NotesFAQContact Us
Collection
Advanced
Search Tips
Back to results
Peer reviewed Peer reviewed
Direct linkDirect link
ERIC Number: EJ1455825
Record Type: Journal
Publication Date: 2024
Pages: 16
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1049-4820
EISSN: EISSN-1744-5191
The Impact of Learning Analytics Interventions on Learning Achievements: A Meta-Analysis of Research from 2012 to 2021
Lanqin Zheng; Yunchao Fan; Lei Gao; Zichen Huang
Interactive Learning Environments, v32 n10 p6267-6282 2024
Learning analytics has received increasing attention in the field of education. However, few studies have investigated the overall impact of learning analytics interventions on learning achievements. This study aims to close this research gap and examine the sizes of the overall effects of learning analytics interventions on learning achievements according to research conducted from 2012 to 2021. In total, 33 empirical studies including 3098 participants were synthesized in the present meta-analysis. The findings revealed that learning analytics interventions had a large effect size on learning achievements. Furthermore, the impacts of 13 moderator variables were analyzed in depth. The results indicated that sample levels, learning domains, learning approaches, learning analytics technologies, and learning analytics metrics significantly moderated the effectiveness of learning analytics interventions. These findings and their implications for the use of learning analytics interventions were discussed in depth.
Routledge. Available from: Taylor & Francis, Ltd. 530 Walnut Street Suite 850, Philadelphia, PA 19106. Tel: 800-354-1420; Tel: 215-625-8900; Fax: 215-207-0050; Web site: http://www.tandf.co.uk/journals
Publication Type: Journal Articles; Information Analyses
Education Level: Early Childhood Education; Elementary Education; Kindergarten; Primary Education; Elementary Secondary Education; Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A