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Related papers: Global Automation Atlas

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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

Technological change can have profound impacts on the labor market. Decades of research have made it clear that technological change produces winners and losers. Machines can replace some types of work that humans do, while new technologies…

General Economics · Economics 2025-04-11 Janneke Pieters , Ana Kujundzic , Rulof Burger , Joel Gondwe

This study examines the relationship between automation and income inequality across different countries, taking into account the varying levels of technological adoption and labor market institutions. The research employs a panel data…

General Economics · Economics 2023-04-18 Asuna Gilfoyle

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

This paper develops a theory-driven automation exposure index based on Moravec's Paradox. Scoring 19,000 O*NET tasks on performance variance, tacit knowledge, data abundance, and algorithmic gaps reveals that management, STEM, and sciences…

General Economics · Economics 2025-10-16 Jacob Schaal

Labor plays a major, albeit largely unrecognized role in the development of artificial intelligence. Machine learning algorithms are predicated on data-intensive processes that rely on humans to execute repetitive and difficult-to-automate,…

Computers and Society · Computer Science 2025-11-03 Antonio A. Casilli , Paola Tubaro , Maxime Cornet , Clément Le Ludec , Juana Torres-Cierpe , Matheus Viana Braz

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

How many workers displaced by automation can realistically transition to safer jobs? We answer this using a validated knowledge graph of 9,978 Egyptian job postings, 19,766 skill activities, and 84,346 job-skill relationships (0.74% error…

Computers and Society · Computer Science 2026-01-30 Ahmed Dawoud , Sondos Samir , Youssef Nasr , Ahmed Habashy , Aya Saleh , Mahmoud Mohamed , Osama El-Shamy

This study examines who adopts generative AI and whether early adoption has begun to reshape the task content of jobs across 35 European countries. Adoption ranges from under 3% to 25%. Occupational exposure strongly predicts uptake, but AI…

General Economics · Economics 2026-04-30 Golo Henseke

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…

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

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 paper examines labor market polarization through a comparative analysis of skill-based employment and wage distributions in India and the United States during 2018-2023, with particular attention to differential automation risks and AI…

General Economics · Economics 2025-02-14 Venkat Ram Reddy Ganuthula , Krishna Kumar Balaraman

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

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

Building on the task-based approach to labour markets, we develop the Generative AI Susceptibility Index (GAISI), a job-level measure of UK exposure to large language models (LLMs). Drawing on Eloundou et al. (2024), we use LLMs as…

General Economics · Economics 2026-04-21 Golo Henseke , Rhys Davies , Alan Felstead , Duncan Gallie , Francis Green , Ying Zhou

As Large Language Models reshape the global labor market, policymakers and workers need empirical data on which occupational skills may be most susceptible to automation. We present the Skill Automation Feasibility Index (SAFI),…

Computation and Language · Computer Science 2026-04-09 Rudra Jadhav , Janhavi Danve

An increasingly large number of experiments study the labor productivity effects of automation technologies such as generative algorithms. A popular question in these experiments relates to inequality: does the technology increase output…

General Economics · Economics 2025-10-30 Seth Benzell , Kyle Myers

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…

Common narratives about automation often pit new technologies against workers. The introduction of advanced machine tools, industrial robots, and AI have all been met with concern that technological progress will mean fewer jobs. However,…

Human-Computer Interaction · Computer Science 2024-10-01 Ben Armstrong , Valerie K. Chen , Alex Cuellar , Alexandra Forsey-Smerek , Julie A. Shah
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