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Predicting Continuance Intention to Use Learning Management Systems among Undergraduates: The Moderating Effect of Intrinsic Motivation

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  • Renjie Song
  • Yaru Zheng

Abstract

Learning Management Systems (LMS) are crucial in modern educational technology, enhancing education through personalized support, efficient resource management, and data-driven decision-making. LMS holds a pivotal position in contemporary higher education. This research explores undergraduate students’ continued learning intentions, grounded in the Expectation-Confirmation Model and Flow Theory, while assessing the moderating effect of intrinsic motivation within this context. From January to August 2023, an online survey gathered self-reported data on satisfaction, confirmation, perceived value, continued intention, flow experience, and intrinsic motivation from 232 undergraduate students across three universities in Henan Province using the Questionnaire Star platform. Analysis using Partial Least Squares Structural Equation Modeling (PLS-SEM) confirmed all research hypotheses except for the insignificant impact of flow on satisfaction and continued intention, demonstrating the model’s significant explanatory power for continued intention, explaining 90.8% of the variance. The adjusted R 2 was 90.6%, and the Q 2 value reached 78.5%. Intrinsic motivation was found to moderate the relationship between satisfaction and continued intention positively, but it did not affect the relationship between perceived value and continued intention. The findings underscore the importance of LMS in educational settings and provide insights into enhancing user experience, student engagement, and satisfaction. Recommendations include the need for developers to improve the LMS interface and functionalities, for educators to enrich learning resources, and for students to recognize the value of LMS and set clear goals to foster their intrinsic motivation.

Suggested Citation

  • Renjie Song & Yaru Zheng, 2024. "Predicting Continuance Intention to Use Learning Management Systems among Undergraduates: The Moderating Effect of Intrinsic Motivation," SAGE Open, , vol. 14(3), pages 21582440241, August.
  • Handle: RePEc:sae:sagope:v:14:y:2024:i:3:p:21582440241271319
    DOI: 10.1177/21582440241271319
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    1. Panigrahi, Ritanjali & Srivastava, Praveen Ranjan & Sharma, Dheeraj, 2018. "Online learning: Adoption, continuance, and learning outcome—A review of literature," International Journal of Information Management, Elsevier, vol. 43(C), pages 1-14.
    2. Gun-Soo Han & Jae-Ahm Park, 2020. "Role of the Flow In Physical Education Class Between School Life Stress and Aggressiveness Among Adolescents," Sustainability, MDPI, vol. 12(10), pages 1-10, May.
    3. Francisco-Domingo Fernández-Martín & José-María Romero-Rodríguez & Gerardo Gómez-García & Magdalena Ramos Navas-Parejo, 2020. "Impact of the Flipped Classroom Method in the Mathematical Area: A Systematic Review," Mathematics, MDPI, vol. 8(12), pages 1-11, December.
    4. Uthman Alturki & Ahmed Aldraiweesh, 2021. "Application of Learning Management System (LMS) during the COVID-19 Pandemic: A Sustainable Acceptance Model of the Expansion Technology Approach," Sustainability, MDPI, vol. 13(19), pages 1-16, October.
    5. Imdadullah Hidayat-ur-Rehman & Muhammad Shakaib Akram & Aneela Malik & Shamsul A. Mokhtar & Zeeshan Ahmed Bhatti & Muhammad Asif Khan, 2020. "Exploring the Determinants of Digital Content Adoption By Academics: The Moderating Role of Environmental Concerns and Price Value," SAGE Open, , vol. 10(2), pages 21582440209, June.
    6. Mengfan Li & Ting Wang & Wei Lu & Mengke Wang, 2022. "Optimizing the Systematic Characteristics of Online Learning Systems to Enhance the Continuance Intention of Chinese College Students," Sustainability, MDPI, vol. 14(18), pages 1-17, September.
    7. Yiwen Li & Norihiro Nishimura & Hisanori Yagami & Hye-Sook Park, 2021. "An Empirical Study on Online Learners’ Continuance Intentions in China," Sustainability, MDPI, vol. 13(2), pages 1-18, January.
    8. Yin Ma & Athapol Ruangkanjanases & Shih-Chih Chen, 2019. "Investigating the Impact of Critical Factors on Continuance Intention towards Cross-Border Shopping Websites," Sustainability, MDPI, vol. 11(21), pages 1-17, October.
    9. Maricar M. Navarro & Yogi Tri Prasetyo & Michael Nayat Young & Reny Nadlifatin & Anak Agung Ngurah Perwira Redi, 2021. "The Perceived Satisfaction in Utilizing Learning Management System among Engineering Students during the COVID-19 Pandemic: Integrating Task Technology Fit and Extended Technology Acceptance Model," Sustainability, MDPI, vol. 13(19), pages 1-18, September.
    10. Aws Al-Okaily & Manaf Al-Okaily & Teoh Ai Ping & Hamzah Al-Mawali & Hala Zaidan, 2021. "An empirical investigation of enterprise system user satisfaction antecedents in Jordanian commercial banks," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1918847-191, January.
    11. Ting Wang & Chien-Liang Lin & Yu-Sheng Su, 2021. "Continuance Intention of University Students and Online Learning during the COVID-19 Pandemic: A Modified Expectation Confirmation Model Perspective," Sustainability, MDPI, vol. 13(8), pages 1-15, April.
    12. Ji-Hee Jung & Jae-Ik Shin, 2021. "Assessment of University Students on Online Remote Learning during COVID-19 Pandemic in Korea: An Empirical Study," Sustainability, MDPI, vol. 13(19), pages 1-13, September.
    13. Jinkyung Jenny Kim & Yeohyun Yoon & Eun-Jung Kim, 2021. "A Comparison of Faculty and Student Acceptance Behavior toward Learning Management Systems," IJERPH, MDPI, vol. 18(16), pages 1-16, August.
    14. Hyun Suk Lee & Junga Lee, 2021. "The Effect of Elementary School Soccer Instruction Using Virtual Reality Technologies on Students’ Attitudes toward Physical Education and Flow in Class," Sustainability, MDPI, vol. 13(6), pages 1-17, March.
    15. Nornadia Azhar & Wan Fatimah Wan Ahmad & Rohiza Ahmad & Zainab Abu Bakar, 2021. "Factors Affecting the Acceptance of Online Learning among the Urban Poor: A Case Study of Malaysia," Sustainability, MDPI, vol. 13(18), pages 1-15, September.
    16. Tian Hewei & Lee Youngsook, 2022. "Influencing Factors of Online Course Learning Intention of Undergraduates Majoring in Art and Design: Mediating Effect of Flow Experience," SAGE Open, , vol. 12(4), pages 21582440221, November.
    17. Liqiong Deng & Douglas E Turner & Robert Gehling & Brad Prince, 2010. "User experience, satisfaction, and continual usage intention of IT," European Journal of Information Systems, Taylor & Francis Journals, vol. 19(1), pages 60-75, February.
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