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Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

Computers and Society · Computer Science 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee

Current Artificial Intelligence (AI)-based tutoring systems (AI tutors) are primarily evaluated based on the pedagogical quality of their feedback messages. While important, pedagogy alone is insufficient because it ignores a critical…

Computers and Society · Computer Science 2026-05-08 Rose Niousha , Samantha Boatright Smith , Bita Akram , Peter Brusilovsky , Arto Hellas , Juho Leinonen , John DeNero , Narges Norouzi

Automated grading systems, or auto-graders, have become ubiquitous in programming education, and the way they generate feedback has become increasingly automated as well. However, there is insufficient evidence regarding auto-grader…

Computers and Society · Computer Science 2025-07-22 Adam Zhang , Heather Burte , Jaromir Savelka , Christopher Bogart , Majd Sakr

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Large language models (LLMs) show promise for automatically generating feedback in education settings. However, it remains unclear how specific feedback elements, such as tone and information coverage, contribute to learning outcomes and…

Computation and Language · Computer Science 2026-02-13 Momoka Furuhashi , Kouta Nakayama , Noboru Kawai , Takashi Kodama , Saku Sugawara , Kyosuke Takami

The ability to make decisions based on data, with its inherent uncertainties and variability, is a complex and vital skill in the modern world. The need for such quantitative critical thinking occurs in many different contexts, and while it…

Physics Education · Physics 2015-08-21 N. G. Holmes , Carl E. Wieman , D. A. Bonn

Providing feedback on programming assignments manually is a tedious, error prone, and time-consuming task. In this paper, we motivate and address the problem of generating feedback on performance aspects in introductory programming…

Programming Languages · Computer Science 2014-09-18 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Feedback is critical in education. This Innovative Practice Full Paper reports lessons learned from improving the quality of feedback in a semi-capstone software engineering course, with particular focus on how to deliver productive…

Software Engineering · Computer Science 2022-08-17 Torgeir Dingsøyr

Access to high-quality education at scale is limited by the difficulty of providing student feedback on open-ended assignments in structured domains like computer programming, graphics, and short response questions. This problem has proven…

Machine Learning · Computer Science 2021-03-25 Ali Malik , Mike Wu , Vrinda Vasavada , Jinpeng Song , Madison Coots , John Mitchell , Noah Goodman , Chris Piech

Block-based programming environments like Scratch are widely used in introductory programming courses. They facilitate learning pivotal programming concepts by eliminating syntactical errors, but logical errors that break the desired…

Software Engineering · Computer Science 2024-10-14 Patric Feldmeier , Gordon Fraser , Ute Heuer , Florian Obermüller , Siegfried Steckenbiller

Visual design instructors often provide multi-modal feedback, mixing annotations with text. Prior theory emphasizes the importance of actionable feedback, where "actionability" lies on a spectrum--from surfacing relevant design concepts to…

Human-Computer Interaction · Computer Science 2026-03-06 Mingyi Li , Mengyi Chen , Sarah Luo , Yining Cao , Haijun Xia , Maitraye Das , Steven P. Dow , Jane L. E

Feedback is one of the most crucial components to facilitate effective learning. With the rise of large language models (LLMs) in recent years, research in programming education has increasingly focused on automated feedback generation to…

Computers and Society · Computer Science 2025-09-05 Niklas Scholz , Manh Hung Nguyen , Adish Singla , Tomohiro Nagashima

The rapid growth of programming education has outpaced traditional assessment tools, leaving faculty with limited means to provide meaningful, scalable feedback. Conventional autograders, while efficient, act as black-box systems that…

Artificial Intelligence · Computer Science 2025-10-31 Vikrant Sahu , Gagan Raj Gupta , Raghav Borikar , Nitin Mane

Developing interactive software, such as websites or games, is a particularly engaging way to learn computer science. However, teaching and giving feedback on such software is time-consuming -- standard approaches require instructors to…

Machine Learning · Computer Science 2022-11-17 Evan Zheran Liu , Moritz Stephan , Allen Nie , Chris Piech , Emma Brunskill , Chelsea Finn

Debugging is a demanding aspect of programming yet guidance on how to teach it effectively remains limited. Novices often struggle to recognize impasses regulate their problem solving and manage cognitive load and stress. This study…

Human-Computer Interaction · Computer Science 2026-05-07 Anahita Golrang , Kshitij Sharma

During acceptance testing customers assess whether a system meets their expectations and often identify issues that should be improved. These findings have to be communicated to the developers a task we observed to be error prone,…

Software Engineering · Computer Science 2014-09-02 Olga Liskin , Christoph Herrmann , Eric Knauss , Thomas Kurpick , Bernhard Rumpe , Kurt Schneider

How students utilize immediate tutoring feedback in programming education depends on various factors. Among them are the feedback quality, but also students' engagement, i.e., their perception, interpretation, and use of feedback. However,…

Computers and Society · Computer Science 2025-11-19 Sven Jacobs , Jan Haas , Natalie Kiesler

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…

Human-Computer Interaction · Computer Science 2021-12-07 Christopher Pyles , Francois van Schalkwyk , Gerard J. Gorman , Marijan Beg , Lee Stott , Nir Levy , Ran Gilad-Bachrach

Immediate feedback has been shown to improve student learning. In programming courses, immediate, automated feedback is typically provided in the form of pre-defined test cases run by a submission platform. While these are excellent for…

Listening to user's requirements is crucial to building and maintaining high quality software. Online software user feedback has been shown to contain large amounts of information useful to requirements engineering (RE). Previous studies…

Software Engineering · Computer Science 2021-12-28 Peter Devine , Yun Sing Koh , Kelly Blincoe
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