Learning Analytics of Students’ Interaction with ChatGPT in Programming Education: A Process-Oriented Analysis
Episode-level findings of students’ ChatGPT (GPT- 4o, OpenAI)-supported programming work and the cognitive complexity of their queries support instructional scaffolding that structures query formulation and reflection.