IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v152y2022icp221-230.html
   My bibliography  Save this article

Modeling and assessing forged concepts in tourism and hospitality using confirmatory composite analysis

Author

Listed:
  • Liu, Yuqing
  • Schuberth, Florian
  • Liu, Yide
  • Henseler, Jörg

Abstract

Confirmatory composite analysis (CCA) was recently proposed as a viable approach to modeling and assessing forged concepts, i.e., theoretical concepts that emerge from their components within their environment. This study introduces CCA to the field of tourism and hospitality research and shows how CCA can be conducted using estimators known from structural equation modeling (SEM) with latent variables as implemented in common SEM software. It shows how emergent variables can be employed to model forged concepts and how CCA can be used for assessing them. In doing so, we explain the four major CCA steps comprising (1) model specification, (2) model identification, (3) model estimation, and (4) model assessment. To illustrate and guide scholars in applying CCA, we provide an empirical example from the field of tourism and hospitality research.

Suggested Citation

  • Liu, Yuqing & Schuberth, Florian & Liu, Yide & Henseler, Jörg, 2022. "Modeling and assessing forged concepts in tourism and hospitality using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 152(C), pages 221-230.
  • Handle: RePEc:eee:jbrese:v:152:y:2022:i:c:p:221-230
    DOI: 10.1016/j.jbusres.2022.07.040
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296322006518
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2022.07.040?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yoo, Chul Woo & Goo, Jahyun & Huang, C. Derrick & Nam, Kichan & Woo, Mina, 2017. "Improving travel decision support satisfaction with smart tourism technologies: A framework of tourist elaboration likelihood and self-efficacy," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 330-341.
    2. Žabkar, Vesna & Brenčič, Maja Makovec & Dmitrović, Tanja, 2010. "Modelling perceived quality, visitor satisfaction and behavioural intentions at the destination level," Tourism Management, Elsevier, vol. 31(4), pages 537-546.
    3. Hair, Joe F. & Howard, Matt C. & Nitzl, Christian, 2020. "Assessing measurement model quality in PLS-SEM using confirmatory composite analysis," Journal of Business Research, Elsevier, vol. 109(C), pages 101-110.
    4. Park, Sangwon, 2020. "Multifaceted trust in tourism service robots," Annals of Tourism Research, Elsevier, vol. 81(C).
    5. Miguel I. Aguirre-Urreta & George M. Marakas, 2014. "Research Note—Partial Least Squares and Models with Formatively Specified Endogenous Constructs: A Cautionary Note," Information Systems Research, INFORMS, vol. 25(4), pages 761-778, December.
    6. Florian Schuberth, 2021. "Confirmatory composite analysis using partial least squares: setting the record straight," Review of Managerial Science, Springer, vol. 15(5), pages 1311-1345, July.
    7. Jarvis, Cheryl Burke & MacKenzie, Scott B & Podsakoff, Philip M, 2003. "A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 199-218, September.
    8. Bengt Muthén & David Kaplan & Michael Hollis, 1987. "On structural equation modeling with data that are not missing completely at random," Psychometrika, Springer;The Psychometric Society, vol. 52(3), pages 431-462, September.
    9. Henseler, Jörg & Schuberth, Florian, 2020. "Using confirmatory composite analysis to assess emergent variables in business research," Journal of Business Research, Elsevier, vol. 120(C), pages 147-156.
    10. Sarstedt, Marko & Hair, Joseph F. & Ringle, Christian M. & Thiele, Kai O. & Gudergan, Siegfried P., 2016. "Estimation issues with PLS and CBSEM: Where the bias lies!," Journal of Business Research, Elsevier, vol. 69(10), pages 3998-4010.
    11. Gao, Jie & Kerstetter, Deborah L., 2018. "From sad to happy to happier: Emotion regulation strategies used during a vacation," Annals of Tourism Research, Elsevier, vol. 69(C), pages 1-14.
    12. Edward E. Rigdon & Jan-Michael Becker & Arun Rai & Christian M. Ringle & Adamantios Diamantopoulos & Elena Karahanna & Detmar W. Straub & Theo K. Dijkstra, 2014. "Conflating Antecedents and Formative Indicators: A Comment on Aguirre-Urreta and Marakas," Information Systems Research, INFORMS, vol. 25(4), pages 780-784, December.
    13. Miguel I. Aguirre-Urreta & George M. Marakas, 2014. "A Rejoinder to Rigdon et al. (2014)," Information Systems Research, INFORMS, vol. 25(4), pages 785-788, December.
    14. Hubona, Geoffrey S. & Schuberth, Florian & Henseler, Jörg, 2021. "A clarification of confirmatory composite analysis (CCA)," International Journal of Information Management, Elsevier, vol. 61(C).
    15. S. Mostafa Rasoolimanesh & Shuhaida Md Noor & Florian Schuberth & Mastura Jaafar, 2019. "Investigating the effects of tourist engagement on satisfaction and loyalty," The Service Industries Journal, Taylor & Francis Journals, vol. 39(7-8), pages 559-574, June.
    16. Rosseel, Yves, 2012. "lavaan: An R Package for Structural Equation Modeling," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i02).
    17. Jenny (Jiyeon) Lee & Gerard Kyle, 2012. "Structural Equation Modeling," Chapters, in: Larry Dwyer & Alison Gill & Neelu Seetaram (ed.), Handbook of Research Methods in Tourism, chapter 5, Edward Elgar Publishing.
    18. Guo, Yue & Barnes, Stuart J. & Jia, Qiong, 2017. "Mining meaning from online ratings and reviews: Tourist satisfaction analysis using latent dirichlet allocation," Tourism Management, Elsevier, vol. 59(C), pages 467-483.
    19. Taheri, Babak & Jafari, Aliakbar & O'Gorman, Kevin, 2014. "Keeping your audience: Presenting a visitor engagement scale," Tourism Management, Elsevier, vol. 42(C), pages 321-329.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Enrico Ciavolino & Massimo Aria & Jun-Hwa Cheah & José Luis Roldán, 2022. "A tale of PLS Structural Equation Modelling: Episode I— A Bibliometrix Citation Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(3), pages 1323-1348, December.
    2. Jörg Henseler & Nick Lee & Ellen Roemer & Ildikó Kemény & Taşkın Dirsehan & John W. Cadogan, 2024. "Beware of the Woozle effect and belief perseverance in the PLS-SEM literature!," Electronic Commerce Research, Springer, vol. 24(2), pages 715-744, June.
    3. Paola Pasca & Evelyn Simone & Enrico Ciavolino & Alessia Rochira & Terri Mannarini, 2023. "A higher-order model of community resilience potential: development and assessment through confirmatory composite analysis based on partial least squares," Quality & Quantity: International Journal of Methodology, Springer, vol. 57(2), pages 1033-1054, April.
    4. Yan, Ruihe & Gong, Xiang, 2022. "Peer-to-peer accommodation platform affordance: Scale development and empirical investigation," Journal of Business Research, Elsevier, vol. 144(C), pages 922-938.
    5. Gyeongcheol Cho & Heungsun Hwang & Marko Sarstedt & Christian M. Ringle, 2020. "Cutoff criteria for overall model fit indexes in generalized structured component analysis," Journal of Marketing Analytics, Palgrave Macmillan, vol. 8(4), pages 189-202, December.
    6. Samuel Drempetic & Christian Klein & Bernhard Zwergel, 2020. "The Influence of Firm Size on the ESG Score: Corporate Sustainability Ratings Under Review," Journal of Business Ethics, Springer, vol. 167(2), pages 333-360, November.
    7. Henseler, Jörg & Schuberth, Florian, 2020. "Using confirmatory composite analysis to assess emergent variables in business research," Journal of Business Research, Elsevier, vol. 120(C), pages 147-156.
    8. Miguel I. Aguirre-Urreta & George M. Marakas, 2014. "A Rejoinder to Rigdon et al. (2014)," Information Systems Research, INFORMS, vol. 25(4), pages 785-788, December.
    9. Jörg Henseler & Manuela Guerreiro & Nelson de Matos, 2021. "The interplay of marketing and design," Review of Managerial Science, Springer, vol. 15(5), pages 1129-1137, July.
    10. Dennis Cook, R. & Forzani, Liliana, 2023. "On the role of partial least squares in path analysis for the social sciences," Journal of Business Research, Elsevier, vol. 167(C).
    11. Leonie Kuen & Fiona Schürmann & Daniel Westmattelmann & Sophie Hartwig & Shay Tzafrir & Gerhard Schewe, 2023. "Trust transfer effects and associated risks in telemedicine adoption," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-22, December.
    12. Christian Nitzl & Wynne W. Chin, 2017. "The case of partial least squares (PLS) path modeling in managerial accounting research," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 28(2), pages 137-156, May.
    13. Hepola, Janne & Leppäniemi, Matti & Karjaluoto, Heikki, 2020. "Is it all about consumer engagement? Explaining continuance intention for utilitarian and hedonic service consumption," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    14. Chuyou Fu & Jun Wang & Ziyi Qu & Martin Skitmore & Jiaxin Yi & Zhengjie Sun & Jianli Chen, 2024. "Structural Equation Modeling in Technology Adoption and Use in the Construction Industry: A Scientometric Analysis and Qualitative Review," Sustainability, MDPI, vol. 16(9), pages 1-21, May.
    15. El Barachi, May & Salim, Taghreed Abu & Nyadzayo, Munyaradzi W. & Mathew, Sujith & Badewi, Amgad & Amankwah-Amoah, Joseph, 2022. "The relationship between citizen readiness and the intention to continuously use smart city services: Mediating effects of satisfaction and discomfort," Technology in Society, Elsevier, vol. 71(C).
    16. Rahman, Syed Mahmudur & Carlson, Jamie & Gudergan, Siegfried P. & Wetzels, Martin & Grewal, Dhruv, 2022. "Perceived Omnichannel Customer Experience (OCX): Concept, measurement, and impact," Journal of Retailing, Elsevier, vol. 98(4), pages 611-632.
    17. Ibrahim A. Elshaer & Sameh Fayyad & Salama Ammar & Tamer Ahmed Abdulaziz & Samy Wageh Mahmoud, 2022. "Adaptive Reuse of Heritage Houses and Hotel Conative Loyalty: Digital Technology as a Moderator and Memorable Tourism and Hospitality Experience as a Mediator," Sustainability, MDPI, vol. 14(6), pages 1-13, March.
    18. Jessica Braojos & Jose Benitez & Javier Llorens & Laura Ruiz, 2020. "Impact of IT integration on the firm’s knowledge absorption and desorption," Post-Print hal-03160729, HAL.
    19. Schlägel, Christopher & Sarstedt, Marko, 2016. "Assessing the measurement invariance of the four-dimensional cultural intelligence scale across countries: A composite model approach," European Management Journal, Elsevier, vol. 34(6), pages 633-649.
    20. Gyeongcheol Cho & Christopher Schlaegel & Heungsun Hwang & Younyoung Choi & Marko Sarstedt & Christian M. Ringle, 2022. "Integrated Generalized Structured Component Analysis: On the Use of Model Fit Criteria in International Management Research," Management International Review, Springer, vol. 62(4), pages 569-609, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:152:y:2022:i:c:p:221-230. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.