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Relationships between Prediction Accuracy, Metacognitive Reflection, and Performance in Introductory Genetics
Jennifer K Knight1, Daniel C Weaver2, Melanie E Peffer3
1Department of Molecular, Cellular, and Developmental Biology, University of Colorado Boulder, Boulder, CO, 80309-0347.
Students’ self-assessment accuracy in introductory genetics did not improve as a group. However, those who adjusted their grade predictions showed better performance, highlighting the importance of metacognition in academic success.
Area of Science:
- Cognitive Science
- Educational Psychology
- Genetics Education
Background:
- Student performance perceptions often misalign with actual academic outcomes.
- Metacognition, encompassing self-awareness and strategy implementation, is crucial for learning.
- Understanding the link between self-assessment, metacognitive reflection, and academic performance is vital.
Purpose of the Study:
- To investigate the relationship between students' grade predictions, metacognitive reflections, and actual performance in an introductory genetics course.
- To determine if students' predictive accuracy or metacognitive reflections improve over a semester.
- To explore how shifts in self-assessment accuracy correlate with changes in academic performance.
Main Methods:
- Employed a mixed-methods approach combining quantitative data (grade predictions, performance) and qualitative data (metacognitive reflections).
- Tracked students' grade predictions, post-grade reflections, and final performance throughout a semester-long introductory genetics course.
- Analyzed the frequency and nature of metacognitive responses in student reflections.
Main Results:
- As a cohort, students did not demonstrate improved grade prediction accuracy or increased metacognitive reflection frequency over the semester.
- Students who transitioned from overpredicting to accurate prediction or underprediction showed significant performance improvements.
- Higher-performing students were more likely to engage in metacognitive reflection than lower-performing peers.
Conclusions:
- While group-level metacognitive accuracy did not improve, individual shifts towards more realistic self-assessment correlate with enhanced academic performance.
- Metacognitive reflection is more prevalent in high-achieving students, but increased reflection frequency alone doesn't guarantee grade improvement.
- Interventions aimed at fostering accurate self-assessment and effective metacognitive regulation strategies are recommended for student success.
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