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Executing and interpreting applications of PLS-SEM: Updates for family business researchers
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- Emilia Vann Yaroson & Soumyadeb Chowdhury & Sachin Kumar Mangla & Prasanta Kumar Dey, 2024. "Unearthing the interplay between organisational resources, knowledge and industry 4.0 analytical decision support tools to achieve sustainability and supply chain wellbeing," Annals of Operations Research, Springer, vol. 342(2), pages 1321-1368, November.
- Kwame Owusu Boakye & Isaac Nyarko Adu & Michael Kyei-Frimpong & Evelyn Twumasi, 2024. "Gaining competitive advantage through integrated talent development and engagement practices in the telecommunication sector; the mediating role of corporate image," Future Business Journal, Springer, vol. 10(1), pages 1-15, December.
- 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).
- Julien Troiville, 2024. "Connecting the dots between brand equity and brand loyalty for retailers: The mediating roles of brand attitudes and word-of-mouth communication," Post-Print hal-04574746, HAL.
- Ismael Barros-Contreras & Héctor Pérez-Fernández & Natalia Martín-Cruz & Juan Hernangómez B., 2023. "Can we make family social capital flourish? The moderating role of generational involvement," Journal of Family and Economic Issues, Springer, vol. 44(3), pages 655-673, September.
- Wang, Shengbin & Jin, Junheng & Li, Haoze, 2023. "Family nonexecutive directors, professional managers, and investment in family firms," Finance Research Letters, Elsevier, vol. 58(PD).
- Faria & Muhammad Usman & Sidra Malik & Muhammad Kariz Kamal & Irtisam Rajput & Huzaifa Ather Rajar & Muneeba Maham & Muhammad Qasim Raza, 2024. "Integrating Triple Bottom Line in HR Practices: Enhancing Organizational Performance in Pakistan's Confectionary Industry," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 13(3), pages 184-189.
- 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.
- Pearce, Craig L. & Houghton, Jeffrey D. & Manz, Charles C. & Dillon, Pamela J. & Fugate, Mel & Wassenaar, Christina L., 2023. "Time for a group hug? Toward a theory of shared emotional leadership in and of family business," Journal of Family Business Strategy, Elsevier, vol. 14(2).
- Phan Bora, 2025. "Exploring the Reciprocal Relationship Between Teaching Self-Efficacy and Instructional Behaviors in High School Mathematics Education," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 9(3), pages 4295-4312, March.
- Manjit Kour, 2024. "Understanding the drivers of green consumption: a study on consumer behavior, environmental ethics, and sustainable choices for achieving SDG 12," SN Business & Economics, Springer, vol. 4(9), pages 1-27, September.
- Sitar-Tăut, Dan-Andrei & Mican, Daniel & Moisescu, Ovidiu-Ioan, 2024. "To be (online) or not to be? The antecedents of online study propensity and e-learning-dependent dropout intention in higher education," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
- Uyen Nguyen Thi & Manh Hoang Van & Imran Mahmud & Linh Vu Thi Thuy, 2023. "Innovation and the Sustainable Competitive Advantage of Young Firms: A Strategy Implementation Approach," Sustainability, MDPI, vol. 15(13), pages 1-13, July.
- Victor Osadolor & Kalu Emmanuel Agbaeze & Ejikeme Emmanuel Isichei & Samuel Taiwo Olabosinde, 2021. "Entrepreneurial self-efficacy and entrepreneurial intention: The mediating role of the need for independence," Journal of Entrepreneurship, Management and Innovation, Fundacja Upowszechniająca Wiedzę i Naukę "Cognitione", vol. 17(4), pages 91-119.
- Ricardo E. Buitrago R. & María Inés Barbosa Camargo & Favio Cala Vitery, 2021. "Emerging Economies’ Institutional Quality and International Competitiveness: A PLS-SEM Approach," Mathematics, MDPI, vol. 9(9), pages 1-18, April.
- Vojinovic Iva & Panajotovic Tamara & Budimirovic Mikica & Jankovic Marija & Milic Dragan, 2024. "User-centric Smart City Services for People with Disabilities and the Elderly: A UN SDG Framework Approach," Economics - The Open-Access, Open-Assessment Journal, De Gruyter, vol. 18(1), pages 1-21.
- González-Martinez, Paulina & García-Pérez-De-Lema, Domingo & Castillo-Vergara, Mauricio & Hansen, Peter Bent, 2023. "Determinants and performance of the quadruple helix model and the mediating role of civil society," Technology in Society, Elsevier, vol. 75(C).
- Fernando Gimeno-Arias & José Manuel Santos-Jaén & Mercedes Palacios-Manzano & Héctor Horacio Garza-Sánchez, 2021. "Using PLS-SEM to Analyze the Effect of CSR on Corporate Performance: The Mediating Role of Human Resources Management and Customer Satisfaction. An Empirical Study in the Spanish Food and Beverage Man," Mathematics, MDPI, vol. 9(22), pages 1-21, November.
- Rogel Angelo A. Rebualos & Yogi Tri Prasetyo & Maela Madel L. Cahigas & Reny Nadlifatin & Ma. Janice J. Gumasing & Irene Dyah Ayuwati, 2024. "Investigating Factors Affecting the Purchase Intention in Petroleum Stations Implementing Sustainable Practices: A Pro-Environmental Behavior Approach with a Consideration of Sustainable Initiatives K," Sustainability, MDPI, vol. 16(10), pages 1-28, May.
- Mengling Wu & Jingzu Gao & Naeem Hayat & Siyu Long & Qing Yang & Abdullah Al Mamun, 2024. "Modelling the significance of food delivery service quality on customer satisfaction and reuse intention," PLOS ONE, Public Library of Science, vol. 19(2), pages 1-19, February.
- Rasheedul Haque & Abdul Rahman bin S. Senathirajah & Md. Ibrahim Khalil & Sayeeduz Zafar Qazi & Saif Ahmed, 2024. "A Structural Path Analysis Bangladeshi SMEs’ Sustainability through Social Media Marketing," Sustainability, MDPI, vol. 16(13), pages 1-19, June.
- Ooi, Keng-Boon & Lee, Voon-Hsien & Hew, Jun-Jie & Leong, Lai-Ying & Tan, Garry Wei-Han & Lim, Ai-Fen, 2023. "Social media influencers: An effective marketing approach?," Journal of Business Research, Elsevier, vol. 160(C).
- Alghamdi, OmarA. & Agag, Gomaa, 2024. "Competitive advantage: A longitudinal analysis of the roles of data-driven innovation capabilities, marketing agility, and market turbulence," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
- Md. Alamgir Mollah & Masud Rana & Mohammad Bin Amin & M. M. Abdullah Al Mamun Sony & Md. Atikur Rahaman & Veronika Fenyves, 2024. "Examining the Role of AI-Augmented HRM for Sustainable Performance: Key Determinants for Digital Culture and Organizational Strategy," Sustainability, MDPI, vol. 16(24), pages 1-24, December.
- Mohit Taneja & Ravi Kiran & Subhas Chandra Bose, 2025. "Entrepreneurial intentions and attitudes: Understanding students’ perceptions of success in relation to SDGs 8, 9 and 10," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 15(1), pages 1-17, December.
- Pinaz Tiwari & Rahul Pratap Singh Kaurav & Kian Yeik Koay, 2024. "Understanding travel apps usage intention: findings from PLS and NCA," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 25-41, March.
- Khan, Asad Ullah & Ma, Zhiqiang & Li, Mingxing & Hu, Weijun & Khan, Muhammad Naeem & Sohu, Jan Muhammad & Aziz, Fazeelat, 2024. "Beyond bookshelves, how 5/6G technology will reshape libraries: Two-stage SEM and SF-AHP analysis," Technology in Society, Elsevier, vol. 78(C).
- Uma Shankar Yadav & Indrajit Ghosal & Anupam Pareek & Kritika Khandelwal & Ajay Kumar yadav & Chandra Chakraborty, 2024. "Impact of entrepreneurial orientation and ESG on environmental performance: moderating impact of digital transformation and technological innovation as a mediating construct using Sobel test," Journal of Innovation and Entrepreneurship, Springer, vol. 13(1), pages 1-41, December.
- Eugénia de Matos Pedro & João Leitão & Helena Alves, 2025. "Students’ satisfaction and empowerment of a sustainable university campus," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(1), pages 1175-1198, January.
- Răzvan-Andrei Corboș & Ovidiu-Iulian Bunea & Monica Triculescu & Sorina Ioana Mișu, 2024. "Which Values Matter Most to Romanian Consumers? Exploring the Impact of Green Attitudes and Communication on Buying Behavior," Sustainability, MDPI, vol. 16(9), pages 1-20, May.
- Marcelo Furlan & Enzo Barberio Mariano, 2024. "Effects of democracy, social inequality and economic growth on climate justice: An analysis with structural equation modelling," Natural Resources Forum, Blackwell Publishing, vol. 48(2), pages 435-467, May.
- Khalid Hasan Al Jasimee & Francisco Javier Blanco-Encomienda, 2023. "A SEM-NCA approach towards the impact of participative budgeting on budgetary slack and managerial performance: The mediating role of leadership style and leader-member exchange," Papers 2310.09993, arXiv.org.
- Omar. A. Alghamdi & Gomaa Agag, 2023. "Boosting Innovation Performance through Big Data Analytics Powered by Artificial Intelligence Use: An Empirical Exploration of the Role of Strategic Agility and Market Turbulence," Sustainability, MDPI, vol. 15(19), pages 1-19, September.
- Alshehri, Abdullah, 2025. "When the recipe is more important than the ingredients, understanding factors affecting customer loyalty in unmanned convenience store using fsQCA," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
- Ebrahim A. Al-Shaer & Meqbel M. Aliedan & Mohamed A. Zayed & Musaddag Elrayah & Mohamed A. Moustafa, 2024. "Mental Health and Quality of Life among University Students with Disabilities: The Moderating Role of Religiosity and Social Connectedness," Sustainability, MDPI, vol. 16(2), pages 1-23, January.
- Saya Bapayeva & Bulent Tarman & Anargul Kassymzhanova & Khananyan Anahit & Sandugash Kudaibergenova, 2024. "Decoding the nexus of stress tolerance, personal readiness for change, and psychological factors using PLS-SEM," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
- Ana León-Gómez & José Manuel Santos-Jaén & Mercedes Palacios-Manzano & Héctor Horacio Garza-Sánchez, 2025. "Unlocking sustainable competitive advantage: exploring the impact of technological innovations on performance in Mexican SMEs within the tourism sector," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(2), pages 3481-3511, February.
- Prakhar Prakhar & Rachana Jaiswal & Shashank Gupta & Syed Zamberi Ahmad & Patrice Piccardi & Gabriele Santoro, 2025. "How can we improve entrepreneurial dynamics in electric vehicle manufacturing for a sustainable future: insights using a deep learning-based hybrid PLS-SEM-ANN approach," International Entrepreneurship and Management Journal, Springer, vol. 21(1), pages 1-45, December.
- Fulvio Signore & Enrico Ciavolino & Claudio Giovanni Cortese & Elisa De Carlo & Emanuela Ingusci, 2023. "The Active Role of Job Crafting in Promoting Well-Being and Employability: An Empirical Investigation," Sustainability, MDPI, vol. 16(1), pages 1-24, December.
- Olakunle Jayeola & Shafie Sidek & Zulkiflee Abdul-Samad & Nornajihah Nadia Hasbullah & Saiful Anwar & Nguyen Binh An & Vu Thi Nga & Omar Al-Kasasbeh & Samrat Ray, 2022. "The Mediating and Moderating Effects of Top Management Support on the Cloud ERP Implementation–Financial Performance Relationship," Sustainability, MDPI, vol. 14(9), pages 1-17, May.
- Jun-Jie Hew & Voon-Hsien Lee & Soo-Ting T’ng & Garry Wei-Han Tan & Keng-Boon Ooi & Yogesh K. Dwivedi, 2024. "Are Online Mobile Gamers Really Happy? On the Suppressor Role of Online Game Addiction," Information Systems Frontiers, Springer, vol. 26(1), pages 217-249, February.
- 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).
- Yanjie Li & Guanfeng Yan, 2025. "The Heterogeneity in the Relationships Between Psychological Drivers and Construction and Demolition Waste Management Intention and Behaviors Among Tunnel Construction Managers: Insights from Personal," Sustainability, MDPI, vol. 17(5), pages 1-24, March.
- Alyahya, Mansour & Agag, Gomaa & Aliedan, Meqbel & Abdelmoety, Ziad H., 2023. "A cross-cultural investigation of the relationship between eco-innovation and customers boycott behaviour," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
- Hing-Wah Chau & Melissa Chan & Elmira Jamei & Katrin Lättman, 2024. "The Impacts of Perceived Safety and Service Quality on Perceived Accessibility by Public Transport in Melbourne," Land, MDPI, vol. 13(11), pages 1-18, November.
- Ahmed Hamdy, 2024. "Supply chain capabilities matter: digital transformation and green supply chain management in post-pandemic emerging economies: A case from Egypt," Operations Management Research, Springer, vol. 17(3), pages 963-981, September.
- Wayu Eko Yudiatmaja & Roy Valiant Salomo & Eko Prasojo, 2023. "Fostering Innovative Behavior of Millennial Public Employee Through Leadership Styles and Organizational Trust," SAGE Open, , vol. 13(2), pages 21582440231, June.
- Ransome Epie Bawack & Jean Robert Kala Kamdjoug & Denis Dennehy, 2024. "Digital Platform Continuance During the Great Resignation: Evidence from Knowledge Workers in Europe and Africa," Information Systems Frontiers, Springer, vol. 26(6), pages 2391-2412, December.
- Kleber F. Barcia & Lizzi Garcia-Castro & Jorge Abad-Moran, 2022. "Lean Six Sigma Impact Analysis on Sustainability Using Partial Least Squares Structural Equation Modeling (PLS-SEM): A Literature Review," Sustainability, MDPI, vol. 14(5), pages 1-26, March.
- Estefania Basurto-Cedeno & Lori Penington-Gray & Xavier Basurto, 2025. "Developing a Comprehensive Index for Beaches to Enhance Sustainability and Visitor Experience Through Holistic Monitoring," Sustainability, MDPI, vol. 17(7), pages 1-24, March.
- Amal Abdulmajeed Qassim & Selma Sidahmed Abedelrahim, 2024. "Healthcare Resilience in Saudi Arabia: The Interplay of Occupational Safety, Staff Engagement, and Resilience," IJERPH, MDPI, vol. 21(11), pages 1-20, October.
- 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).
- Erdem Baydeniz, 2023. "Customer Mistreatment of Local Restaurants in the Context of Gastronomy Tourism," Istanbul Business Research, Istanbul University Business School, vol. 52(3), pages 593-623, December.
- Zhang, Jian & Eid, Riyad & Agag, Gomaa & Chen, Chunxiao & Fu, Ruibing, 2024. "Exploring the link between entrepreneurial passion and SMEs retailers’ performance: The role of exploration and exploitation under different cultural contexts," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
- Eric Gonu & Johnson Okeniyi & Gloria Kakrabah-Quarshie Agyapong, 2024. "Customer relationship management practices and organisational performance of commercial banks in Ghana: a mediation analysis," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 29(2), pages 607-624, June.
- Lopes de Sousa Jabbour, Ana Beatriz & Chiappetta Jabbour, Charbel Jose & Choi, Tsan-Ming & Latan, Hengky, 2022. "‘Better together’: Evidence on the joint adoption of circular economy and industry 4.0 technologies," International Journal of Production Economics, Elsevier, vol. 252(C).
- Arwa Mohammed Asiri & Sabah Abdullah Al-Somali & Rozan Omar Maghrabi, 2024. "The Integration of Sustainable Technology and Big Data Analytics in Saudi Arabian SMEs: A Path to Improved Business Performance," Sustainability, MDPI, vol. 16(8), pages 1-28, April.