ERIC Number: EJ1287839
Record Type: Journal
Publication Date: 2021-Apr
Pages: 13
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-0266-4909
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Applying Learning Analytics Dashboards Based on Process-Oriented Feedback to Improve Students' Learning Effectiveness
Wang, Dongqing; Han, Hou
Journal of Computer Assisted Learning, v37 n2 p487-499 Apr 2021
With the development of a technology-supported environment, it is plausible to provide rich process-oriented feedback in a timely manner. In this paper, we developed a learning analytics dashboard (LAD) based on process-oriented feedback in iTutor to offer learners their final scores, sub-scale reports, and corresponding suggestions on further learning content. We adopted a quasi-experimental design to investigate the effectiveness of the report on students' learning. Ninety-four freshman from two classes participated in this research. The two classes were divided into the LAD group and the original analytics report (OAR) based on a product-oriented feedback group. Before the experiment, all the students took the prior knowledge assessment. After a semester's instruction, all the students took the post-test of the summative assessment. Results indicated that students in the LAD group experienced better learning effectiveness than students in the OAR group. LAD based on process-oriented feedback was also effective in improving the skill learning effectiveness of the students with low-level prior knowledge.
Descriptors: Learning Analytics, Educational Technology, Feedback (Response), Intelligent Tutoring Systems, College Freshmen, Prior Learning, Pretests Posttests, Summative Evaluation, Instructional Effectiveness, Computer Assisted Instruction
Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www.wiley.com/en-us
Publication Type: Journal Articles; Reports - Research
Education Level: Higher Education; Postsecondary Education
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Language: English
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