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Leveraging ChatGPT for personalized reflective learning in programming education: effects on self-efficacy, higher-order thinking, and project implementation skills

Hsin‐Yu Lee, Pei‐Hua Chen, Chia‐Ju Lin, Yueh‐Min Huang, Ting‐Ting Wu

2025Education and Information Technologies11 citationsDOI

Topics & Concepts

Computer scienceReflection (computer programming)Python (programming language)Critical thinkingEducational technologyMathematics educationControl (management)Reflective practiceReflective writingProject-based learningKnowledge managementMultimediaTeaching methodCollaborative learningProblem-based learningPersonalized learningComputer programmingNew product developmentAction researchAnalytical skillPsychologyComputational thinkingHigher educationInstructional designTreatment and control groupsActive learning (machine learning)Online Learning and AnalyticsIntelligent Tutoring Systems and Adaptive LearningGrit, Self-Efficacy, and Motivation