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  • Item type:Publication,
    Gender gap in returns to publications Open PDF 
    (Springer Science and Business Media LLC, 2026-06-14)
    Spiewanowski, Piotr
    ;
    Stetsyuk, Ivan
    ;
    Talavera, Oleksandr
    Gender equity in science depends not only on who participates in research, but also on how their work is rewarded. We examine gender gaps in monetary returns to research productivity, pay, and credit attribution using a novel dataset linking salary and publication records for professors at U.S. public universities. While our main contribution shows that there is no robust evidence of a significant gender gap in monetary returns to publications, we uncover substantial heterogeneity across disciplines and authorship structures. Women in medical and health sciences experience a negative gap in returns of 10.7% relative to men for equivalent research output. The unconditional gender pay gap averages 15.4%, with variation across disciplines, ranging from 5.5% in agricultural sciences to 20.9% in social sciences. It declines to 4.9% after controls. Finally, women earn higher returns to solo-authored work but lower returns to larger co-author networks than men.
  • Item type:Publication,
    Monitoring the gender gap in the coverage of biology professors on Wikipedia Open PDF 
    (The Royal Society, 2026-05-27)
    Alvarez-Ponce, David
    ;
    Iyengar, Niveda
    Women are under-represented in science, technology, engineering and mathematics (STEM) fields, especially in senior positions. One known reason is the limited visibility of female scientists, which discourages young women from entering STEM fields, thus perpetuating the gender gap. A number of studies have shown that women, including those in academia, are less likely to have a Wikipedia biography than their male counterparts, and that, when they have a biography, it tends to be underdeveloped. Since Wikipedia informs a large portion of society on a daily basis-especially young people-who is covered on the platform, and who is excluded from it, matters. Therefore, a number of projects have been created to increase women's coverage on Wikipedia. Using a recently generated census of 2104 female and 3721 male tenured and tenure-eligible faculty members affiliated with the biology departments of all United States R1 universities, we examined the extent to which biology faculty are covered on Wikipedia. Women in the census were significantly less likely to be featured on the platform than their male peers until 2018. However, the trend reversed in 2022, and women were 25% more likely than men to have a Wikipedia biography in 2024. In addition, women's biographies tend to be longer than those of men. Our results highlight the importance and effectiveness of projects aimed at improving women's coverage on Wikipedia.
  • Item type:Publication,
    Gender inequality and research performance: moving beyond individual-meritocratic explanations of academic advancement Open PDF 
    (2016)
    Nielsen, M.W.
    Academic debates addressing the persistent gender gap in science reveal considerable contestation of the relevance and extent of the problem. Particular attention has been given to the question of whether women's high attrition rates should be ascribed to the structural and cultural barriers inherent to the academic system or instead individualistic matters, such as personal motivation, performance and merit. In order to contribute to a more nuanced understanding of this particular issue, this cross-sectional bibliometric study investigates the link between gender and research performance in the Danish context. More specifically, it compares the citation and self-citation rates, source normalized impact per publication scores and collaborative patterns of 3293 male and female researchers at a Danish university and provides evidence challenging the widespread assumption of a persistent performance gap in favour of male researchers. The result has implications for research organizations and managers, as it raises concerns about the validity of individual-meritocratic explanations of the skewed gender distributions in academia. © 2015 Society for Research into Higher Education.
  • Item type:Publication,
    Evaluating the research performance of women scientists in Indian research laboratories based on Scopus citation database: A bibliometric analysis
    (2022)
    Mukherjee, B.
    This study examines the contributions of women scientists currently working in various research organizations under the Ministry of Science and Technology, India. Women scientists were identified through the official websites of the research laboratories and their publication performance has been tracked using the Scopus database. There are 901 women scientists working in 78 research organizations under the Ministry and have published 21810 publications up to December 2019, almost 65 percent of which has been appeared during 2010 to 2019. The publication per scientist has risen from 6.85 article per year before 2000 to 10.45 paper in 2015-2019 which indicates increasing participation of women in science from India. Women scientists are primarily engaged in biological sciencesresearch, however fields such as materials sciences, nano-technology, and astrophysics are also becoming the preferred subject choices among women. Women scientists mostly published their articles as a member of a team of utmost 10 authors, however, their position in multi-authored articles is mostly as co-authors than that of principal authors. Women in the age group ofbetween31 to 40 produced maximum publications, and almost 98 percent of publications appeared in collaboration with other scientists.This study confirms that publication productivity does not decline with age. There are women scientists who stay active in research and keep their productivity at a high level until their retirement. The study suggests that the increasing participation of women in Indian science is encouraging, as such more funding opportunities to younger women researchers may be important to give them more lead time to build a strong career. © 2022
  • Item type:Publication,
    The gender gap in highly prestigious international research awards, 2001–2020 Open PDF 
    (2021)
    Meho, L.I.
    This study examines gender disparities in the world’s 141 most prestigious international research awards. I find that (a) from 2001 to 2020 these awards were received 3,445 times by 2,011 men and 262 women; (b) women’s share increased from an annual average of 6% during 2001–2005 to an annual average of 19% during 2016–2020; (c) 49 of the 141 awards were not received by women during 2016–2020; and (d) when the numbers of female full professors are taken into consideration, the gender gap remains highly disproportionate in biological and life sciences, computer science, and mathematics. Overall, women would be expected to increase their share of awards by nearly 50% to achieve parity with men today. The study shows great similarities between men and women award recipients in journal articles per author, the average number of authors per article, the proportion of articles in top journals, citations per article, and participation in large research groups and international collaborations. I conclude that the gender gap in highly prestigious research awards is largely a result of demographic inertia and other factors that deserve further investigation. © 2021, MIT Press Journals. All rights reserved.
  • Item type:Publication,
    Exploring gender differences in patenting in Spain Open PDF 
    (2014)
    Mauleón, E.
    ;
    Daraio, C.
    ;
    Bordons, M.
    The under-representation of women in science and technology is a matter of current great concern. Obtaining patent-based indicators by gender is crucial to analyse the situation of women in innovation, identify potential cases of gender inequalities, and support policy measures to promote gender balance. In this article we analyse men and women involvement in Spanish patents applied to the European Patent Office during 1990-2004. At least one female inventor is present in 18% of the patents; female contribution amounts to 9% of the total and 14% of inventors are women. Female involvement is above average in the academic public sector and in specific thematic areas, while the share of women in industry is very low. Female inventors show a stronger trend to collaborate than their male counterparts, as measured through their lower percentage of single-inventor patents and their higher co-inventorship index. Over the 15-year period under analysis, women's involvement in patenting activity shows an upward trend, especially at universities and in cross-gender teams and the specialization profile of women tends to expand. Main difficulties in the development of patent-based indicators by gender are pointed out and the relevance of indicators to monitor the situation of women in innovation activity is highlighted. © 2013 The Author.
  • Item type:Publication,
    Cohesive subgroups in academic networks: Unveiling clique integration of top-level female and male researchers Open PDF 
    (2015)
    Kegen, N.V.
    Social networks are said to have a positive impact on scientific development. Conventionally, it is argued that female and male researchers differ in access to and participation in networks and hence experience unequal career opportunities. Due to limited capacities of time and resources as well as homophily, top-level scientists may structure their contacts to reduce problems of complexity and uncertainty. The outcomes of the structuring can be cohesive subgroups within networks of relation. Women in science might suffer exclusion from cliques because of being dissimilar in the arena. The present paper aims to explore integration in and composition of scientific cliques. A three-step analysis is conducted: Firstly, cliques are identified. Secondly, overlap structures are examined. Thirdly, group compositions are analysed in terms of other personal attributes of the researchers involved. Building on network data of female and male investigators, the article applies a comparative case study design including two cutting edge research institutions from the German Excellence Initiative. The study contrasts a Cluster of Excellence with a Graduate School and the corresponding formal with the informal networks. The results imply that the general hypothesis of unfavourably embedded female researchers cannot be supported. Although women are less integrated in scientific cliques, the majority is involved in an inner social circle which enables access to career-relevant network resources. © 2015, Kluwer Academic Publishers.
  • Item type:Publication,
    Women in Science: Where We Stand?—The WHEN Protocol Open PDF 
    (MDPI, 2025)
    Arnaboldi, Francesca
    ;
    Macagno, Alessia
    ;
    Villani, Marialuisa
    ;
    Biganzoli, Giacomo
    ;
    Bianchi, Francesca
    Gender disparity in scientific fields, identified with the acronym STEM, is a complex issue whose multiple causes have distant origins in time. In the early development of scientific disciplines, women were often denied access to education and professional opportunities, and their contributions to the scientific fields were frequently not recognized. These trends of underrepresentation gave rise to the male-dominated culture in STEM that persists today, as young women often lack female role models and are less likely to pursue careers in STEM, perpetuating the gender gap and limiting women’s influence and visibility in these fields. Here we present the protocol of the WHEN project, which aims to explore the perceptions that high-school students have of scientific careers and of the women in science, investigating whether gender stereotypes persist and can affect decisions about future paths. Through questionnaires, this study investigates the impact of socio-economic variables on the persistence of gender stereotypes and, most importantly, explores the potential for reducing them through direct engagement with female STEM role models.
  • Item type:Publication,
    Gender Differences in Collaboration Patterns in Computer Science Open PDF 
    (2022)
    Yamamoto, J.
    ;
    Frachtenberg, E.
    The research discipline of computer science (CS) has a well-publicized gender disparity. Multiple studies estimate the ratio of women among publishing researchers to be around 15–30%. Many explanatory factors have been studied in association with this gender gap, including differences in collaboration patterns. Here, we extend this body of knowledge by looking at differences in collaboration patterns specific to various fields and subfields of CS. We curated a dataset of nearly 20,000 unique authors of some 7000 top conference papers from a single year. We manually assigned a field and subfield to each conference and a gender to most researchers. We then measured the gender gap in each subfield as well as five other collaboration metrics, which we compared to the gender gap. Our main findings are that the gender gap varies greatly by field, ranging from 6% female authors in theoretical CS to 42% in CS education; subfields with a higher gender gap also tend to exhibit lower female productivity, larger coauthor groups, and higher gender homophily. Although women published fewer single-author papers, we did not find an association between single-author papers and the ratio of female researchers in a subfield. © 2022 by the authors. Licensee MDPI, Basel, Switzerland.
  • Item type:Publication,
    Women's Careers in Biomedical Sciences: Implications for the Economy, Scientific Discovery, and Women's Health Open PDF 
    (2017)
    Plank-Bazinet, Jennifer L.
    ;
    Heggeness, Misty L.
    ;
    Lund, P. Kay
    ;
    Clayton, Janine Austin
    While women have been well represented in medical school and biomedical doctoral degree programs, they do not comprise half of academic medicine faculty positions. Furthermore, there is a significant paucity of women in academic medicine leadership positions, as evidenced by the fact that only 16% of dean positions at United States Medical schools are filled by women. In this commentary, the authors review the state of women in academic medicine and argue that increased representation of women in the academic workforce will lead to economic gains, increased scientific discovery, and improvements to women's health.