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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Bartın Üniversitesi ...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Innovations in Education and Teaching International
Article . 2025 . Peer-reviewed
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Metacognitive strategy patterns in AI-assisted programming: Differences across programming resilience levels

Authors: Seyma Caglar-Ozhan;

Metacognitive strategy patterns in AI-assisted programming: Differences across programming resilience levels

Abstract

The aim of this study was to investigate how senior university students use metacognition when programming AI. 50 senior university students participated in the study. The results show that the participants were divided into two groups as low and high according to their programming resilience in AI programming activities. It was found that participants with high programming resilience performed planning behaviour from metacognitive strategies significantly more than those in the low programming resilience group. There was no significant difference between the groups in terms of monitoring and evaluation strategies, but there was a difference in metacognitive strategy display patterns. The low programming resilience group followed a linear and reactive transition pattern, while the high programming resilience group followed a cyclical and reflective pattern. This suggests that different interventions may be required for different student to learn to program with AI.

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Keywords

Resilience, Ai, Programming, Metacognition

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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