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Matthew West

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Preprint Aug 2026

Consistently Good vs. Occasionally Great: A Rubric for Open-Ended Feedback Quality from Humans and Machines

This paper focuses on feedback for open-ended short answer questions in introductory programming, with the goal of nudging students toward success on reattempts without revealing the correct answer, and develops a five-criteria rubric grounded in educational literature for evaluating feedback quality.

Binglin Chen, Rajarshi Haldar, Max Fowler et al. · 0 citations

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