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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…

综合经济学 · 经济学 2025-07-14 Jacob Dominski , Yong Suk Lee

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…

计算机与社会 · 计算机科学 2026-04-07 Shuyao Gao , Minghao Huang

The uniqueness of human labour is at question in times of smart technologies. The 250 years-old discussion on technological unemployment reawakens. Prominently, Frey and Osborne (2017) estimated that half of US employment will be automated…

综合经济学 · 经济学 2021-04-29 Fabian Stephany , Hanno Lorenz

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…

计算机与社会 · 计算机科学 2023-08-08 Morgan Frank , Yong-Yeol Ahn , Esteban Moro

There is significant concern that technological advances, especially in Robotics and Artificial Intelligence (AI), could lead to high levels of unemployment in the coming decades. Studies have estimated that around half of all current jobs…

人工智能 · 计算机科学 2017-06-22 Toby Walsh

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…

计算机与社会 · 计算机科学 2022-09-07 Dawei Xu , Haoran Yang , Marian-Andrei Rizoiu , Guandong Xu

This paper develops a sufficient-statistic formula for the unemployment gap -- the difference between the actual unemployment rate and the efficient unemployment rate. While lowering unemployment puts more people into work, it forces firms…

综合经济学 · 经济学 2021-12-03 Pascal Michaillat , Emmanuel Saez

Job security can never be taken for granted, especially in times of rapid, widespread and unexpected social and economic change. These changes can force workers to transition to new jobs. This may be because new technologies emerge or…

综合经济学 · 经济学 2021-08-12 Nikolas Dawson , Mary-Anne Williams , Marian-Andrei Rizoiu

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…

计算机与社会 · 计算机科学 2026-01-08 Emilio Colombo , Fabio Mercorio , Mario Mezzanzanica , Antonio Serino

This paper explores the evolution of occupations within the context of industry and technology life cycles, highlighting the critical yet underexplored intersection between occupational trends and broader economic dynamics. Introducing the…

计算机与社会 · 计算机科学 2024-06-25 Lan Chen , Yufei Ji , Xichen Yao , Hengshu Zhu

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…

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…

计算机与社会 · 计算机科学 2025-07-16 Munjung Kim , Marios Constantinides , Sanja Šćepanović , Yong-Yeol Ahn , Daniele Quercia

Occupations form and evolve faster than classification systems can track. We propose that a genuine occupation is a self-reinforcing structure (a bipartite co-attractor) in which a shared professional vocabulary makes practitioners cohesive…

计算与语言 · 计算机科学 2026-03-25 David Nordfors

This paper develops a new framework to analyze the incidence of labor market shocks, focusing on automation and artificial intelligence. Central to our theory is the distance-dependent elasticity of substitution (DIDES), where worker…

综合经济学 · 经济学 2025-11-04 Tianyu Fan

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,…

计算机与社会 · 计算机科学 2021-11-09 Benjamin Meindl , Morgan R. Frank , Joana Mendonça

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…

综合经济学 · 经济学 2025-04-11 Janneke Pieters , Ana Kujundzic , Rulof Burger , Joel Gondwe

Skill shortages are a drain on society. They hamper economic opportunities for individuals, slow growth for firms, and impede labor productivity in aggregate. Therefore, the ability to understand and predict skill shortages in advance is…

综合经济学 · 经济学 2021-02-05 Nik Dawson , Marian-Andrei Rizoiu , Benjamin Johnston , Mary-Anne Williams

Substantial scholarship has estimated the susceptibility of jobs to automation, but little has examined how job contents evolve in the information age as new technologies substitute for tasks, shifting required skills rather than…

计算机与社会 · 计算机科学 2025-08-08 Di Tong , Lingfei Wu , James Allen Evans

An occupation is comprised of interconnected tasks, and it is these tasks, not occupations themselves, that are affected by AI. To evaluate how tasks may be impacted, previous approaches utilized manual annotations or coarse-grained…

计算机与社会 · 计算机科学 2024-07-31 Ali Akbar Septiandri , Marios Constantinides , Daniele Quercia

The Fourth Industrial Revolution commonly refers to the accelerating technological transformation that has been taking place in the 21st century. Economic growth theories which treat the accumulation of knowledge and its effect on…

理论经济学 · 经济学 2025-12-23 Georgios A. Tritsaris
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