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Prior work has mapped which workplace tasks are exposed to AI, but less is known about whether workers perceive these tasks as meaningful or as busywork. We examined: (1) which dimensions of meaningful work do workers associate with tasks…

Computers and Society · Computer Science 2026-03-17 Jaspreet Ranjit , Ke Zhou , Swabha Swayamdipta , Daniele Quercia

Artificial Intelligence (AI) is increasingly employed in various decision-making tasks, typically as a Recommender, providing recommendations that the AI deems correct. However, recent studies suggest this may diminish human analytical…

Human-Computer Interaction · Computer Science 2024-03-05 Shuai Ma , Chenyi Zhang , Xinru Wang , Xiaojuan Ma , Ming Yin

The recent successes of AI have captured the wildest imagination of both the scientific communities and the general public. Robotics and AI amplify human potentials, increase productivity and are moving from simple reasoning towards…

Artificial Intelligence · Computer Science 2020-08-07 Javier Andreu-Perez , Fani Deligianni , Daniele Ravi , Guang-Zhong Yang

This paper explores the potential of artificial intelligence (AI) in higher education, specifically its capacity to replace or assist human teachers. By reviewing relevant literature and analysing survey data from students and teachers, the…

Computers and Society · Computer Science 2026-02-17 Cecilia Ka Yuk Chan , Louisa H. Y. Tsi

Artificial intelligence is simultaneously transforming the production function of human capital in schools and the return to skills in the labor market. We develop a theoretical model to analyze the potential for misallocation when these…

General Economics · Economics 2025-12-01 Andrew J. Peterson

Feedback from artificial intelligence (AI) is increasingly easy to access and research has already established that people learn from it. But individuals choose when and how to seek such feedback, and more engaged and motivated individuals…

General Economics · Economics 2026-04-22 Christoph Riedl , Eric Bogert

The rapid advancement of Generative AI (Gen AI) technologies, particularly tools like ChatGPT, is significantly impacting the labor market by reshaping job roles and skill requirements. This study examines the demand for ChatGPT-related…

Computers and Society · Computer Science 2024-12-11 Mahdi Ahmadi , Neda Khosh Kheslat , Adebola Akintomide

As artificial intelligence (AI) technologies, including generative AI, continue to evolve, concerns have arisen about over-reliance on AI, which may lead to human deskilling and diminished cognitive engagement. Over-reliance on AI can also…

Human-Computer Interaction · Computer Science 2024-09-20 Koji Yatani , Zefan Sramek , Chi-Lan Yang

With generative AI emerging as a general-purpose technology, understanding its economic effects is among society's most pressing questions. Existing studies of AI impact have largely relied on predictions of AI capabilities or focused…

Artificial Intelligence · Computer Science 2025-12-23 Kiran Tomlinson , Sonia Jaffe , Will Wang , Scott Counts , Siddharth Suri

Inspired by the increasing use of AI to augment humans, researchers have studied human-AI systems involving different tasks, systems, and populations. Despite such a large body of work, we lack a broad conceptual understanding of when…

Human-Computer Interaction · Computer Science 2024-10-30 Michelle Vaccaro , Abdullah Almaatouq , Thomas Malone

Artificial intelligence (AI) tools such as large language models (LLMs) are already altering student learning. Unlike previous technologies, LLMs can independently solve problems regardless of student understanding, yet are not always…

Theoretical Economics · Economics 2025-09-04 Eric Gao

Experimental evidence confirms that AI tools raise worker productivity, but also that sustained use can erode the expertise on which those gains depend. We develop a dynamic model in which a decision-maker chooses AI usage intensity for a…

Human-Computer Interaction · Computer Science 2026-05-22 Michael Caosun , Sinan Aral

AI and related technologies are reshaping jobs and tasks, either by automating or augmenting human skills in the workplace. Many researchers have been working on estimating if and to what extent jobs and tasks are exposed to the risk of…

Computers and Society · Computer Science 2026-01-08 Emilio Colombo , Fabio Mercorio , Mario Mezzanzanica , Antonio Serino

The deployment of Large Language Models (LLMs) has ignited concerns about technological unemployment. Existing task-based evaluations predominantly measure theoretical "exposure" to AI capabilities, ignoring critical frictions of real-world…

Computers and Society · Computer Science 2026-04-07 Shuyao Gao , Minghao Huang

This paper develops a unified framework for evaluating the optimal degree of task automation. Moving beyond binary automate-or-not assessments, we model automation intensity as a continuous choice in which firms minimize costs by selecting…

General Economics · Economics 2026-04-01 Wensu Li , Atin Aboutorabi , Harry Lyu , Kaizhi Qian , Martin Fleming , Brian C. Goehring , Neil Thompson

We formalize a macro-financial stress test for rapid AI adoption. Rather than a productivity bust or existential risk, we identify a distribution-and-contract mismatch: AI-generated abundance coexists with demand deficiency because economic…

Artificial Intelligence · Computer Science 2026-03-11 Xupeng Chen

Despite widespread speculation about artificial intelligence's impact on the future of work, we lack systematic empirical evidence about how these systems are actually being used for different tasks. Here, we present a novel framework for…

People are increasingly turning to AI assistance for simple tasks, e.g., arithmetic, spell-check, and answering simple questions. But does AI assistance actually save users time and effort? We investigate people's propensity to use AI for…

Computers and Society · Computer Science 2026-05-22 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

University students and working professionals are increasingly encountering generative artificial intelligence (AI) in education and practice, yet their approaches and outcomes differ markedly. This paper proposes an academic study…

Computers and Society · Computer Science 2025-07-30 Koffka Khan

The accelerating pace of developments in Artificial Intelligence~(AI) and the increasing role that technology plays in society necessitates substantial changes in the structure of the workforce. Besides scientists and engineers, there is a…

Computers and Society · Computer Science 2025-01-22 Jaromir Savelka , Can Kultur , Arav Agarwal , Christopher Bogart , Heather Burte , Adam Zhang , Majd Sakr