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A Protocol to Assess Contextual Factors During Program Impact Evaluation: A Case Study of a STEM Gender Equity Intervention in Higher Education Open PDF
(2023)
Nobrega, S
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Edwards, K
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El Ghaziri, M
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Giacobbe, L
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Rice, S
Program evaluations that lack experimental design often fail to produce evidence of impact because there is no available control group. Theory-based evaluations can generate evidence of a program's causal effects if evaluators collect evidence along the theorized causal chain and identify possible competing causes. However, few methods are available for assessing competing causes in the program environment. Effect Modifier Assessment (EMA) is a method previously used in smaller-scale studies to assess possible competing causes of observed changes following an intervention. In our case study of a university gender equity intervention, EMA generated useful evidence of competing causes to augment program evaluation. Top-down administrative culture, poor experiences with hiring and promotion, and workload were identified as impeding forces that might have reduced program benefits. The EMA addresses a methodological gap in theory-based evaluation and might be useful in a variety of program settings.
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
A “scientific diversity” intervention to reduce gender bias in a sample of life scientists Open PDF
(American Society for Cell Biology, 2016)
Moss-Racusin, C.A.
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van der Toorn, J.
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Dovidio, J.F.
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Brescoll, V.L.
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Graham, M.J.
Mounting experimental evidence suggests that subtle gender biases favoring men contribute to the underrepresentation of women in science, technology, engineering, and mathematics (STEM), including many subfields of the life sciences. However, there are relatively few evaluations of diversity interventions designed to reduce gender biases within the STEM community. Because gender biases distort the meritocratic evaluation and advancement of students, interventions targeting instructors’ biases are particularly needed. We evaluated one such intervention, a workshop called “Scientific Diversity” that was consistent with an established framework guiding the development of diversity interventions designed to reduce biases and was administered to a sample of life science instructors (N=126) at several sessions of the National Academies Summer Institute for Undergraduate Education held nationwide. Evidence emerged indicating the efficacy of the “Scientific Diversity” work-shop, such that participants were more aware of gender bias, expressed less gender bias, and were more willing to engage in actions to reduce gender bias 2 weeks after participating in the intervention compared with 2 weeks before the intervention. Implications for diversity interventions aimed at reducing gender bias and broadening the participation of women in the life sciences are discussed. © 2016 C. A. Moss-Racusin et al. CBE—Life Sciences Education.
Gender differences in patenting activity: An examination of the US biotechnology industry Open PDF
(2009)
McMillan, G.S.
The gender gap in science and technology has received considerable attention by both researchers and policy makers. In an effort to better understand the quantity, quality, and underlying characteristics of female research efforts, I integrate three existing databases to uncover how female patenting activities differ from men's in the US biotechnology industry. Data on how much science the patents build upon, the author institutions of that science, and who funded the papers in which the science appears are all examined. In addition, using the NBER Patent Citation Data Files, I propose a possible gender-based life cycle model for patenting activity. The policy implications of my findings are also discussed. © 2009 Akadémiai Kiadó, Budapest.
Inter-gender differences in technological activity: Male and female contribution to patents in the Spanish OEPM database
(2009)
Mauleón, E.
;
Bordons, M.
Women involvement in Spanish patent applications at the Spanish Patent Office during the period 1990-2005 is analysed. Female inventors were present in 16% of the patents, increasing their participation from 10% in 1990 to 19% in 2005. Women activity was higher than average in the academic public sector (universities and Spanish National Research Council) and in specific thematic areas (Human Necessities and Chemistry). Female patents showed higher collaboration than male ones, as measured through their lower percentage of single-inventor patents and their higher co-inventorship index. The higher increase in female involvement was observed in universities, followed by individual applicants, while the lowest growth corresponded to industry.
A phenomenological study of factors influencing the gender gap in physics and other STEM-related fields
(American Society for Engineering Education, 2014)
Larkin, T.L.
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Vogel, T.
Current reports on the gender gap in STEM suggest factors influencing career choice between the sexes are not inevitable. Recent decades have documented a clear change in the gender makeup of some STEM disciplines. However, in many areas, the gap has persisted with little or no change in the number of women choosing to pursue a career in a STEM-related field such as Physics. According to recent AIP reports1, 2, women comprise 21% of undergraduate, 21% of graduate, and 19% of doctoral degrees in Physics. Many factors have been studied by scholars as contributing to the dearth of women in Physics and STEM3-8. Factors including the lack of role models, discouragement from the media, sex difference in cognitive skill, and unpleasant experiences related to gender-bias in the classroom have all been suggested as potential reasons why women tend not to pursue a career in Physics or other STEM field. Suggestions from some scholars also indicate that women often tend to seek out careers in which they feel they can make a difference. Unfortunately, the size of the gap in many areas has reached a plateau that hasn't appeared to shift significantly over time. This phenomenological study will look at how individual perceptions of STEM (with an emphasis on Physics) as a career option may influence academic and professional pursuits. To that end, formal interviews with practicing professionals and college students from a range of disciplines will be used as a primary data collection tool. This paper will provide a synthesis of the empirical data collected through these formal interviews. Factors that emerge from this synthesis as having a significant influence on one's perception of STEM as a career choice will be further examined and discussed. By focusing on individual perceptions, this study aims to contribute to the existing empirical database of factors that influence career choice and perpetuate the gender gap in STEMrelated fields such as Physics. The themes that emerge may stimulate further research on this topic and provide suggestions for best practices that may contribute to closing the gap. © American Society for Engineering Education, 2014.
Gender gaps in Australian research publishing, citation and co-authorship Open PDF
(2023)
Jamali, Hamid R.
;
Abbasi, Alireza
Despite improvement in gender inequality in Australian science, the problem has not been fully addressed yet. To better understand the nature of gender inequality in Australian science, all gendered Australian first authored articles published between 2010 and 2020 and indexed in the Dimensions database were analysed. Field of Research (FoR) was used as the subject classification of articles and Field Citation Ratio (FCR) was used for citation comparison. Overall, the ratio of female to male first authored articles increased over the years, and this was true for all FoRs except for information and computing sciences. The ratio of single-authored articles by females was also improved over the study period. Females appeared to have a citation advantage, using Field Citation Ratio, over males in a few FoRs including mathematical sciences, chemical sciences, technology, built environment and design, studies in human society, law and legal studies, and studies in creative arts and writing. The average FCR for female first authored articles was greater than the average FCR for male first authored articles, including in a few fields such mathematical sciences where male authors outperformed females in terms of the number of articles.
The gender gap in science: How long until women are equally represented? Open PDF
(2018)
Holman, Luke
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Stuart-Fox, Devi
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Hauser, Cindy E.
Women comprise a minority of the Science, Technology, Engineering, Mathematics, and Medicine (STEMM) workforce. Quantifying the gender gap may identify fields that will not reach parity without intervention, reveal underappreciated biases, and inform benchmarks for gender balance among conference speakers, editors, and hiring committees. Using the PubMed and arXiv databases, we estimated the gender of 36 million authors from >100 countries publishing in >6000 journals, covering most STEMM disciplines over the last 15 years, and made a web app allowing easy access to the data (https://lukeholman.github.io/genderGap/). Despite recent progress, the gender gap appears likely to persist for generations, particularly in surgery, computer science, physics, and maths. The gap is especially large in authorship positions associated with seniority, and prestigious journals have fewer women authors. Additionally, we estimate that men are invited by journals to submit papers at approximately double the rate of women. Wealthy countries, notably Japan, Germany, and Switzerland, had fewer women authors than poorer ones. We conclude that the STEMM gender gap will not close without further reforms in education, mentoring, and academic publishing.
Participation of women in doctorate, research, innovation, and management activities at Universidad Politécnica de Madrid: analysis of the decade 2006–2016 Open PDF
(2019)
Hernández-Martín, E.
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Calle, F.
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Dueñas, J.C.
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Holgado, M.
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Gómez-Pérez, A.
This article studies the participation of women in doctorate, lecturing and research, innovation, and management activities at Universidad Politécnica de Madrid (UPM), the most important and largest university in Spain devoted to engineering and architecture. The analyses revealed significant differences in the ratio of male (76%) and female (24%) lecturing and research staff. This unequal ratio conducted to women underrepresentation in other actions such as coordination of international projects, decision-making designations, patenting and software licensing, collaboration with companies, and PhD supervision. PhD enrolment and PhD defence data, disaggregated by gender and by technological area, were also analysed as they are the starting point of the academic career, and showed a widespread male prevalence over women (ca. 70% men vs. 30% women). The aim of this paper is to present actual, accurate, objective, and gender-segregated information extracted from UPM databases, to carry out a qualitative study drawing on an opinion survey and a “gap” analysis, and to undertake a critical examination of the historic, political, sociocultural and personal factors affecting gender inequalities in academia. Policy recommendations to improve the situation of women and to achieve gender balance in the disciplines of engineering and architecture are also provided. © 2019, Akadémiai Kiadó, Budapest, Hungary.
Does a gender-neutral name associate with the research impact of a scientist? Open PDF
(2022)
Zhang, N.
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He, G.
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Shi, D.
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Zhao, Z.
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Li, J.
Women have long suffered in both academia and industry from lower status, underrepresentation, unequal treatment, and other challenges based on gender. This paper explores whether a gender-neutral name is associated with the research impact of a scientist by examining three years of citations. The data for this study are derived from publications indexed in ISI's Web of Science (WoS) database from 2009 to 2015. By assigning a name neutralization index score to each author, we investigate the relationship between the neutralization index and citations and find the following results: (1) generally, the more neutral the name, the more citations the publications received; (2) the neutral effect was more pronounced for authors with feminine names than for authors with masculine names. © 2022

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