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Profiling Student Self-Assessment Engagement in Engineering Education: A Cluster-Based Approach

Wed, April 8, 7:45 to 9:15am PDT (7:45 to 9:15am PDT), JW Marriott Los Angeles L.A. LIVE, Floor: Gold Level, Gold 3

Abstract

Self-assessment is a core self-regulated learning (SRL) process, yet students vary in how effectively they engage with it, influencing metacognition, motivation, and effort regulation. This study profiled 119 first-year engineering students’ self-assessment engagement using K-means clustering. Three distinct profiles emerged High Engagement, Moderate Engagement, and Low Engagement identified through a person-centered approach. ANOVA results showed significant differences across SRL constructs: metacognition differentiated all three groups (High > Moderate > Low), while motivation and effort regulation were significantly higher only for the High Engagement group compared to the others. Findings align with SRL and Self-Determination Theory, positioning self-assessment as a diagnostic tool for targeted interventions to enhance reflection, motivation, and persistence in engineering education.

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