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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.

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Summary
This summary is machine-generated.

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.

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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.