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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

This study investigates how artificial intelligence (AI) influences various online labor markets (OLMs) over time. Employing the Difference-in-Differences method, we discovered two distinct scenarios following ChatGPT's launch: displacement…

Artificial Intelligence · Computer Science 2025-12-15 Dandan Qiao , Huaxia Rui , Qian Xiong

Public debate links worsening job prospects for AI-exposed occupations to the release of ChatGPT in late 2022. Using monthly U.S. unemployment insurance records, we measure occupation- and location-specific unemployment risk and find that…

General Economics · Economics 2026-01-07 Morgan R. Frank , Alireza Javadian Sabet , Lisa Simon , Sarah H. Bana , Renzhe Yu

The rapid advancement of Generative AI (Gen AI) technologies, particularly tools like ChatGPT, is significantly impacting the labor market by reshaping job roles and skill requirements. This study examines the demand for ChatGPT-related…

Computers and Society · Computer Science 2024-12-11 Mahdi Ahmadi , Neda Khosh Kheslat , Adebola Akintomide

Public product launches in Artificial Intelligence can serve as focusing events for collective attention, surfacing how societies react to technological change. Social media provide a window into the sensemaking around these events,…

Computers and Society · Computer Science 2026-03-31 Adrian Rauchfleisch , Joshua Philip Suarez , Nikka Marie Sales , Andreas Jungherr

Generative AI has the potential to transform how firms produce output. Yet, credible evidence on how AI is actually substituting for human labor remains limited. In this paper, we study firm-level substitution between contracted online…

General Economics · Economics 2026-02-03 Ryan Stevens

Freelance workers must continually acquire new skills to remain competitive in online labor markets, yet they lack the organizational training, mentorship, and infrastructure available to traditional employees. Generative AI-powered tools…

Human-Computer Interaction · Computer Science 2026-05-01 Kashif Imteyaz , Isabel Lopez , Nakul Rajpal , Hunjun Shin , Saiph Savage

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

Large Language Models have spread rapidly since the release of ChatGPT in late 2022, accompanied by claims of major productivity gains but also concerns about job displacement. This paper examines the short-run labor market effects of LLM…

General Economics · Economics 2025-09-22 Danqing Chen , Carina Kane , Austin Kozlowski , Nadav Kunievsky , James A. Evans

This paper illustrates how generative AI could give opportunities for big productivity gains but also opens up questions about the impact of these new powerful technologies on the way we work and share knowledge. More specifically, we…

General Economics · Economics 2023-08-25 Quentin Gallea

Large language models (LLMs) like ChatGPT have significantly lowered the cost of producing written content. This paper studies how LLMs, through lowering writing costs, disrupt markets that traditionally relied on writing as a costly signal…

General Economics · Economics 2025-11-13 Anais Galdin , Jesse Silbert

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

Generative AI models continue to become more powerful. The launch of ChatGPT in November 2022 has ushered in a new era of AI. ChatGPT and other similar chatbots have a range of capabilities, from answering student homework questions to…

Computers and Society · Computer Science 2023-06-14 Yanchen Wang , Lisa Singh

Since the COVID-19 pandemic, freelancing platforms have experienced significant growth in both worker registrations and job postings. However, the rise of generative AI (GenAI) technologies has raised questions about how it affect the job…

Computational Engineering, Finance, and Science · Computer Science 2025-12-03 Yiming Zhu , Gareth Tyson , Pan Hui

Upon its release in late 2022, ChatGPT has brought a seismic shift in the entire landscape of AI, both in research and commerce. Through instruction-tuning a large language model (LLM) with supervised fine-tuning and reinforcement learning…

Computation and Language · Computer Science 2024-01-17 Hailin Chen , Fangkai Jiao , Xingxuan Li , Chengwei Qin , Mathieu Ravaut , Ruochen Zhao , Caiming Xiong , Shafiq Joty

As part of a broader look at the impact of generative AI, this study investigated the emotional responses of journalists to the release of ChatGPT at the time of its launch. By analyzing nearly 1 million Tweets from journalists at major…

Computational Complexity · Computer Science 2024-09-16 Seth C. Lewis , David M. Markowitz , Jon Benedik Bunquin

The exponential growth in user acquisition and popularity of OpenAIs ChatGPT, an artificial intelligence(AI) powered chatbot, was accompanied by widespread mainstream media coverage. This article presents a quantitative data analysis of the…

Computers and Society · Computer Science 2023-08-07 Maya Karanouh

We study how Generative AI (GenAI) adoption is reshaping work. While prior studies show that GenAI enhances role-level productivity and task composition, its influence on skills - the fundamental enablers of task execution, and the ultimate…

General Economics · Economics 2025-06-17 Piyush Gulati , Arianna Marchetti , Phanish Puranam , Victoria Sevcenko

Large language models like ChatGPT efficiently provide users with information about various topics, presenting a potential substitute for searching the web and asking people for help online. But since users interact privately with the…

Social and Information Networks · Computer Science 2025-02-11 Maria del Rio-Chanona , Nadzeya Laurentsyeva , Johannes Wachs

The widespread availability of large language models (LLMs) has changed how students engage with coding and problem-solving. While these tools may increase student productivity, they also make it more difficult for instructors to assess…

Software Engineering · Computer Science 2026-01-23 Yufan Zhang , Jaromir Savelka , Seth Copen Goldstein , Michael Conway
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