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ERIC Number: EJ1406673
Record Type: Journal
Publication Date: 2023
Pages: 18
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1049-4820
EISSN: EISSN-1744-5191
Modeling Temporal Cognitive Topic to Uncover Learners' Concerns under Different Cognitive Engagement Patterns
Zhi Liu; Rui Mu; Zongkai Yang; Xian Peng; Sannyuya Liu; Jia Chen
Interactive Learning Environments, v31 n10 p7196-7213 2023
Massive open online courses (MOOCs) provide learners with high-quality learning resources, but learners drop out frequently. Learners' concerns (e.g. the topics in course content or logistics) and cognitive engagement patterns (e.g. "tentative" or "certain") are considered the essential factors affecting learners' course completions. However, it is still unclear what different learning achievement groups focus on in each cognitive engagement pattern. In this study, we adopted an unsupervised computational model, the temporal cognitive topic model (TCTM), to automatically investigate learners' cognitive engagement patterns in discussing different topics, as well as the changes under each cognitive engagement pattern over time. A data experiment of 4080 learners enrolled in a "Modern Etiquette" course revealed that the high-achievement group preferred to discuss on-task topics in an "exclusive" cognitive engagement pattern; the low-achievement group preferred to discuss off-task topics in a "tentative" pattern, including certificate acquisition and examination grades; the medium-achievement group showed less variation in different cognitive engagement patterns. Additionally, a moderation analysis showed that there was a significant moderating effect of discussion guidance, especially for instructor-led guidance, between the salient cognitive topics and learning achievements. The analytical results can help instructors to conduct (e.g. feedback and guidance) and timely intervention of cognitive knowledge construction in MOOCs.
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; Reports - Research
Education Level: Higher Education; Postsecondary Education
Audience: Teachers
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: China
Grant or Contract Numbers: N/A