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

Citations

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Cited by:

  1. Nawres, Darragi & Nedra, Bahri-Ammari & Yousaf, Anish & Mishra, Abhishek, 2024. "The role of augmented reality in shaping purchase intentions and WOM for luxury products," Journal of Business Research, Elsevier, vol. 171(C).
  2. Godwin Mwesigye Ahimbisibwe & Aaron Ecel & Sophia Muwayi & Grace Sojourner & Owen Kembabazi & Edward Udhec Rubanga, 2026. "Mediating role of innovation capabilities in the relationship between organisational learning and international competitiveness of agro-processing firms: evidence from Uganda," Future Business Journal, Springer, vol. 12(1), pages 1-17, December.
  3. Jin Yang & Mohammad Nurul Hassan Reza & Abdullah Al Mamun & Muhammad Mehedi Masud & Mara Ridhuan Che Abdul Rahman, 2024. "Predicting guest satisfaction and willingness to pay premium prices for green hotels," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-13, December.
  4. Barbosa, Anrafel de Souza & Crispim, Maria Cristina & da Silva, Luiz Bueno & da Silva, Jonhatan Magno Norte & Barbosa, Aglaucibelly Maciel & Correia, Lucas Miguel Alencar de Morais & Morioka, Sandra N, 2025. "Empirical analysis of workers' perceptions of ESG impacts on corporate sustainability performance: A methodological innovation combining the PLS-SEM, PROMETHEE-ROC and FIMIX-PLS methods," Technological Forecasting and Social Change, Elsevier, vol. 215(C).
  5. Ruomei Tang & Xiangbin Peng, 2024. "The Effect of Urban–Rural Fringe Landscape Environment Enhancement on the Settlement Intentions of Young Talents," Sustainability, MDPI, vol. 16(20), pages 1-16, October.
  6. Gordon, Joel A. & Balta-Ozkan, Nazmiye & Nabavi, Seyed Ali, 2023. "Price promises, trust deficits and energy justice: Public perceptions of hydrogen homes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
  7. 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).
  8. Osarodion Ogiemwonyi & Muhammad Tahir Jan, 2025. "Causal analysis of social media on environmental and health concerns, attitudes, and social influence that leads to green purchase behavior," International Review on Public and Nonprofit Marketing, Springer;International Association of Public and Non-Profit Marketing, vol. 22(3), pages 713-749, September.
  9. Morais, Ana Catarina & Ishida, Akira & Matsuda, Ruriko, 2024. "Ethical food consumption drivers in Japan. A S–O-R framework application using PLS-SEM with a MGA assessment based on clustering," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
  10. DongA Jeong & Sang Woo Lee, 2025. "Unsubscribing From Over-the-Top: How Subscription Fatigue and Mental Coupling Affect Multi-Homing Users," SAGE Open, , vol. 15(4), pages 21582440251, November.
  11. Bao, Qian & Xie, Guanhong & Yao, Yuan, 2026. "Exploring psychological dependency on romantic companion robots in the single economy: Implications for digital intimacy and consumer services," Journal of Retailing and Consumer Services, Elsevier, vol. 90(C).
  12. Chuang Li & Xiaoman Wang & Liping Wang, 2026. "Examining the crucial societal incentive approaches and their impact mechanisms to enhance the purchase intention of carbon-labeled products: A conjoined application of PLS-SEM and NCA methodologies," Energy & Environment, , vol. 37(2), pages 877-924, March.
  13. Sergio Nieves-Pavón & Natalia López-Mosquera & Manuel Jesús Sánchez González, 2025. "Unlocking Tourist Motivations in a Smart Tourism Destination: An Application of the Push–Pull Theory," Societies, MDPI, vol. 15(4), pages 1-18, March.
  14. Alvarenga, Murilo Zamboni & Oliveira, Marcos Paulo Valadares de & Oliveira, Tiago, 2023. "Let’s talk about bad experiences instead of forgetting them: An empirical study on the importance of memory for supply chain disruption management," International Journal of Production Economics, Elsevier, vol. 261(C).
  15. Servet Demir & Muhammet UÅŸak, 2025. "Analyzing the Implementation of PLS-SEM in Educational Technology Research: A Review of the Past 10 Years," SAGE Open, , vol. 15(2), pages 21582440251, June.
  16. Ziad Alkalha & Benjamin Dehe & Iain Reid, 2025. "How absorptive capacity mediates supply chain effectiveness: a quality integration approach to boosting operational performance," Operations Management Research, Springer, vol. 18(3), pages 870-890, September.
  17. Wu, Chih-Hung & Dong, Tse-Ping & Liu, Chih-Hsing & Vu, Ho Tran, 2024. "Discovering the critical factors of affecting non-fungible tokens (NFT) purchase intention," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  18. repec:bcp:journl:v:9:y:2025:i:10:p:279-287 is not listed on IDEAS
  19. Stefanos Balaskas & Theofanis Nikolopoulos & Maria Koutroumani & Maria Rigou, 2024. "Determinants of Tax Avoidance Intentions in Tourism SMEs: The Mediating Role of Coercive Power, Digital Transformation, and the Moderating Effect of CSR," Sustainability, MDPI, vol. 16(21), pages 1-30, October.
  20. 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).
  21. 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).
  22. Xiaoyan Zhang & Qing Yang & Abdullah Al Mamun & Mohammad Masukujjaman & Muhammad Mehedi Masud, 2024. "Acceptance of new agricultural technology among small rural farmers," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
  23. 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).
  24. Kayeser Fatima, Johra & Khan, Md Irfanuzzaman & Bahmannia, Somayeh & Chatrath, Sarvjeet Kaur & Dale, Naomi F. & Johns, Raechel, 2024. "Rapport with a chatbot? The underlying role of anthropomorphism in socio-cognitive perceptions of rapport and e-word of mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
  25. Luis Felipe Dias Lopes & Silvana Bortoluzzi Balconi & Raquel Dalvit Flores & Martiele Gon?alves Moreira & Deocl?cio Junior Cardoso da Silva & Rayssa Cleide de Oliveira & Daniela Pegoraro & Gilnei Luiz, 2025. "Innovative behavior of family farmers in Brazil in the face of innovations in the agricultural sector," Economia agro-alimentare, FrancoAngeli Editore, vol. 2025(1), pages 103-133.
  26. Troiville, Julien & Moisescu, Ovidiu I. & Radomir, Lăcrămioara, 2025. "Using necessary condition analysis to complement multigroup analysis in partial least squares structural equation modeling," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
  27. Meena, Rahul & Sarabhai, Samar, 2026. "Gender differences in hedonic mobile app stickiness: A multi-group SEM analysis of processing pathways," Journal of Retailing and Consumer Services, Elsevier, vol. 90(C).
  28. Asgharpour, Sina & Askari, Sajad & Mohammadian, Abolfazl (Kouros), 2025. "Dependence or preference? Navigating public transit loyalty across heterogeneous levels of transit dependence," Transport Policy, Elsevier, vol. 171(C), pages 821-837.
  29. Giuseppe Lamberti & Jordi Lopez-Sintas & Tally Katz-Gerro, 2025. "Access to digital culture as a driver of social and cultural openness: European evidence," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
  30. Cheah, Jun-Hwa & Hair, Joseph F., 2025. "Explaining and predicting new retail market and consumer behavior habits using partial least squares structural equation modeling (PLS-SEM)," Journal of Retailing and Consumer Services, Elsevier, vol. 87(C).
  31. Jennifer Yee-Shan Chang & Rupam Konar & Jun-Hwa Cheah & Xin-Jean Lim, 2024. "Does privacy still matter in smart technology experience? A conditional mediation analysis," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 71-86, March.
  32. 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).
  33. Deki Choden & Mehran Nejati & Azadeh Shafaei & Ben Farr‐Wharton & José L. Roldán, 2025. "Role of Ethical Leadership in Creating Meaningful Work Through Corporate Social Responsibility in Bhutan: A Conditional Mediation Model," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(6), pages 8410-8427, November.
  34. Jamelia M. Anderson-Princen, 2025. "Cloud outsourcing: a multigroup analysis of cloud risk and governance effectiveness of EU, US, and Canadian financial institutions," Risk Management, Palgrave Macmillan, vol. 27(4), pages 1-32, December.
  35. Manuel Alonso-Dos-Santos & Carmen Zarco & Sardar Mohammadi & Daniela Niño-Amézquita, 2024. "Sponsorship effectiveness on betting intention-unobserved segmentation," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
  36. Davino Cristina & Lamberti Giuseppe & Vistocco Domenico, 2024. "Assessing heterogeneity in MOOC student performance through composite-based path modelling," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(3), pages 2453-2477, June.
  37. Liu, Yuan Xiong & Li, HanXi & Pan, Younghwan, 2025. "Why do users trust Robotaxi? Analyzing user differences and adoption behavior from a socio-technical perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 87(C).
  38. Cabeza-Ramírez, L. Javier & Rosales-Tristancho, Abel & Sánchez-Cañizares, Sandra M. & Palacios-Florencio, Beatriz, 2025. "Rational and normative determinants in electric vehicle adoption: Willingness to pay and moderating variables," Technology in Society, Elsevier, vol. 81(C).
  39. Junfeng Zhao & Xiang Li & Zhaoyang Gao, 2025. "From innovativeness to insecurity: unveiling the facets of translation technology use behavior among EFL learners using TRI 2.0," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-15, December.
  40. Inova Fitri Siregar & Tubagus Ismail & Muhammad Taqi & Nurhayati Soleha, 2024. "Influence of ESG on Sustainability Reporting: Mediation Rule of Green Innovation and Investor Sentiment," International Journal of Energy Economics and Policy, Econjournals, vol. 14(1), pages 452-463, January.
  41. Quansah, Tommy Kweku & Lang, Markus & Mühlbacher, Hans, 2025. "Deriving pleasure from other people’s pain: The influence of vicarious pain on viewing intentions for violent sports," Journal of Business Research, Elsevier, vol. 199(C).
  42. Yong, Shih Ween & Cheah, Jun-Hwa & Lim, Xin-Jean & Ng, Siew Imm & Leong, Yee Choy, 2023. "How to make you spend more in the airport? An investigation towards ECSI model on willingness to spend more in airport," Journal of Air Transport Management, Elsevier, vol. 112(C).
  43. 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).
  44. Cai Li & Hazrat Hassan & Majid Murad & Farhan Mirza, 2023. "Role of Green Dynamic Capabilities on Environmental and Social Innovation Behavior: Mediating of Green Creativity and Moderating of Innovation Proclivity," Sustainability, MDPI, vol. 15(20), pages 1-19, October.
  45. Osarodion Ogiemwonyi & Bilal Eneizan, 2025. "Environmental ethics and green practices in the manufacturing sector: The role of green innovation and environmental policy," Natural Resources Forum, Blackwell Publishing, vol. 49(2), pages 1257-1283, May.
  46. Balci, Gökcay & Balci, Ebru Surucu & Iris, Çağatay, 2026. "The role of human capital and Industry 4.0 in socio-technical dynamic capabilities for freight transport resilience," Transportation Research Part A: Policy and Practice, Elsevier, vol. 204(C).
  47. Hüseyin Hussein Keke & Christian Meske & Christiane Lehrer, 2026. "Understanding User Motivations for E-waste Return: An Extended Theory of Planned Behavior Approach," Circular Economy and Sustainability, Springer, vol. 6(2), pages 1-25, April.
  48. Xiao, Quan & Li, Xia & Huang, Weiling & Zhang, Xing, 2025. "Gimmick or genuineness? Exploring the antecedents of AI virtual streamers aversion in live-streaming commerce," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
  49. Dybro Liengaard, Benjamin, 2024. "Measurement invariance testing in partial least squares structural equation modeling," Journal of Business Research, Elsevier, vol. 177(C).
  50. 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).
  51. Abbasi, Amir Zaib & Qummar, Hamza & Bashir, Shahid & Aziz, Shahab & Ting, Ding Hooi, 2024. "Customer engagement in Saudi food delivery apps through social media marketing: Examining the antecedents and consequences using PLS-SEM and NCA," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
  52. Adrián Szilárd Nagy & Fitty Valdi Arie & Octavia Diana Monica Tuegeh & Beáta Bittner & Johan Reineer Tumiwa, 2025. "Fintech adoption for SMEs in different socioeconomic contexts: evidence from Hungary and Indonesia," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-37, December.
  53. Stefanos Balaskas & Maria Konstantakopoulou & Ioanna Yfantidou & Kyriakos Komis, 2025. "Algorithmic Burnout and Digital Well-Being: Modelling Young Adults’ Resistance to Personalized Digital Persuasion," Societies, MDPI, vol. 15(8), pages 1-33, August.
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