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This chapter critiques the dominant reductionist approach in AI and work studies, which isolates tasks and skills as replaceable components. Instead, it advocates for a systemic perspective that emphasizes the interdependence of tasks,…

As a phenomenal large language model, ChatGPT has achieved unparalleled success in various real-world tasks and increasingly plays an important role in our daily lives and work. However, extensive concerns are also raised about the…

Computers and Society · Computer Science 2023-11-07 Lan Chen , Xi Chen , Shiyu Wu , Yaqi Yang , Meng Chang , Hengshu Zhu

The accelerating displacement of human labor by artificial intelligence (AI) and robotic systems represents a structural transformation whose societal consequences extend far beyond conventional labor market analysis. This paper presents a…

Computers and Society · Computer Science 2026-04-02 Richard J. Mitchell

We propose that AI automation is a continuum between: (i) crashing waves where AI capabilities surge abruptly over small sets of tasks, and (ii) rising tides where the increase in AI capabilities is more continuous and broad-based. We test…

Artificial Intelligence · Computer Science 2026-04-03 Matthias Mertens , Adam Kuzee , Brittany S. Harris , Harry Lyu , Wensu Li , Jonathan Rosenfeld , Meiri Anto , Martin Fleming , Neil Thompson

The U.S. Bureau of Labor Statistics projects that by the year 2029, the United States will lose a million jobs in the office and administrative support occupations because technology, automation, and artificial intelligence (AI) have the…

Computers and Society · Computer Science 2024-11-20 Priyadarshini R. Pennathur , Valerie Boksa , Arunkumar Pennathur , Andrew Kusiak , Beth Livingston

The rapid advances in automation technologies, such as artificial intelligence (AI) and robotics, pose an increasing risk of automation for occupations, with a likely significant impact on the labour market. Recent social-economic studies…

Computers and Society · Computer Science 2022-09-07 Dawei Xu , Haoran Yang , Marian-Andrei Rizoiu , Guandong Xu

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

The fourth industrial revolution (4IR) is likely to have a substantial impact on the economy. Companies need to build up capabilities to implement new technologies, and automation may make some occupations obsolete. However, where, when,…

Computers and Society · Computer Science 2021-11-09 Benjamin Meindl , Morgan R. Frank , Joana Mendonça

Current efforts in AI safety prioritize filtering harmful content, preventing manipulation of human behavior, and eliminating existential risks in cybersecurity or biosecurity. While pressing, this narrow focus overlooks critical…

Computers and Society · Computer Science 2025-07-14 Sanchaita Hazra , Bodhisattwa Prasad Majumder , Tuhin Chakrabarty

This paper extends the Acemoglu-Restrepo task exposure framework to address the labor market effects of agentic artificial intelligence systems: autonomous AI agents capable of completing entire occupational workflows rather than discrete…

Systems and Control · Electrical Eng. & Systems 2026-04-02 Ravish Gupta , Saket Kumar

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

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

An increasing number of news and research articles report that AI adoption is allowing professionals to blur and extend the boundaries of their corporate roles. With the goal of understanding how work processes might be changing in an…

Artificial Intelligence · Computer Science 2026-05-22 Stephanie Rosenthal , Shamsi Iqbal

This paper investigates the causal impact of negatively and positively toned ChatGPT Artificial Intelligence (AI) discussions on US students' anticipated labor market outcomes. Our findings reveal students reduce their confidence regarding…

General Economics · Economics 2023-08-03 Samir Huseynov

The adoption of generative artificial intelligence (AI) is predicted to lead to fundamental shifts in the labour market, resulting in displacement or augmentation of AI-exposed roles. To investigate the impact of AI across a large…

The rapid rise of compound AI systems (a.k.a., AI agents) is reshaping the labor market, raising concerns about job displacement, diminished human agency, and overreliance on automation. Yet, we lack a systematic understanding of the…

Computers and Society · Computer Science 2026-02-03 Yijia Shao , Humishka Zope , Yucheng Jiang , Jiaxin Pei , David Nguyen , Erik Brynjolfsson , Diyi Yang

This review seeks to present a comprehensive picture of recent discussions in the social sciences of the anticipated impact of AI on the world of work. Issues covered include technological unemployment, algorithmic management, platform work…

General Economics · Economics 2022-04-04 Jean-Philippe Deranty , Thomas Corbin

Work is fundamental to societal prosperity and mental health, providing financial security, identity, purpose, and social integration. The emergence of generative artificial intelligence (AI) has catalysed debate on job displacement. Some…

AI is transforming human labor at an unprecedented pace - improving 10$\times$ per year in training effectiveness. This paper analyzes how society can adapt to AI-driven human-labor automation (HLA), using Bernardi et al.'s societal…

Computers and Society · Computer Science 2025-01-07 Yuval Rymon

Artificial Intelligence's (AI) rapid development and growth not only transformed industries but also fired up important debates about its impacts on employment, resource allocation, and the ethics involved in decision-making. It serves to…

General Economics · Economics 2025-04-16 Mfon Akpan , Adeyemi Adebayo