
cana-6264	109	15	design	design	NOUN
cana-6264	109	16	and	and	CCONJ
cana-6264	109	17	their	their	PRON
cana-6264	109	18	implications	implication	NOUN
cana-6264	109	19	challenge	challenge	NOUN
cana-6264	109	20	area	area	NOUN
cana-6264	109	21	description	description	NOUN
cana-6264	109	22	implications	implication	NOUN
cana-6264	109	23	for	for	ADP
cana-6264	109	24	semantic	semantic	ADJ
cana-6264	109	25	layers	layer	NOUN
cana-6264	109	26	cloud	cloud	VERB
cana-6264	109	27	elasticity	elasticity	NOUN
cana-6264	109	28	dynamic	dynamic	ADJ
cana-6264	109	29	scaling	scaling	NOUN
cana-6264	109	30	of	of	ADP
cana-6264	109	31	compute	compute	NOUN
cana-6264	109	32	/	/	SYM
cana-6264	109	33	storage	storage	NOUN
cana-6264	109	34	in	in	ADP
cana-6264	109	35	cloud	cloud	ADJ
cana-6264	109	36	bi	bi	NOUN
cana-6264	109	37	requires	require	VERB
cana-6264	109	38	adaptive	adaptive	ADJ
cana-6264	109	39	caching	cache	VERB
cana-6264	109	40	and	and	CCONJ
cana-6264	109	41	distributed	distributed	ADJ
cana-6264	109	42	metadata	metadata	NOUN
cana-6264	109	43	to	to	PART
cana-6264	109	44	maintain	maintain	VERB
cana-6264	109	45	consistency	consistency	NOUN
cana-6264	109	46	real	real	ADJ
cana-6264	109	47	-	-	PUNCT
cana-6264	109	48	time	time	NOUN
cana-6264	109	49	analytics	analytic	NOUN
cana-6264	109	50	integration	integration	NOUN
cana-6264	109	51	of	of	ADP
cana-6264	109	52	streaming	streaming	NOUN
cana-6264	109	53	and	and	CCONJ
cana-6264	109	54	historical	historical	ADJ
cana-6264	109	55	data	data	NOUN
cana-6264	109	56	semantic	semantic	ADJ
cana-6264	109	57	models	model	NOUN
cana-6264	109	58	must	must	AUX
cana-6264	109	59	reconcile	reconcile	VERB
cana-6264	109	60	fastchanging	fastchange	VERB
cana-6264	109	61	data	datum	NOUN
cana-6264	109	62	with	with	ADP
cana-6264	109	63	stable	stable	ADJ
cana-6264	109	64	definitions	definition	NOUN
cana-6264	109	65	data	datum	NOUN
cana-6264	109	66	diversity	diversity	NOUN
cana-6264	109	67	sources	source	NOUN
cana-6264	109	68	include	include	VERB
cana-6264	109	69	sql	sql	NOUN
cana-6264	109	70	,	,	PUNCT
cana-6264	109	71	nosql	nosql	NOUN
cana-6264	109	72	,	,	PUNCT
cana-6264	109	73	apis	apis	ADJ
cana-6264	109	74	,	,	PUNCT
cana-6264	109	75	and	and	CCONJ
cana-6264	109	76	unstructured	unstructured	ADJ
cana-6264	109	77	content	content	NOUN
cana-6264	109	78	calls	call	VERB
cana-6264	109	79	for	for	ADP
cana-6264	109	80	flexible	flexible	ADJ
cana-6264	109	81	abstractions	abstraction	NOUN
cana-6264	109	82	to	to	PART
cana-6264	109	83	harmonise	harmonise	VERB
cana-6264	109	84	heterogeneous	heterogeneous	ADJ
cana-6264	109	85	structures	structure	NOUN
cana-6264	109	86	regulatory	regulatory	ADJ
cana-6264	109	87	compliance	compliance	NOUN
cana-6264	109	88	gdpr	gdpr	NOUN
cana-6264	109	89	,	,	PUNCT
cana-6264	109	90	ccpa	ccpa	NOUN
cana-6264	109	91	,	,	PUNCT
cana-6264	109	92	and	and	CCONJ
cana-6264	109	93	domainspecific	domainspecific	NOUN
cana-6264	109	94	rules	rule	NOUN
cana-6264	109	95	semantic	semantic	ADJ
cana-6264	109	96	layers	layer	NOUN
cana-6264	109	97	must	must	AUX
cana-6264	109	98	embed	embed	VERB
cana-6264	109	99	lineage	lineage	NOUN
cana-6264	109	100	,	,	PUNCT
cana-6264	109	101	anonymisation	anonymisation	NOUN
cana-6264	109	102	,	,	PUNCT
cana-6264	109	103	and	and	CCONJ
cana-6264	109	104	auditing	auditing	NOUN
cana-6264	109	105	features	feature	VERB
cana-6264	109	106	self	self	NOUN
cana-6264	109	107	-	-	PUNCT
cana-6264	109	108	service	service	NOUN
cana-6264	109	109	vs.	vs.	ADP
cana-6264	109	110	control	control	NOUN
cana-6264	109	111	balancing	balance	VERB
cana-6264	109	112	empowerment	empowerment	NOUN
cana-6264	109	113	and	and	CCONJ
cana-6264	109	114	governance	governance	NOUN
cana-6264	109	115	risk	risk	NOUN
cana-6264	109	116	of	of	ADP
cana-6264	109	117	metric	metric	ADJ
cana-6264	109	118	fragmentation	fragmentation	NOUN
cana-6264	109	119	if	if	SCONJ
cana-6264	109	120	definitions	definition	NOUN
cana-6264	109	121	are	be	AUX
cana-6264	109	122	not	not	PART
cana-6264	109	123	enforced	enforce	VERB
cana-6264	109	124	centrally	centrally	ADV
cana-6264	109	125	ai	ai	VERB
cana-6264	109	126	integration	integration	NOUN
cana-6264	109	127	inclusion	inclusion	NOUN
cana-6264	109	128	of	of	ADP
cana-6264	109	129	predictive	predictive	ADJ
cana-6264	109	130	/	/	SYM
cana-6264	109	131	derived	derive	VERB
cana-6264	109	132	metrics	metric	NOUN
cana-6264	109	133	new	new	ADJ
cana-6264	109	134	standards	standard	NOUN
cana-6264	109	135	for	for	ADP
cana-6264	109	136	interpretability	interpretability	NOUN
cana-6264	109	137	and	and	CCONJ
cana-6264	109	138	transparency	transparency	NOUN
cana-6264	109	139	are	be	AUX
cana-6264	109	140	required	require	VERB
cana-6264	109	141	source	source	NOUN
cana-6264	109	142	:	:	PUNCT
cana-6264	109	143	synthesised	synthesise	VERB
cana-6264	109	144	from	from	ADP
cana-6264	109	145	literature	literature	NOUN
cana-6264	109	146	[	[	X
cana-6264	109	147	27	27	NUM
cana-6264	109	148	]	]	PUNCT
cana-6264	109	149	,	,	PUNCT
cana-6264	109	150	[	[	X
cana-6264	109	151	28	28	NUM
cana-6264	109	152	]	]	PUNCT
cana-6264	109	153	,	,	PUNCT
cana-6264	109	154	[	[	X
cana-6264	109	155	30	30	NUM
cana-6264	109	156	]	]	SYM
cana-6264	109	157	6	6	NUM
cana-6264	109	158	.	.	PUNCT
cana-6264	109	159	conclusion	conclusion	VERB
cana-6264	109	160	recent	recent	ADJ
cana-6264	109	161	business	business	NOUN
cana-6264	109	162	intelligence	intelligence	NOUN
cana-6264	109	163	(	(	PUNCT
cana-6264	109	164	bi	bi	NOUN
cana-6264	109	165	)	)	PUNCT
cana-6264	109	166	systems	system	NOUN
cana-6264	109	167	rely	rely	VERB
cana-6264	109	168	on	on	ADP
cana-6264	109	169	semantic	semantic	ADJ
cana-6264	109	170	layers	layer	NOUN
cana-6264	109	171	that	that	PRON
cana-6264	109	172	encompass	encompass	VERB
cana-6264	109	173	theory	theory	NOUN
cana-6264	109	174	,	,	PUNCT
cana-6264	109	175	architecture	architecture	NOUN
cana-6264	109	176	,	,	PUNCT
cana-6264	109	177	implementation	implementation	NOUN
cana-6264	109	178	,	,	PUNCT
cana-6264	109	179	and	and	CCONJ
cana-6264	109	180	emerging	emerge	VERB
cana-6264	109	181	challenges	challenge	NOUN
cana-6264	109	182	.	.	PUNCT
cana-6264	110	1	these	these	DET
cana-6264	110	2	layers	layer	NOUN
cana-6264	110	3	are	be	AUX
cana-6264	110	4	built	build	VERB
cana-6264	110	5	on	on	ADP
cana-6264	110	6	principles	principle	NOUN
cana-6264	110	7	of	of	ADP
cana-6264	110	8	abstraction	abstraction	NOUN
cana-6264	110	9	,	,	PUNCT
cana-6264	110	10	which	which	PRON
cana-6264	110	11	reduce	reduce	VERB
cana-6264	110	12	cognitive	cognitive	ADJ
cana-6264	110	13	load	load	NOUN
cana-6264	110	14	,	,	PUNCT
cana-6264	110	15	enhance	enhance	VERB
cana-6264	110	16	interoperability	interoperability	NOUN
cana-6264	110	17	,	,	PUNCT
cana-6264	110	18	and	and	CCONJ
cana-6264	110	19	support	support	NOUN
cana-6264	110	20	governance	governance	NOUN
cana-6264	110	21	.	.	PUNCT
cana-6264	111	1	as	as	ADP
cana-6264	111	2	a	a	DET
cana-6264	111	3	result	result	NOUN
cana-6264	111	4	,	,	PUNCT
cana-6264	111	5	users	user	NOUN
cana-6264	111	6	can	can	AUX
cana-6264	111	7	derive	derive	VERB
cana-6264	111	8	consistent	consistent	ADJ
cana-6264	111	9	insights	insight	NOUN
cana-6264	111	10	without	without	ADP
cana-6264	111	11	needing	need	VERB
cana-6264	111	12	to	to	PART
cana-6264	111	13	navigate	navigate	VERB
cana-6264	111	14	technical	technical	ADJ
cana-6264	111	15	complexities	complexity	NOUN
cana-6264	111	16	.	.	PUNCT
cana-6264	112	1	from	from	ADP
cana-6264	112	2	a	a	DET
cana-6264	112	3	semantic	semantic	ADJ
cana-6264	112	4	perspective	perspective	NOUN
cana-6264	112	5	,	,	PUNCT
cana-6264	112	6	heterogeneous	heterogeneous	ADJ
cana-6264	112	7	data	datum	NOUN
cana-6264	112	8	sources	source	NOUN
cana-6264	112	9	need	need	VERB
cana-6264	112	10	to	to	PART
cana-6264	112	11	be	be	AUX
cana-6264	112	12	integrated	integrate	VERB
cana-6264	112	13	into	into	ADP
cana-6264	112	14	semantic	semantic	ADJ
cana-6264	112	15	layers	layer	NOUN
cana-6264	112	16	and	and	CCONJ
cana-6264	112	17	cloud	cloud	ADJ
cana-6264	112	18	-	-	PUNCT
cana-6264	112	19	native	native	ADJ
cana-6264	112	20	distributed	distribute	VERB
cana-6264	112	21	environments	environment	NOUN
cana-6264	112	22	,	,	PUNCT
cana-6264	112	23	while	while	SCONJ
cana-6264	112	24	ensuring	ensure	VERB
cana-6264	112	25	interoperability	interoperability	NOUN
cana-6264	112	26	with	with	ADP
cana-6264	112	27	other	other	ADJ
cana-6264	112	28	bi	bi	ADJ
cana-6264	112	29	tools	tool	NOUN
cana-6264	112	30	.	.	PUNCT
cana-6264	113	1	their	their	PRON
cana-6264	113	2	operational	operational	ADJ
cana-6264	113	3	implementation	implementation	NOUN
cana-6264	113	4	should	should	AUX
cana-6264	113	5	be	be	AUX
cana-6264	113	6	grounded	ground	VERB
cana-6264	113	7	in	in	ADP
cana-6264	113	8	user	user	NOUN
cana-6264	113	9	-	-	PUNCT
cana-6264	113	10	centric	centric	ADJ
cana-6264	113	11	design	design	NOUN
cana-6264	113	12	,	,	PUNCT
cana-6264	113	13	effective	effective	ADJ
cana-6264	113	14	metadata	metadata	NOUN
cana-6264	113	15	management	management	NOUN
cana-6264	113	16	,	,	PUNCT
cana-6264	113	17	strong	strong	ADJ
cana-6264	113	18	governance	governance	NOUN
cana-6264	113	19	,	,	PUNCT
cana-6264	113	20	and	and	CCONJ
cana-6264	113	21	performance	performance	NOUN
cana-6264	113	22	tuning	tuning	NOUN
cana-6264	113	23	.	.	PUNCT
cana-6264	114	1	the	the	DET
cana-6264	114	2	new	new	ADJ
cana-6264	114	3	requirements	requirement	NOUN
cana-6264	114	4	also	also	ADV
cana-6264	114	5	underline	underline	VERB
cana-6264	114	6	the	the	DET
cana-6264	114	7	need	need	NOUN
cana-6264	114	8	for	for	SCONJ
cana-6264	114	9	the	the	DET
cana-6264	114	10	semantic	semantic	ADJ
cana-6264	114	11	layers	layer	NOUN
cana-6264	114	12	to	to	PART
cana-6264	114	13	be	be	AUX
cana-6264	114	14	dynamic	dynamic	ADJ
cana-6264	114	15	to	to	PART
cana-6264	114	16	enable	enable	VERB
cana-6264	114	17	real	real	ADJ
cana-6264	114	18	-	-	PUNCT
cana-6264	114	19	time	time	NOUN
cana-6264	114	20	analytics	analytic	NOUN
cana-6264	114	21	,	,	PUNCT
cana-6264	114	22	cloud	cloud	NOUN
cana-6264	114	23	elasticity	elasticity	NOUN
cana-6264	114	24	,	,	PUNCT
cana-6264	114	25	regulatory	regulatory	ADJ
cana-6264	114	26	compliance	compliance	NOUN
cana-6264	114	27	,	,	PUNCT
cana-6264	114	28	and	and	CCONJ
cana-6264	114	29	insights	insight	NOUN
cana-6264	114	30	powered	power	VERB
cana-6264	114	31	by	by	ADP
cana-6264	114	32	ai	ai	PROPN
cana-6264	114	33	.	.	PUNCT
cana-6264	115	1	organisations	organisation	NOUN
cana-6264	115	2	need	need	VERB
cana-6264	115	3	to	to	PART
cana-6264	115	4	strike	strike	VERB
cana-6264	115	5	a	a	DET
cana-6264	115	6	balance	balance	NOUN
cana-6264	115	7	between	between	ADP
cana-6264	115	8	self	self	NOUN
cana-6264	115	9	-	-	PUNCT
cana-6264	115	10	service	service	NOUN
cana-6264	115	11	and	and	CCONJ
cana-6264	115	12	control	control	NOUN
cana-6264	115	13	,	,	PUNCT
cana-6264	115	14	flexibility	flexibility	NOUN
cana-6264	115	15	and	and	CCONJ
cana-6264	115	16	compliance	compliance	NOUN
cana-6264	115	17	,	,	PUNCT
cana-6264	115	18	as	as	ADV
cana-6264	115	19	well	well	ADV
cana-6264	115	20	as	as	ADP
cana-6264	115	21	traditional	traditional	ADJ
cana-6264	115	22	and	and	CCONJ
cana-6264	115	23	predictive	predictive	ADJ
cana-6264	115	24	analytics	analytic	NOUN
cana-6264	115	25	.	.	PUNCT
cana-6264	116	1	the	the	DET
cana-6264	116	2	best	good	ADJ
cana-6264	116	3	practices	practice	NOUN
cana-6264	116	4	are	be	AUX
cana-6264	116	5	in	in	ADP
cana-6264	116	6	collaboration	collaboration	NOUN
cana-6264	116	7	with	with	ADP
cana-6264	116	8	stakeholders	stakeholder	NOUN
cana-6264	116	9	,	,	PUNCT
cana-6264	116	10	designing	designing	NOUN
cana-6264	116	11	governance	governance	NOUN
cana-6264	116	12	,	,	PUNCT
cana-6264	116	13	metadata	metadata	NOUN
cana-6264	116	14	of	of	ADP
cana-6264	116	15	high	high	ADJ
cana-6264	116	16	quality	quality	NOUN
cana-6264	116	17	,	,	PUNCT
cana-6264	116	18	and	and	CCONJ
cana-6264	116	19	active	active	ADJ
cana-6264	116	20	monitoring	monitoring	NOUN
cana-6264	116	21	of	of	ADP
cana-6264	116	22	performance	performance	NOUN
cana-6264	116	23	and	and	CCONJ
cana-6264	116	24	ai	ai	PROPN
cana-6264	116	25	requirements	requirement	NOUN
cana-6264	116	26	.	.	PUNCT
cana-6264	117	1	combined	combine	VERB
cana-6264	117	2	,	,	PUNCT
cana-6264	117	3	these	these	DET
cana-6264	117	4	strategies	strategy	NOUN
cana-6264	117	5	create	create	VERB
cana-6264	117	6	semantic	semantic	ADJ
cana-6264	117	7	layers	layer	NOUN
cana-6264	117	8	as	as	ADP
cana-6264	117	9	adaptable	adaptable	ADJ
cana-6264	117	10	,	,	PUNCT
cana-6264	117	11	trusted	trust	VERB
cana-6264	117	12	,	,	PUNCT
cana-6264	117	13	and	and	CCONJ
cana-6264	117	14	actionable	actionable	ADJ
cana-6264	117	15	models	model	NOUN
cana-6264	117	16	,	,	PUNCT
cana-6264	117	17	which	which	PRON
cana-6264	117	18	serve	serve	VERB
cana-6264	117	19	as	as	ADP
cana-6264	117	20	a	a	DET
cana-6264	117	21	solid	solid	ADJ
cana-6264	117	22	basis	basis	NOUN
cana-6264	117	23	of	of	ADP
cana-6264	117	24	evidence	evidence	NOUN
cana-6264	117	25	-	-	PUNCT
cana-6264	117	26	based	base	VERB
cana-6264	117	27	decision	decision	NOUN
cana-6264	117	28	-	-	PUNCT
cana-6264	117	29	making	making	NOUN
cana-6264	117	30	.	.	PUNCT
cana-6264	118	1	communications	communication	NOUN
cana-6264	118	2	on	on	ADP
cana-6264	118	3	applied	apply	VERB
cana-6264	118	4	nonlinear	nonlinear	ADJ
cana-6264	118	5	analysis	analysis	NOUN
cana-6264	118	6	issn	issn	NOUN
cana-6264	118	7	:	:	PUNCT
cana-6264	118	8	1074	1074	NUM
cana-6264	118	9	-	-	PUNCT
cana-6264	118	10	133x	133x	NUM
cana-6264	118	11	vol	vol	NOUN
cana-6264	118	12	31	31	NUM
cana-6264	118	13	no	no	NOUN
cana-6264	118	14	.	.	PUNCT
cana-6264	119	1	8s	8s	PROPN
cana-6264	119	2	(	(	PUNCT
cana-6264	119	3	2024	2024	NUM
cana-6264	119	4	)	)	PUNCT
cana-6264	119	5	1244	1244	NUM
cana-6264	120	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	120	2	references	reference	NOUN
cana-6264	120	3	[	[	X
cana-6264	120	4	1	1	NUM
cana-6264	120	5	]	]	PUNCT
cana-6264	120	6	golfarelli	golfarelli	NOUN
cana-6264	120	7	,	,	PUNCT
cana-6264	120	8	m.	m.	NOUN
cana-6264	120	9	,	,	PUNCT
cana-6264	120	10	rizzi	rizzi	PROPN
cana-6264	120	11	,	,	PUNCT
cana-6264	120	12	s.	s.	PROPN
cana-6264	120	13	and	and	CCONJ
cana-6264	120	14	cella	cella	PROPN
cana-6264	120	15	,	,	PUNCT
cana-6264	120	16	i.	i.	NOUN
cana-6264	120	17	,	,	PUNCT
cana-6264	120	18	2004	2004	NUM
cana-6264	120	19	.	.	PUNCT
cana-6264	121	1	beyond	beyond	ADP
cana-6264	121	2	data	data	NOUN
cana-6264	121	3	warehousing	warehousing	NOUN
cana-6264	121	4	:	:	PUNCT
cana-6264	121	5	what	what	PRON
cana-6264	121	6	’s	’	VERB
cana-6264	121	7	next	next	ADV
cana-6264	121	8	in	in	ADP
cana-6264	121	9	business	business	NOUN
cana-6264	121	10	intelligence	intelligence	NOUN
cana-6264	121	11	?	?	PUNCT
cana-6264	121	12	.	.	PUNCT
cana-6264	122	1	proceedings	proceeding	NOUN
cana-6264	122	2	of	of	ADP
cana-6264	122	3	the	the	DET
cana-6264	122	4	7th	7th	ADJ
cana-6264	122	5	acm	acm	PROPN
cana-6264	122	6	international	international	ADJ
cana-6264	122	7	workshop	workshop	NOUN
cana-6264	122	8	on	on	ADP
cana-6264	122	9	data	datum	NOUN
cana-6264	122	10	warehousing	warehousing	NOUN
cana-6264	122	11	and	and	CCONJ
cana-6264	122	12	olap	olap	NOUN
cana-6264	122	13	.	.	PUNCT
cana-6264	123	1	acm	acm	PROPN
cana-6264	123	2	,	,	PUNCT
cana-6264	123	3	pp	pp	PROPN
cana-6264	123	4	.	.	PUNCT
cana-6264	124	1	1	1	NUM
cana-6264	124	2	-	-	SYM
cana-6264	124	3	6	6	NUM
cana-6264	124	4	.	.	PUNCT
cana-6264	125	1	[	[	X
cana-6264	125	2	2	2	NUM
cana-6264	125	3	]	]	SYM
cana-6264	125	4	chaudhuri	chaudhuri	PROPN
cana-6264	125	5	,	,	PUNCT
cana-6264	125	6	s.	s.	PROPN
cana-6264	125	7	,	,	PUNCT
cana-6264	125	8	dayal	dayal	PROPN
cana-6264	125	9	,	,	PUNCT
cana-6264	125	10	u.	u.	NOUN
cana-6264	125	11	and	and	CCONJ
cana-6264	125	12	narasayya	narasayya	NOUN
cana-6264	125	13	,	,	PUNCT
cana-6264	125	14	v.	v.	ADP
cana-6264	125	15	,	,	PUNCT
cana-6264	125	16	2011	2011	NUM
cana-6264	125	17	.	.	PUNCT
cana-6264	126	1	an	an	DET
cana-6264	126	2	overview	overview	NOUN
cana-6264	126	3	of	of	ADP
cana-6264	126	4	business	business	NOUN
cana-6264	126	5	intelligence	intelligence	NOUN
cana-6264	126	6	technology	technology	NOUN
cana-6264	126	7	.	.	PUNCT
cana-6264	127	1	communications	communication	NOUN
cana-6264	127	2	of	of	ADP
cana-6264	127	3	the	the	DET
cana-6264	127	4	acm	acm	NOUN
cana-6264	127	5	,	,	PUNCT
cana-6264	127	6	54(8	54(8	NUM
cana-6264	127	7	)	)	PUNCT
cana-6264	127	8	,	,	PUNCT
cana-6264	127	9	pp	pp	PROPN
cana-6264	127	10	.	.	PUNCT
cana-6264	128	1	88	88	NUM
cana-6264	128	2	-	-	SYM
cana-6264	128	3	98	98	NUM
cana-6264	128	4	.	.	PUNCT
cana-6264	129	1	[	[	X
cana-6264	129	2	3	3	NUM
cana-6264	129	3	]	]	X
cana-6264	129	4	watson	watson	PROPN
cana-6264	129	5	,	,	PUNCT
cana-6264	129	6	h.j	h.j	PROPN
cana-6264	129	7	.	.	PROPN
cana-6264	129	8	,	,	PUNCT
cana-6264	129	9	2009	2009	NUM
cana-6264	129	10	.	.	PUNCT
cana-6264	130	1	business	business	NOUN
cana-6264	130	2	intelligence	intelligence	NOUN
cana-6264	130	3	-	-	PUNCT
cana-6264	130	4	past	past	NOUN
cana-6264	130	5	,	,	PUNCT
cana-6264	130	6	present	present	ADJ
cana-6264	130	7	,	,	PUNCT
cana-6264	130	8	and	and	CCONJ
cana-6264	130	9	future	future	NOUN
cana-6264	130	10	.	.	PUNCT
cana-6264	131	1	communications	communication	NOUN
cana-6264	131	2	of	of	ADP
cana-6264	131	3	the	the	DET
cana-6264	131	4	association	association	NOUN
cana-6264	131	5	for	for	ADP
cana-6264	131	6	information	information	NOUN
cana-6264	131	7	systems	system	NOUN
cana-6264	131	8	,	,	PUNCT
cana-6264	131	9	25(39	25(39	NUM
cana-6264	131	10	)	)	PUNCT
cana-6264	131	11	,	,	PUNCT
cana-6264	131	12	pp	pp	ADP
cana-6264	131	13	.	.	PUNCT
cana-6264	132	1	487	487	NUM
cana-6264	132	2	-	-	SYM
cana-6264	132	3	510	510	NUM
cana-6264	132	4	.	.	PUNCT
cana-6264	133	1	[	[	X
cana-6264	133	2	4	4	NUM
cana-6264	133	3	]	]	X
cana-6264	133	4	jarke	jarke	PROPN
cana-6264	133	5	,	,	PUNCT
cana-6264	133	6	m.	m.	NOUN
cana-6264	133	7	,	,	PUNCT
cana-6264	133	8	lenzerini	lenzerini	ADJ
cana-6264	133	9	,	,	PUNCT
cana-6264	133	10	m.	m.	NOUN
cana-6264	133	11	,	,	PUNCT
cana-6264	133	12	vassiliou	vassiliou	NOUN
cana-6264	133	13	,	,	PUNCT
cana-6264	133	14	y.	y.	PROPN
cana-6264	133	15	and	and	CCONJ
cana-6264	133	16	vassiliadis	vassiliadi	NOUN
cana-6264	133	17	,	,	PUNCT
cana-6264	133	18	p.	p.	NOUN
cana-6264	133	19	(	(	PUNCT
cana-6264	133	20	eds	ed	NOUN
cana-6264	133	21	.	.	PUNCT
cana-6264	133	22	)	)	PUNCT
cana-6264	133	23	,	,	PUNCT
cana-6264	133	24	2003	2003	NUM
cana-6264	133	25	.	.	PUNCT
cana-6264	134	1	fundamentals	fundamental	NOUN
cana-6264	134	2	of	of	ADP
cana-6264	134	3	data	datum	NOUN
cana-6264	134	4	warehouses	warehouse	NOUN
cana-6264	134	5	.	.	PUNCT
cana-6264	135	1	springer	springer	NOUN
cana-6264	135	2	,	,	PUNCT
cana-6264	135	3	berlin	berlin	PROPN
cana-6264	135	4	.	.	PUNCT
cana-6264	136	1	[	[	X
cana-6264	136	2	5	5	NUM
cana-6264	136	3	]	]	X
cana-6264	136	4	kimball	kimball	PROPN
cana-6264	136	5	,	,	PUNCT
cana-6264	136	6	r.	r.	PROPN
cana-6264	136	7	and	and	CCONJ
cana-6264	136	8	ross	ross	PROPN
cana-6264	136	9	,	,	PUNCT
cana-6264	136	10	m.	m.	NOUN
cana-6264	136	11	,	,	PUNCT
cana-6264	136	12	2013	2013	NUM
cana-6264	136	13	.	.	PUNCT
cana-6264	137	1	the	the	DET
cana-6264	137	2	data	data	NOUN
cana-6264	137	3	warehouse	warehouse	NOUN
cana-6264	137	4	toolkit	toolkit	NOUN
cana-6264	137	5	:	:	PUNCT
cana-6264	137	6	the	the	DET
cana-6264	137	7	definitive	definitive	ADJ
cana-6264	137	8	guide	guide	NOUN
cana-6264	137	9	to	to	ADP
cana-6264	137	10	dimensional	dimensional	ADJ
cana-6264	137	11	modeling	modeling	NOUN
cana-6264	137	12	.	.	PUNCT
cana-6264	138	1	3rd	3rd	ADJ
cana-6264	138	2	ed	ed	NOUN
cana-6264	138	3	.	.	PUNCT
cana-6264	138	4	wiley	wiley	PROPN
cana-6264	138	5	,	,	PUNCT
cana-6264	138	6	hoboken	hoboken	PROPN
cana-6264	138	7	.	.	PUNCT
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cana-6264	139	2	6	6	NUM
cana-6264	139	3	]	]	X
cana-6264	139	4	golfarelli	golfarelli	NOUN
cana-6264	139	5	,	,	PUNCT
cana-6264	139	6	m.	m.	NOUN
cana-6264	139	7	and	and	CCONJ
cana-6264	139	8	rizzi	rizzi	PROPN
cana-6264	139	9	,	,	PUNCT
cana-6264	139	10	s.	s.	PROPN
cana-6264	139	11	,	,	PUNCT
cana-6264	139	12	2009	2009	NUM
cana-6264	139	13	.	.	PUNCT
cana-6264	139	14	data	datum	NOUN
cana-6264	139	15	warehouse	warehouse	NOUN
cana-6264	139	16	design	design	NOUN
cana-6264	139	17	:	:	PUNCT
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cana-6264	139	19	principles	principle	NOUN
cana-6264	139	20	and	and	CCONJ
cana-6264	139	21	methodologies	methodology	NOUN
cana-6264	139	22	.	.	PUNCT
cana-6264	140	1	mcgraw	mcgraw	PROPN
cana-6264	140	2	-	-	PUNCT
cana-6264	140	3	hill	hill	PROPN
cana-6264	140	4	,	,	PUNCT
cana-6264	140	5	new	new	PROPN
cana-6264	140	6	york	york	PROPN
cana-6264	140	7	.	.	PUNCT
cana-6264	141	1	[	[	X
cana-6264	141	2	7	7	NUM
cana-6264	141	3	]	]	X
cana-6264	141	4	inmon	inmon	ADJ
cana-6264	141	5	,	,	PUNCT
cana-6264	141	6	w.h	w.h	PROPN
cana-6264	141	7	.	.	PROPN
cana-6264	141	8	,	,	PUNCT
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cana-6264	141	10	.	.	PUNCT
cana-6264	142	1	building	build	VERB
cana-6264	142	2	the	the	DET
cana-6264	142	3	data	datum	NOUN
cana-6264	142	4	warehouse	warehouse	NOUN
cana-6264	142	5	.	.	PUNCT
cana-6264	143	1	4th	4th	ADJ
cana-6264	143	2	ed	ed	NOUN
cana-6264	143	3	.	.	PUNCT
cana-6264	143	4	wiley	wiley	PROPN
cana-6264	143	5	,	,	PUNCT
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cana-6264	144	2	8	8	NUM
cana-6264	144	3	]	]	PUNCT
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cana-6264	144	5	,	,	PUNCT
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cana-6264	144	7	,	,	PUNCT
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cana-6264	144	9	.	.	PUNCT
cana-6264	145	1	a	a	DET
cana-6264	145	2	survey	survey	NOUN
cana-6264	145	3	of	of	ADP
cana-6264	145	4	extract	extract	NOUN
cana-6264	145	5	–	–	PUNCT
cana-6264	145	6	transform	transform	NOUN
cana-6264	145	7	–	–	PUNCT
cana-6264	145	8	load	load	NOUN
cana-6264	145	9	technology	technology	NOUN
cana-6264	145	10	.	.	PUNCT
cana-6264	146	1	international	international	ADJ
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cana-6264	146	8	,	,	PUNCT
cana-6264	146	9	5(3	5(3	NUM
cana-6264	146	10	)	)	PUNCT
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cana-6264	146	13	.	.	PUNCT
cana-6264	147	1	1	1	NUM
cana-6264	147	2	-	-	SYM
cana-6264	147	3	27	27	NUM
cana-6264	147	4	.	.	PUNCT
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cana-6264	148	2	9	9	NUM
cana-6264	148	3	]	]	SYM
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cana-6264	148	5	,	,	PUNCT
cana-6264	148	6	s.	s.	PROPN
cana-6264	148	7	and	and	CCONJ
cana-6264	148	8	dayal	dayal	PROPN
cana-6264	148	9	,	,	PUNCT
cana-6264	148	10	u.	u.	PROPN
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cana-6264	148	13	.	.	PUNCT
cana-6264	149	1	an	an	DET
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cana-6264	149	6	and	and	CCONJ
cana-6264	149	7	olap	olap	ADJ
cana-6264	149	8	technology	technology	NOUN
cana-6264	149	9	.	.	PUNCT
cana-6264	150	1	acm	acm	PROPN
cana-6264	150	2	sigmod	sigmod	PROPN
cana-6264	150	3	record	record	NOUN
cana-6264	150	4	,	,	PUNCT
cana-6264	150	5	26(1	26(1	NUM
cana-6264	150	6	)	)	PUNCT
cana-6264	150	7	,	,	PUNCT
cana-6264	150	8	pp	pp	PROPN
cana-6264	150	9	.	.	PUNCT
cana-6264	151	1	65	65	NUM
cana-6264	151	2	-	-	SYM
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cana-6264	151	4	.	.	PUNCT
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cana-6264	152	2	10	10	NUM
cana-6264	152	3	]	]	PUNCT
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cana-6264	152	5	,	,	PUNCT
cana-6264	152	6	a.	a.	PROPN
cana-6264	152	7	,	,	PUNCT
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cana-6264	152	9	,	,	PUNCT
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cana-6264	152	13	,	,	PUNCT
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cana-6264	152	17	.	.	PUNCT
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cana-6264	152	20	:	:	PUNCT
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cana-6264	152	22	self	self	NOUN
cana-6264	152	23	-	-	PUNCT
cana-6264	152	24	service	service	NOUN
cana-6264	152	25	business	business	NOUN
cana-6264	152	26	intelligence	intelligence	NOUN
cana-6264	152	27	.	.	PUNCT
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cana-6264	153	8	,	,	PUNCT
cana-6264	153	9	9(2	9(2	NUM
cana-6264	153	10	)	)	PUNCT
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cana-6264	153	12	pp	pp	PROPN
cana-6264	153	13	.	.	PUNCT
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cana-6264	154	2	-	-	SYM
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cana-6264	154	4	.	.	PUNCT
cana-6264	155	1	[	[	X
cana-6264	155	2	11	11	NUM
cana-6264	155	3	]	]	X
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cana-6264	155	5	,	,	PUNCT
cana-6264	155	6	h.j	h.j	PROPN
cana-6264	155	7	.	.	PROPN
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cana-6264	155	9	wixom	wixom	PROPN
cana-6264	155	10	,	,	PUNCT
cana-6264	155	11	b.h	b.h	PROPN
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cana-6264	155	13	,	,	PUNCT
cana-6264	155	14	2007	2007	NUM
cana-6264	155	15	.	.	PUNCT
cana-6264	156	1	the	the	DET
cana-6264	156	2	current	current	ADJ
cana-6264	156	3	state	state	NOUN
cana-6264	156	4	of	of	ADP
cana-6264	156	5	business	business	NOUN
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cana-6264	156	7	.	.	PUNCT
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cana-6264	157	2	,	,	PUNCT
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cana-6264	157	4	)	)	PUNCT
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cana-6264	157	7	.	.	PUNCT
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cana-6264	158	2	-	-	SYM
cana-6264	158	3	99	99	NUM
cana-6264	158	4	.	.	PUNCT
cana-6264	159	1	[	[	X
cana-6264	159	2	12	12	NUM
cana-6264	159	3	]	]	X
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cana-6264	159	5	,	,	PUNCT
cana-6264	159	6	p.	p.	NOUN
cana-6264	159	7	and	and	CCONJ
cana-6264	159	8	chamoni	chamoni	NOUN
cana-6264	159	9	,	,	PUNCT
cana-6264	159	10	p.	p.	NOUN
cana-6264	159	11	,	,	PUNCT
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cana-6264	159	13	.	.	PUNCT
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cana-6264	160	3	systems	system	NOUN
cana-6264	160	4	:	:	PUNCT
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cana-6264	160	8	.	.	PUNCT
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cana-6264	161	2	,	,	PUNCT
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cana-6264	162	1	[	[	X
cana-6264	162	2	13	13	NUM
cana-6264	162	3	]	]	SYM
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cana-6264	162	5	,	,	PUNCT
cana-6264	162	6	s.	s.	PROPN
cana-6264	162	7	,	,	PUNCT
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cana-6264	162	9	,	,	PUNCT
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cana-6264	162	11	,	,	PUNCT
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cana-6264	162	13	,	,	PUNCT
cana-6264	162	14	j.	j.	PROPN
cana-6264	162	15	and	and	CCONJ
cana-6264	162	16	trujillo	trujillo	PROPN
cana-6264	162	17	,	,	PUNCT
cana-6264	162	18	j.	j.	PROPN
cana-6264	162	19	,	,	PUNCT
cana-6264	162	20	2006	2006	NUM
cana-6264	162	21	.	.	PUNCT
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cana-6264	163	2	in	in	ADP
cana-6264	163	3	data	datum	NOUN
cana-6264	163	4	warehouse	warehouse	NOUN
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cana-6264	163	8	:	:	PUNCT
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cana-6264	163	12	?	?	PUNCT
cana-6264	163	13	.	.	PUNCT
cana-6264	164	1	proceedings	proceeding	NOUN
cana-6264	164	2	of	of	ADP
cana-6264	164	3	the	the	DET
cana-6264	164	4	9th	9th	ADJ
cana-6264	164	5	acm	acm	PROPN
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cana-6264	164	7	workshop	workshop	NOUN
cana-6264	164	8	on	on	ADP
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cana-6264	164	10	warehousing	warehousing	NOUN
cana-6264	164	11	and	and	CCONJ
cana-6264	164	12	olap	olap	VERB
cana-6264	164	13	,	,	PUNCT
cana-6264	164	14	pp	pp	ADJ
cana-6264	164	15	.	.	PUNCT
cana-6264	165	1	3	3	NUM
cana-6264	165	2	-	-	SYM
cana-6264	165	3	10	10	NUM
cana-6264	165	4	.	.	PUNCT
cana-6264	166	1	[	[	X
cana-6264	166	2	14	14	NUM
cana-6264	166	3	]	]	PUNCT
cana-6264	166	4	bauer	bauer	PROPN
cana-6264	166	5	,	,	PUNCT
cana-6264	166	6	h.	h.	PROPN
cana-6264	166	7	and	and	CCONJ
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cana-6264	166	10	h.	h.	PROPN
cana-6264	166	11	,	,	PUNCT
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cana-6264	166	13	.	.	PUNCT
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cana-6264	167	3	and	and	CCONJ
cana-6264	167	4	analytics	analytic	NOUN
cana-6264	167	5	:	:	PUNCT
cana-6264	167	6	systems	system	NOUN
cana-6264	167	7	for	for	ADP
cana-6264	167	8	decision	decision	NOUN
cana-6264	167	9	support	support	NOUN
cana-6264	167	10	.	.	PUNCT
cana-6264	168	1	springer	springer	NOUN
cana-6264	168	2	,	,	PUNCT
cana-6264	168	3	cham	cham	PROPN
cana-6264	168	4	.	.	PUNCT
cana-6264	169	1	[	[	X
cana-6264	169	2	15	15	NUM
cana-6264	169	3	]	]	X
cana-6264	169	4	sahay	sahay	PROPN
cana-6264	169	5	,	,	PUNCT
cana-6264	169	6	b.	b.	PROPN
cana-6264	169	7	and	and	CCONJ
cana-6264	169	8	ranjan	ranjan	PROPN
cana-6264	169	9	,	,	PUNCT
cana-6264	169	10	j.	j.	PROPN
cana-6264	169	11	,	,	PUNCT
cana-6264	169	12	2008	2008	NUM
cana-6264	169	13	.	.	PUNCT
cana-6264	170	1	real	real	ADJ
cana-6264	170	2	time	time	NOUN
cana-6264	170	3	business	business	NOUN
cana-6264	170	4	intelligence	intelligence	NOUN
cana-6264	170	5	in	in	ADP
cana-6264	170	6	supply	supply	NOUN
cana-6264	170	7	chain	chain	NOUN
cana-6264	170	8	analytics	analytic	NOUN
cana-6264	170	9	.	.	PUNCT
cana-6264	171	1	information	information	NOUN
cana-6264	171	2	management	management	PROPN
cana-6264	171	3	&	&	CCONJ
cana-6264	171	4	computer	computer	PROPN
cana-6264	171	5	security	security	PROPN
cana-6264	171	6	,	,	PUNCT
cana-6264	171	7	16(1	16(1	NUM
cana-6264	171	8	)	)	PUNCT
cana-6264	171	9	,	,	PUNCT
cana-6264	171	10	pp	pp	PROPN
cana-6264	171	11	.	.	PUNCT
cana-6264	172	1	28	28	NUM
cana-6264	172	2	-	-	SYM
cana-6264	172	3	48	48	NUM
cana-6264	172	4	.	.	PUNCT
cana-6264	173	1	[	[	X
cana-6264	173	2	16	16	NUM
cana-6264	173	3	]	]	X
cana-6264	173	4	watson	watson	PROPN
cana-6264	173	5	,	,	PUNCT
cana-6264	173	6	h.j	h.j	PROPN
cana-6264	173	7	.	.	PROPN
cana-6264	173	8	,	,	PUNCT
cana-6264	173	9	2014	2014	NUM
cana-6264	173	10	.	.	PUNCT
cana-6264	174	1	tutorial	tutorial	NOUN
cana-6264	174	2	:	:	PUNCT
cana-6264	174	3	big	big	ADJ
cana-6264	174	4	data	datum	NOUN
cana-6264	174	5	analytics	analytic	NOUN
cana-6264	174	6	:	:	PUNCT
cana-6264	174	7	concepts	concept	NOUN
cana-6264	174	8	,	,	PUNCT
cana-6264	174	9	technologies	technology	NOUN
cana-6264	174	10	,	,	PUNCT
cana-6264	174	11	and	and	CCONJ
cana-6264	174	12	applications	application	NOUN
cana-6264	174	13	.	.	PUNCT
cana-6264	175	1	communications	communication	NOUN
cana-6264	175	2	of	of	ADP
cana-6264	175	3	the	the	DET
cana-6264	175	4	association	association	NOUN
cana-6264	175	5	for	for	ADP
cana-6264	175	6	information	information	NOUN
cana-6264	175	7	systems	system	NOUN
cana-6264	175	8	,	,	PUNCT
cana-6264	175	9	34(1	34(1	NUM
cana-6264	175	10	)	)	PUNCT
cana-6264	175	11	,	,	PUNCT
cana-6264	175	12	pp	pp	ADP
cana-6264	175	13	.	.	PUNCT
cana-6264	175	14	6584	6584	NUM
cana-6264	175	15	.	.	PUNCT
cana-6264	176	1	communications	communication	NOUN
cana-6264	176	2	on	on	ADP
cana-6264	176	3	applied	apply	VERB
cana-6264	176	4	nonlinear	nonlinear	ADJ
cana-6264	176	5	analysis	analysis	NOUN
cana-6264	176	6	issn	issn	NOUN
cana-6264	176	7	:	:	PUNCT
cana-6264	176	8	1074	1074	NUM
cana-6264	176	9	-	-	PUNCT
cana-6264	176	10	133x	133x	NUM
cana-6264	176	11	vol	vol	NOUN
cana-6264	176	12	31	31	NUM
cana-6264	176	13	no	no	NOUN
cana-6264	176	14	.	.	PUNCT
cana-6264	177	1	8s	8s	PROPN
cana-6264	177	2	(	(	PUNCT
cana-6264	177	3	2024	2024	NUM
cana-6264	177	4	)	)	PUNCT
cana-6264	177	5	1245	1245	NUM
cana-6264	177	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-6264	178	1	[	[	X
cana-6264	178	2	17	17	NUM
cana-6264	178	3	]	]	SYM
cana-6264	178	4	chaudhuri	chaudhuri	PROPN
cana-6264	178	5	,	,	PUNCT
cana-6264	178	6	s.	s.	PROPN
cana-6264	178	7	and	and	CCONJ
cana-6264	178	8	narasayya	narasayya	PROPN
cana-6264	178	9	,	,	PUNCT
cana-6264	178	10	v.	v.	ADP
cana-6264	178	11	,	,	PUNCT
cana-6264	178	12	2007	2007	NUM
cana-6264	178	13	.	.	PUNCT
cana-6264	179	1	self	self	NOUN
cana-6264	179	2	-	-	PUNCT
cana-6264	179	3	tuning	tune	VERB
cana-6264	179	4	database	database	NOUN
cana-6264	179	5	systems	system	NOUN
cana-6264	179	6	:	:	PUNCT
cana-6264	179	7	a	a	DET
cana-6264	179	8	decade	decade	NOUN
cana-6264	179	9	of	of	ADP
cana-6264	179	10	progress	progress	NOUN
cana-6264	179	11	.	.	PUNCT
cana-6264	180	1	proceedings	proceeding	NOUN
cana-6264	180	2	of	of	ADP
cana-6264	180	3	the	the	DET
cana-6264	180	4	33rd	33rd	ADJ
cana-6264	180	5	international	international	ADJ
cana-6264	180	6	conference	conference	NOUN
cana-6264	180	7	on	on	ADP
cana-6264	180	8	very	very	ADV
cana-6264	180	9	large	large	ADJ
cana-6264	180	10	data	datum	NOUN
cana-6264	180	11	bases	basis	NOUN
cana-6264	180	12	(	(	PUNCT
cana-6264	180	13	vldb	vldb	PROPN
cana-6264	180	14	)	)	PUNCT
cana-6264	180	15	.	.	PUNCT
cana-6264	181	1	morgan	morgan	PROPN
cana-6264	181	2	kaufmann	kaufmann	PROPN
cana-6264	181	3	,	,	PUNCT
cana-6264	181	4	pp	pp	PROPN
cana-6264	181	5	.	.	PUNCT
cana-6264	182	1	3	3	NUM
cana-6264	182	2	-	-	SYM
cana-6264	182	3	14	14	NUM
cana-6264	182	4	.	.	PUNCT
cana-6264	183	1	[	[	X
cana-6264	183	2	18	18	NUM
cana-6264	183	3	]	]	PUNCT
cana-6264	183	4	vassiliadis	vassiliadi	NOUN
cana-6264	183	5	,	,	PUNCT
cana-6264	183	6	p.	p.	NOUN
cana-6264	183	7	and	and	CCONJ
cana-6264	183	8	simitsis	simitsis	ADJ
cana-6264	183	9	,	,	PUNCT
cana-6264	183	10	a.	a.	NOUN
cana-6264	183	11	,	,	PUNCT
cana-6264	183	12	2009	2009	NUM
cana-6264	183	13	.	.	PUNCT
cana-6264	184	1	near	near	ADP
cana-6264	184	2	real	real	ADJ
cana-6264	184	3	-	-	PUNCT
cana-6264	184	4	time	time	NOUN
cana-6264	184	5	etl	etl	NOUN
cana-6264	184	6	.	.	PUNCT
cana-6264	184	7	information	information	NOUN
cana-6264	184	8	systems	system	NOUN
cana-6264	184	9	,	,	PUNCT
cana-6264	184	10	34(3	34(3	NUM
cana-6264	184	11	)	)	PUNCT
cana-6264	184	12	,	,	PUNCT
cana-6264	184	13	pp	pp	PROPN
cana-6264	184	14	.	.	PUNCT
cana-6264	184	15	299	299	NUM
cana-6264	184	16	-	-	SYM
cana-6264	184	17	321	321	NUM
cana-6264	184	18	.	.	PUNCT
cana-6264	185	1	[	[	X
cana-6264	185	2	19	19	NUM
cana-6264	185	3	]	]	X
cana-6264	185	4	gluchowski	gluchowski	NOUN
cana-6264	185	5	,	,	PUNCT
cana-6264	185	6	p.	p.	PROPN
cana-6264	185	7	,	,	PUNCT
cana-6264	185	8	gabriel	gabriel	PROPN
cana-6264	185	9	,	,	PUNCT
cana-6264	185	10	r.	r.	PROPN
cana-6264	185	11	and	and	CCONJ
cana-6264	185	12	dittmar	dittmar	PROPN
cana-6264	185	13	,	,	PUNCT
cana-6264	185	14	c.	c.	NOUN
cana-6264	185	15	,	,	PUNCT
cana-6264	185	16	2012	2012	NUM
cana-6264	185	17	.	.	PUNCT
cana-6264	186	1	self	self	NOUN
cana-6264	186	2	-	-	PUNCT
cana-6264	186	3	service	service	NOUN
cana-6264	186	4	business	business	NOUN
cana-6264	186	5	intelligence	intelligence	NOUN
cana-6264	186	6	.	.	PUNCT
cana-6264	187	1	business	business	PROPN
cana-6264	187	2	&	&	CCONJ
cana-6264	187	3	information	information	PROPN
cana-6264	187	4	systems	system	NOUN
cana-6264	187	5	engineering	engineering	NOUN
cana-6264	187	6	,	,	PUNCT
cana-6264	187	7	4(3	4(3	NUM
cana-6264	187	8	)	)	PUNCT
cana-6264	187	9	,	,	PUNCT
cana-6264	187	10	pp	pp	PROPN
cana-6264	187	11	.	.	PUNCT
cana-6264	188	1	131	131	NUM
cana-6264	188	2	-	-	SYM
cana-6264	188	3	139	139	NUM
cana-6264	188	4	.	.	PUNCT
cana-6264	189	1	[	[	X
cana-6264	189	2	20	20	NUM
cana-6264	189	3	]	]	PUNCT
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cana-6264	189	5	,	,	PUNCT
cana-6264	189	6	a.	a.	NOUN
cana-6264	189	7	,	,	PUNCT
cana-6264	189	8	hervonen	hervonen	NOUN
cana-6264	189	9	,	,	PUNCT
cana-6264	189	10	h.	h.	PROPN
cana-6264	189	11	and	and	CCONJ
cana-6264	189	12	koistinen	koistinen	PROPN
cana-6264	189	13	,	,	PUNCT
cana-6264	189	14	j.	j.	PROPN
cana-6264	189	15	,	,	PUNCT
cana-6264	189	16	2009	2009	NUM
cana-6264	189	17	.	.	PUNCT
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cana-6264	190	2	requirements	requirement	NOUN
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cana-6264	190	4	business	business	NOUN
cana-6264	190	5	intelligence	intelligence	NOUN
cana-6264	190	6	systems	system	NOUN
cana-6264	190	7	.	.	PUNCT
cana-6264	191	1	journal	journal	NOUN
cana-6264	191	2	of	of	ADP
cana-6264	191	3	computer	computer	NOUN
cana-6264	191	4	information	information	NOUN
cana-6264	191	5	systems	system	NOUN
cana-6264	191	6	,	,	PUNCT
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cana-6264	191	8	)	)	PUNCT
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cana-6264	191	11	.	.	PUNCT
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cana-6264	192	2	-	-	SYM
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cana-6264	192	4	.	.	PUNCT
cana-6264	193	1	[	[	X
cana-6264	193	2	21	21	NUM
cana-6264	193	3	]	]	X
cana-6264	193	4	sherman	sherman	PROPN
cana-6264	193	5	,	,	PUNCT
cana-6264	193	6	r.	r.	PROPN
cana-6264	193	7	,	,	PUNCT
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cana-6264	193	9	.	.	PUNCT
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cana-6264	194	4	:	:	PUNCT
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cana-6264	194	10	.	.	PUNCT
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cana-6264	195	5	.	.	PUNCT
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cana-6264	196	2	22	22	NUM
cana-6264	196	3	]	]	PUNCT
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cana-6264	196	5	,	,	PUNCT
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cana-6264	196	14	.	.	PUNCT
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cana-6264	197	5	and	and	CCONJ
cana-6264	197	6	unstructured	unstructured	ADJ
cana-6264	197	7	data	datum	NOUN
cana-6264	197	8	-	-	PUNCT
cana-6264	197	9	an	an	DET
cana-6264	197	10	integrated	integrate	VERB
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cana-6264	197	14	.	.	PUNCT
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cana-6264	198	6	)	)	PUNCT
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cana-6264	198	9	.	.	PUNCT
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cana-6264	199	2	-	-	SYM
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cana-6264	199	4	.	.	PUNCT
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cana-6264	200	3	]	]	X
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cana-6264	200	9	.	.	PUNCT
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cana-6264	201	7	-	-	PUNCT
cana-6264	201	8	an	an	DET
cana-6264	201	9	empirical	empirical	ADJ
cana-6264	201	10	investigation	investigation	NOUN
cana-6264	201	11	.	.	PUNCT
cana-6264	202	1	decision	decision	NOUN
cana-6264	202	2	support	support	NOUN
cana-6264	202	3	systems	system	NOUN
cana-6264	202	4	,	,	PUNCT
cana-6264	202	5	54(1	54(1	NUM
cana-6264	202	6	)	)	PUNCT
cana-6264	202	7	,	,	PUNCT
cana-6264	202	8	pp	pp	PROPN
cana-6264	202	9	.	.	PUNCT
cana-6264	203	1	1207	1207	NUM
cana-6264	203	2	-	-	SYM
cana-6264	203	3	1218	1218	NUM
cana-6264	203	4	.	.	PUNCT
cana-6264	204	1	[	[	X
cana-6264	204	2	24	24	NUM
cana-6264	204	3	]	]	X
cana-6264	204	4	tan	tan	PROPN
cana-6264	204	5	,	,	PUNCT
cana-6264	204	6	c.	c.	PROPN
cana-6264	204	7	and	and	CCONJ
cana-6264	204	8	hunter	hunter	NOUN
cana-6264	204	9	,	,	PUNCT
cana-6264	204	10	m.g	m.g	PROPN
cana-6264	204	11	.	.	PROPN
cana-6264	204	12	,	,	PUNCT
cana-6264	204	13	2002	2002	NUM
cana-6264	204	14	.	.	PUNCT
cana-6264	205	1	the	the	DET
cana-6264	205	2	repertory	repertory	ADJ
cana-6264	205	3	grid	grid	NOUN
cana-6264	205	4	technique	technique	NOUN
cana-6264	205	5	:	:	PUNCT
cana-6264	205	6	a	a	DET
cana-6264	205	7	method	method	NOUN
cana-6264	205	8	for	for	ADP
cana-6264	205	9	the	the	DET
cana-6264	205	10	study	study	NOUN
cana-6264	205	11	of	of	ADP
cana-6264	205	12	cognition	cognition	NOUN
cana-6264	205	13	in	in	ADP
cana-6264	205	14	information	information	NOUN
cana-6264	205	15	systems	system	NOUN
cana-6264	205	16	.	.	PUNCT
cana-6264	206	1	mis	mis	PROPN
cana-6264	206	2	quarterly	quarterly	PROPN
cana-6264	206	3	,	,	PUNCT
cana-6264	206	4	26(1	26(1	NUM
cana-6264	206	5	)	)	PUNCT
cana-6264	206	6	,	,	PUNCT
cana-6264	206	7	pp	pp	ADP
cana-6264	206	8	.	.	PUNCT
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cana-6264	207	2	-	-	SYM
cana-6264	207	3	57	57	NUM
cana-6264	207	4	.	.	PUNCT
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cana-6264	208	2	25	25	NUM
cana-6264	208	3	]	]	X
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cana-6264	208	5	,	,	PUNCT
cana-6264	208	6	m.	m.	NOUN
cana-6264	208	7	and	and	CCONJ
cana-6264	208	8	quintana	quintana	PROPN
cana-6264	208	9	,	,	PUNCT
cana-6264	208	10	y.	y.	NOUN
cana-6264	208	11	,	,	PUNCT
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cana-6264	208	13	.	.	PUNCT
cana-6264	209	1	analytics	analytic	NOUN
cana-6264	209	2	for	for	ADP
cana-6264	209	3	business	business	NOUN
cana-6264	209	4	intelligence	intelligence	NOUN
cana-6264	209	5	frameworks	framework	NOUN
cana-6264	209	6	.	.	PUNCT
cana-6264	210	1	future	future	ADJ
cana-6264	210	2	generation	generation	NOUN
cana-6264	210	3	computer	computer	NOUN
cana-6264	210	4	systems	system	NOUN
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cana-6264	210	7	,	,	PUNCT
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cana-6264	210	9	.	.	PUNCT
cana-6264	211	1	489	489	NUM
cana-6264	211	2	-	-	PUNCT
cana-6264	211	3	498	498	NUM
cana-6264	211	4	.	.	PUNCT
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cana-6264	212	2	.	.	PUNCT
cana-6264	213	1	[	[	X
cana-6264	213	2	26	26	NUM
cana-6264	213	3	]	]	X
cana-6264	213	4	chen	chen	PROPN
cana-6264	213	5	,	,	PUNCT
cana-6264	213	6	h.	h.	PROPN
cana-6264	213	7	,	,	PUNCT
cana-6264	213	8	chiang	chiang	PROPN
cana-6264	213	9	,	,	PUNCT
cana-6264	213	10	r.h.l	r.h.l	NOUN
cana-6264	213	11	.	.	PROPN
cana-6264	213	12	and	and	CCONJ
cana-6264	213	13	storey	storey	PROPN
cana-6264	213	14	,	,	PUNCT
cana-6264	213	15	v.c	v.c	PROPN
cana-6264	213	16	.	.	PROPN
cana-6264	213	17	,	,	PUNCT
cana-6264	213	18	2012	2012	NUM
cana-6264	213	19	.	.	PUNCT
cana-6264	214	1	business	business	NOUN
cana-6264	214	2	intelligence	intelligence	PROPN
cana-6264	214	3	and	and	CCONJ
cana-6264	214	4	analytics	analytic	NOUN
cana-6264	214	5	:	:	PUNCT
cana-6264	214	6	from	from	ADP
cana-6264	214	7	big	big	ADJ
cana-6264	214	8	data	datum	NOUN
cana-6264	214	9	to	to	ADP
cana-6264	214	10	big	big	ADJ
cana-6264	214	11	impact	impact	NOUN
cana-6264	214	12	.	.	PUNCT
cana-6264	215	1	mis	mis	PROPN
cana-6264	215	2	quarterly	quarterly	PROPN
cana-6264	215	3	,	,	PUNCT
cana-6264	215	4	36(4	36(4	NUM
cana-6264	215	5	)	)	PUNCT
cana-6264	215	6	,	,	PUNCT
cana-6264	215	7	pp	pp	ADP
cana-6264	215	8	.	.	PUNCT
cana-6264	216	1	1165	1165	NUM
cana-6264	216	2	-	-	SYM
cana-6264	216	3	1188	1188	NUM
cana-6264	216	4	.	.	PUNCT
cana-6264	217	1	[	[	X
cana-6264	217	2	27	27	NUM
cana-6264	217	3	]	]	PUNCT
cana-6264	217	4	marjanovic	marjanovic	NOUN
cana-6264	217	5	,	,	PUNCT
cana-6264	217	6	o.	o.	NOUN
cana-6264	217	7	,	,	PUNCT
cana-6264	217	8	2007	2007	NUM
cana-6264	217	9	.	.	PUNCT
cana-6264	218	1	the	the	DET
cana-6264	218	2	next	next	ADJ
cana-6264	218	3	stage	stage	NOUN
cana-6264	218	4	of	of	ADP
cana-6264	218	5	operational	operational	ADJ
cana-6264	218	6	business	business	NOUN
cana-6264	218	7	intelligence	intelligence	NOUN
cana-6264	218	8	:	:	PUNCT
cana-6264	218	9	creating	create	VERB
cana-6264	218	10	new	new	ADJ
cana-6264	218	11	challenges	challenge	NOUN
cana-6264	218	12	for	for	ADP
cana-6264	218	13	business	business	NOUN
cana-6264	218	14	process	process	NOUN
cana-6264	218	15	management	management	NOUN
cana-6264	218	16	.	.	PUNCT
cana-6264	219	1	proceedings	proceeding	NOUN
cana-6264	219	2	of	of	ADP
cana-6264	219	3	the	the	DET
cana-6264	219	4	40th	40th	ADJ
cana-6264	219	5	hawaii	hawaii	PROPN
cana-6264	219	6	international	international	ADJ
cana-6264	219	7	conference	conference	NOUN
cana-6264	219	8	on	on	ADP
cana-6264	219	9	system	system	NOUN
cana-6264	219	10	sciences	sciences	PROPN
cana-6264	219	11	.	.	PUNCT
cana-6264	220	1	ieee	ieee	PROPN
cana-6264	220	2	,	,	PUNCT
cana-6264	220	3	pp	pp	ADP
cana-6264	220	4	.	.	PUNCT
cana-6264	221	1	215	215	NUM
cana-6264	221	2	-	-	SYM
cana-6264	221	3	224	224	NUM
cana-6264	221	4	.	.	PUNCT
cana-6264	222	1	[	[	X
cana-6264	222	2	28	28	NUM
cana-6264	222	3	]	]	X
cana-6264	222	4	imhoff	imhoff	ADJ
cana-6264	222	5	,	,	PUNCT
cana-6264	222	6	c.	c.	PROPN
cana-6264	222	7	and	and	CCONJ
cana-6264	222	8	white	white	ADJ
cana-6264	222	9	,	,	PUNCT
cana-6264	222	10	c.	c.	NOUN
cana-6264	222	11	,	,	PUNCT
cana-6264	222	12	2011	2011	NUM
cana-6264	222	13	.	.	PUNCT
cana-6264	223	1	self	self	NOUN
cana-6264	223	2	-	-	PUNCT
cana-6264	223	3	service	service	NOUN
cana-6264	223	4	business	business	NOUN
cana-6264	223	5	intelligence	intelligence	NOUN
cana-6264	223	6	:	:	PUNCT
cana-6264	223	7	empowering	empower	VERB
cana-6264	223	8	users	user	NOUN
cana-6264	223	9	to	to	PART
cana-6264	223	10	generate	generate	VERB
cana-6264	223	11	insights	insight	NOUN
cana-6264	223	12	.	.	PUNCT
cana-6264	224	1	tdwi	tdwi	ADJ
cana-6264	224	2	best	good	ADJ
cana-6264	224	3	practices	practice	NOUN
cana-6264	224	4	report	report	NOUN
cana-6264	224	5	,	,	PUNCT
cana-6264	224	6	elsevier	elsevier	NOUN
cana-6264	224	7	.	.	PUNCT
cana-6264	225	1	[	[	X
cana-6264	225	2	29	29	NUM
cana-6264	225	3	]	]	PUNCT
cana-6264	225	4	negash	negash	NOUN
cana-6264	225	5	,	,	PUNCT
cana-6264	225	6	s.	s.	PROPN
cana-6264	225	7	and	and	CCONJ
cana-6264	225	8	gray	gray	ADJ
cana-6264	225	9	,	,	PUNCT
cana-6264	225	10	p.	p.	NOUN
cana-6264	225	11	,	,	PUNCT
cana-6264	225	12	2008	2008	NUM
cana-6264	225	13	.	.	PUNCT
cana-6264	226	1	business	business	NOUN
cana-6264	226	2	intelligence	intelligence	NOUN
cana-6264	226	3	.	.	PUNCT
cana-6264	227	1	decision	decision	NOUN
cana-6264	227	2	support	support	NOUN
cana-6264	227	3	systems	system	NOUN
cana-6264	227	4	,	,	PUNCT
cana-6264	227	5	34(1	34(1	NUM
cana-6264	227	6	)	)	PUNCT
cana-6264	227	7	,	,	PUNCT
cana-6264	227	8	pp	pp	ADP
cana-6264	227	9	.	.	PUNCT
cana-6264	228	1	3	3	NUM
cana-6264	228	2	-	-	SYM
cana-6264	228	3	8	8	NUM
cana-6264	228	4	.	.	PUNCT
cana-6264	229	1	[	[	X
cana-6264	229	2	30	30	NUM
cana-6264	229	3	]	]	X
cana-6264	229	4	davenport	davenport	PROPN
cana-6264	229	5	,	,	PUNCT
cana-6264	229	6	t.h	t.h	PROPN
cana-6264	229	7	.	.	PROPN
cana-6264	229	8	and	and	CCONJ
cana-6264	229	9	harris	harris	PROPN
cana-6264	229	10	,	,	PUNCT
cana-6264	229	11	j.g	j.g	PROPN
cana-6264	229	12	.	.	PROPN
cana-6264	229	13	,	,	PUNCT
cana-6264	229	14	2007	2007	NUM
cana-6264	229	15	.	.	PUNCT
cana-6264	230	1	competing	compete	VERB
cana-6264	230	2	on	on	ADP
cana-6264	230	3	analytics	analytic	NOUN
cana-6264	230	4	:	:	PUNCT
cana-6264	230	5	the	the	DET
cana-6264	230	6	new	new	ADJ
cana-6264	230	7	science	science	NOUN
cana-6264	230	8	of	of	ADP
cana-6264	230	9	winning	win	VERB
cana-6264	230	10	.	.	PUNCT
cana-6264	231	1	harvard	harvard	PROPN
cana-6264	231	2	business	business	PROPN
cana-6264	231	3	school	school	PROPN
cana-6264	231	4	press	press	PROPN
cana-6264	231	5	,	,	PUNCT
cana-6264	231	6	boston	boston	PROPN
cana-6264	231	7	.	.	PUNCT