Abstract:
Recent research shows that learners who are able to self-regulate their learning show greater levels of engagement with massive open online course (MOOC) content. To impr...Show MoreMetadata
Abstract:
Recent research shows that learners who are able to self-regulate their learning show greater levels of engagement with massive open online course (MOOC) content. To improve support for learners in their self-regulatory processes, researchers have proposed technological solutions to transform recorded MOOC data into actionable knowledge. However, studies providing empirical evidence on how these solutions impact learners' engagement with the course and their self-regulatory behavior remain scarce. In this article, we present the results of an observational case study in which NoteMyProgress (NMP), a web-based tool designed to support learners' self-regulation in MOOCs, is applied as an intervention in two MOOCs. The main aim of this article is to provide insights into how the support of learners' self-regulated learning (SRL) strategies correlates with course engagement. We performed the evaluation using a sample of 263 learners and utilized distinct data sources in order to propose indicators for learners' engagement with the course and NMP. Results show a positive correlation between learners' final grades with NMP functionalities that support goal setting, organization (note taking), and self-reflection (social comparison) SRL strategies. Furthermore, we found no significant behavioral differences in how learners with low SRL and high SRL profiles engage with the course or NMP. Finally, we discuss how these results relate to prior work and the implications for future technological solutions that seek to promote engagement in MOOCs.
Published in: IEEE Transactions on Learning Technologies ( Volume: 13, Issue: 4, 01 Oct.-Dec. 2020)
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- IEEE Keywords
- Index Terms
- Observational Studies ,
- Learning Engagement ,
- Massive Open Online Courses ,
- Learning Strategies ,
- Level Of Engagement ,
- High Profile ,
- Low Profile ,
- Online Courses ,
- Organizational Strategies ,
- Social Comparison ,
- Self-regulated Learning ,
- Final Grade ,
- Open Online Courses ,
- Massive Open Online ,
- Self-regulated Learning Strategies ,
- Effective Interventions ,
- Use Of Tools ,
- Active Learning ,
- Strategic Planning ,
- Learning Performance ,
- Frequent Interactions ,
- Log Files ,
- Number Of Learners ,
- Patterns Of Engagement ,
- Differences In Engagement ,
- Time Management ,
- Relational Engagement ,
- Measurement Waves ,
- Course In Order ,
- Self-regulation Strategies
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Observational Studies ,
- Learning Engagement ,
- Massive Open Online Courses ,
- Learning Strategies ,
- Level Of Engagement ,
- High Profile ,
- Low Profile ,
- Online Courses ,
- Organizational Strategies ,
- Social Comparison ,
- Self-regulated Learning ,
- Final Grade ,
- Open Online Courses ,
- Massive Open Online ,
- Self-regulated Learning Strategies ,
- Effective Interventions ,
- Use Of Tools ,
- Active Learning ,
- Strategic Planning ,
- Learning Performance ,
- Frequent Interactions ,
- Log Files ,
- Number Of Learners ,
- Patterns Of Engagement ,
- Differences In Engagement ,
- Time Management ,
- Relational Engagement ,
- Measurement Waves ,
- Course In Order ,
- Self-regulation Strategies
- Author Keywords