Assessing the predictive performance of structural equation model estimators
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- Yadgar Taha M. Hamakhan, 2020. "The effect of individual factors on user behaviour and the moderating role of trust: an empirical investigation of consumers’ acceptance of electronic banking in the Kurdistan Region of Iraq," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-29, December.
- 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.
- Dolores Gallardo‐Vázquez & Inna Choban de Sousa Paiva & Cristina Nuevo‐Gallardo, 2025. "Exploring the role of sustainability reporting strategies in promoting sustainable development in social economy entities: The circular economy as a mediator," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(2), pages 2902-2925, April.
- Streukens, Sandra & Leroi-Werelds, Sara, 2016. "Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results," European Management Journal, Elsevier, vol. 34(6), pages 618-632.
- NEMTOC Teodora-Cristiana, 2025. "Generalized Random Forest For Predictive Modeling And Causal Inference: A Comparative Study With Traditonal Approaches," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 77(1), pages 111-124, August.
- Yang-Fei Tai & Yi-Chieh Wang & Ching-Ching Luo, 2021. "Technology- or human-related service innovation? Enhancing customer satisfaction, delight, and loyalty in the hospitality industry," Service Business, Springer;Pan-Pacific Business Association, vol. 15(4), pages 667-694, December.
- Ulpiano J. Vázquez-Martinez & Carlos Sanchís-Pedregosa & Antonio L. Leal-Rodríguez, 2019. "Is Gastronomy A Relevant Factor for Sustainable Tourism? An Empirical Analysis of Spain Country Brand," Sustainability, MDPI, vol. 11(9), pages 1-13, May.
- Eveland, Vicki Blakney & Crutchfield, Tammy Neal & Tsang, Ronald C.W. & Sabol, Misty A., 2024. "Using PLS-SEM to test the relationship model of corporate social performance across the product/service continuum: When do shared values matter?," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
- 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.
- Umar Ali Bukar & Marzanah A. Jabar & Fatimah Sidi & RNH Binti Nor & Salfarina Abdullah & Iskandar Ishak, 2022. "How social media crisis response and social interaction is helping people recover from Covid-19: an empirical investigation," Journal of Computational Social Science, Springer, vol. 5(1), pages 781-809, May.
- Mar Ortiz-Gómez & Antonio Ariza-Montes & Horacio Molina-Sánchez, 2020. "Servant Leadership in a Social Religious Organization: An Analysis of Work Engagement, Authenticity, and Spirituality at Work," IJERPH, MDPI, vol. 17(22), pages 1-21, November.
- Elbaz, Ahmed Mohamed & Haddoud, Mohamed Yacine, 2017. "The role of wisdom leadership in increasing job performance: Evidence from the Egyptian tourism sector," Tourism Management, Elsevier, vol. 63(C), pages 66-76.
- Gema Albort-Morant & Antonio Ariza-Montes & Antonio Leal-Rodríguez & Gabriele Giorgi, 2020. "How Does Positive Work-Related Stress Affect the Degree of Innovation Development?," IJERPH, MDPI, vol. 17(2), pages 1-15, January.
- José Manuel Santos-Jaén & Ana León-Gómez & Daniel Ruiz-Palomo & Francisca García-Lopera & María del Carmen Valls Martínez, 2022. "Exploring Information and Communication Technologies as Driving Forces in Hotel SMEs Performance: Influence of Corporate Social Responsibility," Mathematics, MDPI, vol. 10(19), pages 1-15, October.
- 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.
- Juan J. García-Machado & Włodzimierz Sroka & Martyna Nowak, 2021. "R&D and Innovation Collaboration between Universities and Business—A PLS-SEM Model for the Spanish Province of Huelva," Administrative Sciences, MDPI, vol. 11(3), pages 1-27, August.
- Eduardo Terán-Yépez & David Jiménez-Castillo & Manuel Sánchez-Pérez, 2022. "The effect of international opportunity recognition processes on problem-solving competence: how does past negative entrepreneurial experience matter?," Oeconomia Copernicana, Institute of Economic Research, vol. 13(2), pages 541-579, June.
- Andrade-Valbuena, Nelson & Torres, Juan Pablo, 2018. "Technological reflectiveness from a managerial capability perspective," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 84-97.
- Eduardo Terán-Yépez & David Jiménez-Castillo & Manuel Sánchez-Pérez, 2023. "The role of affect in international opportunity recognition and the formation of international opportunity beliefs," Review of Managerial Science, Springer, vol. 17(3), pages 941-983, April.
- 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.
- Tingting Zhu & Yiren Guo & Cong Wang & Chao Ni, 2020. "Inter-Hour Forecast of Solar Radiation Based on the Structural Equation Model and Ensemble Model," Energies, MDPI, vol. 13(17), pages 1-15, September.
- Jafar, Rana Muhammad Sohail & Ahmad, Wasim & Sun, Yanming, 2023. "Unfolding the impacts of metaverse aspects on telepresence, product knowledge, and purchase intentions in the metaverse stores," Technology in Society, Elsevier, vol. 74(C).
- Ulpiano J. Vázquez-Martínez & Javier Morales-Mediano & Antonio L. Leal-Rodríguez & Carla Pennano, 2025. "Navigating the storm: how managers’ decisions shape companies in crisis," Review of Managerial Science, Springer, vol. 19(5), pages 1567-1597, May.
- Stefanus Hendriatno & Wilhelmus Hary Susilo, 2019. "The Distinctive - Organization Performance In The Private - Water Treatment Firms: The Conducted Within Employee On Job Satisfaction," Noble International Journal of Business and Management Research, Noble Academic Publsiher, vol. 3(9), pages 118-124, September.
- Joseph F. Hair & G. Tomas M. Hult & Christian M. Ringle & Marko Sarstedt & Kai Oliver Thiele, 2017. "Mirror, mirror on the wall: a comparative evaluation of composite-based structural equation modeling methods," Journal of the Academy of Marketing Science, Springer, vol. 45(5), pages 616-632, September.
- Eva Mª Buitrago & Mª Ángeles Caraballo & José L. Roldán, 2019. "Do Tolerant Societies Demand Better Institutions?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1161-1184, June.
- Andreas Falke & Nadine Schröder & Herbert Endres, 2020. "A first fit index on estimation accuracy in structural equation models," Journal of Business Economics, Springer, vol. 90(2), pages 277-302, March.
- Chahal, Jyoti & Dagar, Vishal & Dagher, Leila & Rao, Amar & Ntom Udemba, Edmund, 2024. "The crisis effect in TPB as a moderator for post-pandemic entrepreneurial intentions among higher education students: PLS-SEM and ANN Approach," MPRA Paper 120706, University Library of Munich, Germany.
- Kalugala Vidanalage Aruna Shantha, 2019. "Individual Investors’ Learning Behavior and Its Impact on Their Herd Bias: An Integrated Analysis in the Context of Stock Trading," Sustainability, MDPI, vol. 11(5), pages 1-24, March.
- María de los Ángeles Pérez-Sánchez & Zhuowei Tian & Almudena Barrientos-Báez & José Gómez-Galán & Hanliang Li, 2021. "Blockchain Technology for Winning Consumer Loyalty: Social Norm Analysis Using Structural Equation Modeling," Mathematics, MDPI, vol. 9(5), pages 1-18, March.
- Ishwar Singh, 2025. "Statistical Role of CB-SEM Vs PLS-SEM in the Field of Social Science," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 12(8), pages 345-349, August.
- Rana Muhammad Sohail Jafar & Wasim Ahmad & Yi Chen, 2024. "Metaverse in Human Behavior: The Role of Telepresence and Flow Experience on Consumers’ Shopping Behavior in the Metaverse," SAGE Open, , vol. 14(2), pages 21582440241, June.
- 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.
- “Jimmy” Xu, Zhenning & Ramirez, Edward & Liu, Pan & Frankwick, Gary L., 2024. "Evaluating underlying factor structures using novel machine learning algorithms: An empirical and simulation study," Journal of Business Research, Elsevier, vol. 173(C).
- Cristina Davino & Pasquale Dolce & Stefania Taralli & Domenico Vistocco, 2022. "Composite-Based Path Modeling for Conditional Quantiles Prediction. An Application to Assess Health Differences at Local Level in a Well-Being Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 161(2), pages 907-936, June.
- Yi Gao & Yinkai Tang, 2023. "A Study on the Mechanism of Digital Technology’s Impact on the Green Transformation of Enterprises: Based on the Theory of Planned Behavior Approach," Sustainability, MDPI, vol. 15(15), pages 1-22, August.
- Hussain, Matloub & Papastathopoulos, Avraam, 2022. "Organizational readiness for digital financial innovation and financial resilience," International Journal of Production Economics, Elsevier, vol. 243(C).
- 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.
- Pasquale Dolce & Vincenzo Esposito Vinzi & Natale Carlo Lauro, 2018. "Non-symmetrical composite-based path modeling," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 12(3), pages 759-784, September.
- Nilashi, Mehrbakhsh & Abumalloh, Rabab Ali & Minaei-Bidgoli, Behrouz & Abdu Zogaan, Waleed & Alhargan, Ashwaq & Mohd, Saidatulakmal & Syed Azhar, Sharifah Nurlaili Farhana & Asadi, Shahla & Samad, Sar, 2022. "Revealing travellers’ satisfaction during COVID-19 outbreak: Moderating role of service quality," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
- Majid Ghasemy & Hazri Jamil & James E. Gaskin, 2021. "Have your cake and eat it too: PLSe2 = ML + PLS," Quality & Quantity: International Journal of Methodology, Springer, vol. 55(2), pages 497-541, April.
- Cho, Sang-Hee & Ali, Faizan & Manhas, Parikshat Singh, 2018. "Examining the impact of risk perceptions on intentions to travel by air: A comparison of full -service carriers and low-cost carriers," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 20-27.
- 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.
- Liudan Jiao & Liyin Shen & Chenyang Shuai & Bei He, 2016. "A Novel Approach for Assessing the Performance of Sustainable Urbanization Based on Structural Equation Modeling: A China Case Study," Sustainability, MDPI, vol. 8(9), pages 1-16, September.
- Hair, Joseph F. & Astrachan, Claudia Binz & Moisescu, Ovidiu I. & Radomir, Lăcrămioara & Sarstedt, Marko & Vaithilingam, Santha & Ringle, Christian M., 2021. "Executing and interpreting applications of PLS-SEM: Updates for family business researchers," Journal of Family Business Strategy, Elsevier, vol. 12(3).
- Hossan, Dalowar, 2021. "A Study On Partial Least Squares Structural Equation Modeling (Pls-Sem) As Emerging Tool In Action Research," OSF Preprints py57k, Center for Open Science.
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