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Humans increasingly delegate decisions to language models, yet whether these systems reproduce or reshape human patterns of discrimination remains unclear. Here we run a large-scale study to analyse whether language models use demographic…

Computers and Society · Computer Science 2026-05-15 Ze Wang , Guobin Shen , Michael Thaler

Equal opportunity is central to the concept of meritocracy. Opportunity and leadership should go to the people most qualified by performance, and not on the basis of arbitrary or irrelevant attributes. This principle is arguably most…

Physics and Society · Physics 2022-11-16 Emanuela Barzi , S. James Gates, , Roxanne Springer

The increasing relevance of Internet-based markets requires a sustained investigation into the relationship between design and user behavior. This research begins within the sociology of quantification and markets to investigate the impacts…

Social and Information Networks · Computer Science 2014-07-01 Jason Radford

An ever-widening workforce gap exists in the global cybersecurity industry but diverse talent is underutilized. The global cybersecurity workforce is only 25% female. Much research exists on the effect of gender bias on the hiring of women…

Computers and Society · Computer Science 2024-08-13 Joanne L. Hall , Asha Rao

Media platforms, technological systems, and search engines act as conduits and gatekeepers for all kinds of information. They often influence, reflect, and reinforce gender stereotypes, including those that represent occupations. This study…

Computers and Society · Computer Science 2019-12-12 Vivek Singh , Mary Chayko , Raj Inamdar , Diana Floegel

Demand for technology focused STEM professionals will increase globally over the coming decade, with many countries finding it difficult to meet growing demand. Compounding this are difficulties in attracting and retaining female…

Computers and Society · Computer Science 2025-10-28 Shondell Williams , Karen Blackmore , Regina Berretta , Michelle Mansfield

In this research, we examine the hypothesis that gender disparities in international research collaboration differ by collaboration intensity, academic position, age, and academic discipline. The following are the major findings: (1) while…

Digital Libraries · Computer Science 2022-03-28 Marek Kwiek , Wojciech Roszka

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

In this paper, we study university admissions under a centralized system that uses grades and standardized test scores to match applicants to university programs. We consider affirmative action policies that seek to increase the number of…

Computers and Society · Computer Science 2020-07-03 Corinna Hertweck , Carlos Castillo , Michael Mathioudakis

The growing prominence of large language models (LLMs) in daily life has heightened concerns that LLMs exhibit many of the same gender-related biases as their creators. In the context of hiring decisions, we quantify the degree to which…

Computers and Society · Computer Science 2026-04-02 Nina Gerszberg , Janka Hamori , Andrew Lo

We study the problem of screening in decision-making processes under uncertainty, focusing on the impact of adding an additional screening stage, commonly known as a 'gatekeeper.' While our primary analysis is rooted in the context of job…

Theoretical Economics · Economics 2023-12-29 Moran Koren

Scientific collaboration in almost every discipline is mainly driven by the need of sharing knowledge, expertise, and pooled resources. Science is becoming more complex which has encouraged scientists to involve more in collaborative…

Social and Information Networks · Computer Science 2022-05-26 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi

Male-dominated contexts pose a dilemma: they increase the benefits of repeated collaboration among women, yet at the same time, make such collaborations less likely. This paper seeks to understand the conditions that foster repeated…

Computers and Society · Computer Science 2024-07-08 Huimin Xu , Jamie Strassman , Ying Ding , Steven Gray , Maytal Saar-Tsechansky

Aesthetic preferences are considered highly subjective resulting in inherently noisy judgements of aesthetic objects, yet certain aspects of aesthetic judgement display convergent trends over time. This paper present a study that uses…

Computers and Society · Computer Science 2022-06-22 Ida Marie Schytt Lassen , Yuri Bizzoni , Telma Peura , Mads Rosendahl Thomsen , Kristoffer Laigaard Nielbo

Disparities in authorship and citations across gender can have substantial adverse consequences not just on the disadvantaged genders, but also on the field of study as a whole. Measuring gender gaps is a crucial step towards addressing…

Digital Libraries · Computer Science 2020-09-07 Saif M. Mohammad

Efforts to promote equity and inclusion using evidence-based approaches are vital to correcting long-standing societal inequities that have disadvantaged women and discouraged them from pursuing studies, including in many STEM disciplines.…

Physics Education · Physics 2022-02-08 Alexandru Maries , Kyle Whitcomb , Chandralekha Singh

Gender is playing an important role in the 2016 U.S. presidential election, especially with Hillary Clinton becoming the first female presidential nominee and Donald Trump being frequently accused of sexism. In this paper, we introduce…

Social and Information Networks · Computer Science 2016-11-10 Yu Wang , Yang Feng , Xiyang Zhang , Jiebo Luo

There are many factors that can influence the outcome for students in a mathematics PhD program: bachelor's GPA (BGPA), bachelor's major, GRE scores, gender, Under-Represented Minority (URM) status, institution tier, etc. Are these…

History and Overview · Mathematics 2018-03-05 Timmy Ma , Karen E. Wood , Di Xu , Patrick Guidotti , Alessandra Pantano , Natalia L. Komarova

Despite extensive theoretical research on proportionality in approval-based multiwinner voting, its impact on which committees and candidates can be selected in practice remains poorly understood. We address this gap by (i) analyzing the…

Computer Science and Game Theory · Computer Science 2025-11-13 Niclas Boehmer , Lara Glessen , Jannik Peters

Despite progress toward gender parity, women remain underrepresented in academia, particularly in senior research positions. This study investigates the role of parenthood in shaping gender disparities in academic careers, focusing on the…

Physics and Society · Physics 2025-08-21 Xi Hong , Xiang Zheng , Haimiao Yuan , Chaoqun Ni