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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

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 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

Women comprise the majority of students and early-career scholars in psychology, yet they are less likely to remain active in research over time. This pattern raises a central question: At what stages of academic careers do women…

Social and Information Networks · Computer Science 2026-05-27 Xinyi Zhao , Anna I. Thoma , Ralph Hertwig , Dirk U. Wulff

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

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 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

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

Academic fields exhibit substantial levels of gender segregation. To date, most attempts to explain this persistent global phenomenon have relied on limited cross-sections of data from specific countries, fields, or career stages. Here we…

Social and Information Networks · Computer Science 2020-09-24 Aniko Hannak , Kenneth Joseph , Andrei Cimpian , Daniel B. Larremore

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 approach productivity in science in a longitudinal fashion: We track careers over time, up to 40 years. We first allocate scientists to decile-based publishing productivity classes, from the bottom 10% to the top 10%. Then, we seek…

Digital Libraries · Computer Science 2024-09-10 Marek Kwiek , Wojciech Roszka

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

Science, technology, engineering, and math (STEM) fields play growing roles in national and international economies by driving innovation and generating high salary jobs. Yet, the US is lagging behind other highly industrialized nations in…

Other Statistics · Statistics 2017-08-31 Lovenoor Aulck , Rohan Aras , Lysia Li , Coulter L'Heureux , Peter Lu , Jevin West

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…

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

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 solo research, scientists compete individually for prestige, sending clear signals about their research ability, avoiding problems in credit allocation, and reducing conflicts about authorship. We examine to what extent male and female…

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

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

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

Physics Education · Physics 2020-04-02 Kyle M. Whitcomb , Chandralekha Singh
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