Peter Hilbert

Outcomes, Perceptions, and Interaction Strategies of Novice Programmers Studying with ChatGPT

Large Language Model (LLM) conversational agents are increasingly used in programming education, yet we still lack insight into how novices engage with them for conceptual learning compared with human tutoring. This mixed-methods study compared learning outcomes and interaction strategies of novices using ChatGPT or h…