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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

Automation affects the labour content of work differently across different contexts. Yet, most existing exposure measures assign fixed scores to tasks or occupations, limiting comparisons of automation exposure across countries. We develop…

综合经济学 · 经济学 2026-05-19 Prashant Garg , Tommaso Crosta , Jasmin Baier

Occupational mobility is an emergent strategy to cope with technological unemployment by facilitating efficient labor redeployment. However, previous studies analyzing networks show that the boundaries to smooth mobility are constrained by…

物理与社会 · 物理学 2024-11-07 Soohyoung Lee , Dawoon Jeong , Jeong-Dong Lee

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

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

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…

综合经济学 · 经济学 2024-04-10 Pelin Ozgul , Marie-Christine Fregin , Michael Stops , Simon Janssen , Mark Levels

Two distinct trends can prove the existence of technological unemployment in the US. First, there are more open jobs than the number of unemployed persons looking for a job, and second, the shift of the Beveridge curve. There have been many…

综合经济学 · 经济学 2020-01-10 Iftekhairul Islam , Fahad Shaon

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

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…

综合经济学 · 经济学 2026-04-01 Wensu Li , Atin Aboutorabi , Harry Lyu , Kaizhi Qian , Martin Fleming , Brian C. Goehring , Neil Thompson

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…

人工智能 · 计算机科学 2025-12-23 Kiran Tomlinson , Sonia Jaffe , Will Wang , Scott Counts , Siddharth Suri

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 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

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

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…

计算机与社会 · 计算机科学 2026-01-30 Ahmed Dawoud , Sondos Samir , Youssef Nasr , Ahmed Habashy , Aya Saleh , Mahmoud Mohamed , Osama El-Shamy

The labor market is constantly evolving. Occupations are changing, being added, or disappearing to fit the needs of today's market. In recent years the pace of this change has accelerated, due to factors such as globalization, digitization,…

信息检索 · 计算机科学 2021-09-07 Maurits de Groot , Jelle Schutte , David Graus

The recent wave of AI and automation has been argued to differ from previous General Purpose Technologies (GPTs), in that it may lead to rapid change in occupations' underlying task requirements and persistent technological unemployment. In…

计算机与社会 · 计算机科学 2020-02-14 Subhro Das , Sebastian Steffen , Wyatt Clarke , Prabhat Reddy , Erik Brynjolfsson , Martin Fleming

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

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…

综合经济学 · 经济学 2025-10-16 Jacob Schaal

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,…

人机交互 · 计算机科学 2024-10-01 Ben Armstrong , Valerie K. Chen , Alex Cuellar , Alexandra Forsey-Smerek , Julie A. Shah

The advance towards higher levels of automation within the field of automated driving is accompanied by increasing requirements for the operational safety of vehicles. Induced by the limitation of computational resources, trade-offs between…

机器人学 · 计算机科学 2023-02-15 Matti Henning , Jan Strohbeck , Michael Buchholz , Klaus Dietmayer
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