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Special issue editorial: Advanced partial least squares structural equation modeling (PLS-SEM) applications in business research

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  • Gudergan, Siegfried P.
  • Moisescu, Ovidiu I.
  • Radomir, Lăcrămioara
  • Ringle, Christian M.
  • Sarstedt, Marko

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  • Gudergan, Siegfried P. & Moisescu, Ovidiu I. & Radomir, Lăcrămioara & Ringle, Christian M. & Sarstedt, Marko, 2025. "Special issue editorial: Advanced partial least squares structural equation modeling (PLS-SEM) applications in business research," Journal of Business Research, Elsevier, vol. 188(C).
    • Handle: RePEc:eee:jbrese:v:188:y:2025:i:c:s0148296324005915
    DOI: 10.1016/j.jbusres.2024.115087
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    1. Troiville, Julien, 2024. "Connecting the dots between brand equity and brand loyalty for retailers: The mediating roles of brand attitudes and word-of-mouth communication," Journal of Business Research, Elsevier, vol. 177(C).
    2. Vaithilingam, Santha & Ong, Chu Sun & Moisescu, Ovidiu I. & Nair, Mahendhiran S., 2024. "Robustness checks in PLS-SEM: A review of recent practices and recommendations for future applications in business research," Journal of Business Research, Elsevier, vol. 173(C).
    3. Becker, Jan-Michael & Ismail, Ida Rosnita, 2016. "Accounting for sampling weights in PLS path modeling: Simulations and empirical examples," European Management Journal, Elsevier, vol. 34(6), pages 606-617.
    4. Rigdon, Edward E., 2016. "Choosing PLS path modeling as analytical method in European management research: A realist perspective," European Management Journal, Elsevier, vol. 34(6), pages 598-605.
    5. Capeau, Fanny & Valette-Florence, Pierre & Cova, Véronique, 2024. "A consumer demands-resources model of engagement: Theoretical and managerial contributions from a cross-validated predictive ability test procedure," Journal of Business Research, Elsevier, vol. 177(C).
    6. 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.
    7. Theo Dijkstra & Karin Schermelleh-Engel, 2014. "Consistent Partial Least Squares for Nonlinear Structural Equation Models," Psychometrika, Springer;The Psychometric Society, vol. 79(4), pages 585-604, October.
    8. repec:osf:osfxxx:sbpe9_v1 is not listed on IDEAS
    9. Kurtaliqi, Fidan & Lancelot Miltgen, Caroline & Viglia, Giampaolo & Pantin-Sohier, Gaëlle, 2024. "Using advanced mixed methods approaches: Combining PLS-SEM and qualitative studies," Journal of Business Research, Elsevier, vol. 172(C).
    10. Marko Sarstedt & Nicole F. Richter & Sven Hauff & Christian M. Ringle, 2024. "Combined importance–performance map analysis (cIPMA) in partial least squares structural equation modeling (PLS–SEM): a SmartPLS 4 tutorial," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(4), pages 746-760, December.
    11. Florian Schuberth & Jörg Henseler & Theo K. Dijkstra, 2018. "Partial least squares path modeling using ordinal categorical indicators," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(1), pages 9-35, January.
    12. Riggs, Randy & Felipe, Carmen M. & Roldán, José L. & Real, Juan C., 2024. "Information systems capabilities value creation through circular economy practices in uncertain environments: A conditional mediation model," Journal of Business Research, Elsevier, vol. 175(C).
    13. Ji, Elena & Mahmudur Rahman, Syed & Wilden, Ralf & Lin, Nidthida & Harrison, Norma, 2024. "Leveraging customer knowledge obtained through social media: The roles of R&D intensity and absorptive capacity," Journal of Business Research, Elsevier, vol. 182(C).
    14. Schubring, Sandra & Lorscheid, Iris & Meyer, Matthias & Ringle, Christian M., 2016. "The PLS agent: Predictive modeling with PLS-SEM and agent-based simulation," Journal of Business Research, Elsevier, vol. 69(10), pages 4604-4612.
    15. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    16. Carsten Hahn & Michael D. Johnson & Andreas Herrmann & Frank Huber, 2002. "Capturing Customer Heterogeneity Using A Finite Mixture Pls Approach," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 54(3), pages 243-269, July.
    17. Fidan Kurtaliqi & Caroline Lancelot Miltgen & Giampaolo Viglia & Gaëlle Pantin-Sohier, 2024. "Using advanced mixed methods approaches: Combining PLS-SEM and qualitative studies," Post-Print hal-04354479, HAL.
    18. William Black & Barry J. Babin, 2019. "Multivariate Data Analysis: Its Approach, Evolution, and Impact," Springer Books, in: Barry J. Babin & Marko Sarstedt (ed.), The Great Facilitator, pages 121-130, Springer.
    19. Adler, Susanne Jana & Sharma, Pratyush N & Radomir, Lăcrămioara, 2023. "Toward open science in PLS-SEM: Assessing the state of the art and future perspectives," OSF Preprints sbpe9, Center for Open Science.
    20. Heungsun Hwang & Gyeongcheol Cho, 2020. "Global Least Squares Path Modeling: A Full-Information Alternative to Partial Least Squares Path Modeling," Psychometrika, Springer;The Psychometric Society, vol. 85(4), pages 947-972, December.
    21. Jörg Henseler & Marko Sarstedt, 2013. "Goodness-of-fit indices for partial least squares path modeling," Computational Statistics, Springer, vol. 28(2), pages 565-580, April.
    22. Kamel Jedidi & Harsharanjeet S. Jagpal & Wayne S. DeSarbo, 1997. "Finite-Mixture Structural Equation Models for Response-Based Segmentation and Unobserved Heterogeneity," Marketing Science, INFORMS, vol. 16(1), pages 39-59.
    23. 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.
    24. Picón-Berjoyo, Araceli & Ruiz-Moreno, Carolina & Castro, Ignacio, 2016. "A mediating and multigroup analysis of customer loyalty," European Management Journal, Elsevier, vol. 34(6), pages 701-713.
    25. 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).
    26. Gelhard, Carsten & von Delft, Stephan & Gudergan, Siegfried P., 2016. "Heterogeneity in dynamic capability configurations: Equifinality and strategic performance," Journal of Business Research, Elsevier, vol. 69(11), pages 5272-5279.
    27. Richter, Nicole Franziska & Tudoran, Ana Alina, 2024. "Elevating theoretical insight and predictive accuracy in business research: Combining PLS-SEM and selected machine learning algorithms," Journal of Business Research, Elsevier, vol. 173(C).
    28. Shela, V. & Danks, Nicholas P. & Ramayah, T. & Ahmad, Noor Hazlina, 2024. "An application of the COA Framework: Building a sound foundation for organizational resilience," Journal of Business Research, Elsevier, vol. 179(C).
    29. 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.
    30. 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.
    31. 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).
    32. Peter E. Rossi, 2014. "Invited Paper —Even the Rich Can Make Themselves Poor: A Critical Examination of IV Methods in Marketing Applications," Marketing Science, INFORMS, vol. 33(5), pages 655-672, September.
    33. Hauff, Sven & Richter, Nicole Franziska & Sarstedt, Marko & Ringle, Christian M., 2024. "Importance and performance in PLS-SEM and NCA: Introducing the combined importance-performance map analysis (cIPMA)," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    34. Adler, Susanne Jana & Sharma, Pratyush Nidhi & Radomir, Lăcrămioara, 2023. "Toward open science in PLS-SEM: Assessing the state of the art and future perspectives," Journal of Business Research, Elsevier, vol. 169(C).
    35. Manfred Schwaiger, 2004. "Components And Parameters Of Corporate Reputation – An Empirical Study," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 56(1), pages 46-71, January.
    36. Aldhamiri, Ali & Carlson, Jamie & Vilches-Montero, Sonia & Rahman, Syed Mahmudur & Gudergan, Siegfried P., 2024. "What drives higher active customer engagement in luxury brands’ social media? Measurement and contingencies," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    37. Sande, Jon Bingen & Ghosh, Mrinal, 2018. "Endogeneity in survey research," International Journal of Research in Marketing, Elsevier, vol. 35(2), pages 185-204.
    38. Sungho Park & Sachin Gupta, 2012. "Handling Endogenous Regressors by Joint Estimation Using Copulas," Marketing Science, INFORMS, vol. 31(4), pages 567-586, July.
    39. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    40. Mansoor, Mahnaz & Paul, Justin & Saeed, Abid & Cheah, Jun-Hwa, 2024. "When mass meets prestige: The impact of symbolic motivations, inspirations, and purchase intentions for Masstige products," Journal of Business Research, Elsevier, vol. 176(C).
    41. Cassia, Fabio & Magno, Francesca, 2024. "The value of self-determination theory in marketing studies: Insights from the application of PLS-SEM and NCA to anti-food waste apps," Journal of Business Research, Elsevier, vol. 172(C).
    42. Schlittgen, Rainer & Ringle, Christian M. & Sarstedt, Marko & Becker, Jan-Michael, 2016. "Segmentation of PLS path models by iterative reweighted regressions," Journal of Business Research, Elsevier, vol. 69(10), pages 4583-4592.
    43. Marko Sarstedt & Jan-Michael Becker & Christian M. Ringle & Manfred Schwaiger, 2011. "Uncovering and Treating Unobserved Heterogeneity with FIMIX-PLS: Which Model Selection Criterion Provides an Appropriate Number of Segments?," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 63(1), pages 34-62, January.
    44. 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.
    45. Ghazanfar Ali Abbasi & Lee Yin Tiew & Jinquan Tang & Yen-Nee Goh & Ramayah Thurasamy, 2021. "The adoption of cryptocurrency as a disruptive force: Deep learning-based dual stage structural equation modelling and artificial neural network analysis," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-26, March.
    46. Jake M. Hofman & Duncan J. Watts & Susan Athey & Filiz Garip & Thomas L. Griffiths & Jon Kleinberg & Helen Margetts & Sendhil Mullainathan & Matthew J. Salganik & Simine Vazire & Alessandro Vespignani, 2021. "Integrating explanation and prediction in computational social science," Nature, Nature, vol. 595(7866), pages 181-188, July.
    47. Heungsun Hwang & Yoshio Takane, 2004. "Generalized structured component analysis," Psychometrika, Springer;The Psychometric Society, vol. 69(1), pages 81-99, March.
    48. Joseph F. Hair & Christian M. Ringle & Siegfried P. Gudergan & Andreas Fischer & Christian Nitzl & Con Menictas, 2019. "Partial least squares structural equation modeling-based discrete choice modeling: an illustration in modeling retailer choice," Business Research, Springer;German Academic Association for Business Research, vol. 12(1), pages 115-142, April.
    49. Jakobowicz, Emmanuel & Derquenne, Christian, 2007. "A modified PLS path modeling algorithm handling reflective categorical variables and a new model building strategy," Computational Statistics & Data Analysis, Elsevier, vol. 51(8), pages 3666-3678, May.
    50. Clay M. Voorhees & Michael K. Brady & Roger Calantone & Edward Ramirez, 2016. "Discriminant validity testing in marketing: an analysis, causes for concern, and proposed remedies," Journal of the Academy of Marketing Science, Springer, vol. 44(1), pages 119-134, January.
    51. 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.
    52. Huiwen Wang & Shan Lu & Yide Liu, 2022. "Missing data imputation in PLS-SEM," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(6), pages 4777-4795, December.
    53. Dybro Liengaard, Benjamin, 2024. "Measurement invariance testing in partial least squares structural equation modeling," Journal of Business Research, Elsevier, vol. 177(C).
    54. Jan-Michael Becker & Dorian Proksch & Christian M. Ringle, 2022. "Revisiting Gaussian copulas to handle endogenous regressors," Journal of the Academy of Marketing Science, Springer, vol. 50(1), pages 46-66, January.
    55. Manzi-Puertas, Mario A. & Agirre-Aramburu, Izaskun & López-Pérez, Sain, 2024. "Navigating the student entrepreneurial journey: Dynamics and interplay of resourceful and innovative behavior," Journal of Business Research, Elsevier, vol. 174(C).
    56. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    57. Ahrholdt, Dennis C. & Gudergan, Siegfried P. & Ringle, Christian M., 2019. "Enhancing loyalty: When improving consumer satisfaction and delight matters," Journal of Business Research, Elsevier, vol. 94(C), pages 18-27.
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