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The readability of source code is key for understanding and maintaining software systems and tests. Several studies investigate the readability of source code, but there is limited research on the readability of test code and related…

Software Engineering · Computer Science 2024-03-26 Dietmar Winkler , Pirmin Urbanke , Rudolf Ramler

A central challenge in any study of the effects of beliefs on outcomes, such as decisions and behavior, is the risk of omitted variables bias. Omitted variables, frequently unmeasured or even unknown, can induce correlations between beliefs…

General Economics · Economics 2025-08-05 Raanan Sulitzeanu-Kenan , Micha Mandel , Yosef Rinott

Context: Web APIs are one of the most used ways to expose application functionality on the Web, and their understandability is important for efficiently using the provided resources. While many API design rules exist, empirical evidence for…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Sebastian Kotstein , Timo Pfaff

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

Many students in introductory programming courses fare poorly in the code writing tasks of the final summative assessment. Such tasks are designed to assess whether novices have developed the analytical skills to translate from the given…

Software Engineering · Computer Science 2024-04-04 Shruthi Ravikumar , Margaret Hamilton , Charles Thevathayan , Maria Spichkova , Kashif Ali , Gayan Wijesinghe

Background: The increasing adoption of AI assistants in programming has led to numerous studies exploring their benefits. While developers consistently report significant productivity gains from these tools, empirical measurements often…

Human-Computer Interaction · Computer Science 2025-01-07 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

Automatically predicting how difficult it is for humans to understand a code snippet can assist developers in tasks like deciding when and where to refactor. Despite many proposed code comprehensibility metrics, studies have shown they…

Software Engineering · Computer Science 2025-10-07 Nadeeshan De Silva , Martin Kellogg , Oscar Chaparro

The mindset literature is a longstanding area of psychological research focused on beliefs about intelligence, response to challenge, and goals for learning (Dweck, 2000). However, the mindset literature's applicability to the context of…

Physics Education · Physics 2018-07-31 Angela Little , Bridget Humphrey , Abigail Green , Abhilash Nair , Vashti Sawtelle

Which factors influence the human assessment of creativity exhibited by a computational system is a core question of computational creativity (CC) research. Recently, the system's embodiment has been put forward as such a factor, but…

Human-Computer Interaction · Computer Science 2022-08-29 Simo Linkola , Christian Guckelsberger , Tomi Männistö , Anna Kantosalo

Predicting the runtime complexity of a programming code is an arduous task. In fact, even for humans, it requires a subtle analysis and comprehensive knowledge of algorithms to predict time complexity with high fidelity, given any code. As…

Machine Learning · Computer Science 2019-11-05 Jagriti Sikka , Kushal Satya , Yaman Kumar , Shagun Uppal , Rajiv Ratn Shah , Roger Zimmermann

Software developers and maintainers need to read and understand source programs and other software artifacts. The increase in size and complexity of software drastically affects several quality attributes, especially understandability and…

Software Engineering · Computer Science 2010-04-27 Mohd Nazir , Raees A. Khan , Khurram Mustafa

Even relatively simple code analysis can be a daunting task for many first year students. Perceived complexity, coupled with foreign and harsh syntax, often outstrips the ability for students to take in what they are seeing in terms of…

Human-Computer Interaction · Computer Science 2008-03-05 Christopher Pearson , Celina Gibbs , Yvonne Coady

Qualitative data analysis provides insight into the underlying perceptions and experiences within unstructured data. However, the time-consuming nature of the coding process, especially for larger datasets, calls for innovative approaches,…

Human-Computer Interaction · Computer Science 2024-03-12 Elisabeth Kirsten , Annalina Buckmann , Abraham Mhaidli , Steffen Becker

While AI shows promise for enhancing the efficiency of qualitative analysis, the unique human-AI interaction resulting from varied coding strategies makes it challenging to develop a trustworthy AI-assisted qualitative coding system (AIQCs)…

Human-Computer Interaction · Computer Science 2023-09-26 Jie Gao , Junming Cao , ShunYi Yeo , Kenny Tsu Wei Choo , Zheng Zhang , Toby Jia-Jun Li , Shengdong Zhao , Simon Tangi Perrault

The growing interest in accessible software reflects in computing educators' and education researchers' efforts to include accessibility in core computing education. We integrated accessibility in a junior/senior-level Android app…

Computers and Society · Computer Science 2023-03-07 Jaskaran Singh Bhatia , Parthasarathy P D , Snigdha Tiwari , Dhruv Nagpal , Swaroop Joshi

Users often interpret and select agent skills through their SKILL markdown specifications. To protect users, existing audits mainly focus on malicious or unsafe skills. We study the complementary question of whether specifications help…

Human-Computer Interaction · Computer Science 2026-05-21 Zikai Alex Wen

Novice programmers often struggle to understand how code executes and to form the abstract mental models necessary for effective problem-solving, challenges that are amplified in large, diverse introductory courses where students'…

Human-Computer Interaction · Computer Science 2025-10-01 Naaz Sibia , Valeria Ramirez Osorio , Jessica Wen , Rutwa Engineer , Angela Zavaleta Bernuy , Andrew Petersen , Michael Liut , Carolina Nobre

Background: Code review is a cognitively demanding and time-consuming process. Previous qualitative studies hinted at how decomposing change sets into multiple yet internally coherent ones would improve the reviewing process. So far,…

Software Engineering · Computer Science 2020-01-22 Marco di Biase , Magiel Bruntink , Arie van Deursen , Alberto Bacchelli

Graphical perception studies typically measure visualization encoding effectiveness using the error of an "average observer", leading to canonical rankings of encodings for numerical attributes: e.g., position > area > angle > volume. Yet…

Human-Computer Interaction · Computer Science 2022-12-22 Russell Davis , Xiaoying Pu , Yiren Ding , Brian D. Hall , Karen Bonilla , Mi Feng , Matthew Kay , Lane Harrison

Code search is a widely used technique by developers during software development. It provides semantically similar implementations from a large code corpus to developers based on their queries. Existing techniques leverage deep learning…

Software Engineering · Computer Science 2022-02-17 Weisong Sun , Chunrong Fang , Yuchen Chen , Guanhong Tao , Tingxu Han , Quanjun Zhang