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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

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

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 is reshaping labor markets, yet we lack tools to systematically forecast its effects on employment. This paper introduces a benchmark for evaluating how well large language models (LLMs) can anticipate changes in job…

Computation and Language · Computer Science 2025-10-28 Sheri Osborn , Rohit Valecha , H. Raghav Rao , Dan Sass , Anthony Rios

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

Prior work has mapped which workplace tasks are exposed to AI, but less is known about whether workers perceive these tasks as meaningful or as busywork. We examined: (1) which dimensions of meaningful work do workers associate with tasks…

Computers and Society · Computer Science 2026-03-17 Jaspreet Ranjit , Ke Zhou , Swabha Swayamdipta , Daniele Quercia

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

This paper examines whether artificial intelligence (AI) acts as a substitute or complement to human labour, drawing on 12 million online job vacancies from the United States spanning 2018-2023. We adopt a two-pronged approach: first,…

General Economics · Economics 2025-02-27 Elina Mäkelä , Fabian Stephany

Artificial Intelligence with its multifaceted technologies and integral role in global production significantly impacts gender dynamics particularly in gendered labor. This paper emphasizes the need to explore AIs broader impacts on…

Computers and Society · Computer Science 2024-06-25 Satyam Mohla , Bishnupriya Bagh , Anupam Guha

Artificial Intelligence (AI) is increasingly used in hiring, with large language models (LLMs) having the potential to influence or even make hiring decisions. However, this raises pressing concerns about bias, fairness, and trust,…

Computers and Society · Computer Science 2025-08-26 Pooja S. B. Rao , Laxminarayen Nagarajan Venkatesan , Mauro Cherubini , Dinesh Babu Jayagopi

Large Language Model (LLM)-based generative AI systems, such as ChatGPT, demonstrate zero-shot learning capabilities across a wide range of downstream tasks. Owing to their general-purpose nature and potential to augment or even automate…

Artificial Intelligence · Computer Science 2025-06-19 Jin Liu , Xingchen Xu , Xi Nan , Yongjun Li , Yong Tan

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

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

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

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

The proliferation of Artificial Intelligence (AI) in workplaces stands to change the way humans work, with job satisfaction intrinsically linked to work life. Existing research on human-AI collaboration tends to prioritize performance over…

Artificial Intelligence · Computer Science 2024-06-24 Kuntal Ghosh , Shadan Sadeghian

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

Generative artificial intelligence (AI), particularly large language models (LLMs), is being rapidly deployed in recruitment and for candidate shortlisting. We audit several mid-sized open-source LLMs for gender bias using a dataset of…

General Economics · Economics 2025-05-01 Sugat Chaturvedi , Rochana Chaturvedi

As artificial intelligence (AI) tools become widely adopted, large language models (LLMs) are increasingly involved on both sides of decision-making processes, ranging from hiring to content moderation. This dual adoption raises a critical…

Computers and Society · Computer Science 2026-02-10 Jiannan Xu , Gujie Li , Jane Yi Jiang

The rapid expansion of generative artificial intelligence (AI) is transforming work, creativity, and economic security in ways that extend beyond automation and productivity. This paper examines four interconnected dimensions of…

Computers and Society · Computer Science 2026-01-22 Haocheng Lin
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