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There is extensive, yet fragmented, evidence of gender differences in academia suggesting that women are under-represented in most scientific disciplines, publish fewer articles throughout a career, and their work acquires fewer citations.…

Digital Libraries · Computer Science 2022-10-12 Junming Huang , Alexander J. Gates , Roberta Sinatra , Albert-Laszlo Barabasi

Recent research has challenged the widespread belief that gender inequities in academia would disappear simply by increasing the number of women. More complex causes might be at play, embodied in the networked structure of scientific…

Physics and Society · Physics 2025-01-15 Chiara Zappalà , Luca Gallo , Jan Bachmann , Federico Battiston , Fariba Karimi

Scientific collaborations shape ideas as well as innovations and are both the substrate for, and the outcome of, academic careers. Recent studies show that gender inequality is still present in many scientific practices ranging from hiring…

Physics and Society · Physics 2017-11-16 Mohsen Jadidi , Fariba Karimi , Haiko Lietz , Claudia Wagner

We followed scientists who started publishing in 2000 and who continued publishing until 2020-2023 (N = 41,424). These survivors in science authored 2 million articles (N = 2,089,097) with more than 70 million cited references (N =…

Digital Libraries · Computer Science 2025-12-30 Marek Kwiek , Lukasz Szymula

Gender inequalities in science have long been observed globally. Studies have demonstrated it through survey data or published literature, focusing on the interests of subjects or authors; few, however, examined the manifestation of gender…

Computers and Society · Computer Science 2023-09-06 Shiqi Tang , Dongyi Wang , Jianhua Hou

One can point to a variety of historical milestones for gender equality in STEM (science, technology, engineering, and mathematics), however, practical effects are incremental and ongoing. It is important to quantify gender differences in…

Many studies demonstrate that there is still a significant gender bias, especially at higher career levels, in many areas including science, technology, engineering, and mathematics (STEM). We investigated field-dependent, gender-specific…

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

Women and men pursue different but complementary forms of scientific innovation. Analyzing 261,452 solo-authored papers by U.S. scholars, with patterns confirmed by millions of multi-authored articles, we show that women more often bridge…

Digital Libraries · Computer Science 2026-03-24 C. Biliotti , M. Riccaboni , J. W. Lockhart , J. A. Evans

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

The literature dedicated to analysis of the difference in research productivity between the sexes tends to agree in indicating better performance for men. This study enters in the vein of work on the subject. Through bibliometric…

Digital Libraries · Computer Science 2018-12-20 Giovanni Abramo , Ciriaco Andrea D'Angelo , Alessandro Caprasecca

Although the gender gap in academia has narrowed, females are underrepresented within some fields in the USA. Prior research suggests that the imbalances between science, technology, engineering and mathematics fields may be partly due to…

Digital Libraries · Computer Science 2018-12-04 Mike Thelwall , Carol Bailey , Catherine Tobin , Noel-Ann Bradshaw

The participation of women in academia has increased in the last few decades across many fields (e.g., Computer Science, History, Medicine). However, this increase in the participation of women has not been the same at all career stages.…

Social and Information Networks · Computer Science 2025-01-23 Ana Maria Jaramillo , Mariana Macedo , Marcos Oliveira , Fariba Karimi , Ronaldo Menezes

Academic publishing is the principal medium of documenting and disseminating scientific discoveries. At the heart of its daily operations are the editorial boards. Despite their activities and recruitment often being opaque to outside…

Computers and Society · Computer Science 2025-09-23 Fengyuan Liu , Petter Holme , Matteo Chiesa , Bedoor AlShebli , Talal Rahwan

Understanding how institutional changes within academia may affect the overall potential of science requires a better quantitative representation of how careers evolve over time. Since knowledge spillovers, cumulative advantage,…

Physics and Society · Physics 2012-04-04 Alexander M. Petersen , Massimo Riccaboni , H. Eugene Stanley , Fabio Pammolli

By analyzing a unique dataset of more than 270,000 scientists, we discovered substantial gender differences in scientific collaborations. While men are more likely to collaborate with other men, women are more egalitarian. This is…

Digital Libraries · Computer Science 2017-07-05 Eduardo B. Araujo , Nuno A. M. Araujo , Andre A. Moreira , Hans J. Herrmann , J. S. Andrade

The issue of gender bias in scientific publications has been a topic of ongoing debate. One aspect of this debate concerns whether women receive equal credit for their contributions compared to men. Conventional wisdom suggests that women…

Digital Libraries · Computer Science 2025-08-05 Keigo Kusumegi , Daniel E. Acuña , Yukie Sano

Gender diversity enhances research by bringing diverse perspectives and innovative approaches. It ensures equitable solutions that address the needs of diverse populations. However, gender disparity persists in research where women remain…

Software Engineering · Computer Science 2025-05-08 Shamse Tasnim Cynthia , Saikat Mondal , Joy Krishan Das , Banani Roy

Gender disparities in academia manifest and persist in various aspects of the scientific enterprise, yet their influence on the interplay between research productivity and journal prestige remains underexplored. Here we analyze the academic…

Physics and Society · Physics 2026-04-01 Vitor H. Ribeiro , Andre S. Sunahara , Golnaz Shahtahmassebi , Matjaz Perc , Haroldo V. Ribeiro

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
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