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Partial least squares structural equation modeling using SmartPLS: a software review

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Cited by:

  1. Florian Schuberth, 2021. "Confirmatory composite analysis using partial least squares: setting the record straight," Review of Managerial Science, Springer, vol. 15(5), pages 1311-1345, July.
  2. Bryan Cheng-Yu Hsu & Yu-Feng Wu & Hsin-Wei Chen & Man-Lai Cheung, 2020. "How Sport Tourism Event Image Fit Enhances Residents’ Perceptions of Place Image and Their Quality of Life," Sustainability, MDPI, vol. 12(19), pages 1-14, October.
  3. Muhammad Ussama Majeed & Sumaira Aslam & Shah Ali Murtaza & Szakács Attila & Edina Molnár, 2022. "Green Marketing Approaches and Their Impact on Green Purchase Intentions: Mediating Role of Green Brand Image and Consumer Beliefs towards the Environment," Sustainability, MDPI, vol. 14(18), pages 1-18, September.
  4. Honghua Han & Jason Xiong & Kexin Zhao, 2022. "Digital inclusion in social media marketing adoption: the role of product suitability in the agriculture sector," Information Systems and e-Business Management, Springer, vol. 20(4), pages 657-683, December.
  5. José Ramón Segarra-Moliner & Inmaculada Bel-Oms, 2023. "How Does Each ESG Dimension Predict Customer Lifetime Value by Segments? Evidence from U.S. Industrial and Technological Industries," Sustainability, MDPI, vol. 15(8), pages 1-13, April.
  6. Luger, Michaela & Hofer, Katharina Maria & Floh, Arne, 2022. "Support for corporate social responsibility among generation Y consumers in advanced versus emerging markets," International Business Review, Elsevier, vol. 31(2).
  7. Aleksandra Fedajev & Danijela Pantović & Isidora Milošević & Tamara Vesić & Aleksandra Jovanović & Magdalena Radulescu & Maria Cristina Stefan, 2023. "Evaluating the Outcomes of Monetary and Fiscal Policies in the EU in Times of Crisis: A PLS-SEM Approach," Sustainability, MDPI, vol. 15(11), pages 1-14, May.
  8. Chukwuemeka Echebiri & Stein Amundsen & Marit Engen, 2020. "Linking Structural Empowerment to Employee-Driven Innovation: The Mediating Role of Psychological Empowerment," Administrative Sciences, MDPI, vol. 10(3), pages 1-19, July.
  9. Mohamad Saifudin Mohamad Saleh & Ali Mehellou & Bahiyah Omar, 2023. "The Influence of Islamic Values on Sustainable Lifestyle: The Moderating Role of Opinion Leaders," Sustainability, MDPI, vol. 15(11), pages 1-20, May.
  10. Carlos J. Rodríguez-Rad & María-Ángeles Revilla-Camacho & María-Elena Sánchez-del-Río-Vázquez, 2023. "Exploring the Intention to Adopt Sustainable Mobility Modes of Transport among Young University Students," IJERPH, MDPI, vol. 20(4), pages 1-16, February.
  11. Wang, Siqi & Cheah, Jun-Hwa & Lim, Xin-Jean & Leong, Yee Choy & Choo, Wei Chong, 2022. "Thanks COVID-19, I'll reconsider my purchase: Can fear appeal reduce online shopping cart abandonment?," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
  12. 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).
  13. Sepideh Baghaee & Saeed Nosratabadi & Farshid Aram & Amir Mosavi, 2021. "Driving Factors Behind the Social Role of Retail Centers on Recreational Activities," Papers 2104.02544, arXiv.org.
  14. Xian Gao & Choy-Leong Yee & Wei-Chong Choo, 2022. "How Attachment and Community Identification Affect User Stickiness in Social Commerce: A Consumer Engagement Experience Perspective," Sustainability, MDPI, vol. 14(20), pages 1-16, October.
  15. Matheus Pereira Libório & Oseias da Silva Martinuci & Sandro Laudares & Renata de Mello Lyrio & Alexei Manso Correa Machado & Patrícia Bernardes & Petr Ekel, 2020. "Measuring Intra-Urban Inequality with Structural Equation Modeling: A Theory-Grounded Indicator," Sustainability, MDPI, vol. 12(20), pages 1-18, October.
  16. Shami, Mohammad Reza & Rad, Vahid Bigdeli & Moinifar, Maryam, 2022. "The structural model of indicators for evaluating the quality of urban smart living," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
  17. Maria Petrescu & Anjala S. Krishen, 2019. "Software and data in analytics: lending theory to practice," Journal of Marketing Analytics, Palgrave Macmillan, vol. 7(3), pages 125-126, September.
  18. Ye Ye & Baichen Jiang & Binyao Ning & Xinjean Lim & Lijia Hu, 2023. "Does Price Matter in Mainland China? Examine the Factors Influencing Broiler Chicken Purchase Intention," Sustainability, MDPI, vol. 15(4), pages 1-16, February.
  19. Saptarshi Bhattacharya & Rajendra Prasad Sharma, 2022. "The Impact of Country of Origin, Trust, and Satisfaction on Online Purchase Intention in Emerging Markets: An Indian Perspective," Jindal Journal of Business Research, , vol. 11(1), pages 70-80, June.
  20. Jun-Hwa Cheah (Jacky) & Francesca Magno & Fabio Cassia, 2024. "Reviewing the SmartPLS 4 software: the latest features and enhancements," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 97-107, March.
  21. Adam C. Merkle & Catherine Hessick & Britton R. Leggett & Larry Goehrig & Kenneth O’Connor, 2020. "Exploring the components of brand equity amid declining ticket sales in Major League Baseball," Journal of Marketing Analytics, Palgrave Macmillan, vol. 8(3), pages 149-164, September.
  22. Gartner, Johannes & Fink, Matthias & Floh, Arne & Eggers, Fabian, 2021. "Service quality in social media communication of NPOs: The moderating effect of channel choice," Journal of Business Research, Elsevier, vol. 137(C), pages 579-587.
  23. Muhamad Azrin Nazri & Nor Asiah Omar & Aini Aman & Abu Hanifah Ayob & Nur Ainna Ramli, 2020. "Corporate Social Responsibility and Business Performance in Takaful Agencies: The Moderating Role of Objective Environment," Sustainability, MDPI, vol. 12(20), pages 1-18, October.
  24. Nicole F. Richter & Sven Hauff & Christian M. Ringle & Siegfried P. Gudergan, 2022. "The Use of Partial Least Squares Structural Equation Modeling and Complementary Methods in International Management Research," Management International Review, Springer, vol. 62(4), pages 449-470, August.
  25. Bin Wang & Qiuxia Zheng & Ao Sun & Jie Bao & Dianting Wu, 2021. "Spatio-Temporal Patterns of CO 2 Emissions and Influencing Factors in China Using ESDA and PLS-SEM," Mathematics, MDPI, vol. 9(21), pages 1-24, October.
  26. Pankaj Tiwari, 2022. "Bank affection and customer retention: an empirical investigation of customer trust, satisfaction, loyalty," SN Business & Economics, Springer, vol. 2(6), pages 1-27, June.
  27. Syed Abdul Rehman Khan & Zhang Yu & Muhammad Umar & Muhammad Tanveer, 2022. "Green capabilities and green purchasing practices: A strategy striving towards sustainable operations," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1719-1729, May.
  28. Willems, Kim, 2022. "Brand personality appeal in retailing: Comparing fashion- and grocery retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
  29. Valentin Kuleto & Milena P. Ilić & Rocsana Bucea-Manea-Țoniş & David-Florin Ciocodeică & Horia Mihălcescu & Veronica Mindrescu, 2022. "The Attitudes of K–12 Schools’ Teachers in Serbia towards the Potential of Artificial Intelligence," Sustainability, MDPI, vol. 14(14), pages 1-12, July.
  30. Cheah, Jun-Hwa & Waller, David & Thaichon, Park & Ting, Hiram & Lim, Xin-Jean, 2020. "Price image and the sugrophobia effect on luxury retail purchase intention," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
  31. Alexander Dilger & Thomas Gehrig & Marko Sarstedt, 2019. "(Ir)Rationality of decisions in business research and practice: introduction to the special issue," Business Research, Springer;German Academic Association for Business Research, vol. 12(1), pages 1-7, April.
  32. Vince Ratnawati & Riska Anggraini & Ruhul Fitrios, 2023. "Determinants of Ethical Decision-Making: A Study on the Role of the Professionalism of Members of the Indonesian Association of Tax Consultants," Journal of Tax Reform, Graduate School of Economics and Management, Ural Federal University, vol. 9(2), pages 246-261.
  33. Ahsan Akbar & Saqib Ali & Muhammad Azeem Ahmad & Minhas Akbar & Muhammad Danish, 2019. "Understanding the Antecedents of Organic Food Consumption in Pakistan: Moderating Role of Food Neophobia," IJERPH, MDPI, vol. 16(20), pages 1-20, October.
  34. Faisal Mohammed O. Almaslukh & Haliyana Khalid & Alaa Mahdi Sahi, 2022. "The Impact of Internal Marketing Practices on Employees’ Job Satisfaction during the COVID-19 Pandemic: The Case of the Saudi Arabian Banking Sector," Sustainability, MDPI, vol. 14(15), pages 1-15, July.
  35. Ignacio Cepeda-Carrion & Jaime Ortega-Gutierrez & Aurora Garrido-Moreno & Juan-Gabriel Cegarra-Navarro, 2023. "The Mediating Role of Knowledge Creation Processes in the Relationship Between Social Media and Open Innovation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(2), pages 1275-1297, June.
  36. Luis Enrique Valdez-Juárez & Dolores Gallardo-Vázquez & Elva Alicia Ramos-Escobar, 2019. "Organizational Learning and Corporate Social Responsibility Drivers of Performance in SMEs in Northwestern Mexico," Sustainability, MDPI, vol. 11(20), pages 1-23, October.
  37. Yang, Xu & Liu, Xianzhao, 2023. "Path analysis and mediating effects of influencing factors of land use carbon emissions in Chang-Zhu-Tan urban agglomeration," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
  38. Lijuan Huang & Guojie Xie & Raoyi Huang & Guokai Li & Weiwei Cai & Chrysostomos Apostolidis, 2021. "Electronic Commerce for Sustainable Rural Development: Exploring the Factors Influencing BoPs’ Entrepreneurial Intention," Sustainability, MDPI, vol. 13(19), pages 1-21, September.
  39. 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.
  40. Tanya Rheeders & Daniel F Meyer, 2022. "The Development of a Regional Tourism Destination Competitiveness Measurement Instrument," Tourism and Hospitality, MDPI, vol. 4(1), pages 1-20, December.
  41. Yapanto, Lis M, 2021. "Supply chain management and logistic presentation: Mediation effect of competitive advantage," OSF Preprints ze96v, Center for Open Science.
  42. Cheah, Jun-Hwa & Lim, Xin-Jean & Ting, Hiram & Liu, Yide & Quach, Sara, 2022. "Are privacy concerns still relevant? Revisiting consumer behaviour in omnichannel retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
  43. Zhang Yu & Muhammad Umar & S. Abdul Rehman, 2022. "Adoption of technological innovation and recycling practices in automobile sector: under the Covid-19 pandemic," Operations Management Research, Springer, vol. 15(1), pages 298-306, June.
  44. Thandazile Samukelisiwe Ntobela & Ifeanyi Mbukanma, 2023. "Exploring the Impact of Sensory Marketing on Impulsive Buying Behaviour of Millennials in Mthatha, Eastern Cape, South Africa," Academic Journal of Interdisciplinary Studies, Richtmann Publishing Ltd, vol. 12, September.
  45. Jiatong Wang & Yong Xiong & Majid Murad & Naveed Iqbal Chaudhary & Hira Waqar, 2023. "Role of Online Time-Spatial Job Crafting and Leisure Crafting on Remote Work Performance through Tele-Pressure and Techno-Self-Efficacy," Sustainability, MDPI, vol. 15(15), pages 1-14, August.
  46. Rasool, Samma Faiz & Chin, Tachia & Wang, Mansi & Asghar, Ali & Khan, Anwar & Zhou, Li, 2022. "Exploring the role of organizational support, and critical success factors on renewable energy projects of Pakistan," Energy, Elsevier, vol. 243(C).
  47. 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).
  48. 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.
  49. Cheah, Jun-Hwa & Amaro, Suzanne & Roldán, José L., 2023. "Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations," Journal of Business Research, Elsevier, vol. 156(C).
  50. Sara Cunha & Teresa Proença & Marisa R. Ferreira, 2022. "Employees Perceptions about Corporate Social Responsibility—Understanding CSR and Job Engagement through Meaningfulness, Bottom-Up Approach and Calling Orientation," Sustainability, MDPI, vol. 14(21), pages 1-24, November.
  51. Mohammad Mojtahedi & Bee Lan Oo, 2021. "Built Infrastructure Conditions Mediate the Relationship between Stakeholders Attributes and Flood Damage: An Empirical Case Study," Sustainability, MDPI, vol. 13(17), pages 1-17, August.
  52. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
  53. Isidore Komla Zotoo & Guifeng Liu & Zhangping Lu & Frank Kofi Essien & Wencheng Su, 2023. "The Impact of Key Stakeholders and the Computer Skills of Librarians on Research Data Management Support Services (Id so-21-1893.r2)," SAGE Open, , vol. 13(3), pages 21582440231, September.
  54. Tsai-Hsuan Tsai & Alice M. K. Wong & Hsiu-Feng Lee & Kevin C. Tseng, 2020. "The Influence of Brand Image on Brand Extension Evaluation: Design of the Living Intention Service Model and Brand Positioning of a Retirement Community," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
  55. Muhammad Irfan & Muhammad Shaukat Malik & Syeda Khadija Zubair, 2022. "Impact of Vlog Marketing on Consumer Travel Intent and Consumer Purchase Intent With the Moderating Role of Destination Image and Ease of Travel," SAGE Open, , vol. 12(2), pages 21582440221, May.
  56. Marko Sarstedt & Yide Liu, 2024. "Advanced marketing analytics using partial least squares structural equation modeling (PLS-SEM)," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 1-5, March.
  57. Shamette Hepburn, 2020. "Effect of Religiosity and Spirituality on Employees Prosocial Behavior With the Mediatory Role of Humanism and Ethics," International Journal of Social Work, Macrothink Institute, vol. 7(2), pages 17-36, December.
  58. Wee-Kheng Tan & Ping-Hsin Liao, 2021. "What triggers usage of gift-giving apps? A comparison between users and non-users," Service Business, Springer;Pan-Pacific Business Association, vol. 15(3), pages 515-538, September.
  59. Shaofeng Wang & Gaojun Shi & Mingjie Lu & Ruyi Lin & Junfeng Yang, 2021. "Determinants of Active Online Learning in the Smart Learning Environment: An Empirical Study with PLS-SEM," Sustainability, MDPI, vol. 13(17), pages 1-19, September.
  60. Lim, Xin-Jean & Cheah, Jun-Hwa & Ng, Siew Imm & Kamal Basha, Norazlyn & Liu, Yide, 2021. "Are men from Mars, women from Venus? Examining gender differences towards continuous use intention of branded apps," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
  61. Md Shahzalal & Hamedi Mohd Adnan, 2022. "Attitude, Self-Control, and Prosocial Norm to Predict Intention to Use Social Media Responsibly: From Scale to Model Fit towards a Modified Theory of Planned Behavior," Sustainability, MDPI, vol. 14(16), pages 1-38, August.
  62. Mehmet Tantan & Hatice Camgöz Akdağ, 2023. "The Effect of Green Supply Chain Management Practices on the Sustainability Performance of Turkish Shipyards," Sustainability, MDPI, vol. 15(8), pages 1-20, April.
  63. Darmaraj Sakaria & Siti Mistima Maat & Mohd Effendi Ewan Mohd Matore, 2023. "Examining the Optimal Choice of SEM Statistical Software Packages for Sustainable Mathematics Education: A Systematic Review," Sustainability, MDPI, vol. 15(4), pages 1-24, February.
  64. Eric Melillanca & Milton Ramírez & Eric Forcael, 2023. "Model of Key Factors in the Sustainable Growth of Small and Medium-Sized Enterprises Belonging to the First Nations," Sustainability, MDPI, vol. 15(11), pages 1-27, May.
  65. Rizwan Raheem Ahmed & Dalia Streimikiene & Justas Streimikis & Indre Siksnelyte-Butkiene, 2024. "A comparative analysis of multivariate approaches for data analysis in management sciences," E&M Economics and Management, Technical University of Liberec, Faculty of Economics, vol. 27(1), pages 192-210, March.
  66. Sergio Ochoa-Jiménez & Beatriz Alicia Leyva-Osuna & Carlos Armando Jacobo-Hernández & Alma Rocío García-García, 2021. "Knowledge Management in Relation to Innovation and Its Effect on the Sustainability of Mexican Tourism Companies," Sustainability, MDPI, vol. 13(24), pages 1-14, December.
  67. Shahrina Md Nordin & Sonia Lohana & Siti Nooriza Abd Razak & Vicky Kumar & Rafidah Abdul Rashid & Ammar Redza Ahmad Rizal & Eko Atmadji, 2023. "Identification of Opportunities for Espousing Green Fertilizers Technology Among Smallholder Paddy Farmers for Higher Productivity and Environmental Sustenance," SAGE Open, , vol. 13(4), pages 21582440231, December.
  68. 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.
  69. Pinyi Yao & Mohamad Fazli Sabri & Syuhaily Osman & Norzalina Zainudin & Yezheng Li, 2023. "Consumers’ Continued Intention to Use Online-to-Offline (O2O) Services in Omnichannel Retail: Differences between To-Shop and To-Home Models," Sustainability, MDPI, vol. 15(2), pages 1-23, January.
  70. Petr Petera & Jaroslav Wagner & Renáta Pakšiová, 2021. "The Influence of Environmental Strategy, Environmental Reporting and Environmental Management Control System on Environmental and Economic Performance," Energies, MDPI, vol. 14(15), pages 1-20, July.
  71. Cai Li & Majid Murad & Sheikh Farhan Ashraf, 2023. "The Influence of Women’s Green Entrepreneurial Intention on Green Entrepreneurial Behavior through University and Social Support," Sustainability, MDPI, vol. 15(13), pages 1-17, June.
  72. Jae-Jang Yang & Rajesh Iyer & Yong-Ki Lee, 2022. "Why Do Local Foodscapes Matter in Building Tourist Trust and Loyalty?," Sustainability, MDPI, vol. 14(4), pages 1-16, February.
  73. Svenja Damberg & Yide Liu & Christian M. Ringle, 2024. "Does culture matter? Corporate reputation and sustainable satisfaction in the Chinese and German banking sector," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 6-24, March.
  74. 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.
  75. Rosana Fuentes-Fernández & Javier Martínez-Falcó & Eduardo Sánchez-García & Bartolomé Marco-Lajara, 2022. "Does Ecological Agriculture Moderate the Relationship between Wine Tourism and Economic Performance? A Structural Equation Analysis Applied to the Ribera del Duero Wine Context," Agriculture, MDPI, vol. 12(12), pages 1-17, December.
  76. Abdullah Zubair & Hamid Hasan, 2020. "Exploring Service Quality in Islamic Banking Industry of Afghanistan: An Analysis of Customer Satisfaction," iRASD Journal of Economics, International Research Alliance for Sustainable Development (iRASD), vol. 2(2), pages 73-97, December.
  77. Ivan Kudrenko, 2024. "Adoption of Blockchain in Critical Minerals Supply Chain Risk Management," International Journal of Information Systems and Supply Chain Management (IJISSCM), IGI Global, vol. 17(1), pages 1-26, January.
  78. Sakib, Md Nazmus & Hasan, Fuad & Al-Emran, Md & Felix, Reto, 2023. "A cross-cultural analysis of ridesharing intentions and compliance with COVID-19 health guidelines: The roles of social trust, fear of COVID-19, and trust-in-God," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
  79. 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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