Learning analytics - The theoretical research model and applications in learning
Published: July 30, 2026
Abstract
The strong development of educational science and technology requires the design of e-learning to become more attractive and interactive in order to better connect teachers and learners. Especially, learning data should be analyzed to improve learning outcomes and teaching quality. This paper introduces the method of learning analytics, the theoretical research model of learning analytics, and proposes applications of this method for relevant stakeholders.
Keywords
online educationlearning analyticsteaching method
References
1.
Claudette Adamma Kika. (2018). Supporting Student Experience Management with Learning Analytics in the UK Higher Education Sector. PhD thesis, University of Bedfordshire, UK.
2.
Lisa Janine Berry. (2017). Using Learning Analytics to Predict Academic Success in Online and Face-to-Face Learning Environments. [Online]. Available at: https://scholarworks.boisestate.edu/cgi/viewcontent.cgi?article=2317&context=td
3.
Martin, T., & Sherin, B. (2013). Learning Analytics and Computational Techniques for Detecting and Evaluating Patterns in Learning: An Introduction to the Special Issue. Journal of the Learning Sciences, 22(4), 511-520.
4.
Phil Long, & George Siemens. (2011). Penetrating the Fog: Analytics in Learning and Education. TD Tecnologie Didattiche, 22(3), 132-137.
5.
SEAtS Software. (2017). The Importance of Learning Analytics for Universities and Students. [Online]. Available at: https://www.seatssoftware.com/wp-content/uploads/2017/09/SEAtS_ImportanceofLearningAnalytics_N.pdf
6.
Trịnh Minh Giang. (2021). Phân tích dữ liệu học tập và cách áp dụng hiệu quả. Truy cập tại: https://trinhminhgiang.com/vi-VN/bai-viet/phan-tich-du-lieu-hoc-tap-va-cach-ap-dung-hieu-qua
7.
Yong-Sang Cho. (2016). Issue Report: Prospect for Learning Analytics to Achieve Adaptive Learning Model. [Online]. Available at: https://www.slideshare.net/zzosang/prospect-for-learning-analytics-to-achieve-adaptive-learning-model
