AI-Generated Traces for Novice Programmers: Learning Effects and Learner Differences in a Multi-Institutional Study

Created: 2026-06-03 | Tags: cs-educationllmscaffoldingpersonalized-learning

Noviello et al. (2026) โ€” ArXiv. ๐Ÿ“„ Full text (arXiv)

Multi-institutional study on Generated Animated Traces (GATs) for CS1. Found that mid-engagement students may experience a performance decrement due to coordination costs (Expertise-Reversal Effect). cs-education, scaffolding, personalized-learning, stem-education, mastery-learning.

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Citation

APA: Noviello et al. (2026). AI-Generated Traces for Novice Programmers: Learning Effects and Learner Differences in a Multi-Institutional Study. arXiv:2606.03288.