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Uncovering and Treating Unobserved Heterogeneity with FIMIX-PLS: Which Model Selection Criterion Provides an Appropriate Number of Segments?

Citations

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  1. Ringle, Christian M. & Sarstedt, Marko & Schlittgen, Rainer & Taylor, Charles R., 2013. "PLS path modeling and evolutionary segmentation," Journal of Business Research, Elsevier, vol. 66(9), pages 1318-1324.
  2. Wong, Amy, 2023. "How social capital builds online brand advocacy in luxury social media brand communities," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
  3. Rafael Robina-Ramírez & Antonio Fernández-Portillo & Juan Carlos Díaz-Casero, 2019. "Green Start-Ups’ Attitudes towards Nature When Complying with the Corporate Law," Complexity, Hindawi, vol. 2019, pages 1-17, February.
  4. 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).
  5. 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.
  6. Viktor Fredrich & Siegfried Gudergan & Ricarda B. Bouncken, 2022. "Dynamic Capabilities, Internationalization and Growth of Small- and Medium-Sized Enterprises: The Roles of Research and Development Intensity and Collaborative Intensity," Management International Review, Springer, vol. 62(4), pages 611-642, August.
  7. Kleinaltenkamp, Michael & Minculescu, Ioana & Raithel, Sascha, 2017. "Customization of B2B Services: Measurement and Impact on Firm Performance," SMR - Journal of Service Management Research, Nomos Verlagsgesellschaft mbH & Co. KG, vol. 1(1), pages 39-56.
  8. Muhammad Irfan & Raima Adeel & Muhammad Shaukat Malik, 2023. "The Impact of Emotional Finance, and Market Knowledge and Investor Protection on Investment Performance in Stock and Real Estate Markets," SAGE Open, , vol. 13(4), pages 21582440231, November.
  9. Telma Mendes & Vítor Braga & Carina Silva & Alexandra Braga, 2025. "The speed of internationalization in regionally clustered family firms: a deeper understanding of innovation activities and cluster affiliation," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 45(1), pages 51-108, March.
  10. Habibollah Nassiri & Seyed Iman Mohammadpour, 2023. "Investigating speed-safety association: Considering the unobserved heterogeneity and human factors mediation effects," PLOS ONE, Public Library of Science, vol. 18(2), pages 1-26, February.
  11. Antonia Madrid‐Guijarro & Antonio Duréndez, 2024. "Sustainable development barriers and pressures in SMEs: The mediating effect of management commitment to environmental practices," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 949-967, February.
  12. Munir, Muhammad Adeel & Hussain, Amjad & Farooq, Muhammad & Rehman, Ateekh Ur & Masood, Tariq, 2024. "Building resilient supply chains: Empirical evidence on the contributions of ambidexterity, risk management, and analytics capability," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  13. Jose L. Salmeron & Marisol B. Correia & Pedro R. Palos-Sanchez, 2019. "Complexity in Forecasting and Predictive Models," Complexity, Hindawi, vol. 2019, pages 1-3, June.
  14. 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).
  15. Mohamed M. Khalifa Tailab, 2020. "Using Importance-Performance Matrix Analysis to Evaluate the Financial Performance of American Banks During the Financial Crisis," SAGE Open, , vol. 10(1), pages 21582440209, January.
  16. Ioana Gutu & Daniela Tatiana Agheorghiesei & Alexandru Tugui, 2023. "Assessment of a Workforce Sustainability Tool through Leadership and Digitalization," IJERPH, MDPI, vol. 20(2), pages 1-30, January.
  17. 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).
  18. Valentin Niță & Ioana Guțu, 2023. "The Role of Leadership and Digital Transformation in Higher Education Students’ Work Engagement," IJERPH, MDPI, vol. 20(6), pages 1-32, March.
  19. Pundziene, Asta & Sermontyte-Baniule, Rima & Rialp-Criado, Josep & Chesbrough, Henry, 2023. "Indirect effect of open innovation on clinical and economic value creation in digital healthcare: A comparative study of European countries," Journal of Business Research, Elsevier, vol. 159(C).
  20. Yu Mu & Bart Bossink & Tsvi Vinig, 2018. "Employee involvement in ideation and healthcare service innovation quality," The Service Industries Journal, Taylor & Francis Journals, vol. 38(1-2), pages 67-86, January.
  21. Emmanuel Silva Quaye & Cleopatra Taoana & Russell Abratt & Peter Anabila, 2022. "Customer advocacy and brand loyalty: the mediating roles of brand relationship quality and trust," Journal of Brand Management, Palgrave Macmillan, vol. 29(4), pages 363-382, July.
  22. Sarstedt, Marko & Ringle, Christian M. & Smith, Donna & Reams, Russell & Hair, Joseph F., 2014. "Partial least squares structural equation modeling (PLS-SEM): A useful tool for family business researchers," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 105-115.
  23. Stefan Schulte-Holthaus & Andreas Kuckertz, 2024. "How life context affects entrepreneurs' passion and performance," Review of Managerial Science, Springer, vol. 18(5), pages 1221-1251, May.
  24. Lim, Xin-Jean & Cheah, Jun-Hwa & Ngo, Liem Viet & Chan, Kara & Ting, Hiram, 2023. "How do crazy rich Asians perceive sustainable luxury? Investigating the determinants of consumers’ willingness to pay a premium price," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
  25. 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.
  26. Susanne Hügel & Markus Kreutzer & Nico B. Rottke, 2019. "Firm Innovativeness In Service Industries: A Construct Validation In The External Environment And Industry Structure Contexts," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(06), pages 1-57, August.
  27. Ratzmann, Martin & Gudergan, Siegfried P. & Bouncken, Ricarda, 2016. "Capturing heterogeneity and PLS-SEM prediction ability: Alliance governance and innovation," Journal of Business Research, Elsevier, vol. 69(10), pages 4593-4603.
  28. 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.
  29. 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.
  30. Li, Feng & Lu, Hui & Hou, Meiqian & Cui, Kangle & Darbandi, Mehdi, 2021. "Customer satisfaction with bank services: The role of cloud services, security, e-learning and service quality," Technology in Society, Elsevier, vol. 64(C).
  31. Fordellone, Mario & Vichi, Maurizio, 2020. "Finding groups in structural equation modeling through the partial least squares algorithm," Computational Statistics & Data Analysis, Elsevier, vol. 147(C).
  32. 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).
  33. Marko Sarstedt & Christian M Ringle & Jun-Hwa Cheah & Hiram Ting & Ovidiu I Moisescu & Lacramioara Radomir, 2020. "Structural model robustness checks in PLS-SEM," Tourism Economics, , vol. 26(4), pages 531-554, June.
  34. Sarstedt, Marko & Wilczynski, Petra & Melewar, T.C., 2013. "Measuring reputation in global markets—A comparison of reputation measures’ convergent and criterion validities," Journal of World Business, Elsevier, vol. 48(3), pages 329-339.
  35. Monecke, Armin & Leisch, Friedrich, 2012. "semPLS: Structural Equation Modeling Using Partial Least Squares," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i03).
  36. Kuckertz, Andreas & Bulut, Cagri & Brändle, Leif, 2024. "Unobserved heterogeneity in firm performance: The alignment of entrepreneurial orientation and organizational error management culture," Journal of Business Research, Elsevier, vol. 179(C).
  37. Mengyuan Qiu & Ji Sha & Sulistyo Utomo, 2020. "Listening to Forests: Comparing the Perceived Restorative Characteristics of Natural Soundscapes before and after the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(1), pages 1-20, December.
  38. Riffat Ara Zannat Tama & Md Mahmudul Hoque & Ying Liu & Mohammad Jahangir Alam & Mark Yu, 2023. "An Application of Partial Least Squares Structural Equation Modeling (PLS-SEM) to Examining Farmers’ Behavioral Attitude and Intention towards Conservation Agriculture in Bangladesh," Agriculture, MDPI, vol. 13(2), pages 1-22, February.
  39. Joti kumari & Jai Kumar, 2023. "Influence of motivation on teachers’ job performance," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
  40. Muhammad Adeel Munir & Amjad Hussain & Muhammad Farooq & Muhammad Salman Habib & Muhammad Faisal Shahzad, 2023. "Data-Driven Transformation: The Role of Ambidexterity and Analytics Capability in Building Dynamic and Sustainable Supply Chains," Sustainability, MDPI, vol. 15(14), pages 1-37, July.
  41. Jana Hojnik & Viktor Prokop & Jan Stejskal, 2022. "R&D as bridge to sustainable development? Case of Czech Republic and Slovenia," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(1), pages 146-160, January.
  42. Nimoh, Nana C. & Ali, Abdilahi & Syme, Tony, 2020. "Earnings gaps, Segmentation and Competitiveness in the Ghanaian Labour Market," EconStor Preprints 214817, ZBW - Leibniz Information Centre for Economics.
  43. Petra Moog & Christian Soost, 2022. "Does team diversity really matter? The connection between networks, access to financial resources, and performance in the context of university spin-offs," Small Business Economics, Springer, vol. 58(1), pages 323-351, January.
  44. Natale Carlo Lauro & Maria Gabriella Grassia & Rosanna Cataldo, 2018. "Model Based Composite Indicators: New Developments in Partial Least Squares-Path Modeling for the Building of Different Types of Composite Indicators," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(2), pages 421-455, January.
  45. Wong, Amy & Lee, Marcus, 2022. "Building engagement in online brand communities: The effects of socially beneficial initiatives on collective social capital," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
  46. Kathrin Dudenhöffer, 2013. "Why electric vehicles failed," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 24(2), pages 95-124, July.
  47. Talaei-Khoei, Amir & Yang, Alan T. & Masialeti, Masialeti, 2024. "How does incorporating ChatGPT within a firm reinforce agility-mediated performance? The moderating role of innovation infusion and firms’ ethical identity," Technovation, Elsevier, vol. 132(C).
  48. Ioana Gutu & Camelia Nicoleta Medeleanu, 2023. "Assessing Teleworkforce and Electronic Leadership Favorable for an Online Workforce Sustainability Framework by Using PLS SEM," Sustainability, MDPI, vol. 15(18), pages 1-32, September.
  49. Hirsch, Bernhard & Nitzl, Christian & Schoen, Matthias, 2018. "Interorganizational trust and agency costs in credit relationships between savings banks and SMEs," Journal of Banking & Finance, Elsevier, vol. 97(C), pages 37-50.
  50. Ioana Gutu & Daniela Tatiana Agheorghiesei & Alexandru Tugui, 2022. "Leadership and Work Engagement Effectiveness within the Technology Era," Sustainability, MDPI, vol. 14(18), pages 1-25, September.
  51. Muhammad Ashraf & Asif Mahmood, 2025. "From Green Intentions to Actions: The Role of Covert, Overt, and Guerrilla Marketing in Promoting Green Consumerism," SAGE Open, , vol. 15(4), pages 21582440251, November.
  52. Blommerde-Winters, Tadhg, 2022. "The roles of NSD performance and standardized service development processes in the performance of micro, small, and medium-sized enterprises," Journal of Business Research, Elsevier, vol. 139(C), pages 56-68.
  53. 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.
  54. Jun Chen & Xiaoxue Feng & Asma-Qamaliah Abdul-Hamid & Suhaiza Zailani, 2026. "From capability to intention: a DCV-TAM hybrid model for blockchain adoption in circular agri-food supply chains," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 14(1), pages 1-35, December.
  55. Fiedler, Marina & Sarstedt, Marko, 2014. "Influence of community design on user behaviors in online communities," Journal of Business Research, Elsevier, vol. 67(11), pages 2258-2268.
  56. Ghosh, Swapan & Hughes, Mat & Hughes, Paul & Hodgkinson, Ian, 2025. "Digital twin, digital thread, and digital mindset in enabling digital transformation: A socio-technical systems perspective," Technovation, Elsevier, vol. 144(C).
  57. Groß, Michael, 2018. "Heterogeneity in consumers’ mobile shopping acceptance: A finite mixture partial least squares modelling approach for exploring and characterising different shopper segments," Journal of Retailing and Consumer Services, Elsevier, vol. 40(C), pages 8-18.
  58. Lim, Xin-Jean & Cheah, Jun-Hwa & Ng, Siew Imm & Basha, Norazlyn Kamal & Soutar, Geoff, 2021. "The effects of anthropomorphism presence and the marketing mix have on retail app continuance use intention," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
  59. 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.
  60. Bilal Mukhtar & Denni Arli & Ali Hussain, 2026. "Progressing Triple Bottom Line Sustainability Performance via Cumulative Integration of Lean Production, Sustainable Supply Chain Management, and Sustainable Process Innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 35(3), pages 3607-3624, March.
  61. Grace, Debra & Ross, Mitchell & King, Ceridwyn, 2020. "Brand fidelity: Scale development and validation," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
  62. Segarra-Moliner, Jose Ramón & Moliner-Tena, Miguel Ángel, 2016. "Customer equity and CLV in Spanish telecommunication services," Journal of Business Research, Elsevier, vol. 69(10), pages 4694-4705.
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