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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

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

In this paper, we explore how members of the scientific community leave academic science and how attrition (defined as ceasing to publish) differs across genders, academic disciplines, and over time. Our approach is cohort-based and…

Physics and Society · Physics 2024-10-18 Marek Kwiek , Lukasz Szymula

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

Gender inequality in scientific careers has been extensively documented through aggregate measures such as total publications and cumulative citations, yet the temporal dynamics underlying these disparities remain largely unexplored. Here…

Digital Libraries · Computer Science 2025-09-09 Bili Zheng , Chenyi Yang , Jianhua Hou

We studied gender differences among Polish top performers (the upper 10% of scientists in terms of research productivity) in international research collaborations in 15 STEMM disciplines and over time. We examined five 6-year periods from…

Digital Libraries · Computer Science 2025-12-30 Marek Kwiek , Wojciech Roszka

In this study, the global scientific workforce is explored through large-scale, generational, cross-sectional, and longitudinal approaches. We examine 4.3 million nonoccasional scientists from 38 OECD countries publishing in 1990-2021. Our…

Digital Libraries · Computer Science 2026-05-11 Marek Kwiek , Lukasz Szymula

The aim of this paper is twofold:1)contribute to a better understanding of the place of women in Economics and Management disciplines by characterizing the difference in levels of scientific collaboration between men and women at the…

General Economics · Economics 2020-12-01 Abdelghani Maddi , Yves Gingras

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

Canada is internationally recognized for its leadership in science and its commitment to equity, diversity, and inclusion (EDI) in STEM (science, technology, engineering, and math) fields. Despite this leadership, limited research has…

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

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

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

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

The present study focuses on persistence in research productivity over the course of an individual's entire scientific career. We track 'late-career' scientists - scientists with at least 25 years of publishing experience (N=320,564) - in…

Digital Libraries · Computer Science 2026-05-11 Marek Kwiek , Lukasz Szymula

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…

A large-scale, up-to-date analysis of Computer Science literature (11.8M papers through 2019) reveals that, if trends from the last 50 years continue, parity between the number of male and female authors will not be reached in this century.…

Digital Libraries · Computer Science 2021-01-29 Lucy Lu Wang , Gabriel Stanovsky , Luca Weihs , Oren Etzioni

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

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

This longitudinal study explores persistence in research productivity over time. We examine the trajectories of the academic careers of 2,326 current full professors in 14 STEMM disciplines, studying their lifetime biographical histories…

Digital Libraries · Computer Science 2023-05-09 Marek Kwiek , Wojciech Roszka
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