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The growing adoption of artificial intelligence (AI) technologies has heightened interest in the labor market value of AI related skills, yet causal evidence on their role in hiring decisions remains scarce. This study examines whether AI…

General Economics · Economics 2026-03-05 Fabian Stephany , Ole Teutloff , Angelo Leone

We study the impact of generative AI on labor market signaling using the introduction of an AI-powered cover letter writing tool on a large online labor platform. Our data track both access to the tool and usage at the application level.…

General Economics · Economics 2025-11-13 Jingyi Cui , Gabriel Dias , Justin Ye

With the spread of false and misleading information in current news, many algorithmic tools have been introduced with the aim of assessing bias and reliability in written content. However, there has been little work exploring how effective…

Computers and Society · Computer Science 2019-05-20 Benjamin D. Horne , Dorit Nevo , John O'Donovan , Jin-Hee Cho , Sibel Adali

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

This paper develops AI agents that help job seekers write effective requests for job referrals in a professional online community. The basic workflow consists of an improver agent that rewrites the referral request and an evaluator agent…

Artificial Intelligence · Computer Science 2026-01-19 Ross Chu , Yuting Huang

Journals and conferences worry that peer reviews assisted by artificial intelligence (AI), in particular, large language models (LLMs), may negatively influence the validity and fairness of the peer-review system, a cornerstone of modern…

Computers and Society · Computer Science 2024-05-06 Giuseppe Russo Latona , Manoel Horta Ribeiro , Tim R. Davidson , Veniamin Veselovsky , Robert West

Motivated by online platforms such as job markets, we study an agent choosing from a list of candidates, each with a hidden quality that determines match value. The agent observes only a noisy ranking of the candidates plus a binary signal…

Computer Science and Game Theory · Computer Science 2026-02-26 Kate Donahue , Nicole Immorlica , Brendan Lucier

Employers are adopting algorithmic hiring technology throughout the recruitment pipeline. Algorithmic fairness is especially applicable in this domain due to its high stakes and structural inequalities. Unfortunately, most work in this…

We study the staggered introduction of a generative AI-based conversational assistant using data from 5,172 customer support agents. Access to AI assistance increases worker productivity, as measured by issues resolved per hour, by 15\% on…

General Economics · Economics 2024-11-07 Erik Brynjolfsson , Danielle Li , Lindsey Raymond

Artificial intelligence (AI) is increasingly used in recruitment, yet empirical evidence quantifying its impact on hiring efficiency and candidate selection remains limited. We randomly assign 37,000 applicants for a junior-developer…

Computation and Language · Computer Science 2025-07-14 Ada Aka , Emil Palikot , Ali Ansari , Nima Yazdani

In a series of highly-powered empirical studies, we examine the intuition that by sparing effort, using AI inevitably hinders learning. First, in a nationally representative survey of young adults, the majority expressed the view that using…

Human-Computer Interaction · Computer Science 2026-02-20 Benjamin Lira , Todd Rogers , Daniel G. Goldstein , Lyle Ungar , Angela L. Duckworth

Job search through online matching engines nowadays are very prominent and beneficial to both job seekers and employers. But the solutions of traditional engines without understanding the semantic meanings of different resumes have not kept…

Computation and Language · Computer Science 2016-07-27 Yiou Lin , Hang Lei , Prince Clement Addo , Xiaoyu Li

The United States labor market exhibits a persistent coexistence of high job vacancy rates and prolonged unemployment duration, a pattern that standard labor market theory struggles to explain. This paper argues that a non-trivial portion…

Computers and Society · Computer Science 2026-01-22 Ibrahim Denis Fofanah

Automatic matching of job offers and job candidates is a major problem for a number of organizations and job applicants that if it were successfully addressed could have a positive impact in many countries around the world. In this context,…

Other Computer Science · Computer Science 2023-05-08 Jorge Martinez-Gil , Alejandra Lorena Paoletti , Mario Pichler

Recent years have seen rapid growth in the market for HR technology and AI-driven HR solutions in particular. This popularity has also resulted in increased attention to the negative aspects of using AI to support hiring practices, such as…

Computers and Society · Computer Science 2026-03-09 Mesut Kaya , Toine Bogers

Recent advances in generative AI technologies like large language models have boosted the incorporation of AI assistance in writing workflows, leading to the rise of a new paradigm of human-AI co-creation in writing. To understand how…

Computation and Language · Computer Science 2024-10-08 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

Widespread developments in automation have reduced the need for human input. However, despite the increased power of machine learning, in many contexts these programs make decisions that are problematic. Biases within data and opaque models…

Human-Computer Interaction · Computer Science 2020-04-16 Max Langenkamp , Allan Costa , Chris Cheung

The rise of artificial intelligence (AI) has led to various means of integration of AI aimed to provide efficiency in tasks, one of which is career counseling. A key part of getting a job is having a solid resume that passes through the…

Artificial Intelligence · Computer Science 2023-08-29 Muhammad Rahman , Sachi Figliolini , Joyce Kim , Eivy Cedeno , Charles Kleier , Chirag Shah , Aman Chadha

Algorithmic tools are increasingly used in hiring to improve fairness and diversity, often by enforcing constraints such as gender-balanced candidate shortlists. However, we show theoretically and empirically that enforcing equal…

Machine Learning · Computer Science 2025-05-21 Prasanna Parasurama , Panos Ipeirotis

Automated recruitment tools are proliferating. While having the promise of improving efficiency, various risks, including bias, challenges the potential of these tools. An in-depth understanding of the perceived risk factors and needs from…

Human-Computer Interaction · Computer Science 2023-01-31 Mitra Lashkari , Jinghui Cheng
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