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Gender norms are widely recognized as key determinants of persistent gender gaps in the labor market. However, our understanding of the drivers of gender norms, and their implications for preferences, remain lacking. This paper addresses…

General Economics · Economics 2024-10-01 Federica Meluzzi

Digital collaborative platforms have become crucial venues of career advancement and individual success in many creative fields, from engineering to the arts. Indirect gender discrimination is a key component to gendered disadvantage on…

Social and Information Networks · Computer Science 2024-06-11 Orsolya Vasarhelyi , Balazs Vedres

Recent studies show that large language models (LLMs) exhibit self-preference bias when serving as judges, meaning they tend to favor their own responses over those generated by other models. Existing methods typically measure this bias by…

Computation and Language · Computer Science 2025-06-04 Zhi-Yuan Chen , Hao Wang , Xinyu Zhang , Enrui Hu , Yankai Lin

The rise of concern around Natural Language Processing (NLP) technologies containing and perpetuating social biases has led to a rich and rapidly growing area of research. Gender bias is one of the central biases being analyzed, but to date…

Computation and Language · Computer Science 2022-05-06 Hannah Devinney , Jenny Björklund , Henrik Björklund

This study examines a basic assumption of peer review, namely, the idea that there is a consensus on evaluation criteria among peers, which is a necessary condition for the reliability of peer judgements. Empirical evidence indicating that…

Social and Information Networks · Computer Science 2022-01-10 Sven E. Hug , Michael Ochsner

The integration of generative artificial intelligence technology into research environments has become increasingly common in recent years, representing a significant shift in the way researchers approach their work. This paper seeks to…

Recent studies have shown that the proposal peer review processes employed by a variety of organizations to allocate astronomical telescope time produce outcomes that are systematically biased depending on whether proposal's principal…

Instrumentation and Methods for Astrophysics · Physics 2018-05-28 Kristine Spekkens , Nicholas Cofie , Dennis R. Crabtree

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Machine learning technology has become ubiquitous, but, unfortunately, often exhibits bias. As a consequence, disparate stakeholders need to interact with and make informed decisions about using machine learning models in everyday systems.…

Human-Computer Interaction · Computer Science 2024-01-12 Aimen Gaba , Zhanna Kaufman , Jason Chueng , Marie Shvakel , Kyle Wm. Hall , Yuriy Brun , Cindy Xiong Bearfield

Over the past two decades, the notion of implicit bias has come to serve as an important component in our understanding of discrimination in activities such as hiring, promotion, and school admissions. Research on implicit bias posits that…

Computers and Society · Computer Science 2018-01-12 Jon Kleinberg , Manish Raghavan

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems. This work aims at addressing the racial bias present in many modern gender recognition systems. We learn race invariant…

Machine Learning · Computer Science 2019-11-21 Komal K. Teru , Aishik Chakraborty

In this work, I point out the negative implications for diversity in graduate school resulting from the use of cutoff scores on the GRE in the admissions process. In light of the data presented, as well as a swelling body of evidence…

Physics Education · Physics 2013-02-19 Casey W. Miller

Academic meritocracy is jeopardized by systematic imbalances; for example, whereas Black and Hispanic individuals constitute over 30% of the U.S. population, they represent fewer than 10% of tenured academics in science and engineering.…

Computers and Society · Computer Science 2026-03-10 Uttamasha Anjally Oyshi , Gibson Nkhata , Susan Gauch

Online dating platforms have gained widespread popularity as a means for individuals to seek potential romantic relationships. While recommender systems have been designed to improve the user experience in dating platforms by providing…

Information Retrieval · Computer Science 2024-02-21 Yuying Zhao , Yu Wang , Yi Zhang , Pamela Wisniewski , Charu Aggarwal , Tyler Derr

While much of the rapidly growing literature on fair decision-making focuses on metrics for one-shot decisions, recent work has raised the intriguing possibility of designing sequential decision-making to positively impact long-term social…

Machine Learning · Statistics 2024-07-11 Bhagyashree Puranik , Ozgur Guldogan , Upamanyu Madhow , Ramtin Pedarsani

Conversations around diversity and inclusion in software engineering often focus on gender and racial disparities. However, the State of Devs 2025 survey with 8,717 participants revealed that other forms of discrimination are similarly…

Software Engineering · Computer Science 2025-11-03 Shalini Chakraborty , Sebastian Baltes

Fairness in machine learning (ML) has garnered significant attention in recent years. While existing research has predominantly focused on the distributive fairness of ML models, there has been limited exploration of procedural fairness.…

Machine Learning · Computer Science 2025-01-14 Ziming Wang , Changwu Huang , Ke Tang , Xin Yao

Several recent investigations indicate the existence of gender-related systematic trends in the peer review of proposals for observations on astronomical facilities. This includes the National Radio Astronomy Observatory (NRAO) where there…

Instrumentation and Methods for Astrophysics · Physics 2021-12-08 Gareth Hunt , Frederic R. Schwab , P. A. Henning , Dana S. Balser

The rapid development of SpeechLLM-based conversational AI systems has created a need for robustly benchmarking these efforts, including aspects of fairness and bias. At present, such benchmarks typically rely on multiple choice question…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-06 Shree Harsha Bokkahalli Satish , Gustav Eje Henter , Éva Székely

In an era where AI-driven hiring is transforming recruitment practices, concerns about fairness and bias have become increasingly important. To explore these issues, we introduce a benchmark, FAIRE (Fairness Assessment In Resume…

Computation and Language · Computer Science 2025-04-03 Athena Wen , Tanush Patil , Ansh Saxena , Yicheng Fu , Sean O'Brien , Kevin Zhu