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The present study focuses on persistence in research productivity over the course of an individual's entire scientific career. We track 'late-career' scientists - scientists with at least 25 years of publishing experience (N=320,564) - in…

Digital Libraries · Computer Science 2026-05-11 Marek Kwiek , Lukasz Szymula

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

Recent advancements in Large Language Models (LLMs) have significantly extended their capabilities, evolving from basic text generation to complex, human-like interactions. In light of the possibilities that LLMs could assume significant…

Artificial Intelligence · Computer Science 2024-07-12 Meng Hua , Yuan Cheng , Hengshu Zhu

There is a strong association between the quality of the writing in a resume for new labor market entrants and whether those entrants are ultimately hired. We show that this relationship is, at least partially, causal: a field experiment in…

General Economics · Economics 2023-01-20 Emma van Inwegen , Zanele Munyikwa , John J. Horton

Structural change consists of industrial diversification towards more productive, knowledge intensive activities. However, changes in the productive structure bear inherent links with job creation and income distribution. In this paper, we…

General Economics · Economics 2026-05-13 Bernardo Caldarola , Dario Mazzilli , Aurelio Patelli , Angelica Sbardella

Large Language Models (LLMs) are increasingly deployed in resume screening pipelines. Although explicit PII (e.g., names) is commonly redacted, resumes typically retain subtle sociocultural markers (languages, co-curricular activities,…

Computers and Society · Computer Science 2026-05-06 Bryan Chen Zhengyu Tan , Shaun Khoo , Bich Ngoc Doan , Zhengyuan Liu , Nancy F. Chen , Roy Ka-Wei Lee

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

Artificial intelligence (AI) signals the beginning of a revolutionary period where technological advancement and social change interact to completely reshape economies, work paradigms, and industries worldwide. This essay addresses the…

Computers and Society · Computer Science 2024-09-18 Murat Ozer , Yasin Kose , Goksel Kucukkaya , Assel Mukasheva , Kazim Ciris

In 1990, one in five U.S. workers were aged over 50 years whereas today it is one in three. One possible explanation for this is that occupations have become more accommodating to the preferences of older workers. We explore this by…

General Economics · Economics 2022-12-08 Daron Acemoglu , Nicolaj Søndergaard Mühlbach , Andrew J. Scott

Recent approaches in skill matching, employing synthetic training data for classification or similarity model training, have shown promising results, reducing the need for time-consuming and expensive annotations. However, previous…

Computation and Language · Computer Science 2024-02-06 Antoine Magron , Anna Dai , Mike Zhang , Syrielle Montariol , Antoine Bosselut

Software practitioners discuss problems at work with peers, in-person and online. These discussions can be technical (e.g., how to fix a bug?) and social (e.g., how to assign work fairly?). While there is a growing body of knowledge…

Software Engineering · Computer Science 2024-08-05 Emeralda Sesari , Federica Sarro , Ayushi Rastogi

Machine learning is traditionally studied at the model level: researchers measure and improve the accuracy, robustness, bias, efficiency, and other dimensions of specific models. In practice, the societal impact of machine learning is…

Machine Learning · Computer Science 2024-04-04 Connor Toups , Rishi Bommasani , Kathleen A. Creel , Sarah H. Bana , Dan Jurafsky , Percy Liang

As freelancing work keeps on growing almost everywhere due to a sharp decrease in communication costs and to the widespread of Internet-based labour marketplaces (e.g., guru.com, feelancer.com, mturk.com, upwork.com), many researchers and…

Computers and Society · Computer Science 2020-02-27 Giorgio Barnabò , Adriano Fazzone , Stefano Leonardi , Chris Schwiegelshohn

Purpose: The new competitive environment characterized by innovation and constant change is forcing a new organizational behavior. This requires a digital transformation of SMEs based on collective performance determinants. SMEs have…

General Economics · Economics 2024-06-05 Jose M Gonzalez-Varona , Adolfo Lopez-Paredes , David Poza , Fernando Acebes

This Work in Progress Research paper departs from the recent, turbulent changes in global societies, forcing many citizens to re-skill themselves to (re)gain employment. Learners therefore need to be equipped with skills to be autonomous…

Computers and Society · Computer Science 2020-06-02 Mohammadreza Tavakoli , Ali Faraji , Stefan T. Mol , Gábor Kismihók

Employment on a societal scale contributes heavily to national and global affairs; consequently, job openings and unemployment estimates provide important information to financial markets and governments alike. However, such reports often…

Computers and Society · Computer Science 2025-08-18 Karen S. Markel , Mihir Tale , Andrea Belz

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

In the article we describe an enhancement to the Demand for Labour (DL) survey conducted by Statistics Poland, which involves the inclusion of skills obtained from online job advertisements. The main goal is to provide estimates of the…

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…

Computers and Society · Computer Science 2024-07-31 Ali Akbar Septiandri , Marios Constantinides , Daniele Quercia

Workers who earn at or below the minimum wage in the United States are mostly either less educated, young, or female. Little is known, however, concerning the extent to which the minimum wage influences wage differentials among workers with…

General Economics · Economics 2022-06-13 Tatsushi Oka , Ken Yamada