IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i13p7087-d581128.html
   My bibliography  Save this article

Empirical Study on the Factors Affecting User Switching Behavior of Online Learning Platform Based on Push-Pull-Mooring Theory

Author

Listed:
  • Heng Xu

    (School of Management, Henan University of Technology, Zhengzhou 450001, China)

  • Jingru Wang

    (School of Management, Henan University of Technology, Zhengzhou 450001, China)

  • Zhaodan Tai

    (School of Foreign Languages, Henan University of Technology, Zhengzhou 450001, China
    Graduate School of Management, Management and Science University, Shah Alam 40100, Malaysia)

  • Hao-Chiangkoong Lin

    (Department of Information and Learning Technology, National University of Tainan, Tainan 700, Taiwan)

Abstract

Online learning is gaining popularity, but users can easily find alternatives and switch between learning platforms. Reducing users switching behavior is a critical condition for the sustainable development of an online learning platform; therefore, it is necessary to investigate the influence factors of users switching behavior between different platforms to retain users and enhance the competitiveness of enterprises. Push-Pull-Mooring (PPM) theory is adopted to construct a structural equation model of customer switching behavior on online learning platforms and to explore the mechanism of user switching behavior between learning platforms. The model is tested with data collected from 313 online learning users. The results show that information overload and dissatisfaction, as push factors, significantly affect user switching behavior. Functional value and network externality as pull factors positively affect user switching behavior, switching cost, and affective commitment as mooring factors negatively correlate with switching behavior. Further, this study also revealed that there are obvious different influencing factors for different online learning platforms. Overall, this study provides some practical strategies for the online learning platform and can help them to gain a competitive advantage.

Suggested Citation

  • Heng Xu & Jingru Wang & Zhaodan Tai & Hao-Chiangkoong Lin, 2021. "Empirical Study on the Factors Affecting User Switching Behavior of Online Learning Platform Based on Push-Pull-Mooring Theory," Sustainability, MDPI, vol. 13(13), pages 1-16, June.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:13:p:7087-:d:581128
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/13/7087/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/13/7087/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Nathaniel J S Ashby & Kinneret Teodorescu, 2019. "The effect of switching costs on choice-inertia and its consequences," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-18, March.
    2. Everett Lee, 1966. "A theory of migration," Demography, Springer;Population Association of America (PAA), vol. 3(1), pages 47-57, March.
    3. Nikbin, Davoud & Ismail, Ishak & Marimuthu, Malliga, 2012. "The impact of causal attributions on customer satisfaction and switching intention: Empirical evidence from the airline industry," Journal of Air Transport Management, Elsevier, vol. 25(C), pages 37-39.
    4. 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.
    5. Kim, Hee-Su & Yoon, Choong-Han, 0. "Determinants of subscriber churn and customer loyalty in the Korean mobile telephony market," Telecommunications Policy, Elsevier, vol. 28(9-10), pages 751-765, October.
    6. Katz, Michael L & Shapiro, Carl, 1985. "Network Externalities, Competition, and Compatibility," American Economic Review, American Economic Association, vol. 75(3), pages 424-440, June.
    7. Patrick J. Bateman & Peter H. Gray & Brian S. Butler, 2011. "Research Note ---The Impact of Community Commitment on Participation in Online Communities," Information Systems Research, INFORMS, vol. 22(4), pages 841-854, December.
    8. Astrachan, Claudia Binz & Patel, Vijay K. & Wanzenried, Gabrielle, 2014. "A comparative study of CB-SEM and PLS-SEM for theory development in family firm research," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 116-128.
    9. Nabil Hasan Al-Kumaim & Abdulsalam K. Alhazmi & Fathey Mohammed & Nadhmi A. Gazem & Muhammad Salman Shabbir & Yousef Fazea, 2021. "Exploring the Impact of the COVID-19 Pandemic on University Students’ Learning Life: An Integrated Conceptual Motivational Model for Sustainable and Healthy Online Learning," Sustainability, MDPI, vol. 13(5), pages 1-20, February.
    10. Tao Zhou, 2016. "Examining User Switch between Mobile Stores: A Push-Pull-Mooring Perspective," Information Resources Management Journal (IRMJ), IGI Global, vol. 29(2), pages 1-13, April.
    11. Naim Ahmad & Noorulhasan Naveed Quadri & Mohamed Rafik N. Qureshi & Mohammad Mahtab Alam, 2018. "Relationship Modeling of Critical Success Factors for Enhancing Sustainability and Performance in E-Learning," Sustainability, MDPI, vol. 10(12), pages 1-16, December.
    12. Brodie, Roderick J. & Ilic, Ana & Juric, Biljana & Hollebeek, Linda, 2013. "Consumer engagement in a virtual brand community: An exploratory analysis," Journal of Business Research, Elsevier, vol. 66(1), pages 105-114.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Heng Xu & Menglu Zhang & Jun Zeng & Huihui Hao & Hao-Chiang Koong Lin & Mengyun Xiao, 2022. "Use of Latent Dirichlet Allocation and Structural Equation Modeling in Determining the Factors for Continuance Intention of Knowledge Payment Platform," Sustainability, MDPI, vol. 14(15), pages 1-25, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jiye Baek & Jesse Shore, 2020. "Forum Size and Content Contribution per Person: A Field Experiment," Management Science, INFORMS, vol. 66(12), pages 5906-5924, December.
    2. Nour El Houda Ben Amor & Mohamed Nabil Mzoughi, 2023. "Do Millennials’ Motives for Using Snapchat Influence the Effectiveness of Snap Ads?," SAGE Open, , vol. 13(3), pages 21582440231, July.
    3. Shaheer, Noman Ahmed & Li, Sali, 2020. "The CAGE around cyberspace? How digital innovations internationalize in a virtual world," Journal of Business Venturing, Elsevier, vol. 35(1).
    4. Al-Baraa Abdulrahman Al-Mekhlafi & Ahmad Shahrul Nizam Isha & Nicholas Chileshe & Mohammed Abdulrab & Anwar Ameen Hezam Saeed & Ahmed Farouk Kineber, 2021. "Modelling the Relationship between the Nature of Work Factors and Driving Performance Mediating by Role of Fatigue," IJERPH, MDPI, vol. 18(13), pages 1-17, June.
    5. Ostovan, Nima & Khalili Nasr, Arash, 2022. "The manifestation of luxury value dimensions in brand engagement in self-concept," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    6. Felipe Hernández-Perlines & Manuel Alejandro Ibarra Cisneros, 2018. "The Role of Environment in Sustainable Entrepreneurial Orientation. The Case of Family Firms," Sustainability, MDPI, vol. 10(6), pages 1-16, June.
    7. Ascensión Barroso & Óscar R. González-López & Ramón Sanguino & María Buenadicha-Mateos, 2018. "Analysis and Evaluation of the Largest 500 Family Firms’ Websites through PLS-SEM Technique," Sustainability, MDPI, vol. 10(2), pages 1-22, February.
    8. 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.
    9. Felipe Hernández-Perlines & Nina Rung-Hoch, 2017. "Sustainable Entrepreneurial Orientation in Family Firms," Sustainability, MDPI, vol. 9(7), pages 1-16, July.
    10. Ruo-Yu Liang & Wei Guo & Ling-Hao Zhang & Lei Wang, 2019. "Investigating Sustained Participation in Open Design Community in China: The Antecedents of User Loyalty," Sustainability, MDPI, vol. 11(8), pages 1-19, April.
    11. Basco, Rodrigo & Hair, Joseph F. & Ringle, Christian M. & Sarstedt, Marko, 2022. "Advancing family business research through modeling nonlinear relationships: Comparing PLS-SEM and multiple regression," Journal of Family Business Strategy, Elsevier, vol. 13(3).
    12. Emini, Adelina & Zeqiri, Jusuf, 2021. "The Impact of Social Media Marketing on Purchase Intention in a Transition Economy: The Mediating Role of Brand Awareness and Brand Engagement," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2021), Hybrid Conference, Zagreb, Croatia, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Hybrid Conference, Zagreb, Croatia, 9-10 September 2021, pages 256-266, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
    13. Wilson, Shawn R. & Whitmoyer, Jeffrey G. & Pieper, Torsten M. & Astrachan, Joseph H. & Hair, Joseph F. & Sarstedt, Marko, 2014. "Method trends and method needs: Examining methods needed for accelerating the field," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 4-14.
    14. Hilda Hilmiyati-Mas’adah & Achmad Sudiro & Fatchur Rohman & Agung Yuniarinto & Dzikri Firmansyah Hakam & Herry Nugraha, 2023. "Assessing the Impact of Urban Lifestyle and Consumption Values on Conversion Intention: A Study towards Energy Sustainability," Sustainability, MDPI, vol. 15(8), pages 1-18, April.
    15. Thomas Cadet & Sophie Larribeau & Thierry Pénard, 2012. "Network effects, Customer Satisfaction and Recommendation on the Mobile Phone Market," Economics Working Paper Archive (University of Rennes 1 & University of Caen) 201242, Center for Research in Economics and Management (CREM), University of Rennes 1, University of Caen and CNRS.
    16. Hernández-Perlines, Felipe, 2016. "Entrepreneurial orientation in hotel industry: Multi-group analysis of quality certification," Journal of Business Research, Elsevier, vol. 69(10), pages 4714-4724.
    17. Santiago, Andrea & Pandey, Shweta & Manalac, Ma. Theresa, 2019. "Family presence, family firm reputation and perceived financial performance: Empirical evidence from the Philippines," Journal of Family Business Strategy, Elsevier, vol. 10(1), pages 49-56.
    18. Xingwei Li & Jianguo Du & Hongyu Long, 2020. "Mechanism for Green Development Behavior and Performance of Industrial Enterprises (GDBP-IE) Using Partial Least Squares Structural Equation Modeling (PLS-SEM)," IJERPH, MDPI, vol. 17(22), pages 1-19, November.
    19. Kamal, Syeda Ayesha & Shafiq, Muhammad & Kakria, Priyanka, 2020. "Investigating acceptance of telemedicine services through an extended technology acceptance model (TAM)," Technology in Society, Elsevier, vol. 60(C).
    20. Shen, Xiao-Liang & Li, Yang-Jun & Sun, Yongqiang & Zhou, Yujie, 2018. "Person-environment fit, commitment, and customer contribution in online brand community: A nonlinear model," Journal of Business Research, Elsevier, vol. 85(C), pages 117-126.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:13:y:2021:i:13:p:7087-:d:581128. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.