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The limited representation of women in STEM workforce is a concerning national issue. It has been found that the gender stratification is not due to the lack of talent amongst young females, but due to the lack of access to female role…

Computers and Society · Computer Science 2013-04-30 Ritu Khare , Esha Sahai , Ira Pramanick

Underrepresented minority (URM) students are subjected to historically rooted inequities when pursuing an education, especially in STEM disciplines with little diversity. In order to make STEM education equitable and inclusive, evidence for…

Physics Education · Physics 2021-12-14 Kyle M. Whitcomb , Chandralekha Singh

We analyze differences in mode of transportation to work by sexual orientation, using the American Community Survey 2008-2019. Individuals in same-sex couples are significantly less likely to drive to work than men and women in…

General Economics · Economics 2022-04-06 Sonia Oreffice , Dario Sansone

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

Large Language Models (LLMs) have an increasing impact on our lives with use cases such as chatbots, study support, coding support, ideation, writing assistance, and more. Previous studies have revealed linguistic biases in pronouns used to…

Computation and Language · Computer Science 2024-06-17 Smilla Due , Sneha Das , Marianne Andersen , Berta Plandolit López , Sniff Andersen Nexø , Line Clemmensen

Gender bias, a systemic and unfair difference in how men and women are treated in a given domain, is widely studied across different academic fields. Yet, there are barely any studies of the phenomenon in the field of academic information…

Computers and Society · Computer Science 2021-08-30 Silvia Masiero , Aleksi Aaltonen

With the number of Computer Science (CS) jobs on the rise, there is a greater need for Computer Science graduates than ever. At the same time, most CS departments across the country are only seeing 25 to 30 percent of female students in…

Computers and Society · Computer Science 2020-04-30 Monica Babes-Vroman , Thu D. Nguyen

We present a large-scale bibliometric analysis of gender differences in scientific careers, covering all scientific disciplines and a large number of countries worldwide. We take a longitudinal perspective in which we trace the publication…

Digital Libraries · Computer Science 2021-06-25 Hanjo Boekhout , Inge van der Weijden , Ludo Waltman

This paper illustrates the intergenerational transmission of the gender gap in education among first and second-generation immigrants. Using the Current Population Survey (1994-2018), we find that the difference in female-male education…

General Economics · Economics 2021-02-09 Hamid NoghaniBehambari , Nahid Tavassoli , Farzaneh Noghani

We study the influence that research environments have in shaping careers of early-career faculty in terms of their research portfolio. We find that departments exert an attractive force over early-career newcomer faculty, who after their…

Physics and Society · Physics 2024-07-30 Lluis Danus , Robert H. Davis , Roger Guimera , Marta Sales-Pardo

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

Women and people of color remain dramatically underrepresented among computing faculty, and improvements in demographic diversity are slow and uneven. Effective diversification strategies depend on quantifying the correlates, causes, and…

Computers and Society · Computer Science 2022-05-11 Nicholas LaBerge , K. Hunter Wapman , Allison C. Morgan , Sam Zhang , Daniel B. Larremore , Aaron Clauset

Biases against women in the workplace have been documented in various studies. There is also a growing body of literature on biases within academia. But particularly in STEM, due to the heavily male-dominated field, studies suggest that if…

Digital Libraries · Computer Science 2023-06-21 Joana Fonseca

There is a significant underrepresentation of women in many Science, Technology, Engineering, and Mathematics (STEM) majors and careers. Prior research has shown that self-efficacy can be a critical factor in student learning, and that…

Gender imbalance persists across science, technology, engineering, and mathematics (STEM) fields, including computer science, where it appears in researcher demographics, productivity, recognition, hiring, and career progression. Given…

Digital Libraries · Computer Science 2026-03-25 Kazuki Nakajima , Yuya Sasaki , Sohei Tokuno , George Fletcher

Mentorship in science is crucial for topic choice, career decisions, and the success of mentees and mentors. Typically, researchers who study mentorship use article co-authorship and doctoral dissertation datasets. However, available…

Digital Libraries · Computer Science 2021-06-14 Qing Ke , Lizhen Liang , Ying Ding , Stephen V. David , Daniel E. Acuna

Same-race mentorship preference refers to mentors or mentees forming connections significantly influenced by a shared race. Although racial diversity in science has been well-studied and linked to favorable outcomes, the extent and effects…

Social and Information Networks · Computer Science 2024-05-07 Meijun Liu , Yi Bu , Daifeng Li , Ying Ding , Daniel E. Acuna

Self-promotion in science is ubiquitous but may not be exercised equally by men and women. Research on self-promotion in other domains suggests that, due to bias in self-assessment and adverse reactions to non-gender-conforming behaviors…

Digital Libraries · Computer Science 2023-10-11 Hao Peng , Misha Teplitskiy , Daniel M. Romero , Emőke-Ágnes Horvát

STEM fields are traditionally male-dominated, with gender biases shaping perceptions of job accessibility. This study analyzed gender representation in STEM occupation images generated by OpenAI DALL-E 3 \& Black Forest FLUX.1 using 150…

Computers and Society · Computer Science 2025-03-11 Finn Böckling , Jan Marquenie , Ingo Siegert

Large Language Models (LLMs) are finding applications in all aspects of life, but their susceptibility to biases, particularly gender stereotyping, raises ethical concerns. This study introduces a novel methodology, a persona-based…

Computers and Society · Computer Science 2025-02-18 Rajesh Ranjan , Shailja Gupta , Surya Naranyan Singh