Scaling Engagement: Leveraging Social Annotation and AI for Collaborative Code Review in Large CS Courses

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Authors: Raymond Klefstad, Susan Anderson Klefstad, Vincent Tran, Michael Shindler
Cited by: 0
References: 22

Abstract

Peer code review activities, like their industry-proven counterpart code reviews, have had many benefits reported: they enhance programming ability, conceptual understanding, and community, while improving students' debugging ability and code quality. Problems, however, can include lack of engagement and poor review quality; therefore, motivating students to engage with code reviews is essential.

Fields of Study & Subjects

Teaching and Learning Programming Software Engineering Techniques and Practices Software Engineering Research

Publication details

Journal / source
ACM Technical Symposium on Computer Science Education (SIGCSE)
Pages
582–588
Publication date
13 February 2026
Language
EN