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Over the past decade, the gender pay gap has remained steady with women earning 84 cents for every dollar earned by men on average. Many studies explain this gap through demand-side bias in the labor market represented through employers'…

Current attempts to address the shortfall of female researchers in Science, Technology, Engineering and Mathematics (STEM) have not yet succeeded despite other academic subjects having female majorities. This article investigates the extent…

Digital Libraries · Computer Science 2020-04-28 Mike Thelwall , Amalia Mas-Bleda

We review the literature on the gender gap on concept inventories in physics. Across studies of the most commonly used mechanics concept inventories, the Force Concept Inventory (FCI) and Force and Motion Conceptual Evaluation (FMCE), mens…

Physics Education · Physics 2014-03-27 Adrian Madsen , Sarah B. McKagan , Eleanor C. Sayre

Gender bias in artificial intelligence has become an important issue, particularly in the context of language models used in communication-oriented applications. This study examines the extent to which Large Language Models (LLMs) exhibit…

Computation and Language · Computer Science 2024-11-18 Michael Döll , Markus Döhring , Andreas Müller

In a recent study by Ginther et al., the probability of receiving a U.S. National Institutes of Health (NIH) RO1 award was related to the applicant's race/ethnicity. The results indicate black/African-American applicants were 10% less…

Applications · Statistics 2011-12-19 J. S. Yang , M. W. Vannier , F. Wang , Y. Deng , F. R. Ou , J. R. Bennett , Y. Liu , G. Wang

Online discussion platforms, such as community Q&A sites and forums, have become important hubs where academic conference authors share and seek information about the peer review process and outcomes. However, these discussions involve only…

Social and Information Networks · Computer Science 2025-09-23 Hangxiao Zhu , Yian Yin , Yu Zhang

Gender discrimination in hiring is a pertinent and persistent bias in society, and a common motivating example for exploring bias in NLP. However, the manifestation of gendered language in application materials has received limited…

Computation and Language · Computer Science 2022-11-21 Jinrui Yang , Sheilla Njoto , Marc Cheong , Leah Ruppanner , Lea Frermann

Peer review is the primary mechanism for evaluating scientific contributions, yet prior studies have mostly examined paper features or external metadata in isolation. The emergence of open platforms such as OpenReview has transformed peer…

Computers and Society · Computer Science 2026-01-30 Sangkeun Jung , Goun Pyeon , Inbum Heo , Hyungjin Ahn

Gender biases in language generation systems are challenging to mitigate. One possible source for these biases is gender representation disparities in the training and evaluation data. Despite recent progress in documenting this problem and…

We study gender representation on the editorial boards of 435 journals in the mathematical sciences. Women are known to comprise approximately 15% of tenure-stream faculty positions in doctoral-granting mathematical sciences departments in…

History and Overview · Mathematics 2016-09-28 Chad M. Topaz , Shilad Sen

Prior work shows that men and women speak with different levels of confidence, though it's often assumed that these differences are innate or are learned in early childhood. Using academic publishing as a setting, we find that language…

General Economics · Economics 2023-05-15 Anna Costello , Ekaterina Fedorova , Zhijing Jin , Rada Mihalcea

US funding agencies alone distribute a yearly total of roughly $65B dollars largely through the process of proposal peer review: scientists compete for project funding by submitting grant proposals which are evaluated by selected panels of…

Computers and Society · Computer Science 2019-04-18 Johan Bollen , Stephen Carpenter , Jane Lubchenco , Marten Scheffer

Researchers have pinpointed recognition from others as one of the most important dimensions of students' science and engineering identity. Studies, however, have found gender biases in students' recognition of their peers, with inconsistent…

Physics Education · Physics 2024-05-03 Meagan Sundstrom , Ashley B. Heim , Barum Park , N. G. Holmes

This article presents an overview, and recent history, of studies of gender gaps in the mathematically-intensive sciences. Included are several statistics about gender differences in science, and about public resources aimed at addressing…

History and Overview · Mathematics 2012-02-01 Theodore P. Hill , Erika Rogers

With the growing deployment of large language models (LLMs) across various applications, assessing the influence of gender biases embedded in LLMs becomes crucial. The topic of gender bias within the realm of natural language processing…

Computation and Language · Computer Science 2024-03-04 Jinman Zhao , Yitian Ding , Chen Jia , Yining Wang , Zifan Qian

Deep learning methods have greatly increased the accuracy of face recognition, but an old problem still persists: accuracy is usually higher for men than women. It is often speculated that lower accuracy for women is caused by…

Computer Vision and Pattern Recognition · Computer Science 2020-04-08 Vítor Albiero , Kai Zhang , Kevin W. Bowyer

We investigate the impact of judges' gender on the outcome of domestic violence cases. Using data from S\~ao Paulo, Brazil, between 2011 and 2019, we find that a domestic violence case assigned to a female judge is 28% (9.7 p.p.) more…

General Economics · Economics 2026-03-24 Helena Laneuville , Vitor Possebom

Gender bias in vision-language foundation models (VLMs) raises concerns about their safe deployment and is typically evaluated using benchmarks with gender annotations on real-world images. However, as these benchmarks often contain…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Yusuke Hirota , Ryo Hachiuma , Boyi Li , Ximing Lu , Michael Ross Boone , Boris Ivanovic , Yejin Choi , Marco Pavone , Yu-Chiang Frank Wang , Noa Garcia , Yuta Nakashima , Chao-Han Huck Yang

This article has a dual objective. Firstly, it aims to investigate whether gender diversity in publications reviewed on Pubpeer has an impact on the (non)retraction of those publications. Secondly, it seeks to analyze the reasons for…

Physics and Society · Physics 2023-10-26 Abdelghani Maddi , Emmanuel Monneau , Catherine Guaspare , Floriana Gargiulo , Michel Dubois

Language serves as a powerful tool for the manifestation of societal belief systems. In doing so, it also perpetuates the prevalent biases in our society. Gender bias is one of the most pervasive biases in our society and is seen in online…

Computation and Language · Computer Science 2023-10-27 Rishav Hada , Agrima Seth , Harshita Diddee , Kalika Bali