Research on the predictive model based on the depth of problem-solving discussion in MOOC forum
Authors:
- 23 March 2023
- journal article
- research article
- Published by Springer Nature in Education and Information Technologies
- Vol. 28 (10) , 13053-13076
Abstract
A discussion forum is an indispensable part of a massive open online course (MOOC) environment as it enables knowledge construction through learner-to-learner interaction such as discussion of solutions to assigned problems among learners. In this paper, a machine prediction model is built based on the data from the MOOC forum and the depth of discussion of solutions to assigned problems on the topic among students was analyzed. The data for this study was obtained from Modern educational technology course through Selenium with Python. The course has been offered to a total of 11,184 students from China seven times since February, 2016. The proposed model includes the formula of the depth of problem-solving discussion in MOOC forum and its prediction probability. The efficiency of the prediction model and the most important factor of the depth of problem-solving discussion in MOOC are explained in the paper. Based on the results, useful suggestions for effective teaching in MOOC forums are provided in the article.Keywords
This publication has 22 references indexed in Scilit:
- Student-content interactions in online courses: the role of question prompts in facilitating higher-level engagement with course contentJournal of Computing in Higher Education, 2011
- Attracting student participation in asynchronous online discussions: A case study of peer facilitationComputers & Education, 2008
- Ask and you will receive: how question type influences quantity and quality of online discussionsBritish Journal of Educational Technology, 2008
- When to jump in: The role of the instructor in online discussion forumsComputers & Education, 2007
- A Review of Research on Factors that Impact Aspects of Online Discussions QualityTechTrends, 2007
- Scaffolding Peer-questioning Strategies to Facilitate Metacognition During Online Small Group DiscussionInstructional Science, 2005
- Instructor influence on reasoned argument in discussion boardsEducational Technology Research and Development, 2005
- Critical Inquiry in a Text-Based Environment: Computer Conferencing in Higher EducationThe Internet and Higher Education, 1999
- An ecological assessment of community‐based interventions for prevention and health promotion: Approaches to measuring community coalitionsAmerican Journal of Community Psychology, 1996
- Critical thinking and adult education: a conceptual model for developing critical thinking in adult learnersInternational Journal of Lifelong Education, 1991