id	sid	tid	token	lemma	pos
ajema-2924	1	1	216	216	NUM
ajema-2924	1	2	journal	journal	NOUN
ajema-2924	1	3	of	of	ADP
ajema-2924	1	4	engineering	engineering	NOUN
ajema-2924	1	5	,	,	PUNCT
ajema-2924	1	6	mechanics	mechanic	NOUN
ajema-2924	1	7	and	and	CCONJ
ajema-2924	1	8	architecture	architecture	NOUN
ajema-2924	1	9	www	www	NOUN
ajema-2924	1	10	.	.	PUNCT
ajema-2924	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-2924	2	2	american	american	PROPN
ajema-2924	2	3	journal	journal	PROPN
ajema-2924	2	4	of	of	ADP
ajema-2924	2	5	engineering	engineering	NOUN
ajema-2924	2	6	,	,	PUNCT
ajema-2924	2	7	mechanics	mechanic	NOUN
ajema-2924	2	8	and	and	CCONJ
ajema-2924	2	9	architecture	architecture	NOUN
ajema-2924	2	10	volume	volume	NOUN
ajema-2924	2	11	1	1	NUM
ajema-2924	2	12	,	,	PUNCT
ajema-2924	2	13	issue	issue	NOUN
ajema-2924	2	14	9	9	NUM
ajema-2924	2	15	,	,	PUNCT
ajema-2924	2	16	2023	2023	NUM
ajema-2924	2	17	issn	issn	X
ajema-2924	2	18	(	(	PUNCT
ajema-2924	2	19	e	e	NOUN
ajema-2924	2	20	):	):	PUNCT
ajema-2924	2	21	2993	2993	NUM
ajema-2924	2	22	-	-	SYM
ajema-2924	2	23	2637	2637	NUM
ajema-2924	2	24	data	data	NOUN
ajema-2924	2	25	-	-	PUNCT
ajema-2924	2	26	driven	drive	VERB
ajema-2924	2	27	decision	decision	NOUN
ajema-2924	2	28	making	make	VERB
ajema-2924	2	29	in	in	ADP
ajema-2924	2	30	agile	agile	ADJ
ajema-2924	2	31	software	software	NOUN
ajema-2924	2	32	development	development	NOUN
ajema-2924	2	33	with	with	ADP
ajema-2924	2	34	ai	ai	NOUN
ajema-2924	2	35	and	and	CCONJ
ajema-2924	2	36	analytics	analytic	NOUN
ajema-2924	2	37	sofia	sofia	PROPN
ajema-2924	2	38	mendes	mendes	PROPN
ajema-2924	2	39	department	department	PROPN
ajema-2924	2	40	of	of	ADP
ajema-2924	2	41	computer	computer	NOUN
ajema-2924	2	42	science	science	NOUN
ajema-2924	2	43	,	,	PUNCT
ajema-2924	2	44	university	university	NOUN
ajema-2924	2	45	of	of	ADP
ajema-2924	2	46	lisbon	lisbon	PROPN
ajema-2924	2	47	,	,	PUNCT
ajema-2924	2	48	lisbon	lisbon	PROPN
ajema-2924	2	49	,	,	PUNCT
ajema-2924	2	50	portugal	portugal	PROPN
ajema-2924	2	51	kaito	kaito	PROPN
ajema-2924	2	52	fujimoto	fujimoto	PROPN
ajema-2924	2	53	department	department	PROPN
ajema-2924	2	54	of	of	ADP
ajema-2924	2	55	information	information	NOUN
ajema-2924	2	56	technology	technology	PROPN
ajema-2924	2	57	,	,	PUNCT
ajema-2924	2	58	kyushu	kyushu	PROPN
ajema-2924	2	59	university	university	PROPN
ajema-2924	2	60	,	,	PUNCT
ajema-2924	2	61	fukuoka	fukuoka	PROPN
ajema-2924	2	62	,	,	PUNCT
ajema-2924	2	63	japan	japan	PROPN
ajema-2924	2	64	dr	dr	PROPN
ajema-2924	2	65	.	.	PROPN
ajema-2924	2	66	marcus	marcus	PROPN
ajema-2924	2	67	ferreira	ferreira	PROPN
ajema-2924	2	68	department	department	PROPN
ajema-2924	2	69	of	of	ADP
ajema-2924	2	70	software	software	PROPN
ajema-2924	2	71	engineering	engineering	NOUN
ajema-2924	2	72	,	,	PUNCT
ajema-2924	2	73	university	university	PROPN
ajema-2924	2	74	of	of	ADP
ajema-2924	2	75	são	são	PROPN
ajema-2924	2	76	paulo	paulo	PROPN
ajema-2924	2	77	(	(	PUNCT
ajema-2924	2	78	usp	usp	PROPN
ajema-2924	2	79	)	)	PUNCT
ajema-2924	2	80	,	,	PUNCT
ajema-2924	2	81	são	são	PROPN
ajema-2924	2	82	paulo	paulo	PROPN
ajema-2924	2	83	,	,	PUNCT
ajema-2924	2	84	brazil	brazil	PROPN
ajema-2924	2	85	abstract	abstract	NOUN
ajema-2924	2	86	:	:	PUNCT
ajema-2924	2	87	in	in	ADP
ajema-2924	2	88	today	today	NOUN
ajema-2924	2	89	’s	’s	PART
ajema-2924	2	90	rapidly	rapidly	ADV
ajema-2924	2	91	evolving	evolve	VERB
ajema-2924	2	92	software	software	NOUN
ajema-2924	2	93	landscape	landscape	NOUN
ajema-2924	2	94	,	,	PUNCT
ajema-2924	2	95	agile	agile	ADJ
ajema-2924	2	96	methodologies	methodology	NOUN
ajema-2924	2	97	emphasize	emphasize	VERB
ajema-2924	2	98	flexibility	flexibility	NOUN
ajema-2924	2	99	,	,	PUNCT
ajema-2924	2	100	iterative	iterative	NOUN
ajema-2924	2	101	delivery	delivery	NOUN
ajema-2924	2	102	,	,	PUNCT
ajema-2924	2	103	and	and	CCONJ
ajema-2924	2	104	customer	customer	NOUN
ajema-2924	2	105	-	-	PUNCT
ajema-2924	2	106	centric	centric	NOUN
ajema-2924	2	107	development	development	NOUN
ajema-2924	2	108	.	.	PUNCT
ajema-2924	3	1	however	however	ADV
ajema-2924	3	2	,	,	PUNCT
ajema-2924	3	3	the	the	DET
ajema-2924	3	4	increasing	increase	VERB
ajema-2924	3	5	complexity	complexity	NOUN
ajema-2924	3	6	of	of	ADP
ajema-2924	3	7	software	software	NOUN
ajema-2924	3	8	systems	system	NOUN
ajema-2924	3	9	,	,	PUNCT
ajema-2924	3	10	distributed	distribute	VERB
ajema-2924	3	11	teams	team	NOUN
ajema-2924	3	12	,	,	PUNCT
ajema-2924	3	13	and	and	CCONJ
ajema-2924	3	14	accelerated	accelerate	VERB
ajema-2924	3	15	release	release	NOUN
ajema-2924	3	16	cycles	cycle	NOUN
ajema-2924	3	17	pose	pose	VERB
ajema-2924	3	18	challenges	challenge	NOUN
ajema-2924	3	19	for	for	ADP
ajema-2924	3	20	making	make	VERB
ajema-2924	3	21	timely	timely	ADJ
ajema-2924	3	22	and	and	CCONJ
ajema-2924	3	23	accurate	accurate	ADJ
ajema-2924	3	24	decisions	decision	NOUN
ajema-2924	3	25	.	.	PUNCT
ajema-2924	4	1	data	data	NOUN
ajema-2924	4	2	-	-	PUNCT
ajema-2924	4	3	driven	drive	VERB
ajema-2924	4	4	decision	decision	NOUN
ajema-2924	4	5	making	making	NOUN
ajema-2924	4	6	(	(	PUNCT
ajema-2924	4	7	dddm	dddm	NOUN
ajema-2924	4	8	)	)	PUNCT
ajema-2924	4	9	,	,	PUNCT
ajema-2924	4	10	empowered	empower	VERB
ajema-2924	4	11	by	by	ADP
ajema-2924	4	12	artificial	artificial	ADJ
ajema-2924	4	13	intelligence	intelligence	NOUN
ajema-2924	4	14	(	(	PUNCT
ajema-2924	4	15	ai	ai	NOUN
ajema-2924	4	16	)	)	PUNCT
ajema-2924	4	17	and	and	CCONJ
ajema-2924	4	18	advanced	advanced	ADJ
ajema-2924	4	19	analytics	analytic	NOUN
ajema-2924	4	20	,	,	PUNCT
ajema-2924	4	21	has	have	AUX
ajema-2924	4	22	emerged	emerge	VERB
ajema-2924	4	23	as	as	ADP
ajema-2924	4	24	a	a	DET
ajema-2924	4	25	critical	critical	ADJ
ajema-2924	4	26	enabler	enabler	NOUN
ajema-2924	4	27	for	for	ADP
ajema-2924	4	28	enhancing	enhance	VERB
ajema-2924	4	29	decision	decision	NOUN
ajema-2924	4	30	quality	quality	NOUN
ajema-2924	4	31	,	,	PUNCT
ajema-2924	4	32	optimizing	optimize	VERB
ajema-2924	4	33	workflows	workflow	NOUN
ajema-2924	4	34	,	,	PUNCT
ajema-2924	4	35	and	and	CCONJ
ajema-2924	4	36	improving	improve	VERB
ajema-2924	4	37	project	project	NOUN
ajema-2924	4	38	outcomes	outcome	NOUN
ajema-2924	4	39	in	in	ADP
ajema-2924	4	40	agile	agile	ADJ
ajema-2924	4	41	environments	environment	NOUN
ajema-2924	4	42	.	.	PUNCT
ajema-2924	5	1	this	this	DET
ajema-2924	5	2	article	article	NOUN
ajema-2924	5	3	explores	explore	VERB
ajema-2924	5	4	the	the	DET
ajema-2924	5	5	integration	integration	NOUN
ajema-2924	5	6	of	of	ADP
ajema-2924	5	7	ai	ai	NOUN
ajema-2924	5	8	and	and	CCONJ
ajema-2924	5	9	analytics	analytic	NOUN
ajema-2924	5	10	into	into	ADP
ajema-2924	5	11	agile	agile	ADJ
ajema-2924	5	12	software	software	NOUN
ajema-2924	5	13	development	development	NOUN
ajema-2924	5	14	processes	process	NOUN
ajema-2924	5	15	,	,	PUNCT
ajema-2924	5	16	highlighting	highlight	VERB
ajema-2924	5	17	how	how	SCONJ
ajema-2924	5	18	real	real	ADJ
ajema-2924	5	19	-	-	PUNCT
ajema-2924	5	20	time	time	NOUN
ajema-2924	5	21	insights	insight	NOUN
ajema-2924	5	22	from	from	ADP
ajema-2924	5	23	development	development	NOUN
ajema-2924	5	24	metrics	metric	NOUN
ajema-2924	5	25	,	,	PUNCT
ajema-2924	5	26	user	user	NOUN
ajema-2924	5	27	feedback	feedback	NOUN
ajema-2924	5	28	,	,	PUNCT
ajema-2924	5	29	and	and	CCONJ
ajema-2924	5	30	operational	operational	ADJ
ajema-2924	5	31	data	datum	NOUN
ajema-2924	5	32	can	can	AUX
ajema-2924	5	33	guide	guide	VERB
ajema-2924	5	34	backlog	backlog	NOUN
ajema-2924	5	35	prioritization	prioritization	NOUN
ajema-2924	5	36	,	,	PUNCT
ajema-2924	5	37	sprint	sprint	NOUN
ajema-2924	5	38	planning	planning	NOUN
ajema-2924	5	39	,	,	PUNCT
ajema-2924	5	40	risk	risk	NOUN
ajema-2924	5	41	management	management	NOUN
ajema-2924	5	42	,	,	PUNCT
ajema-2924	5	43	and	and	CCONJ
ajema-2924	5	44	continuous	continuous	ADJ
ajema-2924	5	45	improvement	improvement	NOUN
ajema-2924	5	46	.	.	PUNCT
ajema-2924	6	1	machine	machine	NOUN
ajema-2924	6	2	learning	learning	NOUN
ajema-2924	6	3	models	model	NOUN
ajema-2924	6	4	,	,	PUNCT
ajema-2924	6	5	predictive	predictive	ADJ
ajema-2924	6	6	analytics	analytic	NOUN
ajema-2924	6	7	,	,	PUNCT
ajema-2924	6	8	and	and	CCONJ
ajema-2924	6	9	natural	natural	ADJ
ajema-2924	6	10	language	language	NOUN
ajema-2924	6	11	processing	processing	NOUN
ajema-2924	6	12	facilitate	facilitate	NOUN
ajema-2924	6	13	forecasting	forecasting	NOUN
ajema-2924	6	14	delivery	delivery	NOUN
ajema-2924	6	15	timelines	timeline	NOUN
ajema-2924	6	16	,	,	PUNCT
ajema-2924	6	17	identifying	identify	VERB
ajema-2924	6	18	potential	potential	ADJ
ajema-2924	6	19	bottlenecks	bottleneck	NOUN
ajema-2924	6	20	,	,	PUNCT
ajema-2924	6	21	detecting	detect	VERB
ajema-2924	6	22	defects	defect	NOUN
ajema-2924	6	23	early	early	ADV
ajema-2924	6	24	,	,	PUNCT
ajema-2924	6	25	and	and	CCONJ
ajema-2924	6	26	aligning	align	VERB
ajema-2924	6	27	development	development	NOUN
ajema-2924	6	28	efforts	effort	NOUN
ajema-2924	6	29	with	with	ADP
ajema-2924	6	30	business	business	NOUN
ajema-2924	6	31	objectives	objective	NOUN
ajema-2924	6	32	.	.	PUNCT
ajema-2924	7	1	the	the	DET
ajema-2924	7	2	study	study	NOUN
ajema-2924	7	3	also	also	ADV
ajema-2924	7	4	addresses	address	VERB
ajema-2924	7	5	challenges	challenge	NOUN
ajema-2924	7	6	,	,	PUNCT
ajema-2924	7	7	including	include	VERB
ajema-2924	7	8	data	datum	NOUN
ajema-2924	7	9	quality	quality	NOUN
ajema-2924	7	10	,	,	PUNCT
ajema-2924	7	11	model	model	NOUN
ajema-2924	7	12	interpretability	interpretability	NOUN
ajema-2924	7	13	,	,	PUNCT
ajema-2924	7	14	integration	integration	NOUN
ajema-2924	7	15	with	with	ADP
ajema-2924	7	16	existing	exist	VERB
ajema-2924	7	17	agile	agile	ADJ
ajema-2924	7	18	practices	practice	NOUN
ajema-2924	7	19	,	,	PUNCT
ajema-2924	7	20	and	and	CCONJ
ajema-2924	7	21	skill	skill	NOUN
ajema-2924	7	22	gaps	gap	NOUN
ajema-2924	7	23	,	,	PUNCT
ajema-2924	7	24	providing	provide	VERB
ajema-2924	7	25	recommendations	recommendation	NOUN
ajema-2924	7	26	for	for	ADP
ajema-2924	7	27	effectively	effectively	ADV
ajema-2924	7	28	embedding	embed	VERB
ajema-2924	7	29	ai	ai	ADJ
ajema-2924	7	30	-	-	PUNCT
ajema-2924	7	31	driven	drive	VERB
ajema-2924	7	32	analytics	analytic	NOUN
ajema-2924	7	33	into	into	ADP
ajema-2924	7	34	agile	agile	ADJ
ajema-2924	7	35	workflows	workflow	NOUN
ajema-2924	7	36	.	.	PUNCT
ajema-2924	8	1	real	real	ADJ
ajema-2924	8	2	-	-	PUNCT
ajema-2924	8	3	world	world	NOUN
ajema-2924	8	4	applications	application	NOUN
ajema-2924	8	5	demonstrate	demonstrate	VERB
ajema-2924	8	6	that	that	SCONJ
ajema-2924	8	7	organizations	organization	NOUN
ajema-2924	8	8	leveraging	leverage	VERB
ajema-2924	8	9	dddm	dddm	NOUN
ajema-2924	8	10	in	in	ADP
ajema-2924	8	11	agile	agile	ADJ
ajema-2924	8	12	achieve	achieve	VERB
ajema-2924	8	13	faster	fast	ADJ
ajema-2924	8	14	release	release	NOUN
ajema-2924	8	15	cycles	cycle	NOUN
ajema-2924	8	16	,	,	PUNCT
ajema-2924	8	17	improved	improved	ADJ
ajema-2924	8	18	software	software	NOUN
ajema-2924	8	19	quality	quality	NOUN
ajema-2924	8	20	,	,	PUNCT
ajema-2924	8	21	better	well	ADJ
ajema-2924	8	22	stakeholder	stakeholder	NOUN
ajema-2924	8	23	alignment	alignment	NOUN
ajema-2924	8	24	,	,	PUNCT
ajema-2924	8	25	and	and	CCONJ
ajema-2924	8	26	more	more	ADV
ajema-2924	8	27	informed	informed	ADJ
ajema-2924	8	28	strategic	strategic	ADJ
ajema-2924	8	29	decisions	decision	NOUN
ajema-2924	8	30	.	.	PUNCT
ajema-2924	9	1	in	in	ADP
ajema-2924	9	2	conclusion	conclusion	NOUN
ajema-2924	9	3	,	,	PUNCT
ajema-2924	9	4	the	the	DET
ajema-2924	9	5	convergence	convergence	NOUN
ajema-2924	9	6	of	of	ADP
ajema-2924	9	7	ai	ai	NOUN
ajema-2924	9	8	,	,	PUNCT
ajema-2924	9	9	analytics	analytic	NOUN
ajema-2924	9	10	,	,	PUNCT
ajema-2924	9	11	and	and	CCONJ
ajema-2924	9	12	agile	agile	ADJ
ajema-2924	9	13	methodologies	methodology	NOUN
ajema-2924	9	14	transforms	transform	VERB
ajema-2924	9	15	decision	decision	NOUN
ajema-2924	9	16	making	making	NOUN
ajema-2924	9	17	from	from	ADP
ajema-2924	9	18	intuition	intuition	NOUN
ajema-2924	9	19	-	-	PUNCT
ajema-2924	9	20	based	base	VERB
ajema-2924	9	21	to	to	ADP
ajema-2924	9	22	evidence	evidence	NOUN
ajema-2924	9	23	-	-	PUNCT
ajema-2924	9	24	driven	drive	VERB
ajema-2924	9	25	,	,	PUNCT
ajema-2924	9	26	enabling	enable	VERB
ajema-2924	9	27	software	software	NOUN
ajema-2924	9	28	development	development	NOUN
ajema-2924	9	29	teams	team	NOUN
ajema-2924	9	30	to	to	PART
ajema-2924	9	31	respond	respond	VERB
ajema-2924	9	32	proactively	proactively	ADV
ajema-2924	9	33	to	to	PART
ajema-2924	9	34	change	change	VERB
ajema-2924	9	35	,	,	PUNCT
ajema-2924	9	36	enhance	enhance	VERB
ajema-2924	9	37	value	value	NOUN
ajema-2924	9	38	delivery	delivery	NOUN
ajema-2924	9	39	,	,	PUNCT
ajema-2924	9	40	and	and	CCONJ
ajema-2924	9	41	maintain	maintain	VERB
ajema-2924	9	42	competitive	competitive	ADJ
ajema-2924	9	43	advantage	advantage	NOUN
ajema-2924	9	44	in	in	ADP
ajema-2924	9	45	a	a	DET
ajema-2924	9	46	dynamic	dynamic	ADJ
ajema-2924	9	47	digital	digital	ADJ
ajema-2924	9	48	landscape	landscape	NOUN
ajema-2924	9	49	.	.	PUNCT
ajema-2924	10	1	i.	i.	NOUN
ajema-2924	10	2	introduction	introduction	NOUN
ajema-2924	10	3	overview	overview	NOUN
ajema-2924	10	4	of	of	ADP
ajema-2924	10	5	agile	agile	ADJ
ajema-2924	10	6	software	software	NOUN
ajema-2924	10	7	development	development	NOUN
ajema-2924	10	8	agile	agile	ADJ
ajema-2924	10	9	software	software	NOUN
ajema-2924	10	10	development	development	NOUN
ajema-2924	10	11	has	have	AUX
ajema-2924	10	12	revolutionized	revolutionize	VERB
ajema-2924	10	13	the	the	DET
ajema-2924	10	14	software	software	NOUN
ajema-2924	10	15	industry	industry	NOUN
ajema-2924	10	16	by	by	ADP
ajema-2924	10	17	emphasizing	emphasize	VERB
ajema-2924	10	18	iterative	iterative	NOUN
ajema-2924	10	19	delivery	delivery	NOUN
ajema-2924	10	20	,	,	PUNCT
ajema-2924	10	21	cross	cross	ADJ
ajema-2924	10	22	-	-	ADJ
ajema-2924	10	23	functional	functional	ADJ
ajema-2924	10	24	collaboration	collaboration	NOUN
ajema-2924	10	25	,	,	PUNCT
ajema-2924	10	26	and	and	CCONJ
ajema-2924	10	27	responsiveness	responsiveness	NOUN
ajema-2924	10	28	to	to	PART
ajema-2924	10	29	change	change	VERB
ajema-2924	10	30	.	.	PUNCT
ajema-2924	11	1	unlike	unlike	ADP
ajema-2924	11	2	traditional	traditional	ADJ
ajema-2924	11	3	waterfall	waterfall	NOUN
ajema-2924	11	4	methods	method	NOUN
ajema-2924	11	5	,	,	PUNCT
ajema-2924	11	6	agile	agile	ADJ
ajema-2924	11	7	focuses	focus	VERB
ajema-2924	11	8	on	on	ADP
ajema-2924	11	9	delivering	deliver	VERB
ajema-2924	11	10	incremental	incremental	ADJ
ajema-2924	11	11	value	value	NOUN
ajema-2924	11	12	through	through	ADP
ajema-2924	11	13	sprints	sprint	NOUN
ajema-2924	11	14	,	,	PUNCT
ajema-2924	11	15	enabling	enable	VERB
ajema-2924	11	16	teams	team	NOUN
ajema-2924	11	17	to	to	PART
ajema-2924	11	18	adapt	adapt	VERB
ajema-2924	11	19	quickly	quickly	ADV
ajema-2924	11	20	to	to	ADP
ajema-2924	11	21	evolving	evolve	VERB
ajema-2924	11	22	requirements	requirement	NOUN
ajema-2924	11	23	and	and	CCONJ
ajema-2924	11	24	stakeholder	stakeholder	NOUN
ajema-2924	11	25	feedback	feedback	NOUN
ajema-2924	11	26	.	.	PUNCT
ajema-2924	12	1	frameworks	framework	NOUN
ajema-2924	12	2	such	such	ADJ
ajema-2924	12	3	as	as	ADP
ajema-2924	12	4	217	217	NUM
ajema-2924	12	5	journal	journal	NOUN
ajema-2924	12	6	of	of	ADP
ajema-2924	12	7	engineering	engineering	NOUN
ajema-2924	12	8	,	,	PUNCT
ajema-2924	12	9	mechanics	mechanic	NOUN
ajema-2924	12	10	and	and	CCONJ
ajema-2924	12	11	architecture	architecture	NOUN
ajema-2924	12	12	www	www	NOUN
ajema-2924	12	13	.	.	PUNCT
ajema-2924	13	1	grnjournal.us	grnjournal.us	X
ajema-2924	13	2	scrum	scrum	PROPN
ajema-2924	13	3	,	,	PUNCT
ajema-2924	13	4	kanban	kanban	NOUN
ajema-2924	13	5	,	,	PUNCT
ajema-2924	13	6	and	and	CCONJ
ajema-2924	13	7	safe	safe	ADJ
ajema-2924	13	8	have	have	AUX
ajema-2924	13	9	become	become	VERB
ajema-2924	13	10	widespread	widespread	ADJ
ajema-2924	13	11	,	,	PUNCT
ajema-2924	13	12	driving	drive	VERB
ajema-2924	13	13	faster	fast	ADJ
ajema-2924	13	14	release	release	NOUN
ajema-2924	13	15	cycles	cycle	NOUN
ajema-2924	13	16	,	,	PUNCT
ajema-2924	13	17	improved	improved	ADJ
ajema-2924	13	18	transparency	transparency	NOUN
ajema-2924	13	19	,	,	PUNCT
ajema-2924	13	20	and	and	CCONJ
ajema-2924	13	21	higher	high	ADJ
ajema-2924	13	22	customer	customer	NOUN
ajema-2924	13	23	satisfaction	satisfaction	NOUN
ajema-2924	13	24	.	.	PUNCT
ajema-2924	14	1	increasing	increase	VERB
ajema-2924	14	2	importance	importance	NOUN
ajema-2924	14	3	of	of	ADP
ajema-2924	14	4	data	data	NOUN
ajema-2924	14	5	-	-	PUNCT
ajema-2924	14	6	driven	drive	VERB
ajema-2924	14	7	decision	decision	NOUN
ajema-2924	14	8	making	make	VERB
ajema-2924	14	9	despite	despite	SCONJ
ajema-2924	14	10	agile	agile	ADJ
ajema-2924	14	11	’s	’s	PART
ajema-2924	14	12	flexibility	flexibility	NOUN
ajema-2924	14	13	,	,	PUNCT
ajema-2924	14	14	modern	modern	ADJ
ajema-2924	14	15	software	software	NOUN
ajema-2924	14	16	development	development	NOUN
ajema-2924	14	17	faces	face	VERB
ajema-2924	14	18	growing	grow	VERB
ajema-2924	14	19	complexity	complexity	NOUN
ajema-2924	14	20	due	due	ADP
ajema-2924	14	21	to	to	ADP
ajema-2924	14	22	distributed	distributed	ADJ
ajema-2924	14	23	teams	team	NOUN
ajema-2924	14	24	,	,	PUNCT
ajema-2924	14	25	cloud	cloud	NOUN
ajema-2924	14	26	-	-	PUNCT
ajema-2924	14	27	native	native	ADJ
ajema-2924	14	28	architectures	architecture	NOUN
ajema-2924	14	29	,	,	PUNCT
ajema-2924	14	30	microservices	microservice	NOUN
ajema-2924	14	31	,	,	PUNCT
ajema-2924	14	32	and	and	CCONJ
ajema-2924	14	33	accelerated	accelerate	VERB
ajema-2924	14	34	release	release	NOUN
ajema-2924	14	35	schedules	schedule	NOUN
ajema-2924	14	36	.	.	PUNCT
ajema-2924	15	1	in	in	ADP
ajema-2924	15	2	such	such	ADJ
ajema-2924	15	3	environments	environment	NOUN
ajema-2924	15	4	,	,	PUNCT
ajema-2924	15	5	relying	rely	VERB
ajema-2924	15	6	solely	solely	ADV
ajema-2924	15	7	on	on	ADP
ajema-2924	15	8	intuition	intuition	NOUN
ajema-2924	15	9	or	or	CCONJ
ajema-2924	15	10	experience	experience	NOUN
ajema-2924	15	11	can	can	AUX
ajema-2924	15	12	result	result	VERB
ajema-2924	15	13	in	in	ADP
ajema-2924	15	14	delays	delay	NOUN
ajema-2924	15	15	,	,	PUNCT
ajema-2924	15	16	quality	quality	NOUN
ajema-2924	15	17	issues	issue	NOUN
ajema-2924	15	18	,	,	PUNCT
ajema-2924	15	19	and	and	CCONJ
ajema-2924	15	20	misaligned	misaligned	ADJ
ajema-2924	15	21	priorities	priority	NOUN
ajema-2924	15	22	.	.	PUNCT
ajema-2924	16	1	data	data	NOUN
ajema-2924	16	2	-	-	PUNCT
ajema-2924	16	3	driven	drive	VERB
ajema-2924	16	4	decision	decision	NOUN
ajema-2924	16	5	making	making	NOUN
ajema-2924	16	6	(	(	PUNCT
ajema-2924	16	7	dddm	dddm	NOUN
ajema-2924	16	8	)	)	PUNCT
ajema-2924	16	9	addresses	address	NOUN
ajema-2924	16	10	this	this	DET
ajema-2924	16	11	challenge	challenge	NOUN
ajema-2924	16	12	by	by	ADP
ajema-2924	16	13	providing	provide	VERB
ajema-2924	16	14	real	real	ADJ
ajema-2924	16	15	-	-	PUNCT
ajema-2924	16	16	time	time	NOUN
ajema-2924	16	17	insights	insight	NOUN
ajema-2924	16	18	derived	derive	VERB
ajema-2924	16	19	from	from	ADP
ajema-2924	16	20	development	development	NOUN
ajema-2924	16	21	metrics	metric	NOUN
ajema-2924	16	22	,	,	PUNCT
ajema-2924	16	23	user	user	NOUN
ajema-2924	16	24	behavior	behavior	NOUN
ajema-2924	16	25	,	,	PUNCT
ajema-2924	16	26	operational	operational	ADJ
ajema-2924	16	27	logs	log	NOUN
ajema-2924	16	28	,	,	PUNCT
ajema-2924	16	29	and	and	CCONJ
ajema-2924	16	30	market	market	NOUN
ajema-2924	16	31	data	datum	NOUN
ajema-2924	16	32	,	,	PUNCT
ajema-2924	16	33	allowing	allow	VERB
ajema-2924	16	34	teams	team	NOUN
ajema-2924	16	35	to	to	PART
ajema-2924	16	36	make	make	VERB
ajema-2924	16	37	informed	informed	ADJ
ajema-2924	16	38	choices	choice	NOUN
ajema-2924	16	39	about	about	ADP
ajema-2924	16	40	backlog	backlog	NOUN
ajema-2924	16	41	prioritization	prioritization	NOUN
ajema-2924	16	42	,	,	PUNCT
ajema-2924	16	43	resource	resource	NOUN
ajema-2924	16	44	allocation	allocation	NOUN
ajema-2924	16	45	,	,	PUNCT
ajema-2924	16	46	and	and	CCONJ
ajema-2924	16	47	sprint	sprint	NOUN
ajema-2924	16	48	planning	planning	NOUN
ajema-2924	16	49	.	.	PUNCT
ajema-2924	17	1	role	role	NOUN
ajema-2924	17	2	of	of	ADP
ajema-2924	17	3	ai	ai	ADJ
ajema-2924	17	4	and	and	CCONJ
ajema-2924	17	5	advanced	advanced	ADJ
ajema-2924	17	6	analytics	analytic	NOUN
ajema-2924	17	7	the	the	DET
ajema-2924	17	8	integration	integration	NOUN
ajema-2924	17	9	of	of	ADP
ajema-2924	17	10	artificial	artificial	ADJ
ajema-2924	17	11	intelligence	intelligence	NOUN
ajema-2924	17	12	(	(	PUNCT
ajema-2924	17	13	ai	ai	NOUN
ajema-2924	17	14	)	)	PUNCT
ajema-2924	17	15	and	and	CCONJ
ajema-2924	17	16	advanced	advanced	ADJ
ajema-2924	17	17	analytics	analytic	NOUN
ajema-2924	17	18	significantly	significantly	ADV
ajema-2924	17	19	amplifies	amplify	VERB
ajema-2924	17	20	the	the	DET
ajema-2924	17	21	benefits	benefit	NOUN
ajema-2924	17	22	of	of	ADP
ajema-2924	17	23	dddm	dddm	NOUN
ajema-2924	17	24	.	.	PUNCT
ajema-2924	18	1	machine	machine	NOUN
ajema-2924	18	2	learning	learning	NOUN
ajema-2924	18	3	models	model	NOUN
ajema-2924	18	4	,	,	PUNCT
ajema-2924	18	5	predictive	predictive	ADJ
ajema-2924	18	6	analytics	analytic	NOUN
ajema-2924	18	7	,	,	PUNCT
ajema-2924	18	8	and	and	CCONJ
ajema-2924	18	9	natural	natural	ADJ
ajema-2924	18	10	language	language	NOUN
ajema-2924	18	11	processing	processing	NOUN
ajema-2924	18	12	can	can	AUX
ajema-2924	18	13	:	:	PUNCT
ajema-2924	18	14	➢	➢	VERB
ajema-2924	18	15	forecast	forecast	NOUN
ajema-2924	18	16	project	project	NOUN
ajema-2924	18	17	timelines	timeline	NOUN
ajema-2924	18	18	and	and	CCONJ
ajema-2924	18	19	delivery	delivery	NOUN
ajema-2924	18	20	risks	risk	NOUN
ajema-2924	18	21	based	base	VERB
ajema-2924	18	22	on	on	ADP
ajema-2924	18	23	historical	historical	ADJ
ajema-2924	18	24	data	datum	NOUN
ajema-2924	18	25	.	.	PUNCT
ajema-2924	19	1	➢	➢	PROPN
ajema-2924	19	2	identify	identify	VERB
ajema-2924	19	3	bottlenecks	bottleneck	NOUN
ajema-2924	19	4	,	,	PUNCT
ajema-2924	19	5	code	code	NOUN
ajema-2924	19	6	defects	defect	NOUN
ajema-2924	19	7	,	,	PUNCT
ajema-2924	19	8	or	or	CCONJ
ajema-2924	19	9	dependency	dependency	NOUN
ajema-2924	19	10	issues	issue	NOUN
ajema-2924	19	11	before	before	SCONJ
ajema-2924	19	12	they	they	PRON
ajema-2924	19	13	escalate	escalate	VERB
ajema-2924	19	14	.	.	PUNCT
ajema-2924	20	1	➢	➢	AUX
ajema-2924	20	2	prioritize	prioritize	VERB
ajema-2924	20	3	backlog	backlog	NOUN
ajema-2924	20	4	items	item	NOUN
ajema-2924	20	5	and	and	CCONJ
ajema-2924	20	6	feature	feature	NOUN
ajema-2924	20	7	releases	release	NOUN
ajema-2924	20	8	based	base	VERB
ajema-2924	20	9	on	on	ADP
ajema-2924	20	10	business	business	NOUN
ajema-2924	20	11	impact	impact	NOUN
ajema-2924	20	12	and	and	CCONJ
ajema-2924	20	13	user	user	NOUN
ajema-2924	20	14	feedback	feedback	NOUN
ajema-2924	20	15	.	.	PUNCT
ajema-2924	21	1	➢	➢	VERB
ajema-2924	21	2	provide	provide	VERB
ajema-2924	21	3	actionable	actionable	ADJ
ajema-2924	21	4	insights	insight	NOUN
ajema-2924	21	5	for	for	ADP
ajema-2924	21	6	continuous	continuous	ADJ
ajema-2924	21	7	improvement	improvement	NOUN
ajema-2924	21	8	across	across	ADP
ajema-2924	21	9	the	the	DET
ajema-2924	21	10	agile	agile	ADJ
ajema-2924	21	11	lifecycle	lifecycle	NOUN
ajema-2924	21	12	.	.	PUNCT
ajema-2924	22	1	purpose	purpose	NOUN
ajema-2924	22	2	and	and	CCONJ
ajema-2924	22	3	significance	significance	NOUN
ajema-2924	22	4	of	of	ADP
ajema-2924	22	5	the	the	DET
ajema-2924	22	6	article	article	NOUN
ajema-2924	22	7	this	this	DET
ajema-2924	22	8	article	article	NOUN
ajema-2924	22	9	aims	aim	VERB
ajema-2924	22	10	to	to	PART
ajema-2924	22	11	bridge	bridge	VERB
ajema-2924	22	12	the	the	DET
ajema-2924	22	13	gap	gap	NOUN
ajema-2924	22	14	between	between	ADP
ajema-2924	22	15	agile	agile	ADJ
ajema-2924	22	16	methodologies	methodology	NOUN
ajema-2924	22	17	,	,	PUNCT
ajema-2924	22	18	data	datum	NOUN
ajema-2924	22	19	analytics	analytic	NOUN
ajema-2924	22	20	,	,	PUNCT
ajema-2924	22	21	and	and	CCONJ
ajema-2924	22	22	aidriven	aidriven	ADJ
ajema-2924	22	23	decision	decision	NOUN
ajema-2924	22	24	making	making	NOUN
ajema-2924	22	25	,	,	PUNCT
ajema-2924	22	26	illustrating	illustrate	VERB
ajema-2924	22	27	how	how	SCONJ
ajema-2924	22	28	the	the	DET
ajema-2924	22	29	synergy	synergy	NOUN
ajema-2924	22	30	of	of	ADP
ajema-2924	22	31	these	these	DET
ajema-2924	22	32	elements	element	NOUN
ajema-2924	22	33	can	can	AUX
ajema-2924	22	34	enhance	enhance	VERB
ajema-2924	22	35	software	software	NOUN
ajema-2924	22	36	quality	quality	NOUN
ajema-2924	22	37	,	,	PUNCT
ajema-2924	22	38	reduce	reduce	VERB
ajema-2924	22	39	risks	risk	NOUN
ajema-2924	22	40	,	,	PUNCT
ajema-2924	22	41	and	and	CCONJ
ajema-2924	22	42	improve	improve	VERB
ajema-2924	22	43	time	time	NOUN
ajema-2924	22	44	-	-	PUNCT
ajema-2924	22	45	to	to	ADP
ajema-2924	22	46	-	-	PUNCT
ajema-2924	22	47	market	market	NOUN
ajema-2924	22	48	.	.	PUNCT
ajema-2924	23	1	by	by	ADP
ajema-2924	23	2	examining	examine	VERB
ajema-2924	23	3	techniques	technique	NOUN
ajema-2924	23	4	,	,	PUNCT
ajema-2924	23	5	practical	practical	ADJ
ajema-2924	23	6	applications	application	NOUN
ajema-2924	23	7	,	,	PUNCT
ajema-2924	23	8	challenges	challenge	NOUN
ajema-2924	23	9	,	,	PUNCT
ajema-2924	23	10	and	and	CCONJ
ajema-2924	23	11	future	future	ADJ
ajema-2924	23	12	trends	trend	NOUN
ajema-2924	23	13	,	,	PUNCT
ajema-2924	23	14	the	the	DET
ajema-2924	23	15	study	study	NOUN
ajema-2924	23	16	provides	provide	VERB
ajema-2924	23	17	a	a	DET
ajema-2924	23	18	roadmap	roadmap	NOUN
ajema-2924	23	19	for	for	ADP
ajema-2924	23	20	organizations	organization	NOUN
ajema-2924	23	21	seeking	seek	VERB
ajema-2924	23	22	to	to	PART
ajema-2924	23	23	embed	embed	VERB
ajema-2924	23	24	intelligence	intelligence	NOUN
ajema-2924	23	25	into	into	ADP
ajema-2924	23	26	agile	agile	ADJ
ajema-2924	23	27	processes	process	NOUN
ajema-2924	23	28	,	,	PUNCT
ajema-2924	23	29	enabling	enable	VERB
ajema-2924	23	30	them	they	PRON
ajema-2924	23	31	to	to	PART
ajema-2924	23	32	make	make	VERB
ajema-2924	23	33	smarter	smart	ADJ
ajema-2924	23	34	,	,	PUNCT
ajema-2924	23	35	faster	fast	ADV
ajema-2924	23	36	,	,	PUNCT
ajema-2924	23	37	and	and	CCONJ
ajema-2924	23	38	evidence	evidence	NOUN
ajema-2924	23	39	-	-	PUNCT
ajema-2924	23	40	based	base	VERB
ajema-2924	23	41	decisions	decision	NOUN
ajema-2924	23	42	in	in	ADP
ajema-2924	23	43	today	today	NOUN
ajema-2924	23	44	’s	’s	PART
ajema-2924	23	45	fast	fast	ADV
ajema-2924	23	46	-	-	PUNCT
ajema-2924	23	47	paced	pace	VERB
ajema-2924	23	48	software	software	NOUN
ajema-2924	23	49	development	development	NOUN
ajema-2924	23	50	environment	environment	PROPN
ajema-2924	23	51	.	.	PUNCT
ajema-2924	24	1	ii	ii	PROPN
ajema-2924	24	2	.	.	PUNCT
ajema-2924	25	1	foundations	foundation	NOUN
ajema-2924	25	2	of	of	ADP
ajema-2924	25	3	data	data	NOUN
ajema-2924	25	4	-	-	PUNCT
ajema-2924	25	5	driven	drive	VERB
ajema-2924	25	6	agile	agile	ADJ
ajema-2924	25	7	development	development	NOUN
ajema-2924	25	8	definition	definition	NOUN
ajema-2924	25	9	of	of	ADP
ajema-2924	25	10	data	data	NOUN
ajema-2924	25	11	-	-	PUNCT
ajema-2924	25	12	driven	drive	VERB
ajema-2924	25	13	decision	decision	NOUN
ajema-2924	25	14	making	making	NOUN
ajema-2924	25	15	(	(	PUNCT
ajema-2924	25	16	ddd	ddd	PROPN
ajema-2924	25	17	)	)	PUNCT
ajema-2924	25	18	in	in	ADP
ajema-2924	25	19	software	software	NOUN
ajema-2924	25	20	development	development	NOUN
ajema-2924	25	21	data	data	NOUN
ajema-2924	25	22	-	-	PUNCT
ajema-2924	25	23	driven	drive	VERB
ajema-2924	25	24	decision	decision	NOUN
ajema-2924	25	25	making	making	NOUN
ajema-2924	25	26	(	(	PUNCT
ajema-2924	25	27	ddd	ddd	PROPN
ajema-2924	25	28	)	)	PUNCT
ajema-2924	25	29	refers	refer	VERB
ajema-2924	25	30	to	to	ADP
ajema-2924	25	31	the	the	DET
ajema-2924	25	32	systematic	systematic	ADJ
ajema-2924	25	33	use	use	NOUN
ajema-2924	25	34	of	of	ADP
ajema-2924	25	35	quantitative	quantitative	ADJ
ajema-2924	25	36	and	and	CCONJ
ajema-2924	25	37	qualitative	qualitative	ADJ
ajema-2924	25	38	data	datum	NOUN
ajema-2924	25	39	to	to	PART
ajema-2924	25	40	guide	guide	VERB
ajema-2924	25	41	decisions	decision	NOUN
ajema-2924	25	42	throughout	throughout	ADP
ajema-2924	25	43	the	the	DET
ajema-2924	25	44	software	software	NOUN
ajema-2924	25	45	development	development	NOUN
ajema-2924	25	46	lifecycle	lifecycle	NOUN
ajema-2924	25	47	.	.	PUNCT
ajema-2924	26	1	in	in	ADP
ajema-2924	26	2	agile	agile	ADJ
ajema-2924	26	3	contexts	context	NOUN
ajema-2924	26	4	,	,	PUNCT
ajema-2924	26	5	ddd	ddd	NOUN
ajema-2924	26	6	empowers	empower	NOUN
ajema-2924	26	7	teams	team	NOUN
ajema-2924	26	8	to	to	PART
ajema-2924	26	9	make	make	VERB
ajema-2924	26	10	informed	informed	ADJ
ajema-2924	26	11	choices	choice	NOUN
ajema-2924	26	12	regarding	regard	VERB
ajema-2924	26	13	prioritization	prioritization	NOUN
ajema-2924	26	14	,	,	PUNCT
ajema-2924	26	15	risk	risk	NOUN
ajema-2924	26	16	management	management	NOUN
ajema-2924	26	17	,	,	PUNCT
ajema-2924	26	18	quality	quality	NOUN
ajema-2924	26	19	assurance	assurance	NOUN
ajema-2924	26	20	,	,	PUNCT
ajema-2924	26	21	and	and	CCONJ
ajema-2924	26	22	resource	resource	NOUN
ajema-2924	26	23	allocation	allocation	NOUN
ajema-2924	26	24	,	,	PUNCT
ajema-2924	26	25	rather	rather	ADV
ajema-2924	26	26	than	than	ADP
ajema-2924	26	27	relying	rely	VERB
ajema-2924	26	28	solely	solely	ADV
ajema-2924	26	29	on	on	ADP
ajema-2924	26	30	intuition	intuition	NOUN
ajema-2924	26	31	or	or	CCONJ
ajema-2924	26	32	experience	experience	NOUN
ajema-2924	26	33	.	.	PUNCT
ajema-2924	27	1	by	by	ADP
ajema-2924	27	2	integrating	integrate	VERB
ajema-2924	27	3	real	real	ADJ
ajema-2924	27	4	-	-	PUNCT
ajema-2924	27	5	time	time	NOUN
ajema-2924	27	6	data	datum	NOUN
ajema-2924	27	7	into	into	ADP
ajema-2924	27	8	iterative	iterative	NOUN
ajema-2924	27	9	workflows	workflow	NOUN
ajema-2924	27	10	,	,	PUNCT
ajema-2924	27	11	teams	team	NOUN
ajema-2924	27	12	can	can	AUX
ajema-2924	27	13	adapt	adapt	VERB
ajema-2924	27	14	more	more	ADV
ajema-2924	27	15	quickly	quickly	ADV
ajema-2924	27	16	,	,	PUNCT
ajema-2924	27	17	reduce	reduce	VERB
ajema-2924	27	18	uncertainty	uncertainty	NOUN
ajema-2924	27	19	,	,	PUNCT
ajema-2924	27	20	and	and	CCONJ
ajema-2924	27	21	continuously	continuously	ADV
ajema-2924	27	22	optimize	optimize	VERB
ajema-2924	27	23	outcomes	outcome	NOUN
ajema-2924	27	24	.	.	PUNCT
ajema-2924	28	1	core	core	ADJ
ajema-2924	28	2	agile	agile	ADJ
ajema-2924	28	3	principles	principle	NOUN
ajema-2924	28	4	and	and	CCONJ
ajema-2924	28	5	the	the	DET
ajema-2924	28	6	role	role	NOUN
ajema-2924	28	7	of	of	ADP
ajema-2924	28	8	ddd	ddd	NOUN
ajema-2924	28	9	agile	agile	ADJ
ajema-2924	28	10	methodologies	methodology	NOUN
ajema-2924	28	11	are	be	AUX
ajema-2924	28	12	grounded	ground	VERB
ajema-2924	28	13	in	in	ADP
ajema-2924	28	14	principles	principle	NOUN
ajema-2924	28	15	such	such	ADJ
ajema-2924	28	16	as	as	ADP
ajema-2924	28	17	iterative	iterative	NOUN
ajema-2924	28	18	development	development	NOUN
ajema-2924	28	19	,	,	PUNCT
ajema-2924	28	20	rapid	rapid	ADJ
ajema-2924	28	21	feedback	feedback	NOUN
ajema-2924	28	22	,	,	PUNCT
ajema-2924	28	23	collaboration	collaboration	NOUN
ajema-2924	28	24	,	,	PUNCT
ajema-2924	28	25	and	and	CCONJ
ajema-2924	28	26	responsiveness	responsiveness	NOUN
ajema-2924	28	27	to	to	PART
ajema-2924	28	28	change	change	VERB
ajema-2924	28	29	.	.	PUNCT
ajema-2924	29	1	ddd	ddd	NOUN
ajema-2924	29	2	complements	complement	NOUN
ajema-2924	29	3	these	these	DET
ajema-2924	29	4	principles	principle	NOUN
ajema-2924	29	5	by	by	ADP
ajema-2924	29	6	:	:	PUNCT
ajema-2924	29	7	➢	➢	NOUN
ajema-2924	29	8	enhancing	enhance	VERB
ajema-2924	29	9	feedback	feedback	NOUN
ajema-2924	29	10	loops	loop	NOUN
ajema-2924	29	11	:	:	PUNCT
ajema-2924	29	12	continuous	continuous	ADJ
ajema-2924	29	13	collection	collection	NOUN
ajema-2924	29	14	and	and	CCONJ
ajema-2924	29	15	analysis	analysis	NOUN
ajema-2924	29	16	of	of	ADP
ajema-2924	29	17	metrics	metric	NOUN
ajema-2924	29	18	from	from	ADP
ajema-2924	29	19	code	code	NOUN
ajema-2924	29	20	,	,	PUNCT
ajema-2924	29	21	pipelines	pipeline	NOUN
ajema-2924	29	22	,	,	PUNCT
ajema-2924	29	23	and	and	CCONJ
ajema-2924	29	24	user	user	NOUN
ajema-2924	29	25	behavior	behavior	NOUN
ajema-2924	29	26	allow	allow	VERB
ajema-2924	29	27	teams	team	NOUN
ajema-2924	29	28	to	to	PART
ajema-2924	29	29	detect	detect	VERB
ajema-2924	29	30	issues	issue	NOUN
ajema-2924	29	31	early	early	ADV
ajema-2924	29	32	and	and	CCONJ
ajema-2924	29	33	make	make	VERB
ajema-2924	29	34	data	datum	NOUN
ajema-2924	29	35	-	-	PUNCT
ajema-2924	29	36	backed	back	VERB
ajema-2924	29	37	adjustments	adjustment	NOUN
ajema-2924	29	38	during	during	ADP
ajema-2924	29	39	each	each	DET
ajema-2924	29	40	sprint	sprint	NOUN
ajema-2924	29	41	.	.	PUNCT
ajema-2924	30	1	➢	➢	VERB
ajema-2924	30	2	driving	drive	VERB
ajema-2924	30	3	iterative	iterative	NOUN
ajema-2924	30	4	improvements	improvement	NOUN
ajema-2924	30	5	:	:	PUNCT
ajema-2924	30	6	quantitative	quantitative	ADJ
ajema-2924	30	7	insights	insight	NOUN
ajema-2924	30	8	inform	inform	VERB
ajema-2924	30	9	incremental	incremental	ADJ
ajema-2924	30	10	feature	feature	NOUN
ajema-2924	30	11	enhancements	enhancement	NOUN
ajema-2924	30	12	,	,	PUNCT
ajema-2924	30	13	bug	bug	NOUN
ajema-2924	30	14	fixes	fix	NOUN
ajema-2924	30	15	,	,	PUNCT
ajema-2924	30	16	and	and	CCONJ
ajema-2924	30	17	process	process	NOUN
ajema-2924	30	18	optimizations	optimization	NOUN
ajema-2924	30	19	,	,	PUNCT
ajema-2924	30	20	ensuring	ensure	VERB
ajema-2924	30	21	that	that	SCONJ
ajema-2924	30	22	each	each	DET
ajema-2924	30	23	iteration	iteration	NOUN
ajema-2924	30	24	delivers	deliver	VERB
ajema-2924	30	25	maximum	maximum	ADJ
ajema-2924	30	26	value	value	NOUN
ajema-2924	30	27	.	.	PUNCT
ajema-2924	31	1	➢	➢	NOUN
ajema-2924	31	2	prioritization	prioritization	NOUN
ajema-2924	31	3	and	and	CCONJ
ajema-2924	31	4	risk	risk	NOUN
ajema-2924	31	5	management	management	NOUN
ajema-2924	31	6	:	:	PUNCT
ajema-2924	31	7	data	datum	NOUN
ajema-2924	31	8	enables	enable	VERB
ajema-2924	31	9	objective	objective	ADJ
ajema-2924	31	10	decision	decision	NOUN
ajema-2924	31	11	-	-	PUNCT
ajema-2924	31	12	making	making	NOUN
ajema-2924	31	13	for	for	ADP
ajema-2924	31	14	backlog	backlog	NOUN
ajema-2924	31	15	refinement	refinement	NOUN
ajema-2924	31	16	,	,	PUNCT
ajema-2924	31	17	helping	help	VERB
ajema-2924	31	18	teams	team	NOUN
ajema-2924	31	19	focus	focus	VERB
ajema-2924	31	20	on	on	ADP
ajema-2924	31	21	high	high	ADJ
ajema-2924	31	22	-	-	PUNCT
ajema-2924	31	23	impact	impact	NOUN
ajema-2924	31	24	features	feature	NOUN
ajema-2924	31	25	and	and	CCONJ
ajema-2924	31	26	mitigate	mitigate	VERB
ajema-2924	31	27	potential	potential	ADJ
ajema-2924	31	28	risks	risk	NOUN
ajema-2924	31	29	.	.	PUNCT
ajema-2924	32	1	218	218	NUM
ajema-2924	32	2	journal	journal	NOUN
ajema-2924	32	3	of	of	ADP
ajema-2924	32	4	engineering	engineering	NOUN
ajema-2924	32	5	,	,	PUNCT
ajema-2924	32	6	mechanics	mechanic	NOUN
ajema-2924	32	7	and	and	CCONJ
ajema-2924	32	8	architecture	architecture	NOUN
ajema-2924	32	9	www	www	NOUN
ajema-2924	32	10	.	.	PUNCT
ajema-2924	33	1	grnjournal.us	grnjournal.us	X
ajema-2924	33	2	➢	➢	VERB
ajema-2924	33	3	transparency	transparency	NOUN
ajema-2924	33	4	and	and	CCONJ
ajema-2924	33	5	accountability	accountability	NOUN
ajema-2924	33	6	:	:	PUNCT
ajema-2924	33	7	ddd	ddd	NOUN
ajema-2924	33	8	provides	provide	VERB
ajema-2924	33	9	a	a	DET
ajema-2924	33	10	clear	clear	ADJ
ajema-2924	33	11	,	,	PUNCT
ajema-2924	33	12	auditable	auditable	ADJ
ajema-2924	33	13	view	view	NOUN
ajema-2924	33	14	of	of	ADP
ajema-2924	33	15	team	team	NOUN
ajema-2924	33	16	performance	performance	NOUN
ajema-2924	33	17	,	,	PUNCT
ajema-2924	33	18	project	project	NOUN
ajema-2924	33	19	health	health	NOUN
ajema-2924	33	20	,	,	PUNCT
ajema-2924	33	21	and	and	CCONJ
ajema-2924	33	22	delivery	delivery	NOUN
ajema-2924	33	23	outcomes	outcome	NOUN
ajema-2924	33	24	,	,	PUNCT
ajema-2924	33	25	aligning	align	VERB
ajema-2924	33	26	stakeholders	stakeholder	NOUN
ajema-2924	33	27	and	and	CCONJ
ajema-2924	33	28	promoting	promote	VERB
ajema-2924	33	29	accountability	accountability	NOUN
ajema-2924	33	30	.	.	PUNCT
ajema-2924	34	1	sources	source	NOUN
ajema-2924	34	2	of	of	ADP
ajema-2924	34	3	actionable	actionable	ADJ
ajema-2924	34	4	data	datum	NOUN
ajema-2924	34	5	in	in	ADP
ajema-2924	34	6	agile	agile	ADJ
ajema-2924	34	7	projects	project	NOUN
ajema-2924	34	8	agile	agile	ADJ
ajema-2924	34	9	teams	team	NOUN
ajema-2924	34	10	can	can	AUX
ajema-2924	34	11	leverage	leverage	VERB
ajema-2924	34	12	multiple	multiple	ADJ
ajema-2924	34	13	sources	source	NOUN
ajema-2924	34	14	of	of	ADP
ajema-2924	34	15	data	datum	NOUN
ajema-2924	34	16	to	to	PART
ajema-2924	34	17	enable	enable	VERB
ajema-2924	34	18	effective	effective	ADJ
ajema-2924	34	19	ddd	ddd	NOUN
ajema-2924	34	20	:	:	PUNCT
ajema-2924	34	21	1	1	NUM
ajema-2924	34	22	.	.	X
ajema-2924	34	23	code	code	NOUN
ajema-2924	34	24	repositories	repository	NOUN
ajema-2924	34	25	and	and	CCONJ
ajema-2924	34	26	version	version	NOUN
ajema-2924	34	27	control	control	NOUN
ajema-2924	34	28	systems	system	NOUN
ajema-2924	34	29	➢	➢	NOUN
ajema-2924	34	30	platforms	platform	NOUN
ajema-2924	34	31	such	such	ADJ
ajema-2924	34	32	as	as	ADP
ajema-2924	34	33	git	git	NOUN
ajema-2924	34	34	,	,	PUNCT
ajema-2924	34	35	github	github	NOUN
ajema-2924	34	36	,	,	PUNCT
ajema-2924	34	37	and	and	CCONJ
ajema-2924	34	38	gitlab	gitlab	PROPN
ajema-2924	34	39	store	store	PROPN
ajema-2924	34	40	rich	rich	ADJ
ajema-2924	34	41	historical	historical	ADJ
ajema-2924	34	42	data	datum	NOUN
ajema-2924	34	43	on	on	ADP
ajema-2924	34	44	commits	commit	NOUN
ajema-2924	34	45	,	,	PUNCT
ajema-2924	34	46	code	code	NOUN
ajema-2924	34	47	changes	change	NOUN
ajema-2924	34	48	,	,	PUNCT
ajema-2924	34	49	pull	pull	VERB
ajema-2924	34	50	requests	request	NOUN
ajema-2924	34	51	,	,	PUNCT
ajema-2924	34	52	and	and	CCONJ
ajema-2924	34	53	merge	merge	VERB
ajema-2924	34	54	activity	activity	NOUN
ajema-2924	34	55	.	.	PUNCT
ajema-2924	35	1	➢	➢	VERB
ajema-2924	35	2	analysis	analysis	NOUN
ajema-2924	35	3	of	of	ADP
ajema-2924	35	4	this	this	DET
ajema-2924	35	5	data	datum	NOUN
ajema-2924	35	6	provides	provide	VERB
ajema-2924	35	7	insights	insight	NOUN
ajema-2924	35	8	into	into	ADP
ajema-2924	35	9	developer	developer	NOUN
ajema-2924	35	10	productivity	productivity	NOUN
ajema-2924	35	11	,	,	PUNCT
ajema-2924	35	12	code	code	NOUN
ajema-2924	35	13	quality	quality	NOUN
ajema-2924	35	14	trends	trend	NOUN
ajema-2924	35	15	,	,	PUNCT
ajema-2924	35	16	and	and	CCONJ
ajema-2924	35	17	potential	potential	ADJ
ajema-2924	35	18	technical	technical	ADJ
ajema-2924	35	19	debt	debt	NOUN
ajema-2924	35	20	,	,	PUNCT
ajema-2924	35	21	guiding	guide	VERB
ajema-2924	35	22	decisions	decision	NOUN
ajema-2924	35	23	on	on	ADP
ajema-2924	35	24	refactoring	refactoring	NOUN
ajema-2924	35	25	or	or	CCONJ
ajema-2924	35	26	optimization	optimization	NOUN
ajema-2924	35	27	.	.	PUNCT
ajema-2924	36	1	2	2	X
ajema-2924	36	2	.	.	X
ajema-2924	36	3	ci	ci	NOUN
ajema-2924	36	4	/	/	SYM
ajema-2924	36	5	cd	cd	NOUN
ajema-2924	36	6	pipeline	pipeline	NOUN
ajema-2924	36	7	metrics	metric	NOUN
ajema-2924	36	8	➢	➢	VERB
ajema-2924	36	9	continuous	continuous	ADJ
ajema-2924	36	10	integration	integration	NOUN
ajema-2924	36	11	and	and	CCONJ
ajema-2924	36	12	continuous	continuous	ADJ
ajema-2924	36	13	deployment	deployment	NOUN
ajema-2924	36	14	tools	tool	NOUN
ajema-2924	36	15	generate	generate	VERB
ajema-2924	36	16	key	key	ADJ
ajema-2924	36	17	metrics	metric	NOUN
ajema-2924	36	18	such	such	ADJ
ajema-2924	36	19	as	as	ADP
ajema-2924	36	20	build	build	NOUN
ajema-2924	36	21	success	success	NOUN
ajema-2924	36	22	rates	rate	NOUN
ajema-2924	36	23	,	,	PUNCT
ajema-2924	36	24	deployment	deployment	NOUN
ajema-2924	36	25	frequency	frequency	NOUN
ajema-2924	36	26	,	,	PUNCT
ajema-2924	36	27	test	test	NOUN
ajema-2924	36	28	coverage	coverage	NOUN
ajema-2924	36	29	,	,	PUNCT
ajema-2924	36	30	and	and	CCONJ
ajema-2924	36	31	rollback	rollback	VERB
ajema-2924	36	32	events	event	NOUN
ajema-2924	36	33	.	.	PUNCT
ajema-2924	37	1	➢	➢	VERB
ajema-2924	37	2	ai	ai	VERB
ajema-2924	37	3	and	and	CCONJ
ajema-2924	37	4	analytics	analytic	NOUN
ajema-2924	37	5	can	can	AUX
ajema-2924	37	6	identify	identify	VERB
ajema-2924	37	7	bottlenecks	bottleneck	NOUN
ajema-2924	37	8	,	,	PUNCT
ajema-2924	37	9	predict	predict	VERB
ajema-2924	37	10	pipeline	pipeline	NOUN
ajema-2924	37	11	failures	failure	NOUN
ajema-2924	37	12	,	,	PUNCT
ajema-2924	37	13	and	and	CCONJ
ajema-2924	37	14	optimize	optimize	VERB
ajema-2924	37	15	deployment	deployment	NOUN
ajema-2924	37	16	strategies	strategy	NOUN
ajema-2924	37	17	,	,	PUNCT
ajema-2924	37	18	ensuring	ensure	VERB
ajema-2924	37	19	faster	fast	ADV
ajema-2924	37	20	and	and	CCONJ
ajema-2924	37	21	more	more	ADV
ajema-2924	37	22	reliable	reliable	ADJ
ajema-2924	37	23	software	software	NOUN
ajema-2924	37	24	delivery	delivery	NOUN
ajema-2924	37	25	.	.	PUNCT
ajema-2924	38	1	3	3	X
ajema-2924	38	2	.	.	X
ajema-2924	38	3	issue	issue	NOUN
ajema-2924	38	4	tracking	tracking	NOUN
ajema-2924	38	5	and	and	CCONJ
ajema-2924	38	6	user	user	NOUN
ajema-2924	38	7	feedback	feedback	NOUN
ajema-2924	38	8	➢	➢	NOUN
ajema-2924	38	9	tools	tool	NOUN
ajema-2924	38	10	like	like	ADP
ajema-2924	38	11	jira	jira	NOUN
ajema-2924	38	12	,	,	PUNCT
ajema-2924	38	13	trello	trello	NOUN
ajema-2924	38	14	,	,	PUNCT
ajema-2924	38	15	and	and	CCONJ
ajema-2924	38	16	user	user	NOUN
ajema-2924	38	17	surveys	survey	NOUN
ajema-2924	38	18	provide	provide	VERB
ajema-2924	38	19	information	information	NOUN
ajema-2924	38	20	on	on	ADP
ajema-2924	38	21	reported	report	VERB
ajema-2924	38	22	bugs	bug	NOUN
ajema-2924	38	23	,	,	PUNCT
ajema-2924	38	24	feature	feature	NOUN
ajema-2924	38	25	requests	request	NOUN
ajema-2924	38	26	,	,	PUNCT
ajema-2924	38	27	sprint	sprint	ADJ
ajema-2924	38	28	progress	progress	NOUN
ajema-2924	38	29	,	,	PUNCT
ajema-2924	38	30	and	and	CCONJ
ajema-2924	38	31	user	user	NOUN
ajema-2924	38	32	satisfaction	satisfaction	NOUN
ajema-2924	38	33	.	.	PUNCT
ajema-2924	39	1	➢	➢	PROPN
ajema-2924	39	2	data	datum	NOUN
ajema-2924	39	3	from	from	ADP
ajema-2924	39	4	these	these	DET
ajema-2924	39	5	sources	source	NOUN
ajema-2924	39	6	supports	support	VERB
ajema-2924	39	7	evidence	evidence	NOUN
ajema-2924	39	8	-	-	PUNCT
ajema-2924	39	9	based	base	VERB
ajema-2924	39	10	backlog	backlog	NOUN
ajema-2924	39	11	prioritization	prioritization	NOUN
ajema-2924	39	12	,	,	PUNCT
ajema-2924	39	13	aligns	align	VERB
ajema-2924	39	14	development	development	NOUN
ajema-2924	39	15	efforts	effort	NOUN
ajema-2924	39	16	with	with	ADP
ajema-2924	39	17	user	user	NOUN
ajema-2924	39	18	needs	need	NOUN
ajema-2924	39	19	,	,	PUNCT
ajema-2924	39	20	and	and	CCONJ
ajema-2924	39	21	enhances	enhance	VERB
ajema-2924	39	22	customer	customer	NOUN
ajema-2924	39	23	-	-	PUNCT
ajema-2924	39	24	centric	centric	ADJ
ajema-2924	39	25	decision	decision	NOUN
ajema-2924	39	26	making	making	NOUN
ajema-2924	39	27	.	.	PUNCT
ajema-2924	40	1	the	the	DET
ajema-2924	40	2	foundations	foundation	NOUN
ajema-2924	40	3	of	of	ADP
ajema-2924	40	4	data	data	NOUN
ajema-2924	40	5	-	-	PUNCT
ajema-2924	40	6	driven	drive	VERB
ajema-2924	40	7	agile	agile	ADJ
ajema-2924	40	8	development	development	NOUN
ajema-2924	40	9	lie	lie	NOUN
ajema-2924	40	10	in	in	ADP
ajema-2924	40	11	integrating	integrate	VERB
ajema-2924	40	12	metrics	metric	NOUN
ajema-2924	40	13	,	,	PUNCT
ajema-2924	40	14	analytics	analytic	NOUN
ajema-2924	40	15	,	,	PUNCT
ajema-2924	40	16	and	and	CCONJ
ajema-2924	40	17	feedback	feedback	VERB
ajema-2924	40	18	into	into	ADP
ajema-2924	40	19	every	every	DET
ajema-2924	40	20	stage	stage	NOUN
ajema-2924	40	21	of	of	ADP
ajema-2924	40	22	the	the	DET
ajema-2924	40	23	software	software	NOUN
ajema-2924	40	24	lifecycle	lifecycle	NOUN
ajema-2924	40	25	.	.	PUNCT
ajema-2924	41	1	by	by	ADP
ajema-2924	41	2	leveraging	leverage	VERB
ajema-2924	41	3	actionable	actionable	ADJ
ajema-2924	41	4	data	datum	NOUN
ajema-2924	41	5	from	from	ADP
ajema-2924	41	6	repositories	repository	NOUN
ajema-2924	41	7	,	,	PUNCT
ajema-2924	41	8	pipelines	pipeline	NOUN
ajema-2924	41	9	,	,	PUNCT
ajema-2924	41	10	and	and	CCONJ
ajema-2924	41	11	user	user	NOUN
ajema-2924	41	12	interactions	interaction	NOUN
ajema-2924	41	13	,	,	PUNCT
ajema-2924	41	14	agile	agile	ADJ
ajema-2924	41	15	teams	team	NOUN
ajema-2924	41	16	can	can	AUX
ajema-2924	41	17	accelerate	accelerate	VERB
ajema-2924	41	18	feedback	feedback	NOUN
ajema-2924	41	19	loops	loop	NOUN
ajema-2924	41	20	,	,	PUNCT
ajema-2924	41	21	improve	improve	VERB
ajema-2924	41	22	quality	quality	NOUN
ajema-2924	41	23	,	,	PUNCT
ajema-2924	41	24	mitigate	mitigate	VERB
ajema-2924	41	25	risks	risk	NOUN
ajema-2924	41	26	,	,	PUNCT
ajema-2924	41	27	and	and	CCONJ
ajema-2924	41	28	make	make	VERB
ajema-2924	41	29	decisions	decision	NOUN
ajema-2924	41	30	grounded	ground	VERB
ajema-2924	41	31	in	in	ADP
ajema-2924	41	32	evidence	evidence	NOUN
ajema-2924	41	33	.	.	PUNCT
ajema-2924	42	1	when	when	SCONJ
ajema-2924	42	2	combined	combine	VERB
ajema-2924	42	3	with	with	ADP
ajema-2924	42	4	ai	ai	PROPN
ajema-2924	42	5	,	,	PUNCT
ajema-2924	42	6	these	these	DET
ajema-2924	42	7	capabilities	capability	NOUN
ajema-2924	42	8	are	be	AUX
ajema-2924	42	9	amplified	amplify	VERB
ajema-2924	42	10	,	,	PUNCT
ajema-2924	42	11	enabling	enable	VERB
ajema-2924	42	12	predictive	predictive	ADJ
ajema-2924	42	13	insights	insight	NOUN
ajema-2924	42	14	,	,	PUNCT
ajema-2924	42	15	anomaly	anomaly	NOUN
ajema-2924	42	16	detection	detection	NOUN
ajema-2924	42	17	,	,	PUNCT
ajema-2924	42	18	and	and	CCONJ
ajema-2924	42	19	continuous	continuous	ADJ
ajema-2924	42	20	optimization	optimization	NOUN
ajema-2924	42	21	in	in	ADP
ajema-2924	42	22	fast	fast	ADV
ajema-2924	42	23	-	-	PUNCT
ajema-2924	42	24	paced	pace	VERB
ajema-2924	42	25	agile	agile	ADJ
ajema-2924	42	26	environments	environment	NOUN
ajema-2924	42	27	.	.	PUNCT
ajema-2924	43	1	iii	iii	X
ajema-2924	43	2	.	.	PUNCT
ajema-2924	43	3	role	role	NOUN
ajema-2924	43	4	of	of	ADP
ajema-2924	43	5	ai	ai	NOUN
ajema-2924	43	6	and	and	CCONJ
ajema-2924	43	7	analytics	analytic	NOUN
ajema-2924	43	8	in	in	ADP
ajema-2924	43	9	agile	agile	ADJ
ajema-2924	43	10	decision	decision	NOUN
ajema-2924	43	11	-	-	PUNCT
ajema-2924	43	12	making	make	VERB
ajema-2924	43	13	the	the	DET
ajema-2924	43	14	integration	integration	NOUN
ajema-2924	43	15	of	of	ADP
ajema-2924	43	16	artificial	artificial	ADJ
ajema-2924	43	17	intelligence	intelligence	NOUN
ajema-2924	43	18	(	(	PUNCT
ajema-2924	43	19	ai	ai	NOUN
ajema-2924	43	20	)	)	PUNCT
ajema-2924	43	21	and	and	CCONJ
ajema-2924	43	22	advanced	advanced	ADJ
ajema-2924	43	23	analytics	analytic	NOUN
ajema-2924	43	24	into	into	ADP
ajema-2924	43	25	agile	agile	ADJ
ajema-2924	43	26	software	software	NOUN
ajema-2924	43	27	development	development	NOUN
ajema-2924	43	28	is	be	AUX
ajema-2924	43	29	redefining	redefine	VERB
ajema-2924	43	30	how	how	SCONJ
ajema-2924	43	31	teams	team	NOUN
ajema-2924	43	32	make	make	VERB
ajema-2924	43	33	decisions	decision	NOUN
ajema-2924	43	34	,	,	PUNCT
ajema-2924	43	35	enabling	enable	VERB
ajema-2924	43	36	faster	fast	ADV
ajema-2924	43	37	,	,	PUNCT
ajema-2924	43	38	more	more	ADV
ajema-2924	43	39	precise	precise	ADJ
ajema-2924	43	40	,	,	PUNCT
ajema-2924	43	41	and	and	CCONJ
ajema-2924	43	42	evidence	evidence	NOUN
ajema-2924	43	43	-	-	PUNCT
ajema-2924	43	44	driven	drive	VERB
ajema-2924	43	45	outcomes	outcome	NOUN
ajema-2924	43	46	.	.	PUNCT
ajema-2924	44	1	by	by	ADP
ajema-2924	44	2	harnessing	harness	VERB
ajema-2924	44	3	the	the	DET
ajema-2924	44	4	wealth	wealth	NOUN
ajema-2924	44	5	of	of	ADP
ajema-2924	44	6	data	datum	NOUN
ajema-2924	44	7	generated	generate	VERB
ajema-2924	44	8	from	from	ADP
ajema-2924	44	9	development	development	NOUN
ajema-2924	44	10	workflows	workflow	NOUN
ajema-2924	44	11	,	,	PUNCT
ajema-2924	44	12	ci	ci	NOUN
ajema-2924	44	13	/	/	SYM
ajema-2924	44	14	cd	cd	NOUN
ajema-2924	44	15	pipelines	pipeline	NOUN
ajema-2924	44	16	,	,	PUNCT
ajema-2924	44	17	and	and	CCONJ
ajema-2924	44	18	user	user	NOUN
ajema-2924	44	19	interactions	interaction	NOUN
ajema-2924	44	20	,	,	PUNCT
ajema-2924	44	21	ai	ai	VERB
ajema-2924	44	22	facilitates	facilitate	VERB
ajema-2924	44	23	a	a	DET
ajema-2924	44	24	shift	shift	NOUN
ajema-2924	44	25	from	from	ADP
ajema-2924	44	26	intuition	intuition	NOUN
ajema-2924	44	27	-	-	PUNCT
ajema-2924	44	28	based	base	VERB
ajema-2924	44	29	to	to	ADP
ajema-2924	44	30	data	data	NOUN
ajema-2924	44	31	-	-	PUNCT
ajema-2924	44	32	informed	inform	VERB
ajema-2924	44	33	decision	decision	NOUN
ajema-2924	44	34	-	-	PUNCT
ajema-2924	44	35	making	making	NOUN
ajema-2924	44	36	,	,	PUNCT
ajema-2924	44	37	enhancing	enhance	VERB
ajema-2924	44	38	software	software	NOUN
ajema-2924	44	39	quality	quality	NOUN
ajema-2924	44	40	,	,	PUNCT
ajema-2924	44	41	predictability	predictability	NOUN
ajema-2924	44	42	,	,	PUNCT
ajema-2924	44	43	and	and	CCONJ
ajema-2924	44	44	business	business	NOUN
ajema-2924	44	45	alignment	alignment	NOUN
ajema-2924	44	46	.	.	PUNCT
ajema-2924	45	1	predictive	predictive	ADJ
ajema-2924	45	2	analytics	analytic	NOUN
ajema-2924	45	3	➢	➢	VERB
ajema-2924	45	4	purpose	purpose	NOUN
ajema-2924	45	5	:	:	PUNCT
ajema-2924	45	6	predictive	predictive	ADJ
ajema-2924	45	7	analytics	analytic	NOUN
ajema-2924	45	8	leverages	leverage	VERB
ajema-2924	45	9	historical	historical	ADJ
ajema-2924	45	10	and	and	CCONJ
ajema-2924	45	11	real	real	ADJ
ajema-2924	45	12	-	-	PUNCT
ajema-2924	45	13	time	time	NOUN
ajema-2924	45	14	data	datum	NOUN
ajema-2924	45	15	to	to	PART
ajema-2924	45	16	anticipate	anticipate	VERB
ajema-2924	45	17	potential	potential	ADJ
ajema-2924	45	18	risks	risk	NOUN
ajema-2924	45	19	,	,	PUNCT
ajema-2924	45	20	performance	performance	NOUN
ajema-2924	45	21	outcomes	outcome	NOUN
ajema-2924	45	22	,	,	PUNCT
ajema-2924	45	23	and	and	CCONJ
ajema-2924	45	24	delivery	delivery	NOUN
ajema-2924	45	25	bottlenecks	bottleneck	NOUN
ajema-2924	45	26	.	.	PUNCT
ajema-2924	46	1	➢	➢	NOUN
ajema-2924	46	2	applications	application	NOUN
ajema-2924	46	3	:	:	PUNCT
ajema-2924	46	4	✓	✓	ADJ
ajema-2924	46	5	sprint	sprint	ADJ
ajema-2924	46	6	success	success	NOUN
ajema-2924	46	7	forecasting	forecasting	NOUN
ajema-2924	46	8	:	:	PUNCT
ajema-2924	46	9	evaluates	evaluate	VERB
ajema-2924	46	10	current	current	ADJ
ajema-2924	46	11	sprint	sprint	NOUN
ajema-2924	46	12	progress	progress	NOUN
ajema-2924	46	13	,	,	PUNCT
ajema-2924	46	14	velocity	velocity	NOUN
ajema-2924	46	15	,	,	PUNCT
ajema-2924	46	16	and	and	CCONJ
ajema-2924	46	17	backlog	backlog	NOUN
ajema-2924	46	18	complexity	complexity	NOUN
ajema-2924	46	19	to	to	PART
ajema-2924	46	20	predict	predict	VERB
ajema-2924	46	21	successful	successful	ADJ
ajema-2924	46	22	completion	completion	NOUN
ajema-2924	46	23	.	.	PUNCT
ajema-2924	47	1	✓	✓	ADJ
ajema-2924	47	2	defect	defect	VERB
ajema-2924	47	3	risk	risk	NOUN
ajema-2924	47	4	assessment	assessment	NOUN
ajema-2924	47	5	:	:	PUNCT
ajema-2924	47	6	identifies	identify	VERB
ajema-2924	47	7	modules	module	NOUN
ajema-2924	47	8	or	or	CCONJ
ajema-2924	47	9	components	component	NOUN
ajema-2924	47	10	with	with	ADP
ajema-2924	47	11	a	a	DET
ajema-2924	47	12	high	high	ADJ
ajema-2924	47	13	probability	probability	NOUN
ajema-2924	47	14	of	of	ADP
ajema-2924	47	15	defects	defect	NOUN
ajema-2924	47	16	,	,	PUNCT
ajema-2924	47	17	enabling	enable	VERB
ajema-2924	47	18	targeted	target	VERB
ajema-2924	47	19	testing	testing	NOUN
ajema-2924	47	20	and	and	CCONJ
ajema-2924	47	21	remediation	remediation	NOUN
ajema-2924	47	22	.	.	PUNCT
ajema-2924	48	1	✓	✓	ADJ
ajema-2924	48	2	delivery	delivery	NOUN
ajema-2924	48	3	timeline	timeline	NOUN
ajema-2924	48	4	projections	projection	NOUN
ajema-2924	48	5	:	:	PUNCT
ajema-2924	48	6	generates	generate	VERB
ajema-2924	48	7	realistic	realistic	ADJ
ajema-2924	48	8	estimates	estimate	NOUN
ajema-2924	48	9	for	for	ADP
ajema-2924	48	10	feature	feature	NOUN
ajema-2924	48	11	releases	release	NOUN
ajema-2924	48	12	and	and	CCONJ
ajema-2924	48	13	milestones	milestone	NOUN
ajema-2924	48	14	,	,	PUNCT
ajema-2924	48	15	enhancing	enhance	VERB
ajema-2924	48	16	resource	resource	NOUN
ajema-2924	48	17	planning	planning	NOUN
ajema-2924	48	18	and	and	CCONJ
ajema-2924	48	19	stakeholder	stakeholder	NOUN
ajema-2924	48	20	confidence	confidence	NOUN
ajema-2924	48	21	.	.	PUNCT
ajema-2924	49	1	219	219	NUM
ajema-2924	49	2	journal	journal	NOUN
ajema-2924	49	3	of	of	ADP
ajema-2924	49	4	engineering	engineering	NOUN
ajema-2924	49	5	,	,	PUNCT
ajema-2924	49	6	mechanics	mechanic	NOUN
ajema-2924	49	7	and	and	CCONJ
ajema-2924	49	8	architecture	architecture	NOUN
ajema-2924	49	9	www	www	NOUN
ajema-2924	49	10	.	.	PUNCT
ajema-2924	50	1	grnjournal.us	grnjournal.us	X
ajema-2924	50	2	machine	machine	NOUN
ajema-2924	50	3	learning	learning	NOUN
ajema-2924	50	4	models	model	NOUN
ajema-2924	50	5	➢	➢	VERB
ajema-2924	50	6	purpose	purpose	NOUN
ajema-2924	50	7	:	:	PUNCT
ajema-2924	50	8	machine	machine	NOUN
ajema-2924	50	9	learning	learn	VERB
ajema-2924	50	10	uncovers	uncover	NOUN
ajema-2924	50	11	hidden	hide	VERB
ajema-2924	50	12	patterns	pattern	NOUN
ajema-2924	50	13	and	and	CCONJ
ajema-2924	50	14	correlations	correlation	NOUN
ajema-2924	50	15	in	in	ADP
ajema-2924	50	16	development	development	NOUN
ajema-2924	50	17	and	and	CCONJ
ajema-2924	50	18	operational	operational	ADJ
ajema-2924	50	19	data	datum	NOUN
ajema-2924	50	20	that	that	PRON
ajema-2924	50	21	humans	human	NOUN
ajema-2924	50	22	might	might	AUX
ajema-2924	50	23	overlook	overlook	VERB
ajema-2924	50	24	.	.	PUNCT
ajema-2924	51	1	➢	➢	NOUN
ajema-2924	51	2	applications	application	NOUN
ajema-2924	51	3	:	:	PUNCT
ajema-2924	51	4	✓	✓	ADJ
ajema-2924	51	5	team	team	NOUN
ajema-2924	51	6	performance	performance	NOUN
ajema-2924	51	7	optimization	optimization	NOUN
ajema-2924	51	8	:	:	PUNCT
ajema-2924	51	9	analyzes	analyze	VERB
ajema-2924	51	10	code	code	NOUN
ajema-2924	51	11	commits	commit	VERB
ajema-2924	51	12	,	,	PUNCT
ajema-2924	51	13	review	review	NOUN
ajema-2924	51	14	cycles	cycle	NOUN
ajema-2924	51	15	,	,	PUNCT
ajema-2924	51	16	and	and	CCONJ
ajema-2924	51	17	deployment	deployment	NOUN
ajema-2924	51	18	metrics	metric	NOUN
ajema-2924	51	19	to	to	PART
ajema-2924	51	20	identify	identify	VERB
ajema-2924	51	21	productivity	productivity	NOUN
ajema-2924	51	22	trends	trend	NOUN
ajema-2924	51	23	and	and	CCONJ
ajema-2924	51	24	process	process	NOUN
ajema-2924	51	25	inefficiencies	inefficiency	NOUN
ajema-2924	51	26	.	.	PUNCT
ajema-2924	52	1	✓	✓	ADJ
ajema-2924	52	2	code	code	NOUN
ajema-2924	52	3	quality	quality	NOUN
ajema-2924	52	4	monitoring	monitoring	NOUN
ajema-2924	52	5	:	:	PUNCT
ajema-2924	52	6	detects	detect	NOUN
ajema-2924	52	7	recurring	recur	VERB
ajema-2924	52	8	error	error	NOUN
ajema-2924	52	9	patterns	pattern	NOUN
ajema-2924	52	10	or	or	CCONJ
ajema-2924	52	11	potential	potential	ADJ
ajema-2924	52	12	technical	technical	ADJ
ajema-2924	52	13	debt	debt	NOUN
ajema-2924	52	14	areas	area	NOUN
ajema-2924	52	15	,	,	PUNCT
ajema-2924	52	16	guiding	guide	VERB
ajema-2924	52	17	proactive	proactive	ADJ
ajema-2924	52	18	code	code	NOUN
ajema-2924	52	19	refactoring	refactoring	NOUN
ajema-2924	52	20	.	.	PUNCT
ajema-2924	53	1	✓	✓	ADJ
ajema-2924	53	2	bug	bug	NOUN
ajema-2924	53	3	trend	trend	NOUN
ajema-2924	53	4	prediction	prediction	NOUN
ajema-2924	53	5	:	:	PUNCT
ajema-2924	53	6	recognizes	recognize	VERB
ajema-2924	53	7	recurring	recur	VERB
ajema-2924	53	8	defect	defect	NOUN
ajema-2924	53	9	types	type	NOUN
ajema-2924	53	10	and	and	CCONJ
ajema-2924	53	11	risk	risk	NOUN
ajema-2924	53	12	-	-	PUNCT
ajema-2924	53	13	prone	prone	ADJ
ajema-2924	53	14	modules	module	NOUN
ajema-2924	53	15	,	,	PUNCT
ajema-2924	53	16	supporting	support	VERB
ajema-2924	53	17	preventive	preventive	ADJ
ajema-2924	53	18	maintenance	maintenance	NOUN
ajema-2924	53	19	and	and	CCONJ
ajema-2924	53	20	risk	risk	NOUN
ajema-2924	53	21	mitigation	mitigation	NOUN
ajema-2924	53	22	strategies	strategy	NOUN
ajema-2924	53	23	.	.	PUNCT
ajema-2924	54	1	natural	natural	ADJ
ajema-2924	54	2	language	language	NOUN
ajema-2924	54	3	processing	processing	NOUN
ajema-2924	54	4	(	(	PUNCT
ajema-2924	54	5	nlp	nlp	NOUN
ajema-2924	54	6	)	)	PUNCT
ajema-2924	54	7	➢	➢	NOUN
ajema-2924	54	8	purpose	purpose	NOUN
ajema-2924	54	9	:	:	PUNCT
ajema-2924	54	10	nlp	nlp	ADJ
ajema-2924	54	11	extracts	extract	NOUN
ajema-2924	54	12	actionable	actionable	ADJ
ajema-2924	54	13	insights	insight	NOUN
ajema-2924	54	14	from	from	ADP
ajema-2924	54	15	unstructured	unstructured	ADJ
ajema-2924	54	16	textual	textual	ADJ
ajema-2924	54	17	data	datum	NOUN
ajema-2924	54	18	,	,	PUNCT
ajema-2924	54	19	such	such	ADJ
ajema-2924	54	20	as	as	ADP
ajema-2924	54	21	user	user	NOUN
ajema-2924	54	22	stories	story	NOUN
ajema-2924	54	23	,	,	PUNCT
ajema-2924	54	24	requirements	requirement	NOUN
ajema-2924	54	25	,	,	PUNCT
ajema-2924	54	26	and	and	CCONJ
ajema-2924	54	27	customer	customer	NOUN
ajema-2924	54	28	feedback	feedback	NOUN
ajema-2924	54	29	.	.	PUNCT
ajema-2924	55	1	➢	➢	NOUN
ajema-2924	55	2	applications	application	NOUN
ajema-2924	55	3	:	:	PUNCT
ajema-2924	55	4	✓	✓	ADJ
ajema-2924	55	5	requirement	requirement	NOUN
ajema-2924	55	6	and	and	CCONJ
ajema-2924	55	7	backlog	backlog	NOUN
ajema-2924	55	8	analysis	analysis	NOUN
ajema-2924	55	9	:	:	PUNCT
ajema-2924	55	10	detects	detect	NOUN
ajema-2924	55	11	ambiguities	ambiguity	NOUN
ajema-2924	55	12	,	,	PUNCT
ajema-2924	55	13	overlaps	overlap	NOUN
ajema-2924	55	14	,	,	PUNCT
ajema-2924	55	15	or	or	CCONJ
ajema-2924	55	16	inconsistencies	inconsistency	NOUN
ajema-2924	55	17	in	in	ADP
ajema-2924	55	18	user	user	NOUN
ajema-2924	55	19	stories	story	NOUN
ajema-2924	55	20	,	,	PUNCT
ajema-2924	55	21	ensuring	ensure	VERB
ajema-2924	55	22	clarity	clarity	NOUN
ajema-2924	55	23	and	and	CCONJ
ajema-2924	55	24	completeness	completeness	NOUN
ajema-2924	55	25	.	.	PUNCT
ajema-2924	56	1	✓	✓	ADJ
ajema-2924	56	2	sentiment	sentiment	NOUN
ajema-2924	56	3	and	and	CCONJ
ajema-2924	56	4	feedback	feedback	VERB
ajema-2924	56	5	analysis	analysis	NOUN
ajema-2924	56	6	:	:	PUNCT
ajema-2924	56	7	evaluates	evaluate	VERB
ajema-2924	56	8	customer	customer	NOUN
ajema-2924	56	9	feedback	feedback	NOUN
ajema-2924	56	10	and	and	CCONJ
ajema-2924	56	11	support	support	NOUN
ajema-2924	56	12	tickets	ticket	NOUN
ajema-2924	56	13	to	to	PART
ajema-2924	56	14	prioritize	prioritize	VERB
ajema-2924	56	15	features	feature	NOUN
ajema-2924	56	16	or	or	CCONJ
ajema-2924	56	17	fixes	fix	NOUN
ajema-2924	56	18	aligned	align	VERB
ajema-2924	56	19	with	with	ADP
ajema-2924	56	20	user	user	NOUN
ajema-2924	56	21	expectations	expectation	NOUN
ajema-2924	56	22	.	.	PUNCT
ajema-2924	57	1	✓	✓	ADJ
ajema-2924	57	2	backlog	backlog	NOUN
ajema-2924	57	3	refinement	refinement	NOUN
ajema-2924	57	4	:	:	PUNCT
ajema-2924	57	5	enhances	enhance	VERB
ajema-2924	57	6	decision	decision	NOUN
ajema-2924	57	7	-	-	PUNCT
ajema-2924	57	8	making	making	NOUN
ajema-2924	57	9	by	by	ADP
ajema-2924	57	10	automatically	automatically	ADV
ajema-2924	57	11	tagging	tagging	NOUN
ajema-2924	57	12	,	,	PUNCT
ajema-2924	57	13	categorizing	categorizing	NOUN
ajema-2924	57	14	,	,	PUNCT
ajema-2924	57	15	and	and	CCONJ
ajema-2924	57	16	ranking	ranking	NOUN
ajema-2924	57	17	backlog	backlog	NOUN
ajema-2924	57	18	items	item	NOUN
ajema-2924	57	19	based	base	VERB
ajema-2924	57	20	on	on	ADP
ajema-2924	57	21	urgency	urgency	NOUN
ajema-2924	57	22	,	,	PUNCT
ajema-2924	57	23	impact	impact	NOUN
ajema-2924	57	24	,	,	PUNCT
ajema-2924	57	25	or	or	CCONJ
ajema-2924	57	26	dependencies	dependency	NOUN
ajema-2924	57	27	.	.	PUNCT
ajema-2924	58	1	ai	ai	AUX
ajema-2924	58	2	-	-	PUNCT
ajema-2924	58	3	powered	power	VERB
ajema-2924	58	4	recommendation	recommendation	NOUN
ajema-2924	58	5	systems	system	NOUN
ajema-2924	58	6	➢	➢	NOUN
ajema-2924	58	7	purpose	purpose	NOUN
ajema-2924	58	8	:	:	PUNCT
ajema-2924	58	9	intelligent	intelligent	ADJ
ajema-2924	58	10	recommendation	recommendation	NOUN
ajema-2924	58	11	engines	engine	NOUN
ajema-2924	58	12	guide	guide	VERB
ajema-2924	58	13	strategic	strategic	ADJ
ajema-2924	58	14	decision	decision	NOUN
ajema-2924	58	15	-	-	PUNCT
ajema-2924	58	16	making	making	NOUN
ajema-2924	58	17	,	,	PUNCT
ajema-2924	58	18	prioritization	prioritization	NOUN
ajema-2924	58	19	,	,	PUNCT
ajema-2924	58	20	and	and	CCONJ
ajema-2924	58	21	resource	resource	NOUN
ajema-2924	58	22	allocation	allocation	NOUN
ajema-2924	58	23	within	within	ADP
ajema-2924	58	24	agile	agile	ADJ
ajema-2924	58	25	frameworks	framework	NOUN
ajema-2924	58	26	.	.	PUNCT
ajema-2924	59	1	➢	➢	NOUN
ajema-2924	59	2	applications	application	NOUN
ajema-2924	59	3	:	:	PUNCT
ajema-2924	59	4	✓	✓	ADJ
ajema-2924	59	5	suggest	suggest	VERB
ajema-2924	59	6	optimal	optimal	ADJ
ajema-2924	59	7	backlog	backlog	NOUN
ajema-2924	59	8	prioritization	prioritization	NOUN
ajema-2924	59	9	considering	consider	VERB
ajema-2924	59	10	risk	risk	NOUN
ajema-2924	59	11	,	,	PUNCT
ajema-2924	59	12	business	business	NOUN
ajema-2924	59	13	value	value	NOUN
ajema-2924	59	14	,	,	PUNCT
ajema-2924	59	15	and	and	CCONJ
ajema-2924	59	16	development	development	NOUN
ajema-2924	59	17	dependencies	dependency	NOUN
ajema-2924	59	18	.	.	PUNCT
ajema-2924	60	1	✓	✓	ADJ
ajema-2924	60	2	recommend	recommend	VERB
ajema-2924	60	3	resource	resource	NOUN
ajema-2924	60	4	allocation	allocation	NOUN
ajema-2924	60	5	to	to	PART
ajema-2924	60	6	balance	balance	NOUN
ajema-2924	60	7	team	team	NOUN
ajema-2924	60	8	workload	workload	NOUN
ajema-2924	60	9	and	and	CCONJ
ajema-2924	60	10	maximize	maximize	VERB
ajema-2924	60	11	efficiency	efficiency	NOUN
ajema-2924	60	12	.	.	PUNCT
ajema-2924	61	1	✓	✓	ADJ
ajema-2924	61	2	identify	identify	VERB
ajema-2924	61	3	critical	critical	ADJ
ajema-2924	61	4	testing	testing	NOUN
ajema-2924	61	5	,	,	PUNCT
ajema-2924	61	6	refactoring	refactoring	NOUN
ajema-2924	61	7	,	,	PUNCT
ajema-2924	61	8	or	or	CCONJ
ajema-2924	61	9	optimization	optimization	NOUN
ajema-2924	61	10	tasks	task	NOUN
ajema-2924	61	11	to	to	PART
ajema-2924	61	12	reduce	reduce	VERB
ajema-2924	61	13	defects	defect	NOUN
ajema-2924	61	14	and	and	CCONJ
ajema-2924	61	15	improve	improve	VERB
ajema-2924	61	16	release	release	NOUN
ajema-2924	61	17	quality	quality	NOUN
ajema-2924	61	18	.	.	PUNCT
ajema-2924	62	1	visualization	visualization	NOUN
ajema-2924	62	2	and	and	CCONJ
ajema-2924	62	3	dashboards	dashboard	NOUN
ajema-2924	62	4	➢	➢	VERB
ajema-2924	62	5	purpose	purpose	NOUN
ajema-2924	62	6	:	:	PUNCT
ajema-2924	62	7	ai	ai	ADJ
ajema-2924	62	8	-	-	PUNCT
ajema-2924	62	9	driven	drive	VERB
ajema-2924	62	10	visualization	visualization	NOUN
ajema-2924	62	11	tools	tool	NOUN
ajema-2924	62	12	transform	transform	VERB
ajema-2924	62	13	complex	complex	ADJ
ajema-2924	62	14	datasets	dataset	NOUN
ajema-2924	62	15	into	into	ADP
ajema-2924	62	16	intuitive	intuitive	ADJ
ajema-2924	62	17	,	,	PUNCT
ajema-2924	62	18	actionable	actionable	ADJ
ajema-2924	62	19	insights	insight	NOUN
ajema-2924	62	20	that	that	PRON
ajema-2924	62	21	support	support	VERB
ajema-2924	62	22	rapid	rapid	ADJ
ajema-2924	62	23	decision	decision	NOUN
ajema-2924	62	24	-	-	PUNCT
ajema-2924	62	25	making	making	NOUN
ajema-2924	62	26	.	.	PUNCT
ajema-2924	63	1	➢	➢	NOUN
ajema-2924	63	2	applications	application	NOUN
ajema-2924	63	3	:	:	PUNCT
ajema-2924	63	4	✓	✓	ADJ
ajema-2924	63	5	real	real	ADJ
ajema-2924	63	6	-	-	PUNCT
ajema-2924	63	7	time	time	NOUN
ajema-2924	63	8	dashboards	dashboard	NOUN
ajema-2924	63	9	highlight	highlight	VERB
ajema-2924	63	10	sprint	sprint	NOUN
ajema-2924	63	11	progress	progress	NOUN
ajema-2924	63	12	,	,	PUNCT
ajema-2924	63	13	defect	defect	VERB
ajema-2924	63	14	trends	trend	NOUN
ajema-2924	63	15	,	,	PUNCT
ajema-2924	63	16	test	test	NOUN
ajema-2924	63	17	coverage	coverage	NOUN
ajema-2924	63	18	,	,	PUNCT
ajema-2924	63	19	and	and	CCONJ
ajema-2924	63	20	team	team	NOUN
ajema-2924	63	21	performance	performance	NOUN
ajema-2924	63	22	,	,	PUNCT
ajema-2924	63	23	facilitating	facilitate	VERB
ajema-2924	63	24	transparent	transparent	ADJ
ajema-2924	63	25	and	and	CCONJ
ajema-2924	63	26	data	data	NOUN
ajema-2924	63	27	-	-	PUNCT
ajema-2924	63	28	driven	drive	VERB
ajema-2924	63	29	collaboration	collaboration	NOUN
ajema-2924	63	30	.	.	PUNCT
ajema-2924	64	1	✓	✓	ADJ
ajema-2924	64	2	interactive	interactive	ADJ
ajema-2924	64	3	analytics	analytic	NOUN
ajema-2924	64	4	enable	enable	VERB
ajema-2924	64	5	stakeholders	stakeholder	NOUN
ajema-2924	64	6	to	to	PART
ajema-2924	64	7	quickly	quickly	ADV
ajema-2924	64	8	identify	identify	VERB
ajema-2924	64	9	risks	risk	NOUN
ajema-2924	64	10	,	,	PUNCT
ajema-2924	64	11	bottlenecks	bottleneck	NOUN
ajema-2924	64	12	,	,	PUNCT
ajema-2924	64	13	and	and	CCONJ
ajema-2924	64	14	opportunities	opportunity	NOUN
ajema-2924	64	15	for	for	ADP
ajema-2924	64	16	improvement	improvement	NOUN
ajema-2924	64	17	,	,	PUNCT
ajema-2924	64	18	supporting	support	VERB
ajema-2924	64	19	agile	agile	ADJ
ajema-2924	64	20	responsiveness	responsiveness	NOUN
ajema-2924	64	21	.	.	PUNCT
ajema-2924	65	1	by	by	ADP
ajema-2924	65	2	integrating	integrate	VERB
ajema-2924	65	3	predictive	predictive	ADJ
ajema-2924	65	4	analytics	analytic	NOUN
ajema-2924	65	5	,	,	PUNCT
ajema-2924	65	6	machine	machine	NOUN
ajema-2924	65	7	learning	learning	NOUN
ajema-2924	65	8	,	,	PUNCT
ajema-2924	65	9	nlp	nlp	PROPN
ajema-2924	65	10	,	,	PUNCT
ajema-2924	65	11	ai	ai	VERB
ajema-2924	65	12	recommendation	recommendation	NOUN
ajema-2924	65	13	systems	system	NOUN
ajema-2924	65	14	,	,	PUNCT
ajema-2924	65	15	and	and	CCONJ
ajema-2924	65	16	dynamic	dynamic	ADJ
ajema-2924	65	17	visualizations	visualization	NOUN
ajema-2924	65	18	,	,	PUNCT
ajema-2924	65	19	agile	agile	ADJ
ajema-2924	65	20	teams	team	NOUN
ajema-2924	65	21	gain	gain	VERB
ajema-2924	65	22	a	a	DET
ajema-2924	65	23	comprehensive	comprehensive	ADJ
ajema-2924	65	24	,	,	PUNCT
ajema-2924	65	25	data	data	NOUN
ajema-2924	65	26	-	-	PUNCT
ajema-2924	65	27	driven	drive	VERB
ajema-2924	65	28	view	view	NOUN
ajema-2924	65	29	of	of	ADP
ajema-2924	65	30	development	development	NOUN
ajema-2924	65	31	processes	process	NOUN
ajema-2924	65	32	.	.	PUNCT
ajema-2924	66	1	this	this	PRON
ajema-2924	66	2	empowers	empower	VERB
ajema-2924	66	3	organizations	organization	NOUN
ajema-2924	66	4	to	to	PART
ajema-2924	66	5	anticipate	anticipate	VERB
ajema-2924	66	6	challenges	challenge	NOUN
ajema-2924	66	7	,	,	PUNCT
ajema-2924	66	8	optimize	optimize	VERB
ajema-2924	66	9	workflows	workflow	NOUN
ajema-2924	66	10	,	,	PUNCT
ajema-2924	66	11	and	and	CCONJ
ajema-2924	66	12	align	align	ADJ
ajema-2924	66	13	software	software	NOUN
ajema-2924	66	14	delivery	delivery	NOUN
ajema-2924	66	15	with	with	ADP
ajema-2924	66	16	strategic	strategic	ADJ
ajema-2924	66	17	business	business	NOUN
ajema-2924	66	18	goals	goal	NOUN
ajema-2924	66	19	.	.	PUNCT
ajema-2924	67	1	ultimately	ultimately	ADV
ajema-2924	67	2	,	,	PUNCT
ajema-2924	67	3	ai	ai	AUX
ajema-2924	67	4	and	and	CCONJ
ajema-2924	67	5	analytics	analytic	NOUN
ajema-2924	67	6	transform	transform	VERB
ajema-2924	67	7	agile	agile	ADJ
ajema-2924	67	8	decision	decision	NOUN
ajema-2924	67	9	-	-	PUNCT
ajema-2924	67	10	making	making	NOUN
ajema-2924	67	11	into	into	ADP
ajema-2924	67	12	a	a	DET
ajema-2924	67	13	proactive	proactive	ADJ
ajema-2924	67	14	,	,	PUNCT
ajema-2924	67	15	precise	precise	ADJ
ajema-2924	67	16	,	,	PUNCT
ajema-2924	67	17	and	and	CCONJ
ajema-2924	67	18	continuously	continuously	ADV
ajema-2924	67	19	220	220	NUM
ajema-2924	67	20	journal	journal	NOUN
ajema-2924	67	21	of	of	ADP
ajema-2924	67	22	engineering	engineering	NOUN
ajema-2924	67	23	,	,	PUNCT
ajema-2924	67	24	mechanics	mechanic	NOUN
ajema-2924	67	25	and	and	CCONJ
ajema-2924	67	26	architecture	architecture	NOUN
ajema-2924	67	27	www	www	NOUN
ajema-2924	67	28	.	.	PUNCT
ajema-2924	68	1	grnjournal.us	grnjournal.us	X
ajema-2924	68	2	improving	improve	VERB
ajema-2924	68	3	discipline	discipline	NOUN
ajema-2924	68	4	,	,	PUNCT
ajema-2924	68	5	enhancing	enhance	VERB
ajema-2924	68	6	both	both	PRON
ajema-2924	68	7	product	product	NOUN
ajema-2924	68	8	quality	quality	NOUN
ajema-2924	68	9	and	and	CCONJ
ajema-2924	68	10	organizational	organizational	ADJ
ajema-2924	68	11	agility	agility	NOUN
ajema-2924	68	12	in	in	ADP
ajema-2924	68	13	today	today	NOUN
ajema-2924	68	14	’s	’s	PART
ajema-2924	68	15	competitive	competitive	ADJ
ajema-2924	68	16	software	software	NOUN
ajema-2924	68	17	landscape	landscape	NOUN
ajema-2924	68	18	.	.	PUNCT
ajema-2924	69	1	iv	iv	X
ajema-2924	69	2	.	.	PUNCT
ajema-2924	70	1	integrating	integrate	VERB
ajema-2924	70	2	data	data	NOUN
ajema-2924	70	3	-	-	PUNCT
ajema-2924	70	4	driven	drive	VERB
ajema-2924	70	5	practices	practice	NOUN
ajema-2924	70	6	in	in	ADP
ajema-2924	70	7	agile	agile	ADJ
ajema-2924	70	8	workflows	workflow	NOUN
ajema-2924	70	9	embedding	embed	VERB
ajema-2924	70	10	data	data	NOUN
ajema-2924	70	11	-	-	PUNCT
ajema-2924	70	12	driven	drive	VERB
ajema-2924	70	13	practices	practice	NOUN
ajema-2924	70	14	into	into	ADP
ajema-2924	70	15	agile	agile	ADJ
ajema-2924	70	16	workflows	workflow	NOUN
ajema-2924	70	17	enables	enable	VERB
ajema-2924	70	18	development	development	NOUN
ajema-2924	70	19	teams	team	NOUN
ajema-2924	70	20	to	to	PART
ajema-2924	70	21	make	make	VERB
ajema-2924	70	22	evidence	evidence	NOUN
ajema-2924	70	23	-	-	PUNCT
ajema-2924	70	24	based	base	VERB
ajema-2924	70	25	decisions	decision	NOUN
ajema-2924	70	26	,	,	PUNCT
ajema-2924	70	27	optimize	optimize	NOUN
ajema-2924	70	28	performance	performance	NOUN
ajema-2924	70	29	,	,	PUNCT
ajema-2924	70	30	and	and	CCONJ
ajema-2924	70	31	continuously	continuously	ADV
ajema-2924	70	32	improve	improve	VERB
ajema-2924	70	33	software	software	NOUN
ajema-2924	70	34	quality	quality	NOUN
ajema-2924	70	35	.	.	PUNCT
ajema-2924	71	1	by	by	ADP
ajema-2924	71	2	integrating	integrate	VERB
ajema-2924	71	3	analytics	analytic	NOUN
ajema-2924	71	4	,	,	PUNCT
ajema-2924	71	5	ai	ai	VERB
ajema-2924	71	6	,	,	PUNCT
ajema-2924	71	7	and	and	CCONJ
ajema-2924	71	8	real	real	ADJ
ajema-2924	71	9	-	-	PUNCT
ajema-2924	71	10	time	time	NOUN
ajema-2924	71	11	metrics	metric	NOUN
ajema-2924	71	12	into	into	ADP
ajema-2924	71	13	every	every	DET
ajema-2924	71	14	stage	stage	NOUN
ajema-2924	71	15	of	of	ADP
ajema-2924	71	16	the	the	DET
ajema-2924	71	17	agile	agile	ADJ
ajema-2924	71	18	lifecycle	lifecycle	NOUN
ajema-2924	71	19	,	,	PUNCT
ajema-2924	71	20	organizations	organization	NOUN
ajema-2924	71	21	can	can	AUX
ajema-2924	71	22	enhance	enhance	VERB
ajema-2924	71	23	transparency	transparency	NOUN
ajema-2924	71	24	,	,	PUNCT
ajema-2924	71	25	responsiveness	responsiveness	NOUN
ajema-2924	71	26	,	,	PUNCT
ajema-2924	71	27	and	and	CCONJ
ajema-2924	71	28	strategic	strategic	ADJ
ajema-2924	71	29	alignment	alignment	NOUN
ajema-2924	71	30	.	.	PUNCT
ajema-2924	72	1	embedding	embed	VERB
ajema-2924	72	2	analytics	analytic	NOUN
ajema-2924	72	3	into	into	ADP
ajema-2924	72	4	sprint	sprint	NOUN
ajema-2924	72	5	planning	planning	NOUN
ajema-2924	72	6	and	and	CCONJ
ajema-2924	72	7	retrospectives	retrospective	NOUN
ajema-2924	72	8	➢	➢	VERB
ajema-2924	72	9	sprint	sprint	NOUN
ajema-2924	72	10	planning	planning	NOUN
ajema-2924	72	11	:	:	PUNCT
ajema-2924	72	12	leveraging	leverage	VERB
ajema-2924	72	13	historical	historical	ADJ
ajema-2924	72	14	data	datum	NOUN
ajema-2924	72	15	and	and	CCONJ
ajema-2924	72	16	ai	ai	AUX
ajema-2924	72	17	-	-	PUNCT
ajema-2924	72	18	driven	drive	VERB
ajema-2924	72	19	predictive	predictive	ADJ
ajema-2924	72	20	analytics	analytic	NOUN
ajema-2924	72	21	helps	help	VERB
ajema-2924	72	22	teams	team	NOUN
ajema-2924	72	23	estimate	estimate	VERB
ajema-2924	72	24	effort	effort	NOUN
ajema-2924	72	25	accurately	accurately	ADV
ajema-2924	72	26	,	,	PUNCT
ajema-2924	72	27	prioritize	prioritize	VERB
ajema-2924	72	28	backlog	backlog	NOUN
ajema-2924	72	29	items	item	NOUN
ajema-2924	72	30	,	,	PUNCT
ajema-2924	72	31	and	and	CCONJ
ajema-2924	72	32	allocate	allocate	VERB
ajema-2924	72	33	resources	resource	NOUN
ajema-2924	72	34	efficiently	efficiently	ADV
ajema-2924	72	35	.	.	PUNCT
ajema-2924	73	1	➢	➢	VERB
ajema-2924	73	2	retrospectives	retrospective	NOUN
ajema-2924	73	3	:	:	PUNCT
ajema-2924	73	4	analytics	analytic	NOUN
ajema-2924	73	5	tools	tool	NOUN
ajema-2924	73	6	provide	provide	VERB
ajema-2924	73	7	objective	objective	ADJ
ajema-2924	73	8	insights	insight	NOUN
ajema-2924	73	9	into	into	ADP
ajema-2924	73	10	team	team	NOUN
ajema-2924	73	11	performance	performance	NOUN
ajema-2924	73	12	,	,	PUNCT
ajema-2924	73	13	velocity	velocity	NOUN
ajema-2924	73	14	trends	trend	NOUN
ajema-2924	73	15	,	,	PUNCT
ajema-2924	73	16	defect	defect	NOUN
ajema-2924	73	17	rates	rate	NOUN
ajema-2924	73	18	,	,	PUNCT
ajema-2924	73	19	and	and	CCONJ
ajema-2924	73	20	bottlenecks	bottleneck	NOUN
ajema-2924	73	21	,	,	PUNCT
ajema-2924	73	22	enabling	enable	VERB
ajema-2924	73	23	continuous	continuous	ADJ
ajema-2924	73	24	improvement	improvement	NOUN
ajema-2924	73	25	based	base	VERB
ajema-2924	73	26	on	on	ADP
ajema-2924	73	27	evidence	evidence	NOUN
ajema-2924	73	28	rather	rather	ADV
ajema-2924	73	29	than	than	ADP
ajema-2924	73	30	intuition	intuition	NOUN
ajema-2924	73	31	.	.	PUNCT
ajema-2924	74	1	➢	➢	PROPN
ajema-2924	74	2	outcome	outcome	NOUN
ajema-2924	74	3	:	:	PUNCT
ajema-2924	74	4	sprint	sprint	NOUN
ajema-2924	74	5	planning	planning	NOUN
ajema-2924	74	6	and	and	CCONJ
ajema-2924	74	7	retrospectives	retrospective	NOUN
ajema-2924	74	8	become	become	VERB
ajema-2924	74	9	more	more	ADJ
ajema-2924	74	10	data	datum	NOUN
ajema-2924	74	11	-	-	PUNCT
ajema-2924	74	12	informed	inform	VERB
ajema-2924	74	13	,	,	PUNCT
ajema-2924	74	14	actionable	actionable	ADJ
ajema-2924	74	15	,	,	PUNCT
ajema-2924	74	16	and	and	CCONJ
ajema-2924	74	17	aligned	align	VERB
ajema-2924	74	18	with	with	ADP
ajema-2924	74	19	project	project	NOUN
ajema-2924	74	20	goals	goal	NOUN
ajema-2924	74	21	,	,	PUNCT
ajema-2924	74	22	reducing	reduce	VERB
ajema-2924	74	23	risks	risk	NOUN
ajema-2924	74	24	of	of	ADP
ajema-2924	74	25	underor	underor	NOUN
ajema-2924	74	26	over	over	ADP
ajema-2924	74	27	-	-	PUNCT
ajema-2924	74	28	commitment	commitment	NOUN
ajema-2924	74	29	.	.	PUNCT
ajema-2924	75	1	continuous	continuous	ADJ
ajema-2924	75	2	monitoring	monitoring	NOUN
ajema-2924	75	3	of	of	ADP
ajema-2924	75	4	kpis	kpis	PROPN
ajema-2924	75	5	and	and	CCONJ
ajema-2924	75	6	okrs	okrs	PROPN
ajema-2924	75	7	➢	➢	NOUN
ajema-2924	75	8	purpose	purpose	NOUN
ajema-2924	75	9	:	:	PUNCT
ajema-2924	75	10	tracking	track	VERB
ajema-2924	75	11	key	key	ADJ
ajema-2924	75	12	performance	performance	NOUN
ajema-2924	75	13	indicators	indicator	NOUN
ajema-2924	75	14	(	(	PUNCT
ajema-2924	75	15	kpis	kpis	PROPN
ajema-2924	75	16	)	)	PUNCT
ajema-2924	75	17	and	and	CCONJ
ajema-2924	75	18	objectives	objective	NOUN
ajema-2924	75	19	and	and	CCONJ
ajema-2924	75	20	key	key	ADJ
ajema-2924	75	21	results	result	NOUN
ajema-2924	75	22	(	(	PUNCT
ajema-2924	75	23	okrs	okr	NOUN
ajema-2924	75	24	)	)	PUNCT
ajema-2924	75	25	ensures	ensure	VERB
ajema-2924	75	26	that	that	SCONJ
ajema-2924	75	27	agile	agile	ADJ
ajema-2924	75	28	teams	team	NOUN
ajema-2924	75	29	maintain	maintain	VERB
ajema-2924	75	30	focus	focus	NOUN
ajema-2924	75	31	on	on	ADP
ajema-2924	75	32	critical	critical	ADJ
ajema-2924	75	33	outcomes	outcome	NOUN
ajema-2924	75	34	and	and	CCONJ
ajema-2924	75	35	business	business	NOUN
ajema-2924	75	36	value	value	NOUN
ajema-2924	75	37	.	.	PUNCT
ajema-2924	76	1	➢	➢	NOUN
ajema-2924	76	2	applications	application	NOUN
ajema-2924	76	3	:	:	PUNCT
ajema-2924	76	4	✓	✓	ADJ
ajema-2924	76	5	monitoring	monitoring	NOUN
ajema-2924	76	6	lead	lead	NOUN
ajema-2924	76	7	time	time	NOUN
ajema-2924	76	8	,	,	PUNCT
ajema-2924	76	9	cycle	cycle	NOUN
ajema-2924	76	10	time	time	NOUN
ajema-2924	76	11	,	,	PUNCT
ajema-2924	76	12	deployment	deployment	NOUN
ajema-2924	76	13	frequency	frequency	NOUN
ajema-2924	76	14	,	,	PUNCT
ajema-2924	76	15	and	and	CCONJ
ajema-2924	76	16	defect	defect	VERB
ajema-2924	76	17	density	density	NOUN
ajema-2924	76	18	to	to	PART
ajema-2924	76	19	identify	identify	VERB
ajema-2924	76	20	efficiency	efficiency	NOUN
ajema-2924	76	21	gaps	gap	NOUN
ajema-2924	76	22	.	.	PUNCT
ajema-2924	77	1	✓	✓	ADJ
ajema-2924	77	2	evaluating	evaluating	NOUN
ajema-2924	77	3	alignment	alignment	NOUN
ajema-2924	77	4	of	of	ADP
ajema-2924	77	5	development	development	NOUN
ajema-2924	77	6	efforts	effort	NOUN
ajema-2924	77	7	with	with	ADP
ajema-2924	77	8	strategic	strategic	ADJ
ajema-2924	77	9	objectives	objective	NOUN
ajema-2924	77	10	using	use	VERB
ajema-2924	77	11	okrs	okr	NOUN
ajema-2924	77	12	and	and	CCONJ
ajema-2924	77	13	progress	progress	NOUN
ajema-2924	77	14	dashboards	dashboard	NOUN
ajema-2924	77	15	.	.	PUNCT
ajema-2924	78	1	➢	➢	PROPN
ajema-2924	78	2	impact	impact	NOUN
ajema-2924	78	3	:	:	PUNCT
ajema-2924	78	4	provides	provide	VERB
ajema-2924	78	5	a	a	DET
ajema-2924	78	6	real	real	ADJ
ajema-2924	78	7	-	-	PUNCT
ajema-2924	78	8	time	time	NOUN
ajema-2924	78	9	pulse	pulse	NOUN
ajema-2924	78	10	on	on	ADP
ajema-2924	78	11	team	team	NOUN
ajema-2924	78	12	performance	performance	NOUN
ajema-2924	78	13	,	,	PUNCT
ajema-2924	78	14	enabling	enable	VERB
ajema-2924	78	15	managers	manager	NOUN
ajema-2924	78	16	and	and	CCONJ
ajema-2924	78	17	stakeholders	stakeholder	NOUN
ajema-2924	78	18	to	to	PART
ajema-2924	78	19	make	make	VERB
ajema-2924	78	20	timely	timely	ADJ
ajema-2924	78	21	interventions	intervention	NOUN
ajema-2924	78	22	and	and	CCONJ
ajema-2924	78	23	adjustments	adjustment	NOUN
ajema-2924	78	24	.	.	PUNCT
ajema-2924	79	1	ai	ai	VERB
ajema-2924	79	2	-	-	PUNCT
ajema-2924	79	3	assisted	assist	VERB
ajema-2924	79	4	code	code	NOUN
ajema-2924	79	5	review	review	NOUN
ajema-2924	79	6	and	and	CCONJ
ajema-2924	79	7	testing	testing	NOUN
ajema-2924	79	8	automation	automation	NOUN
ajema-2924	79	9	in	in	ADP
ajema-2924	79	10	ci	ci	PROPN
ajema-2924	79	11	/	/	SYM
ajema-2924	79	12	cd	cd	NOUN
ajema-2924	79	13	pipelines	pipeline	NOUN
ajema-2924	79	14	➢	➢	VERB
ajema-2924	79	15	code	code	PROPN
ajema-2924	79	16	review	review	NOUN
ajema-2924	79	17	:	:	PUNCT
ajema-2924	79	18	ai	ai	AUX
ajema-2924	79	19	models	model	NOUN
ajema-2924	79	20	analyze	analyze	VERB
ajema-2924	79	21	pull	pull	NOUN
ajema-2924	79	22	requests	request	NOUN
ajema-2924	79	23	and	and	CCONJ
ajema-2924	79	24	commits	commit	VERB
ajema-2924	79	25	to	to	PART
ajema-2924	79	26	detect	detect	VERB
ajema-2924	79	27	potential	potential	ADJ
ajema-2924	79	28	bugs	bug	NOUN
ajema-2924	79	29	,	,	PUNCT
ajema-2924	79	30	security	security	NOUN
ajema-2924	79	31	vulnerabilities	vulnerability	NOUN
ajema-2924	79	32	,	,	PUNCT
ajema-2924	79	33	or	or	CCONJ
ajema-2924	79	34	code	code	NOUN
ajema-2924	79	35	smells	smell	VERB
ajema-2924	79	36	,	,	PUNCT
ajema-2924	79	37	accelerating	accelerate	VERB
ajema-2924	79	38	the	the	DET
ajema-2924	79	39	review	review	NOUN
ajema-2924	79	40	process	process	NOUN
ajema-2924	79	41	.	.	PUNCT
ajema-2924	80	1	➢	➢	VERB
ajema-2924	80	2	automated	automate	VERB
ajema-2924	80	3	testing	testing	NOUN
ajema-2924	80	4	:	:	PUNCT
ajema-2924	80	5	ai	ai	VERB
ajema-2924	80	6	-	-	PUNCT
ajema-2924	80	7	powered	powered	ADJ
ajema-2924	80	8	testing	testing	NOUN
ajema-2924	80	9	tools	tool	NOUN
ajema-2924	80	10	generate	generate	VERB
ajema-2924	80	11	and	and	CCONJ
ajema-2924	80	12	execute	execute	VERB
ajema-2924	80	13	test	test	NOUN
ajema-2924	80	14	cases	case	NOUN
ajema-2924	80	15	,	,	PUNCT
ajema-2924	80	16	perform	perform	VERB
ajema-2924	80	17	regression	regression	NOUN
ajema-2924	80	18	analysis	analysis	NOUN
ajema-2924	80	19	,	,	PUNCT
ajema-2924	80	20	and	and	CCONJ
ajema-2924	80	21	identify	identify	VERB
ajema-2924	80	22	anomalies	anomaly	NOUN
ajema-2924	80	23	earlier	early	ADV
ajema-2924	80	24	in	in	ADP
ajema-2924	80	25	the	the	DET
ajema-2924	80	26	ci	ci	PROPN
ajema-2924	80	27	/	/	SYM
ajema-2924	80	28	cd	cd	NOUN
ajema-2924	80	29	pipeline	pipeline	NOUN
ajema-2924	80	30	.	.	PUNCT
ajema-2924	81	1	➢	➢	PROPN
ajema-2924	81	2	impact	impact	NOUN
ajema-2924	81	3	:	:	PUNCT
ajema-2924	81	4	improves	improve	VERB
ajema-2924	81	5	code	code	NOUN
ajema-2924	81	6	quality	quality	NOUN
ajema-2924	81	7	,	,	PUNCT
ajema-2924	81	8	reduces	reduce	VERB
ajema-2924	81	9	manual	manual	ADJ
ajema-2924	81	10	effort	effort	NOUN
ajema-2924	81	11	,	,	PUNCT
ajema-2924	81	12	and	and	CCONJ
ajema-2924	81	13	ensures	ensure	VERB
ajema-2924	81	14	faster	fast	ADJ
ajema-2924	81	15	,	,	PUNCT
ajema-2924	81	16	more	more	ADV
ajema-2924	81	17	reliable	reliable	ADJ
ajema-2924	81	18	deployments	deployment	NOUN
ajema-2924	81	19	without	without	ADP
ajema-2924	81	20	compromising	compromise	VERB
ajema-2924	81	21	agile	agile	ADJ
ajema-2924	81	22	speed	speed	NOUN
ajema-2924	81	23	.	.	PUNCT
ajema-2924	82	1	real	real	ADJ
ajema-2924	82	2	-	-	PUNCT
ajema-2924	82	3	time	time	NOUN
ajema-2924	82	4	feedback	feedback	NOUN
ajema-2924	82	5	loops	loop	NOUN
ajema-2924	82	6	from	from	ADP
ajema-2924	82	7	production	production	NOUN
ajema-2924	82	8	systems	system	NOUN
ajema-2924	82	9	➢	➢	NOUN
ajema-2924	82	10	purpose	purpose	NOUN
ajema-2924	82	11	:	:	PUNCT
ajema-2924	82	12	continuous	continuous	ADJ
ajema-2924	82	13	feedback	feedback	NOUN
ajema-2924	82	14	from	from	ADP
ajema-2924	82	15	live	live	ADJ
ajema-2924	82	16	production	production	NOUN
ajema-2924	82	17	systems	system	NOUN
ajema-2924	82	18	allows	allow	VERB
ajema-2924	82	19	teams	team	NOUN
ajema-2924	82	20	to	to	PART
ajema-2924	82	21	observe	observe	VERB
ajema-2924	82	22	application	application	NOUN
ajema-2924	82	23	performance	performance	NOUN
ajema-2924	82	24	,	,	PUNCT
ajema-2924	82	25	user	user	NOUN
ajema-2924	82	26	behavior	behavior	NOUN
ajema-2924	82	27	,	,	PUNCT
ajema-2924	82	28	and	and	CCONJ
ajema-2924	82	29	operational	operational	ADJ
ajema-2924	82	30	issues	issue	NOUN
ajema-2924	82	31	.	.	PUNCT
ajema-2924	83	1	➢	➢	NOUN
ajema-2924	83	2	applications	application	NOUN
ajema-2924	83	3	:	:	PUNCT
ajema-2924	83	4	✓	✓	ADJ
ajema-2924	83	5	collecting	collecting	NOUN
ajema-2924	83	6	telemetry	telemetry	NOUN
ajema-2924	83	7	,	,	PUNCT
ajema-2924	83	8	error	error	NOUN
ajema-2924	83	9	logs	log	NOUN
ajema-2924	83	10	,	,	PUNCT
ajema-2924	83	11	and	and	CCONJ
ajema-2924	83	12	usage	usage	NOUN
ajema-2924	83	13	patterns	pattern	NOUN
ajema-2924	83	14	to	to	PART
ajema-2924	83	15	identify	identify	VERB
ajema-2924	83	16	emerging	emerge	VERB
ajema-2924	83	17	issues	issue	NOUN
ajema-2924	83	18	or	or	CCONJ
ajema-2924	83	19	feature	feature	NOUN
ajema-2924	83	20	improvements	improvement	NOUN
ajema-2924	83	21	.	.	PUNCT
ajema-2924	84	1	✓	✓	ADJ
ajema-2924	84	2	feeding	feeding	NOUN
ajema-2924	84	3	insights	insight	NOUN
ajema-2924	84	4	back	back	ADV
ajema-2924	84	5	into	into	ADP
ajema-2924	84	6	backlog	backlog	NOUN
ajema-2924	84	7	prioritization	prioritization	NOUN
ajema-2924	84	8	,	,	PUNCT
ajema-2924	84	9	sprint	sprint	NOUN
ajema-2924	84	10	planning	planning	NOUN
ajema-2924	84	11	,	,	PUNCT
ajema-2924	84	12	and	and	CCONJ
ajema-2924	84	13	quality	quality	NOUN
ajema-2924	84	14	assurance	assurance	NOUN
ajema-2924	84	15	processes	process	NOUN
ajema-2924	84	16	.	.	PUNCT
ajema-2924	85	1	➢	➢	PROPN
ajema-2924	85	2	impact	impact	NOUN
ajema-2924	85	3	:	:	PUNCT
ajema-2924	85	4	enables	enable	VERB
ajema-2924	85	5	adaptive	adaptive	ADJ
ajema-2924	85	6	development	development	NOUN
ajema-2924	85	7	,	,	PUNCT
ajema-2924	85	8	ensuring	ensure	VERB
ajema-2924	85	9	that	that	SCONJ
ajema-2924	85	10	agile	agile	ADJ
ajema-2924	85	11	teams	team	NOUN
ajema-2924	85	12	respond	respond	VERB
ajema-2924	85	13	quickly	quickly	ADV
ajema-2924	85	14	to	to	ADP
ajema-2924	85	15	changing	change	VERB
ajema-2924	85	16	user	user	NOUN
ajema-2924	85	17	needs	need	NOUN
ajema-2924	85	18	and	and	CCONJ
ajema-2924	85	19	operational	operational	ADJ
ajema-2924	85	20	realities	reality	NOUN
ajema-2924	85	21	,	,	PUNCT
ajema-2924	85	22	achieving	achieve	VERB
ajema-2924	85	23	a	a	DET
ajema-2924	85	24	true	true	ADJ
ajema-2924	85	25	closed	closed	ADJ
ajema-2924	85	26	-	-	PUNCT
ajema-2924	85	27	loop	loop	NOUN
ajema-2924	85	28	,	,	PUNCT
ajema-2924	85	29	data	data	NOUN
ajema-2924	85	30	-	-	PUNCT
ajema-2924	85	31	driven	drive	VERB
ajema-2924	85	32	development	development	NOUN
ajema-2924	85	33	cycle	cycle	NOUN
ajema-2924	85	34	.	.	PUNCT
ajema-2924	86	1	221	221	NUM
ajema-2924	86	2	journal	journal	NOUN
ajema-2924	86	3	of	of	ADP
ajema-2924	86	4	engineering	engineering	NOUN
ajema-2924	86	5	,	,	PUNCT
ajema-2924	86	6	mechanics	mechanic	NOUN
ajema-2924	86	7	and	and	CCONJ
ajema-2924	86	8	architecture	architecture	NOUN
ajema-2924	86	9	www	www	NOUN
ajema-2924	86	10	.	.	PUNCT
ajema-2924	87	1	grnjournal.us	grnjournal.us	X
ajema-2924	87	2	integrating	integrate	VERB
ajema-2924	87	3	data	data	NOUN
ajema-2924	87	4	-	-	PUNCT
ajema-2924	87	5	driven	drive	VERB
ajema-2924	87	6	practices	practice	NOUN
ajema-2924	87	7	into	into	ADP
ajema-2924	87	8	agile	agile	ADJ
ajema-2924	87	9	workflows	workflow	NOUN
ajema-2924	87	10	transforms	transform	VERB
ajema-2924	87	11	software	software	NOUN
ajema-2924	87	12	development	development	NOUN
ajema-2924	87	13	into	into	ADP
ajema-2924	87	14	a	a	DET
ajema-2924	87	15	continuous	continuous	ADJ
ajema-2924	87	16	learning	learning	NOUN
ajema-2924	87	17	and	and	CCONJ
ajema-2924	87	18	improvement	improvement	NOUN
ajema-2924	87	19	system	system	NOUN
ajema-2924	87	20	.	.	PUNCT
ajema-2924	88	1	by	by	ADP
ajema-2924	88	2	combining	combine	VERB
ajema-2924	88	3	analytics	analytic	NOUN
ajema-2924	88	4	in	in	ADP
ajema-2924	88	5	planning	plan	VERB
ajema-2924	88	6	,	,	PUNCT
ajema-2924	88	7	aiassisted	aiassiste	VERB
ajema-2924	88	8	code	code	NOUN
ajema-2924	88	9	review	review	NOUN
ajema-2924	88	10	,	,	PUNCT
ajema-2924	88	11	kpi	kpi	ADJ
ajema-2924	88	12	monitoring	monitoring	NOUN
ajema-2924	88	13	,	,	PUNCT
ajema-2924	88	14	and	and	CCONJ
ajema-2924	88	15	real	real	ADJ
ajema-2924	88	16	-	-	PUNCT
ajema-2924	88	17	time	time	NOUN
ajema-2924	88	18	production	production	NOUN
ajema-2924	88	19	feedback	feedback	NOUN
ajema-2924	88	20	,	,	PUNCT
ajema-2924	88	21	organizations	organization	NOUN
ajema-2924	88	22	can	can	AUX
ajema-2924	88	23	enhance	enhance	VERB
ajema-2924	88	24	decision	decision	NOUN
ajema-2924	88	25	-	-	PUNCT
ajema-2924	88	26	making	making	NOUN
ajema-2924	88	27	,	,	PUNCT
ajema-2924	88	28	optimize	optimize	NOUN
ajema-2924	88	29	team	team	NOUN
ajema-2924	88	30	performance	performance	NOUN
ajema-2924	88	31	,	,	PUNCT
ajema-2924	88	32	and	and	CCONJ
ajema-2924	88	33	deliver	deliver	VERB
ajema-2924	88	34	higher	high	ADJ
ajema-2924	88	35	-	-	PUNCT
ajema-2924	88	36	quality	quality	NOUN
ajema-2924	88	37	software	software	NOUN
ajema-2924	88	38	faster	fast	ADV
ajema-2924	88	39	.	.	PUNCT
ajema-2924	89	1	this	this	DET
ajema-2924	89	2	integration	integration	NOUN
ajema-2924	89	3	ensures	ensure	VERB
ajema-2924	89	4	that	that	SCONJ
ajema-2924	89	5	agile	agile	ADJ
ajema-2924	89	6	processes	process	NOUN
ajema-2924	89	7	remain	remain	VERB
ajema-2924	89	8	flexible	flexible	ADJ
ajema-2924	89	9	,	,	PUNCT
ajema-2924	89	10	evidence	evidence	NOUN
ajema-2924	89	11	-	-	PUNCT
ajema-2924	89	12	based	base	VERB
ajema-2924	89	13	,	,	PUNCT
ajema-2924	89	14	and	and	CCONJ
ajema-2924	89	15	aligned	align	VERB
ajema-2924	89	16	with	with	ADP
ajema-2924	89	17	both	both	CCONJ
ajema-2924	89	18	technical	technical	ADJ
ajema-2924	89	19	and	and	CCONJ
ajema-2924	89	20	business	business	NOUN
ajema-2924	89	21	objectives	objective	NOUN
ajema-2924	89	22	,	,	PUNCT
ajema-2924	89	23	establishing	establish	VERB
ajema-2924	89	24	a	a	DET
ajema-2924	89	25	foundation	foundation	NOUN
ajema-2924	89	26	for	for	ADP
ajema-2924	89	27	sustainable	sustainable	ADJ
ajema-2924	89	28	,	,	PUNCT
ajema-2924	89	29	data	data	NOUN
ajema-2924	89	30	-	-	PUNCT
ajema-2924	89	31	driven	drive	VERB
ajema-2924	89	32	success	success	NOUN
ajema-2924	89	33	.	.	PUNCT
ajema-2924	90	1	v.	v.	ADP
ajema-2924	90	2	benefits	benefit	NOUN
ajema-2924	90	3	of	of	ADP
ajema-2924	90	4	data	data	NOUN
ajema-2924	90	5	-	-	PUNCT
ajema-2924	90	6	driven	drive	VERB
ajema-2924	90	7	decision	decision	NOUN
ajema-2924	90	8	-	-	PUNCT
ajema-2924	90	9	making	making	NOUN
ajema-2924	90	10	in	in	ADP
ajema-2924	90	11	agile	agile	ADJ
ajema-2924	90	12	incorporating	incorporate	VERB
ajema-2924	90	13	data	data	NOUN
ajema-2924	90	14	-	-	PUNCT
ajema-2924	90	15	driven	drive	VERB
ajema-2924	90	16	decision	decision	NOUN
ajema-2924	90	17	-	-	PUNCT
ajema-2924	90	18	making	making	NOUN
ajema-2924	90	19	(	(	PUNCT
ajema-2924	90	20	ddd	ddd	NOUN
ajema-2924	90	21	)	)	PUNCT
ajema-2924	90	22	into	into	ADP
ajema-2924	90	23	agile	agile	ADJ
ajema-2924	90	24	software	software	NOUN
ajema-2924	90	25	development	development	NOUN
ajema-2924	90	26	delivers	deliver	VERB
ajema-2924	90	27	tangible	tangible	ADJ
ajema-2924	90	28	improvements	improvement	NOUN
ajema-2924	90	29	across	across	ADP
ajema-2924	90	30	technical	technical	ADJ
ajema-2924	90	31	,	,	PUNCT
ajema-2924	90	32	operational	operational	ADJ
ajema-2924	90	33	,	,	PUNCT
ajema-2924	90	34	and	and	CCONJ
ajema-2924	90	35	strategic	strategic	ADJ
ajema-2924	90	36	dimensions	dimension	NOUN
ajema-2924	90	37	.	.	PUNCT
ajema-2924	91	1	by	by	ADP
ajema-2924	91	2	leveraging	leverage	VERB
ajema-2924	91	3	analytics	analytic	NOUN
ajema-2924	91	4	,	,	PUNCT
ajema-2924	91	5	ai	ai	VERB
ajema-2924	91	6	,	,	PUNCT
ajema-2924	91	7	and	and	CCONJ
ajema-2924	91	8	real	real	ADJ
ajema-2924	91	9	-	-	PUNCT
ajema-2924	91	10	time	time	NOUN
ajema-2924	91	11	metrics	metric	NOUN
ajema-2924	91	12	,	,	PUNCT
ajema-2924	91	13	teams	team	NOUN
ajema-2924	91	14	can	can	AUX
ajema-2924	91	15	make	make	VERB
ajema-2924	91	16	smarter	smart	ADJ
ajema-2924	91	17	decisions	decision	NOUN
ajema-2924	91	18	,	,	PUNCT
ajema-2924	91	19	optimize	optimize	NOUN
ajema-2924	91	20	workflows	workflow	NOUN
ajema-2924	91	21	,	,	PUNCT
ajema-2924	91	22	and	and	CCONJ
ajema-2924	91	23	enhance	enhance	VERB
ajema-2924	91	24	the	the	DET
ajema-2924	91	25	overall	overall	ADJ
ajema-2924	91	26	quality	quality	NOUN
ajema-2924	91	27	and	and	CCONJ
ajema-2924	91	28	value	value	NOUN
ajema-2924	91	29	of	of	ADP
ajema-2924	91	30	software	software	NOUN
ajema-2924	91	31	delivery	delivery	NOUN
ajema-2924	91	32	.	.	PUNCT
ajema-2924	92	1	faster	fast	ADV
ajema-2924	92	2	and	and	CCONJ
ajema-2924	92	3	more	more	ADV
ajema-2924	92	4	accurate	accurate	ADJ
ajema-2924	92	5	decision	decision	NOUN
ajema-2924	92	6	-	-	PUNCT
ajema-2924	92	7	making	making	NOUN
ajema-2924	92	8	in	in	ADP
ajema-2924	92	9	sprint	sprint	ADJ
ajema-2924	92	10	planning	planning	NOUN
ajema-2924	92	11	➢	➢	NOUN
ajema-2924	92	12	benefit	benefit	NOUN
ajema-2924	92	13	:	:	PUNCT
ajema-2924	92	14	data	data	NOUN
ajema-2924	92	15	-	-	PUNCT
ajema-2924	92	16	driven	drive	VERB
ajema-2924	92	17	insights	insight	NOUN
ajema-2924	92	18	enable	enable	VERB
ajema-2924	92	19	teams	team	NOUN
ajema-2924	92	20	to	to	PART
ajema-2924	92	21	estimate	estimate	VERB
ajema-2924	92	22	effort	effort	NOUN
ajema-2924	92	23	,	,	PUNCT
ajema-2924	92	24	forecast	forecast	NOUN
ajema-2924	92	25	risks	risk	NOUN
ajema-2924	92	26	,	,	PUNCT
ajema-2924	92	27	and	and	CCONJ
ajema-2924	92	28	allocate	allocate	ADJ
ajema-2924	92	29	resources	resource	NOUN
ajema-2924	92	30	with	with	ADP
ajema-2924	92	31	precision	precision	NOUN
ajema-2924	92	32	.	.	PUNCT
ajema-2924	93	1	➢	➢	PROPN
ajema-2924	93	2	impact	impact	NOUN
ajema-2924	93	3	:	:	PUNCT
ajema-2924	93	4	reduces	reduce	VERB
ajema-2924	93	5	reliance	reliance	NOUN
ajema-2924	93	6	on	on	ADP
ajema-2924	93	7	subjective	subjective	ADJ
ajema-2924	93	8	judgment	judgment	NOUN
ajema-2924	93	9	or	or	CCONJ
ajema-2924	93	10	intuition	intuition	NOUN
ajema-2924	93	11	,	,	PUNCT
ajema-2924	93	12	allowing	allow	VERB
ajema-2924	93	13	for	for	ADP
ajema-2924	93	14	more	more	ADV
ajema-2924	93	15	realistic	realistic	ADJ
ajema-2924	93	16	sprint	sprint	ADJ
ajema-2924	93	17	commitments	commitment	NOUN
ajema-2924	93	18	and	and	CCONJ
ajema-2924	93	19	minimizing	minimize	VERB
ajema-2924	93	20	overor	overor	NOUN
ajema-2924	93	21	under	under	ADP
ajema-2924	93	22	-	-	PUNCT
ajema-2924	93	23	planning	planning	NOUN
ajema-2924	93	24	.	.	PUNCT
ajema-2924	94	1	reduced	reduce	VERB
ajema-2924	94	2	defect	defect	NOUN
ajema-2924	94	3	rates	rate	NOUN
ajema-2924	94	4	and	and	CCONJ
ajema-2924	94	5	improved	improved	ADJ
ajema-2924	94	6	software	software	NOUN
ajema-2924	94	7	quality	quality	NOUN
ajema-2924	94	8	➢	➢	NOUN
ajema-2924	94	9	benefit	benefit	NOUN
ajema-2924	94	10	:	:	PUNCT
ajema-2924	94	11	continuous	continuous	ADJ
ajema-2924	94	12	monitoring	monitoring	NOUN
ajema-2924	94	13	of	of	ADP
ajema-2924	94	14	code	code	NOUN
ajema-2924	94	15	quality	quality	NOUN
ajema-2924	94	16	,	,	PUNCT
ajema-2924	94	17	automated	automate	VERB
ajema-2924	94	18	testing	testing	NOUN
ajema-2924	94	19	,	,	PUNCT
ajema-2924	94	20	and	and	CCONJ
ajema-2924	94	21	predictive	predictive	ADJ
ajema-2924	94	22	defect	defect	NOUN
ajema-2924	94	23	analysis	analysis	NOUN
ajema-2924	94	24	help	help	NOUN
ajema-2924	94	25	identify	identify	VERB
ajema-2924	94	26	vulnerabilities	vulnerability	NOUN
ajema-2924	94	27	and	and	CCONJ
ajema-2924	94	28	errors	error	NOUN
ajema-2924	94	29	earlier	early	ADV
ajema-2924	94	30	in	in	ADP
ajema-2924	94	31	the	the	DET
ajema-2924	94	32	development	development	NOUN
ajema-2924	94	33	lifecycle	lifecycle	NOUN
ajema-2924	94	34	.	.	PUNCT
ajema-2924	95	1	➢	➢	PROPN
ajema-2924	95	2	impact	impact	NOUN
ajema-2924	95	3	:	:	PUNCT
ajema-2924	95	4	early	early	ADJ
ajema-2924	95	5	detection	detection	NOUN
ajema-2924	95	6	and	and	CCONJ
ajema-2924	95	7	remediation	remediation	NOUN
ajema-2924	95	8	of	of	ADP
ajema-2924	95	9	defects	defect	NOUN
ajema-2924	95	10	lead	lead	VERB
ajema-2924	95	11	to	to	ADP
ajema-2924	95	12	higher	high	ADJ
ajema-2924	95	13	-	-	PUNCT
ajema-2924	95	14	quality	quality	NOUN
ajema-2924	95	15	releases	release	NOUN
ajema-2924	95	16	,	,	PUNCT
ajema-2924	95	17	reduced	reduced	ADJ
ajema-2924	95	18	rework	rework	NOUN
ajema-2924	95	19	,	,	PUNCT
ajema-2924	95	20	and	and	CCONJ
ajema-2924	95	21	lower	low	ADJ
ajema-2924	95	22	technical	technical	ADJ
ajema-2924	95	23	debt	debt	NOUN
ajema-2924	95	24	,	,	PUNCT
ajema-2924	95	25	ensuring	ensure	VERB
ajema-2924	95	26	more	more	ADV
ajema-2924	95	27	robust	robust	ADJ
ajema-2924	95	28	and	and	CCONJ
ajema-2924	95	29	reliable	reliable	ADJ
ajema-2924	95	30	software	software	NOUN
ajema-2924	95	31	.	.	PUNCT
ajema-2924	96	1	enhanced	enhance	VERB
ajema-2924	96	2	predictability	predictability	NOUN
ajema-2924	96	3	of	of	ADP
ajema-2924	96	4	delivery	delivery	NOUN
ajema-2924	96	5	timelines	timeline	NOUN
ajema-2924	96	6	➢	➢	VERB
ajema-2924	96	7	benefit	benefit	NOUN
ajema-2924	96	8	:	:	PUNCT
ajema-2924	97	1	predictive	predictive	ADJ
ajema-2924	97	2	analytics	analytic	NOUN
ajema-2924	97	3	and	and	CCONJ
ajema-2924	97	4	historical	historical	ADJ
ajema-2924	97	5	performance	performance	NOUN
ajema-2924	97	6	data	datum	NOUN
ajema-2924	97	7	allow	allow	VERB
ajema-2924	97	8	teams	team	NOUN
ajema-2924	97	9	to	to	PART
ajema-2924	97	10	anticipate	anticipate	VERB
ajema-2924	97	11	bottlenecks	bottleneck	NOUN
ajema-2924	97	12	,	,	PUNCT
ajema-2924	97	13	forecast	forecast	VERB
ajema-2924	97	14	completion	completion	NOUN
ajema-2924	97	15	dates	date	NOUN
ajema-2924	97	16	,	,	PUNCT
ajema-2924	97	17	and	and	CCONJ
ajema-2924	97	18	manage	manage	VERB
ajema-2924	97	19	dependencies	dependency	NOUN
ajema-2924	97	20	effectively	effectively	ADV
ajema-2924	97	21	.	.	PUNCT
ajema-2924	98	1	➢	➢	PROPN
ajema-2924	98	2	impact	impact	NOUN
ajema-2924	98	3	:	:	PUNCT
ajema-2924	98	4	stakeholders	stakeholder	NOUN
ajema-2924	98	5	gain	gain	VERB
ajema-2924	98	6	greater	great	ADJ
ajema-2924	98	7	confidence	confidence	NOUN
ajema-2924	98	8	in	in	ADP
ajema-2924	98	9	delivery	delivery	NOUN
ajema-2924	98	10	timelines	timeline	NOUN
ajema-2924	98	11	,	,	PUNCT
ajema-2924	98	12	enabling	enable	VERB
ajema-2924	98	13	better	well	ADJ
ajema-2924	98	14	planning	planning	NOUN
ajema-2924	98	15	,	,	PUNCT
ajema-2924	98	16	resource	resource	NOUN
ajema-2924	98	17	allocation	allocation	NOUN
ajema-2924	98	18	,	,	PUNCT
ajema-2924	98	19	and	and	CCONJ
ajema-2924	98	20	alignment	alignment	NOUN
ajema-2924	98	21	with	with	ADP
ajema-2924	98	22	business	business	NOUN
ajema-2924	98	23	objectives	objective	NOUN
ajema-2924	98	24	.	.	PUNCT
ajema-2924	99	1	data	datum	NOUN
ajema-2924	99	2	-	-	PUNCT
ajema-2924	99	3	backed	back	VERB
ajema-2924	99	4	prioritization	prioritization	NOUN
ajema-2924	99	5	leading	lead	VERB
ajema-2924	99	6	to	to	ADP
ajema-2924	99	7	higher	high	ADJ
ajema-2924	99	8	customer	customer	NOUN
ajema-2924	99	9	satisfaction	satisfaction	NOUN
ajema-2924	99	10	➢	➢	NOUN
ajema-2924	99	11	benefit	benefit	NOUN
ajema-2924	99	12	:	:	PUNCT
ajema-2924	99	13	ai	ai	VERB
ajema-2924	99	14	-	-	PUNCT
ajema-2924	99	15	assisted	assist	VERB
ajema-2924	99	16	backlog	backlog	NOUN
ajema-2924	99	17	prioritization	prioritization	NOUN
ajema-2924	99	18	and	and	CCONJ
ajema-2924	99	19	analysis	analysis	NOUN
ajema-2924	99	20	of	of	ADP
ajema-2924	99	21	user	user	NOUN
ajema-2924	99	22	feedback	feedback	NOUN
ajema-2924	99	23	ensure	ensure	VERB
ajema-2924	99	24	that	that	SCONJ
ajema-2924	99	25	features	feature	VERB
ajema-2924	99	26	delivering	deliver	VERB
ajema-2924	99	27	the	the	DET
ajema-2924	99	28	highest	high	ADJ
ajema-2924	99	29	value	value	NOUN
ajema-2924	99	30	are	be	AUX
ajema-2924	99	31	implemented	implement	VERB
ajema-2924	99	32	first	first	ADV
ajema-2924	99	33	.	.	PUNCT
ajema-2924	100	1	➢	➢	PROPN
ajema-2924	100	2	impact	impact	NOUN
ajema-2924	100	3	:	:	PUNCT
ajema-2924	100	4	aligns	align	VERB
ajema-2924	100	5	development	development	NOUN
ajema-2924	100	6	efforts	effort	NOUN
ajema-2924	100	7	with	with	ADP
ajema-2924	100	8	actual	actual	ADJ
ajema-2924	100	9	customer	customer	NOUN
ajema-2924	100	10	needs	need	NOUN
ajema-2924	100	11	,	,	PUNCT
ajema-2924	100	12	resulting	result	VERB
ajema-2924	100	13	in	in	ADP
ajema-2924	100	14	increased	increase	VERB
ajema-2924	100	15	user	user	NOUN
ajema-2924	100	16	satisfaction	satisfaction	NOUN
ajema-2924	100	17	,	,	PUNCT
ajema-2924	100	18	engagement	engagement	NOUN
ajema-2924	100	19	,	,	PUNCT
ajema-2924	100	20	and	and	CCONJ
ajema-2924	100	21	business	business	NOUN
ajema-2924	100	22	value	value	NOUN
ajema-2924	100	23	realization	realization	NOUN
ajema-2924	100	24	.	.	PUNCT
ajema-2924	101	1	scalability	scalability	NOUN
ajema-2924	101	2	of	of	ADP
ajema-2924	101	3	agile	agile	ADJ
ajema-2924	101	4	practices	practice	NOUN
ajema-2924	101	5	across	across	ADP
ajema-2924	101	6	large	large	ADJ
ajema-2924	101	7	,	,	PUNCT
ajema-2924	101	8	distributed	distributed	ADJ
ajema-2924	101	9	teams	team	NOUN
ajema-2924	101	10	➢	➢	VERB
ajema-2924	101	11	benefit	benefit	NOUN
ajema-2924	101	12	:	:	PUNCT
ajema-2924	101	13	analytics	analytic	NOUN
ajema-2924	101	14	and	and	CCONJ
ajema-2924	101	15	ai	ai	VERB
ajema-2924	101	16	tools	tool	NOUN
ajema-2924	101	17	provide	provide	VERB
ajema-2924	101	18	visibility	visibility	NOUN
ajema-2924	101	19	and	and	CCONJ
ajema-2924	101	20	coordination	coordination	NOUN
ajema-2924	101	21	across	across	ADP
ajema-2924	101	22	geographically	geographically	ADV
ajema-2924	101	23	distributed	distribute	VERB
ajema-2924	101	24	teams	team	NOUN
ajema-2924	101	25	,	,	PUNCT
ajema-2924	101	26	supporting	support	VERB
ajema-2924	101	27	consistent	consistent	ADJ
ajema-2924	101	28	practices	practice	NOUN
ajema-2924	101	29	and	and	CCONJ
ajema-2924	101	30	performance	performance	NOUN
ajema-2924	101	31	monitoring	monitoring	NOUN
ajema-2924	101	32	.	.	PUNCT
ajema-2924	102	1	➢	➢	PROPN
ajema-2924	102	2	impact	impact	NOUN
ajema-2924	102	3	:	:	PUNCT
ajema-2924	102	4	facilitates	facilitate	VERB
ajema-2924	102	5	scaling	scale	VERB
ajema-2924	102	6	agile	agile	ADJ
ajema-2924	102	7	at	at	ADP
ajema-2924	102	8	enterprise	enterprise	NOUN
ajema-2924	102	9	levels	level	NOUN
ajema-2924	102	10	,	,	PUNCT
ajema-2924	102	11	ensuring	ensure	VERB
ajema-2924	102	12	cohesive	cohesive	ADJ
ajema-2924	102	13	collaboration	collaboration	NOUN
ajema-2924	102	14	,	,	PUNCT
ajema-2924	102	15	uniform	uniform	ADJ
ajema-2924	102	16	quality	quality	NOUN
ajema-2924	102	17	standards	standard	NOUN
ajema-2924	102	18	,	,	PUNCT
ajema-2924	102	19	and	and	CCONJ
ajema-2924	102	20	synchronized	synchronize	VERB
ajema-2924	102	21	delivery	delivery	NOUN
ajema-2924	102	22	across	across	ADP
ajema-2924	102	23	multiple	multiple	ADJ
ajema-2924	102	24	teams	team	NOUN
ajema-2924	102	25	and	and	CCONJ
ajema-2924	102	26	projects	project	NOUN
ajema-2924	102	27	.	.	PUNCT
ajema-2924	103	1	the	the	DET
ajema-2924	103	2	adoption	adoption	NOUN
ajema-2924	103	3	of	of	ADP
ajema-2924	103	4	data	data	NOUN
ajema-2924	103	5	-	-	PUNCT
ajema-2924	103	6	driven	drive	VERB
ajema-2924	103	7	decision	decision	NOUN
ajema-2924	103	8	-	-	PUNCT
ajema-2924	103	9	making	making	NOUN
ajema-2924	103	10	in	in	ADP
ajema-2924	103	11	agile	agile	ADJ
ajema-2924	103	12	development	development	NOUN
ajema-2924	103	13	fundamentally	fundamentally	ADV
ajema-2924	103	14	enhances	enhance	VERB
ajema-2924	103	15	the	the	DET
ajema-2924	103	16	software	software	NOUN
ajema-2924	103	17	delivery	delivery	NOUN
ajema-2924	103	18	lifecycle	lifecycle	NOUN
ajema-2924	103	19	.	.	PUNCT
ajema-2924	104	1	teams	team	NOUN
ajema-2924	104	2	achieve	achieve	VERB
ajema-2924	104	3	faster	fast	ADV
ajema-2924	104	4	,	,	PUNCT
ajema-2924	104	5	more	more	ADV
ajema-2924	104	6	informed	informed	ADJ
ajema-2924	104	7	decisions	decision	NOUN
ajema-2924	104	8	,	,	PUNCT
ajema-2924	104	9	reduce	reduce	VERB
ajema-2924	104	10	defects	defect	NOUN
ajema-2924	104	11	,	,	PUNCT
ajema-2924	104	12	improve	improve	VERB
ajema-2924	104	13	predictability	predictability	NOUN
ajema-2924	104	14	,	,	PUNCT
ajema-2924	104	15	and	and	CCONJ
ajema-2924	104	16	better	well	ADJ
ajema-2924	104	17	align	align	VERB
ajema-2924	104	18	with	with	ADP
ajema-2924	104	19	customer	customer	NOUN
ajema-2924	104	20	expectations	expectation	NOUN
ajema-2924	104	21	.	.	PUNCT
ajema-2924	105	1	moreover	moreover	ADV
ajema-2924	105	2	,	,	PUNCT
ajema-2924	105	3	ddd	ddd	PROPN
ajema-2924	105	4	supports	support	VERB
ajema-2924	105	5	the	the	DET
ajema-2924	105	6	scalability	scalability	NOUN
ajema-2924	105	7	of	of	ADP
ajema-2924	105	8	agile	agile	ADJ
ajema-2924	105	9	practices	practice	NOUN
ajema-2924	105	10	in	in	ADP
ajema-2924	105	11	complex	complex	ADJ
ajema-2924	105	12	,	,	PUNCT
ajema-2924	105	13	distributed	distributed	ADJ
ajema-2924	105	14	environments	environment	NOUN
ajema-2924	105	15	,	,	PUNCT
ajema-2924	105	16	enabling	enable	VERB
ajema-2924	105	17	organizations	organization	NOUN
ajema-2924	105	18	to	to	PART
ajema-2924	105	19	maintain	maintain	VERB
ajema-2924	105	20	high	high	ADJ
ajema-2924	105	21	performance	performance	NOUN
ajema-2924	105	22	,	,	PUNCT
ajema-2924	105	23	consistent	consistent	ADJ
ajema-2924	105	24	quality	quality	NOUN
ajema-2924	105	25	,	,	PUNCT
ajema-2924	105	26	and	and	CCONJ
ajema-2924	105	27	strategic	strategic	ADJ
ajema-2924	105	28	agility	agility	NOUN
ajema-2924	105	29	in	in	ADP
ajema-2924	105	30	a	a	DET
ajema-2924	105	31	rapidly	rapidly	ADV
ajema-2924	105	32	evolving	evolve	VERB
ajema-2924	105	33	software	software	NOUN
ajema-2924	105	34	landscape	landscape	NOUN
ajema-2924	105	35	.	.	PUNCT
ajema-2924	106	1	222	222	NUM
ajema-2924	106	2	journal	journal	NOUN
ajema-2924	106	3	of	of	ADP
ajema-2924	106	4	engineering	engineering	NOUN
ajema-2924	106	5	,	,	PUNCT
ajema-2924	106	6	mechanics	mechanic	NOUN
ajema-2924	106	7	and	and	CCONJ
ajema-2924	106	8	architecture	architecture	NOUN
ajema-2924	106	9	www	www	NOUN
ajema-2924	106	10	.	.	PUNCT
ajema-2924	107	1	grnjournal.us	grnjournal.us	X
ajema-2924	107	2	vi	vi	PROPN
ajema-2924	107	3	.	.	NOUN
ajema-2924	107	4	challenges	challenge	NOUN
ajema-2924	107	5	and	and	CCONJ
ajema-2924	107	6	limitations	limitation	NOUN
ajema-2924	107	7	while	while	SCONJ
ajema-2924	107	8	data	data	NOUN
ajema-2924	107	9	-	-	PUNCT
ajema-2924	107	10	driven	drive	VERB
ajema-2924	107	11	decision	decision	NOUN
ajema-2924	107	12	-	-	PUNCT
ajema-2924	107	13	making	making	NOUN
ajema-2924	107	14	(	(	PUNCT
ajema-2924	107	15	ddd	ddd	NOUN
ajema-2924	107	16	)	)	PUNCT
ajema-2924	107	17	offers	offer	VERB
ajema-2924	107	18	significant	significant	ADJ
ajema-2924	107	19	advantages	advantage	NOUN
ajema-2924	107	20	in	in	ADP
ajema-2924	107	21	agile	agile	ADJ
ajema-2924	107	22	software	software	NOUN
ajema-2924	107	23	development	development	NOUN
ajema-2924	107	24	,	,	PUNCT
ajema-2924	107	25	several	several	ADJ
ajema-2924	107	26	challenges	challenge	NOUN
ajema-2924	107	27	and	and	CCONJ
ajema-2924	107	28	limitations	limitation	NOUN
ajema-2924	107	29	must	must	AUX
ajema-2924	107	30	be	be	AUX
ajema-2924	107	31	considered	consider	VERB
ajema-2924	107	32	to	to	PART
ajema-2924	107	33	ensure	ensure	VERB
ajema-2924	107	34	effective	effective	ADJ
ajema-2924	107	35	adoption	adoption	NOUN
ajema-2924	107	36	and	and	CCONJ
ajema-2924	107	37	avoid	avoid	VERB
ajema-2924	107	38	potential	potential	ADJ
ajema-2924	107	39	pitfalls	pitfall	NOUN
ajema-2924	107	40	.	.	PUNCT
ajema-2924	108	1	data	datum	NOUN
ajema-2924	108	2	quality	quality	NOUN
ajema-2924	108	3	and	and	CCONJ
ajema-2924	108	4	completeness	completeness	NOUN
ajema-2924	108	5	issues	issue	NOUN
ajema-2924	108	6	➢	➢	VERB
ajema-2924	108	7	challenge	challenge	NOUN
ajema-2924	108	8	:	:	PUNCT
ajema-2924	108	9	the	the	DET
ajema-2924	108	10	accuracy	accuracy	NOUN
ajema-2924	108	11	of	of	ADP
ajema-2924	108	12	data	data	NOUN
ajema-2924	108	13	-	-	PUNCT
ajema-2924	108	14	driven	drive	VERB
ajema-2924	108	15	decisions	decision	NOUN
ajema-2924	108	16	is	be	AUX
ajema-2924	108	17	highly	highly	ADV
ajema-2924	108	18	dependent	dependent	ADJ
ajema-2924	108	19	on	on	ADP
ajema-2924	108	20	the	the	DET
ajema-2924	108	21	quality	quality	NOUN
ajema-2924	108	22	,	,	PUNCT
ajema-2924	108	23	reliability	reliability	NOUN
ajema-2924	108	24	,	,	PUNCT
ajema-2924	108	25	and	and	CCONJ
ajema-2924	108	26	completeness	completeness	NOUN
ajema-2924	108	27	of	of	ADP
ajema-2924	108	28	underlying	underlie	VERB
ajema-2924	108	29	data	datum	NOUN
ajema-2924	108	30	.	.	PUNCT
ajema-2924	109	1	incomplete	incomplete	ADJ
ajema-2924	109	2	commit	commit	VERB
ajema-2924	109	3	histories	history	NOUN
ajema-2924	109	4	,	,	PUNCT
ajema-2924	109	5	inconsistent	inconsistent	ADJ
ajema-2924	109	6	ci	ci	NOUN
ajema-2924	109	7	/	/	SYM
ajema-2924	109	8	cd	cd	NOUN
ajema-2924	109	9	metrics	metric	NOUN
ajema-2924	109	10	,	,	PUNCT
ajema-2924	109	11	or	or	CCONJ
ajema-2924	109	12	inaccurate	inaccurate	ADJ
ajema-2924	109	13	user	user	NOUN
ajema-2924	109	14	feedback	feedback	NOUN
ajema-2924	109	15	can	can	AUX
ajema-2924	109	16	lead	lead	VERB
ajema-2924	109	17	to	to	ADP
ajema-2924	109	18	misleading	mislead	VERB
ajema-2924	109	19	insights	insight	NOUN
ajema-2924	109	20	.	.	PUNCT
ajema-2924	110	1	➢	➢	PROPN
ajema-2924	110	2	impact	impact	NOUN
ajema-2924	110	3	:	:	PUNCT
ajema-2924	110	4	poor	poor	ADJ
ajema-2924	110	5	data	datum	NOUN
ajema-2924	110	6	quality	quality	NOUN
ajema-2924	110	7	may	may	AUX
ajema-2924	110	8	result	result	VERB
ajema-2924	110	9	in	in	ADP
ajema-2924	110	10	incorrect	incorrect	ADJ
ajema-2924	110	11	prioritization	prioritization	NOUN
ajema-2924	110	12	,	,	PUNCT
ajema-2924	110	13	flawed	flaw	VERB
ajema-2924	110	14	predictions	prediction	NOUN
ajema-2924	110	15	,	,	PUNCT
ajema-2924	110	16	and	and	CCONJ
ajema-2924	110	17	suboptimal	suboptimal	ADJ
ajema-2924	110	18	resource	resource	NOUN
ajema-2924	110	19	allocation	allocation	NOUN
ajema-2924	110	20	,	,	PUNCT
ajema-2924	110	21	potentially	potentially	ADV
ajema-2924	110	22	undermining	undermine	VERB
ajema-2924	110	23	trust	trust	NOUN
ajema-2924	110	24	in	in	ADP
ajema-2924	110	25	ddd	ddd	NOUN
ajema-2924	110	26	approaches	approach	NOUN
ajema-2924	110	27	.	.	PUNCT
ajema-2924	111	1	➢	➢	NOUN
ajema-2924	111	2	mitigation	mitigation	NOUN
ajema-2924	111	3	:	:	PUNCT
ajema-2924	111	4	implement	implement	VERB
ajema-2924	111	5	robust	robust	ADJ
ajema-2924	111	6	data	datum	NOUN
ajema-2924	111	7	governance	governance	NOUN
ajema-2924	111	8	practices	practice	NOUN
ajema-2924	111	9	,	,	PUNCT
ajema-2924	111	10	including	include	VERB
ajema-2924	111	11	data	datum	NOUN
ajema-2924	111	12	validation	validation	NOUN
ajema-2924	111	13	,	,	PUNCT
ajema-2924	111	14	cleaning	cleaning	NOUN
ajema-2924	111	15	,	,	PUNCT
ajema-2924	111	16	and	and	CCONJ
ajema-2924	111	17	standardized	standardized	ADJ
ajema-2924	111	18	collection	collection	NOUN
ajema-2924	111	19	,	,	PUNCT
ajema-2924	111	20	to	to	PART
ajema-2924	111	21	ensure	ensure	VERB
ajema-2924	111	22	the	the	DET
ajema-2924	111	23	integrity	integrity	NOUN
ajema-2924	111	24	of	of	ADP
ajema-2924	111	25	analytics	analytic	NOUN
ajema-2924	111	26	outputs	output	NOUN
ajema-2924	111	27	.	.	PUNCT
ajema-2924	112	1	resistance	resistance	NOUN
ajema-2924	112	2	to	to	PART
ajema-2924	112	3	change	change	VERB
ajema-2924	112	4	from	from	ADP
ajema-2924	112	5	traditional	traditional	ADJ
ajema-2924	112	6	agile	agile	ADJ
ajema-2924	112	7	teams	team	NOUN
ajema-2924	112	8	➢	➢	VERB
ajema-2924	112	9	challenge	challenge	NOUN
ajema-2924	112	10	:	:	PUNCT
ajema-2924	112	11	agile	agile	ADJ
ajema-2924	112	12	teams	team	NOUN
ajema-2924	112	13	accustomed	accustom	VERB
ajema-2924	112	14	to	to	ADP
ajema-2924	112	15	experience	experience	NOUN
ajema-2924	112	16	-	-	PUNCT
ajema-2924	112	17	based	base	VERB
ajema-2924	112	18	or	or	CCONJ
ajema-2924	112	19	intuition	intuition	NOUN
ajema-2924	112	20	-	-	PUNCT
ajema-2924	112	21	driven	drive	VERB
ajema-2924	112	22	decisionmaking	decisionmaking	NOUN
ajema-2924	112	23	may	may	AUX
ajema-2924	112	24	resist	resist	VERB
ajema-2924	112	25	adopting	adopt	VERB
ajema-2924	112	26	data	data	NOUN
ajema-2924	112	27	-	-	PUNCT
ajema-2924	112	28	driven	drive	VERB
ajema-2924	112	29	approaches	approach	NOUN
ajema-2924	112	30	.	.	PUNCT
ajema-2924	113	1	concerns	concern	NOUN
ajema-2924	113	2	about	about	ADP
ajema-2924	113	3	tool	tool	NOUN
ajema-2924	113	4	complexity	complexity	NOUN
ajema-2924	113	5	,	,	PUNCT
ajema-2924	113	6	workflow	workflow	NOUN
ajema-2924	113	7	disruption	disruption	NOUN
ajema-2924	113	8	,	,	PUNCT
ajema-2924	113	9	or	or	CCONJ
ajema-2924	113	10	loss	loss	NOUN
ajema-2924	113	11	of	of	ADP
ajema-2924	113	12	autonomy	autonomy	NOUN
ajema-2924	113	13	can	can	AUX
ajema-2924	113	14	hinder	hinder	VERB
ajema-2924	113	15	implementation	implementation	NOUN
ajema-2924	113	16	.	.	PUNCT
ajema-2924	114	1	➢	➢	PROPN
ajema-2924	114	2	impact	impact	NOUN
ajema-2924	114	3	:	:	PUNCT
ajema-2924	114	4	resistance	resistance	NOUN
ajema-2924	114	5	can	can	AUX
ajema-2924	114	6	slow	slow	VERB
ajema-2924	114	7	adoption	adoption	NOUN
ajema-2924	114	8	,	,	PUNCT
ajema-2924	114	9	reduce	reduce	VERB
ajema-2924	114	10	team	team	NOUN
ajema-2924	114	11	engagement	engagement	NOUN
ajema-2924	114	12	,	,	PUNCT
ajema-2924	114	13	and	and	CCONJ
ajema-2924	114	14	compromise	compromise	VERB
ajema-2924	114	15	the	the	DET
ajema-2924	114	16	effectiveness	effectiveness	NOUN
ajema-2924	114	17	of	of	ADP
ajema-2924	114	18	ai	ai	NOUN
ajema-2924	114	19	and	and	CCONJ
ajema-2924	114	20	analytics	analytic	NOUN
ajema-2924	114	21	integration	integration	NOUN
ajema-2924	114	22	.	.	PUNCT
ajema-2924	115	1	➢	➢	PROPN
ajema-2924	115	2	mitigation	mitigation	NOUN
ajema-2924	115	3	:	:	PUNCT
ajema-2924	115	4	promote	promote	VERB
ajema-2924	115	5	change	change	NOUN
ajema-2924	115	6	management	management	NOUN
ajema-2924	115	7	strategies	strategy	NOUN
ajema-2924	115	8	,	,	PUNCT
ajema-2924	115	9	provide	provide	VERB
ajema-2924	115	10	training	training	NOUN
ajema-2924	115	11	,	,	PUNCT
ajema-2924	115	12	and	and	CCONJ
ajema-2924	115	13	demonstrate	demonstrate	VERB
ajema-2924	115	14	clear	clear	ADJ
ajema-2924	115	15	benefits	benefit	NOUN
ajema-2924	115	16	of	of	ADP
ajema-2924	115	17	data	data	NOUN
ajema-2924	115	18	-	-	PUNCT
ajema-2924	115	19	driven	drive	VERB
ajema-2924	115	20	practices	practice	NOUN
ajema-2924	115	21	to	to	PART
ajema-2924	115	22	foster	foster	ADJ
ajema-2924	115	23	team	team	NOUN
ajema-2924	115	24	buy	buy	VERB
ajema-2924	115	25	-	-	PUNCT
ajema-2924	115	26	in	in	NOUN
ajema-2924	115	27	and	and	CCONJ
ajema-2924	115	28	cultural	cultural	ADJ
ajema-2924	115	29	alignment	alignment	NOUN
ajema-2924	115	30	.	.	PUNCT
ajema-2924	116	1	complexity	complexity	NOUN
ajema-2924	116	2	in	in	ADP
ajema-2924	116	3	integrating	integrate	VERB
ajema-2924	116	4	ai	ai	VERB
ajema-2924	116	5	tools	tool	NOUN
ajema-2924	116	6	with	with	ADP
ajema-2924	116	7	existing	exist	VERB
ajema-2924	116	8	agile	agile	ADJ
ajema-2924	116	9	toolchains	toolchain	NOUN
ajema-2924	116	10	➢	➢	NOUN
ajema-2924	116	11	challenge	challenge	NOUN
ajema-2924	116	12	:	:	PUNCT
ajema-2924	116	13	incorporating	incorporate	VERB
ajema-2924	116	14	ai	ai	NOUN
ajema-2924	116	15	and	and	CCONJ
ajema-2924	116	16	analytics	analytic	NOUN
ajema-2924	116	17	into	into	ADP
ajema-2924	116	18	agile	agile	ADJ
ajema-2924	116	19	workflows	workflow	NOUN
ajema-2924	116	20	often	often	ADV
ajema-2924	116	21	requires	require	VERB
ajema-2924	116	22	integration	integration	NOUN
ajema-2924	116	23	with	with	ADP
ajema-2924	116	24	code	code	NOUN
ajema-2924	116	25	repositories	repository	NOUN
ajema-2924	116	26	,	,	PUNCT
ajema-2924	116	27	ci	ci	NOUN
ajema-2924	116	28	/	/	SYM
ajema-2924	116	29	cd	cd	NOUN
ajema-2924	116	30	pipelines	pipeline	NOUN
ajema-2924	116	31	,	,	PUNCT
ajema-2924	116	32	issue	issue	NOUN
ajema-2924	116	33	trackers	tracker	NOUN
ajema-2924	116	34	,	,	PUNCT
ajema-2924	116	35	and	and	CCONJ
ajema-2924	116	36	monitoring	monitor	VERB
ajema-2924	116	37	systems	system	NOUN
ajema-2924	116	38	.	.	PUNCT
ajema-2924	117	1	tool	tool	NOUN
ajema-2924	117	2	incompatibilities	incompatibility	NOUN
ajema-2924	117	3	,	,	PUNCT
ajema-2924	117	4	api	api	NOUN
ajema-2924	117	5	limitations	limitation	NOUN
ajema-2924	117	6	,	,	PUNCT
ajema-2924	117	7	or	or	CCONJ
ajema-2924	117	8	inconsistent	inconsistent	ADJ
ajema-2924	117	9	data	datum	NOUN
ajema-2924	117	10	formats	format	NOUN
ajema-2924	117	11	can	can	AUX
ajema-2924	117	12	complicate	complicate	VERB
ajema-2924	117	13	deployment	deployment	NOUN
ajema-2924	117	14	.	.	PUNCT
ajema-2924	118	1	➢	➢	PROPN
ajema-2924	118	2	impact	impact	NOUN
ajema-2924	118	3	:	:	PUNCT
ajema-2924	118	4	integration	integration	NOUN
ajema-2924	118	5	challenges	challenge	NOUN
ajema-2924	118	6	may	may	AUX
ajema-2924	118	7	lead	lead	VERB
ajema-2924	118	8	to	to	ADP
ajema-2924	118	9	pipeline	pipeline	NOUN
ajema-2924	118	10	delays	delay	NOUN
ajema-2924	118	11	,	,	PUNCT
ajema-2924	118	12	incomplete	incomplete	ADJ
ajema-2924	118	13	data	datum	NOUN
ajema-2924	118	14	capture	capture	NOUN
ajema-2924	118	15	,	,	PUNCT
ajema-2924	118	16	or	or	CCONJ
ajema-2924	118	17	fragmented	fragmented	ADJ
ajema-2924	118	18	insights	insight	NOUN
ajema-2924	118	19	,	,	PUNCT
ajema-2924	118	20	reducing	reduce	VERB
ajema-2924	118	21	the	the	DET
ajema-2924	118	22	efficacy	efficacy	NOUN
ajema-2924	118	23	of	of	ADP
ajema-2924	118	24	ddd	ddd	PROPN
ajema-2924	118	25	.	.	PUNCT
ajema-2924	119	1	➢	➢	PROPN
ajema-2924	119	2	mitigation	mitigation	NOUN
ajema-2924	119	3	:	:	PUNCT
ajema-2924	119	4	adopt	adopt	VERB
ajema-2924	119	5	modular	modular	ADJ
ajema-2924	119	6	,	,	PUNCT
ajema-2924	119	7	interoperable	interoperable	ADJ
ajema-2924	119	8	ai	ai	PROPN
ajema-2924	119	9	solutions	solution	NOUN
ajema-2924	119	10	,	,	PUNCT
ajema-2924	119	11	and	and	CCONJ
ajema-2924	119	12	prioritize	prioritize	VERB
ajema-2924	119	13	seamless	seamless	ADJ
ajema-2924	119	14	integration	integration	NOUN
ajema-2924	119	15	with	with	ADP
ajema-2924	119	16	existing	exist	VERB
ajema-2924	119	17	agile	agile	ADJ
ajema-2924	119	18	platforms	platform	NOUN
ajema-2924	119	19	to	to	PART
ajema-2924	119	20	minimize	minimize	VERB
ajema-2924	119	21	disruption	disruption	NOUN
ajema-2924	119	22	.	.	PUNCT
ajema-2924	120	1	over	over	ADP
ajema-2924	120	2	-	-	PUNCT
ajema-2924	120	3	reliance	reliance	NOUN
ajema-2924	120	4	on	on	ADP
ajema-2924	120	5	ai	ai	PRON
ajema-2924	120	6	predictions	prediction	NOUN
ajema-2924	120	7	vs.	vs.	ADP
ajema-2924	120	8	human	human	ADJ
ajema-2924	120	9	judgment	judgment	NOUN
ajema-2924	120	10	➢	➢	NOUN
ajema-2924	120	11	challenge	challenge	NOUN
ajema-2924	120	12	:	:	PUNCT
ajema-2924	120	13	while	while	SCONJ
ajema-2924	120	14	ai	ai	VERB
ajema-2924	120	15	can	can	AUX
ajema-2924	120	16	provide	provide	VERB
ajema-2924	120	17	predictive	predictive	ADJ
ajema-2924	120	18	insights	insight	NOUN
ajema-2924	120	19	,	,	PUNCT
ajema-2924	120	20	anomaly	anomaly	NOUN
ajema-2924	120	21	detection	detection	NOUN
ajema-2924	120	22	,	,	PUNCT
ajema-2924	120	23	and	and	CCONJ
ajema-2924	120	24	prioritization	prioritization	NOUN
ajema-2924	120	25	recommendations	recommendation	NOUN
ajema-2924	120	26	,	,	PUNCT
ajema-2924	120	27	an	an	DET
ajema-2924	120	28	over	over	NOUN
ajema-2924	120	29	-	-	PUNCT
ajema-2924	120	30	reliance	reliance	NOUN
ajema-2924	120	31	on	on	ADP
ajema-2924	120	32	automated	automate	VERB
ajema-2924	120	33	outputs	output	NOUN
ajema-2924	120	34	may	may	AUX
ajema-2924	120	35	undermine	undermine	VERB
ajema-2924	120	36	critical	critical	ADJ
ajema-2924	120	37	human	human	ADJ
ajema-2924	120	38	judgment	judgment	NOUN
ajema-2924	120	39	.	.	PUNCT
ajema-2924	121	1	➢	➢	PROPN
ajema-2924	121	2	impact	impact	NOUN
ajema-2924	121	3	:	:	PUNCT
ajema-2924	121	4	blindly	blindly	ADV
ajema-2924	121	5	following	follow	VERB
ajema-2924	121	6	ai	ai	VERB
ajema-2924	121	7	predictions	prediction	NOUN
ajema-2924	121	8	without	without	ADP
ajema-2924	121	9	contextual	contextual	ADJ
ajema-2924	121	10	evaluation	evaluation	NOUN
ajema-2924	121	11	can	can	AUX
ajema-2924	121	12	result	result	VERB
ajema-2924	121	13	in	in	ADP
ajema-2924	121	14	misguided	misguided	ADJ
ajema-2924	121	15	decisions	decision	NOUN
ajema-2924	121	16	,	,	PUNCT
ajema-2924	121	17	overlooked	overlook	VERB
ajema-2924	121	18	edge	edge	NOUN
ajema-2924	121	19	cases	case	NOUN
ajema-2924	121	20	,	,	PUNCT
ajema-2924	121	21	or	or	CCONJ
ajema-2924	121	22	poor	poor	ADJ
ajema-2924	121	23	strategic	strategic	ADJ
ajema-2924	121	24	alignment	alignment	NOUN
ajema-2924	121	25	.	.	PUNCT
ajema-2924	122	1	➢	➢	PROPN
ajema-2924	122	2	mitigation	mitigation	NOUN
ajema-2924	122	3	:	:	PUNCT
ajema-2924	122	4	combine	combine	VERB
ajema-2924	122	5	ai	ai	AUX
ajema-2924	122	6	insights	insight	NOUN
ajema-2924	122	7	with	with	ADP
ajema-2924	122	8	human	human	ADJ
ajema-2924	122	9	expertise	expertise	NOUN
ajema-2924	122	10	,	,	PUNCT
ajema-2924	122	11	promoting	promote	VERB
ajema-2924	122	12	a	a	DET
ajema-2924	122	13	hybrid	hybrid	ADJ
ajema-2924	122	14	decisionmaking	decisionmake	VERB
ajema-2924	122	15	approach	approach	NOUN
ajema-2924	122	16	where	where	SCONJ
ajema-2924	122	17	ai	ai	VERB
ajema-2924	122	18	guides	guide	VERB
ajema-2924	122	19	analysis	analysis	NOUN
ajema-2924	122	20	but	but	CCONJ
ajema-2924	122	21	human	human	ADJ
ajema-2924	122	22	judgment	judgment	NOUN
ajema-2924	122	23	validates	validate	VERB
ajema-2924	122	24	actions	action	NOUN
ajema-2924	122	25	.	.	PUNCT
ajema-2924	123	1	vii	vii	PROPN
ajema-2924	123	2	.	.	PROPN
ajema-2924	123	3	case	case	NOUN
ajema-2924	123	4	studies	study	NOUN
ajema-2924	123	5	and	and	CCONJ
ajema-2924	123	6	industry	industry	NOUN
ajema-2924	123	7	applications	application	NOUN
ajema-2924	123	8	the	the	DET
ajema-2924	123	9	practical	practical	ADJ
ajema-2924	123	10	adoption	adoption	NOUN
ajema-2924	123	11	of	of	ADP
ajema-2924	123	12	data	data	NOUN
ajema-2924	123	13	-	-	PUNCT
ajema-2924	123	14	driven	drive	VERB
ajema-2924	123	15	decision	decision	NOUN
ajema-2924	123	16	-	-	PUNCT
ajema-2924	123	17	making	making	NOUN
ajema-2924	123	18	(	(	PUNCT
ajema-2924	123	19	ddd	ddd	NOUN
ajema-2924	123	20	)	)	PUNCT
ajema-2924	123	21	in	in	ADP
ajema-2924	123	22	agile	agile	ADJ
ajema-2924	123	23	has	have	AUX
ajema-2924	123	24	been	be	AUX
ajema-2924	123	25	demonstrated	demonstrate	VERB
ajema-2924	123	26	across	across	ADP
ajema-2924	123	27	various	various	ADJ
ajema-2924	123	28	industries	industry	NOUN
ajema-2924	123	29	,	,	PUNCT
ajema-2924	123	30	showcasing	showcase	VERB
ajema-2924	123	31	measurable	measurable	ADJ
ajema-2924	123	32	improvements	improvement	NOUN
ajema-2924	123	33	in	in	ADP
ajema-2924	123	34	software	software	NOUN
ajema-2924	123	35	quality	quality	NOUN
ajema-2924	123	36	,	,	PUNCT
ajema-2924	123	37	team	team	NOUN
ajema-2924	123	38	efficiency	efficiency	NOUN
ajema-2924	123	39	,	,	PUNCT
ajema-2924	123	40	and	and	CCONJ
ajema-2924	123	41	business	business	NOUN
ajema-2924	123	42	outcomes	outcome	NOUN
ajema-2924	123	43	.	.	PUNCT
ajema-2924	124	1	the	the	DET
ajema-2924	124	2	following	follow	VERB
ajema-2924	124	3	examples	example	NOUN
ajema-2924	124	4	illustrate	illustrate	VERB
ajema-2924	124	5	how	how	SCONJ
ajema-2924	124	6	organizations	organization	NOUN
ajema-2924	124	7	leverage	leverage	NOUN
ajema-2924	124	8	ai	ai	VERB
ajema-2924	124	9	and	and	CCONJ
ajema-2924	124	10	analytics	analytic	NOUN
ajema-2924	124	11	to	to	PART
ajema-2924	124	12	enhance	enhance	VERB
ajema-2924	124	13	agile	agile	ADJ
ajema-2924	124	14	practices	practice	NOUN
ajema-2924	124	15	:	:	PUNCT
ajema-2924	124	16	223	223	NUM
ajema-2924	124	17	journal	journal	NOUN
ajema-2924	124	18	of	of	ADP
ajema-2924	124	19	engineering	engineering	NOUN
ajema-2924	124	20	,	,	PUNCT
ajema-2924	124	21	mechanics	mechanic	NOUN
ajema-2924	124	22	and	and	CCONJ
ajema-2924	124	23	architecture	architecture	NOUN
ajema-2924	124	24	www	www	NOUN
ajema-2924	124	25	.	.	PROPN
ajema-2924	125	1	grnjournal.us	grnjournal.us	PROPN
ajema-2924	125	2	tech	tech	NOUN
ajema-2924	125	3	giants	giant	NOUN
ajema-2924	125	4	:	:	PUNCT
ajema-2924	125	5	metrics	metric	NOUN
ajema-2924	125	6	-	-	PUNCT
ajema-2924	125	7	driven	drive	VERB
ajema-2924	125	8	retrospectives	retrospective	NOUN
ajema-2924	125	9	➢	➢	VERB
ajema-2924	125	10	example	example	NOUN
ajema-2924	125	11	:	:	PUNCT
ajema-2924	125	12	spotify	spotify	NOUN
ajema-2924	125	13	employs	employ	VERB
ajema-2924	125	14	a	a	DET
ajema-2924	125	15	data	data	NOUN
ajema-2924	125	16	-	-	PUNCT
ajema-2924	125	17	driven	drive	VERB
ajema-2924	125	18	approach	approach	NOUN
ajema-2924	125	19	to	to	ADP
ajema-2924	125	20	retrospectives	retrospective	NOUN
ajema-2924	125	21	and	and	CCONJ
ajema-2924	125	22	team	team	NOUN
ajema-2924	125	23	performance	performance	NOUN
ajema-2924	125	24	evaluation	evaluation	NOUN
ajema-2924	125	25	,	,	PUNCT
ajema-2924	125	26	using	use	VERB
ajema-2924	125	27	metrics	metric	NOUN
ajema-2924	125	28	such	such	ADJ
ajema-2924	125	29	as	as	ADP
ajema-2924	125	30	sprint	sprint	NOUN
ajema-2924	125	31	velocity	velocity	NOUN
ajema-2924	125	32	,	,	PUNCT
ajema-2924	125	33	cycle	cycle	NOUN
ajema-2924	125	34	time	time	NOUN
ajema-2924	125	35	,	,	PUNCT
ajema-2924	125	36	and	and	CCONJ
ajema-2924	125	37	code	code	NOUN
ajema-2924	125	38	churn	churn	NOUN
ajema-2924	125	39	to	to	PART
ajema-2924	125	40	guide	guide	VERB
ajema-2924	125	41	process	process	NOUN
ajema-2924	125	42	improvements	improvement	NOUN
ajema-2924	125	43	.	.	PUNCT
ajema-2924	126	1	➢	➢	PROPN
ajema-2924	126	2	impact	impact	NOUN
ajema-2924	126	3	:	:	PUNCT
ajema-2924	126	4	teams	team	NOUN
ajema-2924	126	5	gain	gain	VERB
ajema-2924	126	6	objective	objective	ADJ
ajema-2924	126	7	insights	insight	NOUN
ajema-2924	126	8	into	into	ADP
ajema-2924	126	9	workflow	workflow	NOUN
ajema-2924	126	10	bottlenecks	bottleneck	NOUN
ajema-2924	126	11	,	,	PUNCT
ajema-2924	126	12	enabling	enable	VERB
ajema-2924	126	13	targeted	target	VERB
ajema-2924	126	14	interventions	intervention	NOUN
ajema-2924	126	15	that	that	PRON
ajema-2924	126	16	improve	improve	VERB
ajema-2924	126	17	sprint	sprint	NOUN
ajema-2924	126	18	predictability	predictability	NOUN
ajema-2924	126	19	and	and	CCONJ
ajema-2924	126	20	delivery	delivery	NOUN
ajema-2924	126	21	efficiency	efficiency	NOUN
ajema-2924	126	22	.	.	PUNCT
ajema-2924	127	1	➢	➢	PROPN
ajema-2924	127	2	outcome	outcome	NOUN
ajema-2924	127	3	:	:	PUNCT
ajema-2924	127	4	enhanced	enhanced	ADJ
ajema-2924	127	5	collaboration	collaboration	NOUN
ajema-2924	127	6	,	,	PUNCT
ajema-2924	127	7	faster	fast	ADJ
ajema-2924	127	8	identification	identification	NOUN
ajema-2924	127	9	of	of	ADP
ajema-2924	127	10	impediments	impediment	NOUN
ajema-2924	127	11	,	,	PUNCT
ajema-2924	127	12	and	and	CCONJ
ajema-2924	127	13	continuous	continuous	ADJ
ajema-2924	127	14	process	process	NOUN
ajema-2924	127	15	optimization	optimization	NOUN
ajema-2924	127	16	.	.	PUNCT
ajema-2924	128	1	financial	financial	ADJ
ajema-2924	128	2	services	service	NOUN
ajema-2924	128	3	:	:	PUNCT
ajema-2924	128	4	ai	ai	VERB
ajema-2924	128	5	-	-	PUNCT
ajema-2924	128	6	assisted	assist	VERB
ajema-2924	128	7	backlog	backlog	NOUN
ajema-2924	128	8	prioritization	prioritization	NOUN
ajema-2924	128	9	and	and	CCONJ
ajema-2924	128	10	risk	risk	NOUN
ajema-2924	128	11	assessment	assessment	NOUN
ajema-2924	128	12	➢	➢	NOUN
ajema-2924	128	13	example	example	NOUN
ajema-2924	128	14	:	:	PUNCT
ajema-2924	128	15	leading	lead	VERB
ajema-2924	128	16	financial	financial	ADJ
ajema-2924	128	17	institutions	institution	NOUN
ajema-2924	128	18	implement	implement	VERB
ajema-2924	128	19	ai	ai	VERB
ajema-2924	128	20	models	model	NOUN
ajema-2924	128	21	to	to	PART
ajema-2924	128	22	analyze	analyze	VERB
ajema-2924	128	23	historical	historical	ADJ
ajema-2924	128	24	incidents	incident	NOUN
ajema-2924	128	25	,	,	PUNCT
ajema-2924	128	26	customer	customer	NOUN
ajema-2924	128	27	impact	impact	NOUN
ajema-2924	128	28	,	,	PUNCT
ajema-2924	128	29	and	and	CCONJ
ajema-2924	128	30	regulatory	regulatory	ADJ
ajema-2924	128	31	compliance	compliance	NOUN
ajema-2924	128	32	requirements	requirement	NOUN
ajema-2924	128	33	for	for	ADP
ajema-2924	128	34	backlog	backlog	NOUN
ajema-2924	128	35	prioritization	prioritization	NOUN
ajema-2924	128	36	.	.	PUNCT
ajema-2924	129	1	➢	➢	PROPN
ajema-2924	129	2	impact	impact	NOUN
ajema-2924	129	3	:	:	PUNCT
ajema-2924	129	4	ai	ai	ADJ
ajema-2924	129	5	-	-	PUNCT
ajema-2924	129	6	driven	drive	VERB
ajema-2924	129	7	recommendations	recommendation	NOUN
ajema-2924	129	8	help	help	VERB
ajema-2924	129	9	teams	team	NOUN
ajema-2924	129	10	focus	focus	VERB
ajema-2924	129	11	on	on	ADP
ajema-2924	129	12	high	high	ADJ
ajema-2924	129	13	-	-	PUNCT
ajema-2924	129	14	risk	risk	NOUN
ajema-2924	129	15	,	,	PUNCT
ajema-2924	129	16	high	high	ADJ
ajema-2924	129	17	-	-	PUNCT
ajema-2924	129	18	value	value	NOUN
ajema-2924	129	19	tasks	task	NOUN
ajema-2924	129	20	,	,	PUNCT
ajema-2924	129	21	ensuring	ensure	VERB
ajema-2924	129	22	that	that	SCONJ
ajema-2924	129	23	resources	resource	NOUN
ajema-2924	129	24	are	be	AUX
ajema-2924	129	25	allocated	allocate	VERB
ajema-2924	129	26	efficiently	efficiently	ADV
ajema-2924	129	27	.	.	PUNCT
ajema-2924	130	1	➢	➢	PROPN
ajema-2924	130	2	outcome	outcome	NOUN
ajema-2924	130	3	:	:	PUNCT
ajema-2924	130	4	reduced	reduce	VERB
ajema-2924	130	5	operational	operational	ADJ
ajema-2924	130	6	risk	risk	NOUN
ajema-2924	130	7	,	,	PUNCT
ajema-2924	130	8	improved	improve	VERB
ajema-2924	130	9	feature	feature	NOUN
ajema-2924	130	10	delivery	delivery	NOUN
ajema-2924	130	11	alignment	alignment	NOUN
ajema-2924	130	12	with	with	ADP
ajema-2924	130	13	business	business	NOUN
ajema-2924	130	14	priorities	priority	NOUN
ajema-2924	130	15	,	,	PUNCT
ajema-2924	130	16	and	and	CCONJ
ajema-2924	130	17	more	more	ADV
ajema-2924	130	18	reliable	reliable	ADJ
ajema-2924	130	19	software	software	NOUN
ajema-2924	130	20	releases	release	NOUN
ajema-2924	130	21	.	.	PUNCT
ajema-2924	131	1	healthcare	healthcare	NOUN
ajema-2924	131	2	and	and	CCONJ
ajema-2924	131	3	critical	critical	ADJ
ajema-2924	131	4	systems	system	NOUN
ajema-2924	131	5	:	:	PUNCT
ajema-2924	131	6	predictive	predictive	ADJ
ajema-2924	131	7	analytics	analytic	NOUN
ajema-2924	131	8	for	for	ADP
ajema-2924	131	9	defect	defect	NOUN
ajema-2924	131	10	prevention	prevention	NOUN
ajema-2924	131	11	➢	➢	NOUN
ajema-2924	131	12	example	example	NOUN
ajema-2924	131	13	:	:	PUNCT
ajema-2924	131	14	healthcare	healthcare	NOUN
ajema-2924	131	15	software	software	NOUN
ajema-2924	131	16	providers	provider	NOUN
ajema-2924	131	17	integrate	integrate	VERB
ajema-2924	131	18	predictive	predictive	ADJ
ajema-2924	131	19	analytics	analytic	NOUN
ajema-2924	131	20	into	into	ADP
ajema-2924	131	21	agile	agile	ADJ
ajema-2924	131	22	pipelines	pipeline	NOUN
ajema-2924	131	23	to	to	PART
ajema-2924	131	24	detect	detect	VERB
ajema-2924	131	25	code	code	NOUN
ajema-2924	131	26	modules	module	NOUN
ajema-2924	131	27	likely	likely	ADJ
ajema-2924	131	28	to	to	PART
ajema-2924	131	29	contain	contain	VERB
ajema-2924	131	30	defects	defect	NOUN
ajema-2924	131	31	or	or	CCONJ
ajema-2924	131	32	vulnerabilities	vulnerability	NOUN
ajema-2924	131	33	before	before	ADP
ajema-2924	131	34	deployment	deployment	NOUN
ajema-2924	131	35	.	.	PUNCT
ajema-2924	132	1	➢	➢	PROPN
ajema-2924	132	2	impact	impact	NOUN
ajema-2924	132	3	:	:	PUNCT
ajema-2924	132	4	early	early	ADJ
ajema-2924	132	5	detection	detection	NOUN
ajema-2924	132	6	prevents	prevent	VERB
ajema-2924	132	7	critical	critical	ADJ
ajema-2924	132	8	errors	error	NOUN
ajema-2924	132	9	in	in	ADP
ajema-2924	132	10	electronic	electronic	ADJ
ajema-2924	132	11	health	health	NOUN
ajema-2924	132	12	records	record	NOUN
ajema-2924	132	13	(	(	PUNCT
ajema-2924	132	14	ehrs	ehrs	INTJ
ajema-2924	132	15	)	)	PUNCT
ajema-2924	132	16	,	,	PUNCT
ajema-2924	132	17	medical	medical	ADJ
ajema-2924	132	18	devices	device	NOUN
ajema-2924	132	19	,	,	PUNCT
ajema-2924	132	20	and	and	CCONJ
ajema-2924	132	21	patient	patient	NOUN
ajema-2924	132	22	-	-	PUNCT
ajema-2924	132	23	facing	face	VERB
ajema-2924	132	24	applications	application	NOUN
ajema-2924	132	25	.	.	PUNCT
ajema-2924	133	1	➢	➢	PROPN
ajema-2924	133	2	outcome	outcome	NOUN
ajema-2924	133	3	:	:	PUNCT
ajema-2924	133	4	fewer	few	ADJ
ajema-2924	133	5	post	post	ADJ
ajema-2924	133	6	-	-	ADJ
ajema-2924	133	7	release	release	ADJ
ajema-2924	133	8	defects	defect	NOUN
ajema-2924	133	9	,	,	PUNCT
ajema-2924	133	10	enhanced	enhance	VERB
ajema-2924	133	11	patient	patient	ADJ
ajema-2924	133	12	safety	safety	NOUN
ajema-2924	133	13	,	,	PUNCT
ajema-2924	133	14	and	and	CCONJ
ajema-2924	133	15	compliance	compliance	NOUN
ajema-2924	133	16	with	with	ADP
ajema-2924	133	17	strict	strict	ADJ
ajema-2924	133	18	regulatory	regulatory	ADJ
ajema-2924	133	19	requirements	requirement	NOUN
ajema-2924	133	20	such	such	ADJ
ajema-2924	133	21	as	as	ADP
ajema-2924	133	22	hipaa	hipaa	NOUN
ajema-2924	133	23	.	.	PUNCT
ajema-2924	134	1	lessons	lesson	NOUN
ajema-2924	134	2	learned	learn	VERB
ajema-2924	134	3	and	and	CCONJ
ajema-2924	134	4	measurable	measurable	ADJ
ajema-2924	134	5	outcomes	outcome	NOUN
ajema-2924	134	6	across	across	ADP
ajema-2924	134	7	these	these	DET
ajema-2924	134	8	industries	industry	NOUN
ajema-2924	134	9	,	,	PUNCT
ajema-2924	134	10	the	the	DET
ajema-2924	134	11	adoption	adoption	NOUN
ajema-2924	134	12	of	of	ADP
ajema-2924	134	13	data	data	NOUN
ajema-2924	134	14	-	-	PUNCT
ajema-2924	134	15	driven	drive	VERB
ajema-2924	134	16	agile	agile	ADJ
ajema-2924	134	17	practices	practice	NOUN
ajema-2924	134	18	has	have	AUX
ajema-2924	134	19	led	lead	VERB
ajema-2924	134	20	to	to	PART
ajema-2924	134	21	:	:	PUNCT
ajema-2924	134	22	➢	➢	VERB
ajema-2924	134	23	faster	fast	ADJ
ajema-2924	134	24	release	release	NOUN
ajema-2924	134	25	cycles	cycle	NOUN
ajema-2924	134	26	:	:	PUNCT
ajema-2924	134	27	continuous	continuous	ADJ
ajema-2924	134	28	insights	insight	NOUN
ajema-2924	134	29	enable	enable	VERB
ajema-2924	134	30	teams	team	NOUN
ajema-2924	134	31	to	to	PART
ajema-2924	134	32	reduce	reduce	VERB
ajema-2924	134	33	iteration	iteration	NOUN
ajema-2924	134	34	times	time	NOUN
ajema-2924	134	35	while	while	SCONJ
ajema-2924	134	36	maintaining	maintain	VERB
ajema-2924	134	37	quality	quality	NOUN
ajema-2924	134	38	.	.	PUNCT
ajema-2924	135	1	➢	➢	NOUN
ajema-2924	135	2	reduced	reduce	VERB
ajema-2924	135	3	defects	defect	NOUN
ajema-2924	135	4	and	and	CCONJ
ajema-2924	135	5	technical	technical	ADJ
ajema-2924	135	6	debt	debt	NOUN
ajema-2924	135	7	:	:	PUNCT
ajema-2924	135	8	ai	ai	VERB
ajema-2924	135	9	-	-	PUNCT
ajema-2924	135	10	assisted	assist	VERB
ajema-2924	135	11	testing	testing	NOUN
ajema-2924	135	12	and	and	CCONJ
ajema-2924	135	13	predictive	predictive	ADJ
ajema-2924	135	14	analytics	analytic	NOUN
ajema-2924	135	15	prevent	prevent	VERB
ajema-2924	135	16	issues	issue	NOUN
ajema-2924	135	17	before	before	SCONJ
ajema-2924	135	18	they	they	PRON
ajema-2924	135	19	impact	impact	VERB
ajema-2924	135	20	production	production	NOUN
ajema-2924	135	21	.	.	PUNCT
ajema-2924	136	1	➢	➢	VERB
ajema-2924	136	2	improved	improved	ADJ
ajema-2924	136	3	team	team	NOUN
ajema-2924	136	4	productivity	productivity	NOUN
ajema-2924	136	5	:	:	PUNCT
ajema-2924	136	6	data	data	NOUN
ajema-2924	136	7	-	-	PUNCT
ajema-2924	136	8	driven	drive	VERB
ajema-2924	136	9	metrics	metric	NOUN
ajema-2924	136	10	highlight	highlight	VERB
ajema-2924	136	11	bottlenecks	bottleneck	NOUN
ajema-2924	136	12	and	and	CCONJ
ajema-2924	136	13	optimize	optimize	VERB
ajema-2924	136	14	resource	resource	NOUN
ajema-2924	136	15	allocation	allocation	NOUN
ajema-2924	136	16	.	.	PUNCT
ajema-2924	137	1	➢	➢	PROPN
ajema-2924	137	2	enhanced	enhance	VERB
ajema-2924	137	3	business	business	NOUN
ajema-2924	137	4	alignment	alignment	NOUN
ajema-2924	137	5	:	:	PUNCT
ajema-2924	138	1	decisions	decision	NOUN
ajema-2924	138	2	informed	inform	VERB
ajema-2924	138	3	by	by	ADP
ajema-2924	138	4	analytics	analytic	NOUN
ajema-2924	138	5	ensure	ensure	VERB
ajema-2924	138	6	that	that	SCONJ
ajema-2924	138	7	development	development	NOUN
ajema-2924	138	8	efforts	effort	NOUN
ajema-2924	138	9	focus	focus	VERB
ajema-2924	138	10	on	on	ADP
ajema-2924	138	11	high	high	ADJ
ajema-2924	138	12	-	-	PUNCT
ajema-2924	138	13	value	value	NOUN
ajema-2924	138	14	features	feature	NOUN
ajema-2924	138	15	with	with	ADP
ajema-2924	138	16	measurable	measurable	ADJ
ajema-2924	138	17	customer	customer	NOUN
ajema-2924	138	18	impact	impact	NOUN
ajema-2924	138	19	.	.	PUNCT
ajema-2924	139	1	viii	viii	PROPN
ajema-2924	139	2	.	.	PUNCT
ajema-2924	140	1	future	future	ADJ
ajema-2924	140	2	directions	direction	NOUN
ajema-2924	140	3	as	as	ADP
ajema-2924	140	4	agile	agile	ADJ
ajema-2924	140	5	software	software	NOUN
ajema-2924	140	6	development	development	NOUN
ajema-2924	140	7	continues	continue	VERB
ajema-2924	140	8	to	to	PART
ajema-2924	140	9	evolve	evolve	VERB
ajema-2924	140	10	,	,	PUNCT
ajema-2924	140	11	the	the	DET
ajema-2924	140	12	integration	integration	NOUN
ajema-2924	140	13	of	of	ADP
ajema-2924	140	14	ai	ai	ADJ
ajema-2924	140	15	and	and	CCONJ
ajema-2924	140	16	advanced	advanced	ADJ
ajema-2924	140	17	analytics	analytic	NOUN
ajema-2924	140	18	is	be	AUX
ajema-2924	140	19	set	set	VERB
ajema-2924	140	20	to	to	PART
ajema-2924	140	21	redefine	redefine	VERB
ajema-2924	140	22	decision	decision	NOUN
ajema-2924	140	23	-	-	PUNCT
ajema-2924	140	24	making	making	NOUN
ajema-2924	140	25	,	,	PUNCT
ajema-2924	140	26	planning	planning	NOUN
ajema-2924	140	27	,	,	PUNCT
ajema-2924	140	28	and	and	CCONJ
ajema-2924	140	29	execution	execution	NOUN
ajema-2924	140	30	processes	process	NOUN
ajema-2924	140	31	.	.	PUNCT
ajema-2924	141	1	emerging	emerge	VERB
ajema-2924	141	2	technologies	technology	NOUN
ajema-2924	141	3	and	and	CCONJ
ajema-2924	141	4	methodologies	methodology	NOUN
ajema-2924	141	5	are	be	AUX
ajema-2924	141	6	enabling	enable	VERB
ajema-2924	141	7	teams	team	NOUN
ajema-2924	141	8	to	to	PART
ajema-2924	141	9	become	become	VERB
ajema-2924	141	10	more	more	ADV
ajema-2924	141	11	predictive	predictive	ADJ
ajema-2924	141	12	,	,	PUNCT
ajema-2924	141	13	adaptive	adaptive	ADJ
ajema-2924	141	14	,	,	PUNCT
ajema-2924	141	15	and	and	CCONJ
ajema-2924	141	16	collaborative	collaborative	ADJ
ajema-2924	141	17	,	,	PUNCT
ajema-2924	141	18	while	while	SCONJ
ajema-2924	141	19	maintaining	maintain	VERB
ajema-2924	141	20	the	the	DET
ajema-2924	141	21	core	core	ADJ
ajema-2924	141	22	principles	principle	NOUN
ajema-2924	141	23	of	of	ADP
ajema-2924	141	24	agile	agile	ADJ
ajema-2924	141	25	.	.	PUNCT
ajema-2924	142	1	generative	generative	PROPN
ajema-2924	142	2	ai	ai	VERB
ajema-2924	142	3	for	for	ADP
ajema-2924	142	4	automated	automate	VERB
ajema-2924	142	5	user	user	NOUN
ajema-2924	142	6	story	story	NOUN
ajema-2924	142	7	creation	creation	NOUN
ajema-2924	142	8	and	and	CCONJ
ajema-2924	142	9	backlog	backlog	NOUN
ajema-2924	142	10	management	management	NOUN
ajema-2924	142	11	➢	➢	NOUN
ajema-2924	142	12	emerging	emerge	VERB
ajema-2924	142	13	trend	trend	NOUN
ajema-2924	142	14	:	:	PUNCT
ajema-2924	142	15	generative	generative	ADJ
ajema-2924	142	16	ai	ai	PROPN
ajema-2924	142	17	models	model	NOUN
ajema-2924	142	18	can	can	AUX
ajema-2924	142	19	automatically	automatically	ADV
ajema-2924	142	20	draft	draft	VERB
ajema-2924	142	21	user	user	NOUN
ajema-2924	142	22	stories	story	NOUN
ajema-2924	142	23	,	,	PUNCT
ajema-2924	142	24	acceptance	acceptance	NOUN
ajema-2924	142	25	criteria	criterion	NOUN
ajema-2924	142	26	,	,	PUNCT
ajema-2924	142	27	and	and	CCONJ
ajema-2924	142	28	backlog	backlog	NOUN
ajema-2924	142	29	items	item	NOUN
ajema-2924	142	30	by	by	ADP
ajema-2924	142	31	analyzing	analyze	VERB
ajema-2924	142	32	requirements	requirement	NOUN
ajema-2924	142	33	,	,	PUNCT
ajema-2924	142	34	historical	historical	ADJ
ajema-2924	142	35	data	datum	NOUN
ajema-2924	142	36	,	,	PUNCT
ajema-2924	142	37	and	and	CCONJ
ajema-2924	142	38	customer	customer	NOUN
ajema-2924	142	39	feedback	feedback	NOUN
ajema-2924	142	40	.	.	PUNCT
ajema-2924	143	1	224	224	NUM
ajema-2924	143	2	journal	journal	NOUN
ajema-2924	143	3	of	of	ADP
ajema-2924	143	4	engineering	engineering	NOUN
ajema-2924	143	5	,	,	PUNCT
ajema-2924	143	6	mechanics	mechanic	NOUN
ajema-2924	143	7	and	and	CCONJ
ajema-2924	143	8	architecture	architecture	NOUN
ajema-2924	143	9	www	www	NOUN
ajema-2924	143	10	.	.	PUNCT
ajema-2924	143	11	grnjournal.us	grnjournal.us	X
ajema-2924	143	12	➢	➢	NOUN
ajema-2924	143	13	impact	impact	NOUN
ajema-2924	143	14	:	:	PUNCT
ajema-2924	143	15	reduces	reduce	VERB
ajema-2924	143	16	manual	manual	ADJ
ajema-2924	143	17	effort	effort	NOUN
ajema-2924	143	18	in	in	ADP
ajema-2924	143	19	backlog	backlog	NOUN
ajema-2924	143	20	refinement	refinement	NOUN
ajema-2924	143	21	,	,	PUNCT
ajema-2924	143	22	ensures	ensure	VERB
ajema-2924	143	23	consistency	consistency	NOUN
ajema-2924	143	24	in	in	ADP
ajema-2924	143	25	story	story	NOUN
ajema-2924	143	26	quality	quality	NOUN
ajema-2924	143	27	,	,	PUNCT
ajema-2924	143	28	and	and	CCONJ
ajema-2924	143	29	allows	allow	VERB
ajema-2924	143	30	product	product	NOUN
ajema-2924	143	31	owners	owner	NOUN
ajema-2924	143	32	to	to	PART
ajema-2924	143	33	focus	focus	VERB
ajema-2924	143	34	on	on	ADP
ajema-2924	143	35	strategic	strategic	ADJ
ajema-2924	143	36	prioritization	prioritization	NOUN
ajema-2924	143	37	.	.	PUNCT
ajema-2924	144	1	➢	➢	PROPN
ajema-2924	144	2	benefit	benefit	NOUN
ajema-2924	144	3	:	:	PUNCT
ajema-2924	144	4	accelerates	accelerate	VERB
ajema-2924	144	5	sprint	sprint	ADJ
ajema-2924	144	6	planning	planning	NOUN
ajema-2924	144	7	and	and	CCONJ
ajema-2924	144	8	enhances	enhance	VERB
ajema-2924	144	9	alignment	alignment	NOUN
ajema-2924	144	10	between	between	ADP
ajema-2924	144	11	business	business	NOUN
ajema-2924	144	12	objectives	objective	NOUN
ajema-2924	144	13	and	and	CCONJ
ajema-2924	144	14	development	development	NOUN
ajema-2924	144	15	tasks	task	NOUN
ajema-2924	144	16	.	.	PUNCT
ajema-2924	145	1	ai	ai	VERB
ajema-2924	145	2	-	-	PUNCT
ajema-2924	145	3	driven	drive	VERB
ajema-2924	145	4	scenario	scenario	NOUN
ajema-2924	145	5	simulation	simulation	NOUN
ajema-2924	145	6	for	for	ADP
ajema-2924	145	7	agile	agile	ADJ
ajema-2924	145	8	strategy	strategy	NOUN
ajema-2924	145	9	prediction	prediction	NOUN
ajema-2924	145	10	➢	➢	NOUN
ajema-2924	145	11	emerging	emerge	VERB
ajema-2924	145	12	trend	trend	NOUN
ajema-2924	145	13	:	:	PUNCT
ajema-2924	145	14	ai	ai	VERB
ajema-2924	145	15	-	-	PUNCT
ajema-2924	145	16	powered	power	VERB
ajema-2924	145	17	simulation	simulation	NOUN
ajema-2924	145	18	tools	tool	NOUN
ajema-2924	145	19	enable	enable	VERB
ajema-2924	145	20	teams	team	NOUN
ajema-2924	145	21	to	to	PART
ajema-2924	145	22	model	model	VERB
ajema-2924	145	23	“	"	PUNCT
ajema-2924	145	24	what	what	PRON
ajema-2924	145	25	-	-	PUNCT
ajema-2924	145	26	if	if	SCONJ
ajema-2924	145	27	”	"	PUNCT
ajema-2924	145	28	scenarios	scenario	NOUN
ajema-2924	145	29	,	,	PUNCT
ajema-2924	145	30	predicting	predict	VERB
ajema-2924	145	31	outcomes	outcome	NOUN
ajema-2924	145	32	of	of	ADP
ajema-2924	145	33	different	different	ADJ
ajema-2924	145	34	backlog	backlog	NOUN
ajema-2924	145	35	priorities	priority	NOUN
ajema-2924	145	36	,	,	PUNCT
ajema-2924	145	37	resource	resource	NOUN
ajema-2924	145	38	allocations	allocation	NOUN
ajema-2924	145	39	,	,	PUNCT
ajema-2924	145	40	or	or	CCONJ
ajema-2924	145	41	sprint	sprint	NOUN
ajema-2924	145	42	configurations	configuration	NOUN
ajema-2924	145	43	.	.	PUNCT
ajema-2924	146	1	➢	➢	PROPN
ajema-2924	146	2	impact	impact	NOUN
ajema-2924	146	3	:	:	PUNCT
ajema-2924	146	4	provides	provide	VERB
ajema-2924	146	5	insights	insight	NOUN
ajema-2924	146	6	into	into	ADP
ajema-2924	146	7	potential	potential	ADJ
ajema-2924	146	8	risks	risk	NOUN
ajema-2924	146	9	,	,	PUNCT
ajema-2924	146	10	bottlenecks	bottleneck	NOUN
ajema-2924	146	11	,	,	PUNCT
ajema-2924	146	12	and	and	CCONJ
ajema-2924	146	13	performance	performance	NOUN
ajema-2924	146	14	trade	trade	NOUN
ajema-2924	146	15	-	-	PUNCT
ajema-2924	146	16	offs	off	NOUN
ajema-2924	146	17	before	before	ADP
ajema-2924	146	18	implementation	implementation	NOUN
ajema-2924	146	19	.	.	PUNCT
ajema-2924	147	1	➢	➢	PROPN
ajema-2924	147	2	benefit	benefit	NOUN
ajema-2924	147	3	:	:	PUNCT
ajema-2924	147	4	facilitates	facilitate	VERB
ajema-2924	147	5	data	data	NOUN
ajema-2924	147	6	-	-	PUNCT
ajema-2924	147	7	informed	inform	VERB
ajema-2924	147	8	strategic	strategic	ADJ
ajema-2924	147	9	planning	planning	NOUN
ajema-2924	147	10	,	,	PUNCT
ajema-2924	147	11	improving	improve	VERB
ajema-2924	147	12	decision	decision	NOUN
ajema-2924	147	13	-	-	PUNCT
ajema-2924	147	14	making	making	NOUN
ajema-2924	147	15	in	in	ADP
ajema-2924	147	16	complex	complex	ADJ
ajema-2924	147	17	or	or	CCONJ
ajema-2924	147	18	high	high	ADJ
ajema-2924	147	19	-	-	PUNCT
ajema-2924	147	20	stakes	stake	NOUN
ajema-2924	147	21	agile	agile	ADJ
ajema-2924	147	22	environments	environment	NOUN
ajema-2924	147	23	.	.	PUNCT
ajema-2924	148	1	integration	integration	NOUN
ajema-2924	148	2	of	of	ADP
ajema-2924	148	3	real	real	ADJ
ajema-2924	148	4	-	-	PUNCT
ajema-2924	148	5	time	time	NOUN
ajema-2924	148	6	analytics	analytic	NOUN
ajema-2924	148	7	with	with	ADP
ajema-2924	148	8	devops	devop	NOUN
ajema-2924	148	9	pipelines	pipeline	NOUN
ajema-2924	148	10	➢	➢	VERB
ajema-2924	148	11	emerging	emerge	VERB
ajema-2924	148	12	trend	trend	NOUN
ajema-2924	148	13	:	:	PUNCT
ajema-2924	148	14	combining	combine	VERB
ajema-2924	148	15	ai	ai	VERB
ajema-2924	148	16	-	-	PUNCT
ajema-2924	148	17	driven	drive	VERB
ajema-2924	148	18	analytics	analytic	NOUN
ajema-2924	148	19	with	with	ADP
ajema-2924	148	20	ci	ci	NOUN
ajema-2924	148	21	/	/	SYM
ajema-2924	148	22	cd	cd	NOUN
ajema-2924	148	23	pipelines	pipeline	NOUN
ajema-2924	148	24	allows	allow	VERB
ajema-2924	148	25	continuous	continuous	ADJ
ajema-2924	148	26	monitoring	monitoring	NOUN
ajema-2924	148	27	of	of	ADP
ajema-2924	148	28	code	code	NOUN
ajema-2924	148	29	quality	quality	NOUN
ajema-2924	148	30	,	,	PUNCT
ajema-2924	148	31	deployment	deployment	NOUN
ajema-2924	148	32	metrics	metric	NOUN
ajema-2924	148	33	,	,	PUNCT
ajema-2924	148	34	and	and	CCONJ
ajema-2924	148	35	operational	operational	ADJ
ajema-2924	148	36	performance	performance	NOUN
ajema-2924	148	37	.	.	PUNCT
ajema-2924	149	1	➢	➢	PROPN
ajema-2924	149	2	impact	impact	NOUN
ajema-2924	149	3	:	:	PUNCT
ajema-2924	149	4	teams	team	NOUN
ajema-2924	149	5	can	can	AUX
ajema-2924	149	6	detect	detect	VERB
ajema-2924	149	7	anomalies	anomaly	NOUN
ajema-2924	149	8	,	,	PUNCT
ajema-2924	149	9	bottlenecks	bottleneck	NOUN
ajema-2924	149	10	,	,	PUNCT
ajema-2924	149	11	or	or	CCONJ
ajema-2924	149	12	defects	defect	NOUN
ajema-2924	149	13	in	in	ADP
ajema-2924	149	14	real	real	ADJ
ajema-2924	149	15	time	time	NOUN
ajema-2924	149	16	,	,	PUNCT
ajema-2924	149	17	enabling	enable	VERB
ajema-2924	149	18	proactive	proactive	ADJ
ajema-2924	149	19	intervention	intervention	NOUN
ajema-2924	149	20	without	without	ADP
ajema-2924	149	21	disrupting	disrupt	VERB
ajema-2924	149	22	agile	agile	ADJ
ajema-2924	149	23	velocity	velocity	NOUN
ajema-2924	149	24	.	.	PUNCT
ajema-2924	150	1	➢	➢	PROPN
ajema-2924	150	2	benefit	benefit	NOUN
ajema-2924	150	3	:	:	PUNCT
ajema-2924	150	4	establishes	establish	VERB
ajema-2924	150	5	a	a	DET
ajema-2924	150	6	closed	close	VERB
ajema-2924	150	7	-	-	PUNCT
ajema-2924	150	8	loop	loop	NOUN
ajema-2924	150	9	feedback	feedback	NOUN
ajema-2924	150	10	system	system	NOUN
ajema-2924	150	11	,	,	PUNCT
ajema-2924	150	12	where	where	SCONJ
ajema-2924	150	13	insights	insight	NOUN
ajema-2924	150	14	from	from	ADP
ajema-2924	150	15	production	production	NOUN
ajema-2924	150	16	environments	environment	NOUN
ajema-2924	150	17	directly	directly	ADV
ajema-2924	150	18	inform	inform	VERB
ajema-2924	150	19	development	development	NOUN
ajema-2924	150	20	decisions	decision	NOUN
ajema-2924	150	21	.	.	PUNCT
ajema-2924	151	1	evolution	evolution	NOUN
ajema-2924	151	2	of	of	ADP
ajema-2924	151	3	explainable	explainable	ADJ
ajema-2924	151	4	ai	ai	NOUN
ajema-2924	151	5	(	(	PUNCT
ajema-2924	151	6	xai	xai	PROPN
ajema-2924	151	7	)	)	PUNCT
ajema-2924	151	8	➢	➢	VERB
ajema-2924	151	9	emerging	emerge	VERB
ajema-2924	151	10	trend	trend	NOUN
ajema-2924	151	11	:	:	PUNCT
ajema-2924	151	12	explainable	explainable	ADJ
ajema-2924	151	13	ai	ai	AUX
ajema-2924	151	14	provides	provide	VERB
ajema-2924	151	15	transparent	transparent	ADJ
ajema-2924	151	16	reasoning	reasoning	NOUN
ajema-2924	151	17	behind	behind	ADP
ajema-2924	151	18	ai	ai	PROPN
ajema-2924	151	19	predictions	prediction	NOUN
ajema-2924	151	20	,	,	PUNCT
ajema-2924	151	21	ensuring	ensure	VERB
ajema-2924	151	22	that	that	SCONJ
ajema-2924	151	23	insights	insight	NOUN
ajema-2924	151	24	are	be	AUX
ajema-2924	151	25	interpretable	interpretable	ADJ
ajema-2924	151	26	by	by	ADP
ajema-2924	151	27	developers	developer	NOUN
ajema-2924	151	28	,	,	PUNCT
ajema-2924	151	29	product	product	NOUN
ajema-2924	151	30	owners	owner	NOUN
ajema-2924	151	31	,	,	PUNCT
ajema-2924	151	32	and	and	CCONJ
ajema-2924	151	33	stakeholders	stakeholder	NOUN
ajema-2924	151	34	.	.	PUNCT
ajema-2924	152	1	➢	➢	PROPN
ajema-2924	152	2	impact	impact	NOUN
ajema-2924	152	3	:	:	PUNCT
ajema-2924	152	4	increases	increase	VERB
ajema-2924	152	5	trust	trust	NOUN
ajema-2924	152	6	in	in	ADP
ajema-2924	152	7	ai	ai	ADJ
ajema-2924	152	8	-	-	PUNCT
ajema-2924	152	9	driven	drive	VERB
ajema-2924	152	10	recommendations	recommendation	NOUN
ajema-2924	152	11	,	,	PUNCT
ajema-2924	152	12	reduces	reduce	VERB
ajema-2924	152	13	skepticism	skepticism	NOUN
ajema-2924	152	14	,	,	PUNCT
ajema-2924	152	15	and	and	CCONJ
ajema-2924	152	16	enables	enable	VERB
ajema-2924	152	17	teams	team	NOUN
ajema-2924	152	18	to	to	PART
ajema-2924	152	19	validate	validate	VERB
ajema-2924	152	20	or	or	CCONJ
ajema-2924	152	21	challenge	challenge	VERB
ajema-2924	152	22	ai	ai	VERB
ajema-2924	152	23	outputs	output	NOUN
ajema-2924	152	24	.	.	PUNCT
ajema-2924	153	1	➢	➢	PROPN
ajema-2924	153	2	benefit	benefit	NOUN
ajema-2924	153	3	:	:	PUNCT
ajema-2924	153	4	supports	support	VERB
ajema-2924	153	5	a	a	DET
ajema-2924	153	6	hybrid	hybrid	ADJ
ajema-2924	153	7	decision	decision	NOUN
ajema-2924	153	8	-	-	PUNCT
ajema-2924	153	9	making	make	VERB
ajema-2924	153	10	model	model	NOUN
ajema-2924	153	11	where	where	SCONJ
ajema-2924	153	12	ai	ai	VERB
ajema-2924	153	13	complements	complement	NOUN
ajema-2924	153	14	human	human	ADJ
ajema-2924	153	15	judgment	judgment	NOUN
ajema-2924	153	16	rather	rather	ADV
ajema-2924	153	17	than	than	ADP
ajema-2924	153	18	replacing	replace	VERB
ajema-2924	153	19	it	it	PRON
ajema-2924	153	20	.	.	PUNCT
ajema-2924	154	1	cross	cross	ADJ
ajema-2924	154	2	-	-	ADJ
ajema-2924	154	3	team	team	ADJ
ajema-2924	154	4	collaboration	collaboration	NOUN
ajema-2924	154	5	and	and	CCONJ
ajema-2924	154	6	distributed	distribute	VERB
ajema-2924	154	7	agile	agile	ADJ
ajema-2924	154	8	➢	➢	NOUN
ajema-2924	154	9	emerging	emerge	VERB
ajema-2924	154	10	trend	trend	NOUN
ajema-2924	154	11	:	:	PUNCT
ajema-2924	154	12	ai	ai	VERB
ajema-2924	154	13	-	-	PUNCT
ajema-2924	154	14	driven	drive	VERB
ajema-2924	154	15	insights	insight	NOUN
ajema-2924	154	16	enable	enable	VERB
ajema-2924	154	17	distributed	distribute	VERB
ajema-2924	154	18	agile	agile	ADJ
ajema-2924	154	19	teams	team	NOUN
ajema-2924	154	20	to	to	PART
ajema-2924	154	21	coordinate	coordinate	VERB
ajema-2924	154	22	more	more	ADV
ajema-2924	154	23	effectively	effectively	ADV
ajema-2924	154	24	across	across	ADP
ajema-2924	154	25	geographies	geography	NOUN
ajema-2924	154	26	and	and	CCONJ
ajema-2924	154	27	functional	functional	ADJ
ajema-2924	154	28	areas	area	NOUN
ajema-2924	154	29	.	.	PUNCT
ajema-2924	155	1	➢	➢	PROPN
ajema-2924	155	2	impact	impact	NOUN
ajema-2924	155	3	:	:	PUNCT
ajema-2924	155	4	analytics	analytic	NOUN
ajema-2924	155	5	facilitate	facilitate	VERB
ajema-2924	155	6	shared	share	VERB
ajema-2924	155	7	visibility	visibility	NOUN
ajema-2924	155	8	of	of	ADP
ajema-2924	155	9	performance	performance	NOUN
ajema-2924	155	10	metrics	metric	NOUN
ajema-2924	155	11	,	,	PUNCT
ajema-2924	155	12	backlog	backlog	NOUN
ajema-2924	155	13	priorities	priority	NOUN
ajema-2924	155	14	,	,	PUNCT
ajema-2924	155	15	and	and	CCONJ
ajema-2924	155	16	sprint	sprint	VERB
ajema-2924	155	17	outcomes	outcome	NOUN
ajema-2924	155	18	,	,	PUNCT
ajema-2924	155	19	enhancing	enhance	VERB
ajema-2924	155	20	synchronization	synchronization	NOUN
ajema-2924	155	21	and	and	CCONJ
ajema-2924	155	22	alignment	alignment	NOUN
ajema-2924	155	23	.	.	PUNCT
ajema-2924	156	1	➢	➢	PROPN
ajema-2924	156	2	benefit	benefit	NOUN
ajema-2924	156	3	:	:	PUNCT
ajema-2924	156	4	promotes	promote	VERB
ajema-2924	156	5	scalable	scalable	ADJ
ajema-2924	156	6	,	,	PUNCT
ajema-2924	156	7	data	data	NOUN
ajema-2924	156	8	-	-	PUNCT
ajema-2924	156	9	driven	drive	VERB
ajema-2924	156	10	collaboration	collaboration	NOUN
ajema-2924	156	11	,	,	PUNCT
ajema-2924	156	12	ensuring	ensure	VERB
ajema-2924	156	13	consistent	consistent	ADJ
ajema-2924	156	14	delivery	delivery	NOUN
ajema-2924	156	15	quality	quality	NOUN
ajema-2924	156	16	across	across	ADP
ajema-2924	156	17	large	large	ADJ
ajema-2924	156	18	,	,	PUNCT
ajema-2924	156	19	distributed	distributed	ADJ
ajema-2924	156	20	organizations	organization	NOUN
ajema-2924	156	21	.	.	PUNCT
ajema-2924	157	1	the	the	DET
ajema-2924	157	2	future	future	NOUN
ajema-2924	157	3	of	of	ADP
ajema-2924	157	4	data	data	NOUN
ajema-2924	157	5	-	-	PUNCT
ajema-2924	157	6	driven	drive	VERB
ajema-2924	157	7	agile	agile	ADJ
ajema-2924	157	8	development	development	NOUN
ajema-2924	157	9	lies	lie	VERB
ajema-2924	157	10	in	in	ADP
ajema-2924	157	11	predictive	predictive	ADJ
ajema-2924	157	12	,	,	PUNCT
ajema-2924	157	13	automated	automate	VERB
ajema-2924	157	14	,	,	PUNCT
ajema-2924	157	15	and	and	CCONJ
ajema-2924	157	16	transparent	transparent	ADJ
ajema-2924	157	17	ai	ai	ADJ
ajema-2924	157	18	integration	integration	NOUN
ajema-2924	157	19	.	.	PUNCT
ajema-2924	158	1	generative	generative	PROPN
ajema-2924	158	2	ai	ai	PROPN
ajema-2924	158	3	,	,	PUNCT
ajema-2924	158	4	scenario	scenario	NOUN
ajema-2924	158	5	simulation	simulation	NOUN
ajema-2924	158	6	,	,	PUNCT
ajema-2924	158	7	real	real	ADJ
ajema-2924	158	8	-	-	PUNCT
ajema-2924	158	9	time	time	NOUN
ajema-2924	158	10	analytics	analytic	NOUN
ajema-2924	158	11	,	,	PUNCT
ajema-2924	158	12	explainable	explainable	ADJ
ajema-2924	158	13	ai	ai	NOUN
ajema-2924	158	14	,	,	PUNCT
ajema-2924	158	15	and	and	CCONJ
ajema-2924	158	16	data	datum	NOUN
ajema-2924	158	17	-	-	PUNCT
ajema-2924	158	18	enabled	enable	VERB
ajema-2924	158	19	cross	cross	ADJ
ajema-2924	158	20	-	-	ADJ
ajema-2924	158	21	team	team	ADJ
ajema-2924	158	22	collaboration	collaboration	NOUN
ajema-2924	158	23	are	be	AUX
ajema-2924	158	24	transforming	transform	VERB
ajema-2924	158	25	agile	agile	ADJ
ajema-2924	158	26	into	into	ADP
ajema-2924	158	27	a	a	DET
ajema-2924	158	28	more	more	ADV
ajema-2924	158	29	proactive	proactive	ADJ
ajema-2924	158	30	,	,	PUNCT
ajema-2924	158	31	adaptive	adaptive	ADJ
ajema-2924	158	32	,	,	PUNCT
ajema-2924	158	33	and	and	CCONJ
ajema-2924	158	34	scalable	scalable	ADJ
ajema-2924	158	35	discipline	discipline	NOUN
ajema-2924	158	36	.	.	PUNCT
ajema-2924	159	1	organizations	organization	NOUN
ajema-2924	159	2	that	that	PRON
ajema-2924	159	3	embrace	embrace	VERB
ajema-2924	159	4	these	these	DET
ajema-2924	159	5	trends	trend	NOUN
ajema-2924	159	6	will	will	AUX
ajema-2924	159	7	achieve	achieve	VERB
ajema-2924	159	8	higher	high	ADJ
ajema-2924	159	9	delivery	delivery	NOUN
ajema-2924	159	10	efficiency	efficiency	NOUN
ajema-2924	159	11	,	,	PUNCT
ajema-2924	159	12	improved	improve	VERB
ajema-2924	159	13	software	software	NOUN
ajema-2924	159	14	quality	quality	NOUN
ajema-2924	159	15	,	,	PUNCT
ajema-2924	159	16	and	and	CCONJ
ajema-2924	159	17	stronger	strong	ADJ
ajema-2924	159	18	alignment	alignment	NOUN
ajema-2924	159	19	with	with	ADP
ajema-2924	159	20	business	business	NOUN
ajema-2924	159	21	and	and	CCONJ
ajema-2924	159	22	user	user	NOUN
ajema-2924	159	23	objectives	objective	NOUN
ajema-2924	159	24	,	,	PUNCT
ajema-2924	159	25	positioning	position	VERB
ajema-2924	159	26	themselves	themselves	PRON
ajema-2924	159	27	for	for	ADP
ajema-2924	159	28	sustained	sustained	ADJ
ajema-2924	159	29	success	success	NOUN
ajema-2924	159	30	in	in	ADP
ajema-2924	159	31	a	a	DET
ajema-2924	159	32	competitive	competitive	ADJ
ajema-2924	159	33	,	,	PUNCT
ajema-2924	159	34	data	data	NOUN
ajema-2924	159	35	-	-	PUNCT
ajema-2924	159	36	driven	drive	VERB
ajema-2924	159	37	software	software	NOUN
ajema-2924	159	38	landscape	landscape	NOUN
ajema-2924	159	39	.	.	PUNCT
ajema-2924	160	1	ix	ix	ADJ
ajema-2924	160	2	.	.	PUNCT
ajema-2924	161	1	recommendations	recommendation	NOUN
ajema-2924	161	2	to	to	PART
ajema-2924	161	3	maximize	maximize	VERB
ajema-2924	161	4	the	the	DET
ajema-2924	161	5	benefits	benefit	NOUN
ajema-2924	161	6	of	of	ADP
ajema-2924	161	7	data	data	NOUN
ajema-2924	161	8	-	-	PUNCT
ajema-2924	161	9	driven	drive	VERB
ajema-2924	161	10	decision	decision	NOUN
ajema-2924	161	11	-	-	PUNCT
ajema-2924	161	12	making	making	NOUN
ajema-2924	161	13	in	in	ADP
ajema-2924	161	14	agile	agile	ADJ
ajema-2924	161	15	software	software	NOUN
ajema-2924	161	16	development	development	NOUN
ajema-2924	161	17	,	,	PUNCT
ajema-2924	161	18	organizations	organization	NOUN
ajema-2924	161	19	should	should	AUX
ajema-2924	161	20	adopt	adopt	VERB
ajema-2924	161	21	a	a	DET
ajema-2924	161	22	strategic	strategic	ADJ
ajema-2924	161	23	,	,	PUNCT
ajema-2924	161	24	incremental	incremental	ADJ
ajema-2924	161	25	,	,	PUNCT
ajema-2924	161	26	and	and	CCONJ
ajema-2924	161	27	human	human	ADJ
ajema-2924	161	28	-	-	PUNCT
ajema-2924	161	29	centric	centric	ADJ
ajema-2924	161	30	approach	approach	NOUN
ajema-2924	161	31	.	.	PUNCT
ajema-2924	162	1	the	the	DET
ajema-2924	162	2	225	225	NUM
ajema-2924	162	3	journal	journal	NOUN
ajema-2924	162	4	of	of	ADP
ajema-2924	162	5	engineering	engineering	NOUN
ajema-2924	162	6	,	,	PUNCT
ajema-2924	162	7	mechanics	mechanic	NOUN
ajema-2924	162	8	and	and	CCONJ
ajema-2924	162	9	architecture	architecture	NOUN
ajema-2924	162	10	www	www	NOUN
ajema-2924	162	11	.	.	PUNCT
ajema-2924	163	1	grnjournal.us	grnjournal.us	X
ajema-2924	163	2	following	follow	VERB
ajema-2924	163	3	recommendations	recommendation	NOUN
ajema-2924	163	4	provide	provide	VERB
ajema-2924	163	5	guidance	guidance	NOUN
ajema-2924	163	6	for	for	ADP
ajema-2924	163	7	integrating	integrate	VERB
ajema-2924	163	8	ai	ai	VERB
ajema-2924	163	9	and	and	CCONJ
ajema-2924	163	10	analytics	analytic	NOUN
ajema-2924	163	11	effectively	effectively	ADV
ajema-2924	163	12	while	while	SCONJ
ajema-2924	163	13	preserving	preserve	VERB
ajema-2924	163	14	the	the	DET
ajema-2924	163	15	flexibility	flexibility	NOUN
ajema-2924	163	16	and	and	CCONJ
ajema-2924	163	17	adaptability	adaptability	NOUN
ajema-2924	163	18	inherent	inherent	ADJ
ajema-2924	163	19	in	in	ADP
ajema-2924	163	20	agile	agile	ADJ
ajema-2924	163	21	practices	practice	NOUN
ajema-2924	163	22	.	.	PUNCT
ajema-2924	164	1	implement	implement	VERB
ajema-2924	164	2	incremental	incremental	ADJ
ajema-2924	164	3	ai	ai	ADJ
ajema-2924	164	4	-	-	PUNCT
ajema-2924	164	5	powered	power	VERB
ajema-2924	164	6	analytics	analytic	NOUN
ajema-2924	164	7	➢	➢	VERB
ajema-2924	164	8	approach	approach	NOUN
ajema-2924	164	9	:	:	PUNCT
ajema-2924	164	10	introduce	introduce	VERB
ajema-2924	164	11	ai	ai	ADJ
ajema-2924	164	12	-	-	PUNCT
ajema-2924	164	13	driven	drive	VERB
ajema-2924	164	14	insights	insight	NOUN
ajema-2924	164	15	gradually	gradually	ADV
ajema-2924	164	16	,	,	PUNCT
ajema-2924	164	17	starting	start	VERB
ajema-2924	164	18	with	with	ADP
ajema-2924	164	19	specific	specific	ADJ
ajema-2924	164	20	use	use	NOUN
ajema-2924	164	21	cases	case	NOUN
ajema-2924	164	22	such	such	ADJ
ajema-2924	164	23	as	as	ADP
ajema-2924	164	24	predictive	predictive	ADJ
ajema-2924	164	25	defect	defect	NOUN
ajema-2924	164	26	detection	detection	NOUN
ajema-2924	164	27	,	,	PUNCT
ajema-2924	164	28	backlog	backlog	NOUN
ajema-2924	164	29	prioritization	prioritization	NOUN
ajema-2924	164	30	,	,	PUNCT
ajema-2924	164	31	or	or	CCONJ
ajema-2924	164	32	sprint	sprint	NOUN
ajema-2924	164	33	velocity	velocity	NOUN
ajema-2924	164	34	forecasting	forecasting	NOUN
ajema-2924	164	35	.	.	PUNCT
ajema-2924	165	1	➢	➢	PROPN
ajema-2924	165	2	rationale	rationale	NOUN
ajema-2924	165	3	:	:	PUNCT
ajema-2924	165	4	incremental	incremental	ADJ
ajema-2924	165	5	adoption	adoption	NOUN
ajema-2924	165	6	allows	allow	VERB
ajema-2924	165	7	teams	team	NOUN
ajema-2924	165	8	to	to	PART
ajema-2924	165	9	validate	validate	VERB
ajema-2924	165	10	ai	ai	VERB
ajema-2924	165	11	outputs	output	NOUN
ajema-2924	165	12	,	,	PUNCT
ajema-2924	165	13	refine	refine	VERB
ajema-2924	165	14	models	model	NOUN
ajema-2924	165	15	,	,	PUNCT
ajema-2924	165	16	and	and	CCONJ
ajema-2924	165	17	build	build	VERB
ajema-2924	165	18	trust	trust	NOUN
ajema-2924	165	19	without	without	ADP
ajema-2924	165	20	overwhelming	overwhelm	VERB
ajema-2924	165	21	existing	exist	VERB
ajema-2924	165	22	workflows	workflow	NOUN
ajema-2924	165	23	.	.	PUNCT
ajema-2924	166	1	➢	➢	PROPN
ajema-2924	166	2	benefit	benefit	NOUN
ajema-2924	166	3	:	:	PUNCT
ajema-2924	166	4	ensures	ensure	VERB
ajema-2924	166	5	a	a	DET
ajema-2924	166	6	smooth	smooth	ADJ
ajema-2924	166	7	transition	transition	NOUN
ajema-2924	166	8	to	to	ADP
ajema-2924	166	9	ai	ai	VERB
ajema-2924	166	10	-	-	PUNCT
ajema-2924	166	11	enhanced	enhance	VERB
ajema-2924	166	12	decision	decision	NOUN
ajema-2924	166	13	-	-	PUNCT
ajema-2924	166	14	making	making	NOUN
ajema-2924	166	15	while	while	SCONJ
ajema-2924	166	16	minimizing	minimize	VERB
ajema-2924	166	17	disruption	disruption	NOUN
ajema-2924	166	18	to	to	ADP
ajema-2924	166	19	established	establish	VERB
ajema-2924	166	20	agile	agile	ADJ
ajema-2924	166	21	processes	process	NOUN
ajema-2924	166	22	.	.	PUNCT
ajema-2924	167	1	establish	establish	VERB
ajema-2924	167	2	kpis	kpis	PROPN
ajema-2924	167	3	for	for	ADP
ajema-2924	167	4	team	team	NOUN
ajema-2924	167	5	performance	performance	NOUN
ajema-2924	167	6	and	and	CCONJ
ajema-2924	167	7	software	software	NOUN
ajema-2924	167	8	quality	quality	NOUN
ajema-2924	167	9	➢	➢	NOUN
ajema-2924	167	10	approach	approach	NOUN
ajema-2924	167	11	:	:	PUNCT
ajema-2924	167	12	define	define	VERB
ajema-2924	167	13	clear	clear	ADJ
ajema-2924	167	14	key	key	ADJ
ajema-2924	167	15	performance	performance	NOUN
ajema-2924	167	16	indicators	indicator	NOUN
ajema-2924	167	17	(	(	PUNCT
ajema-2924	167	18	kpis	kpis	PROPN
ajema-2924	167	19	)	)	PUNCT
ajema-2924	167	20	that	that	PRON
ajema-2924	167	21	capture	capture	VERB
ajema-2924	167	22	both	both	DET
ajema-2924	167	23	development	development	NOUN
ajema-2924	167	24	efficiency	efficiency	NOUN
ajema-2924	167	25	(	(	PUNCT
ajema-2924	167	26	e.g.	e.g.	ADV
ajema-2924	167	27	,	,	PUNCT
ajema-2924	167	28	lead	lead	ADJ
ajema-2924	167	29	time	time	NOUN
ajema-2924	167	30	,	,	PUNCT
ajema-2924	167	31	cycle	cycle	NOUN
ajema-2924	167	32	time	time	NOUN
ajema-2924	167	33	)	)	PUNCT
ajema-2924	167	34	and	and	CCONJ
ajema-2924	167	35	product	product	NOUN
ajema-2924	167	36	quality	quality	NOUN
ajema-2924	167	37	(	(	PUNCT
ajema-2924	167	38	e.g.	e.g.	ADV
ajema-2924	167	39	,	,	PUNCT
ajema-2924	167	40	defect	defect	ADJ
ajema-2924	167	41	density	density	NOUN
ajema-2924	167	42	,	,	PUNCT
ajema-2924	167	43	test	test	NOUN
ajema-2924	167	44	coverage	coverage	NOUN
ajema-2924	167	45	)	)	PUNCT
ajema-2924	167	46	.	.	PUNCT
ajema-2924	168	1	➢	➢	PROPN
ajema-2924	168	2	rationale	rationale	NOUN
ajema-2924	168	3	:	:	PUNCT
ajema-2924	168	4	data	data	NOUN
ajema-2924	168	5	-	-	PUNCT
ajema-2924	168	6	driven	drive	VERB
ajema-2924	168	7	insights	insight	NOUN
ajema-2924	168	8	are	be	AUX
ajema-2924	168	9	meaningful	meaningful	ADJ
ajema-2924	168	10	only	only	ADV
ajema-2924	168	11	when	when	SCONJ
ajema-2924	168	12	aligned	align	VERB
ajema-2924	168	13	with	with	ADP
ajema-2924	168	14	measurable	measurable	ADJ
ajema-2924	168	15	objectives	objective	NOUN
ajema-2924	168	16	that	that	PRON
ajema-2924	168	17	reflect	reflect	VERB
ajema-2924	168	18	business	business	NOUN
ajema-2924	168	19	goals	goal	NOUN
ajema-2924	168	20	and	and	CCONJ
ajema-2924	168	21	customer	customer	NOUN
ajema-2924	168	22	expectations	expectation	NOUN
ajema-2924	168	23	.	.	PUNCT
ajema-2924	169	1	➢	➢	PROPN
ajema-2924	169	2	benefit	benefit	NOUN
ajema-2924	169	3	:	:	PUNCT
ajema-2924	169	4	provides	provide	VERB
ajema-2924	169	5	actionable	actionable	ADJ
ajema-2924	169	6	benchmarks	benchmark	NOUN
ajema-2924	169	7	for	for	ADP
ajema-2924	169	8	continuous	continuous	ADJ
ajema-2924	169	9	improvement	improvement	NOUN
ajema-2924	169	10	and	and	CCONJ
ajema-2924	169	11	accountability	accountability	NOUN
ajema-2924	169	12	across	across	ADP
ajema-2924	169	13	teams	team	NOUN
ajema-2924	169	14	and	and	CCONJ
ajema-2924	169	15	projects	project	NOUN
ajema-2924	169	16	.	.	PUNCT
ajema-2924	170	1	combine	combine	VERB
ajema-2924	170	2	quantitative	quantitative	ADJ
ajema-2924	170	3	data	datum	NOUN
ajema-2924	170	4	with	with	ADP
ajema-2924	170	5	qualitative	qualitative	ADJ
ajema-2924	170	6	human	human	ADJ
ajema-2924	170	7	insights	insight	NOUN
ajema-2924	170	8	➢	➢	VERB
ajema-2924	170	9	approach	approach	NOUN
ajema-2924	170	10	:	:	PUNCT
ajema-2924	170	11	use	use	VERB
ajema-2924	170	12	ai	ai	VERB
ajema-2924	170	13	analytics	analytic	NOUN
ajema-2924	170	14	to	to	PART
ajema-2924	170	15	augment	augment	VERB
ajema-2924	170	16	human	human	ADJ
ajema-2924	170	17	judgment	judgment	NOUN
ajema-2924	170	18	,	,	PUNCT
ajema-2924	170	19	not	not	PART
ajema-2924	170	20	replace	replace	VERB
ajema-2924	170	21	it	it	PRON
ajema-2924	170	22	.	.	PUNCT
ajema-2924	171	1	encourage	encourage	VERB
ajema-2924	171	2	teams	team	NOUN
ajema-2924	171	3	to	to	PART
ajema-2924	171	4	interpret	interpret	VERB
ajema-2924	171	5	quantitative	quantitative	ADJ
ajema-2924	171	6	data	datum	NOUN
ajema-2924	171	7	in	in	ADP
ajema-2924	171	8	the	the	DET
ajema-2924	171	9	context	context	NOUN
ajema-2924	171	10	of	of	ADP
ajema-2924	171	11	experience	experience	NOUN
ajema-2924	171	12	,	,	PUNCT
ajema-2924	171	13	domain	domain	NOUN
ajema-2924	171	14	knowledge	knowledge	NOUN
ajema-2924	171	15	,	,	PUNCT
ajema-2924	171	16	and	and	CCONJ
ajema-2924	171	17	stakeholder	stakeholder	NOUN
ajema-2924	171	18	feedback	feedback	NOUN
ajema-2924	171	19	.	.	PUNCT
ajema-2924	172	1	➢	➢	PROPN
ajema-2924	172	2	rationale	rationale	NOUN
ajema-2924	172	3	:	:	PUNCT
ajema-2924	172	4	balanced	balanced	ADJ
ajema-2924	172	5	decision	decision	NOUN
ajema-2924	172	6	-	-	PUNCT
ajema-2924	172	7	making	making	NOUN
ajema-2924	172	8	mitigates	mitigate	NOUN
ajema-2924	172	9	risks	risk	NOUN
ajema-2924	172	10	of	of	ADP
ajema-2924	172	11	over	over	ADP
ajema-2924	172	12	-	-	PUNCT
ajema-2924	172	13	reliance	reliance	NOUN
ajema-2924	172	14	on	on	ADP
ajema-2924	172	15	ai	ai	PROPN
ajema-2924	172	16	models	model	NOUN
ajema-2924	172	17	,	,	PUNCT
ajema-2924	172	18	which	which	PRON
ajema-2924	172	19	may	may	AUX
ajema-2924	172	20	overlook	overlook	VERB
ajema-2924	172	21	edge	edge	NOUN
ajema-2924	172	22	cases	case	NOUN
ajema-2924	172	23	or	or	CCONJ
ajema-2924	172	24	context	context	NOUN
ajema-2924	172	25	-	-	PUNCT
ajema-2924	172	26	specific	specific	ADJ
ajema-2924	172	27	factors	factor	NOUN
ajema-2924	172	28	.	.	PUNCT
ajema-2924	173	1	➢	➢	PROPN
ajema-2924	173	2	benefit	benefit	NOUN
ajema-2924	173	3	:	:	PUNCT
ajema-2924	173	4	strengthens	strengthen	VERB
ajema-2924	173	5	decision	decision	NOUN
ajema-2924	173	6	accuracy	accuracy	NOUN
ajema-2924	173	7	,	,	PUNCT
ajema-2924	173	8	stakeholder	stakeholder	NOUN
ajema-2924	173	9	confidence	confidence	NOUN
ajema-2924	173	10	,	,	PUNCT
ajema-2924	173	11	and	and	CCONJ
ajema-2924	173	12	team	team	NOUN
ajema-2924	173	13	engagement	engagement	NOUN
ajema-2924	173	14	.	.	PUNCT
ajema-2924	174	1	train	train	VERB
ajema-2924	174	2	agile	agile	ADJ
ajema-2924	174	3	teams	team	NOUN
ajema-2924	174	4	to	to	PART
ajema-2924	174	5	interpret	interpret	VERB
ajema-2924	174	6	ai	ai	ADJ
ajema-2924	174	7	insights	insight	NOUN
ajema-2924	174	8	effectively	effectively	ADV
ajema-2924	174	9	➢	➢	VERB
ajema-2924	174	10	approach	approach	NOUN
ajema-2924	174	11	:	:	PUNCT
ajema-2924	174	12	provide	provide	VERB
ajema-2924	174	13	training	training	NOUN
ajema-2924	174	14	on	on	ADP
ajema-2924	174	15	data	datum	NOUN
ajema-2924	174	16	literacy	literacy	NOUN
ajema-2924	174	17	,	,	PUNCT
ajema-2924	174	18	ai	ai	VERB
ajema-2924	174	19	model	model	NOUN
ajema-2924	174	20	interpretation	interpretation	NOUN
ajema-2924	174	21	,	,	PUNCT
ajema-2924	174	22	and	and	CCONJ
ajema-2924	174	23	visualization	visualization	NOUN
ajema-2924	174	24	tools	tool	NOUN
ajema-2924	174	25	,	,	PUNCT
ajema-2924	174	26	ensuring	ensure	VERB
ajema-2924	174	27	that	that	SCONJ
ajema-2924	174	28	all	all	DET
ajema-2924	174	29	team	team	NOUN
ajema-2924	174	30	members	member	NOUN
ajema-2924	174	31	can	can	AUX
ajema-2924	174	32	understand	understand	VERB
ajema-2924	174	33	and	and	CCONJ
ajema-2924	174	34	act	act	VERB
ajema-2924	174	35	on	on	ADP
ajema-2924	174	36	ai	ai	ADJ
ajema-2924	174	37	-	-	PUNCT
ajema-2924	174	38	generated	generate	VERB
ajema-2924	174	39	insights	insight	NOUN
ajema-2924	174	40	.	.	PUNCT
ajema-2924	175	1	➢	➢	PROPN
ajema-2924	175	2	rationale	rationale	NOUN
ajema-2924	175	3	:	:	PUNCT
ajema-2924	175	4	ai	ai	INTJ
ajema-2924	175	5	is	be	AUX
ajema-2924	175	6	most	most	ADV
ajema-2924	175	7	effective	effective	ADJ
ajema-2924	175	8	when	when	SCONJ
ajema-2924	175	9	human	human	ADJ
ajema-2924	175	10	operators	operator	NOUN
ajema-2924	175	11	can	can	AUX
ajema-2924	175	12	translate	translate	VERB
ajema-2924	175	13	insights	insight	NOUN
ajema-2924	175	14	into	into	ADP
ajema-2924	175	15	practical	practical	ADJ
ajema-2924	175	16	actions	action	NOUN
ajema-2924	175	17	,	,	PUNCT
ajema-2924	175	18	integrate	integrate	VERB
ajema-2924	175	19	them	they	PRON
ajema-2924	175	20	into	into	ADP
ajema-2924	175	21	sprints	sprint	NOUN
ajema-2924	175	22	,	,	PUNCT
ajema-2924	175	23	and	and	CCONJ
ajema-2924	175	24	challenge	challenge	NOUN
ajema-2924	175	25	results	result	NOUN
ajema-2924	175	26	when	when	SCONJ
ajema-2924	175	27	necessary	necessary	ADJ
ajema-2924	175	28	.	.	PUNCT
ajema-2924	176	1	➢	➢	PROPN
ajema-2924	176	2	benefit	benefit	NOUN
ajema-2924	176	3	:	:	PUNCT
ajema-2924	176	4	enhances	enhance	VERB
ajema-2924	176	5	team	team	NOUN
ajema-2924	176	6	autonomy	autonomy	NOUN
ajema-2924	176	7	,	,	PUNCT
ajema-2924	176	8	trust	trust	NOUN
ajema-2924	176	9	in	in	ADP
ajema-2924	176	10	ai	ai	NOUN
ajema-2924	176	11	,	,	PUNCT
ajema-2924	176	12	and	and	CCONJ
ajema-2924	176	13	the	the	DET
ajema-2924	176	14	overall	overall	ADJ
ajema-2924	176	15	impact	impact	NOUN
ajema-2924	176	16	of	of	ADP
ajema-2924	176	17	data	data	NOUN
ajema-2924	176	18	-	-	PUNCT
ajema-2924	176	19	driven	drive	VERB
ajema-2924	176	20	practices	practice	NOUN
ajema-2924	176	21	.	.	PUNCT
ajema-2924	177	1	invest	invest	VERB
ajema-2924	177	2	in	in	ADP
ajema-2924	177	3	secure	secure	ADJ
ajema-2924	177	4	and	and	CCONJ
ajema-2924	177	5	integrated	integrate	VERB
ajema-2924	177	6	data	data	NOUN
ajema-2924	177	7	platforms	platform	NOUN
ajema-2924	177	8	➢	➢	NOUN
ajema-2924	177	9	approach	approach	NOUN
ajema-2924	177	10	:	:	PUNCT
ajema-2924	177	11	build	build	VERB
ajema-2924	177	12	unified	unified	ADJ
ajema-2924	177	13	platforms	platform	NOUN
ajema-2924	177	14	that	that	PRON
ajema-2924	177	15	collect	collect	VERB
ajema-2924	177	16	,	,	PUNCT
ajema-2924	177	17	store	store	NOUN
ajema-2924	177	18	,	,	PUNCT
ajema-2924	177	19	and	and	CCONJ
ajema-2924	177	20	analyze	analyze	VERB
ajema-2924	177	21	data	datum	NOUN
ajema-2924	177	22	from	from	ADP
ajema-2924	177	23	code	code	NOUN
ajema-2924	177	24	repositories	repository	NOUN
ajema-2924	177	25	,	,	PUNCT
ajema-2924	177	26	ci	ci	NOUN
ajema-2924	177	27	/	/	SYM
ajema-2924	177	28	cd	cd	NOUN
ajema-2924	177	29	pipelines	pipeline	NOUN
ajema-2924	177	30	,	,	PUNCT
ajema-2924	177	31	issue	issue	NOUN
ajema-2924	177	32	trackers	tracker	NOUN
ajema-2924	177	33	,	,	PUNCT
ajema-2924	177	34	and	and	CCONJ
ajema-2924	177	35	production	production	NOUN
ajema-2924	177	36	systems	system	NOUN
ajema-2924	177	37	in	in	ADP
ajema-2924	177	38	a	a	DET
ajema-2924	177	39	secure	secure	ADJ
ajema-2924	177	40	,	,	PUNCT
ajema-2924	177	41	compliant	compliant	ADJ
ajema-2924	177	42	manner	manner	NOUN
ajema-2924	177	43	.	.	PUNCT
ajema-2924	178	1	➢	➢	PROPN
ajema-2924	178	2	rationale	rationale	NOUN
ajema-2924	178	3	:	:	PUNCT
ajema-2924	178	4	disconnected	disconnected	ADJ
ajema-2924	178	5	data	datum	NOUN
ajema-2924	178	6	sources	source	NOUN
ajema-2924	178	7	or	or	CCONJ
ajema-2924	178	8	insecure	insecure	ADJ
ajema-2924	178	9	analytics	analytic	NOUN
ajema-2924	178	10	workflows	workflow	NOUN
ajema-2924	178	11	reduce	reduce	VERB
ajema-2924	178	12	reliability	reliability	NOUN
ajema-2924	178	13	and	and	CCONJ
ajema-2924	178	14	introduce	introduce	VERB
ajema-2924	178	15	privacy	privacy	NOUN
ajema-2924	178	16	or	or	CCONJ
ajema-2924	178	17	compliance	compliance	NOUN
ajema-2924	178	18	risks	risk	NOUN
ajema-2924	178	19	.	.	PUNCT
ajema-2924	179	1	➢	➢	PROPN
ajema-2924	179	2	benefit	benefit	NOUN
ajema-2924	179	3	:	:	PUNCT
ajema-2924	179	4	facilitates	facilitate	VERB
ajema-2924	179	5	holistic	holistic	ADJ
ajema-2924	179	6	visibility	visibility	NOUN
ajema-2924	179	7	,	,	PUNCT
ajema-2924	179	8	seamless	seamless	ADJ
ajema-2924	179	9	integration	integration	NOUN
ajema-2924	179	10	,	,	PUNCT
ajema-2924	179	11	and	and	CCONJ
ajema-2924	179	12	governance	governance	NOUN
ajema-2924	179	13	,	,	PUNCT
ajema-2924	179	14	supporting	support	VERB
ajema-2924	179	15	robust	robust	ADJ
ajema-2924	179	16	,	,	PUNCT
ajema-2924	179	17	enterprise	enterprise	NOUN
ajema-2924	179	18	-	-	PUNCT
ajema-2924	179	19	scale	scale	NOUN
ajema-2924	179	20	data	data	NOUN
ajema-2924	179	21	-	-	PUNCT
ajema-2924	179	22	driven	drive	VERB
ajema-2924	179	23	agile	agile	ADJ
ajema-2924	179	24	practices	practice	NOUN
ajema-2924	179	25	.	.	PUNCT
ajema-2924	180	1	implementing	implement	VERB
ajema-2924	180	2	these	these	DET
ajema-2924	180	3	recommendations	recommendation	NOUN
ajema-2924	180	4	enables	enable	VERB
ajema-2924	180	5	organizations	organization	NOUN
ajema-2924	180	6	to	to	ADP
ajema-2924	180	7	harness	harness	NOUN
ajema-2924	180	8	ai	ai	NOUN
ajema-2924	180	9	and	and	CCONJ
ajema-2924	180	10	analytics	analytic	NOUN
ajema-2924	180	11	strategically	strategically	ADV
ajema-2924	180	12	,	,	PUNCT
ajema-2924	180	13	responsibly	responsibly	ADV
ajema-2924	180	14	,	,	PUNCT
ajema-2924	180	15	and	and	CCONJ
ajema-2924	180	16	effectively	effectively	ADV
ajema-2924	180	17	in	in	ADP
ajema-2924	180	18	agile	agile	ADJ
ajema-2924	180	19	environments	environment	NOUN
ajema-2924	180	20	.	.	PUNCT
ajema-2924	181	1	by	by	ADP
ajema-2924	181	2	combining	combine	VERB
ajema-2924	181	3	incremental	incremental	ADJ
ajema-2924	181	4	adoption	adoption	NOUN
ajema-2924	181	5	,	,	PUNCT
ajema-2924	181	6	clear	clear	ADJ
ajema-2924	181	7	kpis	kpis	PROPN
ajema-2924	181	8	,	,	PUNCT
ajema-2924	181	9	human	human	ADJ
ajema-2924	181	10	judgment	judgment	NOUN
ajema-2924	181	11	,	,	PUNCT
ajema-2924	181	12	team	team	NOUN
ajema-2924	181	13	training	training	NOUN
ajema-2924	181	14	,	,	PUNCT
ajema-2924	181	15	and	and	CCONJ
ajema-2924	181	16	integrated	integrated	ADJ
ajema-2924	181	17	platforms	platform	NOUN
ajema-2924	181	18	,	,	PUNCT
ajema-2924	181	19	organizations	organization	NOUN
ajema-2924	181	20	can	can	AUX
ajema-2924	181	21	optimize	optimize	VERB
ajema-2924	181	22	decision	decision	NOUN
ajema-2924	181	23	-	-	PUNCT
ajema-2924	181	24	making	making	NOUN
ajema-2924	181	25	,	,	PUNCT
ajema-2924	181	26	improve	improve	VERB
ajema-2924	181	27	software	software	NOUN
ajema-2924	181	28	quality	quality	NOUN
ajema-2924	181	29	,	,	PUNCT
ajema-2924	181	30	accelerate	accelerate	VERB
ajema-2924	181	31	delivery	delivery	NOUN
ajema-2924	181	32	,	,	PUNCT
ajema-2924	181	33	226	226	NUM
ajema-2924	181	34	journal	journal	NOUN
ajema-2924	181	35	of	of	ADP
ajema-2924	181	36	engineering	engineering	NOUN
ajema-2924	181	37	,	,	PUNCT
ajema-2924	181	38	mechanics	mechanic	NOUN
ajema-2924	181	39	and	and	CCONJ
ajema-2924	181	40	architecture	architecture	NOUN
ajema-2924	181	41	www	www	NOUN
ajema-2924	181	42	.	.	PUNCT
ajema-2924	182	1	grnjournal.us	grnjournal.us	X
ajema-2924	182	2	and	and	CCONJ
ajema-2924	182	3	scale	scale	VERB
ajema-2924	182	4	agile	agile	ADJ
ajema-2924	182	5	practices	practice	NOUN
ajema-2924	182	6	across	across	ADP
ajema-2924	182	7	distributed	distribute	VERB
ajema-2924	182	8	teams	team	NOUN
ajema-2924	182	9	while	while	SCONJ
ajema-2924	182	10	maintaining	maintain	VERB
ajema-2924	182	11	trust	trust	NOUN
ajema-2924	182	12	,	,	PUNCT
ajema-2924	182	13	security	security	NOUN
ajema-2924	182	14	,	,	PUNCT
ajema-2924	182	15	and	and	CCONJ
ajema-2924	182	16	adaptability.x	adaptability.x	PROPN
ajema-2924	182	17	.	.	PUNCT
ajema-2924	183	1	conclusion	conclusion	VERB
ajema-2924	183	2	the	the	DET
ajema-2924	183	3	integration	integration	NOUN
ajema-2924	183	4	of	of	ADP
ajema-2924	183	5	ai	ai	ADJ
ajema-2924	183	6	and	and	CCONJ
ajema-2924	183	7	advanced	advanced	ADJ
ajema-2924	183	8	analytics	analytic	NOUN
ajema-2924	183	9	into	into	ADP
ajema-2924	183	10	agile	agile	ADJ
ajema-2924	183	11	software	software	NOUN
ajema-2924	183	12	development	development	NOUN
ajema-2924	183	13	has	have	AUX
ajema-2924	183	14	transformed	transform	VERB
ajema-2924	183	15	decision	decision	NOUN
ajema-2924	183	16	-	-	PUNCT
ajema-2924	183	17	making	making	NOUN
ajema-2924	183	18	from	from	ADP
ajema-2924	183	19	intuition	intuition	NOUN
ajema-2924	183	20	-	-	PUNCT
ajema-2924	183	21	based	base	VERB
ajema-2924	183	22	to	to	ADP
ajema-2924	183	23	evidence	evidence	NOUN
ajema-2924	183	24	-	-	PUNCT
ajema-2924	183	25	driven	drive	VERB
ajema-2924	183	26	,	,	PUNCT
ajema-2924	183	27	enabling	enable	VERB
ajema-2924	183	28	teams	team	NOUN
ajema-2924	183	29	to	to	PART
ajema-2924	183	30	operate	operate	VERB
ajema-2924	183	31	with	with	ADP
ajema-2924	183	32	greater	great	ADJ
ajema-2924	183	33	speed	speed	NOUN
ajema-2924	183	34	,	,	PUNCT
ajema-2924	183	35	precision	precision	NOUN
ajema-2924	183	36	,	,	PUNCT
ajema-2924	183	37	and	and	CCONJ
ajema-2924	183	38	confidence	confidence	NOUN
ajema-2924	183	39	.	.	PUNCT
ajema-2924	184	1	by	by	ADP
ajema-2924	184	2	leveraging	leverage	VERB
ajema-2924	184	3	data	datum	NOUN
ajema-2924	184	4	from	from	ADP
ajema-2924	184	5	code	code	NOUN
ajema-2924	184	6	repositories	repository	NOUN
ajema-2924	184	7	,	,	PUNCT
ajema-2924	184	8	ci	ci	NOUN
ajema-2924	184	9	/	/	SYM
ajema-2924	184	10	cd	cd	NOUN
ajema-2924	184	11	pipelines	pipeline	NOUN
ajema-2924	184	12	,	,	PUNCT
ajema-2924	184	13	user	user	NOUN
ajema-2924	184	14	feedback	feedback	NOUN
ajema-2924	184	15	,	,	PUNCT
ajema-2924	184	16	and	and	CCONJ
ajema-2924	184	17	operational	operational	ADJ
ajema-2924	184	18	systems	system	NOUN
ajema-2924	184	19	,	,	PUNCT
ajema-2924	184	20	organizations	organization	NOUN
ajema-2924	184	21	can	can	AUX
ajema-2924	184	22	anticipate	anticipate	VERB
ajema-2924	184	23	risks	risk	NOUN
ajema-2924	184	24	,	,	PUNCT
ajema-2924	184	25	optimize	optimize	NOUN
ajema-2924	184	26	workflows	workflow	NOUN
ajema-2924	184	27	,	,	PUNCT
ajema-2924	184	28	and	and	CCONJ
ajema-2924	184	29	deliver	deliver	VERB
ajema-2924	184	30	software	software	NOUN
ajema-2924	184	31	that	that	PRON
ajema-2924	184	32	consistently	consistently	ADV
ajema-2924	184	33	aligns	align	VERB
ajema-2924	184	34	with	with	ADP
ajema-2924	184	35	business	business	NOUN
ajema-2924	184	36	and	and	CCONJ
ajema-2924	184	37	customer	customer	NOUN
ajema-2924	184	38	priorities	priority	NOUN
ajema-2924	184	39	.	.	PUNCT
ajema-2924	185	1	a	a	DET
ajema-2924	185	2	critical	critical	ADJ
ajema-2924	185	3	success	success	NOUN
ajema-2924	185	4	factor	factor	NOUN
ajema-2924	185	5	in	in	ADP
ajema-2924	185	6	data	data	NOUN
ajema-2924	185	7	-	-	PUNCT
ajema-2924	185	8	driven	drive	VERB
ajema-2924	185	9	agile	agile	ADJ
ajema-2924	185	10	development	development	NOUN
ajema-2924	185	11	is	be	AUX
ajema-2924	185	12	the	the	DET
ajema-2924	185	13	blend	blend	NOUN
ajema-2924	185	14	of	of	ADP
ajema-2924	185	15	human	human	ADJ
ajema-2924	185	16	judgment	judgment	NOUN
ajema-2924	185	17	with	with	ADP
ajema-2924	185	18	ai	ai	ADJ
ajema-2924	185	19	-	-	PUNCT
ajema-2924	185	20	powered	powered	ADJ
ajema-2924	185	21	insights	insight	NOUN
ajema-2924	185	22	.	.	PUNCT
ajema-2924	186	1	while	while	SCONJ
ajema-2924	186	2	ai	ai	VERB
ajema-2924	186	3	can	can	AUX
ajema-2924	186	4	provide	provide	VERB
ajema-2924	186	5	predictive	predictive	ADJ
ajema-2924	186	6	analytics	analytic	NOUN
ajema-2924	186	7	,	,	PUNCT
ajema-2924	186	8	anomaly	anomaly	NOUN
ajema-2924	186	9	detection	detection	NOUN
ajema-2924	186	10	,	,	PUNCT
ajema-2924	186	11	and	and	CCONJ
ajema-2924	186	12	actionable	actionable	ADJ
ajema-2924	186	13	recommendations	recommendation	NOUN
ajema-2924	186	14	,	,	PUNCT
ajema-2924	186	15	human	human	ADJ
ajema-2924	186	16	expertise	expertise	NOUN
ajema-2924	186	17	ensures	ensure	VERB
ajema-2924	186	18	contextual	contextual	ADJ
ajema-2924	186	19	understanding	understanding	NOUN
ajema-2924	186	20	,	,	PUNCT
ajema-2924	186	21	strategic	strategic	ADJ
ajema-2924	186	22	alignment	alignment	NOUN
ajema-2924	186	23	,	,	PUNCT
ajema-2924	186	24	and	and	CCONJ
ajema-2924	186	25	ethical	ethical	ADJ
ajema-2924	186	26	decision	decision	NOUN
ajema-2924	186	27	-	-	PUNCT
ajema-2924	186	28	making	making	NOUN
ajema-2924	186	29	.	.	PUNCT
ajema-2924	187	1	this	this	DET
ajema-2924	187	2	synergy	synergy	NOUN
ajema-2924	187	3	between	between	ADP
ajema-2924	187	4	humans	human	NOUN
ajema-2924	187	5	and	and	CCONJ
ajema-2924	187	6	ai	ai	VERB
ajema-2924	187	7	strengthens	strengthen	VERB
ajema-2924	187	8	decision	decision	NOUN
ajema-2924	187	9	quality	quality	NOUN
ajema-2924	187	10	,	,	PUNCT
ajema-2924	187	11	fosters	foster	VERB
ajema-2924	187	12	team	team	NOUN
ajema-2924	187	13	trust	trust	NOUN
ajema-2924	187	14	,	,	PUNCT
ajema-2924	187	15	and	and	CCONJ
ajema-2924	187	16	supports	support	VERB
ajema-2924	187	17	continuous	continuous	ADJ
ajema-2924	187	18	learning	learning	NOUN
ajema-2924	187	19	and	and	CCONJ
ajema-2924	187	20	adaptation	adaptation	NOUN
ajema-2924	187	21	.	.	PUNCT
ajema-2924	188	1	organizations	organization	NOUN
ajema-2924	188	2	that	that	PRON
ajema-2924	188	3	embrace	embrace	VERB
ajema-2924	188	4	data	data	NOUN
ajema-2924	188	5	-	-	PUNCT
ajema-2924	188	6	driven	drive	VERB
ajema-2924	188	7	practices	practice	NOUN
ajema-2924	188	8	in	in	ADP
ajema-2924	188	9	agile	agile	ADJ
ajema-2924	188	10	environments	environment	NOUN
ajema-2924	188	11	gain	gain	VERB
ajema-2924	188	12	a	a	DET
ajema-2924	188	13	competitive	competitive	ADJ
ajema-2924	188	14	advantage	advantage	NOUN
ajema-2924	188	15	by	by	ADP
ajema-2924	188	16	accelerating	accelerate	VERB
ajema-2924	188	17	delivery	delivery	NOUN
ajema-2924	188	18	cycles	cycle	NOUN
ajema-2924	188	19	,	,	PUNCT
ajema-2924	188	20	reducing	reduce	VERB
ajema-2924	188	21	defects	defect	NOUN
ajema-2924	188	22	,	,	PUNCT
ajema-2924	188	23	enhancing	enhance	VERB
ajema-2924	188	24	product	product	NOUN
ajema-2924	188	25	quality	quality	NOUN
ajema-2924	188	26	,	,	PUNCT
ajema-2924	188	27	and	and	CCONJ
ajema-2924	188	28	improving	improve	VERB
ajema-2924	188	29	customer	customer	NOUN
ajema-2924	188	30	satisfaction	satisfaction	NOUN
ajema-2924	188	31	.	.	PUNCT
ajema-2924	189	1	moreover	moreover	ADV
ajema-2924	189	2	,	,	PUNCT
ajema-2924	189	3	scalable	scalable	ADJ
ajema-2924	189	4	analytics	analytic	NOUN
ajema-2924	189	5	frameworks	framework	NOUN
ajema-2924	189	6	and	and	CCONJ
ajema-2924	189	7	ai	ai	VERB
ajema-2924	189	8	tools	tool	NOUN
ajema-2924	189	9	enable	enable	VERB
ajema-2924	189	10	distributed	distributed	ADJ
ajema-2924	189	11	and	and	CCONJ
ajema-2924	189	12	multi	multi	ADJ
ajema-2924	189	13	-	-	ADJ
ajema-2924	189	14	team	team	ADJ
ajema-2924	189	15	agile	agile	ADJ
ajema-2924	189	16	operations	operation	NOUN
ajema-2924	189	17	to	to	PART
ajema-2924	189	18	maintain	maintain	VERB
ajema-2924	189	19	visibility	visibility	NOUN
ajema-2924	189	20	,	,	PUNCT
ajema-2924	189	21	coordination	coordination	NOUN
ajema-2924	189	22	,	,	PUNCT
ajema-2924	189	23	and	and	CCONJ
ajema-2924	189	24	performance	performance	NOUN
ajema-2924	189	25	consistency	consistency	NOUN
ajema-2924	189	26	across	across	ADP
ajema-2924	189	27	complex	complex	ADJ
ajema-2924	189	28	software	software	NOUN
ajema-2924	189	29	ecosystems	ecosystem	NOUN
ajema-2924	189	30	.	.	PUNCT
ajema-2924	190	1	call	call	VERB
ajema-2924	190	2	to	to	ADP
ajema-2924	190	3	action	action	NOUN
ajema-2924	190	4	to	to	PART
ajema-2924	190	5	remain	remain	VERB
ajema-2924	190	6	competitive	competitive	ADJ
ajema-2924	190	7	in	in	ADP
ajema-2924	190	8	the	the	DET
ajema-2924	190	9	rapidly	rapidly	ADV
ajema-2924	190	10	evolving	evolve	VERB
ajema-2924	190	11	software	software	NOUN
ajema-2924	190	12	landscape	landscape	NOUN
ajema-2924	190	13	,	,	PUNCT
ajema-2924	190	14	organizations	organization	NOUN
ajema-2924	190	15	must	must	AUX
ajema-2924	190	16	adopt	adopt	VERB
ajema-2924	190	17	data	data	NOUN
ajema-2924	190	18	-	-	PUNCT
ajema-2924	190	19	driven	drive	VERB
ajema-2924	190	20	agile	agile	ADJ
ajema-2924	190	21	practices	practice	NOUN
ajema-2924	190	22	.	.	PUNCT
ajema-2924	191	1	this	this	PRON
ajema-2924	191	2	includes	include	VERB
ajema-2924	191	3	integrating	integrate	VERB
ajema-2924	191	4	ai	ai	NOUN
ajema-2924	191	5	-	-	PUNCT
ajema-2924	191	6	powered	power	VERB
ajema-2924	191	7	analytics	analytic	NOUN
ajema-2924	191	8	into	into	ADP
ajema-2924	191	9	planning	planning	NOUN
ajema-2924	191	10	,	,	PUNCT
ajema-2924	191	11	testing	testing	NOUN
ajema-2924	191	12	,	,	PUNCT
ajema-2924	191	13	and	and	CCONJ
ajema-2924	191	14	retrospectives	retrospective	NOUN
ajema-2924	191	15	,	,	PUNCT
ajema-2924	191	16	investing	invest	VERB
ajema-2924	191	17	in	in	ADP
ajema-2924	191	18	data	datum	NOUN
ajema-2924	191	19	literacy	literacy	NOUN
ajema-2924	191	20	and	and	CCONJ
ajema-2924	191	21	training	training	NOUN
ajema-2924	191	22	,	,	PUNCT
ajema-2924	191	23	and	and	CCONJ
ajema-2924	191	24	establishing	establish	VERB
ajema-2924	191	25	secure	secure	ADJ
ajema-2924	191	26	,	,	PUNCT
ajema-2924	191	27	unified	unified	ADJ
ajema-2924	191	28	data	data	NOUN
ajema-2924	191	29	platforms	platform	NOUN
ajema-2924	191	30	.	.	PUNCT
ajema-2924	192	1	by	by	ADP
ajema-2924	192	2	doing	do	VERB
ajema-2924	192	3	so	so	ADV
ajema-2924	192	4	,	,	PUNCT
ajema-2924	192	5	organizations	organization	NOUN
ajema-2924	192	6	can	can	AUX
ajema-2924	192	7	achieve	achieve	VERB
ajema-2924	192	8	faster	fast	ADV
ajema-2924	192	9	,	,	PUNCT
ajema-2924	192	10	smarter	smart	ADJ
ajema-2924	192	11	,	,	PUNCT
ajema-2924	192	12	and	and	CCONJ
ajema-2924	192	13	higher	high	ADJ
ajema-2924	192	14	-	-	PUNCT
ajema-2924	192	15	quality	quality	NOUN
ajema-2924	192	16	software	software	NOUN
ajema-2924	192	17	delivery	delivery	NOUN
ajema-2924	192	18	,	,	PUNCT
ajema-2924	192	19	ensuring	ensure	VERB
ajema-2924	192	20	sustained	sustained	ADJ
ajema-2924	192	21	innovation	innovation	NOUN
ajema-2924	192	22	,	,	PUNCT
ajema-2924	192	23	operational	operational	ADJ
ajema-2924	192	24	excellence	excellence	NOUN
ajema-2924	192	25	,	,	PUNCT
ajema-2924	192	26	and	and	CCONJ
ajema-2924	192	27	measurable	measurable	ADJ
ajema-2924	192	28	business	business	NOUN
ajema-2924	192	29	value	value	NOUN
ajema-2924	192	30	.	.	PUNCT
ajema-2924	193	1	references	reference	NOUN
ajema-2924	193	2	:	:	PUNCT
ajema-2924	193	3	1	1	X
ajema-2924	193	4	.	.	X
ajema-2924	193	5	manasa	manasa	PROPN
ajema-2924	193	6	talluri	talluri	PROPN
ajema-2924	193	7	.	.	PUNCT
ajema-2924	194	1	(	(	PUNCT
ajema-2924	194	2	2022	2022	NUM
ajema-2924	194	3	)	)	PUNCT
ajema-2924	194	4	.	.	PUNCT
ajema-2924	195	1	architecting	architecte	VERB
ajema-2924	195	2	scalable	scalable	ADJ
ajema-2924	195	3	microservices	microservice	NOUN
ajema-2924	195	4	with	with	ADP
ajema-2924	195	5	oauth2	oauth2	PROPN
ajema-2924	195	6	in	in	ADP
ajema-2924	195	7	ui	ui	ADJ
ajema-2924	195	8	-	-	ADJ
ajema-2924	195	9	centric	centric	ADJ
ajema-2924	195	10	applications	application	NOUN
ajema-2924	195	11	.	.	PUNCT
ajema-2924	196	1	international	international	ADJ
ajema-2924	196	2	journal	journal	PROPN
ajema-2924	196	3	of	of	ADP
ajema-2924	196	4	scientific	scientific	ADJ
ajema-2924	196	5	research	research	NOUN
ajema-2924	196	6	in	in	ADP
ajema-2924	196	7	science	science	NOUN
ajema-2924	196	8	,	,	PUNCT
ajema-2924	196	9	engineering	engineering	NOUN
ajema-2924	196	10	and	and	CCONJ
ajema-2924	196	11	technology	technology	NOUN
ajema-2924	196	12	(	(	PUNCT
ajema-2924	196	13	ijsrset	ijsrset	NOUN
ajema-2924	196	14	)	)	PUNCT
ajema-2924	196	15	,	,	PUNCT
ajema-2924	196	16	9(3	9(3	NUM
ajema-2924	196	17	)	)	PUNCT
ajema-2924	196	18	,	,	PUNCT
ajema-2924	196	19	628–636	628–636	NUM
ajema-2924	196	20	.	.	PUNCT
ajema-2924	197	1	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	PROPN
ajema-2924	197	2	2	2	NUM
ajema-2924	197	3	.	.	X
ajema-2924	197	4	sakariya	sakariya	PROPN
ajema-2924	197	5	,	,	PUNCT
ajema-2924	197	6	a.	a.	PROPN
ajema-2924	197	7	b.	b.	PROPN
ajema-2924	197	8	(	(	PUNCT
ajema-2924	197	9	2020	2020	NUM
ajema-2924	197	10	)	)	PUNCT
ajema-2924	197	11	.	.	PUNCT
ajema-2924	198	1	green	green	ADJ
ajema-2924	198	2	marketing	marketing	NOUN
ajema-2924	198	3	in	in	ADP
ajema-2924	198	4	the	the	DET
ajema-2924	198	5	rubber	rubber	NOUN
ajema-2924	198	6	industry	industry	NOUN
ajema-2924	198	7	:	:	PUNCT
ajema-2924	198	8	challenges	challenge	NOUN
ajema-2924	198	9	and	and	CCONJ
ajema-2924	198	10	opportunities	opportunity	NOUN
ajema-2924	198	11	.	.	PUNCT
ajema-2924	199	1	international	international	ADJ
ajema-2924	199	2	journal	journal	NOUN
ajema-2924	199	3	of	of	ADP
ajema-2924	199	4	scientific	scientific	ADJ
ajema-2924	199	5	research	research	NOUN
ajema-2924	199	6	in	in	ADP
ajema-2924	199	7	computer	computer	NOUN
ajema-2924	199	8	science	science	NOUN
ajema-2924	199	9	,	,	PUNCT
ajema-2924	199	10	engineering	engineering	NOUN
ajema-2924	199	11	and	and	CCONJ
ajema-2924	199	12	information	information	NOUN
ajema-2924	199	13	technology	technology	NOUN
ajema-2924	199	14	(	(	PUNCT
ajema-2924	199	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	199	16	)	)	PUNCT
ajema-2924	199	17	,	,	PUNCT
ajema-2924	199	18	6	6	NUM
ajema-2924	199	19	,	,	PUNCT
ajema-2924	199	20	321–328	321–328	NUM
ajema-2924	199	21	.	.	PUNCT
ajema-2924	200	1	3	3	X
ajema-2924	200	2	.	.	X
ajema-2924	200	3	santosh	santosh	PROPN
ajema-2924	200	4	panendra	panendra	PROPN
ajema-2924	200	5	bandaru	bandaru	PROPN
ajema-2924	200	6	.	.	PUNCT
ajema-2924	201	1	performance	performance	NOUN
ajema-2924	201	2	optimization	optimization	NOUN
ajema-2924	201	3	techniques	technique	NOUN
ajema-2924	201	4	:	:	PUNCT
ajema-2924	201	5	improving	improve	VERB
ajema-2924	201	6	software	software	NOUN
ajema-2924	201	7	responsiveness	responsiveness	NOUN
ajema-2924	201	8	.	.	PUNCT
ajema-2924	202	1	(	(	PUNCT
ajema-2924	202	2	2021	2021	NUM
ajema-2924	202	3	)	)	PUNCT
ajema-2924	202	4	.	.	PUNCT
ajema-2924	203	1	international	international	ADJ
ajema-2924	203	2	journal	journal	PROPN
ajema-2924	203	3	of	of	ADP
ajema-2924	203	4	scientific	scientific	ADJ
ajema-2924	203	5	research	research	NOUN
ajema-2924	203	6	in	in	ADP
ajema-2924	203	7	science	science	NOUN
ajema-2924	203	8	,	,	PUNCT
ajema-2924	203	9	engineering	engineering	NOUN
ajema-2924	203	10	and	and	CCONJ
ajema-2924	203	11	technology	technology	NOUN
ajema-2924	203	12	(	(	PUNCT
ajema-2924	203	13	ijsrset	ijsrset	NOUN
ajema-2924	203	14	)	)	PUNCT
ajema-2924	203	15	,	,	PUNCT
ajema-2924	203	16	8(2	8(2	NUM
ajema-2924	203	17	)	)	PUNCT
ajema-2924	203	18	,	,	PUNCT
ajema-2924	203	19	486–495	486–495	NUM
ajema-2924	203	20	.	.	NOUN
ajema-2924	204	1	4	4	NUM
ajema-2924	204	2	.	.	X
ajema-2924	204	3	suresh	suresh	PROPN
ajema-2924	204	4	sankara	sankara	PROPN
ajema-2924	204	5	palli	palli	PROPN
ajema-2924	204	6	"	"	PUNCT
ajema-2924	204	7	self	self	NOUN
ajema-2924	204	8	-	-	PUNCT
ajema-2924	204	9	supervised	supervise	VERB
ajema-2924	204	10	learning	learning	NOUN
ajema-2924	204	11	methods	method	NOUN
ajema-2924	204	12	for	for	ADP
ajema-2924	204	13	limited	limited	ADJ
ajema-2924	204	14	labelled	label	VERB
ajema-2924	204	15	data	datum	NOUN
ajema-2924	204	16	in	in	ADP
ajema-2924	204	17	manufacturing	manufacture	VERB
ajema-2924	204	18	quality	quality	NOUN
ajema-2924	204	19	control	control	NOUN
ajema-2924	204	20	.	.	PUNCT
ajema-2924	204	21	"	"	PUNCT
ajema-2924	205	1	international	international	ADJ
ajema-2924	205	2	journal	journal	NOUN
ajema-2924	205	3	of	of	ADP
ajema-2924	205	4	scientific	scientific	ADJ
ajema-2924	205	5	research	research	NOUN
ajema-2924	205	6	in	in	ADP
ajema-2924	205	7	science	science	NOUN
ajema-2924	205	8	,	,	PUNCT
ajema-2924	205	9	engineering	engineering	NOUN
ajema-2924	205	10	and	and	CCONJ
ajema-2924	205	11	technology	technology	NOUN
ajema-2924	205	12	(	(	PUNCT
ajema-2924	205	13	ijsrset	ijsrset	NOUN
ajema-2924	205	14	)	)	PUNCT
ajema-2924	205	15	,	,	PUNCT
ajema-2924	205	16	9(6	9(6	NUM
ajema-2924	205	17	)	)	PUNCT
ajema-2924	205	18	,	,	PUNCT
ajema-2924	205	19	437–449	437–449	NUM
ajema-2924	205	20	,	,	PUNCT
ajema-2924	205	21	november	november	NOUN
ajema-2924	205	22	-	-	PUNCT
ajema-2924	205	23	december-2022	december-2022	NOUN
ajema-2924	205	24	.	.	PUNCT
ajema-2924	206	1	5	5	NUM
ajema-2924	206	2	.	.	X
ajema-2924	206	3	noori	noori	PROPN
ajema-2924	206	4	memon	memon	PROPN
ajema-2924	206	5	,	,	PUNCT
ajema-2924	206	6	suresh	suresh	PROPN
ajema-2924	206	7	sankara	sankara	PROPN
ajema-2924	206	8	palli	palli	PROPN
ajema-2924	206	9	.	.	PUNCT
ajema-2924	207	1	(	(	PUNCT
ajema-2924	207	2	2023	2023	NUM
ajema-2924	207	3	)	)	PUNCT
ajema-2924	207	4	.	.	PUNCT
ajema-2924	208	1	automated	automate	VERB
ajema-2924	208	2	data	datum	NOUN
ajema-2924	208	3	quality	quality	NOUN
ajema-2924	208	4	monitoring	monitoring	NOUN
ajema-2924	208	5	systems	system	NOUN
ajema-2924	208	6	for	for	ADP
ajema-2924	208	7	enterprise	enterprise	NOUN
ajema-2924	208	8	data	datum	NOUN
ajema-2924	208	9	warehouses	warehouse	NOUN
ajema-2924	208	10	.	.	PUNCT
ajema-2924	209	1	journal	journal	NOUN
ajema-2924	209	2	of	of	ADP
ajema-2924	209	3	computational	computational	ADJ
ajema-2924	209	4	analysis	analysis	NOUN
ajema-2924	209	5	and	and	CCONJ
ajema-2924	209	6	applications	application	NOUN
ajema-2924	209	7	(	(	PUNCT
ajema-2924	209	8	jocaaa	jocaaa	NOUN
ajema-2924	209	9	)	)	PUNCT
ajema-2924	209	10	,	,	PUNCT
ajema-2924	209	11	31(3	31(3	NUM
ajema-2924	209	12	)	)	PUNCT
ajema-2924	209	13	,	,	PUNCT
ajema-2924	209	14	687–699	687–699	NUM
ajema-2924	209	15	.	.	PUNCT
ajema-2924	209	16	retrieved	retrieve	VERB
ajema-2924	209	17	from	from	ADP
ajema-2924	209	18	https://www.eudoxuspress.com/index.php/pub/article/view/3616	https://www.eudoxuspress.com/index.php/pub/article/view/3616	PROPN
ajema-2924	209	19	6	6	NUM
ajema-2924	209	20	.	.	PUNCT
ajema-2924	210	1	suresh	suresh	PROPN
ajema-2924	210	2	sankara	sankara	PROPN
ajema-2924	210	3	palli	palli	PROPN
ajema-2924	210	4	,	,	PUNCT
ajema-2924	210	5	"	"	PUNCT
ajema-2924	210	6	real	real	ADJ
ajema-2924	210	7	-	-	PUNCT
ajema-2924	210	8	time	time	NOUN
ajema-2924	210	9	data	datum	NOUN
ajema-2924	210	10	integration	integration	NOUN
ajema-2924	210	11	architectures	architecture	NOUN
ajema-2924	210	12	for	for	ADP
ajema-2924	210	13	operational	operational	ADJ
ajema-2924	210	14	business	business	NOUN
ajema-2924	210	15	intelligence	intelligence	NOUN
ajema-2924	210	16	in	in	ADP
ajema-2924	210	17	global	global	ADJ
ajema-2924	210	18	enterprises	enterprise	NOUN
ajema-2924	210	19	.	.	PUNCT
ajema-2924	210	20	"	"	PUNCT
ajema-2924	211	1	international	international	ADJ
ajema-2924	211	2	journal	journal	NOUN
ajema-2924	211	3	of	of	ADP
ajema-2924	211	4	scientific	scientific	ADJ
ajema-2924	211	5	research	research	NOUN
ajema-2924	211	6	in	in	ADP
ajema-2924	211	7	computer	computer	NOUN
ajema-2924	211	8	science	science	NOUN
ajema-2924	211	9	,	,	PUNCT
ajema-2924	211	10	engineering	engineering	NOUN
ajema-2924	211	11	and	and	CCONJ
ajema-2924	211	12	information	information	NOUN
ajema-2924	211	13	technology	technology	NOUN
ajema-2924	211	14	(	(	PUNCT
ajema-2924	211	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	211	16	)	)	PUNCT
ajema-2924	211	17	,	,	PUNCT
ajema-2924	211	18	9(1	9(1	NUM
ajema-2924	211	19	)	)	PUNCT
ajema-2924	211	20	,	,	PUNCT
ajema-2924	211	21	361–371	361–371	NUM
ajema-2924	211	22	,	,	PUNCT
ajema-2924	211	23	januaryfebruary-2023	januaryfebruary-2023	ADJ
ajema-2924	211	24	.	.	PUNCT
ajema-2924	212	1	https://doi.org/10.32628/cseit2391548	https://doi.org/10.32628/cseit2391548	PROPN
ajema-2924	212	2	7	7	NUM
ajema-2924	212	3	.	.	PUNCT
ajema-2924	212	4	sakariya	sakariya	PROPN
ajema-2924	212	5	,	,	PUNCT
ajema-2924	212	6	ashish	ashish	PROPN
ajema-2924	212	7	babubhai	babubhai	PROPN
ajema-2924	212	8	.	.	PUNCT
ajema-2924	213	1	"	"	PUNCT
ajema-2924	213	2	future	future	ADJ
ajema-2924	213	3	trends	trend	NOUN
ajema-2924	213	4	in	in	ADP
ajema-2924	213	5	marketing	marketing	NOUN
ajema-2924	213	6	automation	automation	NOUN
ajema-2924	213	7	for	for	ADP
ajema-2924	213	8	rubber	rubber	NOUN
ajema-2924	213	9	manufacturers	manufacturer	NOUN
ajema-2924	213	10	.	.	PUNCT
ajema-2924	213	11	"	"	PUNCT
ajema-2924	214	1	future	future	ADJ
ajema-2924	214	2	,	,	PUNCT
ajema-2924	214	3	2(1	2(1	NUM
ajema-2924	214	4	)	)	PUNCT
ajema-2924	214	5	,	,	PUNCT
ajema-2924	214	6	2023	2023	NUM
ajema-2924	214	7	.	.	PUNCT
ajema-2924	215	1	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	PROPN
ajema-2924	215	2	https://doi.org/10.32628/ijsrset221201	https://doi.org/10.32628/ijsrset221201	VERB
ajema-2924	215	3	https://www.eudoxuspress.com/index.php/pub/article/view/3616	https://www.eudoxuspress.com/index.php/pub/article/view/3616	PROPN
ajema-2924	215	4	https://www.eudoxuspress.com/index.php/pub/article/view/3616	https://www.eudoxuspress.com/index.php/pub/article/view/3616	PROPN
ajema-2924	215	5	https://www.eudoxuspress.com/index.php/pub/article/view/3616	https://www.eudoxuspress.com/index.php/pub/article/view/3616	PROPN
ajema-2924	215	6	https://doi.org/10.32628/cseit2391548	https://doi.org/10.32628/cseit2391548	PROPN
ajema-2924	215	7	https://doi.org/10.32628/cseit2391548	https://doi.org/10.32628/cseit2391548	PROPN
ajema-2924	215	8	227	227	NUM
ajema-2924	215	9	journal	journal	NOUN
ajema-2924	215	10	of	of	ADP
ajema-2924	215	11	engineering	engineering	NOUN
ajema-2924	215	12	,	,	PUNCT
ajema-2924	215	13	mechanics	mechanic	NOUN
ajema-2924	215	14	and	and	CCONJ
ajema-2924	215	15	architecture	architecture	NOUN
ajema-2924	215	16	www	www	NOUN
ajema-2924	215	17	.	.	PROPN
ajema-2924	216	1	grnjournal.us	grnjournal.us	X
ajema-2924	216	2	8	8	NUM
ajema-2924	216	3	.	.	PUNCT
ajema-2924	216	4	bandaru	bandaru	PROPN
ajema-2924	216	5	,	,	PUNCT
ajema-2924	217	1	s.	s.	PROPN
ajema-2924	217	2	p.	p.	PROPN
ajema-2924	217	3	(	(	PUNCT
ajema-2924	217	4	2023	2023	NUM
ajema-2924	217	5	)	)	PUNCT
ajema-2924	217	6	.	.	PUNCT
ajema-2924	218	1	cloud	cloud	NOUN
ajema-2924	218	2	computing	compute	VERB
ajema-2924	218	3	for	for	ADP
ajema-2924	218	4	software	software	NOUN
ajema-2924	218	5	engineers	engineer	NOUN
ajema-2924	218	6	:	:	PUNCT
ajema-2924	218	7	building	build	VERB
ajema-2924	218	8	serverless	serverless	NOUN
ajema-2924	218	9	applications	application	NOUN
ajema-2924	218	10	.	.	PUNCT
ajema-2924	219	1	9	9	X
ajema-2924	219	2	.	.	X
ajema-2924	219	3	rajalingam	rajalingam	PROPN
ajema-2924	219	4	malaiyalan	malaiyalan	NOUN
ajema-2924	219	5	"	"	PUNCT
ajema-2924	219	6	agile	agile	ADJ
ajema-2924	219	7	-	-	PUNCT
ajema-2924	219	8	driven	drive	VERB
ajema-2924	219	9	digital	digital	ADJ
ajema-2924	219	10	delivery	delivery	NOUN
ajema-2924	219	11	best	good	ADJ
ajema-2924	219	12	practices	practice	NOUN
ajema-2924	219	13	for	for	ADP
ajema-2924	219	14	onsite	onsite	VERB
ajema-2924	219	15	-	-	PUNCT
ajema-2924	219	16	offshore	offshore	ADJ
ajema-2924	219	17	models	model	NOUN
ajema-2924	219	18	in	in	ADP
ajema-2924	219	19	multi	multi	ADJ
ajema-2924	219	20	-	-	ADJ
ajema-2924	219	21	vendor	vendor	ADJ
ajema-2924	219	22	environments	environment	NOUN
ajema-2924	219	23	.	.	PUNCT
ajema-2924	219	24	"	"	PUNCT
ajema-2924	220	1	international	international	ADJ
ajema-2924	220	2	journal	journal	NOUN
ajema-2924	220	3	of	of	ADP
ajema-2924	220	4	scientific	scientific	ADJ
ajema-2924	220	5	research	research	NOUN
ajema-2924	220	6	in	in	ADP
ajema-2924	220	7	science	science	NOUN
ajema-2924	220	8	,	,	PUNCT
ajema-2924	220	9	engineering	engineering	NOUN
ajema-2924	220	10	and	and	CCONJ
ajema-2924	220	11	technology	technology	NOUN
ajema-2924	220	12	(	(	PUNCT
ajema-2924	220	13	ijsrset	ijsrset	NOUN
ajema-2924	220	14	)	)	PUNCT
ajema-2924	220	15	,	,	PUNCT
ajema-2924	220	16	10(2	10(2	NUM
ajema-2924	220	17	)	)	PUNCT
ajema-2924	220	18	,	,	PUNCT
ajema-2924	220	19	897–907	897–907	NUM
ajema-2924	220	20	,	,	PUNCT
ajema-2924	220	21	march	march	NOUN
ajema-2924	220	22	-	-	PUNCT
ajema-2924	220	23	april-2023	april-2023	NOUN
ajema-2924	220	24	.	.	PUNCT
ajema-2924	221	1	10	10	NUM
ajema-2924	221	2	.	.	X
ajema-2924	221	3	sakariya	sakariya	PROPN
ajema-2924	221	4	,	,	PUNCT
ajema-2924	221	5	a.	a.	PROPN
ajema-2924	221	6	b.	b.	PROPN
ajema-2924	221	7	(	(	PUNCT
ajema-2924	221	8	2019	2019	NUM
ajema-2924	221	9	)	)	PUNCT
ajema-2924	221	10	.	.	PUNCT
ajema-2924	222	1	impact	impact	NOUN
ajema-2924	222	2	of	of	ADP
ajema-2924	222	3	technological	technological	ADJ
ajema-2924	222	4	innovation	innovation	NOUN
ajema-2924	222	5	on	on	ADP
ajema-2924	222	6	rubber	rubber	NOUN
ajema-2924	222	7	sales	sale	NOUN
ajema-2924	222	8	strategies	strategy	NOUN
ajema-2924	222	9	in	in	ADP
ajema-2924	222	10	india	india	PROPN
ajema-2924	222	11	.	.	PUNCT
ajema-2924	223	1	international	international	ADJ
ajema-2924	223	2	journal	journal	PROPN
ajema-2924	223	3	of	of	ADP
ajema-2924	223	4	scientific	scientific	ADJ
ajema-2924	223	5	research	research	NOUN
ajema-2924	223	6	in	in	ADP
ajema-2924	223	7	science	science	NOUN
ajema-2924	223	8	,	,	PUNCT
ajema-2924	223	9	engineering	engineering	NOUN
ajema-2924	223	10	and	and	CCONJ
ajema-2924	223	11	technology	technology	NOUN
ajema-2924	223	12	(	(	PUNCT
ajema-2924	223	13	ijsrset	ijsrset	NOUN
ajema-2924	223	14	)	)	PUNCT
ajema-2924	223	15	,	,	PUNCT
ajema-2924	223	16	6	6	NUM
ajema-2924	223	17	,	,	PUNCT
ajema-2924	223	18	344–351	344–351	NUM
ajema-2924	223	19	.	.	PROPN
ajema-2924	223	20	11	11	NUM
ajema-2924	223	21	.	.	PUNCT
ajema-2924	224	1	suresh	suresh	PROPN
ajema-2924	224	2	sankara	sankara	PROPN
ajema-2924	224	3	palli	palli	PROPN
ajema-2924	224	4	.	.	PUNCT
ajema-2924	225	1	(	(	PUNCT
ajema-2924	225	2	2023	2023	NUM
ajema-2924	225	3	)	)	PUNCT
ajema-2924	225	4	.	.	PUNCT
ajema-2924	226	1	robust	robust	ADJ
ajema-2924	226	2	time	time	NOUN
ajema-2924	226	3	series	series	PROPN
ajema-2924	226	4	forecasting	forecasting	NOUN
ajema-2924	226	5	using	use	VERB
ajema-2924	226	6	transformer	transformer	NOUN
ajema-2924	226	7	-	-	PUNCT
ajema-2924	226	8	based	base	VERB
ajema-2924	226	9	models	model	NOUN
ajema-2924	226	10	for	for	ADP
ajema-2924	226	11	volatile	volatile	ADJ
ajema-2924	226	12	market	market	NOUN
ajema-2924	226	13	conditions	condition	NOUN
ajema-2924	226	14	.	.	PUNCT
ajema-2924	227	1	international	international	ADJ
ajema-2924	227	2	journal	journal	PROPN
ajema-2924	227	3	on	on	ADP
ajema-2924	227	4	recent	recent	ADJ
ajema-2924	227	5	and	and	CCONJ
ajema-2924	227	6	innovation	innovation	NOUN
ajema-2924	227	7	trends	trend	NOUN
ajema-2924	227	8	in	in	ADP
ajema-2924	227	9	computing	computing	NOUN
ajema-2924	227	10	and	and	CCONJ
ajema-2924	227	11	communication	communication	NOUN
ajema-2924	227	12	,	,	PUNCT
ajema-2924	227	13	11(11s	11(11s	NOUN
ajema-2924	227	14	)	)	PUNCT
ajema-2924	227	15	,	,	PUNCT
ajema-2924	227	16	837–843	837–843	NUM
ajema-2924	227	17	.	.	PUNCT
ajema-2924	227	18	retrieved	retrieve	VERB
ajema-2924	227	19	from	from	ADP
ajema-2924	227	20	https://www.ijritcc.org/index.php/ijritcc/article/view/11733\	https://www.ijritcc.org/index.php/ijritcc/article/view/11733\	NOUN
ajema-2924	227	21	12	12	NUM
ajema-2924	227	22	.	.	PUNCT
ajema-2924	228	1	rajalingam	rajalingam	PROPN
ajema-2924	228	2	malaiyalan	malaiyalan	PROPN
ajema-2924	228	3	.	.	PUNCT
ajema-2924	229	1	(	(	PUNCT
ajema-2924	229	2	2023	2023	NUM
ajema-2924	229	3	)	)	PUNCT
ajema-2924	229	4	.	.	PUNCT
ajema-2924	230	1	evolution	evolution	NOUN
ajema-2924	230	2	of	of	ADP
ajema-2924	230	3	enterprise	enterprise	NOUN
ajema-2924	230	4	application	application	NOUN
ajema-2924	230	5	integration	integration	NOUN
ajema-2924	230	6	:	:	PUNCT
ajema-2924	230	7	role	role	NOUN
ajema-2924	230	8	of	of	ADP
ajema-2924	230	9	middleware	middleware	NOUN
ajema-2924	230	10	platforms	platform	NOUN
ajema-2924	230	11	in	in	ADP
ajema-2924	230	12	multi	multi	ADJ
ajema-2924	230	13	-	-	ADJ
ajema-2924	230	14	domain	domain	ADJ
ajema-2924	230	15	transformation	transformation	NOUN
ajema-2924	230	16	.	.	PUNCT
ajema-2924	231	1	international	international	ADJ
ajema-2924	231	2	journal	journal	NOUN
ajema-2924	231	3	of	of	ADP
ajema-2924	231	4	intelligent	intelligent	ADJ
ajema-2924	231	5	systems	system	NOUN
ajema-2924	231	6	and	and	CCONJ
ajema-2924	231	7	applications	application	NOUN
ajema-2924	231	8	in	in	ADP
ajema-2924	231	9	engineering	engineering	NOUN
ajema-2924	231	10	,	,	PUNCT
ajema-2924	231	11	11(2	11(2	NUM
ajema-2924	231	12	)	)	PUNCT
ajema-2924	231	13	,	,	PUNCT
ajema-2924	231	14	1049	1049	NUM
ajema-2924	231	15	–	–	PUNCT
ajema-2924	231	16	[	[	X
ajema-2924	231	17	…	…	X
ajema-2924	231	18	]	]	X
ajema-2924	231	19	.	.	PUNCT
ajema-2924	232	1	retrieved	retrieve	VERB
ajema-2924	232	2	from	from	ADP
ajema-2924	232	3	https://ijisae.org/index.php/ijisae/article/view/7846	https://ijisae.org/index.php/ijisae/article/view/7846	ADJ
ajema-2924	232	4	13	13	NUM
ajema-2924	233	1	.	.	PUNCT
ajema-2924	233	2	bandaru	bandaru	PROPN
ajema-2924	233	3	,	,	PUNCT
ajema-2924	234	1	s.	s.	PROPN
ajema-2924	234	2	p.	p.	PROPN
ajema-2924	234	3	(	(	PUNCT
ajema-2924	234	4	2022	2022	NUM
ajema-2924	234	5	)	)	PUNCT
ajema-2924	234	6	.	.	PUNCT
ajema-2924	235	1	ai	ai	VERB
ajema-2924	235	2	in	in	ADP
ajema-2924	235	3	software	software	NOUN
ajema-2924	235	4	development	development	NOUN
ajema-2924	235	5	:	:	PUNCT
ajema-2924	235	6	enhancing	enhance	VERB
ajema-2924	235	7	efficiency	efficiency	NOUN
ajema-2924	235	8	with	with	ADP
ajema-2924	235	9	intelligent	intelligent	ADJ
ajema-2924	235	10	automation	automation	NOUN
ajema-2924	235	11	.	.	PUNCT
ajema-2924	236	1	14	14	NUM
ajema-2924	236	2	.	.	PUNCT
ajema-2924	236	3	gadhiya	gadhiya	NOUN
ajema-2924	236	4	,	,	PUNCT
ajema-2924	236	5	y.	y.	NOUN
ajema-2924	236	6	,	,	PUNCT
ajema-2924	236	7	gangani	gangani	NOUN
ajema-2924	236	8	,	,	PUNCT
ajema-2924	236	9	c.	c.	NOUN
ajema-2924	236	10	m.	m.	NOUN
ajema-2924	236	11	,	,	PUNCT
ajema-2924	236	12	sakariya	sakariya	PROPN
ajema-2924	236	13	,	,	PUNCT
ajema-2924	236	14	a.	a.	PROPN
ajema-2924	236	15	b.	b.	PROPN
ajema-2924	236	16	,	,	PUNCT
ajema-2924	236	17	&	&	CCONJ
ajema-2924	236	18	bhavandla	bhavandla	PROPN
ajema-2924	236	19	,	,	PUNCT
ajema-2924	236	20	l.	l.	PROPN
ajema-2924	236	21	k.	k.	PROPN
ajema-2924	237	1	the	the	DET
ajema-2924	237	2	role	role	NOUN
ajema-2924	237	3	of	of	ADP
ajema-2924	237	4	marketing	marketing	NOUN
ajema-2924	237	5	and	and	CCONJ
ajema-2924	237	6	technology	technology	NOUN
ajema-2924	237	7	in	in	ADP
ajema-2924	237	8	driving	drive	VERB
ajema-2924	237	9	digital	digital	ADJ
ajema-2924	237	10	transformation	transformation	NOUN
ajema-2924	237	11	across	across	ADP
ajema-2924	237	12	organizations	organization	NOUN
ajema-2924	237	13	.	.	PUNCT
ajema-2924	238	1	library	library	ADJ
ajema-2924	238	2	progress	progress	PROPN
ajema-2924	238	3	international	international	PROPN
ajema-2924	238	4	,	,	PUNCT
ajema-2924	238	5	44(6	44(6	PROPN
ajema-2924	238	6	)	)	PUNCT
ajema-2924	238	7	,	,	PUNCT
ajema-2924	238	8	20–12	20–12	NUM
ajema-2924	238	9	.	.	PUNCT
ajema-2924	238	10	15	15	NUM
ajema-2924	238	11	.	.	X
ajema-2924	239	1	sakariya	sakariya	PROPN
ajema-2924	239	2	,	,	PUNCT
ajema-2924	239	3	ashish	ashish	PROPN
ajema-2924	239	4	.	.	PUNCT
ajema-2924	240	1	(	(	PUNCT
ajema-2924	240	2	2022	2022	NUM
ajema-2924	240	3	)	)	PUNCT
ajema-2924	240	4	.	.	PUNCT
ajema-2924	241	1	eco	eco	NOUN
ajema-2924	241	2	-	-	PUNCT
ajema-2924	241	3	driven	drive	VERB
ajema-2924	241	4	marketing	marketing	NOUN
ajema-2924	241	5	strategies	strategy	NOUN
ajema-2924	241	6	for	for	ADP
ajema-2924	241	7	resilient	resilient	ADJ
ajema-2924	241	8	growth	growth	NOUN
ajema-2924	241	9	in	in	ADP
ajema-2924	241	10	the	the	DET
ajema-2924	241	11	rubber	rubber	NOUN
ajema-2924	241	12	industry	industry	NOUN
ajema-2924	241	13	:	:	PUNCT
ajema-2924	241	14	a	a	DET
ajema-2924	241	15	pathway	pathway	NOUN
ajema-2924	241	16	toward	toward	ADP
ajema-2924	241	17	sustainability	sustainability	NOUN
ajema-2924	241	18	.	.	PUNCT
ajema-2924	242	1	7	7	NUM
ajema-2924	242	2	,	,	PUNCT
ajema-2924	242	3	1–7	1–7	NUM
ajema-2924	242	4	.	.	NOUN
ajema-2924	242	5	16	16	NUM
ajema-2924	242	6	.	.	PUNCT
ajema-2924	243	1	rajalingam	rajalingam	PROPN
ajema-2924	243	2	malaiyalan	malaiyalan	PROPN
ajema-2924	243	3	.	.	PUNCT
ajema-2924	244	1	(	(	PUNCT
ajema-2924	244	2	2022	2022	NUM
ajema-2924	244	3	)	)	PUNCT
ajema-2924	244	4	.	.	PUNCT
ajema-2924	245	1	designing	design	VERB
ajema-2924	245	2	scalable	scalable	ADJ
ajema-2924	245	3	b2b	b2b	NOUN
ajema-2924	245	4	integration	integration	NOUN
ajema-2924	245	5	solutions	solution	NOUN
ajema-2924	245	6	using	use	VERB
ajema-2924	245	7	middleware	middleware	NOUN
ajema-2924	245	8	and	and	CCONJ
ajema-2924	245	9	cloud	cloud	PROPN
ajema-2924	245	10	apis	apis	PROPN
ajema-2924	245	11	.	.	PUNCT
ajema-2924	246	1	international	international	ADJ
ajema-2924	246	2	journal	journal	PROPN
ajema-2924	246	3	on	on	ADP
ajema-2924	246	4	recent	recent	ADJ
ajema-2924	246	5	and	and	CCONJ
ajema-2924	246	6	innovation	innovation	NOUN
ajema-2924	246	7	trends	trend	NOUN
ajema-2924	246	8	in	in	ADP
ajema-2924	246	9	computing	computing	NOUN
ajema-2924	246	10	and	and	CCONJ
ajema-2924	246	11	communication	communication	NOUN
ajema-2924	246	12	,	,	PUNCT
ajema-2924	246	13	10(2	10(2	NUM
ajema-2924	246	14	)	)	PUNCT
ajema-2924	246	15	,	,	PUNCT
ajema-2924	246	16	73–79	73–79	NOUN
ajema-2924	246	17	.	.	PUNCT
ajema-2924	247	1	retrieved	retrieve	VERB
ajema-2924	247	2	from	from	ADP
ajema-2924	247	3	https://ijritcc.org/index.php/ijritcc/article/view/11744	https://ijritcc.org/index.php/ijritcc/article/view/11744	NOUN
ajema-2924	247	4	17	17	NUM
ajema-2924	247	5	.	.	PUNCT
ajema-2924	248	1	gadhiya	gadhiya	NOUN
ajema-2924	248	2	,	,	PUNCT
ajema-2924	248	3	y.	y.	PROPN
ajema-2924	248	4	(	(	PUNCT
ajema-2924	248	5	2022	2022	NUM
ajema-2924	248	6	)	)	PUNCT
ajema-2924	248	7	.	.	PUNCT
ajema-2924	249	1	leveraging	leverage	VERB
ajema-2924	249	2	predictive	predictive	ADJ
ajema-2924	249	3	analytics	analytic	NOUN
ajema-2924	249	4	to	to	PART
ajema-2924	249	5	mitigate	mitigate	VERB
ajema-2924	249	6	risks	risk	NOUN
ajema-2924	249	7	in	in	ADP
ajema-2924	249	8	drug	drug	NOUN
ajema-2924	249	9	and	and	CCONJ
ajema-2924	249	10	alcohol	alcohol	NOUN
ajema-2924	249	11	testing	testing	NOUN
ajema-2924	249	12	.	.	PUNCT
ajema-2924	250	1	international	international	ADJ
ajema-2924	250	2	journal	journal	NOUN
ajema-2924	250	3	of	of	ADP
ajema-2924	250	4	intelligent	intelligent	ADJ
ajema-2924	250	5	systems	system	NOUN
ajema-2924	250	6	and	and	CCONJ
ajema-2924	250	7	applications	application	NOUN
ajema-2924	250	8	in	in	ADP
ajema-2924	250	9	engineering	engineering	NOUN
ajema-2924	250	10	,	,	PUNCT
ajema-2924	250	11	10(3	10(3	NUM
ajema-2924	250	12	)	)	PUNCT
ajema-2924	250	13	,	,	PUNCT
ajema-2924	250	14	521	521	NUM
ajema-2924	250	15	–	–	PUNCT
ajema-2924	250	16	[	[	X
ajema-2924	250	17	…	…	X
ajema-2924	250	18	]	]	X
ajema-2924	250	19	18	18	NUM
ajema-2924	250	20	.	.	PUNCT
ajema-2924	251	1	kotha	kotha	PROPN
ajema-2924	251	2	,	,	PUNCT
ajema-2924	251	3	s.	s.	PROPN
ajema-2924	251	4	r.	r.	PROPN
ajema-2924	251	5	(	(	PUNCT
ajema-2924	251	6	2020	2020	NUM
ajema-2924	251	7	)	)	PUNCT
ajema-2924	251	8	.	.	PUNCT
ajema-2924	252	1	advanced	advanced	ADJ
ajema-2924	252	2	dashboarding	dashboarding	NOUN
ajema-2924	252	3	techniques	technique	NOUN
ajema-2924	252	4	in	in	ADP
ajema-2924	252	5	tableau	tableau	PROPN
ajema-2924	252	6	for	for	ADP
ajema-2924	252	7	shipping	ship	VERB
ajema-2924	252	8	industry	industry	NOUN
ajema-2924	252	9	use	use	NOUN
ajema-2924	252	10	cases	case	NOUN
ajema-2924	252	11	.	.	PUNCT
ajema-2924	253	1	international	international	ADJ
ajema-2924	253	2	journal	journal	NOUN
ajema-2924	253	3	of	of	ADP
ajema-2924	253	4	scientific	scientific	ADJ
ajema-2924	253	5	research	research	NOUN
ajema-2924	253	6	in	in	ADP
ajema-2924	253	7	computer	computer	NOUN
ajema-2924	253	8	science	science	NOUN
ajema-2924	253	9	,	,	PUNCT
ajema-2924	253	10	engineering	engineering	NOUN
ajema-2924	253	11	and	and	CCONJ
ajema-2924	253	12	information	information	NOUN
ajema-2924	253	13	technology	technology	NOUN
ajema-2924	253	14	(	(	PUNCT
ajema-2924	253	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	253	16	)	)	PUNCT
ajema-2924	253	17	,	,	PUNCT
ajema-2924	253	18	6(2	6(2	NUM
ajema-2924	253	19	)	)	PUNCT
ajema-2924	253	20	,	,	PUNCT
ajema-2924	253	21	608–619	608–619	NUM
ajema-2924	253	22	.	.	PUNCT
ajema-2924	254	1	19	19	NUM
ajema-2924	254	2	.	.	X
ajema-2924	254	3	sakariya	sakariya	PROPN
ajema-2924	254	4	,	,	PUNCT
ajema-2924	254	5	a.	a.	PROPN
ajema-2924	254	6	b.	b.	PROPN
ajema-2924	254	7	(	(	PUNCT
ajema-2924	254	8	2016	2016	NUM
ajema-2924	254	9	)	)	PUNCT
ajema-2924	254	10	.	.	PUNCT
ajema-2924	255	1	leveraging	leverage	VERB
ajema-2924	255	2	crm	crm	NOUN
ajema-2924	255	3	tools	tool	NOUN
ajema-2924	255	4	for	for	ADP
ajema-2924	255	5	enhanced	enhanced	ADJ
ajema-2924	255	6	marketing	marketing	NOUN
ajema-2924	255	7	efficiency	efficiency	NOUN
ajema-2924	255	8	in	in	ADP
ajema-2924	255	9	banking	banking	NOUN
ajema-2924	255	10	.	.	PUNCT
ajema-2924	256	1	international	international	ADJ
ajema-2924	256	2	journal	journal	NOUN
ajema-2924	256	3	for	for	ADP
ajema-2924	256	4	innovative	innovative	ADJ
ajema-2924	256	5	engineering	engineering	NOUN
ajema-2924	256	6	and	and	CCONJ
ajema-2924	256	7	management	management	NOUN
ajema-2924	256	8	research	research	NOUN
ajema-2924	256	9	(	(	PUNCT
ajema-2924	256	10	ijiemr	ijiemr	NOUN
ajema-2924	256	11	)	)	PUNCT
ajema-2924	256	12	,	,	PUNCT
ajema-2924	256	13	5	5	NUM
ajema-2924	256	14	,	,	PUNCT
ajema-2924	256	15	64–75	64–75	NUM
ajema-2924	256	16	.	.	PROPN
ajema-2924	256	17	20	20	NUM
ajema-2924	256	18	.	.	PUNCT
ajema-2924	257	1	sakariya	sakariya	PROPN
ajema-2924	257	2	,	,	PUNCT
ajema-2924	257	3	a.	a.	PROPN
ajema-2924	257	4	b.	b.	PROPN
ajema-2924	257	5	(	(	PUNCT
ajema-2924	257	6	2016	2016	NUM
ajema-2924	257	7	)	)	PUNCT
ajema-2924	257	8	.	.	PUNCT
ajema-2924	258	1	the	the	DET
ajema-2924	258	2	role	role	NOUN
ajema-2924	258	3	of	of	ADP
ajema-2924	258	4	relationship	relationship	NOUN
ajema-2924	258	5	marketing	marketing	NOUN
ajema-2924	258	6	in	in	ADP
ajema-2924	258	7	banking	banking	NOUN
ajema-2924	258	8	sector	sector	NOUN
ajema-2924	258	9	growth	growth	NOUN
ajema-2924	258	10	.	.	PUNCT
ajema-2924	259	1	international	international	ADJ
ajema-2924	259	2	journal	journal	PROPN
ajema-2924	259	3	of	of	ADP
ajema-2924	259	4	scientific	scientific	ADJ
ajema-2924	259	5	research	research	NOUN
ajema-2924	259	6	in	in	ADP
ajema-2924	259	7	computer	computer	NOUN
ajema-2924	259	8	science	science	NOUN
ajema-2924	259	9	,	,	PUNCT
ajema-2924	259	10	engineering	engineering	NOUN
ajema-2924	259	11	and	and	CCONJ
ajema-2924	259	12	information	information	NOUN
ajema-2924	259	13	technology	technology	NOUN
ajema-2924	259	14	(	(	PUNCT
ajema-2924	259	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	259	16	)	)	PUNCT
ajema-2924	259	17	,	,	PUNCT
ajema-2924	259	18	1	1	NUM
ajema-2924	259	19	,	,	PUNCT
ajema-2924	259	20	104–110	104–110	NUM
ajema-2924	259	21	.	.	PUNCT
ajema-2924	260	1	21	21	NUM
ajema-2924	260	2	.	.	PUNCT
ajema-2924	261	1	suresh	suresh	PROPN
ajema-2924	261	2	sankara	sankara	PROPN
ajema-2924	261	3	palli	palli	PROPN
ajema-2924	261	4	.	.	PUNCT
ajema-2924	262	1	(	(	PUNCT
ajema-2924	262	2	2022	2022	NUM
ajema-2924	262	3	)	)	PUNCT
ajema-2924	262	4	.	.	PUNCT
ajema-2924	263	1	self	self	NOUN
ajema-2924	263	2	-	-	PUNCT
ajema-2924	263	3	supervised	supervise	VERB
ajema-2924	263	4	learning	learning	NOUN
ajema-2924	263	5	methods	method	NOUN
ajema-2924	263	6	for	for	ADP
ajema-2924	263	7	manufacturing	manufacture	VERB
ajema-2924	263	8	quality	quality	NOUN
ajema-2924	263	9	control	control	NOUN
ajema-2924	263	10	applications	application	NOUN
ajema-2924	263	11	.	.	PUNCT
ajema-2924	264	1	22	22	NUM
ajema-2924	264	2	.	.	PUNCT
ajema-2924	265	1	santosh	santosh	PROPN
ajema-2924	265	2	panendra	panendra	PROPN
ajema-2924	265	3	bandaru	bandaru	PROPN
ajema-2924	265	4	"	"	PUNCT
ajema-2924	265	5	blockchain	blockchain	PROPN
ajema-2924	265	6	in	in	ADP
ajema-2924	265	7	software	software	NOUN
ajema-2924	265	8	engineering	engineering	NOUN
ajema-2924	265	9	:	:	PUNCT
ajema-2924	265	10	secure	secure	ADJ
ajema-2924	265	11	and	and	CCONJ
ajema-2924	265	12	decentralized	decentralized	ADJ
ajema-2924	265	13	solutions	solution	NOUN
ajema-2924	265	14	.	.	PUNCT
ajema-2924	265	15	"	"	PUNCT
ajema-2924	266	1	international	international	ADJ
ajema-2924	266	2	journal	journal	NOUN
ajema-2924	266	3	of	of	ADP
ajema-2924	266	4	scientific	scientific	ADJ
ajema-2924	266	5	research	research	NOUN
ajema-2924	266	6	in	in	ADP
ajema-2924	266	7	science	science	NOUN
ajema-2924	266	8	and	and	CCONJ
ajema-2924	266	9	technology	technology	NOUN
ajema-2924	266	10	(	(	PUNCT
ajema-2924	266	11	ijsrst	ijsrst	PROPN
ajema-2924	266	12	)	)	PUNCT
ajema-2924	266	13	,	,	PUNCT
ajema-2924	266	14	9(6	9(6	NUM
ajema-2924	266	15	)	)	PUNCT
ajema-2924	266	16	,	,	PUNCT
ajema-2924	266	17	840–851	840–851	NUM
ajema-2924	266	18	,	,	PUNCT
ajema-2924	266	19	november	november	NOUN
ajema-2924	266	20	-	-	PUNCT
ajema-2924	266	21	december-2022	december-2022	NOUN
ajema-2924	266	22	.	.	PUNCT
ajema-2924	267	1	23	23	NUM
ajema-2924	267	2	.	.	PUNCT
ajema-2924	267	3	edge	edge	NOUN
ajema-2924	267	4	computing	computing	NOUN
ajema-2924	267	5	vs.	vs.	ADP
ajema-2924	267	6	cloud	cloud	NOUN
ajema-2924	267	7	computing	computing	NOUN
ajema-2924	267	8	:	:	PUNCT
ajema-2924	267	9	where	where	SCONJ
ajema-2924	267	10	to	to	PART
ajema-2924	267	11	deploy	deploy	VERB
ajema-2924	267	12	your	your	PRON
ajema-2924	267	13	applications	application	NOUN
ajema-2924	267	14	.	.	PUNCT
ajema-2924	268	1	(	(	PUNCT
ajema-2924	268	2	2024	2024	NUM
ajema-2924	268	3	)	)	PUNCT
ajema-2924	268	4	.	.	PUNCT
ajema-2924	269	1	international	international	ADJ
ajema-2924	269	2	journal	journal	PROPN
ajema-2924	269	3	of	of	ADP
ajema-2924	269	4	supportive	supportive	ADJ
ajema-2924	269	5	research	research	NOUN
ajema-2924	269	6	,	,	PUNCT
ajema-2924	269	7	2(2	2(2	NUM
ajema-2924	269	8	)	)	PUNCT
ajema-2924	269	9	,	,	PUNCT
ajema-2924	269	10	53–60	53–60	PROPN
ajema-2924	269	11	.	.	PUNCT
ajema-2924	270	1	https://ijsupport.com/index.php/ijsrs/article/view/20	https://ijsupport.com/index.php/ijsrs/article/view/20	PROPN
ajema-2924	271	1	https://www.ijritcc.org/index.php/ijritcc/article/view/11733	https://www.ijritcc.org/index.php/ijritcc/article/view/11733	NUM
ajema-2924	271	2	https://www.ijritcc.org/index.php/ijritcc/article/view/11733	https://www.ijritcc.org/index.php/ijritcc/article/view/11733	ADP
ajema-2924	271	3	https://www.ijritcc.org/index.php/ijritcc/article/view/11733/	https://www.ijritcc.org/index.php/ijritcc/article/view/11733/	PROPN
ajema-2924	271	4	https://ijisae.org/index.php/ijisae/article/view/7846	https://ijisae.org/index.php/ijisae/article/view/7846	ADV
ajema-2924	272	1	https://ijisae.org/index.php/ijisae/article/view/7846	https://ijisae.org/index.php/ijisae/article/view/7846	ADV
ajema-2924	272	2	https://ijisae.org/index.php/ijisae/article/view/7846	https://ijisae.org/index.php/ijisae/article/view/7846	ADV
ajema-2924	272	3	https://ijritcc.org/index.php/ijritcc/article/view/11744	https://ijritcc.org/index.php/ijritcc/article/view/11744	PUNCT
ajema-2924	272	4	https://ijritcc.org/index.php/ijritcc/article/view/11744	https://ijritcc.org/index.php/ijritcc/article/view/11744	X
ajema-2924	272	5	https://ijritcc.org/index.php/ijritcc/article/view/11744	https://ijritcc.org/index.php/ijritcc/article/view/11744	PROPN
ajema-2924	272	6	https://ijsupport.com/index.php/ijsrs/article/view/20	https://ijsupport.com/index.php/ijsrs/article/view/20	PROPN
ajema-2924	272	7	https://ijsupport.com/index.php/ijsrs/article/view/20	https://ijsupport.com/index.php/ijsrs/article/view/20	PROPN
ajema-2924	272	8	https://ijsupport.com/index.php/ijsrs/article/view/20	https://ijsupport.com/index.php/ijsrs/article/view/20	PROPN
ajema-2924	272	9	228	228	NUM
ajema-2924	272	10	journal	journal	NOUN
ajema-2924	272	11	of	of	ADP
ajema-2924	272	12	engineering	engineering	NOUN
ajema-2924	272	13	,	,	PUNCT
ajema-2924	272	14	mechanics	mechanic	NOUN
ajema-2924	272	15	and	and	CCONJ
ajema-2924	272	16	architecture	architecture	NOUN
ajema-2924	272	17	www	www	NOUN
ajema-2924	272	18	.	.	PUNCT
ajema-2924	273	1	grnjournal.us	grnjournal.us	X
ajema-2924	273	2	24	24	NUM
ajema-2924	273	3	.	.	PUNCT
ajema-2924	273	4	sakariya	sakariya	PROPN
ajema-2924	273	5	,	,	PUNCT
ajema-2924	273	6	a.	a.	PROPN
ajema-2924	273	7	b.	b.	PROPN
ajema-2924	273	8	(	(	PUNCT
ajema-2924	273	9	2023	2023	NUM
ajema-2924	273	10	)	)	PUNCT
ajema-2924	273	11	.	.	PUNCT
ajema-2924	274	1	the	the	DET
ajema-2924	274	2	evolution	evolution	NOUN
ajema-2924	274	3	of	of	ADP
ajema-2924	274	4	marketing	marketing	NOUN
ajema-2924	274	5	in	in	ADP
ajema-2924	274	6	the	the	DET
ajema-2924	274	7	rubber	rubber	NOUN
ajema-2924	274	8	industry	industry	NOUN
ajema-2924	274	9	:	:	PUNCT
ajema-2924	274	10	a	a	DET
ajema-2924	274	11	global	global	ADJ
ajema-2924	274	12	perspective	perspective	NOUN
ajema-2924	274	13	.	.	PUNCT
ajema-2924	275	1	international	international	ADJ
ajema-2924	275	2	journal	journal	NOUN
ajema-2924	275	3	of	of	ADP
ajema-2924	275	4	multidisciplinary	multidisciplinary	ADJ
ajema-2924	275	5	innovation	innovation	NOUN
ajema-2924	275	6	and	and	CCONJ
ajema-2924	275	7	research	research	NOUN
ajema-2924	275	8	methodology	methodology	NOUN
ajema-2924	275	9	,	,	PUNCT
ajema-2924	275	10	2(4	2(4	NUM
ajema-2924	275	11	)	)	PUNCT
ajema-2924	275	12	,	,	PUNCT
ajema-2924	275	13	92–100	92–100	NUM
ajema-2924	275	14	.	.	NOUN
ajema-2924	276	1	25	25	NUM
ajema-2924	276	2	.	.	PUNCT
ajema-2924	276	3	rachamala	rachamala	NOUN
ajema-2924	276	4	,	,	PUNCT
ajema-2924	276	5	n.	n.	PROPN
ajema-2924	276	6	r.	r.	PROPN
ajema-2924	276	7	(	(	PUNCT
ajema-2924	276	8	2021	2021	NUM
ajema-2924	276	9	,	,	PUNCT
ajema-2924	276	10	march	march	PROPN
ajema-2924	276	11	)	)	PUNCT
ajema-2924	276	12	.	.	PUNCT
ajema-2924	277	1	airflow	airflow	NOUN
ajema-2924	277	2	dag	dag	PROPN
ajema-2924	277	3	automation	automation	NOUN
ajema-2924	277	4	in	in	ADP
ajema-2924	277	5	distributed	distribute	VERB
ajema-2924	277	6	etl	etl	NOUN
ajema-2924	277	7	environments	environment	NOUN
ajema-2924	277	8	.	.	PUNCT
ajema-2924	278	1	international	international	ADJ
ajema-2924	278	2	journal	journal	PROPN
ajema-2924	278	3	on	on	ADP
ajema-2924	278	4	recent	recent	ADJ
ajema-2924	278	5	and	and	CCONJ
ajema-2924	278	6	innovation	innovation	NOUN
ajema-2924	278	7	trends	trend	NOUN
ajema-2924	278	8	in	in	ADP
ajema-2924	278	9	computing	computing	NOUN
ajema-2924	278	10	and	and	CCONJ
ajema-2924	278	11	communication	communication	NOUN
ajema-2924	278	12	,	,	PUNCT
ajema-2924	278	13	9(3	9(3	NUM
ajema-2924	278	14	)	)	PUNCT
ajema-2924	278	15	,	,	PUNCT
ajema-2924	278	16	87–91	87–91	NUM
ajema-2924	278	17	.	.	PUNCT
ajema-2924	279	1	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN
ajema-2924	279	2	26	26	NUM
ajema-2924	279	3	.	.	PUNCT
ajema-2924	280	1	manasa	manasa	PROPN
ajema-2924	280	2	talluri	talluri	PROPN
ajema-2924	280	3	.	.	PUNCT
ajema-2924	281	1	(	(	PUNCT
ajema-2924	281	2	2021	2021	NUM
ajema-2924	281	3	)	)	PUNCT
ajema-2924	281	4	.	.	PUNCT
ajema-2924	282	1	responsive	responsive	ADJ
ajema-2924	282	2	web	web	NOUN
ajema-2924	282	3	design	design	NOUN
ajema-2924	282	4	for	for	ADP
ajema-2924	282	5	cross	cross	ADJ
ajema-2924	282	6	-	-	ADJ
ajema-2924	282	7	platform	platform	ADJ
ajema-2924	282	8	healthcare	healthcare	NOUN
ajema-2924	282	9	portals	portal	NOUN
ajema-2924	282	10	.	.	PUNCT
ajema-2924	283	1	international	international	ADJ
ajema-2924	283	2	journal	journal	PROPN
ajema-2924	283	3	on	on	ADP
ajema-2924	283	4	recent	recent	ADJ
ajema-2924	283	5	and	and	CCONJ
ajema-2924	283	6	innovation	innovation	NOUN
ajema-2924	283	7	trends	trend	NOUN
ajema-2924	283	8	in	in	ADP
ajema-2924	283	9	computing	computing	NOUN
ajema-2924	283	10	and	and	CCONJ
ajema-2924	283	11	communication	communication	NOUN
ajema-2924	283	12	,	,	PUNCT
ajema-2924	283	13	9(2	9(2	NUM
ajema-2924	283	14	)	)	PUNCT
ajema-2924	283	15	,	,	PUNCT
ajema-2924	283	16	34–41	34–41	NUM
ajema-2924	283	17	.	.	PUNCT
ajema-2924	284	1	https://doi.org/10.17762/ijritcc.v9i2.11708	https://doi.org/10.17762/ijritcc.v9i2.11708	NOUN
ajema-2924	284	2	27	27	NUM
ajema-2924	284	3	.	.	PUNCT
ajema-2924	285	1	mahadevan	mahadevan	PROPN
ajema-2924	285	2	,	,	PUNCT
ajema-2924	285	3	g.	g.	PROPN
ajema-2924	285	4	(	(	PUNCT
ajema-2924	285	5	2021	2021	NUM
ajema-2924	285	6	)	)	PUNCT
ajema-2924	285	7	.	.	PUNCT
ajema-2924	286	1	ai	ai	VERB
ajema-2924	286	2	and	and	CCONJ
ajema-2924	286	3	machine	machine	NOUN
ajema-2924	286	4	learning	learning	NOUN
ajema-2924	286	5	in	in	ADP
ajema-2924	286	6	retail	retail	ADJ
ajema-2924	286	7	tech	tech	NOUN
ajema-2924	286	8	:	:	PUNCT
ajema-2924	286	9	enhancing	enhance	VERB
ajema-2924	286	10	customer	customer	NOUN
ajema-2924	286	11	insights	insight	NOUN
ajema-2924	286	12	.	.	PUNCT
ajema-2924	287	1	international	international	ADJ
ajema-2924	287	2	journal	journal	NOUN
ajema-2924	287	3	of	of	ADP
ajema-2924	287	4	computer	computer	NOUN
ajema-2924	287	5	science	science	NOUN
ajema-2924	287	6	and	and	CCONJ
ajema-2924	287	7	mobile	mobile	NOUN
ajema-2924	287	8	computing	computing	NOUN
ajema-2924	287	9	,	,	PUNCT
ajema-2924	287	10	10	10	NUM
ajema-2924	287	11	,	,	PUNCT
ajema-2924	287	12	71–84	71–84	NUM
ajema-2924	287	13	.	.	PUNCT
ajema-2924	288	1	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	PROPN
ajema-2924	288	2	28	28	PROPN
ajema-2924	288	3	.	.	PUNCT
ajema-2924	289	1	kotha	kotha	PROPN
ajema-2924	289	2	,	,	PUNCT
ajema-2924	289	3	s.	s.	PROPN
ajema-2924	289	4	r.	r.	PROPN
ajema-2924	289	5	(	(	PUNCT
ajema-2924	289	6	2020	2020	NUM
ajema-2924	289	7	)	)	PUNCT
ajema-2924	289	8	.	.	PUNCT
ajema-2924	290	1	migrating	migrate	VERB
ajema-2924	290	2	traditional	traditional	ADJ
ajema-2924	290	3	bi	bi	ADJ
ajema-2924	290	4	systems	system	NOUN
ajema-2924	290	5	to	to	PART
ajema-2924	290	6	serverless	serverless	VERB
ajema-2924	290	7	aws	aw	NOUN
ajema-2924	290	8	infrastructure	infrastructure	NOUN
ajema-2924	290	9	.	.	PUNCT
ajema-2924	291	1	international	international	ADJ
ajema-2924	291	2	journal	journal	PROPN
ajema-2924	291	3	of	of	ADP
ajema-2924	291	4	scientific	scientific	ADJ
ajema-2924	291	5	research	research	NOUN
ajema-2924	291	6	in	in	ADP
ajema-2924	291	7	science	science	NOUN
ajema-2924	291	8	and	and	CCONJ
ajema-2924	291	9	technology	technology	NOUN
ajema-2924	291	10	(	(	PUNCT
ajema-2924	291	11	ijsrst	ijsrst	PROPN
ajema-2924	291	12	)	)	PUNCT
ajema-2924	291	13	,	,	PUNCT
ajema-2924	291	14	7(6	7(6	NUM
ajema-2924	291	15	)	)	PUNCT
ajema-2924	291	16	,	,	PUNCT
ajema-2924	291	17	557	557	NUM
ajema-2924	291	18	–	–	PUNCT
ajema-2924	291	19	561	561	NUM
ajema-2924	291	20	.	.	NOUN
ajema-2924	291	21	29	29	NUM
ajema-2924	291	22	.	.	PUNCT
ajema-2924	292	1	gadhiya	gadhiya	NOUN
ajema-2924	292	2	,	,	PUNCT
ajema-2924	292	3	y.	y.	NOUN
ajema-2924	292	4	(	(	PUNCT
ajema-2924	292	5	2021	2021	NUM
ajema-2924	292	6	)	)	PUNCT
ajema-2924	292	7	.	.	PUNCT
ajema-2924	293	1	building	build	VERB
ajema-2924	293	2	predictive	predictive	ADJ
ajema-2924	293	3	systems	system	NOUN
ajema-2924	293	4	for	for	ADP
ajema-2924	293	5	workforce	workforce	NOUN
ajema-2924	293	6	compliance	compliance	NOUN
ajema-2924	293	7	with	with	ADP
ajema-2924	293	8	regulatory	regulatory	ADJ
ajema-2924	293	9	mandates	mandate	NOUN
ajema-2924	293	10	.	.	PUNCT
ajema-2924	294	1	international	international	ADJ
ajema-2924	294	2	journal	journal	PROPN
ajema-2924	294	3	of	of	ADP
ajema-2924	294	4	scientific	scientific	ADJ
ajema-2924	294	5	research	research	NOUN
ajema-2924	294	6	in	in	ADP
ajema-2924	294	7	computer	computer	NOUN
ajema-2924	294	8	science	science	NOUN
ajema-2924	294	9	,	,	PUNCT
ajema-2924	294	10	engineering	engineering	NOUN
ajema-2924	294	11	and	and	CCONJ
ajema-2924	294	12	information	information	NOUN
ajema-2924	294	13	technology	technology	NOUN
ajema-2924	294	14	(	(	PUNCT
ajema-2924	294	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	294	16	)	)	PUNCT
ajema-2924	294	17	,	,	PUNCT
ajema-2924	294	18	7(5	7(5	NUM
ajema-2924	294	19	)	)	PUNCT
ajema-2924	294	20	,	,	PUNCT
ajema-2924	294	21	138–146	138–146	NUM
ajema-2924	294	22	.	.	PUNCT
ajema-2924	294	23	30	30	NUM
ajema-2924	294	24	.	.	PUNCT
ajema-2924	295	1	bandaru	bandaru	PROPN
ajema-2924	295	2	,	,	PUNCT
ajema-2924	296	1	s.	s.	PROPN
ajema-2924	296	2	p.	p.	PROPN
ajema-2924	296	3	(	(	PUNCT
ajema-2924	296	4	2020	2020	NUM
ajema-2924	296	5	)	)	PUNCT
ajema-2924	296	6	.	.	PUNCT
ajema-2924	297	1	microservices	microservice	NOUN
ajema-2924	297	2	architecture	architecture	NOUN
ajema-2924	297	3	:	:	PUNCT
ajema-2924	297	4	designing	design	VERB
ajema-2924	297	5	scalable	scalable	ADJ
ajema-2924	297	6	and	and	CCONJ
ajema-2924	297	7	resilient	resilient	ADJ
ajema-2924	297	8	systems	system	NOUN
ajema-2924	297	9	.	.	PUNCT
ajema-2924	298	1	international	international	ADJ
ajema-2924	298	2	journal	journal	PROPN
ajema-2924	298	3	of	of	ADP
ajema-2924	298	4	scientific	scientific	ADJ
ajema-2924	298	5	research	research	NOUN
ajema-2924	298	6	in	in	ADP
ajema-2924	298	7	science	science	NOUN
ajema-2924	298	8	,	,	PUNCT
ajema-2924	298	9	engineering	engineering	NOUN
ajema-2924	298	10	and	and	CCONJ
ajema-2924	298	11	technology	technology	NOUN
ajema-2924	298	12	(	(	PUNCT
ajema-2924	298	13	ijsrset	ijsrset	NOUN
ajema-2924	298	14	)	)	PUNCT
ajema-2924	298	15	,	,	PUNCT
ajema-2924	298	16	7(5	7(5	NUM
ajema-2924	298	17	)	)	PUNCT
ajema-2924	298	18	,	,	PUNCT
ajema-2924	298	19	418–431	418–431	NUM
ajema-2924	298	20	.	.	PUNCT
ajema-2924	299	1	31	31	NUM
ajema-2924	299	2	.	.	PUNCT
ajema-2924	300	1	kotha	kotha	PROPN
ajema-2924	300	2	,	,	PUNCT
ajema-2924	300	3	s.	s.	PROPN
ajema-2924	300	4	r.	r.	PROPN
ajema-2924	300	5	(	(	PUNCT
ajema-2924	300	6	2023	2023	NUM
ajema-2924	300	7	)	)	PUNCT
ajema-2924	300	8	.	.	PUNCT
ajema-2924	301	1	end	end	NOUN
ajema-2924	301	2	-	-	PUNCT
ajema-2924	301	3	to	to	ADP
ajema-2924	301	4	-	-	PUNCT
ajema-2924	301	5	end	end	NOUN
ajema-2924	301	6	automation	automation	NOUN
ajema-2924	301	7	of	of	ADP
ajema-2924	301	8	business	business	NOUN
ajema-2924	301	9	reporting	reporting	NOUN
ajema-2924	301	10	with	with	ADP
ajema-2924	301	11	alteryx	alteryx	NOUN
ajema-2924	301	12	and	and	CCONJ
ajema-2924	301	13	python	python	PROPN
ajema-2924	301	14	.	.	PUNCT
ajema-2924	302	1	international	international	ADJ
ajema-2924	302	2	journal	journal	PROPN
ajema-2924	302	3	on	on	ADP
ajema-2924	302	4	recent	recent	ADJ
ajema-2924	302	5	and	and	CCONJ
ajema-2924	302	6	innovation	innovation	NOUN
ajema-2924	302	7	trends	trend	NOUN
ajema-2924	302	8	in	in	ADP
ajema-2924	302	9	computing	computing	NOUN
ajema-2924	302	10	and	and	CCONJ
ajema-2924	302	11	communication	communication	NOUN
ajema-2924	302	12	,	,	PUNCT
ajema-2924	302	13	11(3	11(3	NUM
ajema-2924	302	14	)	)	PUNCT
ajema-2924	302	15	,	,	PUNCT
ajema-2924	303	1	778–787	778–787	NUM
ajema-2924	303	2	.	.	PUNCT
ajema-2924	304	1	32	32	NUM
ajema-2924	304	2	.	.	PUNCT
ajema-2924	305	1	kotha	kotha	PROPN
ajema-2924	305	2	,	,	PUNCT
ajema-2924	305	3	s.	s.	PROPN
ajema-2924	305	4	r.	r.	PROPN
ajema-2924	305	5	(	(	PUNCT
ajema-2924	305	6	2022	2022	NUM
ajema-2924	305	7	)	)	PUNCT
ajema-2924	305	8	.	.	PUNCT
ajema-2924	306	1	cloud	cloud	NOUN
ajema-2924	306	2	-	-	PUNCT
ajema-2924	306	3	native	native	ADJ
ajema-2924	306	4	architecture	architecture	NOUN
ajema-2924	306	5	for	for	ADP
ajema-2924	306	6	real	real	ADJ
ajema-2924	306	7	-	-	PUNCT
ajema-2924	306	8	time	time	NOUN
ajema-2924	306	9	operational	operational	ADJ
ajema-2924	306	10	analytics	analytic	NOUN
ajema-2924	306	11	.	.	PUNCT
ajema-2924	307	1	international	international	ADJ
ajema-2924	307	2	journal	journal	PROPN
ajema-2924	307	3	of	of	ADP
ajema-2924	307	4	scientific	scientific	ADJ
ajema-2924	307	5	research	research	NOUN
ajema-2924	307	6	in	in	ADP
ajema-2924	307	7	science	science	NOUN
ajema-2924	307	8	,	,	PUNCT
ajema-2924	307	9	engineering	engineering	NOUN
ajema-2924	307	10	and	and	CCONJ
ajema-2924	307	11	technology	technology	NOUN
ajema-2924	307	12	(	(	PUNCT
ajema-2924	307	13	ijsrset	ijsrset	NOUN
ajema-2924	307	14	)	)	PUNCT
ajema-2924	307	15	,	,	PUNCT
ajema-2924	307	16	9(6	9(6	NUM
ajema-2924	307	17	)	)	PUNCT
ajema-2924	307	18	,	,	PUNCT
ajema-2924	307	19	422–436	422–436	NUM
ajema-2924	307	20	.	.	PUNCT
ajema-2924	308	1	33	33	NUM
ajema-2924	308	2	.	.	PUNCT
ajema-2924	308	3	gadhiya	gadhiya	NOUN
ajema-2924	308	4	,	,	PUNCT
ajema-2924	308	5	y.	y.	PROPN
ajema-2924	308	6	,	,	PUNCT
ajema-2924	308	7	&	&	CCONJ
ajema-2924	308	8	team	team	PROPN
ajema-2924	308	9	.	.	PUNCT
ajema-2924	309	1	(	(	PUNCT
ajema-2924	309	2	2022	2022	NUM
ajema-2924	309	3	,	,	PUNCT
ajema-2924	309	4	march	march	PROPN
ajema-2924	309	5	)	)	PUNCT
ajema-2924	309	6	.	.	PUNCT
ajema-2924	310	1	designing	design	VERB
ajema-2924	310	2	cross	cross	ADJ
ajema-2924	310	3	-	-	ADJ
ajema-2924	310	4	platform	platform	ADJ
ajema-2924	310	5	software	software	NOUN
ajema-2924	310	6	for	for	ADP
ajema-2924	310	7	seamless	seamless	ADJ
ajema-2924	310	8	drug	drug	NOUN
ajema-2924	310	9	and	and	CCONJ
ajema-2924	310	10	alcohol	alcohol	NOUN
ajema-2924	310	11	compliance	compliance	NOUN
ajema-2924	310	12	reporting	reporting	NOUN
ajema-2924	310	13	.	.	PUNCT
ajema-2924	311	1	international	international	ADJ
ajema-2924	311	2	journal	journal	PROPN
ajema-2924	311	3	of	of	ADP
ajema-2924	311	4	research	research	NOUN
ajema-2924	311	5	radicals	radical	NOUN
ajema-2924	311	6	in	in	ADP
ajema-2924	311	7	multidisciplinary	multidisciplinary	ADJ
ajema-2924	311	8	fields	field	NOUN
ajema-2924	311	9	,	,	PUNCT
ajema-2924	311	10	1(1	1(1	NUM
ajema-2924	311	11	)	)	PUNCT
ajema-2924	311	12	,	,	PUNCT
ajema-2924	311	13	116–125	116–125	NUM
ajema-2924	311	14	.	.	PUNCT
ajema-2924	312	1	34	34	NUM
ajema-2924	312	2	.	.	X
ajema-2924	313	1	jaiswal	jaiswal	PROPN
ajema-2924	313	2	,	,	PUNCT
ajema-2924	313	3	c.	c.	PROPN
ajema-2924	313	4	,	,	PUNCT
ajema-2924	313	5	mahadevan	mahadevan	PROPN
ajema-2924	313	6	,	,	PUNCT
ajema-2924	313	7	g.	g.	PROPN
ajema-2924	313	8	,	,	PUNCT
ajema-2924	313	9	bandaru	bandaru	PROPN
ajema-2924	313	10	,	,	PUNCT
ajema-2924	313	11	s.	s.	PROPN
ajema-2924	313	12	p.	p.	PROPN
ajema-2924	313	13	,	,	PUNCT
ajema-2924	313	14	&	&	CCONJ
ajema-2924	313	15	kadiyala	kadiyala	PROPN
ajema-2924	313	16	,	,	PUNCT
ajema-2924	313	17	m.	m.	NOUN
ajema-2924	313	18	(	(	PUNCT
ajema-2924	313	19	2023	2023	NUM
ajema-2924	313	20	)	)	PUNCT
ajema-2924	313	21	.	.	PUNCT
ajema-2924	314	1	data	data	NOUN
ajema-2924	314	2	-	-	PUNCT
ajema-2924	314	3	driven	drive	VERB
ajema-2924	314	4	application	application	NOUN
ajema-2924	314	5	engineering	engineering	NOUN
ajema-2924	314	6	:	:	PUNCT
ajema-2924	314	7	a	a	DET
ajema-2924	314	8	fusion	fusion	NOUN
ajema-2924	314	9	of	of	ADP
ajema-2924	314	10	analytics	analytic	NOUN
ajema-2924	314	11	&	&	CCONJ
ajema-2924	314	12	development	development	PROPN
ajema-2924	314	13	.	.	PUNCT
ajema-2924	315	1	journal	journal	PROPN
ajema-2924	315	2	of	of	ADP
ajema-2924	315	3	computational	computational	ADJ
ajema-2924	315	4	analysis	analysis	NOUN
ajema-2924	315	5	and	and	CCONJ
ajema-2924	315	6	applications	application	NOUN
ajema-2924	315	7	(	(	PUNCT
ajema-2924	315	8	jocaaa	jocaaa	NOUN
ajema-2924	315	9	)	)	PUNCT
ajema-2924	315	10	,	,	PUNCT
ajema-2924	315	11	31(4	31(4	NUM
ajema-2924	315	12	)	)	PUNCT
ajema-2924	315	13	,	,	PUNCT
ajema-2924	315	14	1276–1296	1276–1296	NUM
ajema-2924	315	15	.	.	PUNCT
ajema-2924	316	1	35	35	NUM
ajema-2924	316	2	.	.	PUNCT
ajema-2924	317	1	kotha	kotha	PROPN
ajema-2924	317	2	,	,	PUNCT
ajema-2924	317	3	s.	s.	PROPN
ajema-2924	317	4	r.	r.	PROPN
ajema-2924	317	5	(	(	PUNCT
ajema-2924	317	6	2023	2023	NUM
ajema-2924	317	7	)	)	PUNCT
ajema-2924	317	8	.	.	PUNCT
ajema-2924	318	1	ai	ai	VERB
ajema-2924	318	2	-	-	PUNCT
ajema-2924	318	3	driven	drive	VERB
ajema-2924	318	4	data	datum	NOUN
ajema-2924	318	5	enrichment	enrichment	NOUN
ajema-2924	318	6	pipelines	pipeline	NOUN
ajema-2924	318	7	in	in	ADP
ajema-2924	318	8	enterprise	enterprise	NOUN
ajema-2924	318	9	shipping	shipping	NOUN
ajema-2924	318	10	and	and	CCONJ
ajema-2924	318	11	logistics	logistic	NOUN
ajema-2924	318	12	system	system	NOUN
ajema-2924	318	13	.	.	PUNCT
ajema-2924	319	1	journal	journal	NOUN
ajema-2924	319	2	of	of	ADP
ajema-2924	319	3	computational	computational	ADJ
ajema-2924	319	4	analysis	analysis	NOUN
ajema-2924	319	5	and	and	CCONJ
ajema-2924	319	6	applications	application	NOUN
ajema-2924	319	7	(	(	PUNCT
ajema-2924	319	8	jocaaa	jocaaa	NOUN
ajema-2924	319	9	)	)	PUNCT
ajema-2924	319	10	,	,	PUNCT
ajema-2924	319	11	31(4	31(4	NUM
ajema-2924	319	12	)	)	PUNCT
ajema-2924	319	13	,	,	PUNCT
ajema-2924	319	14	1590–1604	1590–1604	NUM
ajema-2924	319	15	.	.	PUNCT
ajema-2924	320	1	36	36	NUM
ajema-2924	320	2	.	.	PUNCT
ajema-2924	320	3	gadhiya	gadhiya	NOUN
ajema-2924	320	4	,	,	PUNCT
ajema-2924	320	5	y.	y.	PROPN
ajema-2924	320	6	(	(	PUNCT
ajema-2924	320	7	2020	2020	NUM
ajema-2924	320	8	)	)	PUNCT
ajema-2924	320	9	.	.	PUNCT
ajema-2924	321	1	blockchain	blockchain	PROPN
ajema-2924	321	2	for	for	ADP
ajema-2924	321	3	secure	secure	ADJ
ajema-2924	321	4	and	and	CCONJ
ajema-2924	321	5	transparent	transparent	ADJ
ajema-2924	321	6	background	background	NOUN
ajema-2924	321	7	check	check	NOUN
ajema-2924	321	8	management	management	NOUN
ajema-2924	321	9	.	.	PUNCT
ajema-2924	322	1	international	international	ADJ
ajema-2924	322	2	journal	journal	PROPN
ajema-2924	322	3	of	of	ADP
ajema-2924	322	4	scientific	scientific	ADJ
ajema-2924	322	5	research	research	NOUN
ajema-2924	322	6	in	in	ADP
ajema-2924	322	7	computer	computer	NOUN
ajema-2924	322	8	science	science	NOUN
ajema-2924	322	9	,	,	PUNCT
ajema-2924	322	10	engineering	engineering	NOUN
ajema-2924	322	11	and	and	CCONJ
ajema-2924	322	12	information	information	NOUN
ajema-2924	322	13	technology	technology	NOUN
ajema-2924	322	14	(	(	PUNCT
ajema-2924	322	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	322	16	)	)	PUNCT
ajema-2924	322	17	,	,	PUNCT
ajema-2924	322	18	6(3	6(3	NUM
ajema-2924	322	19	)	)	PUNCT
ajema-2924	322	20	,	,	PUNCT
ajema-2924	322	21	1157–1163	1157–1163	NUM
ajema-2924	322	22	.	.	PUNCT
ajema-2924	323	1	https://doi.org/10.32628/cseit2063229	https://doi.org/10.32628/cseit2063229	PROPN
ajema-2924	323	2	37	37	NUM
ajema-2924	323	3	.	.	PUNCT
ajema-2924	324	1	manasa	manasa	PROPN
ajema-2924	324	2	talluri	talluri	PROPN
ajema-2924	324	3	.	.	PUNCT
ajema-2924	325	1	(	(	PUNCT
ajema-2924	325	2	2020	2020	NUM
ajema-2924	325	3	)	)	PUNCT
ajema-2924	325	4	.	.	PUNCT
ajema-2924	326	1	developing	develop	VERB
ajema-2924	326	2	hybrid	hybrid	ADJ
ajema-2924	326	3	mobile	mobile	ADJ
ajema-2924	326	4	apps	app	NOUN
ajema-2924	326	5	using	use	VERB
ajema-2924	326	6	ionic	ionic	ADJ
ajema-2924	326	7	and	and	CCONJ
ajema-2924	326	8	cordova	cordova	PROPN
ajema-2924	326	9	for	for	ADP
ajema-2924	326	10	insurance	insurance	NOUN
ajema-2924	326	11	platforms	platform	NOUN
ajema-2924	326	12	.	.	PUNCT
ajema-2924	327	1	international	international	ADJ
ajema-2924	327	2	journal	journal	PROPN
ajema-2924	327	3	of	of	ADP
ajema-2924	327	4	scientific	scientific	ADJ
ajema-2924	327	5	research	research	NOUN
ajema-2924	327	6	in	in	ADP
ajema-2924	327	7	computer	computer	NOUN
ajema-2924	327	8	science	science	NOUN
ajema-2924	327	9	,	,	PUNCT
ajema-2924	327	10	engineering	engineering	NOUN
ajema-2924	327	11	and	and	CCONJ
ajema-2924	327	12	information	information	NOUN
ajema-2924	327	13	technology	technology	NOUN
ajema-2924	327	14	(	(	PUNCT
ajema-2924	327	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	327	16	)	)	PUNCT
ajema-2924	327	17	,	,	PUNCT
ajema-2924	327	18	6(3	6(3	NUM
ajema-2924	327	19	)	)	PUNCT
ajema-2924	327	20	,	,	PUNCT
ajema-2924	327	21	1175–1185	1175–1185	NUM
ajema-2924	327	22	.	.	PUNCT
ajema-2924	328	1	https://doi.org/10.32628/cseit2063239	https://doi.org/10.32628/cseit2063239	PROPN
ajema-2924	328	2	38	38	NUM
ajema-2924	328	3	.	.	PUNCT
ajema-2924	328	4	gadhiya	gadhiya	NOUN
ajema-2924	328	5	,	,	PUNCT
ajema-2924	328	6	y.	y.	PROPN
ajema-2924	328	7	(	(	PUNCT
ajema-2924	328	8	2019	2019	NUM
ajema-2924	328	9	)	)	PUNCT
ajema-2924	328	10	.	.	PUNCT
ajema-2924	329	1	data	data	PROPN
ajema-2924	329	2	privacy	privacy	NOUN
ajema-2924	329	3	and	and	CCONJ
ajema-2924	329	4	ethics	ethic	NOUN
ajema-2924	329	5	in	in	ADP
ajema-2924	329	6	occupational	occupational	ADJ
ajema-2924	329	7	health	health	NOUN
ajema-2924	329	8	and	and	CCONJ
ajema-2924	329	9	screening	screen	VERB
ajema-2924	329	10	systems	system	NOUN
ajema-2924	329	11	.	.	PUNCT
ajema-2924	330	1	international	international	ADJ
ajema-2924	330	2	journal	journal	PROPN
ajema-2924	330	3	of	of	ADP
ajema-2924	330	4	scientific	scientific	ADJ
ajema-2924	330	5	research	research	NOUN
ajema-2924	330	6	in	in	ADP
ajema-2924	330	7	computer	computer	NOUN
ajema-2924	330	8	science	science	NOUN
ajema-2924	330	9	,	,	PUNCT
ajema-2924	330	10	engineering	engineering	NOUN
ajema-2924	330	11	and	and	CCONJ
ajema-2924	330	12	information	information	NOUN
ajema-2924	330	13	technology	technology	NOUN
ajema-2924	330	14	(	(	PUNCT
ajema-2924	330	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	330	16	)	)	PUNCT
ajema-2924	330	17	,	,	PUNCT
ajema-2924	330	18	5(4	5(4	NUM
ajema-2924	330	19	)	)	PUNCT
ajema-2924	330	20	,	,	PUNCT
ajema-2924	330	21	331–337	331–337	NUM
ajema-2924	330	22	.	.	PUNCT
ajema-2924	331	1	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2924	331	2	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN
ajema-2924	331	3	https://doi.org/10.17762/ijritcc.v9i3.11707	https://doi.org/10.17762/ijritcc.v9i3.11707	NOUN
ajema-2924	331	4	https://doi.org/10.17762/ijritcc.v9i2.11708	https://doi.org/10.17762/ijritcc.v9i2.11708	NOUN
ajema-2924	331	5	https://doi.org/10.17762/ijritcc.v9i2.11708	https://doi.org/10.17762/ijritcc.v9i2.11708	NOUN
ajema-2924	331	6	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	PROPN
ajema-2924	331	7	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	PROPN
ajema-2924	331	8	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	https://doi.org/10.47760/ijcsmc.2021.v10i11.009	PROPN
ajema-2924	331	9	https://doi.org/10.32628/cseit2063229	https://doi.org/10.32628/cseit2063229	PROPN
ajema-2924	331	10	https://doi.org/10.32628/cseit2063229	https://doi.org/10.32628/cseit2063229	PROPN
ajema-2924	331	11	https://doi.org/10.32628/cseit2063229	https://doi.org/10.32628/cseit2063229	PROPN
ajema-2924	331	12	https://doi.org/10.32628/cseit2063239	https://doi.org/10.32628/cseit2063239	PROPN
ajema-2924	331	13	https://doi.org/10.32628/cseit2063239	https://doi.org/10.32628/cseit2063239	PROPN
ajema-2924	331	14	https://doi.org/10.32628/cseit2063239	https://doi.org/10.32628/cseit2063239	PROPN
ajema-2924	331	15	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2924	331	16	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2924	331	17	https://doi.org/10.32628/cseit19522101	https://doi.org/10.32628/cseit19522101	PROPN
ajema-2924	331	18	229	229	NUM
ajema-2924	331	19	journal	journal	NOUN
ajema-2924	331	20	of	of	ADP
ajema-2924	331	21	engineering	engineering	NOUN
ajema-2924	331	22	,	,	PUNCT
ajema-2924	331	23	mechanics	mechanic	NOUN
ajema-2924	331	24	and	and	CCONJ
ajema-2924	331	25	architecture	architecture	NOUN
ajema-2924	331	26	www	www	NOUN
ajema-2924	331	27	.	.	PUNCT
ajema-2924	332	1	grnjournal.us	grnjournal.us	X
ajema-2924	332	2	39	39	NUM
ajema-2924	332	3	.	.	PUNCT
ajema-2924	333	1	sakariya	sakariya	PROPN
ajema-2924	333	2	,	,	PUNCT
ajema-2924	333	3	a.	a.	PROPN
ajema-2924	333	4	b.	b.	PROPN
ajema-2924	333	5	(	(	PUNCT
ajema-2924	333	6	2020	2020	NUM
ajema-2924	333	7	)	)	PUNCT
ajema-2924	333	8	.	.	PUNCT
ajema-2924	334	1	green	green	ADJ
ajema-2924	334	2	marketing	marketing	NOUN
ajema-2924	334	3	in	in	ADP
ajema-2924	334	4	the	the	DET
ajema-2924	334	5	rubber	rubber	NOUN
ajema-2924	334	6	industry	industry	NOUN
ajema-2924	334	7	:	:	PUNCT
ajema-2924	334	8	challenges	challenge	NOUN
ajema-2924	334	9	and	and	CCONJ
ajema-2924	334	10	opportunities	opportunity	NOUN
ajema-2924	334	11	.	.	PUNCT
ajema-2924	335	1	international	international	ADJ
ajema-2924	335	2	journal	journal	NOUN
ajema-2924	335	3	of	of	ADP
ajema-2924	335	4	scientific	scientific	ADJ
ajema-2924	335	5	research	research	NOUN
ajema-2924	335	6	in	in	ADP
ajema-2924	335	7	computer	computer	NOUN
ajema-2924	335	8	science	science	NOUN
ajema-2924	335	9	,	,	PUNCT
ajema-2924	335	10	engineering	engineering	NOUN
ajema-2924	335	11	and	and	CCONJ
ajema-2924	335	12	information	information	NOUN
ajema-2924	335	13	technology	technology	NOUN
ajema-2924	335	14	(	(	PUNCT
ajema-2924	335	15	ijsrcseit	ijsrcseit	PROPN
ajema-2924	335	16	)	)	PUNCT
ajema-2924	335	17	,	,	PUNCT
ajema-2924	335	18	6	6	NUM
ajema-2924	335	19	,	,	PUNCT
ajema-2924	335	20	321–328	321–328	NUM
ajema-2924	335	21	.	.	PUNCT
ajema-2924	336	1	40	40	NUM
ajema-2924	336	2	.	.	PUNCT
ajema-2924	337	1	sakariya	sakariya	PROPN
ajema-2924	337	2	,	,	PUNCT
ajema-2924	337	3	a.	a.	PROPN
ajema-2924	337	4	b.	b.	PROPN
ajema-2924	337	5	(	(	PUNCT
ajema-2924	337	6	2019	2019	NUM
ajema-2924	337	7	)	)	PUNCT
ajema-2924	337	8	.	.	PUNCT
ajema-2924	338	1	impact	impact	NOUN
ajema-2924	338	2	of	of	ADP
ajema-2924	338	3	technological	technological	ADJ
ajema-2924	338	4	innovation	innovation	NOUN
ajema-2924	338	5	on	on	ADP
ajema-2924	338	6	rubber	rubber	NOUN
ajema-2924	338	7	sales	sale	NOUN
ajema-2924	338	8	strategies	strategy	NOUN
ajema-2924	338	9	in	in	ADP
ajema-2924	338	10	india	india	PROPN
ajema-2924	338	11	.	.	PUNCT
ajema-2924	339	1	international	international	ADJ
ajema-2924	339	2	journal	journal	PROPN
ajema-2924	339	3	of	of	ADP
ajema-2924	339	4	scientific	scientific	ADJ
ajema-2924	339	5	research	research	NOUN
ajema-2924	339	6	in	in	ADP
ajema-2924	339	7	science	science	NOUN
ajema-2924	339	8	,	,	PUNCT
ajema-2924	339	9	engineering	engineering	NOUN
ajema-2924	339	10	and	and	CCONJ
ajema-2924	339	11	technology	technology	NOUN
ajema-2924	339	12	(	(	PUNCT
ajema-2924	339	13	ijsrset	ijsrset	NOUN
ajema-2924	339	14	)	)	PUNCT
ajema-2924	339	15	,	,	PUNCT
ajema-2924	339	16	6	6	NUM
ajema-2924	339	17	,	,	PUNCT
ajema-2924	339	18	344–351	344–351	NUM
ajema-2924	339	19	.	.	PROPN
ajema-2924	339	20	41	41	NUM
ajema-2924	339	21	.	.	PUNCT
ajema-2924	340	1	sakariya	sakariya	PROPN
ajema-2924	340	2	,	,	PUNCT
ajema-2924	340	3	a.	a.	PROPN
ajema-2924	340	4	b.	b.	PROPN
ajema-2924	340	5	(	(	PUNCT
ajema-2924	340	6	2023	2023	NUM
ajema-2924	340	7	)	)	PUNCT
ajema-2924	340	8	.	.	PUNCT
ajema-2924	341	1	the	the	DET
ajema-2924	341	2	evolution	evolution	NOUN
ajema-2924	341	3	of	of	ADP
ajema-2924	341	4	marketing	marketing	NOUN
ajema-2924	341	5	in	in	ADP
ajema-2924	341	6	the	the	DET
ajema-2924	341	7	rubber	rubber	NOUN
ajema-2924	341	8	industry	industry	NOUN
ajema-2924	341	9	:	:	PUNCT
ajema-2924	341	10	a	a	DET
ajema-2924	341	11	global	global	ADJ
ajema-2924	341	12	perspective	perspective	NOUN
ajema-2924	341	13	.	.	PUNCT
ajema-2924	342	1	international	international	ADJ
ajema-2924	342	2	journal	journal	NOUN
ajema-2924	342	3	of	of	ADP
ajema-2924	342	4	multidisciplinary	multidisciplinary	ADJ
ajema-2924	342	5	innovation	innovation	NOUN
ajema-2924	342	6	and	and	CCONJ
ajema-2924	342	7	research	research	NOUN
ajema-2924	342	8	methodology	methodology	NOUN
ajema-2924	342	9	,	,	PUNCT
ajema-2924	342	10	2(4	2(4	NUM
ajema-2924	342	11	)	)	PUNCT
ajema-2924	342	12	,	,	PUNCT
ajema-2924	342	13	92–100	92–100	NUM
ajema-2924	342	14	.	.	PUNCT
ajema-2924	343	1	42	42	NUM
ajema-2924	343	2	.	.	PUNCT
ajema-2924	344	1	sakariya	sakariya	PROPN
ajema-2924	344	2	,	,	PUNCT
ajema-2924	344	3	ashish	ashish	PROPN
ajema-2924	344	4	babubhai	babubhai	PROPN
ajema-2924	344	5	.	.	PUNCT
ajema-2924	345	1	"	"	PUNCT
ajema-2924	345	2	future	future	ADJ
ajema-2924	345	3	trends	trend	NOUN
ajema-2924	345	4	in	in	ADP
ajema-2924	345	5	marketing	marketing	NOUN
ajema-2924	345	6	automation	automation	NOUN
ajema-2924	345	7	for	for	ADP
ajema-2924	345	8	rubber	rubber	NOUN
ajema-2924	345	9	manufacturers	manufacturer	NOUN
ajema-2924	345	10	.	.	PUNCT
ajema-2924	345	11	"	"	PUNCT
ajema-2924	346	1	future	future	ADJ
ajema-2924	346	2	,	,	PUNCT
ajema-2924	346	3	2(1	2(1	NUM
ajema-2924	346	4	)	)	PUNCT
ajema-2924	346	5	,	,	PUNCT
ajema-2924	346	6	2023	2023	NUM
ajema-2924	346	7	.	.	PUNCT
ajema-2924	347	1	43	43	NUM
ajema-2924	347	2	.	.	PUNCT
ajema-2924	348	1	rajalingam	rajalingam	PROPN
ajema-2924	348	2	malaiyalan	malaiyalan	NOUN
ajema-2924	348	3	"	"	PUNCT
ajema-2924	348	4	agile	agile	ADJ
ajema-2924	348	5	-	-	PUNCT
ajema-2924	348	6	driven	drive	VERB
ajema-2924	348	7	digital	digital	ADJ
ajema-2924	348	8	delivery	delivery	NOUN
ajema-2924	348	9	best	good	ADJ
ajema-2924	348	10	practices	practice	NOUN
ajema-2924	348	11	for	for	ADP
ajema-2924	348	12	onsite	onsite	VERB
ajema-2924	348	13	-	-	PUNCT
ajema-2924	348	14	offshore	offshore	ADJ
ajema-2924	348	15	models	model	NOUN
ajema-2924	348	16	in	in	ADP
ajema-2924	348	17	multi	multi	ADJ
ajema-2924	348	18	-	-	ADJ
ajema-2924	348	19	vendor	vendor	ADJ
ajema-2924	348	20	environments	environment	NOUN
ajema-2924	348	21	.	.	PUNCT
ajema-2924	348	22	"	"	PUNCT
ajema-2924	349	1	international	international	ADJ
ajema-2924	349	2	journal	journal	NOUN
ajema-2924	349	3	of	of	ADP
ajema-2924	349	4	scientific	scientific	ADJ
ajema-2924	349	5	research	research	NOUN
ajema-2924	349	6	in	in	ADP
ajema-2924	349	7	science	science	NOUN
ajema-2924	349	8	,	,	PUNCT
ajema-2924	349	9	engineering	engineering	NOUN
ajema-2924	349	10	and	and	CCONJ
ajema-2924	349	11	technology	technology	NOUN
ajema-2924	349	12	(	(	PUNCT
ajema-2924	349	13	ijsrset	ijsrset	NOUN
ajema-2924	349	14	)	)	PUNCT
ajema-2924	349	15	,	,	PUNCT
ajema-2924	349	16	10(2	10(2	NUM
ajema-2924	349	17	)	)	PUNCT
ajema-2924	349	18	,	,	PUNCT
ajema-2924	349	19	897–907	897–907	NUM
ajema-2924	349	20	,	,	PUNCT
ajema-2924	349	21	march	march	NOUN
ajema-2924	349	22	-	-	PUNCT
ajema-2924	349	23	april-2023	april-2023	NOUN
ajema-2924	349	24	.	.	PUNCT
ajema-2924	350	1	44	44	NUM
ajema-2924	350	2	.	.	PUNCT
ajema-2924	351	1	rajalingam	rajalingam	PROPN
ajema-2924	351	2	malaiyalan	malaiyalan	PROPN
ajema-2924	351	3	.	.	PUNCT
ajema-2924	352	1	(	(	PUNCT
ajema-2924	352	2	2022	2022	NUM
ajema-2924	352	3	)	)	PUNCT
ajema-2924	352	4	.	.	PUNCT
ajema-2924	353	1	designing	design	VERB
ajema-2924	353	2	scalable	scalable	ADJ
ajema-2924	353	3	b2b	b2b	NOUN
ajema-2924	353	4	integration	integration	NOUN
ajema-2924	353	5	solutions	solution	NOUN
ajema-2924	353	6	using	use	VERB
ajema-2924	353	7	middleware	middleware	NOUN
ajema-2924	353	8	and	and	CCONJ
ajema-2924	353	9	cloud	cloud	PROPN
ajema-2924	353	10	apis	apis	PROPN
ajema-2924	353	11	.	.	PUNCT
ajema-2924	354	1	international	international	ADJ
ajema-2924	354	2	journal	journal	PROPN
ajema-2924	354	3	on	on	ADP
ajema-2924	354	4	recent	recent	ADJ
ajema-2924	354	5	and	and	CCONJ
ajema-2924	354	6	innovation	innovation	NOUN
ajema-2924	354	7	trends	trend	NOUN
ajema-2924	354	8	in	in	ADP
ajema-2924	354	9	computing	computing	NOUN
ajema-2924	354	10	and	and	CCONJ
ajema-2924	354	11	communication	communication	NOUN
ajema-2924	354	12	,	,	PUNCT
ajema-2924	354	13	10(2	10(2	NUM
ajema-2924	354	14	)	)	PUNCT
ajema-2924	354	15	,	,	PUNCT
ajema-2924	354	16	73–79	73–79	NOUN
ajema-2924	354	17	.	.	PUNCT
ajema-2924	355	1	retrieved	retrieve	VERB
ajema-2924	355	2	from	from	ADP
ajema-2924	355	3	https://ijritcc.org/index.php/ijritcc/article/view/11744	https://ijritcc.org/index.php/ijritcc/article/view/11744	PRON
ajema-2924	355	4	45	45	NUM
ajema-2924	355	5	.	.	PUNCT
ajema-2924	355	6	rachamala	rachamala	NOUN
ajema-2924	355	7	,	,	PUNCT
ajema-2924	355	8	n.	n.	PROPN
ajema-2924	355	9	r.	r.	PROPN
ajema-2924	355	10	(	(	PUNCT
ajema-2924	355	11	2023	2023	NUM
ajema-2924	355	12	,	,	PUNCT
ajema-2924	355	13	october	october	PROPN
ajema-2924	355	14	)	)	PUNCT
ajema-2924	355	15	.	.	PUNCT
ajema-2924	356	1	architecting	architecte	VERB
ajema-2924	356	2	aml	aml	PROPN
ajema-2924	356	3	detection	detection	NOUN
ajema-2924	356	4	pipelines	pipeline	NOUN
ajema-2924	356	5	using	use	VERB
ajema-2924	356	6	hadoop	hadoop	NOUN
ajema-2924	356	7	and	and	CCONJ
ajema-2924	356	8	pyspark	pyspark	NOUN
ajema-2924	356	9	with	with	ADP
ajema-2924	356	10	ai	ai	NOUN
ajema-2924	356	11	/	/	SYM
ajema-2924	356	12	ml	ml	PROPN
ajema-2924	356	13	.	.	NOUN
ajema-2924	356	14	journal	journal	PROPN
ajema-2924	356	15	of	of	ADP
ajema-2924	356	16	information	information	NOUN
ajema-2924	356	17	systems	system	NOUN
ajema-2924	356	18	engineering	engineering	NOUN
ajema-2924	356	19	and	and	CCONJ
ajema-2924	356	20	management	management	NOUN
ajema-2924	356	21	,	,	PUNCT
ajema-2924	356	22	8(4	8(4	NUM
ajema-2924	356	23	)	)	PUNCT
ajema-2924	356	24	,	,	PUNCT
ajema-2924	356	25	1–7	1–7	X
ajema-2924	356	26	.	.	PUNCT
ajema-2924	356	27	https://doi.org/10.55267/iadt	https://doi.org/10.55267/iadt	PROPN
ajema-2924	356	28	46	46	NUM
ajema-2924	356	29	.	.	PUNCT
ajema-2924	357	1	rele	rele	PROPN
ajema-2924	357	2	,	,	PUNCT
ajema-2924	357	3	m.	m.	NOUN
ajema-2924	357	4	,	,	PUNCT
ajema-2924	357	5	&	&	CCONJ
ajema-2924	357	6	patil	patil	PROPN
ajema-2924	357	7	,	,	PUNCT
ajema-2924	357	8	d.	d.	PROPN
ajema-2924	357	9	(	(	PUNCT
ajema-2924	357	10	2023	2023	NUM
ajema-2924	357	11	,	,	PUNCT
ajema-2924	357	12	september	september	PROPN
ajema-2924	357	13	)	)	PUNCT
ajema-2924	357	14	.	.	PUNCT
ajema-2924	358	1	machine	machine	NOUN
ajema-2924	358	2	learning	learning	NOUN
ajema-2924	358	3	-	-	PUNCT
ajema-2924	358	4	based	base	VERB
ajema-2924	358	5	brain	brain	NOUN
ajema-2924	358	6	tumor	tumor	NOUN
ajema-2924	358	7	detection	detection	NOUN
ajema-2924	358	8	using	use	VERB
ajema-2924	358	9	transfer	transfer	NOUN
ajema-2924	358	10	learning	learning	NOUN
ajema-2924	358	11	.	.	PUNCT
ajema-2924	359	1	in	in	ADP
ajema-2924	359	2	2023	2023	NUM
ajema-2924	359	3	international	international	ADJ
ajema-2924	359	4	conference	conference	NOUN
ajema-2924	359	5	on	on	ADP
ajema-2924	359	6	artificial	artificial	ADJ
ajema-2924	359	7	intelligence	intelligence	NOUN
ajema-2924	359	8	science	science	NOUN
ajema-2924	359	9	and	and	CCONJ
ajema-2924	359	10	applications	application	NOUN
ajema-2924	359	11	in	in	ADP
ajema-2924	359	12	industry	industry	NOUN
ajema-2924	359	13	and	and	CCONJ
ajema-2924	359	14	society	society	NOUN
ajema-2924	359	15	(	(	PUNCT
ajema-2924	359	16	caisais	caisais	PROPN
ajema-2924	359	17	)	)	PUNCT
ajema-2924	359	18	(	(	PUNCT
ajema-2924	359	19	pp	pp	ADV
ajema-2924	359	20	.	.	PUNCT
ajema-2924	360	1	1–6	1–6	NUM
ajema-2924	360	2	)	)	PUNCT
ajema-2924	360	3	.	.	PUNCT
ajema-2924	361	1	ieee	ieee	PROPN
ajema-2924	361	2	.	.	PUNCT
ajema-2924	362	1	47	47	NUM
ajema-2924	362	2	.	.	PUNCT
ajema-2924	362	3	rachamala	rachamala	NOUN
ajema-2924	362	4	,	,	PUNCT
ajema-2924	362	5	n.	n.	PROPN
ajema-2924	362	6	r.	r.	PROPN
ajema-2924	362	7	(	(	PUNCT
ajema-2924	362	8	2023	2023	NUM
ajema-2924	362	9	,	,	PUNCT
ajema-2924	362	10	june	june	PROPN
ajema-2924	362	11	)	)	PUNCT
ajema-2924	362	12	.	.	PUNCT
ajema-2924	363	1	case	case	NOUN
ajema-2924	363	2	study	study	NOUN
ajema-2924	363	3	:	:	PUNCT
ajema-2924	363	4	migrating	migrate	VERB
ajema-2924	363	5	financial	financial	ADJ
ajema-2924	363	6	data	datum	NOUN
ajema-2924	363	7	to	to	ADP
ajema-2924	363	8	aws	aws	PROPN
ajema-2924	363	9	redshift	redshift	NOUN
ajema-2924	363	10	and	and	CCONJ
ajema-2924	363	11	athena	athena	NOUN
ajema-2924	363	12	.	.	PUNCT
ajema-2924	364	1	international	international	ADJ
ajema-2924	364	2	journal	journal	PROPN
ajema-2924	364	3	of	of	ADP
ajema-2924	364	4	open	open	ADJ
ajema-2924	364	5	publication	publication	NOUN
ajema-2924	364	6	and	and	CCONJ
ajema-2924	364	7	exploration	exploration	NOUN
ajema-2924	364	8	(	(	PUNCT
ajema-2924	364	9	ijope	ijope	NOUN
ajema-2924	364	10	)	)	PUNCT
ajema-2924	364	11	,	,	PUNCT
ajema-2924	364	12	11(1	11(1	NUM
ajema-2924	364	13	)	)	PUNCT
ajema-2924	364	14	,	,	PUNCT
ajema-2924	364	15	67–76	67–76	NOUN
ajema-2924	364	16	.	.	PUNCT
ajema-2924	365	1	48	48	NUM
ajema-2924	365	2	.	.	X
ajema-2924	366	1	ux	ux	ADJ
ajema-2924	366	2	optimization	optimization	NOUN
ajema-2924	366	3	techniques	technique	NOUN
ajema-2924	366	4	in	in	ADP
ajema-2924	366	5	insurance	insurance	NOUN
ajema-2924	366	6	mobile	mobile	ADJ
ajema-2924	366	7	applications	application	NOUN
ajema-2924	366	8	.	.	PUNCT
ajema-2924	367	1	(	(	PUNCT
ajema-2924	367	2	2023	2023	NUM
ajema-2924	367	3	)	)	PUNCT
ajema-2924	367	4	.	.	PUNCT
ajema-2924	368	1	international	international	ADJ
ajema-2924	368	2	journal	journal	NOUN
ajema-2924	368	3	of	of	ADP
ajema-2924	368	4	open	open	ADJ
ajema-2924	368	5	publication	publication	NOUN
ajema-2924	368	6	and	and	CCONJ
ajema-2924	368	7	exploration	exploration	NOUN
ajema-2924	368	8	(	(	PUNCT
ajema-2924	368	9	ijope	ijope	NOUN
ajema-2924	368	10	)	)	PUNCT
ajema-2924	368	11	,	,	PUNCT
ajema-2924	368	12	11(2	11(2	X
ajema-2924	368	13	)	)	PUNCT
ajema-2924	368	14	,	,	PUNCT
ajema-2924	368	15	52–57	52–57	NUM
ajema-2924	368	16	.	.	PUNCT
ajema-2924	369	1	https://ijope.com/index.php/home/article/view/209	https://ijope.com/index.php/home/article/view/209	NOUN
ajema-2924	369	2	49	49	NUM
ajema-2924	369	3	.	.	PUNCT
ajema-2924	370	1	suresh	suresh	PROPN
ajema-2924	370	2	sankara	sankara	PROPN
ajema-2924	370	3	palli	palli	PROPN
ajema-2924	370	4	,	,	PUNCT
ajema-2924	370	5	"	"	PUNCT
ajema-2924	370	6	real	real	ADJ
ajema-2924	370	7	-	-	PUNCT
ajema-2924	370	8	time	time	NOUN
ajema-2924	370	9	data	datum	NOUN
ajema-2924	370	10	integration	integration	NOUN
ajema-2924	370	11	architectures	architecture	NOUN
ajema-2924	370	12	for	for	ADP
ajema-2924	370	13	operational	operational	ADJ
ajema-2924	370	14	business	business	NOUN
ajema-2924	370	15	intelligence	intelligence	NOUN
ajema-2924	370	16	in	in	ADP
ajema-2924	370	17	global	global	ADJ
ajema-2924	370	18	enterprises	enterprise	NOUN
ajema-2924	370	19	.	.	PUNCT
ajema-2924	370	20	"	"	PUNCT
ajema-2924	371	1	international	international	ADJ
ajema-2924	371	2	journal	journal	NOUN
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ajema-2924	377	14	)	)	PUNCT
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