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In a world awash with data, the ability to think and compute with data has become an important skill for students in many fields. For that reason, inclusion of some level of statistical computing in many introductory-level courses has grown…

Other Statistics · Statistics 2020-07-21 Xiaofei Wang , Cynthia Rush , Nicholas Jon Horton

Generative AI (GAI) tools have seen rapid adoption in educational settings, yet their role in fostering critical thinking remains underexplored. While previous studies have examined GAI as a tutor for specific lessons or as a tool for…

Computers and Society · Computer Science 2025-09-10 W. F. Lamberti , S. R. Lawrence , D. White , S. Kim , S. Abdullah

Generative AI is reshaping higher education programming through vibe coding, where students collaborate with AI via natural language rather than writing code line-by-line. We conceptualize this practice as help-seeking, analyzing 19,418…

Artificial Intelligence · Computer Science 2026-05-01 Daiana Rinja , Eduardo Araujo Oliveira , Sonsoles López-Pernas , Mohammed Saqr , Marcus Specht , Kamila Misiejuk

Computer programming is a fundamental tool for life scientists, allowing them to carry out many essential research tasks. However, despite a variety of educational efforts, learning to write code can be a challenging endeavor for both…

Other Quantitative Biology · Quantitative Biology 2024-01-02 Stephen R. Piccolo , Paul Denny , Andrew Luxton-Reilly , Samuel Payne , Perry G. Ridge

Deep R Programming is a comprehensive and in-depth introductory course on one of the most popular languages for data science. It equips ambitious students, professionals, and researchers with the knowledge and skills to become independent…

Programming Languages · Computer Science 2024-08-28 Marek Gagolewski

When designing a program, both novice programmers and seasoned developers alike often sketch out -- or, perhaps more famously, whiteboard -- their ideas. Yet despite the introduction of natively multimodal Generative AI models, work on…

Computers and Society · Computer Science 2026-02-12 David H. Smith , S. Moonwara A. Monisha , Annapurna Vadaparty , Leo Porter , Daniel Zingaro

The software engineering community recently has witnessed widespread deployment of AI programming assistants, such as GitHub Copilot. However, in practice, developers do not accept AI programming assistants' initial suggestions at a high…

Software Engineering · Computer Science 2023-09-19 Jenny T. Liang , Chenyang Yang , Brad A. Myers

Learning to use feature-rich software is a persistent challenge, but generative AI tools promise to lower this barrier by replacing complex navigation with natural language prompts. We investigated how people approach prompt-based tools for…

Human-Computer Interaction · Computer Science 2026-04-01 Kanak Gautam , Poorvi Bhatia , Parmit K. Chilana

Teaching programming through storytelling is a popular pedagogical approach and an active area of research. However, most previous work in this area focused on K-12 students using block-based programming. Little, if any, work has examined…

Computers and Society · Computer Science 2021-10-19 Sangho Suh , Ken Jen Lee , Celine Latulipe , Jian Zhao , Edith Law

Although there are various ways to represent data patterns and models, visualization has been primarily taught in many data science courses for its efficiency. Such vision-dependent output may cause critical barriers against those who are…

Human-Computer Interaction · Computer Science 2024-07-23 JooYoung Seo , Mine Dogucu

Generative AI (GenAI) tools such as ChatGPT now provide novice programmers with instant, personalized support and are reshaping computing education. While a growing body of work examines AI's immediate impacts, longitudinal evidence remains…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Atsushi Shimada , Shin'ichi Konomi

The integration of AI tools into programming education has become increasingly prevalent in recent years, transforming the way programming is taught and learned. This paper provides a review of the state-of-the-art AI tools available for…

Computers and Society · Computer Science 2025-08-19 Nikolaos Avouris , Kyriakos Sgarbas , George Caridakis , Christos Sintoris

In software development there is a constant pressure to produce code faster and faster without compromising on quality. New tools supporting developers are created in response to this demand. Currently a new generation of such solutions is…

Software Engineering · Computer Science 2023-01-13 Mateusz Jaworski , Dariusz Piotrkowski

Generative AI models, specifically large language models (LLMs), have made strides towards the long-standing goal of text-to-code generation. This progress has invited numerous studies of user interaction. However, less is known about the…

Human-Computer Interaction · Computer Science 2024-07-09 Sydney Nguyen , Hannah McLean Babe , Yangtian Zi , Arjun Guha , Carolyn Jane Anderson , Molly Q Feldman

Educators have started to turn to Generative AI (GenAI) to help create new course content, but little is known about how they should do so. In this project, we investigated the first steps for optimizing content creation for advanced math.…

Artificial Intelligence · Computer Science 2025-05-20 Yongan Yu , Alexandre Krantz , Nikki G. Lobczowski

The availability of generative Artificial Intelligence (AI) tools such as ChatGPT or GitHub Copilot is reshaping the way in which software is developed, evolved, and maintained. Oftentimes, developers leave traces of such an usage in…

Researchers often rely on humans to code (label, annotate, etc.) large sets of texts. This kind of human coding forms an important part of social science research, yet the coding process is both resource intensive and highly variable from…

Artificial Intelligence · Computer Science 2023-06-06 Christopher Michael Rytting , Taylor Sorensen , Lisa Argyle , Ethan Busby , Nancy Fulda , Joshua Gubler , David Wingate

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

With the rapid rise of generative AI in higher education and the unreliability of current AI detection tools, developing policies that encourage student learning and critical thinking has become increasingly important. This study examines…

Artificial Intelligence · Computer Science 2025-09-18 Hannah Klawa , Shraddha Rajpal , Cigole Thomas

Deductive coding is a common discourse analysis method widely used by learning science and learning analytics researchers for understanding teaching and learning interactions. It often requires researchers to manually label all discourses…

Computation and Language · Computer Science 2024-10-03 Lishan Zhang , Han Wu , Xiaoshan Huang , Tengfei Duan , Hanxiang Du