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Instructors have limited time and resources to help struggling students, and these resources should be directed to the students who most need them. To address this, researchers have constructed models that can predict students' final course…

Machine Learning · Computer Science 2021-02-12 Ge Gao , Samiha Marwan , Thomas W. Price

Introductory programming courses often emphasize mastering syntax and basic constructs before progressing to more complex and interesting programs. This bottom-up approach can be frustrating for novices, shifting the focus away from problem…

Computers and Society · Computer Science 2024-10-07 Chris Kerslake , Paul Denny , David H Smith , James Prather , Juho Leinonen , Andrew Luxton-Reilly , Stephen MacNeil

Programming is a craft which often demands that learners engage in a significantly high level of individual practice and experimentation in order to acquire basic competencies. However, practice behaviours can be undermined during the early…

Computers and Society · Computer Science 2013-11-05 Michael James Scott , Gheorghita Ghinea

Computer science's increased recognition as a prominent field of study has attracted students with diverse academic backgrounds. This has significantly increased the already high failure rates in introductory courses. To address this…

Computers and Society · Computer Science 2025-10-28 Eric Hics , Vinhthuy Phan , Kriangsiri Malasri

Introductory programming courses often rely on small code-writing exercises that have clearly specified problem statements. This limits opportunities for students to practice how to clarify ambiguous requirements -- a critical skill in…

Human-Computer Interaction · Computer Science 2025-04-17 Paul Denny , Viraj Kumar , Stephen MacNeil , James Prather , Juho Leinonen

Metacognition has been recognized as an essential skill for academic success and for performance in solving problems. During learning or problem-solving, metacognitive skills facilitate a range of cognitive and affective processes, leading…

Computers and Society · Computer Science 2024-10-10 Bostjan Bubnic , Željko Kovačević , Tomaž Kosar

Early detection of struggling student programmers is crucial for providing them with personalized support. While multiple AI-based approaches have been proposed for this problem, they do not explicitly reason about students' programming…

Computers and Society · Computer Science 2025-08-26 Noga Schwartz , Roy Fairstein , Avi Segal , Kobi Gal

When executed well, project-based learning (PBL) engages students' intrinsic motivation, encourages students to learn far beyond a course's limited curriculum, and prepares students to think critically and maturely about the skills and…

Computers and Society · Computer Science 2025-03-11 Gati Aher , Robin Schmucker , Tom Mitchell , Zachary C. Lipton

While teaching introductory programming courses for over a decade in reputed institutions we have experienced that several factors play significant role in developing problem solving skills and program development skills in students. There…

Computers and Society · Computer Science 2015-06-30 Biswajit Saha , Utpal Kumar Ray

In this study, we investigate prediction methods for an early warning system for a large STEM undergraduate course. Recent studies have provided evidence in favour of adopting early warning systems as a means of identifying at-risk…

History and Overview · Mathematics 2025-01-15 Emma Howard , Maria Meehan , Andrew Parnell

The widespread establishment of computational thinking in school curricula requires teachers to introduce children to programming already at primary school level. As this is a recent development, primary school teachers may neither be…

Computers and Society · Computer Science 2021-11-04 Luisa Greifenstein , Isabella Graßl , Gordon Fraser

This paper explores the pedagogical potential of "teacher pre-prompting" as a means of guiding student collaboration in programming education. In particular, we investigate how brief teacher-initiated questions posed before students engage…

Computers and Society · Computer Science 2025-06-26 Johan Petersson

Introducing computational thinking in primary school curricula implies that teachers have to prepare appropriate lesson material. Typically this includes creating programming tasks, which may overwhelm primary school teachers with lacking…

Computers and Society · Computer Science 2023-06-27 Luisa Greifenstein , Ute Heuer , Gordon Fraser

Advancements in Large Language Models (LLMs), such as ChatGPT, offer significant opportunities to enhance instructional support in introductory programming courses. While extensive research has explored the effectiveness of LLMs in…

Human-Computer Interaction · Computer Science 2025-05-09 Muntasir Hoq , Jessica Vandenberg , Shuyin Jiao , Seung Lee , Bradford Mott , Narges Norouzi , James Lester , Bita Akram

The present article is focused on the problem of prediction of student failures with the purpose of their possible prevention by timely introducing supportive measures. We propose a concept for building a predictive model based on Bayesian…

Applications · Statistics 2020-04-22 T. A. Kustitskaya , A. A. Kytmanov , M. V. Noskov

This study is part of a larger project focused on measuring, understanding, and improving student engagement in programming education. We investigate whether synthetic data generation can help identify at-risk students earlier in a small,…

Computers and Society · Computer Science 2025-05-26 Daniel Flood , Matthew England , Beate Grawemeyer

Contribution: This study examined student effort and performance in an introductory programming course with respect to student-held implicit theories and self-efficacy. Background: Implicit theories and self-efficacy shed a light into…

Computers and Society · Computer Science 2018-09-03 F. Boray Tek , Kristin S. Benli , Ezgi Deveci

This study examines how AI code assistants shape novice programmers experiences during a two-part exam in an introductory programming course. In the first part, students completed a programming task with access to AI support; in the second,…

Emerging Technologies · Computer Science 2025-08-11 Sergio Rojas-Galeano , Julian Tejada , Fernando Marmolejo-Ramos

Plagiarism in introductory programming courses is an enormous challenge for both students and institutions. For students, relying on the work of others too early in their academic development can make it impossible to acquire necessary…

Computers and Society · Computer Science 2022-06-08 Simon J. Cohen , Michael J. Martin , Chance A. Shipley , Abhishek Kumar , Andrew R. Cohen

AI-supported tools can help learners overcome challenges in programming education by providing adaptive assistance. However, existing research often focuses on individual tools rather than deriving broader design recommendations. A key…

Human-Computer Interaction · Computer Science 2025-03-04 Zihan Wu , Yicheng Tang , Barbara Ericson
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