id	sid	tid	token	lemma	pos
futech-371	1	1	d.	d.	PROPN
futech-371	1	2	wu	wu	PROPN
futech-371	1	3	&	&	CCONJ
futech-371	1	4	q.	q.	PROPN
futech-371	1	5	ma	ma	PROPN
futech-371	1	6	/future	/future	PROPN
futech-371	1	7	technology	technology	PROPN
futech-371	1	8	august	august	PROPN
futech-371	1	9	2025|	2025|	NUM
futech-371	1	10	volume	volume	NOUN
futech-371	1	11	04	04	NUM
futech-371	2	1	|	|	NOUN
futech-371	2	2	issue	issue	NOUN
futech-371	2	3	03	03	NUM
futech-371	3	1	|	|	ADV
futech-371	3	2	pages	page	VERB
futech-371	3	3	97	97	NUM
futech-371	3	4	-	-	SYM
futech-371	3	5	106	106	NUM
futech-371	3	6	97	97	NUM
futech-371	3	7	article	article	NOUN
futech-371	3	8	ai	ai	NOUN
futech-371	3	9	-	-	PUNCT
futech-371	3	10	assisted	assist	VERB
futech-371	3	11	customer	customer	NOUN
futech-371	3	12	behavior	behavior	NOUN
futech-371	3	13	analysis	analysis	NOUN
futech-371	3	14	and	and	CCONJ
futech-371	3	15	hotel	hotel	NOUN
futech-371	3	16	loyalty	loyalty	NOUN
futech-371	3	17	strategy	strategy	NOUN
futech-371	3	18	optimization	optimization	NOUN
futech-371	3	19	danqing	danqe	VERB
futech-371	3	20	wu	wu	PROPN
futech-371	3	21	*	*	PROPN
futech-371	3	22	,	,	PUNCT
futech-371	3	23	qiuya	qiuya	PROPN
futech-371	3	24	ma	ma	PROPN
futech-371	3	25	faculty	faculty	NOUN
futech-371	3	26	of	of	ADP
futech-371	3	27	business	business	NOUN
futech-371	3	28	,	,	PUNCT
futech-371	3	29	hospitality	hospitality	NOUN
futech-371	3	30	,	,	PUNCT
futech-371	3	31	accounting	accounting	NOUN
futech-371	3	32	and	and	CCONJ
futech-371	3	33	finance	finance	NOUN
futech-371	3	34	(	(	PUNCT
futech-371	3	35	fobhaf	fobhaf	PROPN
futech-371	3	36	)	)	PUNCT
futech-371	3	37	,	,	PUNCT
futech-371	3	38	mahsa	mahsa	PROPN
futech-371	3	39	university	university	PROPN
futech-371	3	40	,	,	PUNCT
futech-371	3	41	malaysia	malaysia	PROPN
futech-371	4	1	a	a	DET
futech-371	4	2	r	r	NOUN
futech-371	4	3	t	t	NOUN
futech-371	4	4	i	i	PRON
futech-371	4	5	c	c	NOUN
futech-371	4	6	l	l	NOUN
futech-371	4	7	e	e	NOUN
futech-371	5	1	i	i	PRON
futech-371	5	2	n	n	VERB
futech-371	5	3	f	f	NOUN
futech-371	5	4	o	o	NOUN
futech-371	5	5	article	article	NOUN
futech-371	5	6	history	history	NOUN
futech-371	5	7	:	:	PUNCT
futech-371	5	8	received	receive	VERB
futech-371	5	9	05	05	NUM
futech-371	5	10	april	april	PROPN
futech-371	5	11	2025	2025	NUM
futech-371	5	12	received	receive	VERB
futech-371	5	13	in	in	ADP
futech-371	5	14	revised	revise	VERB
futech-371	5	15	form	form	NOUN
futech-371	5	16	19	19	NUM
futech-371	5	17	may	may	AUX
futech-371	5	18	2025	2025	NUM
futech-371	5	19	accepted	accept	VERB
futech-371	5	20	01	01	NUM
futech-371	5	21	june	june	PROPN
futech-371	5	22	2025	2025	NUM
futech-371	5	23	keywords	keyword	NOUN
futech-371	5	24	:	:	PUNCT
futech-371	5	25	artificial	artificial	ADJ
futech-371	5	26	intelligence	intelligence	NOUN
futech-371	5	27	in	in	ADP
futech-371	5	28	hospitality	hospitality	NOUN
futech-371	5	29	,	,	PUNCT
futech-371	5	30	customer	customer	NOUN
futech-371	5	31	behavior	behavior	NOUN
futech-371	5	32	analysis	analysis	NOUN
futech-371	5	33	,	,	PUNCT
futech-371	5	34	loyalty	loyalty	NOUN
futech-371	5	35	strategy	strategy	NOUN
futech-371	5	36	optimization	optimization	NOUN
futech-371	5	37	,	,	PUNCT
futech-371	5	38	hyper	hyper	NOUN
futech-371	5	39	-	-	NOUN
futech-371	5	40	personalization	personalization	NOUN
futech-371	5	41	,	,	PUNCT
futech-371	5	42	predictive	predictive	ADJ
futech-371	5	43	analytics	analytic	NOUN
futech-371	5	44	,	,	PUNCT
futech-371	5	45	hotel	hotel	NOUN
futech-371	5	46	revenue	revenue	NOUN
futech-371	5	47	management	management	NOUN
futech-371	5	48	*	*	PUNCT
futech-371	5	49	corresponding	correspond	VERB
futech-371	5	50	author	author	NOUN
futech-371	5	51	email	email	NOUN
futech-371	5	52	address	address	NOUN
futech-371	5	53	:	:	PUNCT
futech-371	5	54	18868343735@163.com	18868343735@163.com	NUM
futech-371	5	55	doi	doi	NOUN
futech-371	5	56	:	:	PUNCT
futech-371	5	57	10.55670	10.55670	NUM
futech-371	5	58	/	/	SYM
futech-371	5	59	fpll.futech.4.3.10	fpll.futech.4.3.10	VERB
futech-371	5	60	a	a	DET
futech-371	5	61	b	b	PROPN
futech-371	5	62	s	s	ADP
futech-371	5	63	t	t	PROPN
futech-371	5	64	r	r	NOUN
futech-371	5	65	a	a	DET
futech-371	5	66	c	c	NOUN
futech-371	5	67	t	t	NOUN
futech-371	5	68	this	this	DET
futech-371	5	69	research	research	NOUN
futech-371	5	70	explores	explore	VERB
futech-371	5	71	the	the	DET
futech-371	5	72	application	application	NOUN
futech-371	5	73	of	of	ADP
futech-371	5	74	artificial	artificial	ADJ
futech-371	5	75	intelligence	intelligence	NOUN
futech-371	5	76	(	(	PUNCT
futech-371	5	77	ai	ai	NOUN
futech-371	5	78	)	)	PUNCT
futech-371	5	79	technologies	technology	NOUN
futech-371	5	80	in	in	ADP
futech-371	5	81	transforming	transform	VERB
futech-371	5	82	the	the	DET
futech-371	5	83	analysis	analysis	NOUN
futech-371	5	84	of	of	ADP
futech-371	5	85	customer	customer	NOUN
futech-371	5	86	behavior	behavior	NOUN
futech-371	5	87	and	and	CCONJ
futech-371	5	88	refining	refining	NOUN
futech-371	5	89	customer	customer	NOUN
futech-371	5	90	loyalty	loyalty	NOUN
futech-371	5	91	strategies	strategy	NOUN
futech-371	5	92	in	in	ADP
futech-371	5	93	the	the	DET
futech-371	5	94	hospitality	hospitality	NOUN
futech-371	5	95	sector	sector	NOUN
futech-371	5	96	.	.	PUNCT
futech-371	6	1	most	most	ADJ
futech-371	6	2	traditional	traditional	ADJ
futech-371	6	3	loyalty	loyalty	NOUN
futech-371	6	4	programs	program	NOUN
futech-371	6	5	are	be	AUX
futech-371	6	6	characterized	characterize	VERB
futech-371	6	7	by	by	ADP
futech-371	6	8	static	static	ADJ
futech-371	6	9	segmentation	segmentation	NOUN
futech-371	6	10	and	and	CCONJ
futech-371	6	11	standardized	standardized	ADJ
futech-371	6	12	reward	reward	NOUN
futech-371	6	13	frameworks	framework	NOUN
futech-371	6	14	,	,	PUNCT
futech-371	6	15	often	often	ADV
futech-371	6	16	disregarding	disregard	VERB
futech-371	6	17	evolving	evolve	VERB
futech-371	6	18	customer	customer	NOUN
futech-371	6	19	priorities	priority	NOUN
futech-371	6	20	and	and	CCONJ
futech-371	6	21	shifting	shift	VERB
futech-371	6	22	market	market	NOUN
futech-371	6	23	dynamics	dynamic	NOUN
futech-371	6	24	.	.	PUNCT
futech-371	7	1	using	use	VERB
futech-371	7	2	an	an	DET
futech-371	7	3	ai	ai	ADJ
futech-371	7	4	-	-	PUNCT
futech-371	7	5	powered	powered	ADJ
futech-371	7	6	system	system	NOUN
futech-371	7	7	based	base	VERB
futech-371	7	8	on	on	ADP
futech-371	7	9	deep	deep	ADJ
futech-371	7	10	learning	learning	NOUN
futech-371	7	11	,	,	PUNCT
futech-371	7	12	natural	natural	ADJ
futech-371	7	13	language	language	NOUN
futech-371	7	14	processing	processing	NOUN
futech-371	7	15	,	,	PUNCT
futech-371	7	16	and	and	CCONJ
futech-371	7	17	predictive	predictive	ADJ
futech-371	7	18	analytics	analytic	NOUN
futech-371	7	19	,	,	PUNCT
futech-371	7	20	we	we	PRON
futech-371	7	21	analyzed	analyze	VERB
futech-371	7	22	3.2	3.2	NUM
futech-371	7	23	million	million	NUM
futech-371	7	24	transactions	transaction	NOUN
futech-371	7	25	from	from	ADP
futech-371	7	26	846,000	846,000	NUM
futech-371	7	27	customers	customer	NOUN
futech-371	7	28	across	across	ADP
futech-371	7	29	five	five	NUM
futech-371	7	30	international	international	ADJ
futech-371	7	31	hotel	hotel	NOUN
futech-371	7	32	chains	chain	NOUN
futech-371	7	33	globally	globally	ADV
futech-371	7	34	.	.	PUNCT
futech-371	8	1	the	the	DET
futech-371	8	2	system	system	NOUN
futech-371	8	3	identifies	identify	VERB
futech-371	8	4	behavioral	behavioral	ADJ
futech-371	8	5	patterns	pattern	NOUN
futech-371	8	6	that	that	PRON
futech-371	8	7	are	be	AUX
futech-371	8	8	overlooked	overlook	VERB
futech-371	8	9	by	by	ADP
futech-371	8	10	traditional	traditional	ADJ
futech-371	8	11	analysis	analysis	NOUN
futech-371	8	12	methods	method	NOUN
futech-371	8	13	through	through	ADP
futech-371	8	14	the	the	DET
futech-371	8	15	continuous	continuous	ADJ
futech-371	8	16	processing	processing	NOUN
futech-371	8	17	of	of	ADP
futech-371	8	18	heterogeneous	heterogeneous	ADJ
futech-371	8	19	data	datum	NOUN
futech-371	8	20	streams	stream	NOUN
futech-371	8	21	such	such	ADJ
futech-371	8	22	as	as	ADP
futech-371	8	23	booking	booking	NOUN
futech-371	8	24	,	,	PUNCT
futech-371	8	25	service	service	NOUN
futech-371	8	26	usage	usage	NOUN
futech-371	8	27	,	,	PUNCT
futech-371	8	28	social	social	ADJ
futech-371	8	29	media	medium	NOUN
futech-371	8	30	sentiment	sentiment	NOUN
futech-371	8	31	analysis	analysis	NOUN
futech-371	8	32	,	,	PUNCT
futech-371	8	33	and	and	CCONJ
futech-371	8	34	feedback	feedback	NOUN
futech-371	8	35	loops	loop	NOUN
futech-371	8	36	.	.	PUNCT
futech-371	9	1	results	result	NOUN
futech-371	9	2	indicate	indicate	VERB
futech-371	9	3	that	that	SCONJ
futech-371	9	4	customer	customer	NOUN
futech-371	9	5	retention	retention	NOUN
futech-371	9	6	increased	increase	VERB
futech-371	9	7	by	by	ADP
futech-371	9	8	27.3	27.3	NUM
futech-371	9	9	%	%	NOUN
futech-371	9	10	while	while	SCONJ
futech-371	9	11	aidriven	aidriven	ADJ
futech-371	9	12	strategies	strategy	NOUN
futech-371	9	13	heightened	heighten	VERB
futech-371	9	14	engagement	engagement	NOUN
futech-371	9	15	with	with	ADP
futech-371	9	16	loyalty	loyalty	NOUN
futech-371	9	17	programs	program	NOUN
futech-371	9	18	by	by	ADP
futech-371	9	19	42.1	42.1	NUM
futech-371	9	20	%	%	NOUN
futech-371	9	21	,	,	PUNCT
futech-371	9	22	yielding	yield	VERB
futech-371	9	23	18.5	18.5	NUM
futech-371	9	24	%	%	NOUN
futech-371	9	25	additional	additional	ADJ
futech-371	9	26	revenue	revenue	NOUN
futech-371	9	27	per	per	ADP
futech-371	9	28	loyal	loyal	ADJ
futech-371	9	29	customer	customer	NOUN
futech-371	9	30	when	when	SCONJ
futech-371	9	31	juxtaposed	juxtapose	VERB
futech-371	9	32	with	with	ADP
futech-371	9	33	traditional	traditional	ADJ
futech-371	9	34	methods	method	NOUN
futech-371	9	35	.	.	PUNCT
futech-371	10	1	the	the	DET
futech-371	10	2	framework	framework	NOUN
futech-371	10	3	's	's	PART
futech-371	10	4	dynamic	dynamic	ADJ
futech-371	10	5	loyalty	loyalty	NOUN
futech-371	10	6	incentive	incentive	NOUN
futech-371	10	7	modification	modification	NOUN
futech-371	10	8	and	and	CCONJ
futech-371	10	9	proactive	proactive	ADJ
futech-371	10	10	journey	journey	NOUN
futech-371	10	11	mapping	map	VERB
futech-371	10	12	surpass	surpass	ADJ
futech-371	10	13	conventional	conventional	ADJ
futech-371	10	14	segmentation	segmentation	NOUN
futech-371	10	15	techniques	technique	NOUN
futech-371	10	16	through	through	ADP
futech-371	10	17	hyper	hyper	ADJ
futech-371	10	18	-	-	ADJ
futech-371	10	19	personalized	personalized	ADJ
futech-371	10	20	recommendations	recommendation	NOUN
futech-371	10	21	.	.	PUNCT
futech-371	11	1	this	this	DET
futech-371	11	2	work	work	NOUN
futech-371	11	3	advances	advance	VERB
futech-371	11	4	the	the	DET
futech-371	11	5	hospitality	hospitality	NOUN
futech-371	11	6	management	management	NOUN
futech-371	11	7	body	body	NOUN
futech-371	11	8	of	of	ADP
futech-371	11	9	knowledge	knowledge	NOUN
futech-371	11	10	by	by	ADP
futech-371	11	11	formulating	formulate	VERB
futech-371	11	12	a	a	DET
futech-371	11	13	robust	robust	ADJ
futech-371	11	14	architectural	architectural	ADJ
futech-371	11	15	design	design	NOUN
futech-371	11	16	to	to	PART
futech-371	11	17	formulate	formulate	VERB
futech-371	11	18	loyalty	loyalty	NOUN
futech-371	11	19	strategy	strategy	NOUN
futech-371	11	20	design	design	NOUN
futech-371	11	21	and	and	CCONJ
futech-371	11	22	provide	provide	VERB
futech-371	11	23	implementation	implementation	NOUN
futech-371	11	24	frameworks	framework	NOUN
futech-371	11	25	for	for	ADP
futech-371	11	26	hoteliers	hotelier	NOUN
futech-371	11	27	seeking	seek	VERB
futech-371	11	28	the	the	DET
futech-371	11	29	integration	integration	NOUN
futech-371	11	30	of	of	ADP
futech-371	11	31	advanced	advanced	ADJ
futech-371	11	32	technologies	technology	NOUN
futech-371	11	33	in	in	ADP
futech-371	11	34	customer	customer	NOUN
futech-371	11	35	relationship	relationship	NOUN
futech-371	11	36	management	management	NOUN
futech-371	11	37	.	.	PUNCT
futech-371	12	1	futuristic	futuristic	ADJ
futech-371	12	2	lines	line	NOUN
futech-371	12	3	of	of	ADP
futech-371	12	4	inquiry	inquiry	NOUN
futech-371	12	5	are	be	AUX
futech-371	12	6	the	the	DET
futech-371	12	7	ethical	ethical	ADJ
futech-371	12	8	considerations	consideration	NOUN
futech-371	12	9	of	of	ADP
futech-371	12	10	algorithmic	algorithmic	ADJ
futech-371	12	11	and	and	CCONJ
futech-371	12	12	automated	automate	VERB
futech-371	12	13	decision	decision	NOUN
futech-371	12	14	-	-	PUNCT
futech-371	12	15	making	making	NOUN
futech-371	12	16	in	in	ADP
futech-371	12	17	the	the	DET
futech-371	12	18	customer	customer	NOUN
futech-371	12	19	relationship	relationship	NOUN
futech-371	12	20	management	management	NOUN
futech-371	12	21	domain	domain	NOUN
futech-371	12	22	and	and	CCONJ
futech-371	12	23	the	the	DET
futech-371	12	24	effectiveness	effectiveness	NOUN
futech-371	12	25	of	of	ADP
futech-371	12	26	aipowered	aipowere	VERB
futech-371	12	27	loyalty	loyalty	NOUN
futech-371	12	28	programs	program	NOUN
futech-371	12	29	in	in	ADP
futech-371	12	30	different	different	ADJ
futech-371	12	31	cultures	culture	NOUN
futech-371	12	32	.	.	PUNCT
futech-371	13	1	1	1	X
futech-371	13	2	.	.	X
futech-371	13	3	introduction	introduction	NOUN
futech-371	13	4	digital	digital	ADJ
futech-371	13	5	transformation	transformation	NOUN
futech-371	13	6	presents	present	VERB
futech-371	13	7	both	both	DET
futech-371	13	8	challenges	challenge	NOUN
futech-371	13	9	and	and	CCONJ
futech-371	13	10	opportunities	opportunity	NOUN
futech-371	13	11	for	for	ADP
futech-371	13	12	the	the	DET
futech-371	13	13	hospitality	hospitality	NOUN
futech-371	13	14	sector	sector	NOUN
futech-371	13	15	.	.	PUNCT
futech-371	14	1	while	while	SCONJ
futech-371	14	2	customer	customer	NOUN
futech-371	14	3	loyalty	loyalty	NOUN
futech-371	14	4	remains	remain	VERB
futech-371	14	5	vital	vital	ADJ
futech-371	14	6	in	in	ADP
futech-371	14	7	the	the	DET
futech-371	14	8	intensely	intensely	ADV
futech-371	14	9	competitive	competitive	ADJ
futech-371	14	10	hotel	hotel	NOUN
futech-371	14	11	industry	industry	NOUN
futech-371	14	12	,	,	PUNCT
futech-371	14	13	conventional	conventional	ADJ
futech-371	14	14	loyalty	loyalty	NOUN
futech-371	14	15	programs	program	NOUN
futech-371	14	16	fail	fail	VERB
futech-371	14	17	to	to	PART
futech-371	14	18	meet	meet	VERB
futech-371	14	19	modern	modern	ADJ
futech-371	14	20	customer	customer	NOUN
futech-371	14	21	expectations	expectation	NOUN
futech-371	14	22	.	.	PUNCT
futech-371	15	1	current	current	ADJ
futech-371	15	2	programs	program	NOUN
futech-371	15	3	suffer	suffer	VERB
futech-371	15	4	from	from	ADP
futech-371	15	5	static	static	ADJ
futech-371	15	6	demographic	demographic	ADJ
futech-371	15	7	segmentation	segmentation	NOUN
futech-371	15	8	,	,	PUNCT
futech-371	15	9	generic	generic	ADJ
futech-371	15	10	rewards	reward	NOUN
futech-371	15	11	,	,	PUNCT
futech-371	15	12	and	and	CCONJ
futech-371	15	13	reactive	reactive	ADJ
futech-371	15	14	engagement	engagement	NOUN
futech-371	15	15	strategies	strategy	NOUN
futech-371	15	16	,	,	PUNCT
futech-371	15	17	resulting	result	VERB
futech-371	15	18	in	in	ADP
futech-371	15	19	declining	decline	VERB
futech-371	15	20	effectiveness	effectiveness	NOUN
futech-371	15	21	with	with	ADP
futech-371	15	22	only	only	ADV
futech-371	15	23	8.4	8.4	NUM
futech-371	15	24	%	%	NOUN
futech-371	15	25	tier	tier	NOUN
futech-371	15	26	progression	progression	NOUN
futech-371	15	27	rates	rate	NOUN
futech-371	15	28	across	across	ADP
futech-371	15	29	the	the	DET
futech-371	15	30	industry	industry	NOUN
futech-371	15	31	[	[	X
futech-371	15	32	1	1	NUM
futech-371	15	33	]	]	PUNCT
futech-371	15	34	.	.	PUNCT
futech-371	16	1	ai	ai	AUX
futech-371	16	2	technologies	technology	NOUN
futech-371	16	3	offer	offer	VERB
futech-371	16	4	transformative	transformative	ADJ
futech-371	16	5	potential	potential	NOUN
futech-371	16	6	for	for	ADP
futech-371	16	7	analyzing	analyze	VERB
futech-371	16	8	customer	customer	NOUN
futech-371	16	9	behavior	behavior	NOUN
futech-371	16	10	and	and	CCONJ
futech-371	16	11	optimizing	optimize	VERB
futech-371	16	12	loyalty	loyalty	NOUN
futech-371	16	13	[	[	X
futech-371	16	14	2	2	NUM
futech-371	16	15	]	]	PUNCT
futech-371	16	16	.	.	PUNCT
futech-371	17	1	this	this	DET
futech-371	17	2	research	research	NOUN
futech-371	17	3	focuses	focus	VERB
futech-371	17	4	on	on	ADP
futech-371	17	5	developing	develop	VERB
futech-371	17	6	and	and	CCONJ
futech-371	17	7	validating	validate	VERB
futech-371	17	8	an	an	DET
futech-371	17	9	ai	ai	ADJ
futech-371	17	10	-	-	PUNCT
futech-371	17	11	powered	power	VERB
futech-371	17	12	framework	framework	NOUN
futech-371	17	13	combining	combine	VERB
futech-371	17	14	deep	deep	ADJ
futech-371	17	15	learning	learning	NOUN
futech-371	17	16	,	,	PUNCT
futech-371	17	17	natural	natural	ADJ
futech-371	17	18	language	language	NOUN
futech-371	17	19	processing	processing	NOUN
futech-371	17	20	,	,	PUNCT
futech-371	17	21	and	and	CCONJ
futech-371	17	22	predictive	predictive	ADJ
futech-371	17	23	analytics	analytic	NOUN
futech-371	17	24	to	to	PART
futech-371	17	25	enhance	enhance	VERB
futech-371	17	26	customer	customer	NOUN
futech-371	17	27	experience	experience	NOUN
futech-371	17	28	,	,	PUNCT
futech-371	17	29	operational	operational	ADJ
futech-371	17	30	efficiency	efficiency	NOUN
futech-371	17	31	,	,	PUNCT
futech-371	17	32	and	and	CCONJ
futech-371	17	33	competitive	competitive	ADJ
futech-371	17	34	advantage	advantage	NOUN
futech-371	17	35	in	in	ADP
futech-371	17	36	hospitality	hospitality	NOUN
futech-371	17	37	loyalty	loyalty	NOUN
futech-371	17	38	management	management	NOUN
futech-371	17	39	.	.	PUNCT
futech-371	18	1	traditional	traditional	ADJ
futech-371	18	2	hospitality	hospitality	NOUN
futech-371	18	3	loyalty	loyalty	NOUN
futech-371	18	4	programs	program	NOUN
futech-371	18	5	stagnate	stagnate	VERB
futech-371	18	6	due	due	ADJ
futech-371	18	7	to	to	ADP
futech-371	18	8	limited	limited	ADJ
futech-371	18	9	personalization	personalization	NOUN
futech-371	18	10	,	,	PUNCT
futech-371	18	11	customer	customer	NOUN
futech-371	18	12	disengagement	disengagement	NOUN
futech-371	18	13	,	,	PUNCT
futech-371	18	14	and	and	CCONJ
futech-371	18	15	standardized	standardized	ADJ
futech-371	18	16	approaches	approach	NOUN
futech-371	18	17	.	.	PUNCT
futech-371	19	1	koo	koo	NOUN
futech-371	19	2	et	et	PROPN
futech-371	19	3	al	al	PROPN
futech-371	19	4	.	.	PUNCT
futech-371	20	1	[	[	X
futech-371	20	2	1	1	X
futech-371	20	3	]	]	PUNCT
futech-371	20	4	suggest	suggest	VERB
futech-371	20	5	that	that	SCONJ
futech-371	20	6	loyalty	loyalty	NOUN
futech-371	20	7	programs	program	NOUN
futech-371	20	8	help	help	VERB
futech-371	20	9	reinforce	reinforce	VERB
futech-371	20	10	a	a	DET
futech-371	20	11	client	client	NOUN
futech-371	20	12	’s	’s	PART
futech-371	20	13	stickiness	stickiness	NOUN
futech-371	20	14	;	;	PUNCT
futech-371	20	15	however	however	ADV
futech-371	20	16	,	,	PUNCT
futech-371	20	17	their	their	PRON
futech-371	20	18	use	use	NOUN
futech-371	20	19	is	be	AUX
futech-371	20	20	often	often	ADV
futech-371	20	21	influenced	influence	VERB
futech-371	20	22	by	by	ADP
futech-371	20	23	other	other	ADJ
futech-371	20	24	concerns	concern	NOUN
futech-371	20	25	,	,	PUNCT
futech-371	20	26	such	such	ADJ
futech-371	20	27	as	as	ADP
futech-371	20	28	barriers	barrier	NOUN
futech-371	20	29	to	to	ADP
futech-371	20	30	switching	switch	VERB
futech-371	20	31	.	.	PUNCT
futech-371	21	1	moreover	moreover	ADV
futech-371	21	2	,	,	PUNCT
futech-371	21	3	longstanding	longstanding	ADJ
futech-371	21	4	systems	system	NOUN
futech-371	21	5	of	of	ADP
futech-371	21	6	earning	earn	VERB
futech-371	21	7	and	and	CCONJ
futech-371	21	8	redeeming	redeem	VERB
futech-371	21	9	points	point	NOUN
futech-371	21	10	struggle	struggle	NOUN
futech-371	21	11	to	to	PART
futech-371	21	12	keep	keep	VERB
futech-371	21	13	pace	pace	NOUN
futech-371	21	14	with	with	ADP
futech-371	21	15	the	the	DET
futech-371	21	16	rise	rise	NOUN
futech-371	21	17	in	in	ADP
futech-371	21	18	demand	demand	NOUN
futech-371	21	19	for	for	ADP
futech-371	21	20	personalization	personalization	NOUN
futech-371	21	21	from	from	ADP
futech-371	21	22	consumers	consumer	NOUN
futech-371	21	23	.	.	PUNCT
futech-371	22	1	as	as	SCONJ
futech-371	22	2	lentz	lentz	PROPN
futech-371	22	3	et	et	PROPN
futech-371	22	4	al	al	PROPN
futech-371	22	5	.	.	PUNCT
futech-371	23	1	[	[	X
futech-371	23	2	3	3	X
futech-371	23	3	]	]	PUNCT
futech-371	23	4	demonstrate	demonstrate	NOUN
futech-371	23	5	,	,	PUNCT
futech-371	23	6	conflicts	conflict	NOUN
futech-371	23	7	exist	exist	VERB
futech-371	23	8	between	between	ADP
futech-371	23	9	revenue	revenue	NOUN
futech-371	23	10	management	management	NOUN
futech-371	23	11	and	and	CCONJ
futech-371	23	12	the	the	DET
futech-371	23	13	loyalty	loyalty	NOUN
futech-371	23	14	program	program	NOUN
futech-371	23	15	,	,	PUNCT
futech-371	23	16	suggesting	suggest	VERB
futech-371	23	17	that	that	SCONJ
futech-371	23	18	hotels	hotel	NOUN
futech-371	23	19	prioritize	prioritize	VERB
futech-371	23	20	short	short	ADJ
futech-371	23	21	-	-	PUNCT
futech-371	23	22	term	term	NOUN
futech-371	23	23	profits	profit	NOUN
futech-371	23	24	over	over	ADP
futech-371	23	25	long	long	ADJ
futech-371	23	26	-	-	PUNCT
futech-371	23	27	term	term	NOUN
futech-371	23	28	partnership	partnership	NOUN
futech-371	23	29	value	value	NOUN
futech-371	23	30	.	.	PUNCT
futech-371	24	1	the	the	DET
futech-371	24	2	development	development	NOUN
futech-371	24	3	of	of	ADP
futech-371	24	4	hotel	hotel	NOUN
futech-371	24	5	loyalty	loyalty	NOUN
futech-371	24	6	programs	program	NOUN
futech-371	24	7	has	have	AUX
futech-371	24	8	shifted	shift	VERB
futech-371	24	9	from	from	ADP
futech-371	24	10	basic	basic	ADJ
futech-371	24	11	point	point	NOUN
futech-371	24	12	systems	system	NOUN
futech-371	24	13	to	to	ADP
futech-371	24	14	more	more	ADV
futech-371	24	15	sophisticated	sophisticated	ADJ
futech-371	24	16	frameworks	framework	NOUN
futech-371	24	17	focused	focus	VERB
futech-371	24	18	on	on	ADP
futech-371	24	19	experiences	experience	NOUN
futech-371	24	20	.	.	PUNCT
futech-371	25	1	contemporary	contemporary	ADJ
futech-371	25	2	programs	program	NOUN
futech-371	25	3	aim	aim	VERB
futech-371	25	4	to	to	PART
futech-371	25	5	bridge	bridge	VERB
futech-371	25	6	the	the	DET
futech-371	25	7	emotional	emotional	ADJ
futech-371	25	8	-	-	PUNCT
futech-371	25	9	experiential	experiential	ADJ
futech-371	25	10	gap	gap	NOUN
futech-371	25	11	,	,	PUNCT
futech-371	25	12	building	build	VERB
futech-371	25	13	authentic	authentic	ADJ
futech-371	25	14	loyalty	loyalty	NOUN
futech-371	25	15	and	and	CCONJ
futech-371	25	16	brand	brand	NOUN
futech-371	25	17	love	love	NOUN
futech-371	25	18	that	that	PRON
futech-371	25	19	extends	extend	VERB
futech-371	25	20	beyond	beyond	ADP
futech-371	25	21	mere	mere	ADJ
futech-371	25	22	transactional	transactional	ADJ
futech-371	25	23	interactions	interaction	NOUN
futech-371	25	24	.	.	PUNCT
futech-371	26	1	singh	singh	PROPN
futech-371	26	2	and	and	CCONJ
futech-371	26	3	singh	singh	PROPN
futech-371	27	1	[	[	X
futech-371	27	2	4	4	X
futech-371	27	3	]	]	PUNCT
futech-371	27	4	emphasize	emphasize	VERB
futech-371	27	5	that	that	SCONJ
futech-371	27	6	effective	effective	ADJ
futech-371	27	7	loyalty	loyalty	NOUN
futech-371	27	8	strategies	strategy	NOUN
futech-371	27	9	aim	aim	VERB
futech-371	27	10	to	to	PART
futech-371	27	11	forge	forge	VERB
futech-371	27	12	strong	strong	ADJ
futech-371	27	13	emotional	emotional	ADJ
futech-371	27	14	ties	tie	NOUN
futech-371	27	15	and	and	CCONJ
futech-371	27	16	create	create	VERB
futech-371	27	17	unforgettable	unforgettable	ADJ
futech-371	27	18	interactions	interaction	NOUN
futech-371	27	19	,	,	PUNCT
futech-371	27	20	which	which	PRON
futech-371	27	21	notably	notably	ADV
futech-371	27	22	enhance	enhance	VERB
futech-371	27	23	open	open	ADJ
futech-371	27	24	access	access	NOUN
futech-371	27	25	journal	journal	PROPN
futech-371	27	26	issn	issn	PROPN
futech-371	28	1	2832	2832	NUM
futech-371	28	2	-	-	SYM
futech-371	28	3	0379	0379	NUM
futech-371	28	4	august	august	PROPN
futech-371	28	5	2025|	2025|	NUM
futech-371	28	6	volume	volume	NOUN
futech-371	28	7	04	04	NUM
futech-371	29	1	|	|	NOUN
futech-371	29	2	issue	issue	NOUN
futech-371	29	3	03	03	NUM
futech-371	30	1	|	|	ADV
futech-371	30	2	pages	page	VERB
futech-371	30	3	97	97	NUM
futech-371	30	4	-	-	SYM
futech-371	30	5	106	106	NUM
futech-371	30	6	https://doi.org/10.55670/fpll.futech.4.3.10	https://doi.org/10.55670/fpll.futech.4.3.10	PROPN
futech-371	30	7	journal	journal	NOUN
futech-371	30	8	homepage	homepage	NOUN
futech-371	30	9	:	:	PUNCT
futech-371	30	10	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-371	30	11	future	future	ADJ
futech-371	30	12	technology	technology	NOUN
futech-371	30	13	open	open	ADJ
futech-371	30	14	access	access	NOUN
futech-371	30	15	journal	journal	PROPN
futech-371	30	16	mailto:18868343735@163.com	mailto:18868343735@163.com	PROPN
futech-371	31	1	https://doi.org/10.55670/fpll.futech.4.3.10	https://doi.org/10.55670/fpll.futech.4.3.10	PROPN
futech-371	32	1	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-371	32	2	d.	d.	PROPN
futech-371	32	3	wu	wu	PROPN
futech-371	32	4	&	&	CCONJ
futech-371	32	5	q.	q.	PROPN
futech-371	32	6	ma	ma	PROPN
futech-371	32	7	/future	/future	PROPN
futech-371	32	8	technology	technology	PROPN
futech-371	32	9	august	august	PROPN
futech-371	32	10	2025|	2025|	NUM
futech-371	32	11	volume	volume	NOUN
futech-371	32	12	04	04	NUM
futech-371	33	1	|	|	NOUN
futech-371	33	2	issue	issue	NOUN
futech-371	33	3	03	03	NUM
futech-371	34	1	|	|	ADV
futech-371	34	2	pages	page	VERB
futech-371	34	3	97	97	NUM
futech-371	34	4	-	-	SYM
futech-371	34	5	106	106	NUM
futech-371	34	6	98	98	NUM
futech-371	34	7	customer	customer	NOUN
futech-371	34	8	retention	retention	NOUN
futech-371	34	9	and	and	CCONJ
futech-371	34	10	advocacy	advocacy	NOUN
futech-371	34	11	.	.	PUNCT
futech-371	35	1	this	this	DET
futech-371	35	2	change	change	NOUN
futech-371	35	3	underscores	underscore	VERB
futech-371	35	4	the	the	DET
futech-371	35	5	need	need	NOUN
futech-371	35	6	for	for	ADP
futech-371	35	7	developing	develop	VERB
futech-371	35	8	better	well	ADJ
futech-371	35	9	analytical	analytical	ADJ
futech-371	35	10	methods	method	NOUN
futech-371	35	11	to	to	PART
futech-371	35	12	study	study	VERB
futech-371	35	13	customers	customer	NOUN
futech-371	35	14	’	'	PUNCT
futech-371	35	15	behavioral	behavioral	ADJ
futech-371	35	16	patterns	pattern	NOUN
futech-371	35	17	more	more	ADV
futech-371	35	18	indepth	indepth	ADJ
futech-371	35	19	.	.	PUNCT
futech-371	36	1	customer	customer	NOUN
futech-371	36	2	behavior	behavior	NOUN
futech-371	36	3	analysis	analysis	NOUN
futech-371	36	4	in	in	ADP
futech-371	36	5	hospitality	hospitality	NOUN
futech-371	36	6	has	have	AUX
futech-371	36	7	evolved	evolve	VERB
futech-371	36	8	from	from	ADP
futech-371	36	9	demographic	demographic	ADJ
futech-371	36	10	-	-	PUNCT
futech-371	36	11	based	base	VERB
futech-371	36	12	approaches	approach	NOUN
futech-371	36	13	to	to	ADP
futech-371	36	14	big	big	ADJ
futech-371	36	15	data	datum	NOUN
futech-371	36	16	analytics	analytic	NOUN
futech-371	36	17	,	,	PUNCT
futech-371	36	18	offering	offer	VERB
futech-371	36	19	deeper	deep	ADJ
futech-371	36	20	insights	insight	NOUN
futech-371	36	21	into	into	ADP
futech-371	36	22	preferences	preference	NOUN
futech-371	36	23	,	,	PUNCT
futech-371	36	24	actions	action	NOUN
futech-371	36	25	,	,	PUNCT
futech-371	36	26	and	and	CCONJ
futech-371	36	27	predictive	predictive	ADJ
futech-371	36	28	behavior	behavior	NOUN
futech-371	36	29	patterns	pattern	NOUN
futech-371	36	30	.	.	PUNCT
futech-371	37	1	alsayat	alsayat	PROPN
futech-371	38	1	[	[	X
futech-371	38	2	5	5	NUM
futech-371	38	3	]	]	PUNCT
futech-371	38	4	illustrates	illustrate	VERB
futech-371	38	5	how	how	SCONJ
futech-371	38	6	social	social	ADJ
futech-371	38	7	media	medium	NOUN
futech-371	38	8	data	datum	NOUN
futech-371	38	9	,	,	PUNCT
futech-371	38	10	when	when	SCONJ
futech-371	38	11	processed	process	VERB
futech-371	38	12	by	by	ADP
futech-371	38	13	machine	machine	NOUN
futech-371	38	14	learning	learning	NOUN
futech-371	38	15	algorithms	algorithm	NOUN
futech-371	38	16	,	,	PUNCT
futech-371	38	17	can	can	AUX
futech-371	38	18	significantly	significantly	ADV
futech-371	38	19	enhance	enhance	VERB
futech-371	38	20	the	the	DET
futech-371	38	21	customer	customer	NOUN
futech-371	38	22	decision	decision	NOUN
futech-371	38	23	-	-	PUNCT
futech-371	38	24	making	make	VERB
futech-371	38	25	process	process	NOUN
futech-371	38	26	regarding	regard	VERB
futech-371	38	27	hotel	hotel	NOUN
futech-371	38	28	selection	selection	NOUN
futech-371	38	29	.	.	PUNCT
futech-371	39	1	having	have	VERB
futech-371	39	2	such	such	ADJ
futech-371	39	3	insights	insight	NOUN
futech-371	39	4	reinforced	reinforce	VERB
futech-371	39	5	customer	customer	NOUN
futech-371	39	6	segmentation	segmentation	NOUN
futech-371	39	7	,	,	PUNCT
futech-371	39	8	sharpened	sharpen	VERB
futech-371	39	9	targeting	target	VERB
futech-371	39	10	,	,	PUNCT
futech-371	39	11	and	and	CCONJ
futech-371	39	12	enhanced	enhance	VERB
futech-371	39	13	personalization	personalization	NOUN
futech-371	39	14	in	in	ADP
futech-371	39	15	marketing	marketing	NOUN
futech-371	39	16	policies	policy	NOUN
futech-371	39	17	.	.	PUNCT
futech-371	40	1	the	the	DET
futech-371	40	2	hospitality	hospitality	NOUN
futech-371	40	3	industry	industry	NOUN
futech-371	40	4	may	may	AUX
futech-371	40	5	be	be	AUX
futech-371	40	6	transformed	transform	VERB
futech-371	40	7	by	by	ADP
futech-371	40	8	artificial	artificial	ADJ
futech-371	40	9	intelligence	intelligence	NOUN
futech-371	40	10	in	in	ADP
futech-371	40	11	customer	customer	NOUN
futech-371	40	12	relationship	relationship	NOUN
futech-371	40	13	management	management	NOUN
futech-371	40	14	.	.	PUNCT
futech-371	41	1	ai	ai	VERB
futech-371	41	2	can	can	AUX
futech-371	41	3	analyse	analyse	VERB
futech-371	41	4	extensive	extensive	ADJ
futech-371	41	5	customer	customer	NOUN
futech-371	41	6	data	datum	NOUN
futech-371	41	7	to	to	PART
futech-371	41	8	detect	detect	VERB
futech-371	41	9	trends	trend	NOUN
futech-371	41	10	,	,	PUNCT
futech-371	41	11	anticipate	anticipate	VERB
futech-371	41	12	actions	action	NOUN
futech-371	41	13	,	,	PUNCT
futech-371	41	14	and	and	CCONJ
futech-371	41	15	facilitate	facilitate	VERB
futech-371	41	16	interactions	interaction	NOUN
futech-371	41	17	on	on	ADP
futech-371	41	18	an	an	DET
futech-371	41	19	individualised	individualised	ADJ
futech-371	41	20	level	level	NOUN
futech-371	41	21	[	[	X
futech-371	41	22	6	6	NUM
futech-371	41	23	]	]	PUNCT
futech-371	41	24	.	.	PUNCT
futech-371	42	1	as	as	SCONJ
futech-371	42	2	noted	note	VERB
futech-371	42	3	by	by	ADP
futech-371	42	4	said	say	VERB
futech-371	42	5	[	[	X
futech-371	42	6	6	6	NUM
futech-371	42	7	]	]	PUNCT
futech-371	42	8	,	,	PUNCT
futech-371	42	9	ai	ai	INTJ
futech-371	42	10	and	and	CCONJ
futech-371	42	11	data	datum	NOUN
futech-371	42	12	analytics	analytic	NOUN
futech-371	42	13	improve	improve	VERB
futech-371	42	14	guest	guest	NOUN
futech-371	42	15	personalization	personalization	NOUN
futech-371	42	16	by	by	ADP
futech-371	42	17	seamlessly	seamlessly	ADV
futech-371	42	18	tailoring	tailor	VERB
futech-371	42	19	services	service	NOUN
futech-371	42	20	based	base	VERB
futech-371	42	21	on	on	ADP
futech-371	42	22	real	real	ADJ
futech-371	42	23	-	-	PUNCT
futech-371	42	24	time	time	NOUN
futech-371	42	25	preference	preference	NOUN
futech-371	42	26	and	and	CCONJ
futech-371	42	27	tendency	tendency	NOUN
futech-371	42	28	analysis	analysis	NOUN
futech-371	42	29	,	,	PUNCT
futech-371	42	30	which	which	PRON
futech-371	42	31	boosts	boost	VERB
futech-371	42	32	guest	guest	NOUN
futech-371	42	33	satisfaction	satisfaction	NOUN
futech-371	42	34	as	as	ADV
futech-371	42	35	well	well	ADV
futech-371	42	36	as	as	ADP
futech-371	42	37	loyalty	loyalty	NOUN
futech-371	42	38	.	.	PUNCT
futech-371	43	1	this	this	PRON
futech-371	43	2	puts	put	VERB
futech-371	43	3	hotels	hotel	NOUN
futech-371	43	4	in	in	ADP
futech-371	43	5	the	the	DET
futech-371	43	6	position	position	NOUN
futech-371	43	7	to	to	PART
futech-371	43	8	proactively	proactively	ADV
futech-371	43	9	predict	predict	VERB
futech-371	43	10	and	and	CCONJ
futech-371	43	11	attend	attend	VERB
futech-371	43	12	to	to	ADP
futech-371	43	13	clients	client	NOUN
futech-371	43	14	'	'	PART
futech-371	43	15	requirements	requirement	NOUN
futech-371	43	16	instead	instead	ADV
futech-371	43	17	of	of	ADP
futech-371	43	18	responding	respond	VERB
futech-371	43	19	to	to	ADP
futech-371	43	20	them	they	PRON
futech-371	43	21	.	.	PUNCT
futech-371	44	1	the	the	DET
futech-371	44	2	use	use	NOUN
futech-371	44	3	of	of	ADP
futech-371	44	4	ai	ai	VERB
futech-371	44	5	within	within	ADP
futech-371	44	6	the	the	DET
futech-371	44	7	service	service	NOUN
futech-371	44	8	industry	industry	NOUN
futech-371	44	9	covers	cover	VERB
futech-371	44	10	customer	customer	NOUN
futech-371	44	11	relations	relation	NOUN
futech-371	44	12	as	as	ADV
futech-371	44	13	well	well	ADV
futech-371	44	14	as	as	ADP
futech-371	44	15	other	other	ADJ
futech-371	44	16	areas	area	NOUN
futech-371	44	17	like	like	ADP
futech-371	44	18	operations	operation	NOUN
futech-371	44	19	,	,	PUNCT
futech-371	44	20	revenue	revenue	NOUN
futech-371	44	21	management	management	NOUN
futech-371	44	22	,	,	PUNCT
futech-371	44	23	and	and	CCONJ
futech-371	44	24	service	service	NOUN
futech-371	44	25	delivery	delivery	NOUN
futech-371	44	26	.	.	PUNCT
futech-371	45	1	zahidi	zahidi	NOUN
futech-371	45	2	et	et	PROPN
futech-371	45	3	al	al	PROPN
futech-371	45	4	.	.	PUNCT
futech-371	46	1	[	[	X
futech-371	46	2	7	7	X
futech-371	46	3	]	]	PUNCT
futech-371	46	4	describe	describe	VERB
futech-371	46	5	the	the	DET
futech-371	46	6	transformation	transformation	NOUN
futech-371	46	7	of	of	ADP
futech-371	46	8	various	various	ADJ
futech-371	46	9	hotel	hotel	NOUN
futech-371	46	10	operations	operation	NOUN
futech-371	46	11	,	,	PUNCT
futech-371	46	12	including	include	VERB
futech-371	46	13	check	check	NOUN
futech-371	46	14	-	-	PUNCT
futech-371	46	15	in	in	ADP
futech-371	46	16	automation	automation	NOUN
futech-371	46	17	and	and	CCONJ
futech-371	46	18	ai	ai	ADJ
futech-371	46	19	-	-	PUNCT
futech-371	46	20	driven	drive	VERB
futech-371	46	21	maintenance	maintenance	NOUN
futech-371	46	22	forecasting	forecasting	NOUN
futech-371	46	23	.	.	PUNCT
futech-371	47	1	beyond	beyond	ADP
futech-371	47	2	operational	operational	ADJ
futech-371	47	3	efficiencies	efficiency	NOUN
futech-371	47	4	,	,	PUNCT
futech-371	47	5	such	such	ADJ
futech-371	47	6	uses	use	NOUN
futech-371	47	7	of	of	ADP
futech-371	47	8	technology	technology	NOUN
futech-371	47	9	enhance	enhance	VERB
futech-371	47	10	customer	customer	NOUN
futech-371	47	11	satisfaction	satisfaction	NOUN
futech-371	47	12	by	by	ADP
futech-371	47	13	providing	provide	VERB
futech-371	47	14	effortless	effortless	ADJ
futech-371	47	15	service	service	NOUN
futech-371	47	16	interaction	interaction	NOUN
futech-371	47	17	and	and	CCONJ
futech-371	47	18	minimising	minimise	VERB
futech-371	47	19	idle	idle	ADJ
futech-371	47	20	time	time	NOUN
futech-371	47	21	.	.	PUNCT
futech-371	48	1	customer	customer	NOUN
futech-371	48	2	classification	classification	NOUN
futech-371	48	3	is	be	AUX
futech-371	48	4	undergoing	undergo	VERB
futech-371	48	5	modification	modification	NOUN
futech-371	48	6	due	due	ADP
futech-371	48	7	to	to	ADP
futech-371	48	8	advancements	advancement	NOUN
futech-371	48	9	in	in	ADP
futech-371	48	10	analytical	analytical	ADJ
futech-371	48	11	procedures	procedure	NOUN
futech-371	48	12	using	use	VERB
futech-371	48	13	machine	machine	NOUN
futech-371	48	14	learning	learning	NOUN
futech-371	48	15	and	and	CCONJ
futech-371	48	16	deep	deep	ADJ
futech-371	48	17	learning	learning	NOUN
futech-371	48	18	technologies	technology	NOUN
futech-371	48	19	.	.	PUNCT
futech-371	49	1	alghamdi	alghamdi	NOUN
futech-371	50	1	[	[	X
futech-371	50	2	8	8	NUM
futech-371	50	3	]	]	PUNCT
futech-371	50	4	illustrates	illustrate	VERB
futech-371	50	5	the	the	DET
futech-371	50	6	more	more	ADV
futech-371	50	7	precise	precise	ADJ
futech-371	50	8	customer	customer	NOUN
futech-371	50	9	segmentation	segmentation	NOUN
futech-371	50	10	made	make	VERB
futech-371	50	11	possible	possible	ADJ
futech-371	50	12	through	through	ADP
futech-371	50	13	the	the	DET
futech-371	50	14	use	use	NOUN
futech-371	50	15	of	of	ADP
futech-371	50	16	clustering	clustering	NOUN
futech-371	50	17	,	,	PUNCT
futech-371	50	18	neural	neural	ADJ
futech-371	50	19	networks	network	NOUN
futech-371	50	20	,	,	PUNCT
futech-371	50	21	and	and	CCONJ
futech-371	50	22	various	various	ADJ
futech-371	50	23	optimization	optimization	NOUN
futech-371	50	24	techniques	technique	NOUN
futech-371	50	25	.	.	PUNCT
futech-371	51	1	in	in	ADP
futech-371	51	2	the	the	DET
futech-371	51	3	context	context	NOUN
futech-371	51	4	of	of	ADP
futech-371	51	5	hotel	hotel	NOUN
futech-371	51	6	services	service	NOUN
futech-371	51	7	,	,	PUNCT
futech-371	51	8	badouch	badouch	ADJ
futech-371	51	9	and	and	CCONJ
futech-371	51	10	boutaounte	boutaounte	VERB
futech-371	52	1	[	[	X
futech-371	52	2	9	9	NUM
futech-371	52	3	]	]	PUNCT
futech-371	52	4	demonstrated	demonstrate	VERB
futech-371	52	5	the	the	DET
futech-371	52	6	use	use	NOUN
futech-371	52	7	of	of	ADP
futech-371	52	8	deep	deep	ADJ
futech-371	52	9	learning	learning	NOUN
futech-371	52	10	algorithms	algorithm	NOUN
futech-371	52	11	to	to	PART
futech-371	52	12	develop	develop	VERB
futech-371	52	13	advanced	advanced	ADJ
futech-371	52	14	systems	system	NOUN
futech-371	52	15	that	that	PRON
futech-371	52	16	significantly	significantly	ADV
futech-371	52	17	enhance	enhance	VERB
futech-371	52	18	the	the	DET
futech-371	52	19	level	level	NOUN
futech-371	52	20	of	of	ADP
futech-371	52	21	personalization	personalization	NOUN
futech-371	52	22	in	in	ADP
futech-371	52	23	hotel	hotel	NOUN
futech-371	52	24	services	service	NOUN
futech-371	52	25	.	.	PUNCT
futech-371	53	1	compared	compare	VERB
futech-371	53	2	to	to	ADP
futech-371	53	3	older	old	ADJ
futech-371	53	4	methods	method	NOUN
futech-371	53	5	,	,	PUNCT
futech-371	53	6	ai	ai	ADJ
futech-371	53	7	-	-	PUNCT
futech-371	53	8	powered	power	VERB
futech-371	53	9	systems	system	NOUN
futech-371	53	10	offer	offer	VERB
futech-371	53	11	adaptability	adaptability	NOUN
futech-371	53	12	and	and	CCONJ
futech-371	53	13	proactivity	proactivity	NOUN
futech-371	53	14	and	and	CCONJ
futech-371	53	15	are	be	AUX
futech-371	53	16	more	more	ADV
futech-371	53	17	responsive	responsive	ADJ
futech-371	53	18	to	to	ADP
futech-371	53	19	context	context	NOUN
futech-371	53	20	switches	switch	NOUN
futech-371	53	21	.	.	PUNCT
futech-371	54	1	despite	despite	SCONJ
futech-371	54	2	these	these	DET
futech-371	54	3	advantages	advantage	NOUN
futech-371	54	4	,	,	PUNCT
futech-371	54	5	other	other	ADJ
futech-371	54	6	aspects	aspect	NOUN
futech-371	54	7	,	,	PUNCT
futech-371	54	8	such	such	ADJ
futech-371	54	9	as	as	ADP
futech-371	54	10	the	the	DET
futech-371	54	11	integration	integration	NOUN
futech-371	54	12	of	of	ADP
futech-371	54	13	fused	fuse	VERB
futech-371	54	14	systems	system	NOUN
futech-371	54	15	with	with	ADP
futech-371	54	16	other	other	ADJ
futech-371	54	17	applications	application	NOUN
futech-371	54	18	,	,	PUNCT
futech-371	54	19	the	the	DET
futech-371	54	20	privacy	privacy	NOUN
futech-371	54	21	of	of	ADP
futech-371	54	22	information	information	NOUN
futech-371	54	23	,	,	PUNCT
futech-371	54	24	preconceived	preconceived	ADJ
futech-371	54	25	biases	bias	NOUN
futech-371	54	26	in	in	ADP
futech-371	54	27	algorithms	algorithm	NOUN
futech-371	54	28	,	,	PUNCT
futech-371	54	29	and	and	CCONJ
futech-371	54	30	biases	bias	NOUN
futech-371	54	31	in	in	ADP
futech-371	54	32	design	design	NOUN
futech-371	54	33	strategies	strategy	NOUN
futech-371	54	34	for	for	ADP
futech-371	54	35	existing	exist	VERB
futech-371	54	36	frameworks	framework	NOUN
futech-371	54	37	,	,	PUNCT
futech-371	54	38	present	present	ADJ
futech-371	54	39	obstacles	obstacle	NOUN
futech-371	54	40	to	to	ADP
futech-371	54	41	seamless	seamless	ADJ
futech-371	54	42	operation	operation	NOUN
futech-371	54	43	.	.	PUNCT
futech-371	55	1	kshetri	kshetri	PROPN
futech-371	55	2	et	et	PROPN
futech-371	55	3	al	al	PROPN
futech-371	55	4	.	.	PUNCT
futech-371	56	1	[	[	X
futech-371	56	2	10	10	NUM
futech-371	56	3	]	]	PUNCT
futech-371	56	4	discussed	discuss	VERB
futech-371	56	5	the	the	DET
futech-371	56	6	customization	customization	NOUN
futech-371	56	7	of	of	ADP
futech-371	56	8	services	service	NOUN
futech-371	56	9	through	through	ADP
futech-371	56	10	ai	ai	ADV
futech-371	56	11	and	and	CCONJ
futech-371	56	12	pointed	point	VERB
futech-371	56	13	out	out	ADP
futech-371	56	14	the	the	DET
futech-371	56	15	ethical	ethical	ADJ
futech-371	56	16	and	and	CCONJ
futech-371	56	17	legal	legal	ADJ
futech-371	56	18	boundaries	boundary	NOUN
futech-371	56	19	,	,	PUNCT
futech-371	56	20	emphasizing	emphasize	VERB
futech-371	56	21	the	the	DET
futech-371	56	22	need	need	NOUN
futech-371	56	23	to	to	PART
futech-371	56	24	define	define	VERB
futech-371	56	25	structures	structure	NOUN
futech-371	56	26	that	that	PRON
futech-371	56	27	govern	govern	VERB
futech-371	56	28	the	the	DET
futech-371	56	29	responsible	responsible	ADJ
futech-371	56	30	use	use	NOUN
futech-371	56	31	of	of	ADP
futech-371	56	32	ai	ai	NOUN
futech-371	56	33	.	.	PUNCT
futech-371	57	1	although	although	SCONJ
futech-371	57	2	ai	ai	PRON
futech-371	57	3	adoption	adoption	NOUN
futech-371	57	4	has	have	AUX
futech-371	57	5	improved	improve	VERB
futech-371	57	6	customer	customer	NOUN
futech-371	57	7	analysis	analysis	NOUN
futech-371	57	8	and	and	CCONJ
futech-371	57	9	loyalty	loyalty	NOUN
futech-371	57	10	optimization	optimization	NOUN
futech-371	57	11	,	,	PUNCT
futech-371	57	12	research	research	NOUN
futech-371	57	13	gaps	gap	NOUN
futech-371	57	14	remain	remain	VERB
futech-371	57	15	in	in	ADP
futech-371	57	16	developing	develop	VERB
futech-371	57	17	comprehensive	comprehensive	ADJ
futech-371	57	18	frameworks	framework	NOUN
futech-371	57	19	that	that	PRON
futech-371	57	20	integrate	integrate	VERB
futech-371	57	21	multiple	multiple	ADJ
futech-371	57	22	ai	ai	NOUN
futech-371	57	23	methodologies	methodology	NOUN
futech-371	57	24	for	for	ADP
futech-371	57	25	hospitality	hospitality	NOUN
futech-371	57	26	applications	application	NOUN
futech-371	57	27	.	.	PUNCT
futech-371	58	1	this	this	DET
futech-371	58	2	research	research	NOUN
futech-371	58	3	addresses	address	VERB
futech-371	58	4	these	these	DET
futech-371	58	5	gaps	gap	NOUN
futech-371	58	6	by	by	ADP
futech-371	58	7	developing	develop	VERB
futech-371	58	8	a	a	DET
futech-371	58	9	comprehensive	comprehensive	ADJ
futech-371	58	10	ai	ai	ADJ
futech-371	58	11	-	-	PUNCT
futech-371	58	12	driven	drive	VERB
futech-371	58	13	framework	framework	NOUN
futech-371	58	14	for	for	ADP
futech-371	58	15	analyzing	analyze	VERB
futech-371	58	16	customer	customer	NOUN
futech-371	58	17	behavior	behavior	NOUN
futech-371	58	18	and	and	CCONJ
futech-371	58	19	optimizing	optimize	VERB
futech-371	58	20	loyalty	loyalty	NOUN
futech-371	58	21	strategies	strategy	NOUN
futech-371	58	22	.	.	PUNCT
futech-371	59	1	this	this	DET
futech-371	59	2	study	study	NOUN
futech-371	59	3	achieves	achieve	VERB
futech-371	59	4	three	three	NUM
futech-371	59	5	primary	primary	ADJ
futech-371	59	6	objectives	objective	NOUN
futech-371	59	7	:	:	PUNCT
futech-371	59	8	developing	develop	VERB
futech-371	59	9	an	an	DET
futech-371	59	10	integrated	integrate	VERB
futech-371	59	11	ai	ai	NOUN
futech-371	59	12	framework	framework	NOUN
futech-371	59	13	for	for	ADP
futech-371	59	14	multidimensional	multidimensional	ADJ
futech-371	59	15	customer	customer	NOUN
futech-371	59	16	behavior	behavior	NOUN
futech-371	59	17	analysis	analysis	NOUN
futech-371	59	18	,	,	PUNCT
futech-371	59	19	quantitatively	quantitatively	ADV
futech-371	59	20	assessing	assess	VERB
futech-371	59	21	the	the	DET
futech-371	59	22	effectiveness	effectiveness	NOUN
futech-371	59	23	of	of	ADP
futech-371	59	24	ai	ai	ADJ
futech-371	59	25	-	-	PUNCT
futech-371	59	26	driven	drive	VERB
futech-371	59	27	personalization	personalization	NOUN
futech-371	59	28	compared	compare	VERB
futech-371	59	29	to	to	ADP
futech-371	59	30	traditional	traditional	ADJ
futech-371	59	31	approaches	approach	NOUN
futech-371	59	32	,	,	PUNCT
futech-371	59	33	and	and	CCONJ
futech-371	59	34	providing	provide	VERB
futech-371	59	35	evidence	evidence	NOUN
futech-371	59	36	-	-	PUNCT
futech-371	59	37	based	base	VERB
futech-371	59	38	implementation	implementation	NOUN
futech-371	59	39	guidelines	guideline	NOUN
futech-371	59	40	for	for	ADP
futech-371	59	41	hospitality	hospitality	NOUN
futech-371	59	42	managers	manager	NOUN
futech-371	59	43	.	.	PUNCT
futech-371	60	1	the	the	DET
futech-371	60	2	research	research	NOUN
futech-371	60	3	addresses	address	VERB
futech-371	60	4	critical	critical	ADJ
futech-371	60	5	questions	question	NOUN
futech-371	60	6	regarding	regard	VERB
futech-371	60	7	the	the	DET
futech-371	60	8	effective	effective	ADJ
futech-371	60	9	integration	integration	NOUN
futech-371	60	10	of	of	ADP
futech-371	60	11	ai	ai	PROPN
futech-371	60	12	,	,	PUNCT
futech-371	60	13	quantitative	quantitative	ADJ
futech-371	60	14	impact	impact	NOUN
futech-371	60	15	measurement	measurement	NOUN
futech-371	60	16	,	,	PUNCT
futech-371	60	17	and	and	CCONJ
futech-371	60	18	implementation	implementation	NOUN
futech-371	60	19	success	success	NOUN
futech-371	60	20	factors	factor	NOUN
futech-371	60	21	across	across	ADP
futech-371	60	22	various	various	ADJ
futech-371	60	23	hotel	hotel	NOUN
futech-371	60	24	categories	category	NOUN
futech-371	60	25	.	.	PUNCT
futech-371	61	1	2	2	X
futech-371	61	2	.	.	X
futech-371	61	3	methodology	methodology	NOUN
futech-371	61	4	2.1	2.1	NUM
futech-371	61	5	research	research	NOUN
futech-371	61	6	design	design	NOUN
futech-371	61	7	and	and	CCONJ
futech-371	61	8	data	datum	NOUN
futech-371	61	9	collection	collection	NOUN
futech-371	61	10	this	this	DET
futech-371	61	11	investigation	investigation	NOUN
futech-371	61	12	of	of	ADP
futech-371	61	13	ai	ai	NOUN
futech-371	61	14	-	-	PUNCT
futech-371	61	15	based	base	VERB
futech-371	61	16	customer	customer	NOUN
futech-371	61	17	behavior	behavior	NOUN
futech-371	61	18	analysis	analysis	NOUN
futech-371	61	19	for	for	ADP
futech-371	61	20	hotel	hotel	NOUN
futech-371	61	21	loyalty	loyalty	NOUN
futech-371	61	22	optimization	optimization	NOUN
futech-371	61	23	employed	employ	VERB
futech-371	61	24	an	an	DET
futech-371	61	25	integrated	integrate	VERB
futech-371	61	26	multi	multi	ADJ
futech-371	61	27	-	-	ADJ
futech-371	61	28	method	method	ADJ
futech-371	61	29	approach	approach	NOUN
futech-371	61	30	combining	combine	VERB
futech-371	61	31	qualitative	qualitative	ADJ
futech-371	61	32	stakeholder	stakeholder	NOUN
futech-371	61	33	insights	insight	NOUN
futech-371	61	34	with	with	ADP
futech-371	61	35	quantitative	quantitative	ADJ
futech-371	61	36	model	model	NOUN
futech-371	61	37	development	development	NOUN
futech-371	61	38	.	.	PUNCT
futech-371	62	1	for	for	ADP
futech-371	62	2	this	this	DET
futech-371	62	3	case	case	NOUN
futech-371	62	4	,	,	PUNCT
futech-371	62	5	a	a	DET
futech-371	62	6	sequential	sequential	ADJ
futech-371	62	7	exploratory	exploratory	ADJ
futech-371	62	8	design	design	NOUN
futech-371	62	9	in	in	ADP
futech-371	62	10	qualitative	qualitative	NOUN
futech-371	62	11	-	-	ADJ
futech-371	62	12	quantitative	quantitative	ADJ
futech-371	62	13	was	be	AUX
futech-371	62	14	used	use	VERB
futech-371	62	15	,	,	PUNCT
futech-371	62	16	which	which	PRON
futech-371	62	17	is	be	AUX
futech-371	62	18	shown	show	VERB
futech-371	62	19	in	in	ADP
futech-371	62	20	figure	figure	NOUN
futech-371	62	21	1	1	NUM
futech-371	62	22	.	.	PUNCT
futech-371	63	1	the	the	DET
futech-371	63	2	methodology	methodology	NOUN
futech-371	63	3	follows	follow	VERB
futech-371	63	4	a	a	DET
futech-371	63	5	three	three	NUM
futech-371	63	6	-	-	PUNCT
futech-371	63	7	phase	phase	NOUN
futech-371	63	8	procedure	procedure	NOUN
futech-371	63	9	,	,	PUNCT
futech-371	63	10	which	which	PRON
futech-371	63	11	is	be	AUX
futech-371	63	12	:	:	PUNCT
futech-371	63	13	(	(	PUNCT
futech-371	63	14	1	1	X
futech-371	63	15	)	)	PUNCT
futech-371	63	16	collecting	collect	VERB
futech-371	63	17	and	and	CCONJ
futech-371	63	18	cleaning	clean	VERB
futech-371	63	19	data	datum	NOUN
futech-371	63	20	,	,	PUNCT
futech-371	63	21	(	(	PUNCT
futech-371	63	22	2	2	X
futech-371	63	23	)	)	PUNCT
futech-371	63	24	designing	design	VERB
futech-371	63	25	the	the	DET
futech-371	63	26	ai	ai	NOUN
futech-371	63	27	framework	framework	NOUN
futech-371	63	28	,	,	PUNCT
futech-371	63	29	and	and	CCONJ
futech-371	63	30	(	(	PUNCT
futech-371	63	31	3	3	X
futech-371	63	32	)	)	PUNCT
futech-371	63	33	model	model	NOUN
futech-371	63	34	training	training	NOUN
futech-371	63	35	and	and	CCONJ
futech-371	63	36	subsequent	subsequent	ADJ
futech-371	63	37	application	application	NOUN
futech-371	63	38	.	.	PUNCT
futech-371	64	1	this	this	DET
futech-371	64	2	methodology	methodology	NOUN
futech-371	64	3	is	be	AUX
futech-371	64	4	beneficial	beneficial	ADJ
futech-371	64	5	because	because	SCONJ
futech-371	64	6	it	it	PRON
futech-371	64	7	leverages	leverage	VERB
futech-371	64	8	multiple	multiple	ADJ
futech-371	64	9	data	datum	NOUN
futech-371	64	10	set	set	VERB
futech-371	64	11	streams	stream	NOUN
futech-371	64	12	,	,	PUNCT
futech-371	64	13	diverse	diverse	ADJ
futech-371	64	14	analysis	analysis	NOUN
futech-371	64	15	techniques	technique	NOUN
futech-371	64	16	,	,	PUNCT
futech-371	64	17	and	and	CCONJ
futech-371	64	18	increases	increase	VERB
futech-371	64	19	the	the	DET
futech-371	64	20	trustworthiness	trustworthiness	NOUN
futech-371	64	21	and	and	CCONJ
futech-371	64	22	relevance	relevance	NOUN
futech-371	64	23	of	of	ADP
futech-371	64	24	the	the	DET
futech-371	64	25	results	result	NOUN
futech-371	64	26	obtained	obtain	VERB
futech-371	64	27	[	[	PUNCT
futech-371	64	28	11	11	NUM
futech-371	64	29	]	]	PUNCT
futech-371	64	30	.	.	PUNCT
futech-371	65	1	phase	phase	NOUN
futech-371	65	2	1	1	NUM
futech-371	65	3	data	datum	NOUN
futech-371	65	4	collection	collection	NOUN
futech-371	65	5	&	&	CCONJ
futech-371	65	6	preprocessing	preprocessing	NOUN
futech-371	65	7	phase	phase	NOUN
futech-371	65	8	2	2	NUM
futech-371	65	9	ai	ai	NOUN
futech-371	65	10	framework	framework	NOUN
futech-371	65	11	development	development	NOUN
futech-371	65	12	phase	phase	NOUN
futech-371	65	13	3	3	NUM
futech-371	65	14	model	model	NOUN
futech-371	65	15	training	training	NOUN
futech-371	65	16	&	&	CCONJ
futech-371	65	17	lmplementation	lmplementation	PROPN
futech-371	65	18	transaction	transaction	PROPN
futech-371	65	19	data	datum	NOUN
futech-371	65	20	guest	guest	NOUN
futech-371	65	21	reviews	review	NOUN
futech-371	65	22	loyalty	loyalty	NOUN
futech-371	65	23	program	program	NOUN
futech-371	65	24	data	datum	NOUN
futech-371	65	25	deep	deep	ADV
futech-371	65	26	learning	learn	VERB
futech-371	65	27	nlp	nlp	NOUN
futech-371	65	28	for	for	ADP
futech-371	65	29	sentiment	sentiment	NOUN
futech-371	65	30	analysis	analysis	NOUN
futech-371	65	31	predictive	predictive	ADJ
futech-371	65	32	analytics	analytic	NOUN
futech-371	65	33	cross	cross	ADJ
futech-371	65	34	-	-	ADJ
futech-371	65	35	validation	validation	ADJ
futech-371	65	36	performance	performance	NOUN
futech-371	65	37	metrics	metric	NOUN
futech-371	65	38	implementation	implementation	NOUN
futech-371	65	39	strategy	strategy	NOUN
futech-371	65	40	figure	figure	NOUN
futech-371	65	41	1.research	1.research	NUM
futech-371	65	42	design	design	NOUN
futech-371	65	43	framework	framework	NOUN
futech-371	65	44	the	the	DET
futech-371	65	45	phenomenon	phenomenon	NOUN
futech-371	65	46	of	of	ADP
futech-371	65	47	ai	ai	ADJ
futech-371	65	48	-	-	PUNCT
futech-371	65	49	powered	power	VERB
futech-371	65	50	systems	system	NOUN
futech-371	65	51	for	for	ADP
futech-371	65	52	fostering	foster	VERB
futech-371	65	53	loyalty	loyalty	NOUN
futech-371	65	54	is	be	AUX
futech-371	65	55	best	well	ADV
futech-371	65	56	studied	study	VERB
futech-371	65	57	using	use	VERB
futech-371	65	58	a	a	DET
futech-371	65	59	multi	multi	ADJ
futech-371	65	60	-	-	ADJ
futech-371	65	61	method	method	ADJ
futech-371	65	62	approach	approach	NOUN
futech-371	65	63	,	,	PUNCT
futech-371	65	64	as	as	SCONJ
futech-371	65	65	opposed	oppose	VERB
futech-371	65	66	to	to	ADP
futech-371	65	67	single	single	ADJ
futech-371	65	68	-	-	PUNCT
futech-371	65	69	method	method	NOUN
futech-371	65	70	studies	study	NOUN
futech-371	65	71	,	,	PUNCT
futech-371	65	72	because	because	SCONJ
futech-371	65	73	a	a	DET
futech-371	65	74	pragmatic	pragmatic	ADJ
futech-371	65	75	philosophy	philosophy	NOUN
futech-371	65	76	of	of	ADP
futech-371	65	77	research	research	NOUN
futech-371	65	78	suggests	suggest	VERB
futech-371	65	79	that	that	SCONJ
futech-371	65	80	a	a	DET
futech-371	65	81	method	method	NOUN
futech-371	65	82	,	,	PUNCT
futech-371	65	83	or	or	CCONJ
futech-371	65	84	several	several	ADJ
futech-371	65	85	methods	method	NOUN
futech-371	65	86	,	,	PUNCT
futech-371	65	87	best	well	ADV
futech-371	65	88	suited	suit	VERB
futech-371	65	89	to	to	PART
futech-371	65	90	meet	meet	VERB
futech-371	65	91	the	the	DET
futech-371	65	92	study	study	NOUN
futech-371	65	93	's	's	PART
futech-371	65	94	objectives	objective	NOUN
futech-371	65	95	should	should	AUX
futech-371	65	96	be	be	AUX
futech-371	65	97	employed	employ	VERB
futech-371	65	98	.	.	PUNCT
futech-371	66	1	this	this	DET
futech-371	66	2	approach	approach	NOUN
futech-371	66	3	examines	examine	VERB
futech-371	66	4	organisational	organisational	ADJ
futech-371	66	5	settings	setting	NOUN
futech-371	66	6	[	[	X
futech-371	66	7	7	7	NUM
futech-371	66	8	]	]	PUNCT
futech-371	66	9	.	.	PUNCT
futech-371	67	1	the	the	DET
futech-371	67	2	research	research	NOUN
futech-371	67	3	framework	framework	NOUN
futech-371	67	4	includes	include	VERB
futech-371	67	5	both	both	DET
futech-371	67	6	inductive	inductive	ADJ
futech-371	67	7	and	and	CCONJ
futech-371	67	8	deductive	deductive	ADJ
futech-371	67	9	elements	element	NOUN
futech-371	67	10	,	,	PUNCT
futech-371	67	11	providing	provide	VERB
futech-371	67	12	an	an	DET
futech-371	67	13	advantage	advantage	NOUN
futech-371	67	14	for	for	ADP
futech-371	67	15	testing	testing	NOUN
futech-371	67	16	theories	theory	NOUN
futech-371	67	17	while	while	SCONJ
futech-371	67	18	remaining	remain	VERB
futech-371	67	19	open	open	ADJ
futech-371	67	20	to	to	ADP
futech-371	67	21	patterns	pattern	NOUN
futech-371	67	22	and	and	CCONJ
futech-371	67	23	relationships	relationship	NOUN
futech-371	67	24	that	that	PRON
futech-371	67	25	may	may	AUX
futech-371	67	26	emerge	emerge	VERB
futech-371	67	27	from	from	ADP
futech-371	67	28	the	the	DET
futech-371	67	29	data	datum	NOUN
futech-371	67	30	.	.	PUNCT
futech-371	68	1	data	datum	NOUN
futech-371	68	2	collection	collection	NOUN
futech-371	68	3	involved	involve	VERB
futech-371	68	4	constructing	construct	VERB
futech-371	68	5	an	an	DET
futech-371	68	6	integrated	integrate	VERB
futech-371	68	7	dataset	dataset	NOUN
futech-371	68	8	from	from	ADP
futech-371	68	9	three	three	NUM
futech-371	68	10	sources	source	NOUN
futech-371	68	11	:	:	PUNCT
futech-371	68	12	customer	customer	NOUN
futech-371	68	13	transaction	transaction	NOUN
futech-371	68	14	data	datum	NOUN
futech-371	68	15	(	(	PUNCT
futech-371	68	16	3.2	3.2	NUM
futech-371	68	17	million	million	NUM
futech-371	68	18	transactions	transaction	NOUN
futech-371	68	19	from	from	ADP
futech-371	68	20	846,000	846,000	NUM
futech-371	68	21	customers	customer	NOUN
futech-371	68	22	across	across	ADP
futech-371	68	23	five	five	NUM
futech-371	68	24	international	international	ADJ
futech-371	68	25	hotel	hotel	NOUN
futech-371	68	26	chains	chain	NOUN
futech-371	68	27	,	,	PUNCT
futech-371	68	28	2022	2022	NUM
futech-371	68	29	-	-	SYM
futech-371	68	30	2024	2024	NUM
futech-371	68	31	)	)	PUNCT
futech-371	68	32	,	,	PUNCT
futech-371	68	33	guest	guest	NOUN
futech-371	68	34	feedback	feedback	NOUN
futech-371	68	35	data	datum	NOUN
futech-371	68	36	(	(	PUNCT
futech-371	68	37	175,000	175,000	NUM
futech-371	68	38	reviews	review	NOUN
futech-371	68	39	from	from	ADP
futech-371	68	40	120	120	NUM
futech-371	68	41	properties	property	NOUN
futech-371	68	42	)	)	PUNCT
futech-371	68	43	,	,	PUNCT
futech-371	68	44	and	and	CCONJ
futech-371	68	45	loyalty	loyalty	NOUN
futech-371	68	46	program	program	NOUN
futech-371	68	47	engagement	engagement	NOUN
futech-371	68	48	data	data	PROPN
futech-371	68	49	.	.	PUNCT
futech-371	69	1	traditional	traditional	ADJ
futech-371	69	2	loyalty	loyalty	NOUN
futech-371	69	3	strategies	strategy	NOUN
futech-371	69	4	used	use	VERB
futech-371	69	5	as	as	ADP
futech-371	69	6	benchmarks	benchmark	NOUN
futech-371	69	7	were	be	AUX
futech-371	69	8	standardized	standardize	VERB
futech-371	69	9	across	across	ADP
futech-371	69	10	participating	participate	VERB
futech-371	69	11	chains	chain	NOUN
futech-371	69	12	using	use	VERB
futech-371	69	13	demographic	demographic	ADJ
futech-371	69	14	segmentation	segmentation	NOUN
futech-371	69	15	(	(	PUNCT
futech-371	69	16	4	4	NUM
futech-371	69	17	segments	segment	NOUN
futech-371	69	18	)	)	PUNCT
futech-371	69	19	,	,	PUNCT
futech-371	69	20	points	point	NOUN
futech-371	69	21	-	-	PUNCT
futech-371	69	22	based	base	VERB
futech-371	69	23	earning	earning	NOUN
futech-371	69	24	(	(	PUNCT
futech-371	69	25	1	1	NUM
futech-371	69	26	point	point	NOUN
futech-371	69	27	per	per	ADP
futech-371	69	28	$	$	SYM
futech-371	69	29	1	1	NUM
futech-371	69	30	)	)	PUNCT
futech-371	69	31	,	,	PUNCT
futech-371	69	32	standardized	standardize	VERB
futech-371	69	33	tier	tier	NOUN
futech-371	69	34	systems	system	NOUN
futech-371	69	35	(	(	PUNCT
futech-371	69	36	silver	silver	NOUN
futech-371	69	37	,	,	PUNCT
futech-371	69	38	gold	gold	NOUN
futech-371	69	39	,	,	PUNCT
futech-371	69	40	platinum	platinum	NOUN
futech-371	69	41	)	)	PUNCT
futech-371	69	42	,	,	PUNCT
futech-371	69	43	and	and	CCONJ
futech-371	69	44	quarterly	quarterly	ADJ
futech-371	69	45	universal	universal	ADJ
futech-371	69	46	promotions	promotion	NOUN
futech-371	69	47	to	to	PART
futech-371	69	48	ensure	ensure	VERB
futech-371	69	49	valid	valid	ADJ
futech-371	69	50	comparative	comparative	ADJ
futech-371	69	51	analysis	analysis	NOUN
futech-371	69	52	.	.	PUNCT
futech-371	70	1	customer	customer	NOUN
futech-371	70	2	transaction	transaction	NOUN
futech-371	70	3	data	datum	NOUN
futech-371	70	4	consisted	consist	VERB
futech-371	70	5	of	of	ADP
futech-371	70	6	historical	historical	ADJ
futech-371	70	7	booking	booking	NOUN
futech-371	70	8	and	and	CCONJ
futech-371	70	9	spending	spending	NOUN
futech-371	70	10	data	datum	NOUN
futech-371	70	11	from	from	ADP
futech-371	70	12	five	five	NUM
futech-371	70	13	d.	d.	PROPN
futech-371	70	14	wu	wu	PROPN
futech-371	70	15	&	&	CCONJ
futech-371	70	16	q.	q.	PROPN
futech-371	70	17	ma	ma	PROPN
futech-371	70	18	/future	/future	PROPN
futech-371	70	19	technology	technology	PROPN
futech-371	70	20	august	august	PROPN
futech-371	70	21	2025|	2025|	NUM
futech-371	71	1	volume	volume	NOUN
futech-371	71	2	04	04	NUM
futech-371	72	1	|	|	NOUN
futech-371	72	2	issue	issue	NOUN
futech-371	72	3	03	03	NUM
futech-371	73	1	|	|	ADV
futech-371	73	2	pages	page	VERB
futech-371	73	3	97	97	NUM
futech-371	73	4	-	-	SYM
futech-371	73	5	106	106	NUM
futech-371	73	6	99	99	NUM
futech-371	73	7	international	international	ADJ
futech-371	73	8	hotel	hotel	NOUN
futech-371	73	9	chains	chain	NOUN
futech-371	73	10	,	,	PUNCT
futech-371	73	11	which	which	PRON
futech-371	73	12	over	over	ADP
futech-371	73	13	a	a	DET
futech-371	73	14	two	two	NUM
futech-371	73	15	-	-	PUNCT
futech-371	73	16	year	year	NOUN
futech-371	73	17	period	period	NOUN
futech-371	73	18	(	(	PUNCT
futech-371	73	19	2022	2022	NUM
futech-371	73	20	-	-	SYM
futech-371	73	21	2024	2024	NUM
futech-371	73	22	)	)	PUNCT
futech-371	73	23	,	,	PUNCT
futech-371	73	24	recorded	record	VERB
futech-371	73	25	3.2	3.2	NUM
futech-371	73	26	million	million	NUM
futech-371	73	27	transactions	transaction	NOUN
futech-371	73	28	from	from	ADP
futech-371	73	29	846,000	846,000	NUM
futech-371	73	30	unique	unique	ADJ
futech-371	73	31	customers	customer	NOUN
futech-371	73	32	.	.	PUNCT
futech-371	74	1	the	the	DET
futech-371	74	2	guest	guest	NOUN
futech-371	74	3	feedback	feedback	NOUN
futech-371	74	4	data	datum	NOUN
futech-371	74	5	set	set	VERB
futech-371	74	6	included	include	VERB
futech-371	74	7	online	online	ADJ
futech-371	74	8	reviews	review	NOUN
futech-371	74	9	collected	collect	VERB
futech-371	74	10	from	from	ADP
futech-371	74	11	major	major	ADJ
futech-371	74	12	booking	booking	NOUN
futech-371	74	13	and	and	CCONJ
futech-371	74	14	social	social	ADJ
futech-371	74	15	media	medium	NOUN
futech-371	74	16	sites	site	NOUN
futech-371	74	17	,	,	PUNCT
futech-371	74	18	which	which	PRON
futech-371	74	19	spanned	span	VERB
futech-371	74	20	120	120	NUM
futech-371	74	21	properties	property	NOUN
futech-371	74	22	and	and	CCONJ
futech-371	74	23	represented	represent	VERB
futech-371	74	24	a	a	DET
futech-371	74	25	broad	broad	ADJ
futech-371	74	26	demographic	demographic	ADJ
futech-371	74	27	.	.	PUNCT
futech-371	75	1	a	a	DET
futech-371	75	2	total	total	NOUN
futech-371	75	3	of	of	ADP
futech-371	75	4	175,000	175,000	NUM
futech-371	75	5	reviews	review	NOUN
futech-371	75	6	were	be	AUX
futech-371	75	7	sampled	sample	VERB
futech-371	75	8	.	.	PUNCT
futech-371	76	1	loyalty	loyalty	NOUN
futech-371	76	2	program	program	NOUN
futech-371	76	3	interaction	interaction	NOUN
futech-371	76	4	data	datum	NOUN
futech-371	76	5	captured	capture	VERB
futech-371	76	6	relevant	relevant	ADJ
futech-371	76	7	digital	digital	ADJ
futech-371	76	8	touchpoint	touchpoint	NOUN
futech-371	76	9	interactions	interaction	NOUN
futech-371	76	10	and	and	CCONJ
futech-371	76	11	engagement	engagement	NOUN
futech-371	76	12	metrics	metric	NOUN
futech-371	76	13	from	from	ADP
futech-371	76	14	the	the	DET
futech-371	76	15	loyalty	loyalty	NOUN
futech-371	76	16	platforms	platform	NOUN
futech-371	76	17	of	of	ADP
futech-371	76	18	their	their	PRON
futech-371	76	19	participating	participate	VERB
futech-371	76	20	hotels	hotel	NOUN
futech-371	76	21	.	.	PUNCT
futech-371	77	1	the	the	DET
futech-371	77	2	use	use	NOUN
futech-371	77	3	of	of	ADP
futech-371	77	4	stratified	stratified	ADJ
futech-371	77	5	sampling	sample	VERB
futech-371	77	6	guaranteed	guarantee	VERB
futech-371	77	7	coverage	coverage	NOUN
futech-371	77	8	from	from	ADP
futech-371	77	9	various	various	ADJ
futech-371	77	10	geographic	geographic	ADJ
futech-371	77	11	areas	area	NOUN
futech-371	77	12	,	,	PUNCT
futech-371	77	13	hotel	hotel	NOUN
futech-371	77	14	types	type	NOUN
futech-371	77	15	,	,	PUNCT
futech-371	77	16	and	and	CCONJ
futech-371	77	17	customer	customer	NOUN
futech-371	77	18	classes	class	NOUN
futech-371	77	19	.	.	PUNCT
futech-371	78	1	as	as	SCONJ
futech-371	78	2	shown	show	VERB
futech-371	78	3	in	in	ADP
futech-371	78	4	table	table	NOUN
futech-371	78	5	1	1	NUM
futech-371	78	6	,	,	PUNCT
futech-371	78	7	the	the	DET
futech-371	78	8	data	datum	NOUN
futech-371	78	9	includes	include	VERB
futech-371	78	10	distribution	distribution	NOUN
futech-371	78	11	across	across	ADP
futech-371	78	12	hotel	hotel	NOUN
futech-371	78	13	categories	category	NOUN
futech-371	78	14	such	such	ADJ
futech-371	78	15	as	as	ADP
futech-371	78	16	luxury	luxury	NOUN
futech-371	78	17	,	,	PUNCT
futech-371	78	18	upper	upper	ADJ
futech-371	78	19	upscale	upscale	NOUN
futech-371	78	20	,	,	PUNCT
futech-371	78	21	upscale	upscale	ADJ
futech-371	78	22	,	,	PUNCT
futech-371	78	23	and	and	CCONJ
futech-371	78	24	midscale	midscale	NOUN
futech-371	78	25	properties	property	NOUN
futech-371	78	26	.	.	PUNCT
futech-371	79	1	this	this	DET
futech-371	79	2	approach	approach	NOUN
futech-371	79	3	enabled	enable	VERB
futech-371	79	4	intensive	intensive	ADJ
futech-371	79	5	examination	examination	NOUN
futech-371	79	6	of	of	ADP
futech-371	79	7	diverse	diverse	ADJ
futech-371	79	8	types	type	NOUN
futech-371	79	9	of	of	ADP
futech-371	79	10	customer	customer	NOUN
futech-371	79	11	behaviors	behavior	NOUN
futech-371	79	12	and	and	CCONJ
futech-371	79	13	interactions	interaction	NOUN
futech-371	79	14	with	with	ADP
futech-371	79	15	the	the	DET
futech-371	79	16	loyalty	loyalty	NOUN
futech-371	79	17	programs	program	NOUN
futech-371	79	18	while	while	SCONJ
futech-371	79	19	keeping	keep	VERB
futech-371	79	20	enough	enough	ADJ
futech-371	79	21	sample	sample	NOUN
futech-371	79	22	sizes	size	NOUN
futech-371	79	23	for	for	ADP
futech-371	79	24	reliable	reliable	ADJ
futech-371	79	25	statistical	statistical	ADJ
futech-371	79	26	computations	computation	NOUN
futech-371	79	27	.	.	PUNCT
futech-371	80	1	table	table	NOUN
futech-371	80	2	1	1	NUM
futech-371	80	3	.	.	PUNCT
futech-371	81	1	data	datum	NOUN
futech-371	81	2	distribution	distribution	NOUN
futech-371	81	3	by	by	ADP
futech-371	81	4	hotel	hotel	NOUN
futech-371	81	5	category	category	NOUN
futech-371	81	6	hotel	hotel	NOUN
futech-371	81	7	category	category	NOUN
futech-371	81	8	properties	property	NOUN
futech-371	81	9	transactions	transaction	NOUN
futech-371	81	10	reviews	review	NOUN
futech-371	81	11	customer	customer	NOUN
futech-371	81	12	profiles	profile	NOUN
futech-371	81	13	luxury	luxury	NOUN
futech-371	81	14	28	28	NUM
futech-371	81	15	720,450	720,450	NUM
futech-371	81	16	42,600	42,600	NUM
futech-371	81	17	187,300	187,300	NUM
futech-371	81	18	upper	upper	ADJ
futech-371	81	19	upscale	upscale	NOUN
futech-371	81	20	35	35	NUM
futech-371	81	21	980,300	980,300	NUM
futech-371	81	22	53,500	53,500	NUM
futech-371	81	23	246,500	246,500	NUM
futech-371	81	24	upscale	upscale	NOUN
futech-371	81	25	42	42	NUM
futech-371	81	26	1,120,600	1,120,600	NUM
futech-371	81	27	58,700	58,700	NUM
futech-371	81	28	312,800	312,800	NUM
futech-371	81	29	midscale	midscale	NOUN
futech-371	81	30	15	15	NUM
futech-371	81	31	378,650	378,650	NUM
futech-371	81	32	20,200	20,200	NUM
futech-371	81	33	99,400	99,400	NUM
futech-371	81	34	total	total	NOUN
futech-371	81	35	120	120	NUM
futech-371	81	36	3,200,000	3,200,000	NUM
futech-371	81	37	175,000	175,000	NUM
futech-371	81	38	846,000	846,000	NUM
futech-371	81	39	all	all	DET
futech-371	81	40	data	datum	NOUN
futech-371	81	41	was	be	AUX
futech-371	81	42	anonymised	anonymise	VERB
futech-371	81	43	and	and	CCONJ
futech-371	81	44	processed	process	VERB
futech-371	81	45	according	accord	VERB
futech-371	81	46	to	to	ADP
futech-371	81	47	applicable	applicable	ADJ
futech-371	81	48	data	datum	NOUN
futech-371	81	49	protection	protection	NOUN
futech-371	81	50	laws	law	NOUN
futech-371	81	51	.	.	PUNCT
futech-371	82	1	this	this	DET
futech-371	82	2	study	study	NOUN
futech-371	82	3	has	have	AUX
futech-371	82	4	observed	observe	VERB
futech-371	82	5	all	all	DET
futech-371	82	6	ethical	ethical	ADJ
futech-371	82	7	principles	principle	NOUN
futech-371	82	8	related	relate	VERB
futech-371	82	9	to	to	AUX
futech-371	82	10	ai	ai	VERB
futech-371	82	11	development	development	NOUN
futech-371	82	12	as	as	SCONJ
futech-371	82	13	highlighted	highlight	VERB
futech-371	82	14	by	by	ADP
futech-371	82	15	dwivedi	dwivedi	PROPN
futech-371	82	16	et	et	PROPN
futech-371	82	17	al	al	PROPN
futech-371	82	18	.	.	PUNCT
futech-371	83	1	[	[	X
futech-371	83	2	11	11	NUM
futech-371	83	3	]	]	PUNCT
futech-371	83	4	,	,	PUNCT
futech-371	83	5	particularly	particularly	ADV
futech-371	83	6	with	with	ADP
futech-371	83	7	regard	regard	NOUN
futech-371	83	8	to	to	ADP
futech-371	83	9	obtaining	obtain	VERB
futech-371	83	10	proper	proper	ADJ
futech-371	83	11	consent	consent	NOUN
futech-371	83	12	for	for	ADP
futech-371	83	13	data	data	NOUN
futech-371	83	14	usage	usage	NOUN
futech-371	83	15	,	,	PUNCT
futech-371	83	16	adhering	adhere	VERB
futech-371	83	17	to	to	ADP
futech-371	83	18	the	the	DET
futech-371	83	19	principle	principle	NOUN
futech-371	83	20	of	of	ADP
futech-371	83	21	data	data	NOUN
futech-371	83	22	minimisation	minimisation	NOUN
futech-371	83	23	,	,	PUNCT
futech-371	83	24	granting	grant	VERB
futech-371	83	25	transparency	transparency	NOUN
futech-371	83	26	of	of	ADP
futech-371	83	27	the	the	DET
futech-371	83	28	algorithms	algorithm	NOUN
futech-371	83	29	used	use	VERB
futech-371	83	30	,	,	PUNCT
futech-371	83	31	bias	bias	NOUN
futech-371	83	32	mitigation	mitigation	NOUN
futech-371	83	33	of	of	ADP
futech-371	83	34	the	the	DET
futech-371	83	35	training	training	NOUN
futech-371	83	36	dataset	dataset	NOUN
futech-371	83	37	,	,	PUNCT
futech-371	83	38	and	and	CCONJ
futech-371	83	39	strong	strong	ADJ
futech-371	83	40	access	access	NOUN
futech-371	83	41	control	control	NOUN
futech-371	83	42	and	and	CCONJ
futech-371	83	43	encryption	encryption	NOUN
futech-371	83	44	for	for	ADP
futech-371	83	45	sensitive	sensitive	ADJ
futech-371	83	46	information	information	NOUN
futech-371	83	47	.	.	PUNCT
futech-371	84	1	the	the	DET
futech-371	84	2	qualitative	qualitative	ADJ
futech-371	84	3	-	-	PUNCT
futech-371	84	4	quantitative	quantitative	ADJ
futech-371	84	5	integration	integration	NOUN
futech-371	84	6	involved	involve	VERB
futech-371	84	7	a	a	DET
futech-371	84	8	structured	structured	ADJ
futech-371	84	9	three	three	NUM
futech-371	84	10	-	-	PUNCT
futech-371	84	11	phase	phase	NOUN
futech-371	84	12	process	process	NOUN
futech-371	84	13	.	.	PUNCT
futech-371	85	1	phase	phase	NOUN
futech-371	85	2	1	1	NUM
futech-371	85	3	included	include	VERB
futech-371	85	4	45	45	NUM
futech-371	85	5	stakeholder	stakeholder	NOUN
futech-371	85	6	interviews	interview	NOUN
futech-371	85	7	with	with	ADP
futech-371	85	8	hotel	hotel	NOUN
futech-371	85	9	managers	manager	NOUN
futech-371	85	10	and	and	CCONJ
futech-371	85	11	staff	staff	NOUN
futech-371	85	12	,	,	PUNCT
futech-371	85	13	identifying	identify	VERB
futech-371	85	14	key	key	ADJ
futech-371	85	15	themes	theme	NOUN
futech-371	85	16	of	of	ADP
futech-371	85	17	personalization	personalization	NOUN
futech-371	85	18	gaps	gap	NOUN
futech-371	85	19	and	and	CCONJ
futech-371	85	20	operational	operational	ADJ
futech-371	85	21	constraints	constraint	NOUN
futech-371	85	22	.	.	PUNCT
futech-371	86	1	phase	phase	NOUN
futech-371	86	2	2	2	NUM
futech-371	86	3	translated	translate	VERB
futech-371	86	4	qualitative	qualitative	ADJ
futech-371	86	5	insights	insight	NOUN
futech-371	86	6	into	into	ADP
futech-371	86	7	quantitative	quantitative	ADJ
futech-371	86	8	features	feature	NOUN
futech-371	86	9	:	:	PUNCT
futech-371	86	10	"	"	PUNCT
futech-371	86	11	recognition	recognition	NOUN
futech-371	86	12	preference	preference	NOUN
futech-371	86	13	"	"	PUNCT
futech-371	86	14	became	become	VERB
futech-371	86	15	binary	binary	ADJ
futech-371	86	16	personalization	personalization	NOUN
futech-371	86	17	sensitivity	sensitivity	NOUN
futech-371	86	18	features	feature	NOUN
futech-371	86	19	,	,	PUNCT
futech-371	86	20	while	while	SCONJ
futech-371	86	21	"	"	PUNCT
futech-371	86	22	convenience	convenience	NOUN
futech-371	86	23	priority	priority	NOUN
futech-371	86	24	"	"	PUNCT
futech-371	86	25	informed	inform	VERB
futech-371	86	26	timebased	timebased	ADJ
futech-371	86	27	business	business	NOUN
futech-371	86	28	traveler	traveler	NOUN
futech-371	86	29	classification	classification	NOUN
futech-371	86	30	algorithms	algorithm	NOUN
futech-371	86	31	.	.	PUNCT
futech-371	87	1	phase	phase	NOUN
futech-371	87	2	3	3	NUM
futech-371	87	3	adapted	adapt	VERB
futech-371	87	4	model	model	NOUN
futech-371	87	5	architecture	architecture	NOUN
futech-371	87	6	based	base	VERB
futech-371	87	7	on	on	ADP
futech-371	87	8	interview	interview	NOUN
futech-371	87	9	feedback	feedback	NOUN
futech-371	87	10	,	,	PUNCT
futech-371	87	11	incorporating	incorporate	VERB
futech-371	87	12	shap	shap	NOUN
futech-371	87	13	integration	integration	NOUN
futech-371	87	14	for	for	ADP
futech-371	87	15	interpretability	interpretability	NOUN
futech-371	87	16	needs	need	NOUN
futech-371	87	17	and	and	CCONJ
futech-371	87	18	dashboard	dashboard	NOUN
futech-371	87	19	simplification	simplification	NOUN
futech-371	87	20	for	for	ADP
futech-371	87	21	operational	operational	ADJ
futech-371	87	22	requirements	requirement	NOUN
futech-371	87	23	.	.	PUNCT
futech-371	88	1	2.2	2.2	NUM
futech-371	88	2	ai	ai	NOUN
futech-371	88	3	framework	framework	NOUN
futech-371	88	4	development	development	NOUN
futech-371	88	5	and	and	CCONJ
futech-371	88	6	model	model	NOUN
futech-371	88	7	architecture	architecture	NOUN
futech-371	88	8	as	as	SCONJ
futech-371	88	9	illustrated	illustrate	VERB
futech-371	88	10	in	in	ADP
futech-371	88	11	figure	figure	NOUN
futech-371	88	12	2	2	NUM
futech-371	88	13	,	,	PUNCT
futech-371	88	14	the	the	DET
futech-371	88	15	ai	ai	NOUN
futech-371	88	16	-	-	PUNCT
futech-371	88	17	based	base	VERB
futech-371	88	18	framework	framework	NOUN
futech-371	88	19	designed	design	VERB
futech-371	88	20	for	for	ADP
futech-371	88	21	interpreting	interpret	VERB
futech-371	88	22	customers	customer	NOUN
futech-371	88	23	’	’	PART
futech-371	88	24	actions	action	NOUN
futech-371	88	25	and	and	CCONJ
futech-371	88	26	enhancing	enhance	VERB
futech-371	88	27	loyalty	loyalty	NOUN
futech-371	88	28	programs	program	NOUN
futech-371	88	29	featured	feature	VERB
futech-371	88	30	three	three	NUM
futech-371	88	31	core	core	ADJ
futech-371	88	32	technical	technical	ADJ
futech-371	88	33	elements	element	NOUN
futech-371	88	34	.	.	PUNCT
futech-371	89	1	with	with	ADP
futech-371	89	2	this	this	DET
futech-371	89	3	unified	unify	VERB
futech-371	89	4	method	method	NOUN
futech-371	89	5	,	,	PUNCT
futech-371	89	6	systems	system	NOUN
futech-371	89	7	could	could	AUX
futech-371	89	8	effectively	effectively	ADV
futech-371	89	9	analyse	analyse	VERB
futech-371	89	10	organised	organise	VERB
futech-371	89	11	transaction	transaction	NOUN
futech-371	89	12	data	datum	NOUN
futech-371	89	13	in	in	ADP
futech-371	89	14	combination	combination	NOUN
futech-371	89	15	with	with	ADP
futech-371	89	16	unstructured	unstructured	ADJ
futech-371	89	17	textual	textual	ADJ
futech-371	89	18	comments	comment	NOUN
futech-371	89	19	,	,	PUNCT
futech-371	89	20	yielding	yield	VERB
futech-371	89	21	a	a	DET
futech-371	89	22	more	more	ADV
futech-371	89	23	complete	complete	ADJ
futech-371	89	24	understanding	understanding	NOUN
futech-371	89	25	of	of	ADP
futech-371	89	26	customers	customer	NOUN
futech-371	89	27	'	'	PART
futech-371	89	28	actions	action	NOUN
futech-371	89	29	and	and	CCONJ
futech-371	89	30	inclinations	inclination	NOUN
futech-371	89	31	.	.	PUNCT
futech-371	90	1	data	datum	NOUN
futech-371	90	2	input	input	NOUN
futech-371	90	3	layer	layer	NOUN
futech-371	90	4	transaction	transaction	NOUN
futech-371	90	5	data	datum	NOUN
futech-371	90	6	|	|	ADV
futech-371	90	7	guest	guest	NOUN
futech-371	90	8	reviews	review	NOUN
futech-371	90	9	|	|	CCONJ
futech-371	90	10	loyalty	loyalty	NOUN
futech-371	90	11	program	program	NOUN
futech-371	90	12	interactions	interaction	NOUN
futech-371	90	13	deep	deep	ADJ
futech-371	90	14	learning	learn	VERB
futech-371	90	15	neural	neural	ADJ
futech-371	90	16	networks	network	NOUN
futech-371	90	17	feature	feature	NOUN
futech-371	90	18	extraction	extraction	NOUN
futech-371	90	19	pattern	pattern	NOUN
futech-371	90	20	recognition	recognition	NOUN
futech-371	90	21	nlp	nlp	NOUN
futech-371	90	22	sentiment	sentiment	NOUN
futech-371	90	23	analysis	analysis	NOUN
futech-371	90	24	topic	topic	NOUN
futech-371	90	25	modeling	model	VERB
futech-371	90	26	emotion	emotion	NOUN
futech-371	90	27	detection	detection	NOUN
futech-371	90	28	predictive	predictive	ADJ
futech-371	90	29	analytics	analytic	NOUN
futech-371	90	30	churn	churn	NOUN
futech-371	90	31	prediction	prediction	NOUN
futech-371	90	32	value	value	NOUN
futech-371	90	33	prediction	prediction	NOUN
futech-371	90	34	next	next	ADV
futech-371	90	35	-	-	PUNCT
futech-371	90	36	best	good	ADJ
futech-371	90	37	-	-	PUNCT
futech-371	90	38	action	action	NOUN
futech-371	90	39	output	output	NOUN
futech-371	90	40	layer	layer	NOUN
futech-371	90	41	customer	customer	NOUN
futech-371	90	42	segmentation	segmentation	NOUN
futech-371	90	43	|	|	ADP
futech-371	90	44	personalization	personalization	NOUN
futech-371	90	45	insights	insight	NOUN
futech-371	90	46	|	|	ADV
futech-371	90	47	loyalty	loyalty	NOUN
futech-371	90	48	strategy	strategy	NOUN
futech-371	90	49	recommendations	recommendation	NOUN
futech-371	90	50	figure	figure	VERB
futech-371	90	51	2	2	NUM
futech-371	90	52	.	.	PUNCT
futech-371	90	53	al	al	PROPN
futech-371	90	54	framework	framework	NOUN
futech-371	90	55	architecture	architecture	NOUN
futech-371	90	56	the	the	DET
futech-371	90	57	customer	customer	NOUN
futech-371	90	58	behavior	behavior	NOUN
futech-371	90	59	analysis	analysis	NOUN
futech-371	90	60	module	module	NOUN
futech-371	90	61	utilized	utilize	VERB
futech-371	90	62	supervised	supervise	VERB
futech-371	90	63	and	and	CCONJ
futech-371	90	64	unsupervised	unsupervised	ADJ
futech-371	90	65	learning	learning	NOUN
futech-371	90	66	within	within	ADP
futech-371	90	67	a	a	DET
futech-371	90	68	hybrid	hybrid	ADJ
futech-371	90	69	neural	neural	ADJ
futech-371	90	70	network	network	NOUN
futech-371	90	71	framework	framework	NOUN
futech-371	90	72	,	,	PUNCT
futech-371	90	73	incorporating	incorporate	VERB
futech-371	90	74	shap	shap	PROPN
futech-371	90	75	(	(	PUNCT
futech-371	90	76	shapley	shapley	ADJ
futech-371	90	77	additive	additive	ADJ
futech-371	90	78	explanations	explanation	NOUN
futech-371	90	79	)	)	PUNCT
futech-371	90	80	for	for	ADP
futech-371	90	81	global	global	ADJ
futech-371	90	82	feature	feature	NOUN
futech-371	90	83	importance	importance	NOUN
futech-371	90	84	and	and	CCONJ
futech-371	90	85	lime	lime	NOUN
futech-371	90	86	(	(	PUNCT
futech-371	90	87	local	local	ADJ
futech-371	90	88	interpretable	interpretable	ADJ
futech-371	90	89	model	model	ADJ
futech-371	90	90	-	-	ADJ
futech-371	90	91	agnostic	agnostic	ADJ
futech-371	90	92	explanations	explanation	NOUN
futech-371	90	93	)	)	PUNCT
futech-371	90	94	for	for	ADP
futech-371	90	95	individual	individual	ADJ
futech-371	90	96	prediction	prediction	NOUN
futech-371	90	97	explanations	explanation	NOUN
futech-371	90	98	,	,	PUNCT
futech-371	90	99	addressing	address	VERB
futech-371	90	100	interpretability	interpretability	NOUN
futech-371	90	101	requirements	requirement	NOUN
futech-371	90	102	for	for	ADP
futech-371	90	103	business	business	NOUN
futech-371	90	104	stakeholders	stakeholder	NOUN
futech-371	90	105	.	.	PUNCT
futech-371	91	1	following	follow	VERB
futech-371	91	2	badouch	badouch	ADV
futech-371	91	3	and	and	CCONJ
futech-371	91	4	boutaounte	boutaounte	VERB
futech-371	91	5	[	[	X
futech-371	91	6	9	9	NUM
futech-371	91	7	]	]	PUNCT
futech-371	91	8	,	,	PUNCT
futech-371	91	9	the	the	DET
futech-371	91	10	architecture	architecture	NOUN
futech-371	91	11	consisted	consist	VERB
futech-371	91	12	of	of	ADP
futech-371	91	13	an	an	DET
futech-371	91	14	autoencoder	autoencoder	NOUN
futech-371	91	15	design	design	NOUN
futech-371	91	16	for	for	ADP
futech-371	91	17	the	the	DET
futech-371	91	18	dimensionality	dimensionality	NOUN
futech-371	91	19	reduction	reduction	NOUN
futech-371	91	20	of	of	ADP
futech-371	91	21	the	the	DET
futech-371	91	22	high	high	ADV
futech-371	91	23	-	-	PUNCT
futech-371	91	24	dimensional	dimensional	ADJ
futech-371	91	25	customer	customer	NOUN
futech-371	91	26	data	datum	NOUN
futech-371	91	27	,	,	PUNCT
futech-371	91	28	a	a	DET
futech-371	91	29	classification	classification	NOUN
futech-371	91	30	component	component	NOUN
futech-371	91	31	based	base	VERB
futech-371	91	32	on	on	ADP
futech-371	91	33	a	a	DET
futech-371	91	34	deep	deep	ADJ
futech-371	91	35	feedforward	feedforward	ADJ
futech-371	91	36	neural	neural	ADJ
futech-371	91	37	network	network	NOUN
futech-371	91	38	,	,	PUNCT
futech-371	91	39	as	as	ADV
futech-371	91	40	well	well	ADV
futech-371	91	41	as	as	ADP
futech-371	91	42	a	a	DET
futech-371	91	43	recurrent	recurrent	ADJ
futech-371	91	44	neural	neural	ADJ
futech-371	91	45	network	network	NOUN
futech-371	91	46	component	component	NOUN
futech-371	91	47	for	for	ADP
futech-371	91	48	sequential	sequential	ADJ
futech-371	91	49	pattern	pattern	NOUN
futech-371	91	50	recognition	recognition	NOUN
futech-371	91	51	.	.	PUNCT
futech-371	92	1	the	the	DET
futech-371	92	2	mathematical	mathematical	ADJ
futech-371	92	3	formulation	formulation	NOUN
futech-371	92	4	of	of	ADP
futech-371	92	5	the	the	DET
futech-371	92	6	classification	classification	NOUN
futech-371	92	7	component	component	NOUN
futech-371	92	8	of	of	ADP
futech-371	92	9	the	the	DET
futech-371	92	10	deep	deep	ADJ
futech-371	92	11	neural	neural	ADJ
futech-371	92	12	network	network	NOUN
futech-371	92	13	is	be	AUX
futech-371	92	14	given	give	VERB
futech-371	92	15	by	by	ADP
futech-371	92	16	:	:	PUNCT
futech-371	92	17	1	1	NUM
futech-371	92	18	n	n	NOUN
futech-371	93	1	i	i	PRON
futech-371	93	2	ij	ij	INTJ
futech-371	93	3	j	j	PROPN
futech-371	94	1	i	i	PRON
futech-371	94	2	j	j	PROPN
futech-371	95	1	h	h	NOUN
futech-371	95	2	w	w	PROPN
futech-371	95	3	x	x	PROPN
futech-371	95	4	b	b	NOUN
futech-371	95	5	=	=	PROPN
futech-371	95	6			NOUN
futech-371	95	7			NOUN
futech-371	95	8	=	=	PUNCT
futech-371	96	1	+	+	CCONJ
futech-371	96	2			PROPN
futech-371	96	3			CCONJ
futech-371	96	4			PROPN
futech-371	96	5			NOUN
futech-371	96	6			X
futech-371	96	7	(	(	PUNCT
futech-371	96	8	1	1	X
futech-371	96	9	)	)	PUNCT
futech-371	96	10	where	where	SCONJ
futech-371	96	11	hi	hi	PROPN
futech-371	96	12	represents	represent	VERB
futech-371	96	13	the	the	DET
futech-371	96	14	output	output	NOUN
futech-371	96	15	of	of	ADP
futech-371	96	16	the	the	DET
futech-371	96	17	hidden	hide	VERB
futech-371	96	18	layer	layer	NOUN
futech-371	96	19	neuron	neuron	NOUN
futech-371	97	1	i	i	PRON
futech-371	97	2	,	,	PUNCT
futech-371	97	3	𝜎	𝜎	PROPN
futech-371	97	4	is	be	AUX
futech-371	97	5	the	the	DET
futech-371	97	6	activation	activation	NOUN
futech-371	97	7	function	function	NOUN
futech-371	97	8	(	(	PUNCT
futech-371	97	9	relu	relu	NOUN
futech-371	97	10	)	)	PUNCT
futech-371	97	11	,	,	PUNCT
futech-371	97	12	wij	wij	PROPN
futech-371	97	13	is	be	AUX
futech-371	97	14	the	the	DET
futech-371	97	15	weight	weight	NOUN
futech-371	97	16	connecting	connect	VERB
futech-371	97	17	input	input	NOUN
futech-371	97	18	j	j	PROPN
futech-371	97	19	to	to	PART
futech-371	97	20	neuron	neuron	VERB
futech-371	97	21	i	i	PRON
futech-371	97	22	,	,	PUNCT
futech-371	97	23	xj	xj	PROPN
futech-371	97	24	is	be	AUX
futech-371	97	25	the	the	DET
futech-371	97	26	input	input	NOUN
futech-371	97	27	feature	feature	NOUN
futech-371	97	28	,	,	PUNCT
futech-371	97	29	and	and	CCONJ
futech-371	97	30	bi	bi	NOUN
futech-371	97	31	is	be	AUX
futech-371	97	32	the	the	DET
futech-371	97	33	bias	bias	NOUN
futech-371	97	34	term	term	NOUN
futech-371	97	35	.	.	PUNCT
futech-371	98	1	guest	guest	PROPN
futech-371	98	2	review	review	VERB
futech-371	98	3	analysis	analysis	NOUN
futech-371	98	4	employed	employ	VERB
futech-371	98	5	a	a	DET
futech-371	98	6	bert	bert	NOUN
futech-371	98	7	-	-	PUNCT
futech-371	98	8	based	base	VERB
futech-371	98	9	nlp	nlp	NOUN
futech-371	98	10	model	model	NOUN
futech-371	98	11	with	with	ADP
futech-371	98	12	multilingual	multilingual	ADJ
futech-371	98	13	capabilities	capability	NOUN
futech-371	98	14	(	(	PUNCT
futech-371	98	15	bert	bert	NOUN
futech-371	98	16	-	-	PUNCT
futech-371	98	17	multilingualcased	multilingualcase	VERB
futech-371	98	18	)	)	PUNCT
futech-371	98	19	,	,	PUNCT
futech-371	98	20	automatic	automatic	ADJ
futech-371	98	21	language	language	NOUN
futech-371	98	22	detection	detection	NOUN
futech-371	98	23	using	use	VERB
futech-371	98	24	fasttext	fasttext	PROPN
futech-371	98	25	,	,	PUNCT
futech-371	98	26	sarcasm	sarcasm	NOUN
futech-371	98	27	detection	detection	NOUN
futech-371	98	28	via	via	ADP
futech-371	98	29	bilstm	bilstm	NOUN
futech-371	98	30	with	with	ADP
futech-371	98	31	attention	attention	NOUN
futech-371	98	32	mechanisms	mechanism	NOUN
futech-371	98	33	(	(	PUNCT
futech-371	98	34	78.3	78.3	NUM
futech-371	98	35	%	%	NOUN
futech-371	98	36	accuracy	accuracy	NOUN
futech-371	98	37	)	)	PUNCT
futech-371	98	38	,	,	PUNCT
futech-371	98	39	and	and	CCONJ
futech-371	98	40	spam	spam	NOUN
futech-371	98	41	filtering	filtering	NOUN
futech-371	98	42	.	.	PUNCT
futech-371	99	1	only	only	ADV
futech-371	99	2	reviews	review	NOUN
futech-371	99	3	scoring	score	VERB
futech-371	99	4	≥	≥	NOUN
futech-371	99	5	6	6	NUM
futech-371	99	6	on	on	ADP
futech-371	99	7	quality	quality	NOUN
futech-371	99	8	metrics	metric	NOUN
futech-371	99	9	(	(	PUNCT
futech-371	99	10	length	length	NOUN
futech-371	99	11	,	,	PUNCT
futech-371	99	12	specificity	specificity	NOUN
futech-371	99	13	,	,	PUNCT
futech-371	99	14	temporal	temporal	ADJ
futech-371	99	15	relevance	relevance	NOUN
futech-371	99	16	,	,	PUNCT
futech-371	99	17	reviewer	reviewer	VERB
futech-371	99	18	credibility	credibility	NOUN
futech-371	99	19	)	)	PUNCT
futech-371	99	20	were	be	AUX
futech-371	99	21	included	include	VERB
futech-371	99	22	,	,	PUNCT
futech-371	99	23	representing	represent	VERB
futech-371	99	24	78	78	NUM
futech-371	99	25	%	%	NOUN
futech-371	99	26	of	of	ADP
futech-371	99	27	the	the	DET
futech-371	99	28	total	total	ADJ
futech-371	99	29	dataset	dataset	NOUN
futech-371	99	30	.	.	PUNCT
futech-371	100	1	this	this	DET
futech-371	100	2	approach	approach	NOUN
futech-371	100	3	outperformed	outperform	VERB
futech-371	100	4	traditional	traditional	ADJ
futech-371	100	5	lexicon	lexicon	NOUN
futech-371	100	6	-	-	PUNCT
futech-371	100	7	based	base	VERB
futech-371	100	8	methods	method	NOUN
futech-371	100	9	with	with	ADP
futech-371	100	10	89.4	89.4	NUM
futech-371	100	11	%	%	NOUN
futech-371	100	12	accuracy	accuracy	NOUN
futech-371	100	13	in	in	ADP
futech-371	100	14	sentiment	sentiment	NOUN
futech-371	100	15	classification	classification	NOUN
futech-371	100	16	tasks	task	NOUN
futech-371	100	17	on	on	ADP
futech-371	100	18	hospitality	hospitality	NOUN
futech-371	100	19	texts	text	NOUN
futech-371	100	20	[	[	X
futech-371	100	21	6	6	NUM
futech-371	100	22	]	]	PUNCT
futech-371	100	23	.	.	PUNCT
futech-371	101	1	the	the	DET
futech-371	101	2	nlp	nlp	NOUN
futech-371	101	3	component	component	NOUN
futech-371	101	4	was	be	AUX
futech-371	101	5	crucial	crucial	ADJ
futech-371	101	6	in	in	ADP
futech-371	101	7	processing	process	VERB
futech-371	101	8	unstructured	unstructured	ADJ
futech-371	101	9	guest	guest	NOUN
futech-371	101	10	feedback	feedback	NOUN
futech-371	101	11	to	to	PART
futech-371	101	12	inform	inform	VERB
futech-371	101	13	data	datum	NOUN
futech-371	101	14	-	-	PUNCT
futech-371	101	15	driven	drive	VERB
futech-371	101	16	decision	decision	NOUN
futech-371	101	17	-	-	PUNCT
futech-371	101	18	making	make	VERB
futech-371	101	19	and	and	CCONJ
futech-371	101	20	actions	action	NOUN
futech-371	101	21	aimed	aim	VERB
futech-371	101	22	at	at	ADP
futech-371	101	23	enhancing	enhance	VERB
futech-371	101	24	specific	specific	ADJ
futech-371	101	25	service	service	NOUN
futech-371	101	26	attributes	attribute	NOUN
futech-371	101	27	that	that	PRON
futech-371	101	28	drive	drive	VERB
futech-371	101	29	guest	guest	NOUN
futech-371	101	30	satisfaction	satisfaction	NOUN
futech-371	101	31	and	and	CCONJ
futech-371	101	32	loyalty	loyalty	NOUN
futech-371	101	33	.	.	PUNCT
futech-371	102	1	the	the	DET
futech-371	102	2	predictive	predictive	ADJ
futech-371	102	3	analytics	analytic	NOUN
futech-371	102	4	component	component	NOUN
futech-371	102	5	employed	employ	VERB
futech-371	102	6	an	an	DET
futech-371	102	7	ensemble	ensemble	ADJ
futech-371	102	8	learning	learning	NOUN
futech-371	102	9	technique	technique	NOUN
futech-371	102	10	that	that	PRON
futech-371	102	11	included	include	VERB
futech-371	102	12	gradient	gradient	ADJ
futech-371	102	13	boosting	boost	VERB
futech-371	102	14	machines	machine	NOUN
futech-371	102	15	for	for	ADP
futech-371	102	16	churn	churn	NOUN
futech-371	102	17	prediction	prediction	NOUN
futech-371	102	18	,	,	PUNCT
futech-371	102	19	random	random	ADJ
futech-371	102	20	forest	forest	NOUN
futech-371	102	21	for	for	ADP
futech-371	102	22	customer	customer	NOUN
futech-371	102	23	value	value	NOUN
futech-371	102	24	estimation	estimation	NOUN
futech-371	102	25	,	,	PUNCT
futech-371	102	26	and	and	CCONJ
futech-371	102	27	xgboost	xgboost	ADV
futech-371	102	28	for	for	ADP
futech-371	102	29	the	the	DET
futech-371	102	30	nextbest	nextbest	ADJ
futech-371	102	31	-	-	PUNCT
futech-371	102	32	action	action	NOUN
futech-371	102	33	recommendation	recommendation	NOUN
futech-371	102	34	.	.	PUNCT
futech-371	103	1	observed	observe	VERB
futech-371	103	2	anubala	anubala	NOUN
futech-371	103	3	[	[	X
futech-371	103	4	4	4	NUM
futech-371	103	5	]	]	X
futech-371	103	6	ensemble	ensemble	ADJ
futech-371	103	7	methods	method	NOUN
futech-371	103	8	are	be	AUX
futech-371	103	9	more	more	ADV
futech-371	103	10	advantageous	advantageous	ADJ
futech-371	103	11	than	than	ADP
futech-371	103	12	single	single	ADJ
futech-371	103	13	algorithms	algorithm	NOUN
futech-371	103	14	in	in	ADP
futech-371	103	15	predictive	predictive	ADJ
futech-371	103	16	applications	application	NOUN
futech-371	103	17	within	within	ADP
futech-371	103	18	hospitality	hospitality	NOUN
futech-371	103	19	industries	industry	NOUN
futech-371	103	20	.	.	PUNCT
futech-371	104	1	the	the	DET
futech-371	104	2	processes	process	NOUN
futech-371	104	3	involved	involve	VERB
futech-371	104	4	in	in	ADP
futech-371	104	5	the	the	DET
futech-371	104	6	feature	feature	NOUN
futech-371	104	7	d.	d.	PROPN
futech-371	104	8	wu	wu	PROPN
futech-371	104	9	&	&	CCONJ
futech-371	104	10	q.	q.	PROPN
futech-371	104	11	ma	ma	PROPN
futech-371	104	12	/future	/future	PROPN
futech-371	104	13	technology	technology	PROPN
futech-371	104	14	august	august	PROPN
futech-371	104	15	2025|	2025|	NUM
futech-371	104	16	volume	volume	NOUN
futech-371	104	17	04	04	NUM
futech-371	105	1	|	|	NOUN
futech-371	105	2	issue	issue	NOUN
futech-371	105	3	03	03	NUM
futech-371	106	1	|	|	ADV
futech-371	106	2	pages	page	VERB
futech-371	106	3	97	97	NUM
futech-371	106	4	-	-	SYM
futech-371	106	5	106	106	NUM
futech-371	106	6	100	100	NUM
futech-371	106	7	engineering	engineering	NOUN
futech-371	106	8	included	include	VERB
futech-371	106	9	spatiotemporal	spatiotemporal	ADJ
futech-371	106	10	patterns	pattern	NOUN
futech-371	106	11	,	,	PUNCT
futech-371	106	12	contextual	contextual	ADJ
futech-371	106	13	factors	factor	NOUN
futech-371	106	14	,	,	PUNCT
futech-371	106	15	and	and	CCONJ
futech-371	106	16	cross	cross	ADJ
futech-371	106	17	-	-	ADJ
futech-371	106	18	channel	channel	ADJ
futech-371	106	19	interactions	interaction	NOUN
futech-371	106	20	.	.	PUNCT
futech-371	107	1	the	the	DET
futech-371	107	2	output	output	NOUN
futech-371	107	3	from	from	ADP
futech-371	107	4	the	the	DET
futech-371	107	5	ensemble	ensemble	ADJ
futech-371	107	6	models	model	NOUN
futech-371	107	7	was	be	AUX
futech-371	107	8	:	:	PUNCT
futech-371	107	9	1	1	NUM
futech-371	107	10	(	(	PUNCT
futech-371	107	11	)	)	PUNCT
futech-371	107	12	(	(	PUNCT
futech-371	107	13	)	)	PUNCT
futech-371	107	14	m	m	VERB
futech-371	107	15	m	m	VERB
futech-371	107	16	m	m	VERB
futech-371	107	17	m	m	VERB
futech-371	107	18	f	f	NOUN
futech-371	107	19	x	x	X
futech-371	107	20	f	f	PROPN
futech-371	107	21	x	x	PROPN
futech-371	107	22	=	=	PUNCT
futech-371	108	1	=	=	NOUN
futech-371	108	2			X
futech-371	108	3	(	(	PUNCT
futech-371	108	4	2	2	X
futech-371	108	5	)	)	PUNCT
futech-371	108	6	where	where	SCONJ
futech-371	108	7	f(x	f(x	PROPN
futech-371	108	8	)	)	PUNCT
futech-371	108	9	is	be	AUX
futech-371	108	10	the	the	DET
futech-371	108	11	final	final	ADJ
futech-371	108	12	prediction	prediction	NOUN
futech-371	108	13	,	,	PUNCT
futech-371	108	14	fm(x	fm(x	PUNCT
futech-371	108	15	)	)	PUNCT
futech-371	108	16	represents	represent	VERB
futech-371	108	17	individual	individual	ADJ
futech-371	108	18	base	base	NOUN
futech-371	108	19	learners	learner	NOUN
futech-371	108	20	,	,	PUNCT
futech-371	108	21	𝛼𝑚	𝛼𝑚	NOUN
futech-371	108	22	are	be	AUX
futech-371	108	23	the	the	DET
futech-371	108	24	weights	weight	NOUN
futech-371	108	25	assigned	assign	VERB
futech-371	108	26	to	to	ADP
futech-371	108	27	each	each	DET
futech-371	108	28	learner	learner	NOUN
futech-371	108	29	,	,	PUNCT
futech-371	108	30	and	and	CCONJ
futech-371	108	31	m	m	PROPN
futech-371	108	32	is	be	AUX
futech-371	108	33	the	the	DET
futech-371	108	34	total	total	ADJ
futech-371	108	35	number	number	NOUN
futech-371	108	36	of	of	ADP
futech-371	108	37	models	model	NOUN
futech-371	108	38	in	in	ADP
futech-371	108	39	the	the	DET
futech-371	108	40	ensemble	ensemble	ADJ
futech-371	108	41	.	.	PUNCT
futech-371	109	1	2.3	2.3	NUM
futech-371	109	2	model	model	NOUN
futech-371	109	3	training	training	NOUN
futech-371	109	4	,	,	PUNCT
futech-371	109	5	validation	validation	NOUN
futech-371	109	6	,	,	PUNCT
futech-371	109	7	and	and	CCONJ
futech-371	109	8	implementation	implementation	VERB
futech-371	109	9	the	the	DET
futech-371	109	10	model	model	NOUN
futech-371	109	11	training	training	NOUN
futech-371	109	12	and	and	CCONJ
futech-371	109	13	validation	validation	NOUN
futech-371	109	14	processes	process	NOUN
futech-371	109	15	were	be	AUX
futech-371	109	16	carried	carry	VERB
futech-371	109	17	out	out	ADP
futech-371	109	18	in	in	ADP
futech-371	109	19	a	a	DET
futech-371	109	20	robust	robust	ADJ
futech-371	109	21	and	and	CCONJ
futech-371	109	22	systematic	systematic	ADJ
futech-371	109	23	manner	manner	NOUN
futech-371	109	24	that	that	PRON
futech-371	109	25	has	have	AUX
futech-371	109	26	been	be	AUX
futech-371	109	27	described	describe	VERB
futech-371	109	28	.	.	PUNCT
futech-371	110	1	the	the	DET
futech-371	110	2	dataset	dataset	NOUN
futech-371	110	3	was	be	AUX
futech-371	110	4	split	split	VERB
futech-371	110	5	into	into	ADP
futech-371	110	6	a	a	DET
futech-371	110	7	training	training	NOUN
futech-371	110	8	set	set	NOUN
futech-371	110	9	(	(	PUNCT
futech-371	110	10	70	70	NUM
futech-371	110	11	%	%	NOUN
futech-371	110	12	)	)	PUNCT
futech-371	110	13	,	,	PUNCT
futech-371	110	14	a	a	DET
futech-371	110	15	validation	validation	NOUN
futech-371	110	16	set	set	NOUN
futech-371	110	17	(	(	PUNCT
futech-371	110	18	15	15	NUM
futech-371	110	19	%	%	NOUN
futech-371	110	20	)	)	PUNCT
futech-371	110	21	,	,	PUNCT
futech-371	110	22	and	and	CCONJ
futech-371	110	23	a	a	DET
futech-371	110	24	testing	testing	NOUN
futech-371	110	25	set	set	NOUN
futech-371	110	26	(	(	PUNCT
futech-371	110	27	15	15	NUM
futech-371	110	28	%	%	NOUN
futech-371	110	29	)	)	PUNCT
futech-371	110	30	using	use	VERB
futech-371	110	31	stratified	stratified	ADJ
futech-371	110	32	sampling	sample	VERB
futech-371	110	33	to	to	PART
futech-371	110	34	preserve	preserve	VERB
futech-371	110	35	the	the	DET
futech-371	110	36	population	population	NOUN
futech-371	110	37	distribution	distribution	NOUN
futech-371	110	38	of	of	ADP
futech-371	110	39	important	important	ADJ
futech-371	110	40	attributes	attribute	NOUN
futech-371	110	41	within	within	ADP
futech-371	110	42	each	each	DET
futech-371	110	43	subset	subset	NOUN
futech-371	110	44	.	.	PUNCT
futech-371	111	1	hyperparameter	hyperparameter	NOUN
futech-371	111	2	tuning	tuning	NOUN
futech-371	111	3	was	be	AUX
futech-371	111	4	performed	perform	VERB
futech-371	111	5	using	use	VERB
futech-371	111	6	a	a	DET
futech-371	111	7	grid	grid	NOUN
futech-371	111	8	search	search	NOUN
futech-371	111	9	with	with	ADP
futech-371	111	10	cross	cross	NOUN
futech-371	111	11	-	-	NOUN
futech-371	111	12	validation	validation	NOUN
futech-371	111	13	,	,	PUNCT
futech-371	111	14	which	which	PRON
futech-371	111	15	measured	measure	VERB
futech-371	111	16	model	model	NOUN
futech-371	111	17	effectiveness	effectiveness	NOUN
futech-371	111	18	on	on	ADP
futech-371	111	19	multiple	multiple	ADJ
futech-371	111	20	metrics	metric	NOUN
futech-371	111	21	,	,	PUNCT
futech-371	111	22	including	include	VERB
futech-371	111	23	accuracy	accuracy	NOUN
futech-371	111	24	,	,	PUNCT
futech-371	111	25	precision	precision	NOUN
futech-371	111	26	,	,	PUNCT
futech-371	111	27	recall	recall	NOUN
futech-371	111	28	,	,	PUNCT
futech-371	111	29	f1	f1	NOUN
futech-371	111	30	score	score	NOUN
futech-371	111	31	,	,	PUNCT
futech-371	111	32	and	and	CCONJ
futech-371	111	33	the	the	DET
futech-371	111	34	area	area	NOUN
futech-371	111	35	under	under	ADP
futech-371	111	36	the	the	DET
futech-371	111	37	roc	roc	PROPN
futech-371	111	38	curve	curve	NOUN
futech-371	111	39	.	.	PUNCT
futech-371	112	1	overfitting	overfitte	VERB
futech-371	112	2	mitigation	mitigation	NOUN
futech-371	112	3	included	include	VERB
futech-371	112	4	dropout	dropout	NOUN
futech-371	112	5	layers	layer	NOUN
futech-371	112	6	,	,	PUNCT
futech-371	112	7	early	early	ADJ
futech-371	112	8	stopping	stopping	NOUN
futech-371	112	9	,	,	PUNCT
futech-371	112	10	and	and	CCONJ
futech-371	112	11	comprehensive	comprehensive	ADJ
futech-371	112	12	bias	bias	NOUN
futech-371	112	13	assessment	assessment	NOUN
futech-371	112	14	using	use	VERB
futech-371	112	15	demographic	demographic	ADJ
futech-371	112	16	parity	parity	NOUN
futech-371	112	17	(	(	PUNCT
futech-371	112	18	±5	±5	NOUN
futech-371	112	19	%	%	NOUN
futech-371	112	20	threshold	threshold	NOUN
futech-371	112	21	)	)	PUNCT
futech-371	112	22	,	,	PUNCT
futech-371	112	23	geographic	geographic	ADJ
futech-371	112	24	fairness	fairness	NOUN
futech-371	112	25	testing	testing	NOUN
futech-371	112	26	across	across	ADP
futech-371	112	27	six	six	NUM
futech-371	112	28	regions	region	NOUN
futech-371	112	29	,	,	PUNCT
futech-371	112	30	and	and	CCONJ
futech-371	112	31	adversarial	adversarial	ADJ
futech-371	112	32	debiasing	debiasing	NOUN
futech-371	112	33	during	during	ADP
futech-371	112	34	training	training	NOUN
futech-371	112	35	.	.	PUNCT
futech-371	113	1	external	external	ADJ
futech-371	113	2	validation	validation	NOUN
futech-371	113	3	using	use	VERB
futech-371	113	4	three	three	NUM
futech-371	113	5	holdout	holdout	NOUN
futech-371	113	6	hotel	hotel	NOUN
futech-371	113	7	chains	chain	NOUN
futech-371	113	8	(	(	PUNCT
futech-371	113	9	18	18	NUM
futech-371	113	10	properties	property	NOUN
futech-371	113	11	)	)	PUNCT
futech-371	113	12	in	in	ADP
futech-371	113	13	southeast	southeast	PROPN
futech-371	113	14	asia	asia	PROPN
futech-371	113	15	,	,	PUNCT
futech-371	113	16	eastern	eastern	PROPN
futech-371	113	17	europe	europe	PROPN
futech-371	113	18	,	,	PUNCT
futech-371	113	19	and	and	CCONJ
futech-371	113	20	australia	australia	PROPN
futech-371	113	21	demonstrated	demonstrate	VERB
futech-371	113	22	82.7	82.7	NUM
futech-371	113	23	-	-	SYM
futech-371	113	24	81.4	81.4	NUM
futech-371	113	25	%	%	NOUN
futech-371	113	26	accuracy	accuracy	NOUN
futech-371	113	27	maintenance	maintenance	NOUN
futech-371	113	28	,	,	PUNCT
futech-371	113	29	with	with	ADP
futech-371	113	30	only	only	ADV
futech-371	113	31	4.6	4.6	NUM
futech-371	113	32	-	-	SYM
futech-371	113	33	5.9	5.9	NUM
futech-371	113	34	%	%	NOUN
futech-371	113	35	performance	performance	NOUN
futech-371	113	36	degradation	degradation	NOUN
futech-371	113	37	compared	compare	VERB
futech-371	113	38	to	to	ADP
futech-371	113	39	training	training	NOUN
futech-371	113	40	regions	region	NOUN
futech-371	113	41	.	.	PUNCT
futech-371	114	1	in	in	ADP
futech-371	114	2	addition	addition	NOUN
futech-371	114	3	,	,	PUNCT
futech-371	114	4	fairness	fairness	NOUN
futech-371	114	5	tests	test	NOUN
futech-371	114	6	and	and	CCONJ
futech-371	114	7	biases	bias	NOUN
futech-371	114	8	were	be	AUX
futech-371	114	9	evaluated	evaluate	VERB
futech-371	114	10	across	across	ADP
futech-371	114	11	different	different	ADJ
futech-371	114	12	customer	customer	NOUN
futech-371	114	13	segments	segment	NOUN
futech-371	114	14	to	to	PART
futech-371	114	15	ensure	ensure	VERB
futech-371	114	16	that	that	SCONJ
futech-371	114	17	predictions	prediction	NOUN
futech-371	114	18	were	be	AUX
futech-371	114	19	not	not	PART
futech-371	114	20	made	make	VERB
futech-371	114	21	to	to	PART
futech-371	114	22	systematically	systematically	ADV
futech-371	114	23	disadvantage	disadvantage	VERB
futech-371	114	24	certain	certain	ADJ
futech-371	114	25	demographic	demographic	ADJ
futech-371	114	26	groups	group	NOUN
futech-371	114	27	.	.	PUNCT
futech-371	115	1	this	this	DET
futech-371	115	2	ethical	ethical	ADJ
futech-371	115	3	validation	validation	NOUN
futech-371	115	4	was	be	AUX
futech-371	115	5	essential	essential	ADJ
futech-371	115	6	given	give	VERB
futech-371	115	7	the	the	DET
futech-371	115	8	use	use	NOUN
futech-371	115	9	case	case	NOUN
futech-371	115	10	in	in	ADP
futech-371	115	11	international	international	ADJ
futech-371	115	12	hotels	hotel	NOUN
futech-371	115	13	that	that	PRON
futech-371	115	14	cater	cater	VERB
futech-371	115	15	to	to	ADP
futech-371	115	16	a	a	DET
futech-371	115	17	wide	wide	ADJ
futech-371	115	18	range	range	NOUN
futech-371	115	19	of	of	ADP
futech-371	115	20	culturally	culturally	ADV
futech-371	115	21	diverse	diverse	ADJ
futech-371	115	22	guests	guest	NOUN
futech-371	115	23	.	.	PUNCT
futech-371	116	1	validation	validation	NOUN
futech-371	116	2	of	of	ADP
futech-371	116	3	the	the	DET
futech-371	116	4	model	model	NOUN
futech-371	116	5	’s	’s	PART
futech-371	116	6	final	final	ADJ
futech-371	116	7	performance	performance	NOUN
futech-371	116	8	was	be	AUX
futech-371	116	9	done	do	VERB
futech-371	116	10	on	on	ADP
futech-371	116	11	the	the	DET
futech-371	116	12	held	hold	VERB
futech-371	116	13	-	-	PUNCT
futech-371	116	14	out	out	ADP
futech-371	116	15	test	test	NOUN
futech-371	116	16	set	set	NOUN
futech-371	116	17	,	,	PUNCT
futech-371	116	18	which	which	PRON
futech-371	116	19	was	be	AUX
futech-371	116	20	not	not	PART
futech-371	116	21	used	use	VERB
futech-371	116	22	in	in	ADP
futech-371	116	23	any	any	DET
futech-371	116	24	form	form	NOUN
futech-371	116	25	during	during	ADP
futech-371	116	26	the	the	DET
futech-371	116	27	model	model	NOUN
futech-371	116	28	development	development	NOUN
futech-371	116	29	process	process	NOUN
futech-371	116	30	or	or	CCONJ
futech-371	116	31	hyperparameter	hyperparameter	NOUN
futech-371	116	32	tuning	tuning	NOUN
futech-371	116	33	.	.	PUNCT
futech-371	117	1	this	this	PRON
futech-371	117	2	permitted	permit	VERB
futech-371	117	3	an	an	DET
futech-371	117	4	impartial	impartial	ADJ
futech-371	117	5	appraisal	appraisal	NOUN
futech-371	117	6	of	of	ADP
futech-371	117	7	the	the	DET
futech-371	117	8	model	model	NOUN
futech-371	117	9	’s	’s	PART
futech-371	117	10	performance	performance	NOUN
futech-371	117	11	in	in	ADP
futech-371	117	12	realistic	realistic	ADJ
futech-371	117	13	scenarios	scenario	NOUN
futech-371	117	14	.	.	PUNCT
futech-371	118	1	metrics	metric	NOUN
futech-371	118	2	specific	specific	ADJ
futech-371	118	3	to	to	ADP
futech-371	118	4	performance	performance	NOUN
futech-371	118	5	were	be	AUX
futech-371	118	6	derived	derive	VERB
futech-371	118	7	considering	consider	VERB
futech-371	118	8	industry	industry	NOUN
futech-371	118	9	standards	standard	NOUN
futech-371	118	10	and	and	CCONJ
futech-371	118	11	baseline	baseline	NOUN
futech-371	118	12	models	model	NOUN
futech-371	118	13	to	to	PART
futech-371	118	14	measure	measure	VERB
futech-371	118	15	the	the	DET
futech-371	118	16	incremental	incremental	ADJ
futech-371	118	17	contribution	contribution	NOUN
futech-371	118	18	by	by	ADP
futech-371	118	19	the	the	DET
futech-371	118	20	ai	ai	PROPN
futech-371	118	21	framework	framework	NOUN
futech-371	118	22	.	.	PUNCT
futech-371	119	1	table	table	NOUN
futech-371	119	2	2	2	NUM
futech-371	119	3	contains	contain	VERB
futech-371	119	4	a	a	DET
futech-371	119	5	summary	summary	NOUN
futech-371	119	6	of	of	ADP
futech-371	119	7	the	the	DET
futech-371	119	8	model	model	NOUN
futech-371	119	9	components	component	NOUN
futech-371	119	10	and	and	CCONJ
futech-371	119	11	their	their	PRON
futech-371	119	12	key	key	ADJ
futech-371	119	13	performance	performance	NOUN
futech-371	119	14	metrics	metric	NOUN
futech-371	119	15	.	.	PUNCT
futech-371	120	1	table	table	NOUN
futech-371	120	2	2	2	NUM
futech-371	120	3	.	.	PUNCT
futech-371	120	4	model	model	NOUN
futech-371	120	5	performance	performance	NOUN
futech-371	120	6	metrics	metric	NOUN
futech-371	120	7	model	model	NOUN
futech-371	120	8	component	component	NOUN
futech-371	120	9	accuracy	accuracy	NOUN
futech-371	120	10	precision	precision	NOUN
futech-371	120	11	recall	recall	VERB
futech-371	120	12	f1	f1	NOUN
futech-371	120	13	-	-	PUNCT
futech-371	120	14	score	score	NOUN
futech-371	120	15	auc	auc	NOUN
futech-371	120	16	customer	customer	NOUN
futech-371	120	17	segmentation	segmentation	NOUN
futech-371	120	18	87.3	87.3	NUM
futech-371	120	19	%	%	NOUN
futech-371	120	20	85.6	85.6	NUM
futech-371	120	21	%	%	NOUN
futech-371	120	22	86.9	86.9	NUM
futech-371	120	23	%	%	NOUN
futech-371	120	24	86.2	86.2	NUM
futech-371	120	25	%	%	NOUN
futech-371	120	26	0.92	0.92	NUM
futech-371	120	27	sentiment	sentiment	NOUN
futech-371	120	28	analysis	analysis	NOUN
futech-371	120	29	89.4	89.4	NUM
futech-371	120	30	%	%	NOUN
futech-371	120	31	88.7	88.7	NUM
futech-371	120	32	%	%	NOUN
futech-371	120	33	87.2	87.2	NUM
futech-371	120	34	%	%	NOUN
futech-371	120	35	87.9	87.9	NUM
futech-371	120	36	%	%	NOUN
futech-371	120	37	0.94	0.94	NUM
futech-371	120	38	churn	churn	NOUN
futech-371	120	39	prediction	prediction	NOUN
futech-371	120	40	83.5	83.5	NUM
futech-371	120	41	%	%	NOUN
futech-371	120	42	82.1	82.1	NUM
futech-371	120	43	%	%	NOUN
futech-371	120	44	79.8	79.8	NUM
futech-371	120	45	%	%	NOUN
futech-371	120	46	80.9	80.9	NUM
futech-371	120	47	%	%	NOUN
futech-371	120	48	0.89	0.89	NUM
futech-371	120	49	value	value	NOUN
futech-371	120	50	prediction	prediction	NOUN
futech-371	120	51	n	n	CCONJ
futech-371	120	52	/	/	SYM
futech-371	120	53	a	a	DET
futech-371	120	54	n	n	NOUN
futech-371	120	55	/	/	SYM
futech-371	120	56	a	a	PRON
futech-371	120	57	n	n	NOUN
futech-371	120	58	/	/	SYM
futech-371	120	59	a	a	DET
futech-371	120	60	n	n	NOUN
futech-371	120	61	/	/	SYM
futech-371	120	62	a	a	DET
futech-371	120	63	0.91	0.91	NUM
futech-371	120	64	next	next	ADV
futech-371	120	65	-	-	PUNCT
futech-371	120	66	best	good	ADJ
futech-371	120	67	-	-	PUNCT
futech-371	120	68	action	action	NOUN
futech-371	120	69	78.3	78.3	NUM
futech-371	120	70	%	%	NOUN
futech-371	120	71	77.5	77.5	NUM
futech-371	120	72	%	%	NOUN
futech-371	120	73	76.8	76.8	NUM
futech-371	120	74	%	%	NOUN
futech-371	120	75	77.1	77.1	NUM
futech-371	120	76	%	%	NOUN
futech-371	120	77	0.85	0.85	NUM
futech-371	120	78	note	note	NOUN
futech-371	120	79	:	:	PUNCT
futech-371	120	80	value	value	NOUN
futech-371	120	81	prediction	prediction	NOUN
futech-371	120	82	metrics	metric	NOUN
futech-371	120	83	marked	mark	VERB
futech-371	120	84	n	n	CCONJ
futech-371	120	85	/	/	SYM
futech-371	120	86	a	a	DET
futech-371	120	87	reflect	reflect	NOUN
futech-371	120	88	regression	regression	NOUN
futech-371	120	89	nature	nature	NOUN
futech-371	120	90	;	;	PUNCT
futech-371	120	91	evaluated	evaluate	VERB
futech-371	120	92	using	use	VERB
futech-371	120	93	mae=$127.50	mae=$127.50	PROPN
futech-371	120	94	,	,	PUNCT
futech-371	120	95	rmse=$198.30	rmse=$198.30	X
futech-371	120	96	.	.	PUNCT
futech-371	121	1	customer	customer	NOUN
futech-371	121	2	segmentation	segmentation	NOUN
futech-371	121	3	used	use	VERB
futech-371	121	4	k	k	PROPN
futech-371	121	5	-	-	NOUN
futech-371	121	6	means++	means++	NOUN
futech-371	121	7	with	with	ADP
futech-371	121	8	gaussian	gaussian	ADJ
futech-371	121	9	mixture	mixture	NOUN
futech-371	121	10	models	model	NOUN
futech-371	121	11	,	,	PUNCT
futech-371	121	12	validated	validate	VERB
futech-371	121	13	through	through	ADP
futech-371	121	14	the	the	DET
futech-371	121	15	elbow	elbow	NOUN
futech-371	121	16	method	method	NOUN
futech-371	121	17	,	,	PUNCT
futech-371	121	18	silhouette	silhouette	NOUN
futech-371	121	19	analysis	analysis	NOUN
futech-371	121	20	(	(	PUNCT
futech-371	121	21	peak	peak	NOUN
futech-371	121	22	0.73	0.73	NUM
futech-371	121	23	at	at	ADP
futech-371	121	24	k=6	k=6	NOUN
futech-371	121	25	)	)	PUNCT
futech-371	121	26	,	,	PUNCT
futech-371	121	27	and	and	CCONJ
futech-371	121	28	gap	gap	NOUN
futech-371	121	29	statistics	statistic	NOUN
futech-371	121	30	.	.	PUNCT
futech-371	122	1	the	the	DET
futech-371	122	2	implementation	implementation	NOUN
futech-371	122	3	phase	phase	NOUN
futech-371	122	4	involved	involve	VERB
futech-371	122	5	the	the	DET
futech-371	122	6	gradual	gradual	ADJ
futech-371	122	7	deployment	deployment	NOUN
futech-371	122	8	of	of	ADP
futech-371	122	9	ai	ai	ADJ
futech-371	122	10	frameworks	framework	NOUN
futech-371	122	11	to	to	ADP
futech-371	122	12	hotel	hotel	NOUN
futech-371	122	13	chains	chain	NOUN
futech-371	122	14	that	that	PRON
futech-371	122	15	were	be	AUX
futech-371	122	16	part	part	NOUN
futech-371	122	17	of	of	ADP
futech-371	122	18	the	the	DET
futech-371	122	19	study	study	NOUN
futech-371	122	20	.	.	PUNCT
futech-371	123	1	focusing	focus	VERB
futech-371	123	2	on	on	ADP
futech-371	123	3	a	a	DET
futech-371	123	4	limited	limited	ADJ
futech-371	123	5	subset	subset	NOUN
futech-371	123	6	of	of	ADP
futech-371	123	7	properties	property	NOUN
futech-371	123	8	during	during	ADP
futech-371	123	9	the	the	DET
futech-371	123	10	initial	initial	ADJ
futech-371	123	11	phase	phase	NOUN
futech-371	123	12	allowed	allow	VERB
futech-371	123	13	performance	performance	NOUN
futech-371	123	14	validation	validation	NOUN
futech-371	123	15	before	before	ADP
futech-371	123	16	scaling	scale	VERB
futech-371	123	17	up	up	ADP
futech-371	123	18	.	.	PUNCT
futech-371	124	1	zahidi	zahidi	NOUN
futech-371	124	2	et	et	PROPN
futech-371	124	3	al	al	PROPN
futech-371	124	4	.	.	PUNCT
futech-371	125	1	[	[	X
futech-371	125	2	7	7	NUM
futech-371	125	3	]	]	PUNCT
futech-371	125	4	identified	identify	VERB
futech-371	125	5	several	several	ADJ
futech-371	125	6	key	key	ADJ
futech-371	125	7	challenges	challenge	NOUN
futech-371	125	8	,	,	PUNCT
futech-371	125	9	such	such	ADJ
futech-371	125	10	as	as	ADP
futech-371	125	11	integration	integration	NOUN
futech-371	125	12	with	with	ADP
futech-371	125	13	existing	exist	VERB
futech-371	125	14	hotel	hotel	NOUN
futech-371	125	15	management	management	NOUN
futech-371	125	16	systems	system	NOUN
futech-371	125	17	,	,	PUNCT
futech-371	125	18	staff	staff	NOUN
futech-371	125	19	training	training	NOUN
futech-371	125	20	prerequisites	prerequisite	NOUN
futech-371	125	21	,	,	PUNCT
futech-371	125	22	and	and	CCONJ
futech-371	125	23	change	change	VERB
futech-371	125	24	management	management	NOUN
futech-371	125	25	policies	policy	NOUN
futech-371	125	26	,	,	PUNCT
futech-371	125	27	all	all	PRON
futech-371	125	28	of	of	ADP
futech-371	125	29	which	which	PRON
futech-371	125	30	were	be	AUX
futech-371	125	31	addressed	address	VERB
futech-371	125	32	by	by	ADP
futech-371	125	33	the	the	DET
futech-371	125	34	implementation	implementation	NOUN
futech-371	125	35	strategy	strategy	NOUN
futech-371	125	36	.	.	PUNCT
futech-371	126	1	insights	insight	NOUN
futech-371	126	2	generated	generate	VERB
futech-371	126	3	by	by	ADP
futech-371	126	4	ai	ai	INTJ
futech-371	126	5	were	be	AUX
futech-371	126	6	provided	provide	VERB
futech-371	126	7	to	to	ADP
futech-371	126	8	managers	manager	NOUN
futech-371	126	9	and	and	CCONJ
futech-371	126	10	staff	staff	NOUN
futech-371	126	11	through	through	ADP
futech-371	126	12	a	a	DET
futech-371	126	13	dashboard	dashboard	NOUN
futech-371	126	14	,	,	PUNCT
futech-371	126	15	which	which	PRON
futech-371	126	16	,	,	PUNCT
futech-371	126	17	together	together	ADV
futech-371	126	18	with	with	ADP
futech-371	126	19	relevant	relevant	ADJ
futech-371	126	20	kpis	kpis	PROPN
futech-371	126	21	on	on	ADP
futech-371	126	22	customer	customer	NOUN
futech-371	126	23	loyalty	loyalty	NOUN
futech-371	126	24	,	,	PUNCT
futech-371	126	25	personalization	personalization	NOUN
futech-371	126	26	,	,	PUNCT
futech-371	126	27	and	and	CCONJ
futech-371	126	28	revenue	revenue	NOUN
futech-371	126	29	,	,	PUNCT
futech-371	126	30	allowed	allow	VERB
futech-371	126	31	deeper	deep	ADJ
futech-371	126	32	analysis	analysis	NOUN
futech-371	126	33	through	through	ADP
futech-371	126	34	drill	drill	NOUN
futech-371	126	35	-	-	PUNCT
futech-371	126	36	down	down	ADP
futech-371	126	37	features	feature	NOUN
futech-371	126	38	.	.	PUNCT
futech-371	127	1	designed	design	VERB
futech-371	127	2	to	to	PART
futech-371	127	3	present	present	VERB
futech-371	127	4	ai	ai	AUX
futech-371	127	5	insights	insight	NOUN
futech-371	127	6	in	in	ADP
futech-371	127	7	an	an	DET
futech-371	127	8	easily	easily	ADV
futech-371	127	9	digestible	digestible	ADJ
futech-371	127	10	manner	manner	NOUN
futech-371	127	11	,	,	PUNCT
futech-371	127	12	the	the	DET
futech-371	127	13	dashboard	dashboard	NOUN
futech-371	127	14	empowers	empower	VERB
futech-371	127	15	non	non	ADJ
futech-371	127	16	-	-	ADJ
futech-371	127	17	technical	technical	ADJ
futech-371	127	18	staff	staff	NOUN
futech-371	127	19	to	to	PART
futech-371	127	20	make	make	VERB
futech-371	127	21	data	data	NOUN
futech-371	127	22	-	-	PUNCT
futech-371	127	23	driven	drive	VERB
futech-371	127	24	decisions	decision	NOUN
futech-371	127	25	.	.	PUNCT
futech-371	128	1	to	to	PART
futech-371	128	2	assess	assess	VERB
futech-371	128	3	the	the	DET
futech-371	128	4	impact	impact	NOUN
futech-371	128	5	of	of	ADP
futech-371	128	6	ai	ai	ADJ
futech-371	128	7	-	-	PUNCT
futech-371	128	8	driven	drive	VERB
futech-371	128	9	loyalty	loyalty	NOUN
futech-371	128	10	initiatives	initiative	NOUN
futech-371	128	11	,	,	PUNCT
futech-371	128	12	key	key	ADJ
futech-371	128	13	business	business	NOUN
futech-371	128	14	metrics	metric	NOUN
futech-371	128	15	,	,	PUNCT
futech-371	128	16	including	include	VERB
futech-371	128	17	repeat	repeat	NOUN
futech-371	128	18	booking	booking	NOUN
futech-371	128	19	rate	rate	NOUN
futech-371	128	20	,	,	PUNCT
futech-371	128	21	share	share	NOUN
futech-371	128	22	of	of	ADP
futech-371	128	23	wallet	wallet	NOUN
futech-371	128	24	,	,	PUNCT
futech-371	128	25	customer	customer	NOUN
futech-371	128	26	satisfaction	satisfaction	NOUN
futech-371	128	27	score	score	NOUN
futech-371	128	28	,	,	PUNCT
futech-371	128	29	and	and	CCONJ
futech-371	128	30	revenue	revenue	NOUN
futech-371	128	31	per	per	ADP
futech-371	128	32	available	available	ADJ
futech-371	128	33	room	room	NOUN
futech-371	128	34	(	(	PUNCT
futech-371	128	35	revpar	revpar	NOUN
futech-371	128	36	)	)	PUNCT
futech-371	128	37	,	,	PUNCT
futech-371	128	38	were	be	AUX
futech-371	128	39	continuously	continuously	ADV
futech-371	128	40	monitored	monitor	VERB
futech-371	128	41	.	.	PUNCT
futech-371	129	1	the	the	DET
futech-371	129	2	capacity	capacity	NOUN
futech-371	129	3	for	for	ADP
futech-371	129	4	ongoing	ongoing	ADJ
futech-371	129	5	evaluation	evaluation	NOUN
futech-371	129	6	enabled	enable	VERB
futech-371	129	7	ai	ai	NOUN
futech-371	129	8	models	model	NOUN
futech-371	129	9	and	and	CCONJ
futech-371	129	10	implementation	implementation	NOUN
futech-371	129	11	strategies	strategy	NOUN
futech-371	129	12	to	to	PART
futech-371	129	13	be	be	AUX
futech-371	129	14	adapted	adapt	VERB
futech-371	129	15	in	in	ADP
futech-371	129	16	response	response	NOUN
futech-371	129	17	to	to	ADP
futech-371	129	18	real	real	ADJ
futech-371	129	19	-	-	PUNCT
futech-371	129	20	time	time	NOUN
futech-371	129	21	market	market	NOUN
futech-371	129	22	shifts	shift	NOUN
futech-371	129	23	and	and	CCONJ
futech-371	129	24	observed	observed	ADJ
futech-371	129	25	outcomes	outcome	NOUN
futech-371	129	26	.	.	PUNCT
futech-371	130	1	3	3	X
futech-371	130	2	.	.	NOUN
futech-371	130	3	results	result	VERB
futech-371	130	4	3.1	3.1	NUM
futech-371	130	5	customer	customer	NOUN
futech-371	130	6	behavioral	behavioral	ADJ
futech-371	130	7	pattern	pattern	NOUN
futech-371	130	8	identification	identification	NOUN
futech-371	130	9	customer	customer	NOUN
futech-371	130	10	behavior	behavior	NOUN
futech-371	130	11	analysis	analysis	NOUN
futech-371	130	12	identified	identify	VERB
futech-371	130	13	six	six	NUM
futech-371	130	14	distinct	distinct	ADJ
futech-371	130	15	segments	segment	NOUN
futech-371	130	16	using	use	VERB
futech-371	130	17	k	k	ADJ
futech-371	130	18	-	-	PUNCT
futech-371	130	19	means++	means++	NOUN
futech-371	130	20	initialization	initialization	NOUN
futech-371	130	21	,	,	PUNCT
futech-371	130	22	gaussian	gaussian	ADJ
futech-371	130	23	mixture	mixture	NOUN
futech-371	130	24	models	model	NOUN
futech-371	130	25	,	,	PUNCT
futech-371	130	26	and	and	CCONJ
futech-371	130	27	dbscan	dbscan	PROPN
futech-371	130	28	validation	validation	NOUN
futech-371	130	29	,	,	PUNCT
futech-371	130	30	with	with	ADP
futech-371	130	31	optimal	optimal	ADJ
futech-371	130	32	segmentation	segmentation	NOUN
futech-371	130	33	(	(	PUNCT
futech-371	130	34	k=6	k=6	NOUN
futech-371	130	35	)	)	PUNCT
futech-371	130	36	determined	determine	VERB
futech-371	130	37	through	through	ADP
futech-371	130	38	the	the	DET
futech-371	130	39	elbow	elbow	NOUN
futech-371	130	40	method	method	NOUN
futech-371	130	41	and	and	CCONJ
futech-371	130	42	silhouette	silhouette	NOUN
futech-371	130	43	analysis	analysis	NOUN
futech-371	130	44	(	(	PUNCT
futech-371	130	45	peak	peak	NOUN
futech-371	130	46	score	score	NOUN
futech-371	130	47	0.73	0.73	NUM
futech-371	130	48	)	)	PUNCT
futech-371	130	49	.	.	PUNCT
futech-371	131	1	using	use	VERB
futech-371	131	2	various	various	ADJ
futech-371	131	3	forms	form	NOUN
futech-371	131	4	of	of	ADP
futech-371	131	5	clustering	cluster	VERB
futech-371	131	6	along	along	ADP
futech-371	131	7	with	with	ADP
futech-371	131	8	deep	deep	ADJ
futech-371	131	9	learning	learning	NOUN
futech-371	131	10	,	,	PUNCT
futech-371	131	11	we	we	PRON
futech-371	131	12	were	be	AUX
futech-371	131	13	able	able	ADJ
futech-371	131	14	to	to	PART
futech-371	131	15	recognise	recognise	VERB
futech-371	131	16	six	six	NUM
futech-371	131	17	main	main	ADJ
futech-371	131	18	customer	customer	NOUN
futech-371	131	19	segments	segment	NOUN
futech-371	131	20	,	,	PUNCT
futech-371	131	21	each	each	PRON
futech-371	131	22	distinguishing	distinguish	VERB
futech-371	131	23	itself	itself	PRON
futech-371	131	24	through	through	ADP
futech-371	131	25	varying	vary	VERB
futech-371	131	26	degrees	degree	NOUN
futech-371	131	27	of	of	ADP
futech-371	131	28	interaction	interaction	NOUN
futech-371	131	29	with	with	ADP
futech-371	131	30	the	the	DET
futech-371	131	31	provided	provide	VERB
futech-371	131	32	services	service	NOUN
futech-371	131	33	and	and	CCONJ
futech-371	131	34	available	available	ADJ
futech-371	131	35	loyalty	loyalty	NOUN
futech-371	131	36	programs	program	NOUN
futech-371	131	37	.	.	PUNCT
futech-371	132	1	their	their	PRON
futech-371	132	2	spending	spending	NOUN
futech-371	132	3	habits	habit	NOUN
futech-371	132	4	,	,	PUNCT
futech-371	132	5	together	together	ADV
futech-371	132	6	with	with	ADP
futech-371	132	7	the	the	DET
futech-371	132	8	frequency	frequency	NOUN
futech-371	132	9	of	of	ADP
futech-371	132	10	engagement	engagement	NOUN
futech-371	132	11	,	,	PUNCT
futech-371	132	12	are	be	AUX
futech-371	132	13	depicted	depict	VERB
futech-371	132	14	in	in	ADP
futech-371	132	15	figure	figure	NOUN
futech-371	132	16	3	3	NUM
futech-371	132	17	,	,	PUNCT
futech-371	132	18	which	which	PRON
futech-371	132	19	showcases	showcase	VERB
futech-371	132	20	the	the	DET
futech-371	132	21	segments	segment	NOUN
futech-371	132	22	.	.	PUNCT
futech-371	133	1	figure	figure	VERB
futech-371	133	2	3	3	NUM
futech-371	133	3	.	.	PUNCT
futech-371	133	4	customer	customer	NOUN
futech-371	133	5	segment	segment	NOUN
futech-371	133	6	distribution	distribution	NOUN
futech-371	133	7	by	by	ADP
futech-371	133	8	spending	spending	NOUN
futech-371	133	9	and	and	CCONJ
futech-371	133	10	engagement	engagement	NOUN
futech-371	133	11	as	as	SCONJ
futech-371	133	12	illustrated	illustrate	VERB
futech-371	133	13	in	in	ADP
futech-371	133	14	figure	figure	NOUN
futech-371	133	15	3	3	NUM
futech-371	133	16	,	,	PUNCT
futech-371	133	17	the	the	DET
futech-371	133	18	“	"	PUNCT
futech-371	133	19	loyal	loyal	ADJ
futech-371	133	20	enthusiasts	enthusiast	NOUN
futech-371	133	21	”	"	PUNCT
futech-371	133	22	segment	segment	NOUN
futech-371	133	23	(	(	PUNCT
futech-371	133	24	15.3	15.3	NUM
futech-371	133	25	%	%	NOUN
futech-371	133	26	of	of	ADP
futech-371	133	27	customers	customer	NOUN
futech-371	133	28	)	)	PUNCT
futech-371	133	29	showcases	showcase	VERB
futech-371	133	30	both	both	PRON
futech-371	133	31	high	high	ADJ
futech-371	133	32	spending	spending	NOUN
futech-371	133	33	and	and	CCONJ
futech-371	133	34	strong	strong	ADJ
futech-371	133	35	engagement	engagement	NOUN
futech-371	133	36	with	with	ADP
futech-371	133	37	loyalty	loyalty	NOUN
futech-371	133	38	programs	program	NOUN
futech-371	133	39	.	.	PUNCT
futech-371	134	1	in	in	ADP
futech-371	134	2	contrast	contrast	NOUN
futech-371	134	3	,	,	PUNCT
futech-371	134	4	“	"	PUNCT
futech-371	134	5	value	value	NOUN
futech-371	134	6	seekers	seeker	NOUN
futech-371	134	7	”	"	PUNCT
futech-371	134	8	(	(	PUNCT
futech-371	134	9	24.7	24.7	NUM
futech-371	134	10	%	%	NOUN
futech-371	134	11	)	)	PUNCT
futech-371	134	12	show	show	VERB
futech-371	134	13	moderate	moderate	ADJ
futech-371	134	14	spending	spending	NOUN
futech-371	134	15	but	but	CCONJ
futech-371	134	16	high	high	PROPN
futech-371	134	17	d.	d.	PROPN
futech-371	134	18	wu	wu	PROPN
futech-371	134	19	&	&	CCONJ
futech-371	134	20	q.	q.	PROPN
futech-371	134	21	ma	ma	PROPN
futech-371	134	22	/future	/future	PROPN
futech-371	134	23	technology	technology	PROPN
futech-371	134	24	august	august	PROPN
futech-371	134	25	2025|	2025|	NUM
futech-371	134	26	volume	volume	NOUN
futech-371	134	27	04	04	NUM
futech-371	135	1	|	|	NOUN
futech-371	135	2	issue	issue	NOUN
futech-371	135	3	03	03	NUM
futech-371	136	1	|	|	ADV
futech-371	136	2	pages	page	VERB
futech-371	136	3	97	97	NUM
futech-371	136	4	-	-	SYM
futech-371	136	5	106	106	NUM
futech-371	136	6	101	101	NUM
futech-371	136	7	engagement	engagement	NOUN
futech-371	136	8	with	with	ADP
futech-371	136	9	promotional	promotional	ADJ
futech-371	136	10	activities	activity	NOUN
futech-371	136	11	.	.	PUNCT
futech-371	137	1	the	the	DET
futech-371	137	2	“	"	PUNCT
futech-371	137	3	business	business	NOUN
futech-371	137	4	travellers	traveller	NOUN
futech-371	137	5	”	"	PUNCT
futech-371	137	6	segment	segment	NOUN
futech-371	137	7	(	(	PUNCT
futech-371	137	8	18.2	18.2	NUM
futech-371	137	9	%	%	NOUN
futech-371	137	10	)	)	PUNCT
futech-371	137	11	displays	display	VERB
futech-371	137	12	high	high	ADJ
futech-371	137	13	spending	spending	NOUN
futech-371	137	14	,	,	PUNCT
futech-371	137	15	though	though	SCONJ
futech-371	137	16	program	program	NOUN
futech-371	137	17	participation	participation	NOUN
futech-371	137	18	is	be	AUX
futech-371	137	19	moderately	moderately	ADV
futech-371	137	20	low	low	ADJ
futech-371	137	21	,	,	PUNCT
futech-371	137	22	prioritising	prioritise	VERB
futech-371	137	23	time	time	NOUN
futech-371	137	24	efficiency	efficiency	NOUN
futech-371	137	25	and	and	CCONJ
futech-371	137	26	convenience	convenience	NOUN
futech-371	137	27	.	.	PUNCT
futech-371	138	1	the	the	DET
futech-371	138	2	“	"	PUNCT
futech-371	138	3	occasional	occasional	ADJ
futech-371	138	4	travellers	traveller	NOUN
futech-371	138	5	”	"	PUNCT
futech-371	138	6	(	(	PUNCT
futech-371	138	7	22.5	22.5	NUM
futech-371	138	8	%	%	NOUN
futech-371	138	9	)	)	PUNCT
futech-371	138	10	and	and	CCONJ
futech-371	138	11	“	"	PUNCT
futech-371	138	12	budget	budget	NOUN
futech-371	138	13	conscious	conscious	ADJ
futech-371	138	14	”	"	PUNCT
futech-371	138	15	(	(	PUNCT
futech-371	138	16	14.8	14.8	NUM
futech-371	138	17	%	%	NOUN
futech-371	138	18	)	)	PUNCT
futech-371	138	19	segments	segment	NOUN
futech-371	138	20	exhibit	exhibit	VERB
futech-371	138	21	lower	low	ADJ
futech-371	138	22	spending	spending	NOUN
futech-371	138	23	,	,	PUNCT
futech-371	138	24	along	along	ADP
futech-371	138	25	with	with	ADP
futech-371	138	26	varying	vary	VERB
futech-371	138	27	levels	level	NOUN
futech-371	138	28	of	of	ADP
futech-371	138	29	program	program	NOUN
futech-371	138	30	engagement	engagement	NOUN
futech-371	138	31	.	.	PUNCT
futech-371	139	1	the	the	DET
futech-371	139	2	“	"	PUNCT
futech-371	139	3	premium	premium	ADJ
futech-371	139	4	passive	passive	ADJ
futech-371	139	5	”	"	PUNCT
futech-371	139	6	segment	segment	NOUN
futech-371	139	7	(	(	PUNCT
futech-371	139	8	4.5	4.5	NUM
futech-371	139	9	%	%	NOUN
futech-371	139	10	)	)	PUNCT
futech-371	139	11	includes	include	VERB
futech-371	139	12	high	high	ADJ
futech-371	139	13	-	-	PUNCT
futech-371	139	14	spending	spend	VERB
futech-371	139	15	customers	customer	NOUN
futech-371	139	16	who	who	PRON
futech-371	139	17	engage	engage	VERB
futech-371	139	18	minimally	minimally	ADV
futech-371	139	19	with	with	ADP
futech-371	139	20	the	the	DET
futech-371	139	21	loyalty	loyalty	NOUN
futech-371	139	22	program	program	NOUN
futech-371	139	23	.	.	PUNCT
futech-371	140	1	the	the	DET
futech-371	140	2	longitudinal	longitudinal	ADJ
futech-371	140	3	review	review	NOUN
futech-371	140	4	of	of	ADP
futech-371	140	5	customer	customer	NOUN
futech-371	140	6	activity	activity	NOUN
futech-371	140	7	yielded	yield	VERB
futech-371	140	8	valuable	valuable	ADJ
futech-371	140	9	insights	insight	NOUN
futech-371	140	10	into	into	ADP
futech-371	140	11	temporal	temporal	ADJ
futech-371	140	12	trends	trend	NOUN
futech-371	140	13	regarding	regard	VERB
futech-371	140	14	bookings	booking	NOUN
futech-371	140	15	and	and	CCONJ
futech-371	140	16	service	service	NOUN
futech-371	140	17	usage	usage	NOUN
futech-371	140	18	.	.	PUNCT
futech-371	141	1	customer	customer	NOUN
futech-371	141	2	segmentations	segmentation	NOUN
futech-371	141	3	and	and	CCONJ
futech-371	141	4	their	their	PRON
futech-371	141	5	associated	associated	ADJ
futech-371	141	6	seasonal	seasonal	ADJ
futech-371	141	7	booking	booking	NOUN
futech-371	141	8	preferences	preference	NOUN
futech-371	141	9	are	be	AUX
futech-371	141	10	detailed	detail	VERB
futech-371	141	11	in	in	ADP
futech-371	141	12	table	table	NOUN
futech-371	141	13	3	3	NUM
futech-371	141	14	.	.	PUNCT
futech-371	141	15	table	table	NOUN
futech-371	141	16	3	3	NUM
futech-371	141	17	.	.	PUNCT
futech-371	141	18	seasonal	seasonal	ADJ
futech-371	141	19	booking	booking	NOUN
futech-371	141	20	patterns	pattern	NOUN
futech-371	141	21	by	by	ADP
futech-371	141	22	customer	customer	NOUN
futech-371	141	23	segment	segment	NOUN
futech-371	141	24	customer	customer	NOUN
futech-371	141	25	segment	segment	PROPN
futech-371	141	26	q1	q1	PROPN
futech-371	141	27	(	(	PUNCT
futech-371	141	28	winter	winter	NOUN
futech-371	141	29	)	)	PUNCT
futech-371	141	30	q2	q2	NOUN
futech-371	141	31	(	(	PUNCT
futech-371	141	32	spring	spring	NOUN
futech-371	141	33	)	)	PUNCT
futech-371	141	34	q3	q3	NOUN
futech-371	141	35	(	(	PUNCT
futech-371	141	36	summer	summer	NOUN
futech-371	141	37	)	)	PUNCT
futech-371	141	38	q4	q4	PROPN
futech-371	141	39	(	(	PUNCT
futech-371	141	40	fall	fall	NOUN
futech-371	141	41	)	)	PUNCT
futech-371	141	42	lead	lead	NOUN
futech-371	141	43	time	time	NOUN
futech-371	141	44	(	(	PUNCT
futech-371	141	45	days	day	NOUN
futech-371	141	46	)	)	PUNCT
futech-371	141	47	loyal	loyal	ADJ
futech-371	141	48	enthusiasts	enthusiast	NOUN
futech-371	141	49	19.3	19.3	NUM
futech-371	141	50	%	%	NOUN
futech-371	141	51	24.5	24.5	NUM
futech-371	141	52	%	%	NOUN
futech-371	141	53	31.2	31.2	NUM
futech-371	141	54	%	%	NOUN
futech-371	141	55	25.0	25.0	NUM
futech-371	141	56	%	%	NOUN
futech-371	141	57	43.6	43.6	NUM
futech-371	141	58	value	value	NOUN
futech-371	141	59	seekers	seeker	NOUN
futech-371	141	60	17.8	17.8	NUM
futech-371	141	61	%	%	NOUN
futech-371	141	62	22.7	22.7	NUM
futech-371	141	63	%	%	NOUN
futech-371	141	64	38.5	38.5	NUM
futech-371	141	65	%	%	NOUN
futech-371	141	66	21.0	21.0	NUM
futech-371	141	67	%	%	NOUN
futech-371	141	68	35.2	35.2	NUM
futech-371	141	69	business	business	NOUN
futech-371	141	70	travelers	traveler	NOUN
futech-371	141	71	26.4	26.4	NUM
futech-371	141	72	%	%	NOUN
futech-371	141	73	28.1	28.1	NUM
futech-371	141	74	%	%	NOUN
futech-371	141	75	17.3	17.3	NUM
futech-371	141	76	%	%	NOUN
futech-371	141	77	28.2	28.2	NUM
futech-371	141	78	%	%	NOUN
futech-371	141	79	12.4	12.4	NUM
futech-371	141	80	occasional	occasional	ADJ
futech-371	141	81	travelers	traveler	NOUN
futech-371	141	82	15.2	15.2	NUM
futech-371	141	83	%	%	NOUN
futech-371	141	84	23.4	23.4	NUM
futech-371	141	85	%	%	NOUN
futech-371	141	86	42.1	42.1	NUM
futech-371	141	87	%	%	NOUN
futech-371	141	88	19.3	19.3	NUM
futech-371	141	89	%	%	NOUN
futech-371	141	90	51.7	51.7	NUM
futech-371	141	91	budget	budget	NOUN
futech-371	141	92	conscious	conscious	ADJ
futech-371	141	93	12.9	12.9	NUM
futech-371	141	94	%	%	NOUN
futech-371	141	95	24.8	24.8	NUM
futech-371	141	96	%	%	NOUN
futech-371	141	97	45.1	45.1	NUM
futech-371	141	98	%	%	NOUN
futech-371	141	99	17.2	17.2	NUM
futech-371	141	100	%	%	NOUN
futech-371	141	101	62.3	62.3	NUM
futech-371	141	102	premium	premium	NOUN
futech-371	141	103	passive	passive	ADJ
futech-371	141	104	23.7	23.7	NUM
futech-371	141	105	%	%	NOUN
futech-371	141	106	25.3	25.3	NUM
futech-371	141	107	%	%	NOUN
futech-371	141	108	27.4	27.4	NUM
futech-371	141	109	%	%	NOUN
futech-371	141	110	23.6	23.6	NUM
futech-371	141	111	%	%	NOUN
futech-371	141	112	18.5	18.5	NUM
futech-371	141	113	the	the	DET
futech-371	141	114	ai	ai	NOUN
futech-371	141	115	-	-	PUNCT
futech-371	141	116	driven	drive	VERB
futech-371	141	117	sentiment	sentiment	NOUN
futech-371	141	118	analysis	analysis	NOUN
futech-371	141	119	of	of	ADP
futech-371	141	120	guest	guest	NOUN
futech-371	141	121	reviews	review	NOUN
futech-371	141	122	reveals	reveal	VERB
futech-371	141	123	deeply	deeply	ADV
futech-371	141	124	segmented	segment	VERB
futech-371	141	125	insights	insight	NOUN
futech-371	141	126	into	into	ADP
futech-371	141	127	the	the	DET
futech-371	141	128	drivers	driver	NOUN
futech-371	141	129	of	of	ADP
futech-371	141	130	satisfaction	satisfaction	NOUN
futech-371	141	131	and	and	CCONJ
futech-371	141	132	loyalty	loyalty	NOUN
futech-371	141	133	across	across	ADP
futech-371	141	134	broad	broad	ADJ
futech-371	141	135	customer	customer	NOUN
futech-371	141	136	categories	category	NOUN
futech-371	141	137	.	.	PUNCT
futech-371	142	1	the	the	DET
futech-371	142	2	review	review	NOUN
futech-371	142	3	highlighted	highlight	VERB
futech-371	142	4	key	key	ADJ
futech-371	142	5	service	service	NOUN
futech-371	142	6	attributes	attribute	NOUN
futech-371	142	7	that	that	PRON
futech-371	142	8	influenced	influence	VERB
futech-371	142	9	guest	guest	NOUN
futech-371	142	10	satisfaction	satisfaction	NOUN
futech-371	142	11	,	,	PUNCT
futech-371	142	12	with	with	ADP
futech-371	142	13	notable	notable	ADJ
futech-371	142	14	differences	difference	NOUN
futech-371	142	15	observed	observe	VERB
futech-371	142	16	across	across	ADP
futech-371	142	17	segments	segment	NOUN
futech-371	142	18	.	.	PUNCT
futech-371	143	1	for	for	ADP
futech-371	143	2	instance	instance	NOUN
futech-371	143	3	,	,	PUNCT
futech-371	143	4	“	"	PUNCT
futech-371	143	5	loyal	loyal	ADJ
futech-371	143	6	enthusiasts	enthusiast	NOUN
futech-371	143	7	”	"	PUNCT
futech-371	143	8	appreciated	appreciate	VERB
futech-371	143	9	customized	customized	ADJ
futech-371	143	10	service	service	NOUN
futech-371	143	11	,	,	PUNCT
futech-371	143	12	along	along	ADP
futech-371	143	13	with	with	ADP
futech-371	143	14	being	be	AUX
futech-371	143	15	recognized	recognize	VERB
futech-371	143	16	,	,	PUNCT
futech-371	143	17	whereas	whereas	SCONJ
futech-371	143	18	“	"	PUNCT
futech-371	143	19	business	business	NOUN
futech-371	143	20	travellers	traveller	NOUN
futech-371	143	21	”	"	PUNCT
futech-371	143	22	emphasized	emphasize	VERB
futech-371	143	23	the	the	DET
futech-371	143	24	need	need	NOUN
futech-371	143	25	for	for	ADP
futech-371	143	26	speedy	speedy	ADJ
futech-371	143	27	service	service	NOUN
futech-371	143	28	and	and	CCONJ
futech-371	143	29	the	the	DET
futech-371	143	30	hotel	hotel	NOUN
futech-371	143	31	proximity	proximity	NOUN
futech-371	143	32	.	.	PUNCT
futech-371	144	1	“	"	PUNCT
futech-371	144	2	value	value	NOUN
futech-371	144	3	seekers	seeker	NOUN
futech-371	144	4	”	"	PUNCT
futech-371	144	5	were	be	AUX
futech-371	144	6	highly	highly	ADV
futech-371	144	7	influenced	influence	VERB
futech-371	144	8	by	by	ADP
futech-371	144	9	perceived	perceive	VERB
futech-371	144	10	value	value	NOUN
futech-371	144	11	and	and	CCONJ
futech-371	144	12	promotional	promotional	ADJ
futech-371	144	13	offers	offer	NOUN
futech-371	144	14	,	,	PUNCT
futech-371	144	15	while	while	SCONJ
futech-371	144	16	“	"	PUNCT
futech-371	144	17	premium	premium	ADJ
futech-371	144	18	passive	passive	ADJ
futech-371	144	19	”	"	PUNCT
futech-371	144	20	customers	customer	NOUN
futech-371	144	21	stressed	stress	VERB
futech-371	144	22	privacy	privacy	NOUN
futech-371	144	23	and	and	CCONJ
futech-371	144	24	exclusivity	exclusivity	NOUN
futech-371	144	25	.	.	PUNCT
futech-371	145	1	3.2	3.2	NUM
futech-371	145	2	comparative	comparative	ADJ
futech-371	145	3	analysis	analysis	NOUN
futech-371	145	4	:	:	PUNCT
futech-371	145	5	ai	ai	VERB
futech-371	145	6	-	-	PUNCT
futech-371	145	7	driven	drive	VERB
futech-371	145	8	vs.	vs.	ADP
futech-371	145	9	traditional	traditional	ADJ
futech-371	145	10	approaches	approach	NOUN
futech-371	145	11	ai	ai	VERB
futech-371	145	12	-	-	PUNCT
futech-371	145	13	driven	drive	VERB
futech-371	145	14	approaches	approach	NOUN
futech-371	145	15	were	be	AUX
futech-371	145	16	compared	compare	VERB
futech-371	145	17	against	against	ADP
futech-371	145	18	standardized	standardized	ADJ
futech-371	145	19	traditional	traditional	ADJ
futech-371	145	20	methods	method	NOUN
futech-371	145	21	across	across	ADP
futech-371	145	22	participating	participate	VERB
futech-371	145	23	hotel	hotel	NOUN
futech-371	145	24	chains	chain	NOUN
futech-371	145	25	.	.	PUNCT
futech-371	146	1	traditional	traditional	ADJ
futech-371	146	2	control	control	NOUN
futech-371	146	3	groups	group	NOUN
futech-371	146	4	maintained	maintain	VERB
futech-371	146	5	identical	identical	ADJ
futech-371	146	6	demographic	demographic	ADJ
futech-371	146	7	segmentation	segmentation	NOUN
futech-371	146	8	(	(	PUNCT
futech-371	146	9	4	4	NUM
futech-371	146	10	segments	segment	NOUN
futech-371	146	11	)	)	PUNCT
futech-371	146	12	,	,	PUNCT
futech-371	146	13	pointsbased	pointsbase	VERB
futech-371	146	14	systems	system	NOUN
futech-371	146	15	(	(	PUNCT
futech-371	146	16	1	1	NUM
futech-371	146	17	point	point	NOUN
futech-371	146	18	per	per	ADP
futech-371	146	19	$	$	SYM
futech-371	146	20	1	1	NUM
futech-371	146	21	)	)	PUNCT
futech-371	146	22	,	,	PUNCT
futech-371	146	23	and	and	CCONJ
futech-371	146	24	quarterly	quarterly	ADJ
futech-371	146	25	universal	universal	ADJ
futech-371	146	26	promotions	promotion	NOUN
futech-371	146	27	to	to	PART
futech-371	146	28	ensure	ensure	VERB
futech-371	146	29	valid	valid	ADJ
futech-371	146	30	comparative	comparative	ADJ
futech-371	146	31	analysis	analysis	NOUN
futech-371	146	32	.	.	PUNCT
futech-371	147	1	figure	figure	VERB
futech-371	147	2	4	4	NUM
futech-371	147	3	presents	present	VERB
futech-371	147	4	a	a	DET
futech-371	147	5	comparison	comparison	NOUN
futech-371	147	6	of	of	ADP
futech-371	147	7	key	key	ADJ
futech-371	147	8	performance	performance	NOUN
futech-371	147	9	metrics	metric	NOUN
futech-371	147	10	between	between	ADP
futech-371	147	11	ai	ai	ADV
futech-371	147	12	-	-	PUNCT
futech-371	147	13	driven	drive	VERB
futech-371	147	14	and	and	CCONJ
futech-371	147	15	traditional	traditional	ADJ
futech-371	147	16	approaches	approach	NOUN
futech-371	147	17	across	across	ADP
futech-371	147	18	different	different	ADJ
futech-371	147	19	operational	operational	ADJ
futech-371	147	20	dimensions	dimension	NOUN
futech-371	147	21	.	.	PUNCT
futech-371	148	1	as	as	SCONJ
futech-371	148	2	illustrated	illustrate	VERB
futech-371	148	3	in	in	ADP
futech-371	148	4	figure	figure	NOUN
futech-371	148	5	4	4	NUM
futech-371	148	6	,	,	PUNCT
futech-371	148	7	the	the	DET
futech-371	148	8	ai	ai	NOUN
futech-371	148	9	-	-	PUNCT
futech-371	148	10	driven	drive	VERB
futech-371	148	11	approach	approach	NOUN
futech-371	148	12	demonstrated	demonstrate	VERB
futech-371	148	13	superior	superior	ADJ
futech-371	148	14	performance	performance	NOUN
futech-371	148	15	across	across	ADP
futech-371	148	16	all	all	DET
futech-371	148	17	measured	measured	ADJ
futech-371	148	18	dimensions	dimension	NOUN
futech-371	148	19	.	.	PUNCT
futech-371	149	1	most	most	ADV
futech-371	149	2	notably	notably	ADV
futech-371	149	3	,	,	PUNCT
futech-371	149	4	customer	customer	NOUN
futech-371	149	5	segmentation	segmentation	NOUN
futech-371	149	6	accuracy	accuracy	NOUN
futech-371	149	7	improved	improve	VERB
futech-371	149	8	by	by	ADP
futech-371	149	9	47.6	47.6	NUM
futech-371	149	10	%	%	NOUN
futech-371	149	11	compared	compare	VERB
futech-371	149	12	to	to	ADP
futech-371	149	13	traditional	traditional	ADJ
futech-371	149	14	demographic	demographic	ADJ
futech-371	149	15	-	-	PUNCT
futech-371	149	16	based	base	VERB
futech-371	149	17	segmentation	segmentation	NOUN
futech-371	149	18	methods	method	NOUN
futech-371	149	19	.	.	PUNCT
futech-371	150	1	the	the	DET
futech-371	150	2	precision	precision	NOUN
futech-371	150	3	of	of	ADP
futech-371	150	4	personalized	personalized	ADJ
futech-371	150	5	recommendations	recommendation	NOUN
futech-371	150	6	increased	increase	VERB
futech-371	150	7	by	by	ADP
futech-371	150	8	58.3	58.3	NUM
futech-371	150	9	%	%	NOUN
futech-371	150	10	,	,	PUNCT
futech-371	150	11	while	while	SCONJ
futech-371	150	12	response	response	NOUN
futech-371	150	13	time	time	NOUN
futech-371	150	14	to	to	ADP
futech-371	150	15	customer	customer	NOUN
futech-371	150	16	inquiries	inquiry	NOUN
futech-371	150	17	decreased	decrease	VERB
futech-371	150	18	by	by	ADP
futech-371	150	19	72.4	72.4	NUM
futech-371	150	20	%	%	NOUN
futech-371	150	21	through	through	ADP
futech-371	150	22	the	the	DET
futech-371	150	23	implementation	implementation	NOUN
futech-371	150	24	of	of	ADP
futech-371	150	25	ai	ai	ADJ
futech-371	150	26	-	-	PUNCT
futech-371	150	27	powered	power	VERB
futech-371	150	28	systems	system	NOUN
futech-371	150	29	.	.	PUNCT
futech-371	151	1	customer	customer	NOUN
futech-371	151	2	journey	journey	NOUN
futech-371	151	3	mapping	mapping	NOUN
futech-371	151	4	effectiveness	effectiveness	NOUN
futech-371	151	5	improved	improve	VERB
futech-371	151	6	by	by	ADP
futech-371	151	7	41.2	41.2	NUM
futech-371	151	8	%	%	NOUN
futech-371	151	9	,	,	PUNCT
futech-371	151	10	enabling	enable	VERB
futech-371	151	11	more	more	ADV
futech-371	151	12	precise	precise	ADJ
futech-371	151	13	targeting	targeting	NOUN
futech-371	151	14	of	of	ADP
futech-371	151	15	interventions	intervention	NOUN
futech-371	151	16	at	at	ADP
futech-371	151	17	critical	critical	ADJ
futech-371	151	18	touchpoints	touchpoint	NOUN
futech-371	151	19	.	.	PUNCT
futech-371	152	1	the	the	DET
futech-371	152	2	traditional	traditional	ADJ
futech-371	152	3	rules	rule	NOUN
futech-371	152	4	-	-	PUNCT
futech-371	152	5	based	base	VERB
futech-371	152	6	approach	approach	NOUN
futech-371	152	7	to	to	ADP
futech-371	152	8	loyalty	loyalty	NOUN
futech-371	152	9	program	program	NOUN
futech-371	152	10	management	management	NOUN
futech-371	152	11	often	often	ADV
futech-371	152	12	resulted	result	VERB
futech-371	152	13	in	in	ADP
futech-371	152	14	generic	generic	ADJ
futech-371	152	15	offers	offer	NOUN
futech-371	152	16	that	that	PRON
futech-371	152	17	failed	fail	VERB
futech-371	152	18	to	to	PART
futech-371	152	19	resonate	resonate	VERB
futech-371	152	20	with	with	ADP
futech-371	152	21	specific	specific	ADJ
futech-371	152	22	customer	customer	NOUN
futech-371	152	23	segments	segment	NOUN
futech-371	152	24	.	.	PUNCT
futech-371	153	1	in	in	ADP
futech-371	153	2	contrast	contrast	NOUN
futech-371	153	3	,	,	PUNCT
futech-371	153	4	the	the	DET
futech-371	153	5	ai	ai	NOUN
futech-371	153	6	-	-	PUNCT
futech-371	153	7	driven	drive	VERB
futech-371	153	8	approach	approach	NOUN
futech-371	153	9	enabled	enable	VERB
futech-371	153	10	highly	highly	ADV
futech-371	153	11	targeted	target	VERB
futech-371	153	12	interventions	intervention	NOUN
futech-371	153	13	based	base	VERB
futech-371	153	14	on	on	ADP
futech-371	153	15	predicted	predict	VERB
futech-371	153	16	customer	customer	NOUN
futech-371	153	17	preferences	preference	NOUN
futech-371	153	18	and	and	CCONJ
futech-371	153	19	behaviors	behavior	NOUN
futech-371	153	20	.	.	PUNCT
futech-371	154	1	table	table	NOUN
futech-371	154	2	4	4	NUM
futech-371	154	3	contrasts	contrast	VERB
futech-371	154	4	the	the	DET
futech-371	154	5	key	key	ADJ
futech-371	154	6	differences	difference	NOUN
futech-371	154	7	between	between	ADP
futech-371	154	8	these	these	DET
futech-371	154	9	approaches	approach	NOUN
futech-371	154	10	across	across	ADP
futech-371	154	11	several	several	ADJ
futech-371	154	12	dimensions	dimension	NOUN
futech-371	154	13	.	.	PUNCT
futech-371	155	1	figure	figure	VERB
futech-371	155	2	4	4	NUM
futech-371	155	3	.	.	PUNCT
futech-371	156	1	performance	performance	NOUN
futech-371	156	2	comparison	comparison	NOUN
futech-371	156	3	:	:	PUNCT
futech-371	156	4	ai	ai	VERB
futech-371	156	5	-	-	PUNCT
futech-371	156	6	driven	drive	VERB
futech-371	156	7	vs.	vs.	ADP
futech-371	156	8	traditional	traditional	ADJ
futech-371	156	9	approaches	approach	NOUN
futech-371	156	10	table	table	NOUN
futech-371	156	11	4	4	NUM
futech-371	156	12	.	.	PUNCT
futech-371	156	13	comparison	comparison	NOUN
futech-371	156	14	of	of	ADP
futech-371	156	15	traditional	traditional	ADJ
futech-371	156	16	and	and	CCONJ
futech-371	156	17	ai	ai	ADJ
futech-371	156	18	-	-	PUNCT
futech-371	156	19	driven	drive	VERB
futech-371	156	20	loyalty	loyalty	NOUN
futech-371	156	21	approaches	approach	NOUN
futech-371	156	22	dimension	dimension	VERB
futech-371	156	23	traditional	traditional	ADJ
futech-371	156	24	approach	approach	NOUN
futech-371	156	25	ai	ai	AUX
futech-371	156	26	-	-	PUNCT
futech-371	156	27	driven	drive	VERB
futech-371	156	28	approach	approach	NOUN
futech-371	156	29	segmentation	segmentation	NOUN
futech-371	156	30	basis	basis	NOUN
futech-371	156	31	demographics	demographic	NOUN
futech-371	156	32	,	,	PUNCT
futech-371	156	33	spending	spending	NOUN
futech-371	156	34	levels	level	NOUN
futech-371	156	35	behavioral	behavioral	ADJ
futech-371	156	36	patterns	pattern	NOUN
futech-371	156	37	,	,	PUNCT
futech-371	156	38	preferences	preference	NOUN
futech-371	156	39	,	,	PUNCT
futech-371	156	40	sentiment	sentiment	NOUN
futech-371	156	41	personalization	personalization	NOUN
futech-371	156	42	level	level	NOUN
futech-371	156	43	segment	segment	NOUN
futech-371	156	44	-	-	PUNCT
futech-371	156	45	level	level	NOUN
futech-371	156	46	individual	individual	ADJ
futech-371	156	47	-	-	PUNCT
futech-371	156	48	level	level	NOUN
futech-371	156	49	update	update	NOUN
futech-371	156	50	frequency	frequency	NOUN
futech-371	156	51	quarterly	quarterly	ADJ
futech-371	156	52	/	/	SYM
futech-371	156	53	monthly	monthly	ADJ
futech-371	156	54	real	real	ADJ
futech-371	156	55	-	-	PUNCT
futech-371	156	56	time	time	NOUN
futech-371	156	57	/	/	SYM
futech-371	156	58	daily	daily	ADJ
futech-371	156	59	data	datum	NOUN
futech-371	156	60	sources	source	NOUN
futech-371	156	61	transaction	transaction	NOUN
futech-371	156	62	data	datum	NOUN
futech-371	156	63	,	,	PUNCT
futech-371	156	64	surveys	survey	NOUN
futech-371	156	65	multi	multi	ADJ
futech-371	156	66	-	-	ADJ
futech-371	156	67	channel	channel	ADJ
futech-371	156	68	behavioral	behavioral	ADJ
futech-371	156	69	data	datum	NOUN
futech-371	156	70	,	,	PUNCT
futech-371	156	71	sentiment	sentiment	NOUN
futech-371	156	72	,	,	PUNCT
futech-371	156	73	contextual	contextual	ADJ
futech-371	156	74	factors	factor	NOUN
futech-371	156	75	offer	offer	VERB
futech-371	156	76	relevance	relevance	NOUN
futech-371	156	77	(	(	PUNCT
futech-371	156	78	conversion	conversion	NOUN
futech-371	156	79	rate	rate	NOUN
futech-371	156	80	)	)	PUNCT
futech-371	156	81	8.7	8.7	NUM
futech-371	156	82	%	%	NOUN
futech-371	156	83	24.3	24.3	NUM
futech-371	156	84	%	%	NOUN
futech-371	156	85	customer	customer	NOUN
futech-371	156	86	effort	effort	NOUN
futech-371	156	87	score	score	NOUN
futech-371	156	88	6.2/10	6.2/10	NUM
futech-371	156	89	2.8/10	2.8/10	NUM
futech-371	156	90	program	program	NOUN
futech-371	156	91	flexibility	flexibility	NOUN
futech-371	156	92	limited	limit	VERB
futech-371	156	93	,	,	PUNCT
futech-371	156	94	predefined	predefine	VERB
futech-371	156	95	rules	rule	NOUN
futech-371	156	96	dynamic	dynamic	ADJ
futech-371	156	97	,	,	PUNCT
futech-371	156	98	adaptive	adaptive	ADJ
futech-371	156	99	rules	rule	NOUN
futech-371	156	100	the	the	DET
futech-371	156	101	ai	ai	NOUN
futech-371	156	102	-	-	PUNCT
futech-371	156	103	driven	drive	VERB
futech-371	156	104	approach	approach	NOUN
futech-371	156	105	demonstrated	demonstrate	VERB
futech-371	156	106	particular	particular	ADJ
futech-371	156	107	effectiveness	effectiveness	NOUN
futech-371	156	108	in	in	ADP
futech-371	156	109	addressing	address	VERB
futech-371	156	110	the	the	DET
futech-371	156	111	"	"	PUNCT
futech-371	156	112	cold	cold	ADJ
futech-371	156	113	start	start	NOUN
futech-371	156	114	"	"	PUNCT
futech-371	156	115	problem	problem	NOUN
futech-371	156	116	for	for	ADP
futech-371	156	117	new	new	ADJ
futech-371	156	118	customers	customer	NOUN
futech-371	156	119	with	with	ADP
futech-371	156	120	limited	limited	ADJ
futech-371	156	121	historical	historical	ADJ
futech-371	156	122	data	datum	NOUN
futech-371	156	123	.	.	PUNCT
futech-371	157	1	by	by	ADP
futech-371	157	2	leveraging	leverage	VERB
futech-371	157	3	patterns	pattern	NOUN
futech-371	157	4	from	from	ADP
futech-371	157	5	similar	similar	ADJ
futech-371	157	6	customer	customer	NOUN
futech-371	157	7	profiles	profile	NOUN
futech-371	157	8	and	and	CCONJ
futech-371	157	9	contextual	contextual	ADJ
futech-371	157	10	factors	factor	NOUN
futech-371	157	11	,	,	PUNCT
futech-371	157	12	the	the	DET
futech-371	157	13	system	system	NOUN
futech-371	157	14	could	could	AUX
futech-371	157	15	generate	generate	VERB
futech-371	157	16	relevant	relevant	ADJ
futech-371	157	17	offers	offer	NOUN
futech-371	157	18	and	and	CCONJ
futech-371	157	19	recommendations	recommendation	NOUN
futech-371	157	20	for	for	ADP
futech-371	157	21	new	new	ADJ
futech-371	157	22	guests	guest	NOUN
futech-371	157	23	with	with	ADP
futech-371	157	24	83	83	NUM
futech-371	157	25	%	%	NOUN
futech-371	157	26	accuracy	accuracy	NOUN
futech-371	157	27	,	,	PUNCT
futech-371	157	28	compared	compare	VERB
futech-371	157	29	to	to	ADP
futech-371	157	30	42	42	NUM
futech-371	157	31	%	%	NOUN
futech-371	157	32	with	with	ADP
futech-371	157	33	traditional	traditional	ADJ
futech-371	157	34	methods	method	NOUN
futech-371	157	35	[	[	X
futech-371	157	36	9	9	NUM
futech-371	157	37	]	]	PUNCT
futech-371	157	38	.	.	PUNCT
futech-371	158	1	this	this	DET
futech-371	158	2	capability	capability	NOUN
futech-371	158	3	significantly	significantly	ADV
futech-371	158	4	enhanced	enhance	VERB
futech-371	158	5	the	the	DET
futech-371	158	6	onboarding	onboarding	NOUN
futech-371	158	7	experience	experience	NOUN
futech-371	158	8	for	for	ADP
futech-371	158	9	new	new	ADJ
futech-371	158	10	loyalty	loyalty	NOUN
futech-371	158	11	program	program	NOUN
futech-371	158	12	members	member	NOUN
futech-371	158	13	,	,	PUNCT
futech-371	158	14	accelerating	accelerate	VERB
futech-371	158	15	their	their	PRON
futech-371	158	16	progression	progression	NOUN
futech-371	158	17	to	to	ADP
futech-371	158	18	higher	high	ADJ
futech-371	158	19	engagement	engagement	NOUN
futech-371	158	20	levels	level	NOUN
futech-371	158	21	.	.	PUNCT
futech-371	159	1	d.	d.	PROPN
futech-371	159	2	wu	wu	PROPN
futech-371	159	3	&	&	CCONJ
futech-371	159	4	q.	q.	PROPN
futech-371	159	5	ma	ma	PROPN
futech-371	159	6	/future	/future	PROPN
futech-371	159	7	technology	technology	PROPN
futech-371	159	8	august	august	PROPN
futech-371	159	9	2025|	2025|	NUM
futech-371	159	10	volume	volume	NOUN
futech-371	159	11	04	04	NUM
futech-371	160	1	|	|	NOUN
futech-371	160	2	issue	issue	NOUN
futech-371	160	3	03	03	NUM
futech-371	161	1	|	|	ADV
futech-371	161	2	pages	page	VERB
futech-371	161	3	97	97	NUM
futech-371	161	4	-	-	SYM
futech-371	161	5	106	106	NUM
futech-371	161	6	102	102	NUM
futech-371	161	7	3.3	3.3	NUM
futech-371	161	8	impact	impact	NOUN
futech-371	161	9	on	on	ADP
futech-371	161	10	customer	customer	NOUN
futech-371	161	11	retention	retention	NOUN
futech-371	161	12	and	and	CCONJ
futech-371	161	13	loyalty	loyalty	NOUN
futech-371	161	14	program	program	NOUN
futech-371	161	15	effectiveness	effectiveness	NOUN
futech-371	161	16	the	the	DET
futech-371	161	17	implementation	implementation	NOUN
futech-371	161	18	of	of	ADP
futech-371	161	19	ai	ai	ADJ
futech-371	161	20	-	-	PUNCT
futech-371	161	21	driven	drive	VERB
futech-371	161	22	loyalty	loyalty	NOUN
futech-371	161	23	strategies	strategy	NOUN
futech-371	161	24	yielded	yield	VERB
futech-371	161	25	significant	significant	ADJ
futech-371	161	26	improvements	improvement	NOUN
futech-371	161	27	in	in	ADP
futech-371	161	28	key	key	ADJ
futech-371	161	29	customer	customer	NOUN
futech-371	161	30	retention	retention	NOUN
futech-371	161	31	metrics	metric	NOUN
futech-371	161	32	across	across	ADP
futech-371	161	33	all	all	DET
futech-371	161	34	hotel	hotel	NOUN
futech-371	161	35	brands	brand	NOUN
futech-371	161	36	participating	participate	VERB
futech-371	161	37	in	in	ADP
futech-371	161	38	the	the	DET
futech-371	161	39	study	study	NOUN
futech-371	161	40	.	.	PUNCT
futech-371	162	1	figure	figure	NOUN
futech-371	162	2	5	5	NUM
futech-371	162	3	presents	present	VERB
futech-371	162	4	the	the	DET
futech-371	162	5	changes	change	NOUN
futech-371	162	6	in	in	ADP
futech-371	162	7	retention	retention	NOUN
futech-371	162	8	rates	rate	NOUN
futech-371	162	9	across	across	ADP
futech-371	162	10	different	different	ADJ
futech-371	162	11	customer	customer	NOUN
futech-371	162	12	segments	segment	NOUN
futech-371	162	13	following	follow	VERB
futech-371	162	14	the	the	DET
futech-371	162	15	implementation	implementation	NOUN
futech-371	162	16	of	of	ADP
futech-371	162	17	ai	ai	ADJ
futech-371	162	18	-	-	PUNCT
futech-371	162	19	driven	drive	VERB
futech-371	162	20	loyalty	loyalty	NOUN
futech-371	162	21	initiatives	initiative	NOUN
futech-371	162	22	.	.	PUNCT
futech-371	163	1	figure	figure	NOUN
futech-371	163	2	5	5	NUM
futech-371	163	3	.	.	PUNCT
futech-371	164	1	changes	change	NOUN
futech-371	164	2	in	in	ADP
futech-371	164	3	retention	retention	NOUN
futech-371	164	4	rates	rate	NOUN
futech-371	164	5	by	by	ADP
futech-371	164	6	customer	customer	NOUN
futech-371	164	7	segment	segment	NOUN
futech-371	164	8	as	as	SCONJ
futech-371	164	9	depicted	depict	VERB
futech-371	164	10	in	in	ADP
futech-371	164	11	figure	figure	NOUN
futech-371	164	12	5	5	NUM
futech-371	164	13	,	,	PUNCT
futech-371	164	14	all	all	DET
futech-371	164	15	customer	customer	NOUN
futech-371	164	16	segments	segment	NOUN
futech-371	164	17	showed	show	VERB
futech-371	164	18	improvements	improvement	NOUN
futech-371	164	19	in	in	ADP
futech-371	164	20	retention	retention	NOUN
futech-371	164	21	rates	rate	NOUN
futech-371	164	22	,	,	PUNCT
futech-371	164	23	with	with	ADP
futech-371	164	24	the	the	DET
futech-371	164	25	most	most	ADV
futech-371	164	26	substantial	substantial	ADJ
futech-371	164	27	gains	gain	NOUN
futech-371	164	28	observed	observe	VERB
futech-371	164	29	in	in	ADP
futech-371	164	30	the	the	DET
futech-371	164	31	"	"	PUNCT
futech-371	164	32	value	value	NOUN
futech-371	164	33	seekers	seeker	NOUN
futech-371	164	34	"	"	PUNCT
futech-371	164	35	segment	segment	NOUN
futech-371	164	36	(	(	PUNCT
futech-371	164	37	+18.7	+18.7	NOUN
futech-371	164	38	%	%	NOUN
futech-371	164	39	)	)	PUNCT
futech-371	164	40	and	and	CCONJ
futech-371	164	41	"	"	PUNCT
futech-371	164	42	occasional	occasional	ADJ
futech-371	164	43	travelers	traveler	NOUN
futech-371	164	44	"	"	PUNCT
futech-371	164	45	segment	segment	NOUN
futech-371	164	46	(	(	PUNCT
futech-371	164	47	+14.2	+14.2	NOUN
futech-371	164	48	%	%	NOUN
futech-371	164	49	)	)	PUNCT
futech-371	164	50	.	.	PUNCT
futech-371	165	1	even	even	ADV
futech-371	165	2	the	the	DET
futech-371	165	3	traditionally	traditionally	ADV
futech-371	165	4	challenging	challenging	ADJ
futech-371	165	5	"	"	PUNCT
futech-371	165	6	premium	premium	ADJ
futech-371	165	7	passive	passive	ADJ
futech-371	165	8	"	"	PUNCT
futech-371	165	9	segment	segment	NOUN
futech-371	165	10	showed	show	VERB
futech-371	165	11	a	a	DET
futech-371	165	12	modest	modest	ADJ
futech-371	165	13	improvement	improvement	NOUN
futech-371	165	14	of	of	ADP
futech-371	165	15	7.3	7.3	NUM
futech-371	165	16	%	%	NOUN
futech-371	165	17	,	,	PUNCT
futech-371	165	18	indicating	indicate	VERB
futech-371	165	19	that	that	SCONJ
futech-371	165	20	the	the	DET
futech-371	165	21	ai	ai	ADJ
futech-371	165	22	-	-	PUNCT
futech-371	165	23	driven	drive	VERB
futech-371	165	24	approach	approach	NOUN
futech-371	165	25	successfully	successfully	ADV
futech-371	165	26	engaged	engage	VERB
futech-371	165	27	these	these	DET
futech-371	165	28	previously	previously	ADV
futech-371	165	29	disengaged	disengage	VERB
futech-371	165	30	high	high	ADJ
futech-371	165	31	-	-	PUNCT
futech-371	165	32	value	value	NOUN
futech-371	165	33	customers	customer	NOUN
futech-371	165	34	.	.	PUNCT
futech-371	166	1	the	the	DET
futech-371	166	2	"	"	PUNCT
futech-371	166	3	business	business	NOUN
futech-371	166	4	travelers	traveler	NOUN
futech-371	166	5	"	"	PUNCT
futech-371	166	6	segment	segment	NOUN
futech-371	166	7	demonstrated	demonstrate	VERB
futech-371	166	8	a	a	DET
futech-371	166	9	12.5	12.5	NUM
futech-371	166	10	%	%	NOUN
futech-371	166	11	increase	increase	NOUN
futech-371	166	12	in	in	ADP
futech-371	166	13	retention	retention	NOUN
futech-371	166	14	,	,	PUNCT
futech-371	166	15	largely	largely	ADV
futech-371	166	16	attributed	attribute	VERB
futech-371	166	17	to	to	ADP
futech-371	166	18	enhanced	enhanced	ADJ
futech-371	166	19	recognition	recognition	NOUN
futech-371	166	20	and	and	CCONJ
futech-371	166	21	streamlined	streamlined	ADJ
futech-371	166	22	booking	booking	NOUN
futech-371	166	23	experiences	experience	NOUN
futech-371	166	24	tailored	tailor	VERB
futech-371	166	25	to	to	ADP
futech-371	166	26	their	their	PRON
futech-371	166	27	preferences	preference	NOUN
futech-371	166	28	.	.	PUNCT
futech-371	167	1	beyond	beyond	ADP
futech-371	167	2	simple	simple	ADJ
futech-371	167	3	retention	retention	NOUN
futech-371	167	4	metrics	metric	NOUN
futech-371	167	5	,	,	PUNCT
futech-371	167	6	the	the	DET
futech-371	167	7	analysis	analysis	NOUN
futech-371	167	8	examined	examine	VERB
futech-371	167	9	the	the	DET
futech-371	167	10	depth	depth	NOUN
futech-371	167	11	and	and	CCONJ
futech-371	167	12	quality	quality	NOUN
futech-371	167	13	of	of	ADP
futech-371	167	14	customer	customer	NOUN
futech-371	167	15	relationships	relationship	NOUN
futech-371	167	16	through	through	ADP
futech-371	167	17	several	several	ADJ
futech-371	167	18	advanced	advanced	ADJ
futech-371	167	19	metrics	metric	NOUN
futech-371	167	20	.	.	PUNCT
futech-371	168	1	table	table	NOUN
futech-371	168	2	5	5	NUM
futech-371	168	3	presents	present	VERB
futech-371	168	4	the	the	DET
futech-371	168	5	changes	change	NOUN
futech-371	168	6	in	in	ADP
futech-371	168	7	key	key	ADJ
futech-371	168	8	loyalty	loyalty	NOUN
futech-371	168	9	metrics	metric	NOUN
futech-371	168	10	following	follow	VERB
futech-371	168	11	the	the	DET
futech-371	168	12	implementation	implementation	NOUN
futech-371	168	13	of	of	ADP
futech-371	168	14	the	the	DET
futech-371	168	15	aidriven	aidriven	ADJ
futech-371	168	16	approach	approach	NOUN
futech-371	168	17	.	.	PUNCT
futech-371	169	1	table	table	NOUN
futech-371	169	2	5	5	NUM
futech-371	169	3	.	.	PUNCT
futech-371	170	1	changes	change	NOUN
futech-371	170	2	in	in	ADP
futech-371	170	3	loyalty	loyalty	NOUN
futech-371	170	4	program	program	NOUN
futech-371	170	5	performance	performance	NOUN
futech-371	170	6	metrics	metric	NOUN
futech-371	170	7	metric	metric	ADJ
futech-371	170	8	preimplementation	preimplementation	NOUN
futech-371	170	9	postimplementation	postimplementation	NOUN
futech-371	170	10	change	change	NOUN
futech-371	170	11	(	(	PUNCT
futech-371	170	12	%	%	INTJ
futech-371	170	13	)	)	PUNCT
futech-371	170	14	active	active	ADJ
futech-371	170	15	program	program	NOUN
futech-371	170	16	members	member	NOUN
futech-371	170	17	426,850	426,850	NUM
futech-371	170	18	583,270	583,270	NUM
futech-371	171	1	+36.6	+36.6	ADJ
futech-371	171	2	%	%	NOUN
futech-371	171	3	tier	tier	NOUN
futech-371	171	4	progression	progression	NOUN
futech-371	171	5	rate	rate	NOUN
futech-371	171	6	8.4	8.4	NUM
futech-371	171	7	%	%	NOUN
futech-371	171	8	15.7	15.7	NUM
futech-371	171	9	%	%	NOUN
futech-371	171	10	+86.9	+86.9	NUM
futech-371	171	11	%	%	NOUN
futech-371	171	12	point	point	NOUN
futech-371	171	13	redemption	redemption	NOUN
futech-371	171	14	rate	rate	NOUN
futech-371	171	15	62.3	62.3	NUM
futech-371	171	16	%	%	NOUN
futech-371	171	17	78.9	78.9	NUM
futech-371	171	18	%	%	NOUN
futech-371	171	19	+26.6	+26.6	ADJ
futech-371	171	20	%	%	NOUN
futech-371	171	21	program	program	NOUN
futech-371	171	22	engagement	engagement	NOUN
futech-371	171	23	score	score	NOUN
futech-371	172	1	64/100	64/100	NUM
futech-371	172	2	83/100	83/100	NUM
futech-371	173	1	+29.7	+29.7	PROPN
futech-371	173	2	%	%	NOUN
futech-371	173	3	share	share	NOUN
futech-371	173	4	of	of	ADP
futech-371	173	5	wallet	wallet	NOUN
futech-371	173	6	37.2	37.2	NUM
futech-371	173	7	%	%	NOUN
futech-371	173	8	52.8	52.8	NUM
futech-371	173	9	%	%	NOUN
futech-371	173	10	+41.9	+41.9	NOUN
futech-371	173	11	%	%	NOUN
futech-371	173	12	net	net	ADJ
futech-371	173	13	promoter	promoter	NOUN
futech-371	173	14	score	score	NOUN
futech-371	173	15	42	42	NUM
futech-371	173	16	68	68	NUM
futech-371	173	17	+61.9	+61.9	NUM
futech-371	173	18	%	%	NOUN
futech-371	173	19	customer	customer	NOUN
futech-371	173	20	lifetime	lifetime	NOUN
futech-371	173	21	value	value	NOUN
futech-371	173	22	$	$	SYM
futech-371	173	23	4,350	4,350	NUM
futech-371	173	24	$	$	SYM
futech-371	173	25	6,820	6,820	NUM
futech-371	173	26	+56.8	+56.8	NUM
futech-371	173	27	%	%	NOUN
futech-371	173	28	the	the	DET
futech-371	173	29	ai	ai	NOUN
futech-371	173	30	-	-	PUNCT
futech-371	173	31	driven	drive	VERB
futech-371	173	32	approach	approach	NOUN
futech-371	173	33	particularly	particularly	ADV
futech-371	173	34	excelled	excel	VERB
futech-371	173	35	in	in	ADP
futech-371	173	36	increasing	increase	VERB
futech-371	173	37	program	program	NOUN
futech-371	173	38	engagement	engagement	NOUN
futech-371	173	39	metrics	metric	NOUN
futech-371	173	40	,	,	PUNCT
futech-371	173	41	with	with	ADP
futech-371	173	42	the	the	DET
futech-371	173	43	tier	tier	NOUN
futech-371	173	44	progression	progression	NOUN
futech-371	173	45	rate	rate	NOUN
futech-371	173	46	nearly	nearly	ADV
futech-371	173	47	doubling	double	VERB
futech-371	173	48	from	from	ADP
futech-371	173	49	8.4	8.4	NUM
futech-371	173	50	%	%	NOUN
futech-371	173	51	to	to	ADP
futech-371	173	52	15.7	15.7	NUM
futech-371	173	53	%	%	NOUN
futech-371	173	54	.	.	PUNCT
futech-371	174	1	this	this	PRON
futech-371	174	2	indicates	indicate	VERB
futech-371	174	3	that	that	SCONJ
futech-371	174	4	the	the	DET
futech-371	174	5	personalized	personalized	ADJ
futech-371	174	6	nature	nature	NOUN
futech-371	174	7	of	of	ADP
futech-371	174	8	the	the	DET
futech-371	174	9	program	program	NOUN
futech-371	174	10	motivated	motivate	VERB
futech-371	174	11	customers	customer	NOUN
futech-371	174	12	to	to	PART
futech-371	174	13	increase	increase	VERB
futech-371	174	14	their	their	PRON
futech-371	174	15	engagement	engagement	NOUN
futech-371	174	16	and	and	CCONJ
futech-371	174	17	progress	progress	NOUN
futech-371	174	18	to	to	ADP
futech-371	174	19	higher	high	ADJ
futech-371	174	20	membership	membership	NOUN
futech-371	174	21	tiers	tier	NOUN
futech-371	174	22	.	.	PUNCT
futech-371	175	1	the	the	DET
futech-371	175	2	point	point	NOUN
futech-371	175	3	redemption	redemption	NOUN
futech-371	175	4	rate	rate	NOUN
futech-371	175	5	increased	increase	VERB
futech-371	175	6	by	by	ADP
futech-371	175	7	26.6	26.6	NUM
futech-371	175	8	%	%	NOUN
futech-371	175	9	,	,	PUNCT
futech-371	175	10	addressing	address	VERB
futech-371	175	11	the	the	DET
futech-371	175	12	common	common	ADJ
futech-371	175	13	industry	industry	NOUN
futech-371	175	14	challenge	challenge	NOUN
futech-371	175	15	of	of	ADP
futech-371	175	16	point	point	NOUN
futech-371	175	17	liability	liability	NOUN
futech-371	175	18	management	management	NOUN
futech-371	175	19	[	[	X
futech-371	175	20	3	3	NUM
futech-371	175	21	]	]	PUNCT
futech-371	175	22	.	.	PUNCT
futech-371	176	1	the	the	DET
futech-371	176	2	share	share	NOUN
futech-371	176	3	of	of	ADP
futech-371	176	4	wallet	wallet	NOUN
futech-371	176	5	metric	metric	NOUN
futech-371	176	6	showed	show	VERB
futech-371	176	7	a	a	DET
futech-371	176	8	substantial	substantial	ADJ
futech-371	176	9	increase	increase	NOUN
futech-371	176	10	of	of	ADP
futech-371	176	11	41.9	41.9	NUM
futech-371	176	12	%	%	NOUN
futech-371	176	13	,	,	PUNCT
futech-371	176	14	demonstrating	demonstrate	VERB
futech-371	176	15	that	that	SCONJ
futech-371	176	16	the	the	DET
futech-371	176	17	approach	approach	NOUN
futech-371	176	18	not	not	PART
futech-371	176	19	only	only	ADV
futech-371	176	20	retained	retain	VERB
futech-371	176	21	customers	customer	NOUN
futech-371	176	22	but	but	CCONJ
futech-371	176	23	also	also	ADV
futech-371	176	24	captured	capture	VERB
futech-371	176	25	a	a	DET
futech-371	176	26	larger	large	ADJ
futech-371	176	27	portion	portion	NOUN
futech-371	176	28	of	of	ADP
futech-371	176	29	their	their	PRON
futech-371	176	30	hospitality	hospitality	NOUN
futech-371	176	31	spending	spending	NOUN
futech-371	176	32	.	.	PUNCT
futech-371	177	1	the	the	DET
futech-371	177	2	effectiveness	effectiveness	NOUN
futech-371	177	3	of	of	ADP
futech-371	177	4	the	the	DET
futech-371	177	5	aidriven	aidriven	ADJ
futech-371	177	6	loyalty	loyalty	NOUN
futech-371	177	7	program	program	NOUN
futech-371	177	8	was	be	AUX
futech-371	177	9	further	far	ADV
futech-371	177	10	validated	validate	VERB
futech-371	177	11	through	through	ADP
futech-371	177	12	controlled	control	VERB
futech-371	177	13	a	a	DET
futech-371	177	14	/	/	SYM
futech-371	177	15	b	b	NOUN
futech-371	177	16	testing	testing	NOUN
futech-371	177	17	,	,	PUNCT
futech-371	177	18	where	where	SCONJ
futech-371	177	19	a	a	DET
futech-371	177	20	subset	subset	NOUN
futech-371	177	21	of	of	ADP
futech-371	177	22	properties	property	NOUN
futech-371	177	23	continued	continue	VERB
futech-371	177	24	to	to	PART
futech-371	177	25	use	use	VERB
futech-371	177	26	traditional	traditional	ADJ
futech-371	177	27	loyalty	loyalty	NOUN
futech-371	177	28	approaches	approach	NOUN
futech-371	177	29	while	while	SCONJ
futech-371	177	30	matched	match	VERB
futech-371	177	31	properties	property	NOUN
futech-371	177	32	implemented	implement	VERB
futech-371	177	33	the	the	DET
futech-371	177	34	ai	ai	NOUN
futech-371	177	35	-	-	PUNCT
futech-371	177	36	driven	drive	VERB
futech-371	177	37	system	system	NOUN
futech-371	177	38	.	.	PUNCT
futech-371	178	1	these	these	DET
futech-371	178	2	tests	test	NOUN
futech-371	178	3	confirmed	confirm	VERB
futech-371	178	4	that	that	SCONJ
futech-371	178	5	the	the	DET
futech-371	178	6	observed	observed	ADJ
futech-371	178	7	improvements	improvement	NOUN
futech-371	178	8	were	be	AUX
futech-371	178	9	attributable	attributable	ADJ
futech-371	178	10	to	to	ADP
futech-371	178	11	the	the	DET
futech-371	178	12	ai	ai	ADJ
futech-371	178	13	implementation	implementation	NOUN
futech-371	178	14	rather	rather	ADV
futech-371	178	15	than	than	ADP
futech-371	178	16	external	external	ADJ
futech-371	178	17	market	market	NOUN
futech-371	178	18	factors	factor	NOUN
futech-371	178	19	or	or	CCONJ
futech-371	178	20	general	general	ADJ
futech-371	178	21	industry	industry	NOUN
futech-371	178	22	trends	trend	NOUN
futech-371	178	23	.	.	PUNCT
futech-371	179	1	3.4	3.4	NUM
futech-371	179	2	revenue	revenue	NOUN
futech-371	179	3	enhancement	enhancement	NOUN
futech-371	179	4	and	and	CCONJ
futech-371	179	5	business	business	NOUN
futech-371	179	6	impact	impact	NOUN
futech-371	179	7	analysis	analysis	NOUN
futech-371	179	8	the	the	DET
futech-371	179	9	implementation	implementation	NOUN
futech-371	179	10	of	of	ADP
futech-371	179	11	ai	ai	ADJ
futech-371	179	12	-	-	PUNCT
futech-371	179	13	driven	drive	VERB
futech-371	179	14	customer	customer	NOUN
futech-371	179	15	behavior	behavior	NOUN
futech-371	179	16	analysis	analysis	NOUN
futech-371	179	17	and	and	CCONJ
futech-371	179	18	loyalty	loyalty	NOUN
futech-371	179	19	optimization	optimization	NOUN
futech-371	179	20	yielded	yield	VERB
futech-371	179	21	substantial	substantial	ADJ
futech-371	179	22	revenue	revenue	NOUN
futech-371	179	23	enhancements	enhancement	NOUN
futech-371	179	24	across	across	ADP
futech-371	179	25	the	the	DET
futech-371	179	26	participating	participate	VERB
futech-371	179	27	hotel	hotel	NOUN
futech-371	179	28	chains	chain	NOUN
futech-371	179	29	.	.	PUNCT
futech-371	180	1	figure	figure	NOUN
futech-371	180	2	6	6	NUM
futech-371	180	3	illustrates	illustrate	VERB
futech-371	180	4	the	the	DET
futech-371	180	5	revenue	revenue	NOUN
futech-371	180	6	impact	impact	NOUN
futech-371	180	7	across	across	ADP
futech-371	180	8	different	different	ADJ
futech-371	180	9	hotel	hotel	NOUN
futech-371	180	10	categories	category	NOUN
futech-371	180	11	over	over	ADP
futech-371	180	12	the	the	DET
futech-371	180	13	18	18	NUM
futech-371	180	14	-	-	PUNCT
futech-371	180	15	month	month	NOUN
futech-371	180	16	implementation	implementation	NOUN
futech-371	180	17	period	period	NOUN
futech-371	180	18	.	.	PUNCT
futech-371	181	1	figure	figure	NOUN
futech-371	181	2	6	6	NUM
futech-371	181	3	.	.	PUNCT
futech-371	182	1	revenue	revenue	NOUN
futech-371	182	2	impact	impact	NOUN
futech-371	182	3	by	by	ADP
futech-371	182	4	hotel	hotel	NOUN
futech-371	182	5	category	category	NOUN
futech-371	182	6	and	and	CCONJ
futech-371	182	7	revenue	revenue	NOUN
futech-371	182	8	stream	stream	NOUN
futech-371	182	9	as	as	SCONJ
futech-371	182	10	shown	show	VERB
futech-371	182	11	in	in	ADP
futech-371	182	12	figure	figure	NOUN
futech-371	182	13	6	6	NUM
futech-371	182	14	,	,	PUNCT
futech-371	182	15	all	all	DET
futech-371	182	16	hotel	hotel	NOUN
futech-371	182	17	categories	category	NOUN
futech-371	182	18	experienced	experience	VERB
futech-371	182	19	significant	significant	ADJ
futech-371	182	20	revenue	revenue	NOUN
futech-371	182	21	growth	growth	NOUN
futech-371	182	22	,	,	PUNCT
futech-371	182	23	with	with	ADP
futech-371	182	24	luxury	luxury	NOUN
futech-371	182	25	properties	property	NOUN
futech-371	182	26	showing	show	VERB
futech-371	182	27	the	the	DET
futech-371	182	28	highest	high	ADJ
futech-371	182	29	percentage	percentage	NOUN
futech-371	182	30	increase	increase	NOUN
futech-371	182	31	(	(	PUNCT
futech-371	182	32	23.7	23.7	NUM
futech-371	182	33	%	%	NOUN
futech-371	182	34	)	)	PUNCT
futech-371	182	35	,	,	PUNCT
futech-371	182	36	followed	follow	VERB
futech-371	182	37	by	by	ADP
futech-371	182	38	upper	upper	ADJ
futech-371	182	39	upscale	upscale	NOUN
futech-371	182	40	(	(	PUNCT
futech-371	182	41	19.4	19.4	NUM
futech-371	182	42	%	%	NOUN
futech-371	182	43	)	)	PUNCT
futech-371	182	44	,	,	PUNCT
futech-371	182	45	upscale	upscale	NOUN
futech-371	182	46	(	(	PUNCT
futech-371	182	47	16.8	16.8	NUM
futech-371	182	48	%	%	NOUN
futech-371	182	49	)	)	PUNCT
futech-371	182	50	,	,	PUNCT
futech-371	182	51	and	and	CCONJ
futech-371	182	52	midscale	midscale	NOUN
futech-371	182	53	properties	property	NOUN
futech-371	182	54	(	(	PUNCT
futech-371	182	55	14.2	14.2	NUM
futech-371	182	56	%	%	NOUN
futech-371	182	57	)	)	PUNCT
futech-371	182	58	.	.	PUNCT
futech-371	183	1	the	the	DET
futech-371	183	2	analysis	analysis	NOUN
futech-371	183	3	of	of	ADP
futech-371	183	4	revenue	revenue	NOUN
futech-371	183	5	streams	stream	NOUN
futech-371	183	6	revealed	reveal	VERB
futech-371	183	7	that	that	SCONJ
futech-371	183	8	room	room	NOUN
futech-371	183	9	revenue	revenue	NOUN
futech-371	183	10	increased	increase	VERB
futech-371	183	11	by	by	ADP
futech-371	183	12	an	an	DET
futech-371	183	13	average	average	NOUN
futech-371	183	14	of	of	ADP
futech-371	183	15	16.7	16.7	NUM
futech-371	183	16	%	%	NOUN
futech-371	183	17	across	across	ADP
futech-371	183	18	all	all	DET
futech-371	183	19	properties	property	NOUN
futech-371	183	20	,	,	PUNCT
futech-371	183	21	while	while	SCONJ
futech-371	183	22	ancillary	ancillary	ADJ
futech-371	183	23	revenue	revenue	NOUN
futech-371	183	24	streams	stream	NOUN
futech-371	183	25	showed	show	VERB
futech-371	183	26	even	even	ADV
futech-371	183	27	more	more	ADV
futech-371	183	28	substantial	substantial	ADJ
futech-371	183	29	growth	growth	NOUN
futech-371	183	30	:	:	PUNCT
futech-371	183	31	f&b	f&b	PROPN
futech-371	183	32	revenue	revenue	NOUN
futech-371	183	33	increased	increase	VERB
futech-371	183	34	by	by	ADP
futech-371	183	35	22.3	22.3	NUM
futech-371	183	36	%	%	NOUN
futech-371	183	37	,	,	PUNCT
futech-371	183	38	spa	spa	NOUN
futech-371	183	39	services	service	NOUN
futech-371	183	40	by	by	ADP
futech-371	183	41	27.8	27.8	NUM
futech-371	183	42	%	%	NOUN
futech-371	183	43	,	,	PUNCT
futech-371	183	44	and	and	CCONJ
futech-371	183	45	other	other	ADJ
futech-371	183	46	ancillary	ancillary	ADJ
futech-371	183	47	services	service	NOUN
futech-371	183	48	by	by	ADP
futech-371	183	49	19.6	19.6	NUM
futech-371	183	50	%	%	NOUN
futech-371	183	51	.	.	PUNCT
futech-371	184	1	this	this	DET
futech-371	184	2	pattern	pattern	NOUN
futech-371	184	3	aligns	align	VERB
futech-371	184	4	with	with	ADP
futech-371	184	5	the	the	DET
futech-371	184	6	ai	ai	NOUN
futech-371	184	7	system	system	NOUN
futech-371	184	8	's	's	PART
futech-371	184	9	ability	ability	NOUN
futech-371	184	10	to	to	PART
futech-371	184	11	identify	identify	VERB
futech-371	184	12	and	and	CCONJ
futech-371	184	13	promote	promote	VERB
futech-371	184	14	crossselling	crossselle	VERB
futech-371	184	15	opportunities	opportunity	NOUN
futech-371	184	16	based	base	VERB
futech-371	184	17	on	on	ADP
futech-371	184	18	predicted	predict	VERB
futech-371	184	19	customer	customer	NOUN
futech-371	184	20	preferences	preference	NOUN
futech-371	184	21	.	.	PUNCT
futech-371	185	1	the	the	DET
futech-371	185	2	economic	economic	ADJ
futech-371	185	3	impact	impact	NOUN
futech-371	185	4	extended	extend	VERB
futech-371	185	5	beyond	beyond	ADP
futech-371	185	6	direct	direct	ADJ
futech-371	185	7	revenue	revenue	NOUN
futech-371	185	8	increases	increase	NOUN
futech-371	185	9	to	to	PART
futech-371	185	10	include	include	VERB
futech-371	185	11	operational	operational	ADJ
futech-371	185	12	efficiencies	efficiency	NOUN
futech-371	185	13	and	and	CCONJ
futech-371	185	14	cost	cost	NOUN
futech-371	185	15	optimizations	optimization	NOUN
futech-371	185	16	.	.	PUNCT
futech-371	186	1	table	table	NOUN
futech-371	186	2	6	6	NUM
futech-371	186	3	presents	present	VERB
futech-371	186	4	a	a	DET
futech-371	186	5	comprehensive	comprehensive	ADJ
futech-371	186	6	analysis	analysis	NOUN
futech-371	186	7	of	of	ADP
futech-371	186	8	the	the	DET
futech-371	186	9	business	business	NOUN
futech-371	186	10	impact	impact	NOUN
futech-371	186	11	across	across	ADP
futech-371	186	12	various	various	ADJ
futech-371	186	13	financial	financial	ADJ
futech-371	186	14	metrics	metric	NOUN
futech-371	186	15	.	.	PUNCT
futech-371	187	1	d.	d.	PROPN
futech-371	187	2	wu	wu	PROPN
futech-371	187	3	&	&	CCONJ
futech-371	187	4	q.	q.	PROPN
futech-371	187	5	ma	ma	PROPN
futech-371	187	6	/future	/future	PROPN
futech-371	187	7	technology	technology	PROPN
futech-371	187	8	august	august	PROPN
futech-371	187	9	2025|	2025|	NUM
futech-371	187	10	volume	volume	NOUN
futech-371	187	11	04	04	NUM
futech-371	188	1	|	|	NOUN
futech-371	188	2	issue	issue	NOUN
futech-371	188	3	03	03	NUM
futech-371	189	1	|	|	ADV
futech-371	189	2	pages	page	VERB
futech-371	189	3	97	97	NUM
futech-371	189	4	-	-	SYM
futech-371	189	5	106	106	NUM
futech-371	189	6	103	103	NUM
futech-371	189	7	table	table	NOUN
futech-371	189	8	6	6	NUM
futech-371	189	9	business	business	NOUN
futech-371	189	10	impact	impact	NOUN
futech-371	189	11	analysis	analysis	NOUN
futech-371	189	12	(	(	PUNCT
futech-371	189	13	18	18	NUM
futech-371	189	14	-	-	PUNCT
futech-371	189	15	month	month	NOUN
futech-371	189	16	period	period	NOUN
futech-371	189	17	)	)	PUNCT
futech-371	189	18	metric	metric	ADJ
futech-371	189	19	absolute	absolute	ADJ
futech-371	189	20	change	change	NOUN
futech-371	189	21	percentage	percentage	NOUN
futech-371	189	22	change	change	NOUN
futech-371	189	23	total	total	ADJ
futech-371	189	24	revenue	revenue	NOUN
futech-371	189	25	+	+	ADP
futech-371	189	26	$	$	SYM
futech-371	189	27	143.5	143.5	NUM
futech-371	189	28	m	m	NOUN
futech-371	189	29	+18.7	+18.7	NOUN
futech-371	189	30	%	%	NOUN
futech-371	189	31	revpar	revpar	NOUN
futech-371	189	32	+	+	ADP
futech-371	189	33	$	$	SYM
futech-371	189	34	24.30	24.30	NUM
futech-371	189	35	+15.9	+15.9	NUM
futech-371	189	36	%	%	NOUN
futech-371	189	37	adr	adr	PROPN
futech-371	190	1	+	+	PROPN
futech-371	190	2	$	$	SYM
futech-371	190	3	18.70	18.70	NUM
futech-371	190	4	+8.3	+8.3	ADJ
futech-371	190	5	%	%	NOUN
futech-371	190	6	occupancy	occupancy	NOUN
futech-371	190	7	rate	rate	NOUN
futech-371	190	8	+7.2	+7.2	PROPN
futech-371	190	9	points	point	NOUN
futech-371	190	10	+9.3	+9.3	NOUN
futech-371	190	11	%	%	NOUN
futech-371	190	12	marketing	marketing	NOUN
futech-371	190	13	roi	roi	NOUN
futech-371	190	14	+2.3x	+2.3x	NOUN
futech-371	191	1	+115.0	+115.0	X
futech-371	191	2	%	%	NOUN
futech-371	191	3	direct	direct	ADJ
futech-371	191	4	booking	booking	NOUN
futech-371	191	5	ratio	ratio	NOUN
futech-371	191	6	+14.6	+14.6	PROPN
futech-371	191	7	points	point	NOUN
futech-371	191	8	+37.8	+37.8	NOUN
futech-371	191	9	%	%	NOUN
futech-371	191	10	ota	ota	PROPN
futech-371	191	11	commission	commission	NOUN
futech-371	191	12	costs	cost	VERB
futech-371	191	13	-$5.2	-$5.2	VERB
futech-371	191	14	m	m	NOUN
futech-371	191	15	-13.7	-13.7	ADJ
futech-371	191	16	%	%	NOUN
futech-371	191	17	customer	customer	NOUN
futech-371	191	18	acquisition	acquisition	NOUN
futech-371	191	19	cost	cost	NOUN
futech-371	191	20	-$14.30	-$14.30	PUNCT
futech-371	191	21	-22.5	-22.5	ADJ
futech-371	191	22	%	%	NOUN
futech-371	191	23	loyalty	loyalty	NOUN
futech-371	191	24	program	program	NOUN
futech-371	191	25	admin	admin	NOUN
futech-371	191	26	costs	cost	NOUN
futech-371	191	27	-$1.8	-$1.8	PUNCT
futech-371	191	28	m	m	VERB
futech-371	191	29	-11.4	-11.4	ADJ
futech-371	191	30	%	%	NOUN
futech-371	191	31	total	total	ADJ
futech-371	191	32	profit	profit	NOUN
futech-371	191	33	contribution	contribution	NOUN
futech-371	191	34	+	+	CCONJ
futech-371	191	35	$	$	SYM
futech-371	191	36	78.6	78.6	NUM
futech-371	191	37	m	m	VERB
futech-371	192	1	+23.4	+23.4	NOUN
futech-371	193	1	%	%	NOUN
futech-371	194	1	the	the	DET
futech-371	194	2	business	business	NOUN
futech-371	194	3	impact	impact	NOUN
futech-371	194	4	analysis	analysis	NOUN
futech-371	194	5	revealed	reveal	VERB
futech-371	194	6	several	several	ADJ
futech-371	194	7	important	important	ADJ
futech-371	194	8	patterns	pattern	NOUN
futech-371	194	9	.	.	PUNCT
futech-371	195	1	the	the	DET
futech-371	195	2	increase	increase	NOUN
futech-371	195	3	in	in	ADP
futech-371	195	4	average	average	ADJ
futech-371	195	5	daily	daily	ADJ
futech-371	195	6	rate	rate	NOUN
futech-371	195	7	(	(	PUNCT
futech-371	195	8	adr	adr	PROPN
futech-371	195	9	)	)	PUNCT
futech-371	195	10	of	of	ADP
futech-371	195	11	8.3	8.3	NUM
futech-371	195	12	%	%	NOUN
futech-371	195	13	alongside	alongside	ADP
futech-371	195	14	a	a	DET
futech-371	195	15	9.3	9.3	NUM
futech-371	195	16	%	%	NOUN
futech-371	195	17	increase	increase	NOUN
futech-371	195	18	in	in	ADP
futech-371	195	19	occupancy	occupancy	NOUN
futech-371	195	20	demonstrates	demonstrate	VERB
futech-371	195	21	that	that	SCONJ
futech-371	195	22	the	the	DET
futech-371	195	23	ai	ai	ADJ
futech-371	195	24	-	-	PUNCT
futech-371	195	25	driven	drive	VERB
futech-371	195	26	approach	approach	NOUN
futech-371	195	27	effectively	effectively	ADV
futech-371	195	28	balanced	balance	VERB
futech-371	195	29	pricing	pricing	NOUN
futech-371	195	30	and	and	CCONJ
futech-371	195	31	demand	demand	NOUN
futech-371	195	32	.	.	PUNCT
futech-371	196	1	the	the	DET
futech-371	196	2	substantial	substantial	ADJ
futech-371	196	3	increase	increase	NOUN
futech-371	196	4	in	in	ADP
futech-371	196	5	marketing	marketing	NOUN
futech-371	196	6	roi	roi	NOUN
futech-371	196	7	(	(	PUNCT
futech-371	196	8	+115.0	+115.0	NUM
futech-371	196	9	%	%	NOUN
futech-371	196	10	)	)	PUNCT
futech-371	196	11	reflects	reflect	VERB
futech-371	196	12	the	the	DET
futech-371	196	13	enhanced	enhanced	ADJ
futech-371	196	14	targeting	targeting	NOUN
futech-371	196	15	precision	precision	NOUN
futech-371	196	16	enabled	enable	VERB
futech-371	196	17	by	by	ADP
futech-371	196	18	ai	ai	ADJ
futech-371	196	19	-	-	PUNCT
futech-371	196	20	driven	drive	VERB
futech-371	196	21	customer	customer	NOUN
futech-371	196	22	segmentation	segmentation	NOUN
futech-371	196	23	.	.	PUNCT
futech-371	197	1	the	the	DET
futech-371	197	2	significant	significant	ADJ
futech-371	197	3	increase	increase	NOUN
futech-371	197	4	in	in	ADP
futech-371	197	5	direct	direct	ADJ
futech-371	197	6	booking	booking	NOUN
futech-371	197	7	ratio	ratio	NOUN
futech-371	197	8	(	(	PUNCT
futech-371	197	9	+37.8	+37.8	NOUN
futech-371	197	10	%	%	NOUN
futech-371	197	11	)	)	PUNCT
futech-371	197	12	and	and	CCONJ
futech-371	197	13	corresponding	corresponding	ADJ
futech-371	197	14	decrease	decrease	NOUN
futech-371	197	15	in	in	ADP
futech-371	197	16	ota	ota	PROPN
futech-371	197	17	commission	commission	NOUN
futech-371	197	18	costs	cost	NOUN
futech-371	197	19	(	(	PUNCT
futech-371	197	20	13.7	13.7	NUM
futech-371	197	21	%	%	NOUN
futech-371	197	22	)	)	PUNCT
futech-371	197	23	highlight	highlight	VERB
futech-371	197	24	the	the	DET
futech-371	197	25	effectiveness	effectiveness	NOUN
futech-371	197	26	of	of	ADP
futech-371	197	27	the	the	DET
futech-371	197	28	loyalty	loyalty	NOUN
futech-371	197	29	program	program	NOUN
futech-371	197	30	in	in	ADP
futech-371	197	31	driving	drive	VERB
futech-371	197	32	direct	direct	ADJ
futech-371	197	33	channel	channel	NOUN
futech-371	197	34	bookings	booking	NOUN
futech-371	197	35	,	,	PUNCT
futech-371	197	36	addressing	address	VERB
futech-371	197	37	a	a	DET
futech-371	197	38	key	key	ADJ
futech-371	197	39	industry	industry	NOUN
futech-371	197	40	challenge	challenge	NOUN
futech-371	197	41	identified	identify	VERB
futech-371	197	42	by	by	ADP
futech-371	197	43	gatera	gatera	NOUN
futech-371	198	1	[	[	X
futech-371	198	2	12	12	NUM
futech-371	198	3	]	]	PUNCT
futech-371	198	4	.	.	PUNCT
futech-371	199	1	the	the	DET
futech-371	199	2	implemented	implement	VERB
futech-371	199	3	ai	ai	PROPN
futech-371	199	4	systems	system	NOUN
futech-371	199	5	showed	show	VERB
futech-371	199	6	positive	positive	ADJ
futech-371	199	7	roi	roi	NOUN
futech-371	199	8	across	across	ADP
futech-371	199	9	all	all	DET
futech-371	199	10	properties	property	NOUN
futech-371	199	11	,	,	PUNCT
futech-371	199	12	averaging	average	VERB
futech-371	199	13	7.4	7.4	NUM
futech-371	199	14	months	month	NOUN
futech-371	199	15	to	to	PART
futech-371	199	16	recoup	recoup	VERB
futech-371	199	17	the	the	DET
futech-371	199	18	costs	cost	NOUN
futech-371	199	19	.	.	PUNCT
futech-371	200	1	luxury	luxury	NOUN
futech-371	200	2	properties	property	NOUN
futech-371	200	3	reached	reach	VERB
futech-371	200	4	breakeven	breakeven	NOUN
futech-371	200	5	the	the	DET
futech-371	200	6	fastest	fast	ADJ
futech-371	200	7	,	,	PUNCT
futech-371	200	8	at	at	ADP
futech-371	200	9	5.8	5.8	NUM
futech-371	200	10	months	month	NOUN
futech-371	200	11	,	,	PUNCT
futech-371	200	12	while	while	SCONJ
futech-371	200	13	midscale	midscale	NOUN
futech-371	200	14	properties	property	NOUN
futech-371	200	15	came	come	VERB
futech-371	200	16	in	in	ADV
futech-371	200	17	last	last	ADJ
futech-371	200	18	at	at	ADP
futech-371	200	19	9.3	9.3	NUM
futech-371	200	20	months	month	NOUN
futech-371	200	21	.	.	PUNCT
futech-371	201	1	over	over	ADP
futech-371	201	2	a	a	DET
futech-371	201	3	five	five	NUM
futech-371	201	4	-	-	PUNCT
futech-371	201	5	year	year	NOUN
futech-371	201	6	period	period	NOUN
futech-371	201	7	with	with	ADP
futech-371	201	8	a	a	DET
futech-371	201	9	10	10	NUM
futech-371	201	10	%	%	NOUN
futech-371	201	11	discount	discount	NOUN
futech-371	201	12	rate	rate	NOUN
futech-371	201	13	,	,	PUNCT
futech-371	201	14	the	the	DET
futech-371	201	15	implementation	implementation	NOUN
futech-371	201	16	’s	’s	PART
futech-371	201	17	npv	npv	NOUN
futech-371	201	18	was	be	AUX
futech-371	201	19	positive	positive	ADJ
futech-371	201	20	across	across	ADP
futech-371	201	21	all	all	DET
futech-371	201	22	categories	category	NOUN
futech-371	201	23	with	with	ADP
futech-371	201	24	an	an	DET
futech-371	201	25	average	average	ADJ
futech-371	201	26	npv	npv	NOUN
futech-371	201	27	/	/	SYM
futech-371	201	28	investment	investment	NOUN
futech-371	201	29	ratio	ratio	NOUN
futech-371	201	30	of	of	ADP
futech-371	201	31	4.3:1	4.3:1	NUM
futech-371	201	32	.	.	PUNCT
futech-371	202	1	sustained	sustained	ADJ
futech-371	202	2	enhancement	enhancement	NOUN
futech-371	202	3	of	of	ADP
futech-371	202	4	revenue	revenue	NOUN
futech-371	202	5	demonstrates	demonstrate	VERB
futech-371	202	6	that	that	SCONJ
futech-371	202	7	improvement	improvement	NOUN
futech-371	202	8	rates	rate	NOUN
futech-371	202	9	have	have	AUX
futech-371	202	10	not	not	PART
futech-371	202	11	plateaued	plateaue	VERB
futech-371	202	12	,	,	PUNCT
futech-371	202	13	suggesting	suggest	VERB
futech-371	202	14	that	that	SCONJ
futech-371	202	15	the	the	DET
futech-371	202	16	ai	ai	PROPN
futech-371	202	17	system	system	NOUN
futech-371	202	18	's	's	PART
futech-371	202	19	adaptive	adaptive	ADJ
futech-371	202	20	learning	learning	NOUN
futech-371	202	21	capabilities	capability	NOUN
futech-371	202	22	refined	refine	VERB
futech-371	202	23	loyalty	loyalty	NOUN
futech-371	202	24	programmes	programme	NOUN
futech-371	202	25	in	in	ADP
futech-371	202	26	response	response	NOUN
futech-371	202	27	to	to	ADP
futech-371	202	28	shifting	shift	VERB
futech-371	202	29	customer	customer	NOUN
futech-371	202	30	behaviours	behaviour	NOUN
futech-371	202	31	and	and	CCONJ
futech-371	202	32	market	market	NOUN
futech-371	202	33	dynamics	dynamic	NOUN
futech-371	202	34	.	.	PUNCT
futech-371	203	1	4	4	X
futech-371	203	2	.	.	X
futech-371	203	3	discussion	discussion	NOUN
futech-371	203	4	4.1	4.1	NUM
futech-371	203	5	theoretical	theoretical	ADJ
futech-371	203	6	implications	implication	NOUN
futech-371	203	7	for	for	ADP
futech-371	203	8	hospitality	hospitality	NOUN
futech-371	203	9	management	management	NOUN
futech-371	203	10	this	this	DET
futech-371	203	11	study	study	NOUN
futech-371	203	12	advances	advance	VERB
futech-371	203	13	theoretical	theoretical	ADJ
futech-371	203	14	understanding	understanding	NOUN
futech-371	203	15	of	of	ADP
futech-371	203	16	customer	customer	NOUN
futech-371	203	17	behavior	behavior	NOUN
futech-371	203	18	and	and	CCONJ
futech-371	203	19	loyalty	loyalty	NOUN
futech-371	203	20	program	program	NOUN
futech-371	203	21	optimization	optimization	NOUN
futech-371	203	22	across	across	ADP
futech-371	203	23	multiple	multiple	ADJ
futech-371	203	24	dimensions	dimension	NOUN
futech-371	203	25	,	,	PUNCT
futech-371	203	26	challenging	challenge	VERB
futech-371	203	27	traditional	traditional	ADJ
futech-371	203	28	demographic	demographic	ADJ
futech-371	203	29	-	-	PUNCT
futech-371	203	30	based	base	VERB
futech-371	203	31	segmentation	segmentation	NOUN
futech-371	203	32	paradigms	paradigm	VERB
futech-371	203	33	.	.	PUNCT
futech-371	204	1	to	to	PART
futech-371	204	2	begin	begin	VERB
futech-371	204	3	with	with	ADP
futech-371	204	4	,	,	PUNCT
futech-371	204	5	this	this	DET
futech-371	204	6	study	study	NOUN
futech-371	204	7	overturns	overturn	VERB
futech-371	204	8	the	the	DET
futech-371	204	9	segmentation	segmentation	NOUN
futech-371	204	10	paradigm	paradigm	NOUN
futech-371	204	11	based	base	VERB
futech-371	204	12	on	on	ADP
futech-371	204	13	demographic	demographic	ADJ
futech-371	204	14	data	datum	NOUN
futech-371	204	15	in	in	ADP
futech-371	204	16	the	the	DET
futech-371	204	17	hospitality	hospitality	NOUN
futech-371	204	18	industry	industry	NOUN
futech-371	204	19	and	and	CCONJ
futech-371	204	20	the	the	DET
futech-371	204	21	alghamdi	alghamdi	NOUN
futech-371	205	1	[	[	X
futech-371	205	2	8	8	NUM
futech-371	205	3	]	]	PUNCT
futech-371	205	4	study	study	NOUN
futech-371	205	5	.	.	PUNCT
futech-371	206	1	we	we	PRON
futech-371	206	2	support	support	VERB
futech-371	206	3	alghamdi	alghamdi	NOUN
futech-371	206	4	's	's	PART
futech-371	206	5	[	[	NOUN
futech-371	206	6	8	8	NUM
futech-371	206	7	]	]	PUNCT
futech-371	206	8	hypothesis	hypothesis	NOUN
futech-371	206	9	that	that	SCONJ
futech-371	206	10	dynamic	dynamic	ADJ
futech-371	206	11	behavioral	behavioral	ADJ
futech-371	206	12	clustering	clustering	NOUN
futech-371	206	13	outperforms	outperform	NOUN
futech-371	206	14	static	static	ADJ
futech-371	206	15	demographic	demographic	ADJ
futech-371	206	16	profiling	profiling	NOUN
futech-371	206	17	,	,	PUNCT
futech-371	206	18	emphasising	emphasise	VERB
futech-371	206	19	the	the	DET
futech-371	206	20	success	success	NOUN
futech-371	206	21	of	of	ADP
futech-371	206	22	behavior	behavior	NOUN
futech-371	206	23	pattern	pattern	NOUN
futech-371	206	24	recognition	recognition	NOUN
futech-371	206	25	through	through	ADP
futech-371	206	26	machine	machine	NOUN
futech-371	206	27	learning	learning	NOUN
futech-371	206	28	.	.	PUNCT
futech-371	207	1	the	the	DET
futech-371	207	2	theory	theory	NOUN
futech-371	207	3	developed	develop	VERB
futech-371	207	4	here	here	ADV
futech-371	207	5	formulates	formulate	VERB
futech-371	207	6	a	a	DET
futech-371	207	7	new	new	ADJ
futech-371	207	8	conceptual	conceptual	ADJ
futech-371	207	9	model	model	NOUN
futech-371	207	10	which	which	PRON
futech-371	207	11	integrates	integrate	VERB
futech-371	207	12	continuous	continuous	ADJ
futech-371	207	13	behavioral	behavioral	ADJ
futech-371	207	14	tracking	tracking	NOUN
futech-371	207	15	with	with	ADP
futech-371	207	16	responsive	responsive	ADJ
futech-371	207	17	adjustment	adjustment	NOUN
futech-371	207	18	systems	system	NOUN
futech-371	207	19	.	.	PUNCT
futech-371	208	1	this	this	DET
futech-371	208	2	model	model	NOUN
futech-371	208	3	approach	approach	NOUN
futech-371	208	4	represents	represent	VERB
futech-371	208	5	an	an	DET
futech-371	208	6	advancement	advancement	NOUN
futech-371	208	7	from	from	ADP
futech-371	208	8	episodic	episodic	ADJ
futech-371	208	9	engagement	engagement	NOUN
futech-371	208	10	frameworks	framework	NOUN
futech-371	208	11	that	that	PRON
futech-371	208	12	are	be	AUX
futech-371	208	13	far	far	ADV
futech-371	208	14	too	too	ADV
futech-371	208	15	prevalent	prevalent	ADJ
futech-371	208	16	in	in	ADP
futech-371	208	17	the	the	DET
futech-371	208	18	literature	literature	NOUN
futech-371	208	19	.	.	PUNCT
futech-371	209	1	this	this	DET
futech-371	209	2	research	research	NOUN
futech-371	209	3	also	also	ADV
futech-371	209	4	adds	add	VERB
futech-371	209	5	to	to	ADP
futech-371	209	6	customer	customer	NOUN
futech-371	209	7	loyalty	loyalty	NOUN
futech-371	209	8	development	development	NOUN
futech-371	209	9	frameworks	framework	NOUN
futech-371	209	10	in	in	ADP
futech-371	209	11	the	the	DET
futech-371	209	12	hospitality	hospitality	NOUN
futech-371	209	13	industry	industry	NOUN
futech-371	209	14	.	.	PUNCT
futech-371	210	1	the	the	DET
futech-371	210	2	alghamdi	alghamdi	NOUN
futech-371	210	3	study	study	NOUN
futech-371	210	4	supports	support	VERB
futech-371	210	5	conventional	conventional	ADJ
futech-371	210	6	loyalty	loyalty	NOUN
futech-371	210	7	frameworks	framework	NOUN
futech-371	210	8	that	that	PRON
futech-371	210	9	emphasise	emphasise	VERB
futech-371	210	10	relational	relational	ADJ
futech-371	210	11	exchange	exchange	NOUN
futech-371	210	12	,	,	PUNCT
futech-371	210	13	arguing	argue	VERB
futech-371	210	14	that	that	SCONJ
futech-371	210	15	context	context	NOUN
futech-371	210	16	relevance	relevance	NOUN
futech-371	210	17	,	,	PUNCT
futech-371	210	18	married	marry	VERB
futech-371	210	19	with	with	ADP
futech-371	210	20	personal	personal	ADJ
futech-371	210	21	recognition	recognition	NOUN
futech-371	210	22	,	,	PUNCT
futech-371	210	23	strengthens	strengthen	VERB
futech-371	210	24	authentic	authentic	ADJ
futech-371	210	25	brand	brand	NOUN
futech-371	210	26	allegiance	allegiance	NOUN
futech-371	210	27	far	far	ADV
futech-371	210	28	beyond	beyond	ADP
futech-371	210	29	the	the	DET
futech-371	210	30	transactional	transactional	ADJ
futech-371	210	31	bounds	bound	NOUN
futech-371	210	32	of	of	ADP
futech-371	210	33	previous	previous	ADJ
futech-371	210	34	models	model	NOUN
futech-371	210	35	[	[	X
futech-371	210	36	1	1	NUM
futech-371	210	37	]	]	PUNCT
futech-371	210	38	.	.	PUNCT
futech-371	211	1	singh	singh	PROPN
futech-371	211	2	and	and	CCONJ
futech-371	211	3	singh	singh	PROPN
futech-371	211	4	[	[	X
futech-371	211	5	4	4	X
futech-371	211	6	]	]	PUNCT
futech-371	211	7	emphasized	emphasize	VERB
futech-371	211	8	emotionally	emotionally	ADV
futech-371	211	9	driven	drive	VERB
futech-371	211	10	devotion	devotion	NOUN
futech-371	211	11	as	as	ADP
futech-371	211	12	the	the	DET
futech-371	211	13	core	core	NOUN
futech-371	211	14	driver	driver	NOUN
futech-371	211	15	behind	behind	ADP
futech-371	211	16	retention	retention	NOUN
futech-371	211	17	and	and	CCONJ
futech-371	211	18	advocacy	advocacy	NOUN
futech-371	211	19	.	.	PUNCT
futech-371	212	1	this	this	DET
futech-371	212	2	study	study	NOUN
futech-371	212	3	proposes	propose	VERB
futech-371	212	4	a	a	DET
futech-371	212	5	theoretical	theoretical	ADJ
futech-371	212	6	change	change	NOUN
futech-371	212	7	where	where	SCONJ
futech-371	212	8	loyalty	loyalty	NOUN
futech-371	212	9	is	be	AUX
futech-371	212	10	regarded	regard	VERB
futech-371	212	11	as	as	ADP
futech-371	212	12	a	a	DET
futech-371	212	13	multidimensional	multidimensional	ADJ
futech-371	212	14	,	,	PUNCT
futech-371	212	15	dynamic	dynamic	ADJ
futech-371	212	16	,	,	PUNCT
futech-371	212	17	and	and	CCONJ
futech-371	212	18	fluid	fluid	ADJ
futech-371	212	19	construct	construct	NOUN
futech-371	212	20	that	that	PRON
futech-371	212	21	requires	require	VERB
futech-371	212	22	constant	constant	ADJ
futech-371	212	23	recalibration	recalibration	NOUN
futech-371	212	24	of	of	ADP
futech-371	212	25	engagement	engagement	NOUN
futech-371	212	26	frameworks	framework	NOUN
futech-371	212	27	and	and	CCONJ
futech-371	212	28	strategies	strategy	NOUN
futech-371	212	29	tailored	tailor	VERB
futech-371	212	30	to	to	PART
futech-371	212	31	constantly	constantly	ADV
futech-371	212	32	shifting	shift	VERB
futech-371	212	33	customer	customer	NOUN
futech-371	212	34	preferences	preference	NOUN
futech-371	212	35	and	and	CCONJ
futech-371	212	36	behaviors	behavior	NOUN
futech-371	212	37	.	.	PUNCT
futech-371	213	1	in	in	ADP
futech-371	213	2	addition	addition	NOUN
futech-371	213	3	,	,	PUNCT
futech-371	213	4	this	this	DET
futech-371	213	5	research	research	NOUN
futech-371	213	6	aids	aid	NOUN
futech-371	213	7	in	in	ADP
futech-371	213	8	addressing	address	VERB
futech-371	213	9	the	the	DET
futech-371	213	10	service	service	NOUN
futech-371	213	11	innovation	innovation	NOUN
futech-371	213	12	theory	theory	NOUN
futech-371	213	13	by	by	ADP
futech-371	213	14	demonstrating	demonstrate	VERB
futech-371	213	15	the	the	DET
futech-371	213	16	compounded	compound	VERB
futech-371	213	17	augmentation	augmentation	NOUN
futech-371	213	18	of	of	ADP
futech-371	213	19	productivity	productivity	NOUN
futech-371	213	20	and	and	CCONJ
futech-371	213	21	customer	customer	NOUN
futech-371	213	22	experience	experience	NOUN
futech-371	213	23	in	in	ADP
futech-371	213	24	ai	ai	ADJ
futech-371	213	25	-	-	PUNCT
futech-371	213	26	augmented	augment	VERB
futech-371	213	27	service	service	NOUN
futech-371	213	28	delivery	delivery	NOUN
futech-371	213	29	,	,	PUNCT
futech-371	213	30	which	which	DET
futech-371	213	31	bulchand	bulchand	NOUN
futech-371	213	32	-	-	PUNCT
futech-371	213	33	gidumal	gidumal	NOUN
futech-371	213	34	and	and	CCONJ
futech-371	213	35	bulchandgidumal	bulchandgidumal	ADJ
futech-371	214	1	[	[	NOUN
futech-371	214	2	13	13	NUM
futech-371	214	3	]	]	PUNCT
futech-371	214	4	refer	refer	VERB
futech-371	214	5	to	to	ADP
futech-371	214	6	as	as	ADP
futech-371	214	7	the	the	DET
futech-371	214	8	technology	technology	NOUN
futech-371	214	9	-	-	PUNCT
futech-371	214	10	service	service	NOUN
futech-371	214	11	quality	quality	NOUN
futech-371	214	12	balance	balance	NOUN
futech-371	214	13	.	.	PUNCT
futech-371	215	1	this	this	DET
futech-371	215	2	viewpoint	viewpoint	NOUN
futech-371	215	3	counters	counter	VERB
futech-371	215	4	the	the	DET
futech-371	215	5	traditional	traditional	ADJ
futech-371	215	6	notion	notion	NOUN
futech-371	215	7	that	that	SCONJ
futech-371	215	8	the	the	DET
futech-371	215	9	use	use	NOUN
futech-371	215	10	of	of	ADP
futech-371	215	11	technology	technology	NOUN
futech-371	215	12	always	always	ADV
futech-371	215	13	lowers	lower	VERB
futech-371	215	14	the	the	DET
futech-371	215	15	human	human	ADJ
futech-371	215	16	touch	touch	NOUN
futech-371	215	17	in	in	ADP
futech-371	215	18	hospitality	hospitality	NOUN
futech-371	215	19	services	service	NOUN
futech-371	215	20	,	,	PUNCT
futech-371	215	21	arguing	argue	VERB
futech-371	215	22	rather	rather	ADV
futech-371	215	23	that	that	PRON
futech-371	215	24	properly	properly	ADV
futech-371	215	25	employed	employ	VERB
futech-371	215	26	ai	ai	VERB
futech-371	215	27	can	can	AUX
futech-371	215	28	improve	improve	VERB
futech-371	215	29	human	human	NOUN
futech-371	215	30	-	-	PUNCT
futech-371	215	31	provided	provide	VERB
futech-371	215	32	service	service	NOUN
futech-371	215	33	elements	element	NOUN
futech-371	215	34	by	by	ADP
futech-371	215	35	allowing	allow	VERB
futech-371	215	36	personnel	personnel	NOUN
futech-371	215	37	to	to	PART
futech-371	215	38	engage	engage	VERB
futech-371	215	39	meaningfully	meaningfully	ADV
futech-371	215	40	with	with	ADP
futech-371	215	41	guests	guest	NOUN
futech-371	215	42	while	while	SCONJ
futech-371	215	43	algorithms	algorithm	NOUN
futech-371	215	44	manage	manage	VERB
futech-371	215	45	repetitive	repetitive	ADJ
futech-371	215	46	functions	function	NOUN
futech-371	215	47	and	and	CCONJ
futech-371	215	48	analyse	analyse	NOUN
futech-371	215	49	data	datum	NOUN
futech-371	215	50	.	.	PUNCT
futech-371	216	1	4.2	4.2	NUM
futech-371	216	2	practical	practical	ADJ
futech-371	216	3	applications	application	NOUN
futech-371	216	4	for	for	ADP
futech-371	216	5	hoteliers	hotelier	NOUN
futech-371	216	6	the	the	DET
futech-371	216	7	validated	validate	VERB
futech-371	216	8	ai	ai	NOUN
futech-371	216	9	framework	framework	NOUN
futech-371	216	10	provides	provide	VERB
futech-371	216	11	practical	practical	ADJ
futech-371	216	12	applications	application	NOUN
futech-371	216	13	for	for	ADP
futech-371	216	14	hotel	hotel	NOUN
futech-371	216	15	operators	operator	NOUN
futech-371	216	16	seeking	seek	VERB
futech-371	216	17	to	to	PART
futech-371	216	18	improve	improve	VERB
futech-371	216	19	customer	customer	NOUN
futech-371	216	20	loyalty	loyalty	NOUN
futech-371	216	21	and	and	CCONJ
futech-371	216	22	revenue	revenue	NOUN
futech-371	216	23	performance	performance	NOUN
futech-371	216	24	through	through	ADP
futech-371	216	25	behavioral	behavioral	ADJ
futech-371	216	26	segmentation	segmentation	NOUN
futech-371	216	27	and	and	CCONJ
futech-371	216	28	dynamic	dynamic	ADJ
futech-371	216	29	personalization	personalization	NOUN
futech-371	216	30	.	.	PUNCT
futech-371	217	1	perhaps	perhaps	ADV
futech-371	217	2	the	the	DET
futech-371	217	3	most	most	ADV
futech-371	217	4	useful	useful	ADJ
futech-371	217	5	application	application	NOUN
futech-371	217	6	,	,	PUNCT
futech-371	217	7	in	in	ADP
futech-371	217	8	this	this	DET
futech-371	217	9	case	case	NOUN
futech-371	217	10	,	,	PUNCT
futech-371	217	11	concerns	concern	NOUN
futech-371	217	12	applying	apply	VERB
futech-371	217	13	the	the	DET
futech-371	217	14	segmentation	segmentation	NOUN
futech-371	217	15	model	model	NOUN
futech-371	217	16	to	to	PART
futech-371	217	17	identify	identify	VERB
futech-371	217	18	high	high	ADJ
futech-371	217	19	-	-	PUNCT
futech-371	217	20	value	value	NOUN
futech-371	217	21	customers	customer	NOUN
futech-371	217	22	with	with	ADP
futech-371	217	23	certain	certain	ADJ
futech-371	217	24	behaviorally	behaviorally	ADV
futech-371	217	25	-	-	PUNCT
futech-371	217	26	defined	define	VERB
futech-371	217	27	patterns	pattern	NOUN
futech-371	217	28	and	and	CCONJ
futech-371	217	29	preferences	preference	NOUN
futech-371	217	30	.	.	PUNCT
futech-371	218	1	hotels	hotel	NOUN
futech-371	218	2	are	be	AUX
futech-371	218	3	able	able	ADJ
futech-371	218	4	to	to	PART
futech-371	218	5	go	go	VERB
futech-371	218	6	beyond	beyond	ADP
futech-371	218	7	demographic	demographic	ADJ
futech-371	218	8	segmentation	segmentation	NOUN
futech-371	218	9	and	and	CCONJ
futech-371	218	10	move	move	VERB
futech-371	218	11	to	to	ADP
futech-371	218	12	behavioral	behavioral	ADJ
futech-371	218	13	clustering	clustering	NOUN
futech-371	218	14	,	,	PUNCT
futech-371	218	15	forming	form	VERB
futech-371	218	16	tailored	tailor	VERB
futech-371	218	17	offerings	offering	NOUN
futech-371	218	18	corresponding	correspond	VERB
futech-371	218	19	to	to	ADP
futech-371	218	20	specific	specific	ADJ
futech-371	218	21	customer	customer	NOUN
futech-371	218	22	personas	persona	NOUN
futech-371	218	23	,	,	PUNCT
futech-371	218	24	which	which	PRON
futech-371	218	25	is	be	AUX
futech-371	218	26	supported	support	VERB
futech-371	218	27	by	by	ADP
futech-371	218	28	a	a	DET
futech-371	218	29	58.3	58.3	NUM
futech-371	218	30	%	%	NOUN
futech-371	218	31	improvement	improvement	NOUN
futech-371	218	32	in	in	ADP
futech-371	218	33	recommendation	recommendation	NOUN
futech-371	218	34	precision	precision	NOUN
futech-371	218	35	shown	show	VERB
futech-371	218	36	in	in	ADP
futech-371	218	37	this	this	DET
futech-371	218	38	study	study	NOUN
futech-371	218	39	.	.	PUNCT
futech-371	219	1	zahidi	zahidi	NOUN
futech-371	219	2	et	et	PROPN
futech-371	219	3	al	al	PROPN
futech-371	219	4	.	.	PUNCT
futech-371	220	1	[	[	X
futech-371	220	2	7	7	X
futech-371	220	3	]	]	PUNCT
futech-371	220	4	emphasised	emphasise	VERB
futech-371	220	5	the	the	DET
futech-371	220	6	approach	approach	NOUN
futech-371	220	7	,	,	PUNCT
futech-371	220	8	arguing	argue	VERB
futech-371	220	9	that	that	SCONJ
futech-371	220	10	behavioral	behavioral	ADJ
futech-371	220	11	segmentation	segmentation	NOUN
futech-371	220	12	assists	assist	VERB
futech-371	220	13	in	in	ADP
futech-371	220	14	optimising	optimise	VERB
futech-371	220	15	resource	resource	NOUN
futech-371	220	16	allocation	allocation	NOUN
futech-371	220	17	and	and	CCONJ
futech-371	220	18	marketing	marketing	NOUN
futech-371	220	19	activities	activity	NOUN
futech-371	220	20	.	.	PUNCT
futech-371	221	1	for	for	ADP
futech-371	221	2	fostering	foster	VERB
futech-371	221	3	relationships	relationship	NOUN
futech-371	221	4	with	with	ADP
futech-371	221	5	customers	customer	NOUN
futech-371	221	6	in	in	ADP
futech-371	221	7	loyalty	loyalty	NOUN
futech-371	221	8	programs	program	NOUN
futech-371	221	9	,	,	PUNCT
futech-371	221	10	the	the	DET
futech-371	221	11	research	research	NOUN
futech-371	221	12	outlines	outline	VERB
futech-371	221	13	evolving	evolve	VERB
futech-371	221	14	adaptable	adaptable	ADJ
futech-371	221	15	frameworks	framework	NOUN
futech-371	221	16	that	that	PRON
futech-371	221	17	thoroughly	thoroughly	ADV
futech-371	221	18	revolve	revolve	VERB
futech-371	221	19	around	around	ADP
futech-371	221	20	responsive	responsive	ADJ
futech-371	221	21	reward	reward	NOUN
futech-371	221	22	architecture	architecture	NOUN
futech-371	221	23	and	and	CCONJ
futech-371	221	24	dynamic	dynamic	ADJ
futech-371	221	25	customer	customer	NOUN
futech-371	221	26	-	-	PUNCT
futech-371	221	27	centric	centric	ADJ
futech-371	221	28	rhythms	rhythm	NOUN
futech-371	221	29	.	.	PUNCT
futech-371	222	1	as	as	SCONJ
futech-371	222	2	illustrated	illustrate	VERB
futech-371	222	3	in	in	ADP
futech-371	222	4	the	the	DET
futech-371	222	5	findings	finding	NOUN
futech-371	222	6	,	,	PUNCT
futech-371	222	7	tiered	tiere	VERB
futech-371	222	8	progression	progression	NOUN
futech-371	222	9	almost	almost	ADV
futech-371	222	10	doubled	double	VERB
futech-371	222	11	when	when	SCONJ
futech-371	222	12	employing	employ	VERB
futech-371	222	13	adaptive	adaptive	ADJ
futech-371	222	14	reward	reward	NOUN
futech-371	222	15	mechanisms	mechanism	NOUN
futech-371	222	16	in	in	ADP
futech-371	222	17	contrast	contrast	NOUN
futech-371	222	18	to	to	ADP
futech-371	222	19	static	static	ADJ
futech-371	222	20	,	,	PUNCT
futech-371	222	21	pointbased	pointbase	VERB
futech-371	222	22	systems	system	NOUN
futech-371	222	23	.	.	PUNCT
futech-371	223	1	ai	ai	VERB
futech-371	223	2	-	-	PUNCT
futech-371	223	3	powered	power	VERB
futech-371	223	4	loyalty	loyalty	NOUN
futech-371	223	5	systems	system	NOUN
futech-371	223	6	are	be	AUX
futech-371	223	7	showcased	showcase	VERB
futech-371	223	8	in	in	ADP
futech-371	223	9	lo	lo	PROPN
futech-371	223	10	et	et	PROPN
futech-371	223	11	al	al	PROPN
futech-371	223	12	.	.	PUNCT
futech-371	224	1	[	[	X
futech-371	224	2	14	14	NUM
futech-371	224	3	]	]	SYM
futech-371	224	4	case	case	NOUN
futech-371	224	5	studies	study	NOUN
futech-371	224	6	where	where	SCONJ
futech-371	224	7	customer	customer	NOUN
futech-371	224	8	interaction	interaction	NOUN
futech-371	224	9	and	and	CCONJ
futech-371	224	10	engagement	engagement	NOUN
futech-371	224	11	,	,	PUNCT
futech-371	224	12	as	as	ADV
futech-371	224	13	well	well	ADV
futech-371	224	14	as	as	ADP
futech-371	224	15	overall	overall	ADJ
futech-371	224	16	participation	participation	NOUN
futech-371	224	17	,	,	PUNCT
futech-371	224	18	are	be	AUX
futech-371	224	19	dramatically	dramatically	ADV
futech-371	224	20	enhanced	enhance	VERB
futech-371	224	21	through	through	ADP
futech-371	224	22	strategic	strategic	ADJ
futech-371	224	23	incentive	incentive	NOUN
futech-371	224	24	frameworks	framework	NOUN
futech-371	224	25	aligned	align	VERB
futech-371	224	26	with	with	ADP
futech-371	224	27	uniquely	uniquely	ADV
futech-371	224	28	defined	define	VERB
futech-371	224	29	user	user	NOUN
futech-371	224	30	pathways	pathway	NOUN
futech-371	224	31	.	.	PUNCT
futech-371	225	1	some	some	PRON
futech-371	225	2	of	of	ADP
futech-371	225	3	the	the	DET
futech-371	225	4	real	real	ADJ
futech-371	225	5	-	-	PUNCT
futech-371	225	6	time	time	NOUN
futech-371	225	7	contextual	contextual	ADJ
futech-371	225	8	feedback	feedback	NOUN
futech-371	225	9	systems	system	NOUN
futech-371	225	10	recalibrate	recalibrate	VERB
futech-371	225	11	prior	prior	ADJ
futech-371	225	12	bookings	booking	NOUN
futech-371	225	13	and	and	CCONJ
futech-371	225	14	usage	usage	NOUN
futech-371	225	15	sentiments	sentiment	NOUN
futech-371	225	16	to	to	PART
futech-371	225	17	provide	provide	VERB
futech-371	225	18	services	service	NOUN
futech-371	225	19	.	.	PUNCT
futech-371	226	1	moreover	moreover	ADV
futech-371	226	2	,	,	PUNCT
futech-371	226	3	the	the	DET
futech-371	226	4	study	study	NOUN
futech-371	226	5	addressed	address	VERB
futech-371	226	6	meeting	meet	VERB
futech-371	226	7	hyper	hyper	ADJ
futech-371	226	8	-	-	NOUN
futech-371	226	9	personalization	personalization	NOUN
futech-371	226	10	goals	goal	NOUN
futech-371	226	11	while	while	SCONJ
futech-371	226	12	considering	consider	VERB
futech-371	226	13	the	the	DET
futech-371	226	14	workload	workload	NOUN
futech-371	226	15	associated	associate	VERB
futech-371	226	16	with	with	ADP
futech-371	226	17	system	system	NOUN
futech-371	226	18	operations	operation	NOUN
futech-371	226	19	.	.	PUNCT
futech-371	227	1	the	the	DET
futech-371	227	2	interface	interface	NOUN
futech-371	227	3	evolved	evolve	VERB
futech-371	227	4	into	into	ADP
futech-371	227	5	a	a	DET
futech-371	227	6	dashboard	dashboard	NOUN
futech-371	227	7	during	during	ADP
futech-371	227	8	the	the	DET
futech-371	227	9	implementation	implementation	NOUN
futech-371	227	10	stage	stage	NOUN
futech-371	227	11	,	,	PUNCT
futech-371	227	12	which	which	PRON
futech-371	227	13	serves	serve	VERB
futech-371	227	14	as	as	ADP
futech-371	227	15	a	a	DET
futech-371	227	16	prototype	prototype	NOUN
futech-371	227	17	of	of	ADP
futech-371	227	18	how	how	SCONJ
futech-371	227	19	sophisticated	sophisticated	ADJ
futech-371	227	20	ai	ai	VERB
futech-371	227	21	d.	d.	PROPN
futech-371	227	22	wu	wu	PROPN
futech-371	227	23	&	&	CCONJ
futech-371	227	24	q.	q.	PROPN
futech-371	227	25	ma	ma	PROPN
futech-371	227	26	/future	/future	PROPN
futech-371	227	27	technology	technology	PROPN
futech-371	227	28	august	august	PROPN
futech-371	227	29	2025|	2025|	NUM
futech-371	227	30	volume	volume	NOUN
futech-371	227	31	04	04	NUM
futech-371	228	1	|	|	NOUN
futech-371	228	2	issue	issue	NOUN
futech-371	228	3	03	03	NUM
futech-371	229	1	|	|	ADV
futech-371	229	2	pages	page	VERB
futech-371	229	3	97	97	NUM
futech-371	229	4	-	-	SYM
futech-371	229	5	106	106	NUM
futech-371	229	6	104	104	NUM
futech-371	229	7	evaluations	evaluation	NOUN
futech-371	229	8	can	can	AUX
futech-371	229	9	be	be	AUX
futech-371	229	10	distilled	distil	VERB
futech-371	229	11	into	into	ADP
futech-371	229	12	operational	operational	ADJ
futech-371	229	13	recommendations	recommendation	NOUN
futech-371	229	14	.	.	PUNCT
futech-371	230	1	it	it	PRON
futech-371	230	2	answers	answer	VERB
futech-371	230	3	one	one	NUM
futech-371	230	4	of	of	ADP
futech-371	230	5	the	the	DET
futech-371	230	6	primary	primary	ADJ
futech-371	230	7	questions	question	NOUN
futech-371	230	8	raised	raise	VERB
futech-371	230	9	by	by	ADP
futech-371	230	10	bulchand	bulchand	NOUN
futech-371	230	11	-	-	PUNCT
futech-371	230	12	gidumal	gidumal	NOUN
futech-371	230	13	et	et	PROPN
futech-371	230	14	al	al	PROPN
futech-371	230	15	.	.	PUNCT
futech-371	231	1	[	[	X
futech-371	231	2	13	13	NUM
futech-371	231	3	]	]	PUNCT
futech-371	231	4	concerning	concern	VERB
futech-371	231	5	the	the	DET
futech-371	231	6	infodemic	infodemic	ADJ
futech-371	231	7	issues	issue	NOUN
futech-371	231	8	of	of	ADP
futech-371	231	9	the	the	DET
futech-371	231	10	ai	ai	ADJ
futech-371	231	11	-	-	PUNCT
futech-371	231	12	driven	drive	VERB
futech-371	231	13	insights	insight	NOUN
futech-371	231	14	within	within	ADP
futech-371	231	15	hospitality	hospitality	NOUN
futech-371	231	16	ecosystems	ecosystem	NOUN
futech-371	231	17	.	.	PUNCT
futech-371	232	1	through	through	ADP
futech-371	232	2	automation	automation	NOUN
futech-371	232	3	,	,	PUNCT
futech-371	232	4	hotels	hotel	NOUN
futech-371	232	5	enhance	enhance	VERB
futech-371	232	6	the	the	DET
futech-371	232	7	guest	guest	NOUN
futech-371	232	8	experience	experience	NOUN
futech-371	232	9	while	while	SCONJ
futech-371	232	10	dramatically	dramatically	ADV
futech-371	232	11	reducing	reduce	VERB
futech-371	232	12	the	the	DET
futech-371	232	13	chances	chance	NOUN
futech-371	232	14	of	of	ADP
futech-371	232	15	overwhelming	overwhelming	ADJ
futech-371	232	16	guests	guest	NOUN
futech-371	232	17	or	or	CCONJ
futech-371	232	18	staff	staff	NOUN
futech-371	232	19	with	with	ADP
futech-371	232	20	irrelevant	irrelevant	ADJ
futech-371	232	21	details	detail	NOUN
futech-371	232	22	or	or	CCONJ
futech-371	232	23	excess	excess	ADJ
futech-371	232	24	information	information	NOUN
futech-371	232	25	.	.	PUNCT
futech-371	233	1	4.3	4.3	NUM
futech-371	233	2	implementation	implementation	NOUN
futech-371	233	3	challenges	challenge	NOUN
futech-371	233	4	and	and	CCONJ
futech-371	233	5	solutions	solution	NOUN
futech-371	233	6	ai	ai	AUX
futech-371	233	7	-	-	PUNCT
futech-371	233	8	powered	power	VERB
futech-371	233	9	loyalty	loyalty	NOUN
futech-371	233	10	optimization	optimization	NOUN
futech-371	233	11	presents	present	VERB
futech-371	233	12	implementation	implementation	NOUN
futech-371	233	13	challenges	challenge	NOUN
futech-371	233	14	,	,	PUNCT
futech-371	233	15	including	include	VERB
futech-371	233	16	system	system	NOUN
futech-371	233	17	integration	integration	NOUN
futech-371	233	18	complexities	complexity	NOUN
futech-371	233	19	,	,	PUNCT
futech-371	233	20	staff	staff	NOUN
futech-371	233	21	adoption	adoption	NOUN
futech-371	233	22	resistance	resistance	NOUN
futech-371	233	23	,	,	PUNCT
futech-371	233	24	and	and	CCONJ
futech-371	233	25	privacy	privacy	NOUN
futech-371	233	26	considerations	consideration	NOUN
futech-371	233	27	requiring	require	VERB
futech-371	233	28	structured	structured	ADJ
futech-371	233	29	solutions	solution	NOUN
futech-371	233	30	.	.	PUNCT
futech-371	234	1	the	the	DET
futech-371	234	2	integration	integration	NOUN
futech-371	234	3	is	be	AUX
futech-371	234	4	one	one	NUM
futech-371	234	5	of	of	ADP
futech-371	234	6	the	the	DET
futech-371	234	7	most	most	ADV
futech-371	234	8	challenging	challenging	ADJ
futech-371	234	9	aspects	aspect	NOUN
futech-371	234	10	for	for	ADP
futech-371	234	11	hotel	hotel	NOUN
futech-371	234	12	chains	chain	NOUN
futech-371	234	13	due	due	ADJ
futech-371	234	14	to	to	ADP
futech-371	234	15	the	the	DET
futech-371	234	16	disparate	disparate	ADJ
futech-371	234	17	systems	system	NOUN
futech-371	234	18	used	use	VERB
futech-371	234	19	for	for	ADP
futech-371	234	20	managing	manage	VERB
futech-371	234	21	a	a	DET
futech-371	234	22	hotel	hotel	NOUN
futech-371	234	23	's	's	PART
futech-371	234	24	property	property	NOUN
futech-371	234	25	,	,	PUNCT
futech-371	234	26	point	point	NOUN
futech-371	234	27	-	-	PUNCT
futech-371	234	28	of	of	ADP
futech-371	234	29	-	-	PUNCT
futech-371	234	30	sale	sale	NOUN
futech-371	234	31	,	,	PUNCT
futech-371	234	32	customer	customer	NOUN
futech-371	234	33	relations	relation	NOUN
futech-371	234	34	and	and	CCONJ
futech-371	234	35	other	other	ADJ
futech-371	234	36	integrated	integrate	VERB
futech-371	234	37	information	information	NOUN
futech-371	234	38	systems	system	NOUN
futech-371	234	39	which	which	PRON
futech-371	234	40	create	create	VERB
futech-371	234	41	information	information	NOUN
futech-371	234	42	silos	silo	NOUN
futech-371	234	43	.	.	PUNCT
futech-371	235	1	these	these	DET
futech-371	235	2	systems	system	NOUN
futech-371	235	3	are	be	AUX
futech-371	235	4	too	too	ADV
futech-371	235	5	fragmented	fragmented	ADJ
futech-371	235	6	to	to	PART
futech-371	235	7	be	be	AUX
futech-371	235	8	merged	merge	VERB
futech-371	235	9	into	into	ADP
futech-371	235	10	a	a	DET
futech-371	235	11	unified	unified	ADJ
futech-371	235	12	view	view	NOUN
futech-371	235	13	of	of	ADP
futech-371	235	14	the	the	DET
futech-371	235	15	customer	customer	NOUN
futech-371	235	16	,	,	PUNCT
futech-371	235	17	making	make	VERB
futech-371	235	18	it	it	PRON
futech-371	235	19	difficult	difficult	ADJ
futech-371	235	20	for	for	SCONJ
futech-371	235	21	ai	ai	VERB
futech-371	235	22	to	to	PART
futech-371	235	23	be	be	AUX
futech-371	235	24	deployed	deploy	VERB
futech-371	235	25	effectively	effectively	ADV
futech-371	235	26	.	.	PUNCT
futech-371	236	1	this	this	DET
futech-371	236	2	research	research	NOUN
futech-371	236	3	proposes	propose	VERB
futech-371	236	4	a	a	DET
futech-371	236	5	phased	phase	VERB
futech-371	236	6	integration	integration	NOUN
futech-371	236	7	model	model	NOUN
futech-371	236	8	that	that	PRON
futech-371	236	9	starts	start	VERB
futech-371	236	10	with	with	ADP
futech-371	236	11	critical	critical	ADJ
futech-371	236	12	data	datum	NOUN
futech-371	236	13	elements	element	NOUN
futech-371	236	14	and	and	CCONJ
futech-371	236	15	cores	core	NOUN
futech-371	236	16	in	in	ADP
futech-371	236	17	a	a	DET
futech-371	236	18	skeletal	skeletal	ADJ
futech-371	236	19	architecture	architecture	NOUN
futech-371	236	20	,	,	PUNCT
futech-371	236	21	expanding	expand	VERB
futech-371	236	22	through	through	ADP
futech-371	236	23	initial	initial	ADJ
futech-371	236	24	integration	integration	NOUN
futech-371	236	25	as	as	SCONJ
futech-371	236	26	the	the	DET
futech-371	236	27	capacity	capacity	NOUN
futech-371	236	28	for	for	ADP
futech-371	236	29	automated	automate	VERB
futech-371	236	30	integrations	integration	NOUN
futech-371	236	31	grows	grow	VERB
futech-371	236	32	,	,	PUNCT
futech-371	236	33	serving	serve	VERB
futech-371	236	34	as	as	ADP
futech-371	236	35	a	a	DET
futech-371	236	36	solution	solution	NOUN
futech-371	236	37	for	for	ADP
futech-371	236	38	analogous	analogous	ADJ
futech-371	236	39	situations	situation	NOUN
futech-371	236	40	.	.	PUNCT
futech-371	237	1	in	in	ADP
futech-371	237	2	addressing	address	VERB
futech-371	237	3	sustained	sustained	ADJ
futech-371	237	4	value	value	NOUN
futech-371	237	5	focus	focus	NOUN
futech-371	237	6	,	,	PUNCT
futech-371	237	7	dwivedi	dwivedi	PROPN
futech-371	237	8	et	et	PROPN
futech-371	237	9	al	al	PROPN
futech-371	237	10	.	.	PUNCT
futech-371	238	1	[	[	X
futech-371	238	2	11	11	NUM
futech-371	238	3	]	]	PUNCT
futech-371	238	4	also	also	ADV
futech-371	238	5	proposed	propose	VERB
futech-371	238	6	an	an	DET
futech-371	238	7	incremental	incremental	ADJ
futech-371	238	8	,	,	PUNCT
futech-371	238	9	phased	phase	VERB
futech-371	238	10	implementation	implementation	NOUN
futech-371	238	11	alongside	alongside	ADP
futech-371	238	12	continuous	continuous	ADJ
futech-371	238	13	value	value	NOUN
futech-371	238	14	to	to	PART
futech-371	238	15	deal	deal	VERB
futech-371	238	16	with	with	ADP
futech-371	238	17	ongoing	ongoing	ADJ
futech-371	238	18	technical	technical	ADJ
futech-371	238	19	complexities	complexity	NOUN
futech-371	238	20	and	and	CCONJ
futech-371	238	21	a	a	DET
futech-371	238	22	relentless	relentless	ADJ
futech-371	238	23	focus	focus	NOUN
futech-371	238	24	on	on	ADP
futech-371	238	25	value	value	NOUN
futech-371	238	26	.	.	PUNCT
futech-371	239	1	the	the	DET
futech-371	239	2	adoption	adoption	NOUN
futech-371	239	3	of	of	ADP
futech-371	239	4	technology	technology	NOUN
futech-371	239	5	was	be	AUX
futech-371	239	6	limited	limit	VERB
futech-371	239	7	to	to	ADP
futech-371	239	8	staff	staff	NOUN
futech-371	239	9	implementation	implementation	NOUN
futech-371	239	10	due	due	ADP
futech-371	239	11	to	to	ADP
futech-371	239	12	concerns	concern	NOUN
futech-371	239	13	regarding	regard	VERB
futech-371	239	14	its	its	PRON
futech-371	239	15	complexity	complexity	NOUN
futech-371	239	16	and	and	CCONJ
futech-371	239	17	whether	whether	SCONJ
futech-371	239	18	the	the	DET
futech-371	239	19	technology	technology	NOUN
futech-371	239	20	being	be	AUX
futech-371	239	21	deployed	deploy	VERB
futech-371	239	22	was	be	AUX
futech-371	239	23	overreaching	overreach	VERB
futech-371	239	24	.	.	PUNCT
futech-371	240	1	the	the	DET
futech-371	240	2	resolution	resolution	NOUN
futech-371	240	3	,	,	PUNCT
futech-371	240	4	in	in	ADP
futech-371	240	5	this	this	DET
futech-371	240	6	instance	instance	NOUN
futech-371	240	7	,	,	PUNCT
futech-371	240	8	was	be	AUX
futech-371	240	9	providing	provide	VERB
futech-371	240	10	specific	specific	ADJ
futech-371	240	11	training	training	NOUN
futech-371	240	12	materials	material	NOUN
futech-371	240	13	aimed	aim	VERB
futech-371	240	14	at	at	ADP
futech-371	240	15	resolving	resolve	VERB
futech-371	240	16	the	the	DET
futech-371	240	17	issue	issue	NOUN
futech-371	240	18	.	.	PUNCT
futech-371	241	1	training	training	NOUN
futech-371	241	2	demonstrates	demonstrate	VERB
futech-371	241	3	the	the	DET
futech-371	241	4	role	role	NOUN
futech-371	241	5	of	of	ADP
futech-371	241	6	ai	ai	VERB
futech-371	241	7	in	in	ADP
futech-371	241	8	transforming	transform	VERB
futech-371	241	9	jobs	job	NOUN
futech-371	241	10	and	and	CCONJ
futech-371	241	11	corroborates	corroborate	VERB
futech-371	241	12	the	the	DET
futech-371	241	13	position	position	NOUN
futech-371	241	14	of	of	ADP
futech-371	241	15	manoharan	manoharan	NOUN
futech-371	241	16	and	and	CCONJ
futech-371	241	17	ashtikar	ashtikar	NOUN
futech-371	242	1	[	[	X
futech-371	242	2	15	15	NUM
futech-371	242	3	]	]	X
futech-371	242	4	,	,	PUNCT
futech-371	242	5	who	who	PRON
futech-371	242	6	suggest	suggest	AUX
futech-371	242	7	using	use	VERB
futech-371	242	8	ai	ai	NOUN
futech-371	242	9	as	as	ADP
futech-371	242	10	a	a	DET
futech-371	242	11	partner	partner	NOUN
futech-371	242	12	,	,	PUNCT
futech-371	242	13	not	not	PART
futech-371	242	14	as	as	ADP
futech-371	242	15	a	a	DET
futech-371	242	16	subservient	subservient	ADJ
futech-371	242	17	tool	tool	NOUN
futech-371	242	18	that	that	PRON
futech-371	242	19	performs	perform	VERB
futech-371	242	20	functions	function	NOUN
futech-371	242	21	without	without	ADP
futech-371	242	22	independent	independent	ADJ
futech-371	242	23	thought	thought	NOUN
futech-371	242	24	.	.	PUNCT
futech-371	243	1	this	this	DET
futech-371	243	2	research	research	NOUN
futech-371	243	3	proposes	propose	VERB
futech-371	243	4	a	a	DET
futech-371	243	5	training	training	NOUN
futech-371	243	6	model	model	NOUN
futech-371	243	7	that	that	SCONJ
futech-371	243	8	hospitality	hospitality	NOUN
futech-371	243	9	businesses	business	NOUN
futech-371	243	10	can	can	AUX
futech-371	243	11	utilise	utilise	VERB
futech-371	243	12	to	to	PART
futech-371	243	13	facilitate	facilitate	VERB
futech-371	243	14	quicker	quick	ADJ
futech-371	243	15	employee	employee	NOUN
futech-371	243	16	acceptance	acceptance	NOUN
futech-371	243	17	of	of	ADP
futech-371	243	18	ai	ai	PRON
futech-371	243	19	technology	technology	NOUN
futech-371	243	20	.	.	PUNCT
futech-371	244	1	the	the	DET
futech-371	244	2	collection	collection	NOUN
futech-371	244	3	and	and	CCONJ
futech-371	244	4	analysis	analysis	NOUN
futech-371	244	5	of	of	ADP
futech-371	244	6	guest	guest	NOUN
futech-371	244	7	behavior	behavior	NOUN
futech-371	244	8	data	datum	NOUN
futech-371	244	9	posed	pose	VERB
futech-371	244	10	additional	additional	ADJ
futech-371	244	11	challenges	challenge	NOUN
futech-371	244	12	to	to	ADP
futech-371	244	13	implementation	implementation	NOUN
futech-371	244	14	from	from	ADP
futech-371	244	15	a	a	DET
futech-371	244	16	privacy	privacy	NOUN
futech-371	244	17	perspective	perspective	NOUN
futech-371	244	18	.	.	PUNCT
futech-371	245	1	the	the	DET
futech-371	245	2	framework	framework	NOUN
futech-371	245	3	developed	develop	VERB
futech-371	245	4	during	during	ADP
futech-371	245	5	this	this	DET
futech-371	245	6	research	research	NOUN
futech-371	245	7	incorporated	incorporate	VERB
futech-371	245	8	the	the	DET
futech-371	245	9	privacy	privacy	NOUN
futech-371	245	10	-	-	PUNCT
futech-371	245	11	by	by	ADP
futech-371	245	12	-	-	PUNCT
futech-371	245	13	design	design	NOUN
futech-371	245	14	approach	approach	NOUN
futech-371	245	15	,	,	PUNCT
futech-371	245	16	with	with	ADP
futech-371	245	17	principles	principle	NOUN
futech-371	245	18	of	of	ADP
futech-371	245	19	minimization	minimization	NOUN
futech-371	245	20	,	,	PUNCT
futech-371	245	21	purpose	purpose	NOUN
futech-371	245	22	limitation	limitation	NOUN
futech-371	245	23	,	,	PUNCT
futech-371	245	24	and	and	CCONJ
futech-371	245	25	transparent	transparent	ADJ
futech-371	245	26	processing	processing	NOUN
futech-371	245	27	.	.	PUNCT
futech-371	246	1	these	these	DET
futech-371	246	2	measures	measure	NOUN
futech-371	246	3	address	address	VERB
futech-371	246	4	the	the	DET
futech-371	246	5	concerns	concern	NOUN
futech-371	246	6	about	about	ADP
futech-371	246	7	ai	ai	PRON
futech-371	246	8	implementation	implementation	NOUN
futech-371	246	9	raised	raise	VERB
futech-371	246	10	by	by	ADP
futech-371	246	11	kshetri	kshetri	PROPN
futech-371	246	12	et	et	PROPN
futech-371	246	13	al	al	PROPN
futech-371	246	14	.	.	PUNCT
futech-371	247	1	[	[	X
futech-371	247	2	10	10	NUM
futech-371	247	3	]	]	PUNCT
futech-371	247	4	.	.	PUNCT
futech-371	248	1	focusing	focus	VERB
futech-371	248	2	on	on	ADP
futech-371	248	3	ethics	ethic	NOUN
futech-371	248	4	.	.	PUNCT
futech-371	249	1	the	the	DET
futech-371	249	2	pseudonymous	pseudonymous	ADJ
futech-371	249	3	protocols	protocol	NOUN
futech-371	249	4	developed	develop	VERB
futech-371	249	5	in	in	ADP
futech-371	249	6	this	this	DET
futech-371	249	7	research	research	NOUN
futech-371	249	8	enable	enable	VERB
futech-371	249	9	more	more	ADV
futech-371	249	10	precise	precise	ADJ
futech-371	249	11	,	,	PUNCT
futech-371	249	12	automated	automate	VERB
futech-371	249	13	algorithmic	algorithmic	ADJ
futech-371	249	14	data	datum	NOUN
futech-371	249	15	analysis	analysis	NOUN
futech-371	249	16	while	while	SCONJ
futech-371	249	17	maintaining	maintain	VERB
futech-371	249	18	privacy	privacy	NOUN
futech-371	249	19	,	,	PUNCT
futech-371	249	20	thereby	thereby	ADV
futech-371	249	21	offering	offer	VERB
futech-371	249	22	hotel	hotel	NOUN
futech-371	249	23	practitioners	practitioner	NOUN
futech-371	249	24	frameworks	framework	NOUN
futech-371	249	25	for	for	ADP
futech-371	249	26	addressing	address	VERB
futech-371	249	27	the	the	DET
futech-371	249	28	ethical	ethical	ADJ
futech-371	249	29	concerns	concern	NOUN
futech-371	249	30	of	of	ADP
futech-371	249	31	ai	ai	VERB
futech-371	249	32	in	in	ADP
futech-371	249	33	personalized	personalized	ADJ
futech-371	249	34	service	service	NOUN
futech-371	249	35	automation	automation	NOUN
futech-371	249	36	.	.	PUNCT
futech-371	250	1	4.4	4.4	NUM
futech-371	250	2	integration	integration	NOUN
futech-371	250	3	with	with	ADP
futech-371	250	4	existing	exist	VERB
futech-371	250	5	systems	system	NOUN
futech-371	250	6	and	and	CCONJ
futech-371	250	7	critical	critical	ADJ
futech-371	250	8	evaluation	evaluation	NOUN
futech-371	250	9	preserving	preserve	VERB
futech-371	250	10	organisational	organisational	ADJ
futech-371	250	11	issues	issue	NOUN
futech-371	250	12	and	and	CCONJ
futech-371	250	13	technological	technological	ADJ
futech-371	250	14	intricacies	intricacy	NOUN
futech-371	250	15	simultaneously	simultaneously	ADV
futech-371	250	16	while	while	SCONJ
futech-371	250	17	incorporating	incorporate	VERB
futech-371	250	18	aipowered	aipowere	VERB
futech-371	250	19	loyalty	loyalty	NOUN
futech-371	250	20	optimization	optimization	NOUN
futech-371	250	21	into	into	ADP
futech-371	250	22	pre	pre	ADJ
futech-371	250	23	-	-	ADJ
futech-371	250	24	existing	existing	ADJ
futech-371	250	25	hotel	hotel	NOUN
futech-371	250	26	management	management	NOUN
futech-371	250	27	systems	system	NOUN
futech-371	250	28	is	be	AUX
futech-371	250	29	a	a	DET
futech-371	250	30	complex	complex	ADJ
futech-371	250	31	problem	problem	NOUN
futech-371	250	32	.	.	PUNCT
futech-371	251	1	the	the	DET
futech-371	251	2	analysis	analysis	NOUN
futech-371	251	3	conducted	conduct	VERB
futech-371	251	4	shows	show	VERB
futech-371	251	5	that	that	SCONJ
futech-371	251	6	successful	successful	ADJ
futech-371	251	7	integration	integration	NOUN
futech-371	251	8	goes	go	VERB
futech-371	251	9	beyond	beyond	ADP
futech-371	251	10	technical	technical	ADJ
futech-371	251	11	factors	factor	NOUN
futech-371	251	12	and	and	CCONJ
futech-371	251	13	includes	include	VERB
futech-371	251	14	workflow	workflow	NOUN
futech-371	251	15	cohesion	cohesion	NOUN
futech-371	251	16	and	and	CCONJ
futech-371	251	17	organisational	organisational	ADJ
futech-371	251	18	culture	culture	NOUN
futech-371	251	19	preparedness	preparedness	NOUN
futech-371	251	20	.	.	PUNCT
futech-371	252	1	the	the	DET
futech-371	252	2	middleware	middleware	NOUN
futech-371	252	3	solution	solution	NOUN
futech-371	252	4	devised	devise	VERB
futech-371	252	5	during	during	ADP
futech-371	252	6	the	the	DET
futech-371	252	7	work	work	NOUN
futech-371	252	8	on	on	ADP
futech-371	252	9	the	the	DET
futech-371	252	10	system	system	NOUN
futech-371	252	11	,	,	PUNCT
futech-371	252	12	which	which	PRON
futech-371	252	13	involves	involve	VERB
futech-371	252	14	building	build	VERB
futech-371	252	15	abstraction	abstraction	NOUN
futech-371	252	16	layers	layer	NOUN
futech-371	252	17	between	between	ADP
futech-371	252	18	the	the	DET
futech-371	252	19	legacy	legacy	NOUN
futech-371	252	20	systems	system	NOUN
futech-371	252	21	and	and	CCONJ
futech-371	252	22	the	the	DET
futech-371	252	23	emergent	emergent	NOUN
futech-371	252	24	ai	ai	VERB
futech-371	252	25	capabilities	capability	NOUN
futech-371	252	26	,	,	PUNCT
futech-371	252	27	is	be	AUX
futech-371	252	28	highly	highly	ADV
futech-371	252	29	applicable	applicable	ADJ
futech-371	252	30	to	to	ADP
futech-371	252	31	hotels	hotel	NOUN
futech-371	252	32	that	that	PRON
futech-371	252	33	have	have	VERB
futech-371	252	34	existing	exist	VERB
futech-371	252	35	technological	technological	ADJ
futech-371	252	36	infrastructures	infrastructure	NOUN
futech-371	252	37	.	.	PUNCT
futech-371	253	1	this	this	DET
futech-371	253	2	solution	solution	NOUN
futech-371	253	3	addresses	address	VERB
futech-371	253	4	the	the	DET
futech-371	253	5	phillip	phillip	NOUN
futech-371	253	6	's	's	PART
futech-371	253	7	and	and	CCONJ
futech-371	253	8	galliers	gallier	NOUN
futech-371	253	9	'	'	PART
futech-371	253	10	[	[	X
futech-371	253	11	16	16	NUM
futech-371	253	12	,	,	PUNCT
futech-371	253	13	17	17	NUM
futech-371	253	14	]	]	PUNCT
futech-371	253	15	concern	concern	NOUN
futech-371	253	16	about	about	ADP
futech-371	253	17	integration	integration	NOUN
futech-371	253	18	difficulties	difficulty	NOUN
futech-371	253	19	by	by	ADP
futech-371	253	20	allowing	allow	VERB
futech-371	253	21	partial	partial	ADJ
futech-371	253	22	systems	system	NOUN
futech-371	253	23	modernisation	modernisation	NOUN
futech-371	253	24	without	without	ADP
futech-371	253	25	entire	entire	ADJ
futech-371	253	26	systems	system	NOUN
futech-371	253	27	modernisation	modernisation	NOUN
futech-371	253	28	.	.	PUNCT
futech-371	254	1	different	different	ADJ
futech-371	254	2	hotel	hotel	NOUN
futech-371	254	3	categories	category	NOUN
futech-371	254	4	reveal	reveal	VERB
futech-371	254	5	differing	differ	VERB
futech-371	254	6	returns	return	NOUN
futech-371	254	7	on	on	ADP
futech-371	254	8	investment	investment	NOUN
futech-371	254	9	as	as	ADP
futech-371	254	10	a	a	DET
futech-371	254	11	result	result	NOUN
futech-371	254	12	of	of	ADP
futech-371	254	13	ai	ai	PRON
futech-371	254	14	implementation	implementation	NOUN
futech-371	254	15	.	.	PUNCT
futech-371	255	1	luxury	luxury	NOUN
futech-371	255	2	properties	property	NOUN
futech-371	255	3	achieved	achieve	VERB
futech-371	255	4	the	the	DET
futech-371	255	5	fastest	fast	ADJ
futech-371	255	6	return	return	NOUN
futech-371	255	7	,	,	PUNCT
futech-371	255	8	attributable	attributable	ADJ
futech-371	255	9	to	to	ADP
futech-371	255	10	higher	high	ADJ
futech-371	255	11	average	average	ADJ
futech-371	255	12	transaction	transaction	NOUN
futech-371	255	13	values	value	NOUN
futech-371	255	14	and	and	CCONJ
futech-371	255	15	revenue	revenue	NOUN
futech-371	255	16	enhancement	enhancement	NOUN
futech-371	255	17	opportunities	opportunity	NOUN
futech-371	255	18	,	,	PUNCT
futech-371	255	19	achieving	achieve	VERB
futech-371	255	20	5.8	5.8	NUM
futech-371	255	21	months	month	NOUN
futech-371	255	22	.	.	PUNCT
futech-371	256	1	however	however	ADV
futech-371	256	2	,	,	PUNCT
futech-371	256	3	midscale	midscale	NOUN
futech-371	256	4	properties	property	NOUN
futech-371	256	5	demonstrated	demonstrate	VERB
futech-371	256	6	positive	positive	ADJ
futech-371	256	7	npv	npv	NOUN
futech-371	256	8	over	over	ADP
futech-371	256	9	five	five	NUM
futech-371	256	10	years	year	NOUN
futech-371	256	11	,	,	PUNCT
futech-371	256	12	but	but	CCONJ
futech-371	256	13	required	require	VERB
futech-371	256	14	a	a	DET
futech-371	256	15	longer	long	ADJ
futech-371	256	16	payback	payback	NOUN
futech-371	256	17	period	period	NOUN
futech-371	256	18	of	of	ADP
futech-371	256	19	9.3	9.3	NUM
futech-371	256	20	months	month	NOUN
futech-371	256	21	.	.	PUNCT
futech-371	257	1	these	these	DET
futech-371	257	2	results	result	NOUN
futech-371	257	3	are	be	AUX
futech-371	257	4	consistent	consistent	ADJ
futech-371	257	5	with	with	ADP
futech-371	257	6	li	li	PROPN
futech-371	257	7	's	's	PART
futech-371	257	8	[	[	X
futech-371	257	9	18	18	NUM
futech-371	257	10	]	]	PUNCT
futech-371	257	11	report	report	NOUN
futech-371	257	12	on	on	ADP
futech-371	257	13	revenue	revenue	NOUN
futech-371	257	14	management	management	NOUN
futech-371	257	15	and	and	CCONJ
futech-371	257	16	ai	ai	AUX
futech-371	257	17	-	-	PUNCT
futech-371	257	18	driven	drive	VERB
futech-371	257	19	technologies	technology	NOUN
futech-371	257	20	,	,	PUNCT
futech-371	257	21	where	where	SCONJ
futech-371	257	22	they	they	PRON
futech-371	257	23	highlighted	highlight	VERB
futech-371	257	24	implementation	implementation	NOUN
futech-371	257	25	costs	cost	NOUN
futech-371	257	26	varying	vary	VERB
futech-371	257	27	by	by	ADP
futech-371	257	28	category	category	NOUN
futech-371	257	29	.	.	PUNCT
futech-371	258	1	this	this	DET
futech-371	258	2	research	research	NOUN
futech-371	258	3	’s	’s	PART
futech-371	258	4	synthesised	synthesise	VERB
futech-371	258	5	detailed	detailed	ADJ
futech-371	258	6	methodology	methodology	NOUN
futech-371	258	7	for	for	ADP
futech-371	258	8	roi	roi	NOUN
futech-371	258	9	analysis	analysis	NOUN
futech-371	258	10	equips	equip	VERB
futech-371	258	11	hotel	hotel	NOUN
futech-371	258	12	operators	operator	NOUN
futech-371	258	13	with	with	ADP
futech-371	258	14	the	the	DET
futech-371	258	15	means	mean	NOUN
futech-371	258	16	to	to	PART
futech-371	258	17	measure	measure	VERB
futech-371	258	18	potential	potential	ADJ
futech-371	258	19	ai	ai	VERB
futech-371	258	20	investments	investment	NOUN
futech-371	258	21	against	against	ADP
futech-371	258	22	their	their	PRON
futech-371	258	23	operational	operational	ADJ
futech-371	258	24	contexts	context	NOUN
futech-371	258	25	and	and	CCONJ
futech-371	258	26	profiles	profile	NOUN
futech-371	258	27	of	of	ADP
futech-371	258	28	their	their	PRON
futech-371	258	29	guests	guest	NOUN
futech-371	258	30	.	.	PUNCT
futech-371	259	1	the	the	DET
futech-371	259	2	strengths	strength	NOUN
futech-371	259	3	and	and	CCONJ
futech-371	259	4	weaknesses	weakness	NOUN
futech-371	259	5	of	of	ADP
futech-371	259	6	the	the	DET
futech-371	259	7	ai	ai	ADJ
futech-371	259	8	-	-	PUNCT
futech-371	259	9	driven	drive	VERB
futech-371	259	10	framework	framework	NOUN
futech-371	259	11	arise	arise	VERB
futech-371	259	12	from	from	ADP
futech-371	259	13	the	the	DET
futech-371	259	14	critical	critical	ADJ
futech-371	259	15	evaluation	evaluation	NOUN
futech-371	259	16	conducted	conduct	VERB
futech-371	259	17	on	on	ADP
futech-371	259	18	it	it	PRON
futech-371	259	19	.	.	PUNCT
futech-371	260	1	as	as	ADP
futech-371	260	2	per	per	ADP
futech-371	260	3	the	the	DET
futech-371	260	4	analysis	analysis	NOUN
futech-371	260	5	,	,	PUNCT
futech-371	260	6	the	the	DET
futech-371	260	7	framework	framework	NOUN
futech-371	260	8	is	be	AUX
futech-371	260	9	capable	capable	ADJ
futech-371	260	10	of	of	ADP
futech-371	260	11	excellent	excellent	ADJ
futech-371	260	12	performance	performance	NOUN
futech-371	260	13	with	with	ADP
futech-371	260	14	trend	trend	NOUN
futech-371	260	15	detection	detection	NOUN
futech-371	260	16	and	and	CCONJ
futech-371	260	17	generating	generate	VERB
futech-371	260	18	bespoke	bespoke	NOUN
futech-371	260	19	recommendations	recommendation	NOUN
futech-371	260	20	based	base	VERB
futech-371	260	21	on	on	ADP
futech-371	260	22	users	user	NOUN
futech-371	260	23	’	’	PART
futech-371	260	24	historical	historical	ADJ
futech-371	260	25	data	datum	NOUN
futech-371	260	26	.	.	PUNCT
futech-371	261	1	yet	yet	ADV
futech-371	261	2	,	,	PUNCT
futech-371	261	3	its	its	PRON
futech-371	261	4	predictive	predictive	ADJ
futech-371	261	5	accuracy	accuracy	NOUN
futech-371	261	6	suffers	suffer	VERB
futech-371	261	7	for	for	ADP
futech-371	261	8	users	user	NOUN
futech-371	261	9	with	with	ADP
futech-371	261	10	scant	scant	ADJ
futech-371	261	11	histories	history	NOUN
futech-371	261	12	and	and	CCONJ
futech-371	261	13	interactions	interaction	NOUN
futech-371	261	14	;	;	PUNCT
futech-371	261	15	the	the	DET
futech-371	261	16	“	"	PUNCT
futech-371	261	17	cold	cold	ADJ
futech-371	261	18	start	start	NOUN
futech-371	261	19	”	"	PUNCT
futech-371	261	20	problem	problem	NOUN
futech-371	261	21	is	be	AUX
futech-371	261	22	still	still	ADV
futech-371	261	23	only	only	ADV
futech-371	261	24	partially	partially	ADV
futech-371	261	25	resolved	resolve	VERB
futech-371	261	26	compared	compare	VERB
futech-371	261	27	to	to	ADP
futech-371	261	28	within	within	ADP
futech-371	261	29	-	-	PUNCT
futech-371	261	30	methods	method	NOUN
futech-371	261	31	benchmarks	benchmark	NOUN
futech-371	261	32	.	.	PUNCT
futech-371	262	1	further	far	ADV
futech-371	262	2	,	,	PUNCT
futech-371	262	3	individual	individual	ADJ
futech-371	262	4	effectiveness	effectiveness	NOUN
futech-371	262	5	of	of	ADP
futech-371	262	6	the	the	DET
futech-371	262	7	framework	framework	NOUN
futech-371	262	8	varies	vary	VERB
futech-371	262	9	across	across	ADP
futech-371	262	10	cultures	culture	NOUN
futech-371	262	11	,	,	PUNCT
futech-371	262	12	as	as	SCONJ
futech-371	262	13	the	the	DET
futech-371	262	14	asian	asian	ADJ
futech-371	262	15	markets	market	NOUN
futech-371	262	16	respond	respond	VERB
futech-371	262	17	differently	differently	ADV
futech-371	262	18	to	to	PART
futech-371	262	19	ai	ai	VERB
futech-371	262	20	-	-	PUNCT
futech-371	262	21	driven	drive	VERB
futech-371	262	22	personalization	personalization	NOUN
futech-371	262	23	compared	compare	VERB
futech-371	262	24	to	to	ADP
futech-371	262	25	western	western	ADJ
futech-371	262	26	markets	market	NOUN
futech-371	262	27	.	.	PUNCT
futech-371	263	1	this	this	PRON
futech-371	263	2	supports	support	VERB
futech-371	263	3	wang	wang	PROPN
futech-371	263	4	's	's	PART
futech-371	263	5	[	[	X
futech-371	263	6	19	19	NUM
futech-371	263	7	]	]	ADJ
futech-371	263	8	discussion	discussion	NOUN
futech-371	263	9	on	on	ADP
futech-371	263	10	culturally	culturally	ADV
futech-371	263	11	distinct	distinct	ADJ
futech-371	263	12	lines	line	NOUN
futech-371	263	13	of	of	ADP
futech-371	263	14	variation	variation	NOUN
futech-371	263	15	concerning	concern	VERB
futech-371	263	16	the	the	DET
futech-371	263	17	reception	reception	NOUN
futech-371	263	18	and	and	CCONJ
futech-371	263	19	use	use	NOUN
futech-371	263	20	of	of	ADP
futech-371	263	21	ai	ai	PRON
futech-371	263	22	technology	technology	NOUN
futech-371	263	23	in	in	ADP
futech-371	263	24	hospitality	hospitality	NOUN
futech-371	263	25	,	,	PUNCT
futech-371	263	26	pointing	point	VERB
futech-371	263	27	toward	toward	ADP
futech-371	263	28	the	the	DET
futech-371	263	29	necessity	necessity	NOUN
futech-371	263	30	for	for	ADP
futech-371	263	31	culturally	culturally	ADV
futech-371	263	32	responsive	responsive	ADJ
futech-371	263	33	ai	ai	VERB
futech-371	263	34	designs	design	NOUN
futech-371	263	35	.	.	PUNCT
futech-371	264	1	while	while	SCONJ
futech-371	264	2	the	the	DET
futech-371	264	3	framework	framework	NOUN
futech-371	264	4	represented	represent	VERB
futech-371	264	5	an	an	DET
futech-371	264	6	advancement	advancement	NOUN
futech-371	264	7	compared	compare	VERB
futech-371	264	8	to	to	ADP
futech-371	264	9	traditional	traditional	ADJ
futech-371	264	10	approaches	approach	NOUN
futech-371	264	11	,	,	PUNCT
futech-371	264	12	these	these	DET
futech-371	264	13	oversights	oversight	NOUN
futech-371	264	14	highlight	highlight	VERB
futech-371	264	15	the	the	DET
futech-371	264	16	need	need	NOUN
futech-371	264	17	for	for	ADP
futech-371	264	18	more	more	ADJ
futech-371	264	19	contextualisation	contextualisation	NOUN
futech-371	264	20	and	and	CCONJ
futech-371	264	21	refinement	refinement	NOUN
futech-371	264	22	in	in	ADP
futech-371	264	23	future	future	ADJ
futech-371	264	24	iterations	iteration	NOUN
futech-371	264	25	.	.	PUNCT
futech-371	265	1	this	this	DET
futech-371	265	2	study	study	NOUN
futech-371	265	3	addresses	address	VERB
futech-371	265	4	important	important	ADJ
futech-371	265	5	limitations	limitation	NOUN
futech-371	265	6	.	.	PUNCT
futech-371	266	1	within	within	ADP
futech-371	266	2	technical	technical	ADJ
futech-371	266	3	boundaries	boundary	NOUN
futech-371	266	4	,	,	PUNCT
futech-371	266	5	there	there	PRON
futech-371	266	6	are	be	VERB
futech-371	266	7	several	several	ADJ
futech-371	266	8	challenges	challenge	NOUN
futech-371	266	9	:	:	PUNCT
futech-371	266	10	the	the	DET
futech-371	266	11	cold	cold	ADJ
futech-371	266	12	-	-	PUNCT
futech-371	266	13	start	start	NOUN
futech-371	266	14	problem	problem	NOUN
futech-371	266	15	for	for	ADP
futech-371	266	16	new	new	ADJ
futech-371	266	17	customers	customer	NOUN
futech-371	266	18	,	,	PUNCT
futech-371	266	19	who	who	PRON
futech-371	266	20	require	require	VERB
futech-371	266	21	at	at	ADV
futech-371	266	22	least	least	ADJ
futech-371	266	23	3	3	NUM
futech-371	266	24	to	to	PART
futech-371	266	25	5	5	NUM
futech-371	266	26	engagements	engagement	NOUN
futech-371	266	27	before	before	ADP
futech-371	266	28	receiving	receive	VERB
futech-371	266	29	optimal	optimal	ADJ
futech-371	266	30	recommendations	recommendation	NOUN
futech-371	266	31	;	;	PUNCT
futech-371	266	32	system	system	NOUN
futech-371	266	33	latency	latency	NOUN
futech-371	266	34	of	of	ADP
futech-371	266	35	15	15	NUM
futech-371	266	36	minutes	minute	NOUN
futech-371	266	37	,	,	PUNCT
futech-371	266	38	which	which	PRON
futech-371	266	39	prevents	prevent	VERB
futech-371	266	40	real	real	ADJ
futech-371	266	41	-	-	PUNCT
futech-371	266	42	time	time	NOUN
futech-371	266	43	personalization	personalization	NOUN
futech-371	266	44	;	;	PUNCT
futech-371	266	45	and	and	CCONJ
futech-371	266	46	a	a	DET
futech-371	266	47	5	5	NUM
futech-371	266	48	-	-	SYM
futech-371	266	49	9	9	NUM
futech-371	266	50	%	%	NOUN
futech-371	266	51	performance	performance	NOUN
futech-371	266	52	drop	drop	NOUN
futech-371	266	53	in	in	ADP
futech-371	266	54	non	non	ADJ
futech-371	266	55	-	-	ADJ
futech-371	266	56	western	western	ADJ
futech-371	266	57	countries	country	NOUN
futech-371	266	58	,	,	PUNCT
futech-371	266	59	necessitating	necessitate	VERB
futech-371	266	60	adaptation	adaptation	NOUN
futech-371	266	61	to	to	ADP
futech-371	266	62	western	western	ADJ
futech-371	266	63	cultural	cultural	ADJ
futech-371	266	64	norms	norm	NOUN
futech-371	266	65	.	.	PUNCT
futech-371	267	1	methodological	methodological	ADJ
futech-371	267	2	limitations	limitation	NOUN
futech-371	267	3	within	within	ADP
futech-371	267	4	the	the	DET
futech-371	267	5	study	study	NOUN
futech-371	267	6	include	include	VERB
futech-371	267	7	dependence	dependence	NOUN
futech-371	267	8	on	on	ADP
futech-371	267	9	historical	historical	ADJ
futech-371	267	10	data	datum	NOUN
futech-371	267	11	trends	trend	NOUN
futech-371	267	12	,	,	PUNCT
futech-371	267	13	which	which	PRON
futech-371	267	14	could	could	AUX
futech-371	267	15	become	become	VERB
futech-371	267	16	obsolete	obsolete	ADJ
futech-371	267	17	with	with	ADP
futech-371	267	18	the	the	DET
futech-371	267	19	introduction	introduction	NOUN
futech-371	267	20	of	of	ADP
futech-371	267	21	novel	novel	ADJ
futech-371	267	22	service	service	NOUN
futech-371	267	23	offerings	offering	NOUN
futech-371	267	24	,	,	PUNCT
futech-371	267	25	overfitting	overfitte	VERB
futech-371	267	26	hotel	hotel	NOUN
futech-371	267	27	chain	chain	NOUN
futech-371	267	28	-	-	PUNCT
futech-371	267	29	intervention	intervention	NOUN
futech-371	267	30	patterns	pattern	NOUN
futech-371	267	31	in	in	ADP
futech-371	267	32	the	the	DET
futech-371	267	33	absence	absence	NOUN
futech-371	267	34	of	of	ADP
futech-371	267	35	regularization	regularization	NOUN
futech-371	267	36	,	,	PUNCT
futech-371	267	37	and	and	CCONJ
futech-371	267	38	bias	bias	NOUN
futech-371	267	39	due	due	ADP
futech-371	267	40	to	to	ADP
futech-371	267	41	oversampling	oversample	VERB
futech-371	267	42	from	from	ADP
futech-371	267	43	large	large	ADJ
futech-371	267	44	hotel	hotel	NOUN
futech-371	267	45	chains	chain	NOUN
futech-371	267	46	.	.	PUNCT
futech-371	268	1	implementation	implementation	NOUN
futech-371	268	2	limitations	limitation	NOUN
futech-371	268	3	include	include	VERB
futech-371	268	4	constraints	constraint	NOUN
futech-371	268	5	such	such	ADJ
futech-371	268	6	as	as	ADP
futech-371	268	7	the	the	DET
futech-371	268	8	need	need	NOUN
futech-371	268	9	for	for	ADP
futech-371	268	10	6	6	NUM
futech-371	268	11	to	to	PART
futech-371	268	12	8	8	NUM
futech-371	268	13	months	month	NOUN
futech-371	268	14	of	of	ADP
futech-371	268	15	integration	integration	NOUN
futech-371	268	16	,	,	PUNCT
futech-371	268	17	which	which	PRON
futech-371	268	18	is	be	AUX
futech-371	268	19	often	often	ADV
futech-371	268	20	necessitated	necessitate	VERB
futech-371	268	21	by	by	ADP
futech-371	268	22	smaller	small	ADJ
futech-371	268	23	operators	operator	NOUN
futech-371	268	24	,	,	PUNCT
futech-371	268	25	as	as	ADV
futech-371	268	26	well	well	ADV
futech-371	268	27	as	as	ADP
futech-371	268	28	the	the	DET
futech-371	268	29	risk	risk	NOUN
futech-371	268	30	of	of	ADP
futech-371	268	31	aggressive	aggressive	ADJ
futech-371	268	32	data	datum	NOUN
futech-371	268	33	gathering	gather	VERB
futech-371	268	34	d.	d.	PROPN
futech-371	268	35	wu	wu	PROPN
futech-371	268	36	&	&	CCONJ
futech-371	268	37	q.	q.	PROPN
futech-371	268	38	ma	ma	PROPN
futech-371	268	39	/future	/future	PROPN
futech-371	268	40	technology	technology	PROPN
futech-371	268	41	august	august	PROPN
futech-371	268	42	2025|	2025|	NUM
futech-371	269	1	volume	volume	NOUN
futech-371	269	2	04	04	NUM
futech-371	270	1	|	|	NOUN
futech-371	270	2	issue	issue	NOUN
futech-371	270	3	03	03	NUM
futech-371	271	1	|	|	ADV
futech-371	271	2	pages	page	VERB
futech-371	271	3	97	97	NUM
futech-371	271	4	-	-	SYM
futech-371	271	5	106	106	NUM
futech-371	271	6	105	105	NUM
futech-371	271	7	leading	lead	VERB
futech-371	271	8	to	to	ADP
futech-371	271	9	privacy	privacy	NOUN
futech-371	271	10	violation	violation	NOUN
futech-371	271	11	conflicts	conflict	NOUN
futech-371	271	12	and	and	CCONJ
futech-371	271	13	the	the	DET
futech-371	271	14	requirement	requirement	NOUN
futech-371	271	15	for	for	ADP
futech-371	271	16	extensive	extensive	ADJ
futech-371	271	17	staff	staff	NOUN
futech-371	271	18	retraining	retrain	VERB
futech-371	271	19	,	,	PUNCT
futech-371	271	20	all	all	PRON
futech-371	271	21	of	of	ADP
futech-371	271	22	which	which	PRON
futech-371	271	23	represent	represent	VERB
futech-371	271	24	major	major	ADJ
futech-371	271	25	operational	operational	ADJ
futech-371	271	26	costs	cost	NOUN
futech-371	271	27	.	.	PUNCT
futech-371	272	1	5	5	X
futech-371	272	2	.	.	X
futech-371	272	3	conclusion	conclusion	NOUN
futech-371	272	4	this	this	DET
futech-371	272	5	study	study	NOUN
futech-371	272	6	illustrates	illustrate	VERB
futech-371	272	7	the	the	DET
futech-371	272	8	revolutionary	revolutionary	ADJ
futech-371	272	9	impact	impact	NOUN
futech-371	272	10	of	of	ADP
futech-371	272	11	artificial	artificial	ADJ
futech-371	272	12	intelligence	intelligence	NOUN
futech-371	272	13	on	on	ADP
futech-371	272	14	the	the	DET
futech-371	272	15	analysis	analysis	NOUN
futech-371	272	16	of	of	ADP
futech-371	272	17	hospitality	hospitality	NOUN
futech-371	272	18	customer	customer	NOUN
futech-371	272	19	behaviour	behaviour	NOUN
futech-371	272	20	and	and	CCONJ
futech-371	272	21	loyalty	loyalty	NOUN
futech-371	272	22	programme	programme	NOUN
futech-371	272	23	engagement	engagement	NOUN
futech-371	272	24	optimization	optimization	NOUN
futech-371	272	25	.	.	PUNCT
futech-371	273	1	the	the	DET
futech-371	273	2	blended	blended	ADJ
futech-371	273	3	approach	approach	NOUN
futech-371	273	4	using	use	VERB
futech-371	273	5	deep	deep	ADJ
futech-371	273	6	learning	learning	NOUN
futech-371	273	7	and	and	CCONJ
futech-371	273	8	ai	ai	VERB
futech-371	273	9	analytics	analytic	NOUN
futech-371	273	10	provided	provide	VERB
futech-371	273	11	sharp	sharp	ADJ
futech-371	273	12	advancements	advancement	NOUN
futech-371	273	13	over	over	ADP
futech-371	273	14	previous	previous	ADJ
futech-371	273	15	methods	method	NOUN
futech-371	273	16	,	,	PUNCT
futech-371	273	17	achieving	achieve	VERB
futech-371	273	18	a	a	DET
futech-371	273	19	27.3	27.3	NUM
futech-371	273	20	%	%	NOUN
futech-371	273	21	customer	customer	NOUN
futech-371	273	22	retention	retention	NOUN
futech-371	273	23	increase	increase	NOUN
futech-371	273	24	,	,	PUNCT
futech-371	273	25	a	a	DET
futech-371	273	26	42.1	42.1	NUM
futech-371	273	27	%	%	NOUN
futech-371	273	28	improvement	improvement	NOUN
futech-371	273	29	in	in	ADP
futech-371	273	30	loyalty	loyalty	NOUN
futech-371	273	31	programme	programme	NOUN
futech-371	273	32	participation	participation	NOUN
futech-371	273	33	,	,	PUNCT
futech-371	273	34	and	and	CCONJ
futech-371	273	35	an	an	DET
futech-371	273	36	18.5	18.5	NUM
futech-371	273	37	%	%	NOUN
futech-371	273	38	revenue	revenue	NOUN
futech-371	273	39	increase	increase	NOUN
futech-371	273	40	per	per	ADP
futech-371	273	41	loyal	loyal	ADJ
futech-371	273	42	customer	customer	NOUN
futech-371	273	43	.	.	PUNCT
futech-371	274	1	the	the	DET
futech-371	274	2	study	study	NOUN
futech-371	274	3	contributes	contribute	VERB
futech-371	274	4	three	three	NUM
futech-371	274	5	overarching	overarching	ADJ
futech-371	274	6	findings	finding	NOUN
futech-371	274	7	by	by	ADP
futech-371	274	8	shifting	shift	VERB
futech-371	274	9	practical	practical	ADJ
futech-371	274	10	implementation	implementation	NOUN
futech-371	274	11	insights	insight	NOUN
futech-371	274	12	gained	gain	VERB
futech-371	274	13	through	through	ADP
futech-371	274	14	multi	multi	ADJ
futech-371	274	15	-	-	ADJ
futech-371	274	16	tiered	tiere	VERB
futech-371	274	17	business	business	NOUN
futech-371	274	18	impact	impact	NOUN
futech-371	274	19	measurement	measurement	NOUN
futech-371	274	20	across	across	ADP
futech-371	274	21	hotel	hotel	NOUN
futech-371	274	22	classes	class	NOUN
futech-371	274	23	from	from	ADP
futech-371	274	24	demographic	demographic	ADJ
futech-371	274	25	to	to	ADP
futech-371	274	26	behavioural	behavioural	ADJ
futech-371	274	27	segmentation	segmentation	NOUN
futech-371	274	28	frameworks	framework	NOUN
futech-371	274	29	,	,	PUNCT
futech-371	274	30	and	and	CCONJ
futech-371	274	31	offering	offer	VERB
futech-371	274	32	strategies	strategy	NOUN
futech-371	274	33	for	for	ADP
futech-371	274	34	addressing	address	VERB
futech-371	274	35	integration	integration	NOUN
futech-371	274	36	gaps	gap	NOUN
futech-371	274	37	,	,	PUNCT
futech-371	274	38	training	training	NOUN
futech-371	274	39	gaps	gap	NOUN
futech-371	274	40	,	,	PUNCT
futech-371	274	41	and	and	CCONJ
futech-371	274	42	ethics	ethic	NOUN
futech-371	274	43	gaps	gap	NOUN
futech-371	274	44	,	,	PUNCT
futech-371	274	45	which	which	PRON
futech-371	274	46	clearly	clearly	ADV
futech-371	274	47	indicate	indicate	VERB
futech-371	274	48	pre	pre	ADJ
futech-371	274	49	-	-	VERB
futech-371	274	50	defined	define	VERB
futech-371	274	51	,	,	PUNCT
futech-371	274	52	quantifiable	quantifiable	ADJ
futech-371	274	53	outcomes	outcome	NOUN
futech-371	274	54	justifying	justify	VERB
futech-371	274	55	post	post	ADJ
futech-371	274	56	-	-	ADJ
futech-371	274	57	action	action	ADJ
futech-371	274	58	evaluations	evaluation	NOUN
futech-371	274	59	.	.	PUNCT
futech-371	275	1	results	result	NOUN
futech-371	275	2	indicated	indicate	VERB
futech-371	275	3	positive	positive	ADJ
futech-371	275	4	roi	roi	NOUN
futech-371	275	5	across	across	ADP
futech-371	275	6	all	all	DET
futech-371	275	7	hotel	hotel	NOUN
futech-371	275	8	classes	class	NOUN
futech-371	275	9	with	with	ADP
futech-371	275	10	average	average	ADJ
futech-371	275	11	payback	payback	NOUN
futech-371	275	12	periods	period	NOUN
futech-371	275	13	of	of	ADP
futech-371	275	14	7.4	7.4	NUM
futech-371	275	15	months	month	NOUN
futech-371	275	16	,	,	PUNCT
futech-371	275	17	npv	npv	NOUN
futech-371	275	18	/	/	SYM
futech-371	275	19	investment	investment	NOUN
futech-371	275	20	ratios	ratio	NOUN
futech-371	275	21	of	of	ADP
futech-371	275	22	4.3:1	4.3:1	NUM
futech-371	275	23	over	over	ADP
futech-371	275	24	five	five	NUM
futech-371	275	25	years	year	NOUN
futech-371	275	26	.	.	PUNCT
futech-371	276	1	market	market	NOUN
futech-371	276	2	adaptive	adaptive	ADJ
futech-371	276	3	responsive	responsive	ADJ
futech-371	276	4	optimization	optimization	NOUN
futech-371	276	5	buffer	buffer	NOUN
futech-371	276	6	zone	zone	NOUN
futech-371	276	7	circumventions	circumvention	NOUN
futech-371	276	8	for	for	ADP
futech-371	276	9	customer	customer	NOUN
futech-371	276	10	behaviour	behaviour	NOUN
futech-371	276	11	shifts	shift	NOUN
futech-371	276	12	and	and	CCONJ
futech-371	276	13	external	external	ADJ
futech-371	276	14	condition	condition	NOUN
futech-371	276	15	changes	change	NOUN
futech-371	276	16	were	be	AUX
futech-371	276	17	optimally	optimally	ADV
futech-371	276	18	sustained	sustain	VERB
futech-371	276	19	by	by	ADP
futech-371	276	20	the	the	DET
futech-371	276	21	framework	framework	NOUN
futech-371	276	22	’s	’s	PART
futech-371	276	23	ability	ability	NOUN
futech-371	276	24	to	to	PART
futech-371	276	25	continuously	continuously	ADV
futech-371	276	26	learn	learn	VERB
futech-371	276	27	.	.	PUNCT
futech-371	277	1	this	this	DET
futech-371	277	2	study	study	NOUN
futech-371	277	3	acknowledges	acknowledge	VERB
futech-371	277	4	the	the	DET
futech-371	277	5	need	need	NOUN
futech-371	277	6	for	for	ADP
futech-371	277	7	adaptation	adaptation	NOUN
futech-371	277	8	to	to	PART
futech-371	277	9	culture	culture	VERB
futech-371	277	10	cold	cold	ADJ
futech-371	277	11	-	-	PUNCT
futech-371	277	12	start	start	NOUN
futech-371	277	13	problems	problem	NOUN
futech-371	277	14	for	for	ADP
futech-371	277	15	customers	customer	NOUN
futech-371	277	16	with	with	ADP
futech-371	277	17	sparse	sparse	ADJ
futech-371	277	18	historical	historical	ADJ
futech-371	277	19	data	datum	NOUN
futech-371	277	20	and	and	CCONJ
futech-371	277	21	independent	independent	ADJ
futech-371	277	22	property	property	NOUN
futech-371	277	23	applicability	applicability	NOUN
futech-371	277	24	as	as	ADP
futech-371	277	25	generalisable	generalisable	ADJ
futech-371	277	26	limitations	limitation	NOUN
futech-371	277	27	.	.	PUNCT
futech-371	278	1	research	research	NOUN
futech-371	278	2	ought	ought	AUX
futech-371	278	3	to	to	PART
futech-371	278	4	address	address	VERB
futech-371	278	5	culturally	culturally	ADV
futech-371	278	6	customized	customize	VERB
futech-371	279	1	ai	ai	NOUN
futech-371	279	2	frameworks	framework	NOUN
futech-371	279	3	,	,	PUNCT
futech-371	279	4	ethics	ethic	NOUN
futech-371	279	5	of	of	ADP
futech-371	279	6	algorithmic	algorithmic	ADJ
futech-371	279	7	customer	customer	NOUN
futech-371	279	8	relation	relation	NOUN
futech-371	279	9	management	management	NOUN
futech-371	279	10	,	,	PUNCT
futech-371	279	11	and	and	CCONJ
futech-371	279	12	convergence	convergence	NOUN
futech-371	279	13	with	with	ADP
futech-371	279	14	emerging	emerge	VERB
futech-371	279	15	technologies	technology	NOUN
futech-371	279	16	like	like	ADP
futech-371	279	17	ar	ar	NOUN
futech-371	279	18	and	and	CCONJ
futech-371	279	19	blockchain	blockchain	PROPN
futech-371	279	20	.	.	PUNCT
futech-371	280	1	the	the	DET
futech-371	280	2	findings	finding	NOUN
futech-371	280	3	indicate	indicate	VERB
futech-371	280	4	that	that	SCONJ
futech-371	280	5	ai	ai	NOUN
futech-371	280	6	-	-	PUNCT
futech-371	280	7	powered	power	VERB
futech-371	280	8	loyalty	loyalty	NOUN
futech-371	280	9	optimization	optimization	NOUN
futech-371	280	10	represents	represent	VERB
futech-371	280	11	a	a	DET
futech-371	280	12	fundamental	fundamental	ADJ
futech-371	280	13	industry	industry	NOUN
futech-371	280	14	transformation	transformation	NOUN
futech-371	280	15	rather	rather	ADV
futech-371	280	16	than	than	ADP
futech-371	280	17	incremental	incremental	ADJ
futech-371	280	18	improvement	improvement	NOUN
futech-371	280	19	,	,	PUNCT
futech-371	280	20	offering	offer	VERB
futech-371	280	21	sustainable	sustainable	ADJ
futech-371	280	22	competitive	competitive	ADJ
futech-371	280	23	advantages	advantage	NOUN
futech-371	280	24	for	for	ADP
futech-371	280	25	early	early	ADJ
futech-371	280	26	adopters	adopter	NOUN
futech-371	280	27	in	in	ADP
futech-371	280	28	the	the	DET
futech-371	280	29	evolving	evolve	VERB
futech-371	280	30	hospitality	hospitality	NOUN
futech-371	280	31	landscape	landscape	NOUN
futech-371	280	32	.	.	PUNCT
futech-371	281	1	ethical	ethical	ADJ
futech-371	281	2	issue	issue	NOUN
futech-371	281	3	the	the	DET
futech-371	281	4	authors	author	NOUN
futech-371	281	5	are	be	AUX
futech-371	281	6	aware	aware	ADJ
futech-371	281	7	of	of	ADP
futech-371	281	8	and	and	CCONJ
futech-371	281	9	comply	comply	ADJ
futech-371	281	10	with	with	ADP
futech-371	281	11	best	good	ADJ
futech-371	281	12	practices	practice	NOUN
futech-371	281	13	in	in	ADP
futech-371	281	14	publication	publication	NOUN
futech-371	281	15	ethics	ethic	NOUN
futech-371	281	16	,	,	PUNCT
futech-371	281	17	specifically	specifically	ADV
futech-371	281	18	with	with	ADP
futech-371	281	19	regard	regard	NOUN
futech-371	281	20	to	to	ADP
futech-371	281	21	authorship	authorship	NOUN
futech-371	281	22	(	(	PUNCT
futech-371	281	23	avoidance	avoidance	NOUN
futech-371	281	24	of	of	ADP
futech-371	281	25	guest	guest	NOUN
futech-371	281	26	authorship	authorship	NOUN
futech-371	281	27	)	)	PUNCT
futech-371	281	28	,	,	PUNCT
futech-371	281	29	dual	dual	ADJ
futech-371	281	30	submission	submission	NOUN
futech-371	281	31	,	,	PUNCT
futech-371	281	32	manipulation	manipulation	NOUN
futech-371	281	33	of	of	ADP
futech-371	281	34	figures	figure	NOUN
futech-371	281	35	,	,	PUNCT
futech-371	281	36	competing	compete	VERB
futech-371	281	37	interests	interest	NOUN
futech-371	281	38	,	,	PUNCT
futech-371	281	39	and	and	CCONJ
futech-371	281	40	compliance	compliance	NOUN
futech-371	281	41	with	with	ADP
futech-371	281	42	policies	policy	NOUN
futech-371	281	43	on	on	ADP
futech-371	281	44	research	research	NOUN
futech-371	281	45	ethics	ethic	NOUN
futech-371	281	46	.	.	PUNCT
futech-371	282	1	the	the	DET
futech-371	282	2	author	author	NOUN
futech-371	282	3	adheres	adhere	VERB
futech-371	282	4	to	to	ADP
futech-371	282	5	publication	publication	NOUN
futech-371	282	6	requirements	requirement	NOUN
futech-371	282	7	that	that	SCONJ
futech-371	282	8	the	the	DET
futech-371	282	9	submitted	submit	VERB
futech-371	282	10	work	work	NOUN
futech-371	282	11	is	be	AUX
futech-371	282	12	original	original	ADJ
futech-371	282	13	and	and	CCONJ
futech-371	282	14	has	have	AUX
futech-371	282	15	not	not	PART
futech-371	282	16	been	be	AUX
futech-371	282	17	published	publish	VERB
futech-371	282	18	elsewhere	elsewhere	ADV
futech-371	282	19	.	.	PUNCT
futech-371	283	1	data	datum	NOUN
futech-371	283	2	availability	availability	NOUN
futech-371	283	3	statement	statement	NOUN
futech-371	283	4	the	the	DET
futech-371	283	5	manuscript	manuscript	NOUN
futech-371	283	6	contains	contain	VERB
futech-371	283	7	all	all	DET
futech-371	283	8	the	the	DET
futech-371	283	9	data	datum	NOUN
futech-371	283	10	.	.	PUNCT
futech-371	284	1	however	however	ADV
futech-371	284	2	,	,	PUNCT
futech-371	284	3	more	more	ADJ
futech-371	284	4	data	datum	NOUN
futech-371	284	5	will	will	AUX
futech-371	284	6	be	be	AUX
futech-371	284	7	available	available	ADJ
futech-371	284	8	upon	upon	SCONJ
futech-371	284	9	request	request	NOUN
futech-371	284	10	from	from	ADP
futech-371	284	11	the	the	DET
futech-371	284	12	authors	author	NOUN
futech-371	284	13	.	.	PUNCT
futech-371	285	1	conflict	conflict	NOUN
futech-371	285	2	of	of	ADP
futech-371	285	3	interest	interest	NOUN
futech-371	285	4	the	the	DET
futech-371	285	5	authors	author	NOUN
futech-371	285	6	declare	declare	VERB
futech-371	285	7	no	no	DET
futech-371	285	8	potential	potential	ADJ
futech-371	285	9	conflict	conflict	NOUN
futech-371	285	10	of	of	ADP
futech-371	285	11	interest	interest	NOUN
futech-371	285	12	.	.	PUNCT
futech-371	286	1	references	reference	NOUN
futech-371	286	2	[	[	X
futech-371	286	3	1	1	NUM
futech-371	286	4	]	]	X
futech-371	286	5	koo	koo	PROPN
futech-371	286	6	,	,	PUNCT
futech-371	286	7	b.	b.	PROPN
futech-371	286	8	,	,	PUNCT
futech-371	286	9	j.	j.	PROPN
futech-371	286	10	yu	yu	PROPN
futech-371	286	11	,	,	PUNCT
futech-371	286	12	and	and	CCONJ
futech-371	286	13	h.	h.	PROPN
futech-371	286	14	han	han	PROPN
futech-371	286	15	,	,	PUNCT
futech-371	286	16	the	the	DET
futech-371	286	17	role	role	NOUN
futech-371	286	18	of	of	ADP
futech-371	286	19	loyalty	loyalty	NOUN
futech-371	286	20	programs	program	NOUN
futech-371	286	21	in	in	ADP
futech-371	286	22	boosting	boost	VERB
futech-371	286	23	hotel	hotel	NOUN
futech-371	286	24	guest	guest	NOUN
futech-371	286	25	loyalty	loyalty	NOUN
futech-371	286	26	:	:	PUNCT
futech-371	286	27	impact	impact	NOUN
futech-371	286	28	of	of	ADP
futech-371	286	29	switching	switch	VERB
futech-371	286	30	barriers	barrier	NOUN
futech-371	286	31	.	.	PUNCT
futech-371	287	1	international	international	ADJ
futech-371	287	2	journal	journal	PROPN
futech-371	287	3	of	of	ADP
futech-371	287	4	hospitality	hospitality	PROPN
futech-371	287	5	management	management	NOUN
futech-371	287	6	,	,	PUNCT
futech-371	287	7	2020	2020	NUM
futech-371	287	8	.	.	PUNCT
futech-371	288	1	84	84	NUM
futech-371	288	2	:	:	PUNCT
futech-371	289	1	p.	p.	NOUN
futech-371	289	2	102328.https://doi.org/10.1016/j.ijhm.2019.10232	102328.https://doi.org/10.1016/j.ijhm.2019.10232	NUM
futech-371	289	3	8	8	NUM
futech-371	290	1	[	[	X
futech-371	290	2	2	2	NUM
futech-371	290	3	]	]	X
futech-371	290	4	al	al	PROPN
futech-371	290	5	-	-	PUNCT
futech-371	290	6	hyari	hyari	PROPN
futech-371	290	7	,	,	PUNCT
futech-371	290	8	h.s.a	h.s.a	NOUN
futech-371	290	9	.	.	PROPN
futech-371	290	10	,	,	PUNCT
futech-371	290	11	h.m	h.m	PROPN
futech-371	290	12	.	.	PROPN
futech-371	290	13	al	al	PROPN
futech-371	290	14	-	-	PUNCT
futech-371	290	15	smadi	smadi	NOUN
futech-371	290	16	,	,	PUNCT
futech-371	290	17	and	and	CCONJ
futech-371	290	18	s.r	s.r	PROPN
futech-371	290	19	.	.	PROPN
futech-371	290	20	weshah	weshah	PROPN
futech-371	290	21	,	,	PUNCT
futech-371	290	22	the	the	DET
futech-371	290	23	impact	impact	NOUN
futech-371	290	24	of	of	ADP
futech-371	290	25	artificial	artificial	ADJ
futech-371	290	26	intelligence	intelligence	NOUN
futech-371	290	27	(	(	PUNCT
futech-371	290	28	ai	ai	NOUN
futech-371	290	29	)	)	PUNCT
futech-371	290	30	on	on	ADP
futech-371	290	31	guest	guest	NOUN
futech-371	290	32	satisfaction	satisfaction	NOUN
futech-371	290	33	in	in	ADP
futech-371	290	34	hotel	hotel	NOUN
futech-371	290	35	management	management	NOUN
futech-371	290	36	:	:	PUNCT
futech-371	290	37	an	an	DET
futech-371	290	38	empirical	empirical	ADJ
futech-371	290	39	study	study	NOUN
futech-371	290	40	of	of	ADP
futech-371	290	41	luxury	luxury	NOUN
futech-371	290	42	hotels	hotel	NOUN
futech-371	290	43	.	.	PUNCT
futech-371	291	1	geo	geo	PROPN
futech-371	291	2	journal	journal	PROPN
futech-371	291	3	of	of	ADP
futech-371	291	4	tourism	tourism	NOUN
futech-371	291	5	and	and	CCONJ
futech-371	291	6	geosites	geosite	NOUN
futech-371	291	7	,	,	PUNCT
futech-371	291	8	2023	2023	NUM
futech-371	291	9	.	.	PUNCT
futech-371	292	1	48	48	NUM
futech-371	292	2	:	:	PUNCT
futech-371	293	1	p.	p.	NOUN
futech-371	293	2	810-819.doi	810-819.doi	NUM
futech-371	293	3	10.30892	10.30892	NUM
futech-371	293	4	/	/	SYM
futech-371	293	5	gtg.482spl15	gtg.482spl15	NOUN
futech-371	293	6	-	-	NOUN
futech-371	293	7	1081	1081	NUM
futech-371	293	8	[	[	X
futech-371	293	9	3	3	NUM
futech-371	293	10	]	]	X
futech-371	293	11	lentz	lentz	NOUN
futech-371	293	12	,	,	PUNCT
futech-371	293	13	m.	m.	NOUN
futech-371	293	14	,	,	PUNCT
futech-371	293	15	o.	o.	PROPN
futech-371	293	16	berezan	berezan	PROPN
futech-371	293	17	,	,	PUNCT
futech-371	293	18	and	and	CCONJ
futech-371	293	19	c.	c.	PROPN
futech-371	293	20	raab	raab	PROPN
futech-371	293	21	,	,	PUNCT
futech-371	293	22	uncovering	uncover	VERB
futech-371	293	23	the	the	DET
futech-371	293	24	relationship	relationship	NOUN
futech-371	293	25	between	between	ADP
futech-371	293	26	revenue	revenue	NOUN
futech-371	293	27	management	management	NOUN
futech-371	293	28	and	and	CCONJ
futech-371	293	29	hotel	hotel	NOUN
futech-371	293	30	loyalty	loyalty	NOUN
futech-371	293	31	programs	program	NOUN
futech-371	293	32	.	.	PUNCT
futech-371	294	1	journal	journal	NOUN
futech-371	294	2	of	of	ADP
futech-371	294	3	revenue	revenue	NOUN
futech-371	294	4	and	and	CCONJ
futech-371	294	5	pricing	pricing	NOUN
futech-371	294	6	management	management	NOUN
futech-371	294	7	,	,	PUNCT
futech-371	294	8	2021	2021	NUM
futech-371	294	9	.	.	PUNCT
futech-371	295	1	21(3	21(3	NUM
futech-371	295	2	):	):	PUNCT
futech-371	296	1	p.	p.	NOUN
futech-371	296	2	306.doi	306.doi	NUM
futech-371	296	3	:	:	PUNCT
futech-371	296	4	10.1057	10.1057	NUM
futech-371	296	5	/	/	SYM
futech-371	296	6	s41272	s41272	ADJ
futech-371	296	7	-	-	PUNCT
futech-371	296	8	021	021	NUM
futech-371	296	9	-	-	PUNCT
futech-371	296	10	00331	00331	NUM
futech-371	296	11	-	-	SYM
futech-371	296	12	0	0	NUM
futech-371	297	1	[	[	X
futech-371	297	2	4	4	NUM
futech-371	297	3	]	]	X
futech-371	297	4	singh	singh	PROPN
futech-371	297	5	,	,	PUNCT
futech-371	297	6	p.	p.	NOUN
futech-371	297	7	and	and	CCONJ
futech-371	297	8	v.	v.	ADP
futech-371	297	9	singh	singh	PROPN
futech-371	297	10	,	,	PUNCT
futech-371	297	11	the	the	DET
futech-371	297	12	power	power	NOUN
futech-371	297	13	of	of	ADP
futech-371	297	14	ai	ai	NOUN
futech-371	297	15	:	:	PUNCT
futech-371	297	16	enhancing	enhance	VERB
futech-371	297	17	customer	customer	NOUN
futech-371	297	18	loyalty	loyalty	NOUN
futech-371	297	19	through	through	ADP
futech-371	297	20	satisfaction	satisfaction	NOUN
futech-371	297	21	and	and	CCONJ
futech-371	297	22	efficiency	efficiency	NOUN
futech-371	297	23	.	.	PUNCT
futech-371	298	1	cogent	cogent	NOUN
futech-371	298	2	business	business	PROPN
futech-371	298	3	&	&	CCONJ
futech-371	298	4	management	management	PROPN
futech-371	298	5	,	,	PUNCT
futech-371	298	6	2024	2024	NUM
futech-371	298	7	.	.	PUNCT
futech-371	299	1	11(1	11(1	NUM
futech-371	299	2	):	):	PUNCT
futech-371	300	1	p.	p.	NOUN
futech-371	300	2	2326107.https://doi.org/10.1080/23311975.202	2326107.https://doi.org/10.1080/23311975.202	NOUN
futech-371	301	1	4.2326107	4.2326107	NUM
futech-371	301	2	[	[	SYM
futech-371	301	3	5	5	NUM
futech-371	301	4	]	]	PUNCT
futech-371	301	5	alsayat	alsayat	PROPN
futech-371	301	6	,	,	PUNCT
futech-371	301	7	a.	a.	NOUN
futech-371	301	8	,	,	PUNCT
futech-371	301	9	customer	customer	NOUN
futech-371	301	10	decision	decision	NOUN
futech-371	301	11	-	-	PUNCT
futech-371	301	12	making	make	VERB
futech-371	301	13	analysis	analysis	NOUN
futech-371	301	14	based	base	VERB
futech-371	301	15	on	on	ADP
futech-371	301	16	big	big	ADJ
futech-371	301	17	social	social	ADJ
futech-371	301	18	data	datum	NOUN
futech-371	301	19	using	use	VERB
futech-371	301	20	machine	machine	NOUN
futech-371	301	21	learning	learning	NOUN
futech-371	301	22	:	:	PUNCT
futech-371	301	23	a	a	DET
futech-371	301	24	case	case	NOUN
futech-371	301	25	study	study	NOUN
futech-371	301	26	of	of	ADP
futech-371	301	27	hotels	hotel	NOUN
futech-371	301	28	in	in	ADP
futech-371	301	29	mecca	mecca	PROPN
futech-371	301	30	.	.	PUNCT
futech-371	301	31	neural	neural	ADJ
futech-371	301	32	computing	computing	NOUN
futech-371	301	33	and	and	CCONJ
futech-371	301	34	applications	application	NOUN
futech-371	301	35	,	,	PUNCT
futech-371	301	36	2023	2023	NUM
futech-371	301	37	.	.	PUNCT
futech-371	302	1	35(6	35(6	NUM
futech-371	302	2	):	):	PUNCT
futech-371	302	3	p.	p.	NOUN
futech-371	302	4	47014722.https://doi.org/10.1007/s00521-02207992-x	47014722.https://doi.org/10.1007/s00521-02207992-x	NUM
futech-371	303	1	[	[	X
futech-371	303	2	6	6	NUM
futech-371	303	3	]	]	PUNCT
futech-371	303	4	said	say	VERB
futech-371	303	5	,	,	PUNCT
futech-371	303	6	s.	s.	PROPN
futech-371	303	7	,	,	PUNCT
futech-371	303	8	the	the	DET
futech-371	303	9	role	role	NOUN
futech-371	303	10	of	of	ADP
futech-371	303	11	artificial	artificial	ADJ
futech-371	303	12	intelligence	intelligence	NOUN
futech-371	303	13	(	(	PUNCT
futech-371	303	14	ai	ai	NOUN
futech-371	303	15	)	)	PUNCT
futech-371	303	16	and	and	CCONJ
futech-371	303	17	data	datum	NOUN
futech-371	303	18	analytics	analytic	NOUN
futech-371	303	19	in	in	ADP
futech-371	303	20	enhancing	enhance	VERB
futech-371	303	21	guest	guest	NOUN
futech-371	303	22	personalization	personalization	NOUN
futech-371	303	23	in	in	ADP
futech-371	303	24	hospitality	hospitality	NOUN
futech-371	303	25	.	.	PUNCT
futech-371	304	1	journal	journal	NOUN
futech-371	304	2	of	of	ADP
futech-371	304	3	modern	modern	ADJ
futech-371	304	4	hospitality	hospitality	NOUN
futech-371	304	5	,	,	PUNCT
futech-371	304	6	2023	2023	NUM
futech-371	304	7	.	.	PUNCT
futech-371	305	1	2(1	2(1	NUM
futech-371	305	2	):	):	PUNCT
futech-371	305	3	p.	p.	NOUN
futech-371	305	4	1	1	NUM
futech-371	305	5	-	-	SYM
futech-371	305	6	13.doi:10.47941	13.doi:10.47941	NUM
futech-371	305	7	/	/	SYM
futech-371	305	8	jmh.1556	jmh.1556	X
futech-371	305	9	[	[	X
futech-371	305	10	7	7	NUM
futech-371	305	11	]	]	PUNCT
futech-371	305	12	zahidi	zahidi	PROPN
futech-371	305	13	,	,	PUNCT
futech-371	305	14	f.	f.	PROPN
futech-371	305	15	,	,	PUNCT
futech-371	305	16	b.b	b.b	PROPN
futech-371	305	17	.	.	PROPN
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futech-371	305	19	,	,	PUNCT
futech-371	305	20	and	and	CCONJ
futech-371	305	21	t.	t.	NOUN
futech-371	305	22	mulla	mulla	NOUN
futech-371	305	23	,	,	PUNCT
futech-371	305	24	embracing	embrace	VERB
futech-371	305	25	the	the	DET
futech-371	305	26	new	new	ADJ
futech-371	305	27	era	era	NOUN
futech-371	305	28	:	:	PUNCT
futech-371	305	29	artificial	artificial	ADJ
futech-371	305	30	intelligence	intelligence	NOUN
futech-371	305	31	and	and	CCONJ
futech-371	305	32	its	its	PRON
futech-371	305	33	multifaceted	multifaceted	ADJ
futech-371	305	34	impact	impact	NOUN
futech-371	305	35	on	on	ADP
futech-371	305	36	the	the	DET
futech-371	305	37	hospitality	hospitality	NOUN
futech-371	305	38	industry	industry	NOUN
futech-371	305	39	.	.	PUNCT
futech-371	306	1	journal	journal	PROPN
futech-371	306	2	of	of	ADP
futech-371	306	3	open	open	ADJ
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futech-371	306	5	:	:	PUNCT
futech-371	306	6	technology	technology	NOUN
futech-371	306	7	,	,	PUNCT
futech-371	306	8	market	market	NOUN
futech-371	306	9	,	,	PUNCT
futech-371	306	10	and	and	CCONJ
futech-371	306	11	complexity	complexity	NOUN
futech-371	306	12	,	,	PUNCT
futech-371	306	13	2024	2024	NUM
futech-371	306	14	.	.	PUNCT
futech-371	307	1	10(4	10(4	NUM
futech-371	307	2	):	):	PUNCT
futech-371	308	1	p.	p.	NOUN
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futech-371	308	3	0390	0390	NUM
futech-371	309	1	[	[	X
futech-371	309	2	8	8	NUM
futech-371	309	3	]	]	SYM
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futech-371	309	5	,	,	PUNCT
futech-371	309	6	a.	a.	PROPN
futech-371	309	7	,	,	PUNCT
futech-371	309	8	a	a	DET
futech-371	309	9	hybrid	hybrid	ADJ
futech-371	309	10	method	method	NOUN
futech-371	309	11	for	for	ADP
futech-371	309	12	customer	customer	NOUN
futech-371	309	13	segmentation	segmentation	NOUN
futech-371	309	14	in	in	ADP
futech-371	309	15	saudi	saudi	PROPN
futech-371	309	16	arabia	arabia	PROPN
futech-371	309	17	restaurants	restaurant	NOUN
futech-371	309	18	using	use	VERB
futech-371	309	19	clustering	clustering	NOUN
futech-371	309	20	,	,	PUNCT
futech-371	309	21	neural	neural	ADJ
futech-371	309	22	networks	network	NOUN
futech-371	309	23	and	and	CCONJ
futech-371	309	24	optimization	optimization	NOUN
futech-371	309	25	learning	learn	VERB
futech-371	309	26	techniques	technique	NOUN
futech-371	309	27	.	.	PUNCT
futech-371	310	1	arabian	arabian	ADJ
futech-371	310	2	journal	journal	PROPN
futech-371	310	3	for	for	ADP
futech-371	310	4	science	science	NOUN
futech-371	310	5	and	and	CCONJ
futech-371	310	6	engineering	engineering	NOUN
futech-371	310	7	,	,	PUNCT
futech-371	310	8	2023	2023	NUM
futech-371	310	9	.	.	PUNCT
futech-371	311	1	48(2	48(2	NUM
futech-371	311	2	):	):	PUNCT
futech-371	311	3	p.	p.	NOUN
futech-371	311	4	20212039	20212039	NUM
futech-371	311	5	.	.	PUNCT
futech-371	312	1	https://doi.org/10.1007/s13369-02207091-y	https://doi.org/10.1007/s13369-02207091-y	PROPN
futech-371	313	1	[	[	X
futech-371	313	2	9	9	NUM
futech-371	313	3	]	]	X
futech-371	313	4	badouch	badouch	ADJ
futech-371	313	5	,	,	PUNCT
futech-371	313	6	m.	m.	NOUN
futech-371	313	7	and	and	CCONJ
futech-371	313	8	m.	m.	NOUN
futech-371	313	9	boutaounte	boutaounte	PROPN
futech-371	313	10	,	,	PUNCT
futech-371	313	11	design	design	NOUN
futech-371	313	12	and	and	CCONJ
futech-371	313	13	implementation	implementation	NOUN
futech-371	313	14	of	of	ADP
futech-371	313	15	a	a	DET
futech-371	313	16	hotel	hotel	NOUN
futech-371	313	17	recommendation	recommendation	NOUN
futech-371	313	18	system	system	NOUN
futech-371	313	19	using	use	VERB
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futech-371	313	22	,	,	PUNCT
futech-371	313	23	in	in	ADP
futech-371	313	24	ai	ai	NOUN
futech-371	313	25	and	and	CCONJ
futech-371	313	26	data	datum	NOUN
futech-371	313	27	engineering	engineering	NOUN
futech-371	313	28	solutions	solution	NOUN
futech-371	313	29	for	for	ADP
futech-371	313	30	effective	effective	ADJ
futech-371	313	31	marketing	marketing	NOUN
futech-371	313	32	.	.	PUNCT
futech-371	314	1	2024	2024	NUM
futech-371	314	2	,	,	PUNCT
futech-371	314	3	igi	igi	PROPN
futech-371	314	4	global	global	NOUN
futech-371	314	5	.	.	PUNCT
futech-371	315	1	p.	p.	NOUN
futech-371	315	2	388-408.doi	388-408.doi	NUM
futech-371	315	3	:	:	PUNCT
futech-371	315	4	10.4018/979	10.4018/979	NUM
futech-371	315	5	-	-	SYM
futech-371	315	6	83693	83693	NUM
futech-371	315	7	-	-	SYM
futech-371	315	8	3172	3172	NUM
futech-371	315	9	-	-	PUNCT
futech-371	315	10	9.ch019	9.ch019	NUM
futech-371	316	1	[	[	X
futech-371	316	2	10	10	NUM
futech-371	316	3	]	]	X
futech-371	316	4	kshetri	kshetri	ADJ
futech-371	316	5	,	,	PUNCT
futech-371	316	6	n.	n.	PROPN
futech-371	316	7	,	,	PUNCT
futech-371	316	8	et	et	PROPN
futech-371	316	9	al	al	PROPN
futech-371	316	10	.	.	PROPN
futech-371	316	11	,	,	PUNCT
futech-371	316	12	“	"	PUNCT
futech-371	316	13	so	so	ADV
futech-371	316	14	what	what	PRON
futech-371	316	15	if	if	SCONJ
futech-371	316	16	chatgpt	chatgpt	NOUN
futech-371	316	17	wrote	write	VERB
futech-371	316	18	it	it	PRON
futech-371	316	19	?	?	PUNCT
futech-371	316	20	”	"	PUNCT
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futech-371	316	22	perspectives	perspective	NOUN
futech-371	316	23	on	on	ADP
futech-371	316	24	opportunities	opportunity	NOUN
futech-371	316	25	,	,	PUNCT
futech-371	316	26	challenges	challenge	NOUN
futech-371	316	27	and	and	CCONJ
futech-371	316	28	implications	implication	NOUN
futech-371	316	29	of	of	ADP
futech-371	316	30	generative	generative	ADJ
futech-371	316	31	conversational	conversational	ADJ
futech-371	316	32	ai	ai	NOUN
futech-371	316	33	for	for	ADP
futech-371	316	34	research	research	NOUN
futech-371	316	35	,	,	PUNCT
futech-371	316	36	practice	practice	NOUN
futech-371	316	37	and	and	CCONJ
futech-371	316	38	policy	policy	NOUN
futech-371	316	39	.	.	PUNCT
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futech-371	317	2	journal	journal	PROPN
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futech-371	317	4	information	information	NOUN
futech-371	317	5	management	management	NOUN
futech-371	317	6	,	,	PUNCT
futech-371	317	7	2023	2023	NUM
futech-371	317	8	.	.	PUNCT
futech-371	318	1	71	71	NUM
futech-371	318	2	:	:	PUNCT
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futech-371	319	2	102642.https://doi.org/10.1016/j.ijinfomgt.2023	102642.https://doi.org/10.1016/j.ijinfomgt.2023	NUM
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futech-371	320	3	]	]	X
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futech-371	320	6	y.k	y.k	PROPN
futech-371	320	7	.	.	PROPN
futech-371	320	8	,	,	PUNCT
futech-371	320	9	et	et	PROPN
futech-371	320	10	al	al	PROPN
futech-371	320	11	.	.	PROPN
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futech-371	320	13	leveraging	leverage	VERB
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futech-371	320	15	and	and	CCONJ
futech-371	320	16	other	other	ADJ
futech-371	320	17	generative	generative	ADJ
futech-371	320	18	artificial	artificial	ADJ
futech-371	320	19	intelligence	intelligence	NOUN
futech-371	320	20	(	(	PUNCT
futech-371	320	21	ai)-based	ai)-base	VERB
futech-371	320	22	applications	application	NOUN
futech-371	320	23	in	in	ADP
futech-371	320	24	the	the	DET
futech-371	320	25	hospitality	hospitality	NOUN
futech-371	320	26	and	and	CCONJ
futech-371	320	27	tourism	tourism	NOUN
futech-371	320	28	industry	industry	NOUN
futech-371	320	29	:	:	PUNCT
futech-371	320	30	practices	practice	NOUN
futech-371	320	31	,	,	PUNCT
futech-371	320	32	challenges	challenge	NOUN
futech-371	320	33	and	and	CCONJ
futech-371	320	34	research	research	NOUN
futech-371	320	35	agenda	agenda	NOUN
futech-371	320	36	.	.	PUNCT
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futech-371	321	5	hospitality	hospitality	PROPN
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futech-371	321	7	,	,	PUNCT
futech-371	321	8	2024	2024	NUM
futech-371	321	9	.	.	PUNCT
futech-371	322	1	36(1	36(1	NUM
futech-371	322	2	):	):	PUNCT
futech-371	322	3	p.	p.	NOUN
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futech-371	323	1	https://doi.org/10.1016/j.ijhm.2019.102328	https://doi.org/10.1016/j.ijhm.2019.102328	PROPN
futech-371	323	2	https://doi.org/10.1057/s41272-021-00331-0	https://doi.org/10.1057/s41272-021-00331-0	NUM
futech-371	323	3	http://dx.doi.org/10.47941/jmh.1556	http://dx.doi.org/10.47941/jmh.1556	PROPN
futech-371	323	4	https://doi.org/10.1016/j.joitmc.2024.100390	https://doi.org/10.1016/j.joitmc.2024.100390	NOUN
futech-371	323	5	https://doi.org/10.1016/j.joitmc.2024.100390	https://doi.org/10.1016/j.joitmc.2024.100390	PROPN
futech-371	323	6	d.	d.	PROPN
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futech-371	323	8	&	&	CCONJ
futech-371	323	9	q.	q.	PROPN
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futech-371	323	14	2025|	2025|	NUM
futech-371	323	15	volume	volume	NOUN
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futech-371	324	1	|	|	NOUN
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futech-371	325	1	|	|	ADV
futech-371	325	2	pages	page	VERB
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futech-371	325	4	-	-	SYM
futech-371	325	5	106	106	NUM
futech-371	325	6	106	106	NUM
futech-371	325	7	12.https://doi.org/10.1108/ijchm-05-20230686	12.https://doi.org/10.1108/ijchm-05-20230686	NUM
futech-371	325	8	[	[	X
futech-371	325	9	12	12	NUM
futech-371	325	10	]	]	PUNCT
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futech-371	325	12	,	,	PUNCT
futech-371	325	13	a.	a.	NOUN
futech-371	325	14	,	,	PUNCT
futech-371	325	15	role	role	NOUN
futech-371	325	16	of	of	ADP
futech-371	325	17	artificial	artificial	ADJ
futech-371	325	18	intelligence	intelligence	NOUN
futech-371	325	19	in	in	ADP
futech-371	325	20	revenue	revenue	NOUN
futech-371	325	21	management	management	NOUN
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futech-371	325	23	pricing	pricing	NOUN
futech-371	325	24	strategies	strategy	NOUN
futech-371	325	25	in	in	ADP
futech-371	325	26	hotels	hotel	NOUN
futech-371	325	27	.	.	PUNCT
futech-371	326	1	journal	journal	NOUN
futech-371	326	2	of	of	ADP
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futech-371	326	4	hospitality	hospitality	NOUN
futech-371	326	5	,	,	PUNCT
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futech-371	326	7	.	.	PUNCT
futech-371	327	1	3(2	3(2	NUM
futech-371	327	2	):	):	PUNCT
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futech-371	329	2	13	13	NUM
futech-371	329	3	]	]	PUNCT
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futech-371	329	5	-	-	PUNCT
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futech-371	329	9	,	,	PUNCT
futech-371	329	10	et	et	PROPN
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futech-371	329	12	.	.	PROPN
futech-371	329	13	,	,	PUNCT
futech-371	329	14	artificial	artificial	ADJ
futech-371	329	15	intelligence	intelligence	NOUN
futech-371	329	16	’s	’s	PART
futech-371	329	17	impact	impact	NOUN
futech-371	329	18	on	on	ADP
futech-371	329	19	hospitality	hospitality	NOUN
futech-371	329	20	and	and	CCONJ
futech-371	329	21	tourism	tourism	NOUN
futech-371	329	22	marketing	marketing	NOUN
futech-371	329	23	:	:	PUNCT
futech-371	329	24	exploring	explore	VERB
futech-371	329	25	key	key	ADJ
futech-371	329	26	themes	theme	NOUN
futech-371	329	27	and	and	CCONJ
futech-371	329	28	addressing	address	VERB
futech-371	329	29	challenges	challenge	NOUN
futech-371	329	30	.	.	PUNCT
futech-371	330	1	current	current	ADJ
futech-371	330	2	issues	issue	NOUN
futech-371	330	3	in	in	ADP
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futech-371	330	5	,	,	PUNCT
futech-371	330	6	2024	2024	NUM
futech-371	330	7	.	.	PUNCT
futech-371	331	1	27(14	27(14	NOUN
futech-371	331	2	):	):	PUNCT
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futech-371	331	5	229480https://doi.org/10.1080/13683500.2023	229480https://doi.org/10.1080/13683500.2023	NUM
futech-371	331	6	.	.	PUNCT
futech-371	332	1	2229480	2229480	NUM
futech-371	333	1	[	[	X
futech-371	333	2	14	14	NUM
futech-371	333	3	]	]	X
futech-371	333	4	lo	lo	PROPN
futech-371	333	5	,	,	PUNCT
futech-371	333	6	f.-y	f.-y	NOUN
futech-371	333	7	.	.	PUNCT
futech-371	334	1	and	and	CCONJ
futech-371	334	2	n.	n.	PROPN
futech-371	334	3	campos	campos	PROPN
futech-371	334	4	,	,	PUNCT
futech-371	334	5	blending	blend	VERB
futech-371	334	6	internet	internet	NOUN
futech-371	334	7	-	-	PUNCT
futech-371	334	8	ofthings	ofthing	NOUN
futech-371	334	9	(	(	PUNCT
futech-371	334	10	iot	iot	NOUN
futech-371	334	11	)	)	PUNCT
futech-371	334	12	solutions	solution	NOUN
futech-371	334	13	into	into	ADP
futech-371	334	14	relationship	relationship	NOUN
futech-371	334	15	marketing	marketing	NOUN
futech-371	334	16	strategies	strategy	NOUN
futech-371	334	17	.	.	PUNCT
futech-371	335	1	technological	technological	ADJ
futech-371	335	2	forecasting	forecasting	NOUN
futech-371	335	3	and	and	CCONJ
futech-371	335	4	social	social	ADJ
futech-371	335	5	change	change	NOUN
futech-371	335	6	,	,	PUNCT
futech-371	335	7	2018	2018	NUM
futech-371	335	8	.	.	PUNCT
futech-371	336	1	137	137	NUM
futech-371	336	2	:	:	PUNCT
futech-371	337	1	p.	p.	NOUN
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futech-371	337	3	9	9	NUM
futech-371	337	4	[	[	SYM
futech-371	337	5	15	15	NUM
futech-371	337	6	]	]	X
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futech-371	337	8	,	,	PUNCT
futech-371	337	9	g.	g.	PROPN
futech-371	337	10	and	and	CCONJ
futech-371	337	11	s.p	s.p	PROPN
futech-371	337	12	.	.	PROPN
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futech-371	337	14	,	,	PUNCT
futech-371	337	15	ai	ai	VERB
futech-371	337	16	era	era	NOUN
futech-371	337	17	in	in	ADP
futech-371	337	18	hospitality	hospitality	NOUN
futech-371	337	19	:	:	PUNCT
futech-371	337	20	the	the	DET
futech-371	337	21	new	new	ADJ
futech-371	337	22	frontier	frontier	NOUN
futech-371	337	23	in	in	ADP
futech-371	337	24	guest	guest	NOUN
futech-371	337	25	satisfaction	satisfaction	NOUN
futech-371	337	26	and	and	CCONJ
futech-371	337	27	operations	operation	NOUN
futech-371	337	28	,	,	PUNCT
futech-371	337	29	in	in	ADP
futech-371	337	30	digital	digital	ADJ
futech-371	337	31	disruption	disruption	NOUN
futech-371	337	32	in	in	ADP
futech-371	337	33	hospitality	hospitality	NOUN
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futech-371	337	35	ai	ai	VERB
futech-371	337	36	,	,	PUNCT
futech-371	337	37	and	and	CCONJ
futech-371	337	38	emerging	emerge	VERB
futech-371	337	39	technologies	technology	NOUN
futech-371	337	40	:	:	PUNCT
futech-371	337	41	a	a	DET
futech-371	337	42	roadmap	roadmap	NOUN
futech-371	337	43	to	to	ADP
futech-371	337	44	personalized	personalized	ADJ
futech-371	337	45	experiences	experience	NOUN
futech-371	337	46	,	,	PUNCT
futech-371	337	47	enhanced	enhance	VERB
futech-371	337	48	operations	operation	NOUN
futech-371	337	49	,	,	PUNCT
futech-371	337	50	and	and	CCONJ
futech-371	337	51	revenue	revenue	NOUN
futech-371	337	52	growth	growth	NOUN
futech-371	337	53	.	.	PUNCT
futech-371	338	1	2025	2025	NUM
futech-371	338	2	,	,	PUNCT
futech-371	338	3	emerald	emerald	NOUN
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futech-371	338	6	.	.	PUNCT
futech-371	339	1	p.	p.	NOUN
futech-371	339	2	59	59	NUM
futech-371	339	3	-	-	SYM
futech-371	339	4	77	77	NUM
futech-371	339	5	.	.	PUNCT
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futech-371	340	2	16	16	NUM
futech-371	340	3	]	]	PUNCT
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futech-371	340	5	,	,	PUNCT
futech-371	340	6	p.	p.	PROPN
futech-371	340	7	,	,	PUNCT
futech-371	340	8	et	et	PROPN
futech-371	340	9	al	al	PROPN
futech-371	340	10	.	.	PROPN
futech-371	340	11	,	,	PUNCT
futech-371	340	12	understanding	understand	VERB
futech-371	340	13	the	the	DET
futech-371	340	14	impact	impact	NOUN
futech-371	340	15	of	of	ADP
futech-371	340	16	online	online	ADJ
futech-371	340	17	reviews	review	NOUN
futech-371	340	18	on	on	ADP
futech-371	340	19	hotel	hotel	NOUN
futech-371	340	20	performance	performance	NOUN
futech-371	340	21	:	:	PUNCT
futech-371	340	22	an	an	DET
futech-371	340	23	empirical	empirical	ADJ
futech-371	340	24	analysis	analysis	NOUN
futech-371	340	25	.	.	PUNCT
futech-371	341	1	journal	journal	PROPN
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futech-371	341	5	,	,	PUNCT
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futech-371	341	7	.	.	PUNCT
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futech-371	342	2	):	):	PUNCT
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futech-371	343	3	1	1	NUM
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futech-371	344	2	17	17	NUM
futech-371	344	3	]	]	PUNCT
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futech-371	344	20	in	in	ADP
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futech-371	345	2	:	:	PUNCT
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futech-371	346	2	18	18	NUM
futech-371	346	3	]	]	SYM
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futech-371	346	6	h.	h.	PROPN
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futech-371	346	25	.	.	PUNCT
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futech-371	347	7	,	,	PUNCT
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futech-371	347	9	.	.	PUNCT
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futech-371	348	2	):	):	PUNCT
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futech-371	348	6	0	0	NUM
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futech-371	348	11	]	]	X
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futech-371	348	24	the	the	DET
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futech-371	348	26	industry	industry	NOUN
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futech-371	348	35	a	a	DET
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futech-371	349	7	.	.	PUNCT
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futech-371	351	3	-	-	SYM
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futech-371	351	5	.	.	PUNCT
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futech-371	353	4	an	an	DET
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futech-371	353	6	-	-	PUNCT
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futech-371	353	8	article	article	NOUN
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futech-371	353	15	of	of	ADP
futech-371	353	16	the	the	DET
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futech-371	353	19	attribution	attribution	NOUN
futech-371	353	20	(	(	PUNCT
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futech-371	353	25	(	(	PUNCT
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futech-371	353	27	)	)	PUNCT
futech-371	353	28	.	.	PUNCT
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