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Concerns about how workers are perceived can deter effective collaboration with artificial intelligence (AI). In a field experiment on a large online labor market, I hired 450 U.S.-based remote workers to complete an image-categorization…

General Economics · Economics 2025-11-25 David Almog

AI-powered coding assistants can support students in programming courses by providing on-demand explanations and debugging help. However, existing research often focuses on individual tools, leaving a gap in evidence-based design…

Human-Computer Interaction · Computer Science 2026-03-25 Boxuan Ma , Yinjie Xie , Huiyong Li , Gen Li , Li Chen , Atsushi Shimada , Shin'Ichi Konomi

Generative AI's novel capacities raise questions about the future role of human expertise: does AI level the playing field between professional artists and laypeople, or does expertise enhance AI use? Do the cognitive skills experts make…

Human-Computer Interaction · Computer Science 2026-05-29 Thomas F. Eisenmann , Andres Karjus , Mar Canet Sola , Levin Brinkmann , Bramantyo Ibrahim Supriyatno , Iyad Rahwan

We investigate whether and why people might adjust compensation for workers who use AI tools. Across 13 studies (N = 4,956), participants consistently lowered compensation for workers who used AI compared to those who did not. This "AI…

General Economics · Economics 2026-03-06 Jin Kim , Shane Schweitzer , David De Cremer , Christoph Riedl

The rapid integration of artificial intelligence (AI) in education requires teachers to develop AI competencies while preparing students for a society influenced by AI. This study evaluates the impact of an online teacher training program…

Computers and Society · Computer Science 2025-07-08 Julia Lademann , Jannik Henze , Nadine Honke , Caroline Wollny , Sebastian Becker-Genschow

What looks like acceleration can be a quiet transfer of burden from the present to the future. Attempts to replace human labor with AI systems are often presented as rational responses to technological progress, but that view is often…

Computers and Society · Computer Science 2026-05-28 Wolfgang Rohde

Human-AI collaboration increasingly drives decision-making across industries, from medical diagnosis to content moderation. While AI systems promise efficiency gains by providing automated suggestions for human review, these workflows can…

Human-Computer Interaction · Computer Science 2025-09-11 Jacob Beck , Stephanie Eckman , Christoph Kern , Frauke Kreuter

Artificial Intelligence (AI) has become a ubiquitous part of society, but a key challenge exists in ensuring that humans are equipped with the required critical thinking and AI literacy skills to interact with machines effectively by…

Human-Computer Interaction · Computer Science 2024-04-11 Antonette Shibani , Simon Knight , Kirsty Kitto , Ajanie Karunanayake , Simon Buckingham Shum

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

While recent research has explored AI tools' ability to classify the quality of mathematical tasks (arXiv:2603.03512), little is known about their capacity to increase the quality of existing tasks. This study investigated whether AI tools…

Artificial Intelligence · Computer Science 2026-04-15 Danielle S. Fox , Brenda L. Robles , Elizabeth DiPietro Brovey , Christian D. Schunn

Generative artificial intelligence (AI) is increasingly being integrated into education, where it can boost learners' performance. However, these uses do not promote the deep cognitive and metacognitive processing that are required for…

Machine Learning · Computer Science 2026-05-14 Lixiang Yan , Samuel Greiff , Jason M. Lodge , Dragan Gašević

Recent AI code assistants have significantly improved their ability to process more complex contexts and generate entire codebases based on a textual description, compared to the popular snippet-level generation. These codebase AI…

Software Engineering · Computer Science 2025-08-12 Philipp Eibl , Sadra Sabouri , Souti Chattopadhyay

Our study examines how generative AI (GenAI) influences performance, creative self-efficacy, and cognitive load in architectural conceptual design tasks. Thirty-six student participants from Architectural Engineering and other disciplines…

Artificial Intelligence · Computer Science 2026-01-16 Han Jiang , Yao Xiao , Rachel Hurley , Shichao Liu

Artificial Intelligence has demonstrated its significance in software engineering through notable improvements in productivity, accuracy, collaboration, and learning outcomes. This study examines the impact of generative AI tools,…

Software Engineering · Computer Science 2024-02-23 Muhammad Waseem , Teerath Das , Aakash Ahmad , Peng Liang , Mahdi Fehmideh , Tommi Mikkonen

The ubiquity of technologies like ChatGPT has raised concerns about their impact on student writing, particularly regarding reduced learner agency and superficial engagement with content. While standalone chat-based LLMs often produce…

Human-Computer Interaction · Computer Science 2025-06-26 Momin N. Siddiqui , Roy Pea , Hari Subramonyam

How do students develop AI literacy through everyday practice rather than formal instruction? While normative AI literacy frameworks proliferate, empirical understanding of how students actually learn to work with generative AI remains…

Human-Computer Interaction · Computer Science 2026-01-29 Tawfiq Ammari , Meilun Chen , S M Mehedi Zaman , Kiran Garimella

The growing adoption of generative AI in education highlights the need to integrate established pedagogical principles into AI-assisted learning environments. This study investigates the potential of metacognitive theory to inform…

Computers and Society · Computer Science 2025-09-04 Tung Phung , Heeryung Choi , Mengyan Wu , Adish Singla , Christopher Brooks

Artificial intelligence (AI) is reshaping the labor market by changing the task content of occupations. This study investigates the impact of AI development on the emergence of new work, employment, and wages in the United States from 2015…

General Economics · Economics 2025-03-26 David Marguerit

With the continuous development of technological and educational innovation, learners nowadays can obtain a variety of support from agents such as teachers, peers, education technologies, and recently, generative artificial intelligence…

Artificial Intelligence · Computer Science 2024-12-13 Yizhou Fan , Luzhen Tang , Huixiao Le , Kejie Shen , Shufang Tan , Yueying Zhao , Yuan Shen , Xinyu Li , Dragan Gašević

The rise of Artificial Intelligence (AI) will bring with it an ever-increasing willingness to cede decision-making to machines. But rather than just giving machines the power to make decisions that affect us, we need ways to work…

Computers and Society · Computer Science 2020-12-14 Elisa Bertino , Finale Doshi-Velez , Maria Gini , Daniel Lopresti , David Parkes