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Learning Analytics for Data-Driven Decision Making: Enhancing Instructional Personalization and Student Engagement in Online Higher Education

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Listed:
  • Abdulrahman M. Al-Zahrani

    (University of Jeddah, Jeddah, Saudi Arabia)

  • Talal Alasmari

    (University of Jeddah, Jeddah, Saudi Arabia)

Abstract

This study examines the use of learning analytics to enhance instructional personalization and student engagement in online higher education. The research focuses on the engagement levels of students based on different access methods (mobile and non-mobile), the relationships among engagement indicators, and the strategies for instructional personalization. Quantitative research methodology is employed to analyse and measure students' engagement levels. The findings indicate that students using non-mobile devices exhibit higher engagement in terms of average minutes, item accesses, and content accesses, while mobile access shows higher engagement in terms of course accesses, course interactions, and average interactions. Significant correlations are observed among engagement indicators, highlighting the importance of course interactions, content accesses, and assessment accesses in promoting student engagement. Accordingly, a critical model for effective student engagement in online learning courses is proposed.

Suggested Citation

  • Abdulrahman M. Al-Zahrani & Talal Alasmari, 2023. "Learning Analytics for Data-Driven Decision Making: Enhancing Instructional Personalization and Student Engagement in Online Higher Education," International Journal of Online Pedagogy and Course Design (IJOPCD), IGI Global, vol. 13(1), pages 1-18, January.
  • Handle: RePEc:igg:jopcd0:v:13:y:2023:i:1:p:1-18
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    References listed on IDEAS

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    1. Victoria Bamicha & Athanasios Drigas, 2022. "The Evolutionary Course of Theory of Mind - Factors that facilitate or inhibit its operation and the role of ICTs," Technium Social Sciences Journal, Technium Science, vol. 30(1), pages 138-158, April.
    2. Jamil, Sadia, 2021. "From digital divide to digital inclusion: Challenges for wide-ranging digitalization in Pakistan," Telecommunications Policy, Elsevier, vol. 45(8).
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