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Skills-based matching promises mobility of workers between different sectors and occupations in the labor market. In this case, job seekers can look for jobs they do not yet have experience in, but for which they do have relevant skills.…

Artificial Intelligence · Computer Science 2023-07-18 Ajaya Adhikari , Steven Vethman , Daan Vos , Marc Lenz , Ioana Cocu , Ioannis Tolios , Cor J. Veenman

Although approximately 50% of medical school graduates today are women, female physicians tend to be underrepresented in senior positions, make less money than their male counterparts and receive fewer promotions. There is a growing body of…

Computation and Language · Computer Science 2022-06-02 Emmy Liu , Michael Henry Tessler , Nicole Dubosh , Katherine Mosher Hiller , Roger Levy

In this research, we quantify an inflow of women into science in the past three decades. Structured Big Data allow us to estimate the contribution of women scientists to the growth of science by disciplines (N = STEMM 14 disciplines) and…

Physics and Society · Physics 2026-05-11 Marek Kwiek , Lukasz Szymula

Star scientists are highly influential researchers who have made significant contributions to their field, gained widespread recognition, and often attracted substantial research funding. They are critical for the advancement of science and…

Other Computer Science · Computer Science 2025-10-16 Koosha Shirouyeh , Andrea Schiffauerova , Ashkan Ebadi

This paper studies the effects of teachers' stereotypical assessments of boys and girls on students' long-term outcomes, including high school graduation, college attendance, and formal sector employment. I measure teachers' gender…

General Economics · Economics 2023-07-21 Joan Martinez

An analysis of institutional data to understand the outcome of the many obstacles faced by students from historically disadvantaged backgrounds is important in order to work towards promoting equity and inclusion for all students. We use 10…

Physics Education · Physics 2021-11-23 Kyle M. Whitcomb , Chandralekha Singh

A person's gender is a crucial piece of information when performing research across a wide range of scientific disciplines, such as medicine, sociology, political science, and economics, to name a few. However, in increasing instances,…

Computation and Language · Computer Science 2023-08-25 Kriste Krstovski , Yao Lu , Ye Xu

Currently, there is a surge of interest in fair Artificial Intelligence (AI) and Machine Learning (ML) research which aims to mitigate discriminatory bias in AI algorithms, e.g. along lines of gender, age, and race. While most research in…

Computers and Society · Computer Science 2021-07-29 Clarice Wang , Kathryn Wang , Andrew Bian , Rashidul Islam , Kamrun Naher Keya , James Foulds , Shimei Pan

This paper examines how gender and residential socioeconomic status shape hiring outcomes in the information technology sector using a field experiment from the city of Karachi, Pakistan. Employers in Pakistan can openly state preferences…

General Economics · Economics 2026-02-10 Sana Khalil

In this article, we draw on previous reports from physics, science education, and women's studies to propose a more nuanced treatment of gender in physics education research (PER). A growing body of PER examines gender differences in…

Physics Education · Physics 2016-08-24 Adrienne L. Traxler , Ximena C. Cid , Jennifer Blue , Ramón Barthelemy

Observational studies often present challenges for causal inference due to confounding and heterogeneity. In this paper, we illustrate how modern causal inference methods can be applied to large-scale academic salary data. Using records…

Applications · Statistics 2026-04-13 Zihan Zhang , Jan Hannig

How common is self-citation in scholarly publication, and does the practice vary by gender? Using novel methods and a data set of 1.5 million research papers in the scholarly database JSTOR published between 1779 and 2011, the authors find…

Physics and Society · Physics 2017-12-14 Molly M. King , Carl T. Bergstrom , Shelley J. Correll , Jennifer Jacquet , Jevin D. West

We investigated gender bias in letters of recommendation as a possible cause of the under-representation of women in Experimental Particle Physics (EPP), where about 15% of faculty are female -- well below the 60% level in psychology and…

Physics and Society · Physics 2022-02-18 R. H. Bernstein , M. W. Macy , C. J. Cameron , S. Williams-Ceci , W. M. Williams , S. J. Ceci

We surveyed Australian finance professionals and tested whether there are statistically significant differences in promotional propensity according to gender identity. The findings indicate men and women are equally likely to ask for…

General Economics · Economics 2024-09-24 Cassandra Crowe , Belinda Middleweek , Laura Ryan , Alicia Vidler , Bronwen Whiting

Women are severely marginalized in software development, especially in open source. In this article we argue that disadvantage is more due to gendered behavior than to categorical discrimination: women are at a disadvantage because of what…

Computers and Society · Computer Science 2018-10-09 Balazs Vedres , Orsolya Vasarhelyi

Large Language Models (LLMs) have made substantial progress in the past several months, shattering state-of-the-art benchmarks in many domains. This paper investigates LLMs' behavior with respect to gender stereotypes, a known issue for…

Computation and Language · Computer Science 2023-08-30 Hadas Kotek , Rikker Dockum , David Q. Sun

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…

The field of algorithmic fairness has highlighted ethical questions which may not have purely technical answers. For example, different algorithmic fairness constraints are often impossible to satisfy simultaneously, and choosing between…

Computers and Society · Computer Science 2018-03-06 Emma Pierson

Recently, workforce shortage has become a popular issue in information technology (IT). One solution to increasing the workforce supply is to increase the number of female IT professionals. This is because there is gender imbalance in…

Software Engineering · Computer Science 2022-09-09 Yuriko Takatsuka , Yukasa Murakami , Masateru Tsunoda , Masahide Nakamura

This study examines the influence of gender on students' collaborative preferences for learning mathematics (CPLM) over time in an undergraduate mathematics context. Data collected at three points during the semester were analyzed using a…

History and Overview · Mathematics 2025-08-21 Sang Hyun Kim , Tanya Evans