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

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Cited by:

  1. 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.
  2. 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.
  3. 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.
  4. 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.
  5. 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.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. Kathrin Dudenhöffer, 2013. "Why electric vehicles failed," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 24(2), pages 95-124, July.
  11. 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).
  12. 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.
  13. 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.
  14. 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).
  15. 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).
  16. 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).
  17. 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.
  18. 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).
  19. 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.
  20. 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.
  21. 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.
  22. 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).
  23. 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).
  24. 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.
  25. 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.
  26. 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.
  27. 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.
  28. 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).
  29. 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).
  30. 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.
  31. 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.
  32. 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.
  33. 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.
  34. 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.
  35. 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).
  36. Joti kumari & Jai Kumar, 2023. "Influence of motivation on teachers’ job performance," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
  37. 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.
  38. 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.
  39. 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.
  40. 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).
  41. 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).
  42. 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.
  43. 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.
  44. 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.
  45. 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).
  46. 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.
  47. 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.
  48. 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.
  49. 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.
  50. 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.
  51. 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.
  52. 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.
  53. Grace, Debra & Ross, Mitchell & King, Ceridwyn, 2020. "Brand fidelity: Scale development and validation," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
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