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Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations

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  • Cheah, Jun-Hwa
  • Amaro, Suzanne
  • Roldán, José L.

Abstract

Multigroup analysis (MGA) in partial least squares structural equation modeling (PLS-SEM) has grown considerably in the past few years in many different research fields, particularly in the business area. However, a close examination of MGA in PLS-SEM articles revealed much less research that compared more than two groups. Furthermore, research applying MGA in PLS-SEM with more than two groups has several constraints. For instance, most researchers need clarification about using either the omnibus test of group differences (OTG) or non-parametric distance-based tests (NDT) for an overall difference across the groups. Moreover, they do not handle family-wise error when comparing more than two groups, nor do they check for measurement invariance. This article uses an empirical illustration to fully understand multigroup analysis with more than two groups, providing valuable guidelines and comprehensible recommendations for researchers applying PLS-MGA.

Suggested Citation

  • Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
  • Handle: RePEc:eee:jbrese:v:156:y:2023:i:c:s0148296322010049
    DOI: 10.1016/j.jbusres.2022.113539
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    1. Bruhn, Manfred & Georgi, Dominik & Hadwich, Karsten, 2008. "Customer equity management as formative second-order construct," Journal of Business Research, Elsevier, vol. 61(12), pages 1292-1301, December.
    2. Gudergan, Siegfried P. & Ringle, Christian M. & Wende, Sven & Will, Alexander, 2008. "Confirmatory tetrad analysis in PLS path modeling," Journal of Business Research, Elsevier, vol. 61(12), pages 1238-1249, December.
    3. Roy, Sanjit Kumar & Balaji, M.S. & Soutar, Geoff & Lassar, Walfried M. & Roy, Rajat, 2018. "Customer engagement behavior in individualistic and collectivistic markets," Journal of Business Research, Elsevier, vol. 86(C), pages 281-290.
    4. Sarstedt, Marko & Radomir, Lăcrămioara & Moisescu, Ovidiu Ioan & Ringle, Christian M., 2022. "Latent class analysis in PLS-SEM: A review and recommendations for future applications," Journal of Business Research, Elsevier, vol. 138(C), pages 398-407.
    5. Schade, Michael & Hegner, Sabrina & Horstmann, Florian & Brinkmann, Nora, 2016. "The impact of attitude functions on luxury brand consumption: An age-based group comparison," Journal of Business Research, Elsevier, vol. 69(1), pages 314-322.
    6. Ahmad, Wasim & Kim, Woo Gon & Choi, Hyung-Min & Haq, Junaid Ul, 2021. "Modeling behavioral intention to use travel reservation apps: A cross-cultural examination between US and China," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    7. 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.
    8. Arsenovic, Jasenko & De Keyser, Arne & Edvardsson, Bo & Tronvoll, Bård & Gruber, Thorsten, 2021. "Justice (is not the same) for all: The role of relationship activity for post-recovery outcomes," Journal of Business Research, Elsevier, vol. 134(C), pages 342-351.
    9. 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.
    10. Richard Huaman-Ramirez & Dwight Merunka, 2019. "Brand experience effects on brand attachment: the role of brand trust, age, and income," Post-Print hal-02492731, HAL.
    11. Marko Sarstedt & Christian M. Ringle & Joseph F. Hair, 2022. "Partial Least Squares Structural Equation Modeling," Springer Books, in: Christian Homburg & Martin Klarmann & Arnd Vomberg (ed.), Handbook of Market Research, pages 587-632, Springer.
    12. Ramli, Nur Ainna & Latan, Hengky & Solovida, Grace T., 2019. "Determinants of capital structure and firm financial performance—A PLS-SEM approach: Evidence from Malaysia and Indonesia," The Quarterly Review of Economics and Finance, Elsevier, vol. 71(C), pages 148-160.
    13. Marko Sarstedt & Christian Ringle, 2010. "Treating unobserved heterogeneity in PLS path modeling: a comparison of FIMIX-PLS with different data analysis strategies," Journal of Applied Statistics, Taylor & Francis Journals, vol. 37(8), pages 1299-1318.
    14. 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.
    15. Lim, Xin-Jean & Cheah, Jun-Hwa & Ng, Siew Imm & Kamal Basha, Norazlyn & Liu, Yide, 2021. "Are men from Mars, women from Venus? Examining gender differences towards continuous use intention of branded apps," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    16. Basco, Rodrigo & Hernández-Perlines, Felipe & Rodríguez-García, María, 2020. "The effect of entrepreneurial orientation on firm performance: A multigroup analysis comparing China, Mexico, and Spain," Journal of Business Research, Elsevier, vol. 113(C), pages 409-421.
    17. Richard Huaman-Ramirez & Dwight Merunka, 2019. "Brand experience effects on brand attachment: The role of brand trust, age, and income," Post-Print hal-02118504, HAL.
    18. Marko Sarstedt & Jun-Hwa Cheah, 2019. "Partial least squares structural equation modeling using SmartPLS: a software review," Journal of Marketing Analytics, Palgrave Macmillan, vol. 7(3), pages 196-202, September.
    19. Streukens, Sandra & Leroi-Werelds, Sara, 2016. "Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results," European Management Journal, Elsevier, vol. 34(6), pages 618-632.
    20. Necmi K. Avkiran & Christian M. Ringle (ed.), 2018. "Partial Least Squares Structural Equation Modeling," International Series in Operations Research and Management Science, Springer, number 978-3-319-71691-6, April.
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