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The rapid rise of AI is poised to disrupt the labor market. However, AI is not a monolith; its impact depends on both the nature of the innovation and the jobs it affects. While computational approaches are emerging, there is no consensus…

Computers and Society · Computer Science 2025-07-16 Munjung Kim , Marios Constantinides , Sanja Šćepanović , Yong-Yeol Ahn , Daniele Quercia

This study investigates the labor market consequences of AI by analyzing near real-time changes in employment status and work hours across occupations in relation to advances in AI capabilities. We construct a dynamic Occupational AI…

General Economics · Economics 2025-07-14 Jacob Dominski , Yong Suk Lee

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 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

Artificial intelligence (AI) is poised to profoundly reshape how work is executed and organized, but we do not yet have deep frameworks for understanding where AI can be used. Here we provide a comprehensive ontology of work activities that…

Artificial Intelligence · Computer Science 2026-03-24 Alice Cai , Iman YeckehZaare , Shuo Sun , Vasiliki Charisi , Xinru Wang , Aiman Imran , Robert Laubacher , Alok Prakash , Thomas W. Malone

Artificial Intelligence (AI) will change human work by taking over specific job tasks, but there is a debate which tasks are susceptible to automation, and whether AI will augment or replace workers and affect wages. By combining data on…

General Economics · Economics 2024-04-10 Pelin Ozgul , Marie-Christine Fregin , Michael Stops , Simon Janssen , Mark Levels

The ongoing artificial intelligence (AI) revolution has the potential to change almost every line of work. As AI capabilities continue to improve in accuracy, robustness, and reach, AI may outperform and even replace human experts across…

Digital Libraries · Computer Science 2024-06-04 Jian Gao , Dashun Wang

Is artificial intelligence (AI) disrupting jobs and creating unemployment? Despite many attempts to quantify occupations' exposure to AI, inconsistent validation obfuscates the relative benefits of each approach. A lack of disaggregated…

Computers and Society · Computer Science 2023-08-08 Morgan Frank , Yong-Yeol Ahn , Esteban Moro

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

The proliferation of Artificial Intelligence (AI) in workplaces is transforming how we work. While existing research on human-AI collaboration at work often prioritizes performance, less is known about their experiential outcomes. Through…

Human-Computer Interaction · Computer Science 2026-05-28 Kuntal Ghosh , Marc Hassenzahl , Shadan Sadeghian

This study investigates the impact of artificial intelligence (AI) adoption on job loss rates using the Global AI Content Impact Dataset (2020--2025). The panel comprises 200 industry-country-year observations across Australia, China,…

General Economics · Economics 2025-09-22 Yunqi Liu

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

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

Artificial Intelligence is reshaping America's \$9.4 trillion labor market, with cascading effects that extend far beyond visible technology sectors. When AI transforms quality control tasks in automotive plants, consequences spread through…

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…

Which jobs can AI learn to do? We examine this for every occupation in the US economy. Existing indices measure the overlap between AI capabilities and occupational tasks rather than which tasks AI systems can learn to perform, and as a…

General Economics · Economics 2026-05-05 Philip Moreira Tomei , Bouke Klein Teeselink

The integration of artificial intelligence (AI) into the workplace is advancing rapidly, necessitating robust metrics to evaluate its tangible impact on the labour market. Existing measures of AI occupational exposure largely focus on AI's…

This systematic literature review aims to investigate the impact of artificial intelligence (AI) on the labour force in software engineering, with a particular focus on the skills needed for future software engineers, the impact of AI on…

Software Engineering · Computer Science 2023-02-28 Sabina-Cristiana Necula

As artificial intelligence increasingly influences our world, it becomes crucial to assess its technical progress and societal impact. This paper surveys problems and opportunities in the measurement of AI systems and their impact, based on…

Computers and Society · Computer Science 2020-09-22 Saurabh Mishra , Jack Clark , C. Raymond Perrault
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