Educational data mining and learning analytics: An updated survey

C Romero, S Ventura - Wiley interdisciplinary reviews: Data …, 2020 - Wiley Online Library
This survey is an updated and improved version of the previous one published in 2013 in
this journal with the title “data mining in education”. It reviews in a comprehensible and very …

Utilising learning analytics to support study success in higher education: a systematic review

D Ifenthaler, JYK Yau - Educational Technology Research and …, 2020 - Springer
Study success includes the successful completion of a first degree in higher education to the
largest extent, and the successful completion of individual learning tasks to the smallest …

Learning analytics dashboard: a tool for providing actionable insights to learners

T Susnjak, GS Ramaswami, A Mathrani - International Journal of …, 2022 - Springer
This study investigates current approaches to learning analytics (LA) dashboarding while
highlighting challenges faced by education providers in their operationalization. We analyze …

Learning analytics in European higher education—Trends and barriers

YS Tsai, D Rates, PM Moreno-Marcos… - Computers & …, 2020 - Elsevier
Learning analytics (LA) as a research field has grown rapidly over the last decade. However,
adoption of LA is mostly found to be small in scale and isolated at the instructor level. This …

[HTML][HTML] Comparison of learning analytics and educational data mining: A topic modeling approach

DJ Lemay, C Baek, T Doleck - Computers and Education: Artificial …, 2021 - Elsevier
Educational data mining and learning analytics, although experiencing an upsurge in
exploration and use, continue to elude precise definition; the two terms are often …

Adoption of learning analytics in higher education institutions: A systematic literature review

L Márquez, V Henríquez, H Chevreux… - British Journal of …, 2024 - Wiley Online Library
Learning analytics (LA) is an emerging area that has had extensive development in higher
education in recent years, focused both on the learning process of students within subjects …

Visualizations and dashboards for learning analytics: A systematic literature review

M Sahin, D Ifenthaler - Visualizations and dashboards for learning …, 2021 - Springer
The purpose of this chapter is to present a summary of the dashboard and visualization
studies carried out within the scope of learning analytics. Learning analytics dashboards are …

[HTML][HTML] Predicting student attrition in higher education through the determinants of learning progress: A structural equation modelling approach

P Nikolaidis, M Ismail, L Shuib, S Khan, G Dhiman - Sustainability, 2022 - mdpi.com
Higher education policies are designed to facilitate students' learning progression and
academic success. Following Tinto's integration theory and Bean's attrition model, this study …

[HTML][HTML] A learning analytics approach to identify students at risk of dropout: A case study with a technical distance education course

EM Queiroga, JL Lopes, K Kappel, M Aguiar… - Applied Sciences, 2020 - mdpi.com
Contemporary education is a vast field that is concerned with the performance of education
systems. In a formal e-learning context, student dropout is considered one of the main …

[HTML][HTML] Perspectives on the challenges of generalizability, transparency and ethics in predictive learning analytics

A Mathrani, T Susnjak, G Ramaswami… - Computers and Education …, 2021 - Elsevier
Educational institutions need to formulate a well-established data-driven plan to get long-
term value from their learning analytics (LA) strategy. By tracking learners' digital traces and …