Understanding customer's online booking intentions using hotel big data analysis

The presented article focuses on the issue of customer segmentation in the hospitality industry and its use for price optimisation. To identify the market segments article uses the Two-Step cluster analysis. The analysis was based on the seven variables (length of stay, average room rate, distributi...

Full description

Saved in:
Bibliographic Details
Published inJournal of vacation marketing Vol. 30; no. 1; pp. 110 - 122
Main Authors Chalupa, Stepan, Petricek, Martin
Format Journal Article
LanguageEnglish
Published London, England SAGE Publications 01.01.2024
Sage Publications Ltd
Subjects
Online AccessGet full text

Cover

Loading…
Abstract The presented article focuses on the issue of customer segmentation in the hospitality industry and its use for price optimisation. To identify the market segments article uses the Two-Step cluster analysis. The analysis was based on the seven variables (length of stay, average room rate, distribution channel, reservation day, day of arrival, lead time and payment conditions). Six clusters were identified as following segments: Corporates, Early Bird Bookers, Last Minute Bookers, Product Seekers, Values Seekers and Last Minute Bookers. To optimise the price for these segments, article works with the coefficient of price elasticity of demand for the presented market segments. The price elasticity of demand is measured by the log-log regression analysis. Data were colected from the four-star hotel in Prague, Czech Republic and analysis is based on more than 9000 transactions. Last minute bookers segment was the only one with the positive coefficient of price elasticity and has the lowest value of lead time (9,27 in average). Product seekers have the highest coefficient of price elasticity (−3,413) and highest average room rate (3573 CZK in average). Early bird bookers, Long time stayers, Corporates and Value seekers was identified as pricely inelastic.
AbstractList The presented article focuses on the issue of customer segmentation in the hospitality industry and its use for price optimisation. To identify the market segments article uses the Two-Step cluster analysis. The analysis was based on the seven variables (length of stay, average room rate, distribution channel, reservation day, day of arrival, lead time and payment conditions). Six clusters were identified as following segments: Corporates, Early Bird Bookers, Last Minute Bookers, Product Seekers, Values Seekers and Last Minute Bookers. To optimise the price for these segments, article works with the coefficient of price elasticity of demand for the presented market segments. The price elasticity of demand is measured by the log-log regression analysis. Data were colected from the four-star hotel in Prague, Czech Republic and analysis is based on more than 9000 transactions. Last minute bookers segment was the only one with the positive coefficient of price elasticity and has the lowest value of lead time (9,27 in average). Product seekers have the highest coefficient of price elasticity (−3,413) and highest average room rate (3573 CZK in average). Early bird bookers, Long time stayers, Corporates and Value seekers was identified as pricely inelastic.
Author Chalupa, Stepan
Petricek, Martin
Author_xml – sequence: 1
  givenname: Stepan
  orcidid: 0000-0002-1612-9242
  surname: Chalupa
  fullname: Chalupa, Stepan
  email: chalupa@vsh.cz
  organization: , Prague, Czech Republic
– sequence: 2
  givenname: Martin
  surname: Petricek
  fullname: Petricek, Martin
  organization: , Prague, Czech Republic
BookMark eNp1UDtPwzAQtlCRaAs_gC0SA1OKL3bsZEQVL6kSDHSOHMcJKaldfM7Qf4-jIjEghtOd7nvou1uQmXXWEHINdAUg5R2wXEghZJYBxKLyjMyByzKFQtJZnCOeToQLskDcUQoilzAnb1vbGI9B2aa3XaJHDG5v_C0mzg69NUnt3OeE9DYYG3pnMRlxWny4YIak7rukUUElyqrhiD1ekvNWDWiufvqSbB8f3tfP6eb16WV9v0k1YzKkBppcKqN5IbVpVFnUdSnyspGgRbzEAC-5FsAVb1lbxLhMFHlbKpCU0TbTbEluTr4H775Gg6HaudHHEFhlJc1YnnHGIwtOLO0dojdtdfD9XvljBbSaHlf9eVzUrE4aVJ35df1f8A0b9m8a
CitedBy_id crossref_primary_10_1007_s10257_023_00640_4
crossref_primary_10_1057_s41599_023_02098_8
crossref_primary_10_4018_IJABIM_335855
crossref_primary_10_4018_IJEEI_330023
Cites_doi 10.1016/j.ijhm.2012.01.008
10.1080/10548408.2015.1063798
10.1057/s41272-020-00234-6
10.1016/j.tourman.2017.09.019
10.1016/j.tourman.2018.03.017
10.1057/palgrave.rpm.5170079
10.1057/rpm.2012.44
10.1016/j.tourman.2016.02.006
10.1177/004728757701500302
10.1016/j.ijhm.2020.102546
10.1016/j.ijhm.2020.102834
10.1016/j.tourman.2021.104308
10.1177/1938965519864863
10.1287/inte.1120.0660
10.1080/19388160802502454
10.1504/IJRM.2016.077029
10.1108/IJCHM-02-2018-0168
10.1177/0047287520947807
10.1177/0047287505276602
10.1177/109634800002400405
10.1016/j.jhtm.2018.11.006
10.3390/math10121987
10.1177/001088049503600620
10.1057/rpm.2009.8
10.1016/j.tourman.2009.11.002
10.1016/j.ijhm.2013.07.001
10.1177/004728759303100404
10.1057/s41272-019-00224-3
10.1016/j.jretai.2003.09.004
10.1177/1356766715592663
10.1016/j.jretconser.2021.102573
10.1007/978-981-10-8818-6
10.1177/1938965517704372
10.1108/TR-04-2019-0117
10.5367/te.2011.0044
10.1016/j.annals.2020.103074
10.1088/1755-1315/239/1/012019
10.1080/10548408.2019.1592059
10.1177/0047287503258830
10.1016/j.tourman.2018.03.016
10.1108/IJCHM-01-2019-0065
10.1016/j.tourman.2021.104341
10.1177/1354816619901207
10.1109/ECIT52743.2021.00068
10.1177/0047287513513166
10.1177/001088048903000309
10.1108/JHTT-02-2019-0018
10.1016/j.ijinfomgt.2018.11.003
10.1016/j.tourman.2019.03.013
10.54055/ejtr.v15i.259
10.1177/1354816618777590
10.1177/0047287513500391
10.1057/rpm.2016.18
10.1108/TR-02-2019-0041
10.1080/19388160.2020.1745346
10.1007/978-3-030-21562-0_11
10.1108/TR-05-2013-0020
10.1108/IJCHM-02-2019-0137
10.1504/IJRM.2016.079818
10.1057/rpm.2016.15
10.1057/rpm.2008.12
10.1016/j.annals.2021.103158
10.3390/su12229452
10.1016/j.ijforecast.2020.11.006
10.1016/j.ijhm.2011.06.003
10.1016/j.ijhm.2021.102924
10.1057/s41272-019-00225-2
10.1016/j.ijhm.2014.10.002
10.1007/978-3-030-53552-0_31
10.1177/1938965519851466
10.1016/j.techsoc.2021.101528
10.1177/1354816618800643
10.1016/j.tourman.2012.10.004
10.1016/j.tourman.2015.10.017
10.1016/j.annals.2019.102794
10.1111/poms.12838
10.1080/19368623.2018.1395379
ContentType Journal Article
Copyright The Author(s) 2022
Copyright_xml – notice: The Author(s) 2022
DBID AAYXX
CITATION
DOI 10.1177/13567667221122107
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList

CrossRef
DeliveryMethod fulltext_linktorsrc
Discipline Geography
Economics
Business
EISSN 1479-1870
EndPage 122
ExternalDocumentID 10_1177_13567667221122107
10.1177_13567667221122107
GroupedDBID -MK
-TM
.2G
.2L
01A
09Z
0R~
1~K
29L
31S
31V
31W
31X
3V.
4.4
54M
56W
5GY
5VS
7WY
8FL
8FW
8R4
8R5
AABOD
AACKU
AADIR
AADUE
AAGGD
AAJPV
AAKTJ
AAMFR
AAMGE
AANSI
AAPEO
AAQDB
AARIX
AATAA
AAUIH
AAWLO
AAZCK
ABAWP
ABCCA
ABEIX
ABFXH
ABHQH
ABKRH
ABPNF
ABQDK
ABQKF
ABQPY
ABQXT
ABRHV
ABUWG
ABYTW
ACAEP
ACDXX
ACFUR
ACFZE
ACGFS
ACLZU
ACOFE
ACOXC
ACROE
ACSIQ
ACTQU
ACUFS
ACUIR
ADEIA
ADNWM
ADPEE
ADRRZ
ADTOS
ADUKL
AEOBU
AERDR
AESMA
AESZF
AEUHG
AEUIJ
AEVPJ
AEWDL
AEWHI
AEXNY
AFEET
AFKBI
AFKRA
AFKRG
AFMOU
AFQAA
AFUIA
AGDVU
AGKLV
AGNHF
AGNWV
AGUGZ
AHHFK
AHWHD
AIOMO
AJUZI
ALJHS
ALMA_UNASSIGNED_HOLDINGS
ANDLU
ARTOV
ASPBG
AUTPY
AUVAJ
AVWKF
AYPQM
AZFZN
B8O
B8S
B8T
B8Z
BDZRT
BENPR
BEZIV
BMVBW
BPACV
BPHCQ
BYIEH
CAG
CBRKF
CCGJY
CCPQU
CEADM
COF
CS3
DD0
DD~
DG~
DOPDO
DU5
DV7
DV8
DWQXO
EBS
EJD
FEDTE
FHBDP
FRNLG
GROUPED_ABI_INFORM_COMPLETE
GROUPED_SAGE_PREMIER_JOURNAL_COLLECTION
HF~
HVGLF
HZ~
J8X
JCYGO
K60
K6~
M0C
M4V
MS~
N9A
O9-
P.B
P2P
PQBIZ
PQBZA
PQQKQ
PROAC
Q1R
Q2X
Q7O
Q7P
Q7X
RIG
ROL
S01
SBI
SCNPE
SFB
SFC
SFK
SFT
SGP
SGU
SGV
SHB
SHF
SHM
SPJ
SPP
SQCSI
SSDHQ
TN5
UCJ
YK4
ZPLXX
ZPPRI
~32
AAYXX
ACJER
ACUWV
AEDXQ
AGWNL
CITATION
H13
ID FETCH-LOGICAL-c337t-e1d57aec487ceda98bb9659d71c6567e1494c614a4f3f80013685f9a17030f2c3
ISSN 1356-7667
IngestDate Thu Oct 10 22:08:31 EDT 2024
Wed Oct 23 14:23:26 EDT 2024
Tue Jul 16 20:40:58 EDT 2024
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords hospitality marketing
hospitality e-commerce
cluster analysis
Price elasticity of demand
hotel market segmentation
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c337t-e1d57aec487ceda98bb9659d71c6567e1494c614a4f3f80013685f9a17030f2c3
ORCID 0000-0002-1612-9242
PQID 2902352434
PQPubID 32711
PageCount 13
ParticipantIDs proquest_journals_2902352434
crossref_primary_10_1177_13567667221122107
sage_journals_10_1177_13567667221122107
PublicationCentury 2000
PublicationDate 20240100
2024-01-00
20240101
PublicationDateYYYYMMDD 2024-01-01
PublicationDate_xml – month: 1
  year: 2024
  text: 20240100
PublicationDecade 2020
PublicationPlace London, England
PublicationPlace_xml – name: London, England
– name: London
PublicationTitle Journal of vacation marketing
PublicationTitleAlternate Journal of Vacation Marketing
PublicationYear 2024
Publisher SAGE Publications
Sage Publications Ltd
Publisher_xml – name: SAGE Publications
– name: Sage Publications Ltd
References Priester, Robbert, Roth 2020; 19
Wang, Heo, Schwartz 2015; 32
Bigne, Nicolau, William 2021; 86
Bavik, Correia, Kozak 2021; 17
Baker, Eziz, Harrington 2019; 32
Petricek, Chalupa 2020; 10
Hajibaba, Grün, Dolnicar 2019; 32
Anderson 2016; 9
Juaneda, Raya, Sastre 2011; 17
Mak, Moncur, Yonamine 1977; 15
Weatherford 1995; 36
Schamel 2012; 31
Sánchez-Medina, C-Sánchez 2020; 89
Arenoe, van der Rest 2020; 61
Dolnicar 2019; 75
Lozano, Rey-Maquieira, Sastre 2020; 60
Gerlick, Liozu 2020; 19
Putra, Indrawan, Candiasa 2019; 2019
Vives, Jacob, Payeras 2018; 24
Lee, Jeong, Shea 2020; 27
Hadjikakou, Chenoweth, Miller 2014; 53
Saito, Takahashi, Koide 2019; 46
Dolnicar 2004; 42
Kang, Nicholls 2021; 94
Ratliff, Venkateshwara Rao, Narayan 2008; 7
Tran 2015; 3
Vives, Jacob, Aguiló 2019; 25
Studnička, Plzáková 2017; 15
Hiemstra, Ismail 1993; 31
Viglia, Abrate 2019; 75
Chen, Choubey, Singh 2021; 61
Latinopoulos 2018; 65
Wakefield, Inman 2003; 79
Xue, Cox 2008; 4
Weatherford 2016; 15
Borges Tiago, Couto, Tiago 2016; 54
Abrate, Fraquelli, Viglia 2012; 31
Pons-Vives, Morro-Ribot, Mulet-Forteza 2022; 10
Balaguer, Pernías 2013; 36
Weaver 2021; 88
Rosselló, Aguiló, Riera 2005; 44
Vinod 2016; 15
Abrate, Nicolau, Viglia 2019; 74
Sánchez-Lozano, Pereira, Chávez-Miranda 2021; 85
Sun, Law, Tse 2016; 22
Ivanov, Del Chiappa, Heyes 2021; 95
Talón-Ballestero, González-Serrano, Soguero-Ruiz 2018; 68
Demirciftci, Chen, Erdem 2020; 11
Riasi, Schwartz, Liu 2017; 58
Lee, Garrow, Higbie 2011; 10
Bayoumi, Saleh, Atiya 2013; 12
Antonio, de Almeida, Nunes 2019; 60
Pekgün, Menich, Acharya 2013; 43
Choi, Wallace, Wang 2018; 27
Guizzardi, Pons, Angelini 2020; 37
Jang, Chen, Miao 2019; 38
Kimes 1989; 30
Petricek, Chalupa, Melad 2021; 9
Vinnciombe, Sou 2014; 69
Scanlan, McPhail 2000; 24
Abrate, Viglia 2016; 55
Choi, Mattila 2004; 2
Yang, Leung 2018; 68
Guo, Ling, Yang 2013; 35
Moro, Rita, Oliveira 2018; 27
Thrane, Farstad 2011; 32
Heo, Hyun 2015; 46
Buhalis, Sinarta 2019; 36
Hua, Hight, Wei 2019; 31
Van der Rest, Sears, Miao 2020; 19
Yadegaridehkordi, Nilashi, Nizam Bin 2021; 65
Yang, Pan, Song 2014; 53
Gao, Bi 2021; 86
Petricek, Chalupa, Chadt 2020; 12
Ivanov, Piddubna 2016; 9
Jackman, Lorde, Naitram 2020; 80
Tran XV (bibr66-13567667221122107) 2015; 3
bibr62-13567667221122107
bibr27-13567667221122107
bibr82-13567667221122107
bibr75-13567667221122107
bibr4-13567667221122107
bibr14-13567667221122107
bibr55-13567667221122107
bibr34-13567667221122107
bibr42-13567667221122107
bibr22-13567667221122107
bibr67-13567667221122107
bibr3-13567667221122107
bibr39-13567667221122107
bibr63-13567667221122107
bibr50-13567667221122107
bibr13-13567667221122107
bibr76-13567667221122107
bibr19-13567667221122107
bibr43-13567667221122107
bibr9-13567667221122107
bibr26-13567667221122107
bibr70-13567667221122107
bibr69-13567667221122107
bibr8-13567667221122107
bibr10-13567667221122107
bibr59-13567667221122107
bibr20-13567667221122107
bibr30-13567667221122107
bibr79-13567667221122107
bibr71-13567667221122107
bibr18-13567667221122107
bibr81-13567667221122107
bibr2-13567667221122107
bibr41-13567667221122107
bibr77-13567667221122107
bibr12-13567667221122107
bibr28-13567667221122107
bibr58-13567667221122107
bibr61-13567667221122107
bibr21-13567667221122107
bibr38-13567667221122107
bibr51-13567667221122107
bibr31-13567667221122107
bibr48-13567667221122107
bibr11-13567667221122107
bibr68-13567667221122107
bibr78-13567667221122107
bibr1-13567667221122107
bibr17-13567667221122107
Petricek M (bibr49-13567667221122107) 2021; 9
bibr52-13567667221122107
bibr24-13567667221122107
bibr72-13567667221122107
bibr65-13567667221122107
bibr7-13567667221122107
bibr32-13567667221122107
bibr37-13567667221122107
bibr57-13567667221122107
bibr6-13567667221122107
bibr40-13567667221122107
bibr36-13567667221122107
bibr60-13567667221122107
bibr23-13567667221122107
bibr29-13567667221122107
bibr73-13567667221122107
bibr16-13567667221122107
bibr80-13567667221122107
bibr33-13567667221122107
bibr46-13567667221122107
bibr56-13567667221122107
Petricek M (bibr47-13567667221122107) 2020; 10
bibr5-13567667221122107
bibr74-13567667221122107
bibr35-13567667221122107
bibr15-13567667221122107
bibr25-13567667221122107
bibr54-13567667221122107
bibr64-13567667221122107
bibr44-13567667221122107
bibr45-13567667221122107
Putra IGKK (bibr53-13567667221122107) 2019; 2019
References_xml – volume: 22
  start-page: 167
  issue: 2
  year: 2016
  end-page: 178
  article-title: Exploring price fluctuations across different online travel agencies: a case study of room reservations in an upscale hotel in Hong Kong
  publication-title: Journal of Vacation Marketing
  contributor:
    fullname: Tse
– volume: 15
  start-page: 5
  issue: 3
  year: 1977
  end-page: 8
  article-title: Determinants of visitor expenditures and visitor lengths of stay: a cross-section analysis of U.S. Visitors to hawaii
  publication-title: Journal of Travel Research
  contributor:
    fullname: Yonamine
– volume: 10
  start-page: 73
  issue: 1
  year: 2011
  end-page: 86
  article-title: Do you really know who your customers are?: a study of US retail hotel demand
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Higbie
– volume: 60
  start-page: 298
  issue: 4
  year: 2019
  end-page: 319
  article-title: Big data in hotel revenue management: exploring cancellation drivers to gain insights into booking cancellation behavior
  publication-title: Cornell Hospitality Quarterly
  contributor:
    fullname: Nunes
– volume: 9
  start-page: 1552
  issue: 13
  year: 2021
  article-title: Model of price optimisation as a part of hotel revenue management—stochastic approach
  publication-title: Mathematis
  contributor:
    fullname: Melad
– volume: 15
  start-page: 203
  issue: 3
  year: 2016
  end-page: 211
  article-title: Evolution of yield management in travel
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Vinod
– volume: 32
  start-page: 108
  issue: 1
  year: 2019
  end-page: 125
  article-title: Hotel revenue management for the transient segment: taxonomy-based research
  publication-title: International Journal of Contemporary Hospitality Management
  contributor:
    fullname: Harrington
– volume: 31
  start-page: 22
  issue: 4
  year: 1993
  end-page: 26
  article-title: Incidence of the impacts of room taxes on the lodging industry
  publication-title: Journal of Travel Research
  contributor:
    fullname: Ismail
– volume: 30
  start-page: 14
  issue: 3
  year: 1989
  end-page: 19
  article-title: The basics of yield management
  publication-title: The Cornell Hotel and Restaurant Administration Quarterly
  contributor:
    fullname: Kimes
– volume: 60
  start-page: 1581
  issue: 7
  year: 2020
  end-page: 1597
  article-title: An Integrated Analysis of Tourism Seasonality in Prices and Quantities, with an Application to the Spanish Hotel Industry
  publication-title: Journal of Travel Research
  contributor:
    fullname: Sastre
– volume: 32
  start-page: 46
  issue: 1
  year: 2011
  end-page: 52
  article-title: Domestic tourism expenditures: the non-linear effects of length of stay and travel party size
  publication-title: Tourism Management
  contributor:
    fullname: Farstad
– volume: 19
  start-page: 99
  issue: 2
  year: 2020
  end-page: 112
  article-title: A special price just for you: effects of personalised dynamic pricing on consumer fairness perceptions
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Roth
– volume: 35
  start-page: 274
  year: 2013
  end-page: 281
  article-title: Optimal pricing strategy based on market segmentation for service products using online reservation systems: an application to hotel rooms
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Yang
– volume: 95
  start-page: 102924
  year: 2021
  article-title: The research-practice gap in hotel revenue management: insights from Italy
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Heyes
– volume: 17
  start-page: 321
  issue: 2
  year: 2011
  end-page: 338
  article-title: Pricing the time and location of a stay at a hotel or apartment
  publication-title: Tourism Economics
  contributor:
    fullname: Sastre
– volume: 25
  start-page: 670
  issue: 5
  year: 2019
  end-page: 694
  article-title: Online hotel demand model and own-price elasticities: an empirical application in a mature resort destination
  publication-title: Tourism Economics
  contributor:
    fullname: Aguiló
– volume: 36
  start-page: 70
  issue: 6
  year: 1995
  end-page: 79
  article-title: Length of stay heuristics: do they really make a difference?
  publication-title: The Cornell Hotel and Restaurant Administration Quarterly
  contributor:
    fullname: Weatherford
– volume: 2019
  start-page: 134
  year: 2019
  end-page: 137
  article-title: Data Mining Technique To Get Characteristics Customers of Bendesa Hotel With K-MEANS Algorithm
  publication-title: ICSIM
  contributor:
    fullname: Candiasa
– volume: 53
  start-page: 433
  issue: 4
  year: 2014
  end-page: 447
  article-title: Predicting hotel demand using destination marketing organization’s web traffic data
  publication-title: Journal of Travel Research
  contributor:
    fullname: Song
– volume: 27
  start-page: 443
  issue: 4
  year: 2018
  end-page: 464
  article-title: Factors influencing Hotels’ online prices
  publication-title: Journal of Hospitality Marketing & Management
  contributor:
    fullname: Oliveira
– volume: 32
  start-page: 797
  issue: 7
  year: 2015
  end-page: 811
  article-title: Revenue management: progress, challenges, and research prospects
  publication-title: Journal of Travel & Tourism Marketing
  contributor:
    fullname: Schwartz
– volume: 68
  start-page: 187
  year: 2018
  end-page: 197
  article-title: Using big data from customer relationship management information systems to determine the client profile in the hotel sector
  publication-title: Tourism Management
  contributor:
    fullname: Soguero-Ruiz
– volume: 10
  start-page: 221
  issue: 1
  year: 2020
  end-page: 224
  article-title: Price elasticity of demand for accomodation services - empirical application in Prague
  publication-title: Ad Alta-Journal of Interdisciplinary Research
  contributor:
    fullname: Chalupa
– volume: 4
  start-page: 261
  issue: 3–4
  year: 2008
  end-page: 281
  article-title: Hotel selection criteria and satisfaction levels of the Chinese business traveler
  publication-title: Journal of China Tourism Research
  contributor:
    fullname: Cox
– volume: 88
  start-page: 103158
  year: 2021
  article-title: Tourism, big data, and a crisis of analysis
  publication-title: Annals of Tourism Research
  contributor:
    fullname: Weaver
– volume: 36
  start-page: 391
  year: 2013
  end-page: 400
  article-title: Relationship between spatial agglomeration and hotel prices. Evidence from business and tourism consumers
  publication-title: Tourism Management
  contributor:
    fullname: Pernías
– volume: 11
  start-page: 575
  issue: 3
  year: 2020
  end-page: 587
  article-title: A tabulation of information technology and consumer behavior in hospitality revenue management research
  publication-title: Journal of Hospitality and Tourism Technology
  contributor:
    fullname: Erdem
– volume: 9
  start-page: 165
  issue: 2/3
  year: 2016
  article-title: Dynamic pricing in hospitality: overview and opportunities
  publication-title: International Journal of Revenue Management
  contributor:
    fullname: Anderson
– volume: 43
  start-page: 21
  issue: 1
  year: 2013
  end-page: 36
  article-title: Carlson rezidor hotel group maximises revenue through improved demand management and price optimization
  publication-title: INFORMS Journal on Applied Analytics
  contributor:
    fullname: Acharya
– volume: 19
  start-page: 113
  year: 2020
  end-page: 118
  article-title: A note on the future of personalised pricing: cause for concern
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Miao
– volume: 46
  start-page: 161
  year: 2015
  end-page: 168
  article-title: Do luxury room amenities affect guests’ willingness to pay?
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Hyun
– volume: 15
  start-page: 24
  year: 2017
  end-page: 37
  article-title: Connections between scientific research and education in the field of tourism and leisure in the Czech republic
  publication-title: European Journal of Tourism Research
  contributor:
    fullname: Plzáková
– volume: 19
  start-page: 85
  year: 2020
  end-page: 98
  article-title: Ethical and legal considerations of artificial intelligence and algorithmic decision-making in personalised pricing
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Liozu
– volume: 9
  start-page: 221
  issue: 4
  year: 2016
  article-title: Analysis of prices of accommodation establishments in Kiev: determinants, dynamics and parity
  publication-title: International Journal of Revenue Management
  contributor:
    fullname: Piddubna
– volume: 74
  start-page: 224
  year: 2019
  end-page: 233
  article-title: The impact of dynamic price variability on revenue maximisation
  publication-title: Tourism Management
  contributor:
    fullname: Viglia
– volume: 10
  start-page: 1987
  issue: 12
  year: 2022
  article-title: An application of ordered weighted averaging operators to customer classification in hotels
  publication-title: Mathematics
  contributor:
    fullname: Mulet-Forteza
– volume: 24
  start-page: 491
  issue: 4
  year: 2000
  end-page: 513
  article-title: Forming service relationships with hotel business travelers: the critical attributes to improve retention
  publication-title: Journal of Hospitality & Tourism Research
  contributor:
    fullname: McPhail
– volume: 2
  start-page: 303
  issue: 4
  year: 2004
  end-page: 314
  article-title: Hotel revenue management and its impact on customers’ perceptions of fairness
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Mattila
– volume: 61
  start-page: 213
  issue: 2
  year: 2020
  end-page: 222
  article-title: Does willingness to pay for rate conditions depend on the booking window? A novel time-dependent conjoint analysis approach
  publication-title: Cornell Hospitality Quarterly
  contributor:
    fullname: van der Rest
– volume: 65
  start-page: 87
  year: 2018
  end-page: 99
  article-title: Using a spatial hedonic analysis to evaluate the effect of sea view on hotel prices
  publication-title: Tourism Management
  contributor:
    fullname: Latinopoulos
– volume: 86
  start-page: 104341
  year: 2021
  article-title: Advance booking across channels: the effects on dynamic pricing
  publication-title: Tourism Management
  contributor:
    fullname: William
– volume: 15
  start-page: 212
  issue: 3
  year: 2016
  end-page: 221
  article-title: The history of forecasting models in revenue management
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Weatherford
– volume: 58
  start-page: 393
  issue: 4
  year: 2017
  end-page: 399
  article-title: Revenue management and length-of-stay-based room pricing
  publication-title: Cornell Hospitality Quarterly
  contributor:
    fullname: Liu
– volume: 31
  start-page: 1113
  issue: 4
  year: 2012
  end-page: 1118
  article-title: Weekend vs. Midweek stays: modelling hotel room rates in a small market
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Schamel
– volume: 75
  start-page: 294
  issue: 1
  year: 2019
  end-page: 298
  article-title: Revenue and yield management: a perspective article
  publication-title: Tourism Review
  contributor:
    fullname: Abrate
– volume: 55
  start-page: 123
  year: 2016
  end-page: 132
  article-title: Strategic and tactical price decisions in hotel revenue management
  publication-title: Tourism Management
  contributor:
    fullname: Viglia
– volume: 61
  start-page: 102573
  year: 2021
  article-title: A neural network based price sensitive recommender model to predict customer choices based on price effect
  publication-title: Journal of Retailing and Consumer Services
  contributor:
    fullname: Singh
– volume: 86
  start-page: 103074
  year: 2021
  article-title: Hotel booking through online travel agency: optimal stackelberg strategies under customer-centric payment service
  publication-title: Annals of Tourism Research
  contributor:
    fullname: Bi
– volume: 31
  start-page: 1906
  issue: 4
  year: 2019
  end-page: 1923
  article-title: The power of e-commerce: does e-commerce enhance the impact of loyalty programs on hotel operating performance?
  publication-title: International Journal of Contemporary Hospitality Management
  contributor:
    fullname: Wei
– volume: 68
  start-page: 198
  year: 2018
  end-page: 209
  article-title: A better last-minute hotel deal via app? Cross-channel price disparities between HotelTonight and OTAs
  publication-title: Tourism Management
  contributor:
    fullname: Leung
– volume: 38
  start-page: 49
  year: 2019
  end-page: 57
  article-title: Last-minute hotel-booking behavior: the impact of time on decision-making
  publication-title: Journal of Hospitality and Tourism Management
  contributor:
    fullname: Miao
– volume: 27
  start-page: 307
  issue: 2
  year: 2020
  end-page: 327
  article-title: Length of stay control: Is it a fair inventory management strategy in hotel market?
  publication-title: Tourism Economics
  contributor:
    fullname: Shea
– volume: 36
  start-page: 563
  issue: 5
  year: 2019
  end-page: 582
  article-title: Real-time co-creation and nowness service: lessons from tourism and hospitality
  publication-title: Journal of Travel & Tourism Marketing
  contributor:
    fullname: Sinarta
– volume: 53
  start-page: 610
  issue: 5
  year: 2014
  end-page: 624
  article-title: Rethinking the economic contribution of tourism: case study from a Mediterranean island
  publication-title: Journal of Travel Research
  contributor:
    fullname: Miller
– volume: 89
  start-page: 102546
  year: 2020
  article-title: Using machine learning and big data for efficient forecasting of hotel booking cancellations
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: C-Sánchez
– volume: 85
  start-page: 104308
  year: 2021
  article-title: Big data hedonic pricing: econometric insights into room rates’ determinants by hotel category
  publication-title: Tourism Management
  contributor:
    fullname: Chávez-Miranda
– volume: 3
  start-page: 1
  issue: 1
  year: 2015
  end-page: 17
  article-title: Effects of economic factors on demand for luxury hotel rooms in the U.S
  publication-title: Advances in Hospitality and Tourism Research (AHTR
  contributor:
    fullname: Tran
– volume: 31
  start-page: 160
  issue: 1
  year: 2012
  end-page: 168
  article-title: Dynamic pricing strategies: evidence from European hotels
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Viglia
– volume: 17
  start-page: 192
  issue: 2
  year: 2021
  end-page: 209
  article-title: What makes our stay Longer or shorter? A study on Macau
  publication-title: Journal of China Tourism Research
  contributor:
    fullname: Kozak
– volume: 7
  start-page: 153
  issue: 2
  year: 2008
  end-page: 171
  article-title: A multi-flight recapture heuristic for estimating unconstrained demand from airline bookings
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Narayan
– volume: 80
  start-page: 102794
  year: 2020
  article-title: Distance matters: the impact of physical and relative distance on pleasure tourists’ length of stay in Barbados
  publication-title: Annals of Tourism Research
  contributor:
    fullname: Naitram
– volume: 46
  start-page: 37
  year: 2019
  end-page: 53
  article-title: Application of online booking data to hotel revenue management
  publication-title: International Journal of Information Management
  contributor:
    fullname: Koide
– volume: 12
  start-page: 271
  issue: 3
  year: 2013
  end-page: 285
  article-title: Dynamic pricing for hotel revenue management using price multipliers
  publication-title: Journal of Revenue and Pricing Management
  contributor:
    fullname: Atiya
– volume: 27
  start-page: 1868
  issue: 10
  year: 2018
  end-page: 1883
  article-title: Big data analytics in operations management
  publication-title: Production and Operations Management
  contributor:
    fullname: Wang
– volume: 37
  start-page: 1049
  issue: 3
  year: 2020
  end-page: 1060
  article-title: Big data from dynamic pricing: A smart approach to tourism demand forecasting
  publication-title: International Journal of Forecasting
  contributor:
    fullname: Angelini
– volume: 94
  start-page: 10834
  year: 2021
  article-title: Determinants of willingness to pay to stay at a green lodging facility
  publication-title: International Journal of Hospitality Management
  contributor:
    fullname: Nicholls
– volume: 12
  start-page: 9452
  issue: 22
  year: 2020
  article-title: Identification of consumer behavior based on price elasticity: a case study of the Prague market of accommodation services
  publication-title: Sustainability
  contributor:
    fullname: Chadt
– volume: 69
  start-page: 122
  issue: 2
  year: 2014
  end-page: 136
  article-title: Market segmentation by expenditure: an underutilised methodology in tourism research
  publication-title: Tourism Review
  contributor:
    fullname: Sou
– volume: 75
  start-page: 45
  issue: 1
  year: 2019
  end-page: 48
  article-title: Market segmentation analysis in tourism: a perspective paper
  publication-title: Tourism Review
  contributor:
    fullname: Dolnicar
– volume: 32
  start-page: 1393
  issue: 4
  year: 2019
  end-page: 1411
  article-title: Improving the stability of market segmentation analysis
  publication-title: International Journal of Contemporary Hospitality Management
  contributor:
    fullname: Dolnicar
– volume: 24
  start-page: 720
  issue: 6
  year: 2018
  end-page: 752
  article-title: Revenue management and price optimisation techniques in the hotel sector: a critical literature review
  publication-title: Tourism Economics
  contributor:
    fullname: Payeras
– volume: 42
  start-page: 244
  issue: 3
  year: 2004
  end-page: 250
  article-title: Beyond “commonsense segmentation”: a systematics of segmentation approaches in tourism
  publication-title: Journal of Travel Research
  contributor:
    fullname: Dolnicar
– volume: 44
  start-page: 111
  issue: 1
  year: 2005
  end-page: 116
  article-title: Modeling tourism demand dynamics
  publication-title: Journal of Travel Research
  contributor:
    fullname: Riera
– volume: 65
  start-page: 101528
  year: 2021
  article-title: Customers segmentation in eco-friendly hotels using multi-criteria and machine learning techniques
  publication-title: Technology in Society
  contributor:
    fullname: Nizam Bin
– volume: 79
  start-page: 199
  issue: 4
  year: 2003
  end-page: 212
  article-title: Situational price sensitivity: the role of consumption occasion, social context and income
  publication-title: Journal of Retailing
  contributor:
    fullname: Inman
– volume: 54
  start-page: 13
  year: 2016
  end-page: 22
  article-title: Baby boomers turning grey: European profiles
  publication-title: Tourism Management
  contributor:
    fullname: Tiago
– ident: bibr61-13567667221122107
  doi: 10.1016/j.ijhm.2012.01.008
– ident: bibr74-13567667221122107
  doi: 10.1080/10548408.2015.1063798
– ident: bibr67-13567667221122107
  doi: 10.1057/s41272-020-00234-6
– ident: bibr38-13567667221122107
  doi: 10.1016/j.tourman.2017.09.019
– ident: bibr64-13567667221122107
  doi: 10.1016/j.tourman.2018.03.017
– ident: bibr15-13567667221122107
  doi: 10.1057/palgrave.rpm.5170079
– ident: bibr10-13567667221122107
  doi: 10.1057/rpm.2012.44
– ident: bibr3-13567667221122107
  doi: 10.1016/j.tourman.2016.02.006
– ident: bibr42-13567667221122107
  doi: 10.1177/004728757701500302
– ident: bibr59-13567667221122107
  doi: 10.1016/j.ijhm.2020.102546
– ident: bibr36-13567667221122107
  doi: 10.1016/j.ijhm.2020.102834
– ident: bibr58-13567667221122107
  doi: 10.1016/j.tourman.2021.104308
– ident: bibr6-13567667221122107
  doi: 10.1177/1938965519864863
– ident: bibr46-13567667221122107
  doi: 10.1287/inte.1120.0660
– ident: bibr78-13567667221122107
  doi: 10.1080/19388160802502454
– ident: bibr4-13567667221122107
  doi: 10.1504/IJRM.2016.077029
– ident: bibr29-13567667221122107
  doi: 10.1108/IJCHM-02-2018-0168
– ident: bibr41-13567667221122107
  doi: 10.1177/0047287520947807
– ident: bibr56-13567667221122107
  doi: 10.1177/0047287505276602
– ident: bibr60-13567667221122107
  doi: 10.1177/109634800002400405
– volume: 2019
  start-page: 134
  year: 2019
  ident: bibr53-13567667221122107
  publication-title: ICSIM
  contributor:
    fullname: Putra IGKK
– ident: bibr34-13567667221122107
  doi: 10.1016/j.jhtm.2018.11.006
– ident: bibr50-13567667221122107
  doi: 10.3390/math10121987
– ident: bibr76-13567667221122107
  doi: 10.1177/001088049503600620
– volume: 10
  start-page: 221
  issue: 1
  year: 2020
  ident: bibr47-13567667221122107
  publication-title: Ad Alta-Journal of Interdisciplinary Research
  contributor:
    fullname: Petricek M
– ident: bibr40-13567667221122107
  doi: 10.1057/rpm.2009.8
– ident: bibr65-13567667221122107
  doi: 10.1016/j.tourman.2009.11.002
– ident: bibr24-13567667221122107
  doi: 10.1016/j.ijhm.2013.07.001
– ident: bibr28-13567667221122107
  doi: 10.1177/004728759303100404
– ident: bibr52-13567667221122107
  doi: 10.1057/s41272-019-00224-3
– ident: bibr73-13567667221122107
  doi: 10.1016/j.jretai.2003.09.004
– ident: bibr63-13567667221122107
  doi: 10.1177/1356766715592663
– ident: bibr14-13567667221122107
  doi: 10.1016/j.jretconser.2021.102573
– ident: bibr20-13567667221122107
  doi: 10.1007/978-981-10-8818-6
– ident: bibr55-13567667221122107
  doi: 10.1177/1938965517704372
– ident: bibr68-13567667221122107
  doi: 10.1108/TR-04-2019-0117
– ident: bibr35-13567667221122107
  doi: 10.5367/te.2011.0044
– ident: bibr21-13567667221122107
  doi: 10.1016/j.annals.2020.103074
– ident: bibr45-13567667221122107
  doi: 10.1088/1755-1315/239/1/012019
– ident: bibr13-13567667221122107
  doi: 10.1080/10548408.2019.1592059
– ident: bibr18-13567667221122107
  doi: 10.1177/0047287503258830
– ident: bibr81-13567667221122107
  doi: 10.1016/j.tourman.2018.03.016
– ident: bibr7-13567667221122107
  doi: 10.1108/IJCHM-01-2019-0065
– ident: bibr11-13567667221122107
  doi: 10.1016/j.tourman.2021.104341
– ident: bibr39-13567667221122107
  doi: 10.1177/1354816619901207
– ident: bibr80-13567667221122107
  doi: 10.1109/ECIT52743.2021.00068
– ident: bibr25-13567667221122107
  doi: 10.1177/0047287513513166
– ident: bibr37-13567667221122107
  doi: 10.1177/001088048903000309
– ident: bibr17-13567667221122107
  doi: 10.1108/JHTT-02-2019-0018
– ident: bibr57-13567667221122107
  doi: 10.1016/j.ijinfomgt.2018.11.003
– ident: bibr2-13567667221122107
  doi: 10.1016/j.tourman.2019.03.013
– ident: bibr62-13567667221122107
  doi: 10.54055/ejtr.v15i.259
– ident: bibr72-13567667221122107
  doi: 10.1177/1354816618777590
– ident: bibr82-13567667221122107
  doi: 10.1177/0047287513500391
– ident: bibr75-13567667221122107
  doi: 10.1057/rpm.2016.18
– ident: bibr19-13567667221122107
  doi: 10.1108/TR-02-2019-0041
– ident: bibr9-13567667221122107
  doi: 10.1080/19388160.2020.1745346
– ident: bibr51-13567667221122107
  doi: 10.1007/978-3-030-21562-0_11
– ident: bibr69-13567667221122107
  doi: 10.1108/TR-05-2013-0020
– ident: bibr26-13567667221122107
  doi: 10.1108/IJCHM-02-2019-0137
– ident: bibr32-13567667221122107
  doi: 10.1504/IJRM.2016.079818
– ident: bibr70-13567667221122107
  doi: 10.1057/rpm.2016.15
– ident: bibr54-13567667221122107
  doi: 10.1057/rpm.2008.12
– ident: bibr77-13567667221122107
  doi: 10.1016/j.annals.2021.103158
– ident: bibr48-13567667221122107
  doi: 10.3390/su12229452
– volume: 9
  start-page: 1552
  issue: 13
  year: 2021
  ident: bibr49-13567667221122107
  publication-title: Mathematis
  contributor:
    fullname: Petricek M
– ident: bibr23-13567667221122107
  doi: 10.1016/j.ijforecast.2020.11.006
– ident: bibr1-13567667221122107
  doi: 10.1016/j.ijhm.2011.06.003
– ident: bibr31-13567667221122107
  doi: 10.1016/j.ijhm.2021.102924
– volume: 3
  start-page: 1
  issue: 1
  year: 2015
  ident: bibr66-13567667221122107
  publication-title: Advances in Hospitality and Tourism Research (AHTR
  contributor:
    fullname: Tran XV
– ident: bibr22-13567667221122107
  doi: 10.1057/s41272-019-00225-2
– ident: bibr30-13567667221122107
– ident: bibr27-13567667221122107
  doi: 10.1016/j.ijhm.2014.10.002
– ident: bibr43-13567667221122107
  doi: 10.1007/978-3-030-53552-0_31
– ident: bibr5-13567667221122107
  doi: 10.1177/1938965519851466
– ident: bibr79-13567667221122107
  doi: 10.1016/j.techsoc.2021.101528
– ident: bibr71-13567667221122107
  doi: 10.1177/1354816618800643
– ident: bibr8-13567667221122107
  doi: 10.1016/j.tourman.2012.10.004
– ident: bibr12-13567667221122107
  doi: 10.1016/j.tourman.2015.10.017
– ident: bibr33-13567667221122107
  doi: 10.1016/j.annals.2019.102794
– ident: bibr16-13567667221122107
  doi: 10.1111/poms.12838
– ident: bibr44-13567667221122107
  doi: 10.1080/19368623.2018.1395379
SSID ssj0016571
Score 2.4174643
Snippet The presented article focuses on the issue of customer segmentation in the hospitality industry and its use for price optimisation. To identify the market...
SourceID proquest
crossref
sage
SourceType Aggregation Database
Publisher
StartPage 110
SubjectTerms Elasticity of demand
Market segments
Price elasticity
Title Understanding customer's online booking intentions using hotel big data analysis
URI https://journals.sagepub.com/doi/full/10.1177/13567667221122107
https://www.proquest.com/docview/2902352434
Volume 30
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bS9xAFB62Cq0v0tqWbrUyDwWhIZJMJjvJ4-KFta2yRRfsU5iZTLTUruImBf31nrmZrKul7UNCmMBMmPPlzLkfhD4mglcqiTj83xQUlExGoYhVFFJSsUpUGehj2qN7eDQYTejn0_S01zvuRC01tdiWt4_mlfwPVWEM6KqzZP-BsveTwgA8A33hDhSG-1_ReDKXmSIbEORMMxSmfQBGfjTmWZO1Utu4xlnQGOvA-WWtLgLx4yzQMaIBd7VJnpBVf3Nr2Qt--STpTljARXPFTbRYCzTTp0uqny4byJf3dtYFQh9YF7qBQ_Yj22AjzS6TdBCygW2osa3sGGV5GGe2HYjnsc730sWSZZixC2q1Z29sc5QX2bpxLOvV9GIElFa4ItaeYd5vPxoeF-Pd_eLrwdGXZ2iZAPcBtrc8_D7-dnjvXBqkTg93H--c3boO18IS8-JKq4N0wv6MJHLyEq06suChxcMr1FPTNfTcZzCsoRc-2Vw_uyb35zev0XgOLtjDZWuGLViwAwtuwYINWLABCwawYA0W7MHyBk329052RqFrqBHKJGF1qOIyZVxJUFKlKnmeCaHrSZYsliDWMwXaMpUgr3FaJVVmyvllaZXzWB8LFZHJW7Q0vZyqdwiXUglJFGj7KqNKkiwVUR7JstQWAk5lH33y-1Zc2bopRexKyy9sch9t-J0t3O81K0iuSzERmtA-2tK73b56cqL3f55oHa20GN9AS_V1oz6ATFmLTYeRO7POdQQ
link.rule.ids 315,783,787,27936,27937
linkProvider SAGE Publications
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Understanding+customer%27s+online+booking+intentions+using+hotel+big+data+analysis&rft.jtitle=Journal+of+vacation+marketing&rft.au=Chalupa+Stepan&rft.au=Petricek%2C+Martin&rft.date=2024-01-01&rft.pub=Sage+Publications+Ltd&rft.issn=1356-7667&rft.eissn=1479-1870&rft.volume=30&rft.issue=1&rft.spage=110&rft.epage=122&rft_id=info:doi/10.1177%2F13567667221122107&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1356-7667&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1356-7667&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1356-7667&client=summon