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Generative Artificial Intelligence (GenAI) has become an emerging technology with the availability of several tools that could impact Software Engineering (SE) activities. As any other disruptive technology, GenAI led to the speculation…

Software Engineering · Computer Science 2024-06-17 Aline de Campos , Jorge Melegati , Nicolas Nascimento , Rafael Chanin , Afonso Sales , Igor Wiese

Generative AI is directional: it performs well in some task directions and poorly in others. Knowledge work is directional and endogenous as well: workers can satisfy the same job requirements with different mixes of tasks. We develop a…

General Economics · Economics 2026-02-18 Miklos Koren , Zsofia Barany , Ulrich Wohak

At the current pace of technological advancements, Generative AI models, including both Large Language Models and Large Multi-modal Models, are becoming integral to the developer workspace. However, challenges emerge due to the 'black box'…

Software Engineering · Computer Science 2024-05-06 Gregorio Robles , Christoph Treude , Jesus M. Gonzalez-Barahona , Raula Gaikovina Kula

AI assistance produces significant productivity gains across professional domains, particularly for novice workers. Yet how this assistance affects the development of skills required to effectively supervise AI remains unclear. Novice…

Computers and Society · Computer Science 2026-02-03 Judy Hanwen Shen , Alex Tamkin

Qualitative research gives rich insights into the quintessentially human aspects of software engineering as a socio-technical system. Qualitative research spans diverse strategies and methods, from interpretivist, in situ observational…

Software Engineering · Computer Science 2026-03-11 Neil A. Ernst , Christoph Treude

Generative AI (GenAI) is reshaping enterprise architecture work in agile software organizations, yet evidence on its effects remains scattered. We report a systematic literature review (SLR), following established SLR protocols of…

Software Engineering · Computer Science 2025-10-28 Stefan Julian Kooy , Jean Paul Sebastian Piest , Rob Henk Bemthuis

The rise of Artificial Intelligence (AI) and Generative Artificial Intelligence (GenAI) in higher education necessitates assessment reform. This study addresses a critical gap by exploring student and academic staff experiences with AI and…

Human-Computer Interaction · Computer Science 2024-11-15 Jasper Roe , Mike Perkins , Daniel Ruelle

Generative AI systems are transforming content creation, but their usability remains a key challenge. This paper examines usability factors such as user experience, transparency, control, and cognitive load. Common challenges include…

Human-Computer Interaction · Computer Science 2025-02-26 Anna Ravera , Cristina Gena

While generative artificial intelligence (GenAI) is finding increased adoption in workplaces, current tools are primarily designed for individual use. Prior work established the potential for these tools to enhance personal creativity and…

Human-Computer Interaction · Computer Science 2026-02-25 Janet G. Johnson , Macarena Peralta , Mansanjam Kaur , Ruijie Sophia Huang , Sheng Zhao , Ruijia Guan , Shwetha Rajaram , Michael Nebeling

Generative AI (GenAI) tools are radically expanding the scope and capability of automation in knowledge work such as academic research. While promising for augmenting cognition and streamlining processes, AI-assisted research tools may also…

Human-Computer Interaction · Computer Science 2025-04-22 Runlong Ye , Matthew Varona , Oliver Huang , Patrick Yung Kang Lee , Michael Liut , Carolina Nobre

Software Testing is a well-established area in software engineering, encompassing various techniques and methodologies to ensure the quality and reliability of software systems. However, with the advent of generative artificial intelligence…

Software Engineering · Computer Science 2023-09-18 Aldeida Aleti

[Context] AI assistants, like GitHub Copilot and Cursor, are transforming software engineering. While several studies highlight productivity improvements, their impact on maintainability requires further investigation. [Objective] This…

Software Engineering · Computer Science 2026-02-27 Markus Borg , Dave Hewett , Nadim Hagatulah , Noric Couderc , Emma Söderberg , Donald Graham , Uttam Kini , Dave Farley

This study aimed to explore the experiences, perceptions, knowledge, concerns, and intentions of Gen Z students with Gen X and Gen Y teachers regarding the use of generative AI (GenAI) in higher education. A sample of students and teachers…

Computers and Society · Computer Science 2023-05-05 Cecilia Ka Yuk Chan , Katherine K. W. Lee

Context. The last several years saw the emergence of AI assistants for code - multi-purpose AI-based helpers in software engineering. As they become omnipresent in all aspects of software development, it becomes critical to understand their…

Software Engineering · Computer Science 2024-11-08 Agnia Sergeyuk , Yaroslav Golubev , Timofey Bryksin , Iftekhar Ahmed

Despite widespread adoption, the impact of AI tools on software development in the wild remains understudied. We conduct a randomized controlled trial (RCT) to understand how AI tools at the February-June 2025 frontier affect the…

Artificial Intelligence · Computer Science 2025-07-28 Joel Becker , Nate Rush , Elizabeth Barnes , David Rein

This study investigated the students' perceptions of using Generative Artificial Intelligence (GenAI) in upper-secondary mathematics education. Data was collected from Finnish high school students to represent how key constructs of the…

Computers and Society · Computer Science 2025-04-17 Mika Setälä , Ville Heilala , Pieta Sikström , Tommi Kärkkäinen

This work takes a pedagogical lens to explore the implications of generative AI (GenAI) models and tools, such as ChatGPT and GitHub Copilot, in a semester-long 2nd-year undergraduate Software Engineering Team Project. Qualitative findings…

Software Engineering · Computer Science 2024-10-31 Ahmed Kharrufa , Sami Alghamdi , Abeer Aziz , Christopher Bull

While Generative AI (GenAI) rapidly integrated into higher education, existing research has primarily focused on regulating student use. As a result, student perspectives on faculty adoption of GenAI remained unexplored. In this study, we…

Computers and Society · Computer Science 2026-03-30 Jie Gao , Jiayi Zhang , Dan Chen

Graphical assets play an important role in the design and development of games. There is potential in the use of AI-driven generative tools, to aid in creating graphical assets, thus improving game design and development pipelines. However,…

Human-Computer Interaction · Computer Science 2026-03-06 Kaisei Fukaya , Damon Daylamani-Zad , Harry Agius

The integration of Artificial Intelligence (AI) into Integrated Development Environments (IDEs) is reshaping software development, fundamentally altering how developers interact with their tools. This shift marks the emergence of Human-AI…

Software Engineering · Computer Science 2026-01-16 Agnia Sergeyuk , Ilya Zakharov , Ekaterina Koshchenko , Maliheh Izadi