ERIC Number: EJ1350044
Record Type: Journal
Publication Date: 2022-Oct
Pages: 26
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0735-6331
EISSN: EISSN-1541-4140
Exploring the Effectiveness of Learning Path Recommendation Based on Felder-Silverman Learning Style Model: A Learning Analytics Intervention Approach
Joseph, Lumy; Abraham, Sajimon; Mani, Biju P.; N., Rajesh
Journal of Educational Computing Research, v60 n6 p1464-1489 Oct 2022
A fixed learning path for all learners is a major drawback of virtual learning systems. An online learning path recommendation system has the advantage of offering flexibility to select appropriate learning content. Learning Analytics Intervention (LAI) provides several educational benefits, particularly for low-performing students. Researchers employed an LAI approach in this work to recommend personalised learning paths to students pursuing online courses depending on their learning styles. It was accomplished by developing a Learning Path Recommendation Model (LPRM) based on the Felder-Silverman Learning Style Model (FSLSM) and evaluating its efficacy. The data were analysed with the help of a dataset from the Moodle Research Repository, and different learning paths were recommended using a sequence matching algorithm. The effectiveness of this approach was tested in two groups of learners using the independent two-sample t-test, a statistical testing tool. The experimental evaluation revealed that learners who followed the suggested learning path performed better than those who followed the learning path without any recommendations. This enhanced learning performance exemplifies the effects of learning analytics intervention.
Descriptors: Cognitive Style, Learning Analytics, Educational Benefits, Integrated Learning Systems, Online Courses, Teaching Methods, Comparative Analysis, Intervention, Course Content, Identification
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Publication Type: Journal Articles; Reports - Research
Education Level: N/A
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A