Cluster analysis identifies profiles in online English learners, highlighting self-regulated learning strategies and engagement levels.
In this study, we examined the interrelations between motivation and self-regulated learning (SRL) strategies in the context of online English language instruction among Chinese university students. Data were collected from 1100 first-year undergraduates enrolled in an online College English course. Canonical correlation analysis revealed significant multivariate associations between motivational constructs and SRL strategies. Cluster analysis further identified two distinct learner profiles, Engaged Strategic Learners and Disengaged Learners, demonstrating differences in motivation, SRL use, and online learning experiences. Thematic analysis of open-ended responses offered additional insights into students’ perceived challenges and instructional needs. Our findings contribute to a deeper understanding of how motivational and SRL characteristics influence learners’ engagement and outcomes in online English learning environments.
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Tang et al. (2025) studied this question.
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