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Undergraduates in work-based learning experiences often produce meaningful contributions as viewed by their supervisors, yet report a negative perception of their contributions because they struggled during the process or produced only a…

Computers and Society · Computer Science 2026-04-22 Utsab Saha , Lola Egherman , Ramiz Rahman , Mohd Toukir Khan , Kevin Wang , Tyler Menezes

In collaborative settings, sustaining momentum and engagement between checkpoints (e.g., meetings) can be challenging, often leading to task drift and reduced preparedness. To address this gap, we developed ReflectEd, an AI-assisted system…

Human-Computer Interaction · Computer Science 2026-03-25 Md Nazmus Sakib , Ishika Tarin , Naga Manogna Rayasam , Manas Gaur , Sanorita Dey

Reflection is a critical aspect of the learning process. However, educational games tend to focus on supporting learning concepts rather than supporting reflection. While reflection occurs in educational games, the educational game design…

Human-Computer Interaction · Computer Science 2020-06-22 Jennifer Villareale , Colan F. Biemer , Magy Seif El-Nasr , Jichen Zhu

We explore the overlap of two nationally-recognized learning outcomes for physics lab courses, namely, the ability to model experimental systems and the ability to troubleshoot a malfunctioning apparatus. Modeling and troubleshooting are…

The development of data science expertise requires tacit, process-oriented skills that are difficult to teach directly. This study addresses the resulting challenge of empirically understanding how the problem-solving processes of experts…

Computers and Society · Computer Science 2026-02-18 Manuel Valle Torre , Marcus Specht , Catharine Oertel

Background: Software modelling is a creative yet challenging task. Modellers often find themselves lost in the process, from understanding the modelling problem to solving it with proper modelling strategies and modelling tools. Students…

Software Engineering · Computer Science 2024-09-23 Shalini Chakraborty , Javier Troya , Lola Burgueño , Grischa Liebel

Self-reflection on learning experiences constitutes a fundamental cognitive process, essential for the consolidation of knowledge and the enhancement of learning efficacy. However, traditional methods to facilitate reflection often face…

Interactive systems that facilitate exposure to examples can augment problem solving performance. However designers of such systems are often faced with many practical design decisions about how users will interact with examples, with…

Human-Computer Interaction · Computer Science 2024-01-24 Joel Chan , Zijian Ding , Eesh Kamrah , Mark Fuge

This paper describes a new approach for learning from homework, called Peer-Assisted Reflection (PAR). PAR involves students using peer feedback to improve their work on open-ended homework problems. Collaborating with peers and revising…

Physics Education · Physics 2016-10-06 Daniel L. Reinholz , Dimitri R. Dounas-Frazer

Learning-based approaches for solving large sequential decision making problems have become popular in recent years. The resulting agents perform differently and their characteristics depend on those of the underlying learning approach.…

Machine Learning · Computer Science 2020-08-04 Timo P. Gros , Daniel Höller , Jörg Hoffmann , Verena Wolf

Several papers have recently contained reports on applying machine learning (ML) to the automation of software engineering (SE) tasks, such as project management, modeling and development. However, there appear to be no approaches comparing…

Software Engineering · Computer Science 2018-02-09 Nathalia Nascimento , Carlos Lucena , Paulo Alencar , Donald Cowan

This study investigates teamwork dynamics in student software development projects through a mixed-method approach combining quantitative analysis of GitLab commit logs and qualitative survey data. We analyzed individual contributions…

Software Engineering · Computer Science 2025-07-08 Santiago Berrezueta-Guzman , Ivan Parmacli , Mohammad Kasra Habib , Stephan Krusche , Stefan Wagner

Dual-submission homework, where students submit work, receive feedback and then revise has gained attention as a way to foster reflection and discourage reliance on online answer repositories. This study analyzes 13 years of exam data from…

Computers and Society · Computer Science 2025-08-14 Madhur Dixit , Kavya Lalbahadur Joshi , Kaveri Bhalchandra Konde , Edward F. Gehringer

Collaboration skills are important for future software engineers. In computer science education, these skills are often practiced through group assignments, where students develop software collaboratively. The approach that students take in…

Computers and Society · Computer Science 2021-03-17 Anna van der Meulen , Efthimia Aivaloglou

Collaboration is an important problem-solving skill; however, novice collaboration generally benefits from some kind of support. One possibility for supporting productive conversations between collaborators is to encourage pairs of students…

Physics Education · Physics 2009-09-29 Robert G. M. Hausmann , Brett van de Sande , Carla van de Sande , Kurt VanLehn

In recent years, deep learning models have shown great potential in source code modeling and analysis. Generally, deep learning-based approaches are problem-specific and data-hungry. A challenging issue of these approaches is that they…

Machine Learning · Computer Science 2020-07-15 Yasir Hussain , Zhiqiu Huang , Yu Zhou , Senzhang Wang

Adaptive learning systems can produce substantial learning gains, yet many students engage for too brief or too superficial a period to benefit. A central obstacle is measuring effort. Effort during multi-step problem solving is rarely…

Computers and Society · Computer Science 2026-05-12 Conrad Borchers , Lijin Zhang , Kexin Yang , Tomohiro Nagashima , Benjamin W. Domingue

In this paper we investigate the extent to which students' problem-solving behaviors change as a result of working on multi-faceted, context-rich problems. During the semester, groups of two to three students work on several problems that…

Worked examples are step-by-step solutions to problems in a specific domain, offered to students to acquire domain-specific problem-solving skills. The effectiveness of worked examples could be enhanced by combining them with…

Human-Computer Interaction · Computer Science 2026-05-22 Arun-Balajiee Lekshmi-Narayanan , Mohammad Hassany , Peter Brusilovsky

We describe a project-based computational physics course developed using a backwards course design approach. From an initial competency-based model of problem solving in computational physics, we interviewed faculty who use these tools in…

Physics Education · Physics 2017-04-05 Christopher Burke , Timothy J Atherton