The purpose of this research was to provide a comprehensive analysis of the hidden intellectual structure of hospitality research. This study combined Latent Dirichlet allocation (LDA) and text-net analysis (TNA) as the topic modeling approach for 7,931 articles with approximately 290,000 references in seven top-tier hospitality journals from 1960 to 2019. A total of 10 specific research topics were identified, with their probability timelines, in hospitality research. The results showed that hospitality research is focused on the empirical testing of relationships rather than theory building. A stakeholder research approach was identified, which includes the perspectives of management, employees, and customers. These findings contribute by revealing the hidden pattern of intellectual structures and research trends in hospitality research and overcoming the weaknesses of traditional co-citation analysis. Also, the study provides evidence of a shift from narrow to diverse research topics, thereby offering useful implications for hospitality practitioners.
Aksoyl.ChoiS.DogruT.KeininghamT.LorenzM.RubinD.Bruce TraceyJ. (2022). Global trends in hospitality. Journal of Business Research, 142, 957–973. https://doi.org/10.1016/j.jbusres.2021.12.068
2.
AliF.ParkE. O.KwonJ.ChaeB. K. (2019). 30 years of contemporary hospitality management. International Journal of Contemporary Hospitality Management, 31(7), 2641–2665. https://doi.org/10.1108/IJCHM-10-2018-0832
3.
AltinM.KoseogluM. A.YuX.RiasiA. (2018). Performance measurement and management research in the hospitality and tourism industry. International Journal of Contemporary Hospitality Management, 30(2), 1172–1189. https://doi.org/10.1108/IJCHM-05-2017-0251
Bastidas-ManzanoA.-B.Sánchez-FernándezJ.Casado-ArandaL.-A. (2021). The past, present, and future of smart tourism destinations: A bibliometric analysis. Journal of Hospitality & Tourism Research, 45(3), 529–552. https://doi.org/10.1177/1096348020967062
6.
BavikA.KuoC. F. (2022). A systematic review of creativity in tourism and hospitality. The Service Industries Journal, 42(5–6), 321–359. https://doi.org/10.1080/02642069.2022.2041605
BooS.ParkE. (2019). Locals’ experiences of hotel special event packages and their purchase intention of hotel room nights. Event Management, 23(3), 287–301. https://doi.org/10.3727/152599518X15403853721439
11.
CastilloD.CanhotoA. I.SaidE. (2021). The dark side of AI-powered service interactions: Exploring the process of co-destruction from the customer perspective. The Service Industries Journal, 41(13–14), 900–925. https://doi.org/10.1080/02642069.2020.1787993
12.
ChakrabortyU. (2019). Perceived credibility of online hotel reviews and its impact on hotel booking intentions. International Journal of Contemporary Hospitality Management, 31(9), 3465–3483. https://doi.org/10.1108/IJCHM-11-2018-0928
13.
ChoiY.OhM.ChoiM.KimS. (2021). Exploring the influence of culture on tourist experiences with robots in service delivery environment. Current Issues in Tourism, 24(5), 717–733. https://doi.org/10.1080/13683500.2020.1735318
14.
CunillO. M.SalváA. S.GonzalezL. O.Mulet-FortezaC. (2019). Thirty-fifth anniversary of the International Journal of Hospitality Management: A bibliometric overview. International Journal of Hospitality Management, 78, 89–101. https://doi.org/10.1016/j.ijhm.2018.10.013
15.
De LarreaG. L.AltinM.KoseogluM. A.OkumusF. (2021). An integrative systematic review of innovation research in hospitality and tourism. Tourism Management Perspectives, 37, Article 100789. https://doi.org/10.1016/j.tmp.2021.100789
16.
DebortoliS.MüllerO.JunglasI.Vom BrockeJ. (2016). Text mining for information systems researchers: An annotated topic modeling tutorial. Communications of the Association for Information Systems, 39(1), 110–135. https://doi.org/10.17705/1CAIS.03907
17.
Denizci Guillet. (2020). An evolutionary analysis of revenue management research in hospitality and tourism. Is there a paradigm shift?International Journal of Contemporary Hospitality Management, 32(2), 560–587. https://doi.org/10.1108/IJCHM-06-2019-0515
18.
DuanJ.XieC.MorrisonA. M. (2022). Tourism crises and impacts on destinations: A systematic review of the tourism and hospitality literature. Journal of Hospitality & Tourism Research, 46(4), 667–695. https://doi.org/10.1177/1096348021994194
19.
ElkhweskyZ.SalemI. E.RamkissoonH.Castañeda-GarcíaJ.-A. (2022). A systematic and critical review of leadership styles in contemporary hospitality: A roadmap and a call for future research. International Journal of Contemporary Hospitality Management, 34(5), 1925–1958. https://doi.org/10.1108/IJCHM-09-2021-1128
20.
García-LilloF.Claver-CortesE.Úbeda-GarciaM.Marco-LajaraB.Zaragoza-SáezP. C. (2018). Mapping the “intellectual structure” of research on human resources in the “tourism and hospitality management scientific domain”. International Journal of Contemporary Hospitality Management, 30(3), 1741–1768. https://doi.org/10.1108/IJCHM-04-2017-0187
21.
García-LilloF.Úbeda-GarcíaM.Marco-LajaraB. (2016). The intellectual structure of research in hospitality management: A literature review using bibliometric methods of the journal International Journal of Hospitality Management. International Journal of Hospitality Management, 52, 121–130. https://doi.org/10.1016/j.ijhm.2015.10.007
22.
GuilletB. D. (2020). An evolutionary analysis of revenue management research in hospitality and tourism. International Journal of Contemporary Hospitality Management, 32(2), 560–587. https://doi.org/10.1108/IJCHM-06-2019-0515
23.
HarringtonR. J.ChathothP. K.OttenbacherM.AltinayL. (2014). Strategic management research in hospitality and tourism: Past, present and future. International Journal of Contemporary Hospitality Management, 26(5), 778–808. https://doi.org/10.1108/IJCHM-12-2013-0576
24.
HicksD. (1988). Limitations and more limitations of co-citation analysis/bibliometric modelling: A reply to Franklin. Social Studies of Science, 18(2), 375–384. https://doi.org/10.1177/030631288018002008
25.
KimS.ElliotS.LawR.ChonK. (2014). Differences in expectations and perceptions between hospitality providers and international customers: The case of Korean and Japanese group tourist in Thai hotels. International Journal of Hospitality and Tourism Administration, 15(2), 121–149. https://doi.org/10.1080/15256480.2014.901058
26.
KimS.KimJ.Badu-BaidenF.GirouxM.ChoiY. (2021). Preference for robot service or human service in hotels? Impacts of the COVID-19 pandemic. International Journal of Hospitality Management, 93, Article 102795. https://doi.org/10.1016/j.ijhm.2020.102795
27.
KimS.StylidisD.OhM. (2019). Is perception of destination image stable or does it fluctuate? A measurement of three points in time. International Journal of Tourism Research, 21(4), 447–461. https://doi.org/10.1002/jtr.2273
KöseogluM. A. (2020). Identifying the intellectual structure of fields: Introduction of the MAK approach. Scientometrics, 125(3), 2169–2197. https://doi.org/10.1007/s11192-020-03719-8
30.
KöseogluM. A.KingB.RahimiR. (2020). Gender disparities and positioning in collaborative hospitality and tourism research. International Journal of Contemporary Hospitality Management, 32(2), 535–559. https://doi.org/10.1108/IJCHM-09-2018-0747
31.
KoseogluM. A.LawR.DoganI. C. (2018). Exploring the social structure of strategic management research with a hospitality industry focus. International Journal of Contemporary Hospitality Management, 32(2), 463–488. https://doi.org/10.1108/IJCHM-11-2017-0764
32.
KöseogluM. A.MehraliyevF.AladagO. F.KingB. (2021). Origins, evolution and themes of scholarly hospitality sources: 1960–2019. International Journal of Hospitality Management, 94, Article 102817. https://doi.org/10.1016/j.ijhm.2020.102817
33.
KöseogluM. A.OkumusF.DoganI. C.LawR. (2019a). Intellectual structure of strategic management research in the hospitality management field: A co-citation analysis. International Journal of Hospitality Management, 78, 234–250. https://doi.org/10.1016/j.ijhm.2018.09.006
34.
KöseogluM. A.OkumusF.PutraE. D.YildizM.DoganI. C. (2019b). Conceptual structure of lodging-context studies: 1990–2016. Journal of Hospitality & Tourism Research, 43(4), 573–594. https://doi.org/10.1177/1096348018823912
35.
LetaS. D.ChanI. C. C. (2021). Learn from the past and prepare for the future: A critical assessment of crisis management research in hospitality. International Journal of Hospitality Management, 95, Article 102915. https://doi.org/10.1016/j.ijhm.2021.102915
36.
LeungX. Y.SunJ.BaiB. (2017). Bibliometrics of social media research: A co-citation and co-word analysis. International Journal of Hospitality Management, 66, 35–45. https://doi.org/10.1016/j.ijhm.2017.06.012
37.
LiX.MaE.QuH. (2017). Knowledge mapping of hospitality research—A visual analysis using CiteSpace. International Journal of Hospitality Management, 60, 77–93. https://doi.org/10.1016/j.ijhm.2016.10.006
38.
MadanaguliA. T.KaurP.BrescianiS.DhirA. (2021). Entrepreneurship in rural hospitality and tourism. A systematic literature review of past achievements and future promises. International Journal of Contemporary Hospitality Management, 33(8), 2521–2558. https://doi.org/10.1108/IJCHM-09-2020-1121
39.
MarsilioM.CappellaroG.CuccurulloC. (2011). The intellectual structure of research into PPPS: A bibliometric analysis. Public Management Review, 13(6), 763–782. https://doi.org/10.1080/14719037.2010.539112
40.
McKercherB. (2018). What is the state-of hospitality and tourism research – 2018?International Journal of Contemporary Hospitality Management, 30(3), 1234–1244. https://doi.org/10.1108/IJCHM-12-2017-0809
41.
Mulet-FortezaC.Genovart-BalaguerJ.MerigóJ. M.Mauleon-MendezE. (2019). Bibliometric structure of IJCHM in its 30 years. International Journal of Contemporary Hospitality Management, 31(12), 4574–4604. https://doi.org/10.1108/IJCHM-10-2018-0828
42.
NykielR. A. (2005). Hospitality management strategies. Prentice Hall.
43.
OhM.Badu-BaidenF.KimS.LemaJ. (2021). Identification of delighters and frustrators in vegan-friendly restaurant experiences via semantic network analysis: Evidence from online reviews. International Journal of Hospitality and Tourism Administration. https://doi.org/10.1080/15256480.2021.1981186
44.
OhM.KimS. (2020). Dimensionality of ethnic food fine dining experience: An application of semantic network analysis. Tourism Management Perspective, 35, Article 100719. https://doi.org/10.1016/j.tmp.2020.100719
45.
OkumusF.KöseogluM. A.PutraE. D.DoganI. C.YildizM. (2019). A bibliometric analysis of lodging-context research from 1990 to 2016. Journal of Hospitality & Tourism Research, 43(2), 210–225. https://doi.org/10.1177/1096348018765321
46.
ParkE. O.ChaeB.KwonJ. (2018). Toward understanding the topical structure of hospitality literature. International Journal of Contemporary Hospitality Management, 30(11), 3386–3411. https://doi.org/10.1108/IJCHM-11-2017-0714
47.
RatherR. A.TehseenS.ItooM. H.ParreyS. H. (2019). Customer brand identification, affective commitment, customer satisfaction, and brand trust as antecedents of customer behavioral intention of loyalty: An empirical study in the hospitality sector. Journal of Global Scholars of Marketing Science, 29(2), 196–217. https://doi.org/10.1080/21639159.2019.1577694
48.
RhouY.SingalM. (2020). A review of the business case for CSR in the hospitality industry. International Journal of Hospitality Management, 84, Article 102330. https://doi.org/10.1016/j.ijhm.2019.102330
49.
SainaghiR.KöseogluM. A.d’AngellaF.Lawerh TettehI. (2019). Foundations of hospitality performance measurement research: A co-citation approach. International Journal of Hospitality Management, 79, 21–40. https://doi.org/10.1016/j.ijhm.2018.12.006
50.
Serra-CantallopsA.Peña-MirandaD. D.Ramón-CardonaJ.Martorell-CunillO. (2018). Progress in research on CSR and the hotel industry (2006-2015). Cornell Hospitality Quarterly, 59(1), 15–38. https://doi.org/10.1177/1938965517719267
51.
ShafiqueM. (2013). Thinking inside the box? Intellectual structure of the knowledge base of innovation research (1988–2008). Strategic Management Journal, 34(1), 62–93. https://doi.org/10.1002/smj.2002
52.
ShinH.PerdueR. R. (2019). Self-service technology research: A bibliometric co-citation visualization analysis. International Journal of Hospitality Management, 80, 101–112. https://doi.org/10.1016/j.ijhm.2019.01.012
53.
ShiwenL.KwonJ.AhnJ. (2021). Self-service technology in the hospitality and tourism settings: A critical review of the literature. Journal of Hospitality & Tourism Research, 46(6), 1220–1236. https://doi.org/10.1177/1096348020987633
54.
StylidisD.WoosnamK.KimS. (2022). Perceptions of attractions, residents as ‘more knowledgeable others’ and destination image: Evidence from two destinations. International Journal of Tourism Research, 24(3), 472–486. https://doi.org/10.1002/jtr.2515
55.
TorracoR. J. (2016). Writing integrative literature reviews: Using the past and present to explore the future. Human Resource Development Review, 15(4), 404–428. https://doi.org/10.1177/1534484316671606
WalkerJ. R. (2010). Introduction to hospitality management (3rd ed.). Pearson Prentice Hall.
60.
WaltmanL.Van EckN. J.NoyonsE. C. (2010). A unified approach to mapping and clustering of bibliometric networks. Journal of Informetrics, 4(4), 629–635. https://doi.org/10.1016/j.joi.2010.07.002
61.
WebsterJ.WatsonR. T. (2002). Analyzing the past to prepare for the future: Writing a literature review. MIS Quarterly, 26(2), xiii–xxiii.
WongA.KimS. (2020). Development and validation of standard hotel corporate social responsibility (CSR) scale from the employee perspective. International Journal of Hospitality Management, 87, Article 102507. https://doi.org/10.1016/j.ijhm.2020.102507
64.
WongA. K. F.KimS.LeeS. (2022). The evolution, progress, and the future of corporate social responsibility: Comprehensive review of hospitality and tourism articles. International Journal of Hospitality & Tourism Administration, 23(1), 1–33. https://doi.org/10.1080/15256480.2019.1692753
65.
WongA.KöseogluM.KimS. (2021a). Creation and dissemination of hospitality and tourism research outputs in the new millennium. International Journal of Contemporary Hospitality Management, 33(2), 377–401. https://doi.org/10.1108/IJCHM-05-2020-0493
66.
WongA. K. F.KöseogluM. A.KimS. S. (2021b). The intellectual structure of corporate social responsibility research in tourism and hospitality: A citation/co-citation analysis. Journal of Hospitality and Tourism Management, 49, 270–284. https://doi.org/10.1016/j.jhtm.2021.09.015
67.
WongA. K. F.KöseogluM. A.KimS. S.LeungD. (2021c). Contribution of corporate social responsibility studies to the intellectual structure of the hospitality and tourism literature. International Journal of Hospitality Management, 99, Article 103081. https://doi.org/10.1016/j.ijhm.2021.103081
68.
WoodsR. H.SchmidgallR. S. (1995). Hospitality’s influential authors: Using citation analysis to evaluate the research contributions of hospitality faculty and programs. Hospitality & Tourism Educator, 7(1), 33–39. https://doi.org/10.1080/23298758.1995.10685637
69.
ZupicI.ČaterT. (2015). Bibliometric methods in management and organization. Organizational Research Methods, 18(3), 429–472. https://doi.org/10.1177/1094428114562629
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