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200 papers

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

Occupational data mining and analysis is an important task in understanding today's industry and job market. Various machine learning techniques are proposed and gradually deployed to improve companies' operations for upstream tasks, such…

Computation and Language · Computer Science 2020-04-28 Junhua Liu , Yung Chuen Ng , Kristin L. Wood , Kwan Hui Lim

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…

General Economics · Economics 2021-04-29 Fabian Stephany , Hanno Lorenz

This paper explores the potential impacts of large language models (LLMs) on the Chinese labor market. We analyze occupational exposure to LLM capabilities by incorporating human expertise and LLM classifications, following the methodology…

General Economics · Economics 2025-05-06 Qin Chen , Jinfeng Ge , Huaqing Xie , Xingcheng Xu , Yanqing Yang

In this paper we conduct a longitudinal analysis of the structure of labour markets in the US over 7 decades of technological, economic and policy change. We make use of network science, natural language processing and machine learning to…

Computers and Society · Computer Science 2022-04-15 Shahad Althobaiti , Ahmad Alabdulkareem , Judy Hanwen Shen , Iyad Rahwan , Morgan Frank , Esteban Moro , Alex Rutherford

This study investigates the structural embeddedness of skills in the division of labor. Drawing on O*NET data covering 120 skills across 872 U.S. occupations, we identify three skill communities: general, cognitive, and physical skills.…

Physics and Society · Physics 2025-06-17 Soohyoung Lee , Dawoon Jeong , Jeong-Dong Lee

In an era of rapid technological advancements and macroeconomic shifts, worker reallocation is necessary, yet responses to labor market shocks remain sluggish, making it crucial to identify bottlenecks in occupational transitions to…

General Economics · Economics 2024-11-18 Max Sina Knicker , Karl Naumann-Woleske , Michael Benzaquen

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…

Theoretical Economics · Economics 2025-12-23 Georgios A. Tritsaris

Understanding and forecasting the scene evolutions deeply affect the exploration and decision of embodied agents. While traditional methods simulate scene evolutions through trajectory prediction of potential instances, current works use…

Computer Vision and Pattern Recognition · Computer Science 2025-05-12 Zhang Zhang , Qiang Zhang , Wei Cui , Shuai Shi , Yijie Guo , Gang Han , Wen Zhao , Jingkai Sun , Jiahang Cao , Jiaxu Wang , Hao Cheng , Xiaozhu Ju , Zhengping Che , Renjing Xu , Jian Tang

As a phenomenal large language model, ChatGPT has achieved unparalleled success in various real-world tasks and increasingly plays an important role in our daily lives and work. However, extensive concerns are also raised about the…

Computers and Society · Computer Science 2023-11-07 Lan Chen , Xi Chen , Shiyu Wu , Yaqi Yang , Meng Chang , Hengshu Zhu

This paper investigates how generative-artificial intelligence AI is reshaping job requirements, skill compositions and sectoral dynamics across global labor markets. It examines the evolving frequency and framing of AI-related competencies…

Computers and Society · Computer Science 2026-05-05 Diana Maria Popa , Simona-Vasilica Oprea , Adela Bâra

Labor market institutions are central for modern economies, and their polices can directly affect unemployment rates and economic growth. At the individual level, unemployment often has a detrimental impact on people's well-being and…

Social and Information Networks · Computer Science 2016-09-07 Abdullah Almaatouq

Economic issues, such as inflation, energy costs, taxes, and interest rates, are a constant presence in our daily lives and have been exacerbated by global events such as pandemics, environmental disasters, and wars. A sustained history of…

Artificial Intelligence · Computer Science 2023-02-21 Abeer Abdullah Alaql , Fahad Alqurashi , Rashid Mehmood

This study introduces the AI-Accentuated Career Transitions framework, advancing beyond binary automation narratives to examine how distinct AI usage patterns reshape occupational mobility. Analyzing 545 occupations through multivariate…

General Economics · Economics 2025-05-14 Drake Mullens , Stella Shen

We present a large-scale analysis of career mobility of college-educated U.S. workers using online resume profiles to investigate how gender, race, and job change options are associated with upward mobility. This study addresses key…

Computers and Society · Computer Science 2025-12-16 Palakorn Achananuparp , Ye Xu , Yao Lu , Xavier Jayaraj Siddarth Ashok , Ee-Peng Lim

This article presents an analysis of China's economic evolution amidst demographic changes from 1990 to 2050, offering valuable insights for academia and policymakers. It uniquely intertwines various economic theories with empirical data,…

General Economics · Economics 2023-12-20 Yuxin Hu

There has been growing interest in utilizing occupational data mining and analysis. In today's job market, occupational data mining and analysis is growing in importance as it enables companies to predict employee turnover, model career…

Social and Information Networks · Computer Science 2020-05-07 Junhua Liu , Yung Chuen Ng , Kwan Hui Lim

Generative artificial intelligence (AI) is expected to transform work, but less is known about how firms reorganize labor demand as the technology diffuses. Existing research has largely focused on which occupations are exposed to AI or…

General Economics · Economics 2026-05-25 Fangyan Wang , Zaiyan Wei , Yang Wang

Emerging professions in fields like Artificial Intelligence (AI) and sustainability (green jobs) are experiencing labour shortages as industry demand outpaces labour supply. In this context, our study aims to understand whether employers…

General Economics · Economics 2024-11-07 Matthew Bone , Eugenia Ehlinger , Fabian Stephany

In this paper, we suggest a novel method to aid lifelong learners to access relevant OER based learning content to master skills demanded on the labour market. Our software prototype 1) applies Text Classification and Text Mining methods on…

Computers and Society · Computer Science 2020-05-22 Mohammadreza Tavakoli , Stefan T. Mol , Gábor Kismihók