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Chia-Yu Hsu; Izumi Horikoshi; Rwitajit Majumdar; Hiroaki Ogata – Educational Technology & Society, 2024
This study focuses on the problem that the process of building learning habits has not been clearly described. Therefore, we aim to extract the stages of learning habits from log data. We propose a data model to extract stages of learning habits based on the transtheoretical model and apply the model to the learning logs of self-directed extensive…
Descriptors: Habit Formation, Behavior Change, Learning Analytics, Data Interpretation
Nuankaew, Pratya; Nuankaew, Wongpanya Sararat – European Journal of Educational Research, 2022
Modern technology is necessary and important for improving the quality of education. While machine learning algorithms to support students remain limited. Thus, it is necessary to inspire educational scholars and educational technologists. This research therefore has three main targets: to educate the holistic context of rural education…
Descriptors: Grade Prediction, Academic Achievement, High School Students, Rural Schools
Altinay, Fahriye; Ossiannilsson, Ebba; Altinay, Zehra; Dagli, Gokmen – International Journal of Information and Learning Technology, 2021
Purpose: This research study aims to evaluate the capacity and sustainability of an accessible society as a smart society and services with the help of MOOCs and assistive technologies within the learning analytics framework. Design/methodology/approach: Qualitative research was employed in this research that interview forms were conducted to get…
Descriptors: Access to Computers, Accessibility (for Disabled), Assistive Technology, MOOCs
Gedrimiene, Egle; Silvola, Anni; Pursiainen, Jouni; Rusanen, Jarmo; Muukkonen, Hanni – Scandinavian Journal of Educational Research, 2020
Vocational education and training (VET) remain overlooked in learning analytics (LA) research. This systematic literature review, using four databases and other sources, was carried out by analyzing selected 60 articles (2012-2017) to study the levels and stages of education that the reviewed LA literature examined. The review indicated that most…
Descriptors: Learning Analytics, Educational Technology, Educational Research, Ethics
Bart, Rienties; Olney, Tom; Nichols, Mark; Herodotou, Christothea – Open Learning, 2020
The implementation of learning analytics may empower distance learning institutions to provide real-time feedback to students and teachers. Given the leading role of the Open University UK (OU) in research and application of learning analytics, this study aims to share the lessons learned from the experiences of 42 participants from a range of…
Descriptors: Learning Analytics, Distance Education, Teacher Attitudes, Individualized Instruction