ERIC Number: EJ1243630
Record Type: Journal
Publication Date: 2017
Pages: 17
Abstractor: As Provided
ISBN: N/A
ISSN: EISSN-1793-7078
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Learning Analytics of the Relationships among Self-Regulated Learning, Learning Behaviors, and Learning Performance
Yamada, Masanori; Shimada, Atsushi; Okubo, Fumiya; Oi, Misato; Kojima, Kentaro; Ogata, Hiroaki
Research and Practice in Technology Enhanced Learning, v12 Article 13 2017
This research aims to investigate the relationship between self-regulated learning awareness, learning behaviors, and learning performance in ubiquitous learning environments. In order to conduct this research, psychometric data about self-regulated learning and log data, such as slide pages that learners read, marker, and annotate, was collected. The accessing activity of device types that stored the learning management system was collected and analyzed by applying path analysis and correlation analysis using data divided into high and low performers. The results indicated that the slide pages which learners read for a duration of between 240 and 299 s had positive effects on the promotion of annotation and the learning performance directly, and albeit indirectly, the enhancement of self-efficacy was affected by other self-regulated learning factors. The results of the correlation analysis indicated that self-efficacy and test anxiety are a key factor that has different effects on the number of the read slide pages in both high and low performers.
Descriptors: Learning Analytics, Independent Study, Study Habits, Academic Achievement, Integrated Learning Systems, Visual Aids, Documentation, Self Efficacy, Test Anxiety
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
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