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PyBryt: auto-assessment and auto-grading for computational thinking

2021/12/03 by Christopher Pyles, Pyles, Christopher, Francois van Schalkwyk +11
Computer Science · Engineering · #Computers and Society (cs.CY) #Experimental Learning in Engineering #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Online Learning and Analytics #Teaching and Learning Programming

paper · pdf · doi:10.48550/arxiv.2112.02144

openalex publication_date 2021/12/03 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

We continuously interact with computerized systems to achieve goals and perform tasks in our personal and professional lives. Therefore, the ability to program such systems is a skill needed by everyone. Consequently, computational thinking skills are essential for everyone, which creates a challenge for the educational system to teach these skills at scale and allow students to practice these skills. To address this challenge, we present a novel approach to providing formative feedback to students on programming assignments. Our approach uses dynamic evaluation to trace intermediate results generated by student's code and compares them to the reference implementation provided by their teachers. We have implemented this method as a Python library and demonstrate its use to give students relevant feedback on their work while allowing teachers to challenge their students' computational thinking skills.

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