Prediction of learning outcomes with a machine learning algorithm based on online learning behavior data in blended courses

• Published in: Asia Pacific education review Vol. 25; no. 2; pp. 267 - 285
• Main Authors: Luo, Yangyang, Han, Xibin, Zhang, Chaoyang
• Format: Journal Article
• Language: English
• Published: Dordrecht Springer Netherlands 01.06.2024; Springer Nature B.V; 교육연구소
• Subjects: Algorithms; Behavior; Blended Learning; Distance learning; Education; Educational objectives; Electronic Learning; Learning Management Systems; Machine learning; Students; 교육학; Postsecondary education; Data science applications in education; Evaluation methodologies; Distributed learning environments; Interdisciplinary projects

Learning outcomes can be predicted with machine learning algorithms that assess students’ online behavior data. However, there have been few generalized predictive models for a large number of blended courses in different disciplines and in different cohorts. In this study, we examined learning outc...