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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…

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

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…

Computers and Society · Computer Science 2025-08-08 Di Tong , Lingfei Wu , James Allen Evans

We investigate the impact of artificial intelligence (AI) adoption on skill requirements using 14 million online job vacancies from Chinese listed firms (2018-2022). Employing a novel Extreme Multi-Label Classification (XMLC) algorithm…

General Economics · Economics 2026-01-08 Hangyu Chen , Yongming Sun , Yiming Yuan

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…

General Economics · Economics 2020-01-10 Iftekhairul Islam , Fahad Shaon

The fast adoption of new technologies forces companies to continuously adapt their operations making it harder to predict workforce requirements. Several recent studies have attempted to predict the emergence of new roles and skills in the…

Artificial Intelligence · Computer Science 2023-10-30 Daniela Elia , Fang Chen , Didar Zowghi , Marian-Andrei Rizoiu

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…

General Economics · Economics 2021-08-12 Nikolas Dawson , Mary-Anne Williams , Marian-Andrei Rizoiu

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 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…

Computers and Society · Computer Science 2020-02-14 Subhro Das , Sebastian Steffen , Wyatt Clarke , Prabhat Reddy , Erik Brynjolfsson , Martin Fleming

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…

Computation and Language · Computer Science 2026-03-25 David Nordfors

This paper studies the extent to which the cyclicality of occupational mobility shapes that of aggregate unemployment and its duration distribution. We document the relation between workers' occupational mobility and unemployment duration…

General Economics · Economics 2023-04-04 Carlos Carrillo-Tudela , Ludo Visschers

From artificial intelligence to network security to hardware design, it is well-known that computing research drives many important technological and societal advancements. However, less is known about the long-term career paths of the…

Social and Information Networks · Computer Science 2018-05-28 Tara Safavi , Maryam Davoodi , Danai Koutra

The emergence of the modern gig economy introduces a new set of employment considerations for firms and laborers that include various trade-offs. With a game-theoretical approach, we examine the influences of technology, policy and markets…

Physics and Society · Physics 2021-03-25 Kevin Hu , Feng Fu

We focus on occupational diversity in platform-mediated work to advance conceptual and empirical insight into the occupationally embedded nature of platform labor. We pursue this focus in response to a prevailing tendency to treat platform…

Human-Computer Interaction · Computer Science 2026-04-07 Pyeonghwa Kim , Taylor Lewandowski , Michael Dunn , Steve Sawyer

The Online Labour Index (OLI) was launched in 2016 to measure the global utilisation of online freelance work at scale. Five years after its creation, the OLI has become a point of reference for scholars and policy experts investigating the…

General Economics · Economics 2021-06-22 Fabian Stephany , Otto Kässi , Uma Rani , Vili Lehdonvirta

China is the world's second largest economy. After four decades of economic miracles, China's economy is transitioning into an advanced, knowledge-based economy. Yet, we still lack a detailed understanding of the skills that underly the…

General Economics · Economics 2020-01-10 Weipan Xu , Xiaozhen Qin , Xun Li , Haohui"Caron" Chen , Morgan Frank , Alex Rutherford , Andrew Reeson , Iyad Rahwan

Categorization is an essential component for us to understand the world for ourselves and to communicate it collectively. It is therefore important to recognize that classification system are not necessarily static, especially for economic…

Social and Information Networks · Computer Science 2020-09-22 Jaehyuk Park , Morgan R. Frank , Lijun Sun , Hyejin Youn

This paper examines how digital transformation reshapes employment structures within Chinese listed firms, focusing on occupational functions and task intensity. Drawing on recruitment data classified under ISCO-08 and the Chinese Standard…

General Economics · Economics 2026-05-19 Yubo Cheng

The potential impact of automation on the labor market is a topic that has generated significant interest and concern amongst scholars, policymakers, and the broader public. A number of studies have estimated occupation-specific risk…

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

Generative AI is altering work processes, task composition, and organizational design, yet its effects on employment and the macroeconomy remain unresolved. In this review, we synthesize theory and empirical evidence at three levels. First,…

General Economics · Economics 2025-09-22 R. Maria del Rio-Chanona , Ekkehard Ernst , Rossana Merola , Daniel Samaan , Ole Teutloff
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