IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0262027.html
   My bibliography  Save this article

Diversifying history: A large-scale analysis of changes in researcher demographics and scholarly agendas

Author

Listed:
  • Stephan Risi
  • Mathias W Nielsen
  • Emma Kerr
  • Emer Brady
  • Lanu Kim
  • Daniel A McFarland
  • Dan Jurafsky
  • James Zou
  • Londa Schiebinger

Abstract

Background: In recent years, interest has grown in whether and to what extent demographic diversity sparks discovery and innovation in research. At the same time, topic modeling has been employed to discover differences in what women and men write about. This study engages these two strands of scholarship to explore associations between changing researcher demographics and research questions asked in the discipline of history. Specifically, we analyze developments in history as women entered the field. Methods: We focus on author gender in diachronic analysis of history dissertations from 1980 (when online data is first available) to 2015 and a select set of general history journals from 1950 to 2015. We use correlated topic modeling and network visualizations to map developments in research agendas over time and to examine how women and men have contributed to these developments. Results: Our summary snapshot of aggregate interests of women and men for the period 1950 to 2015 identifies new topics associated with women authors: gender and women’s history, body history, family and households, consumption and consumerism, and sexuality. Diachronic analysis demonstrates that while women pioneered topics such as gender and women’s history or the history of sexuality, these topics broaden over time to become methodological frameworks that historians widely embraced and that changed in interesting ways as men engaged with them. Our analysis of history dissertations surface correlations between advisor/advisee gender pairings and choice of dissertation topic. Conclusions: Overall, this quantitative longitudinal study suggests that the growth in women historians has coincided with the broadening of research agendas and an increased sensitivity to new topics and methodologies in the field.

Suggested Citation

  • Stephan Risi & Mathias W Nielsen & Emma Kerr & Emer Brady & Lanu Kim & Daniel A McFarland & Dan Jurafsky & James Zou & Londa Schiebinger, 2022. "Diversifying history: A large-scale analysis of changes in researcher demographics and scholarly agendas," PLOS ONE, Public Library of Science, vol. 17(1), pages 1-17, January.
  • Handle: RePEc:plo:pone00:0262027
    DOI: 10.1371/journal.pone.0262027
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0262027
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0262027&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0262027?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mathias Wullum Nielsen & Carter Walter Bloch & Londa Schiebinger, 2018. "Making gender diversity work for scientific discovery and innovation," Nature Human Behaviour, Nature, vol. 2(10), pages 726-734, October.
    2. Juan Dolado & Florentino Felgueroso & Miguel Almunia, 2012. "Are men and women-economists evenly distributed across research fields? Some new empirical evidence," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 3(3), pages 367-393, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wullum Nielsen, Mathias & Börjeson, Love, 2019. "Gender diversity in the management field: Does it matter for research outcomes?," Research Policy, Elsevier, vol. 48(7), pages 1617-1632.
    2. Chaojiang Wu & Erjia Yan & Yongjun Zhu & Kai Li, 2021. "Gender imbalance in the productivity of funded projects: A study of the outputs of National Institutes of Health R01 grants," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 72(11), pages 1386-1399, November.
    3. Ann-Maree Vallence & Mark R Hinder & Hakuei Fujiyama, 2019. "Data-driven selection of conference speakers based on scientific impact to achieve gender parity," PLOS ONE, Public Library of Science, vol. 14(7), pages 1-10, July.
    4. Verónica Amarante & Marisa Bucheli & María Inés Moraes & Tatiana Pérez, 2021. "Women in Research in Economics in Uruguay," Revista Cuadernos de Economia, Universidad Nacional de Colombia, FCE, CID, vol. 40(84), pages 763-790, October.
    5. Sierminska, Eva & Oaxaca, Ronald L., 2022. "Gender differences in economics PhD field specializations with correlated choices," Labour Economics, Elsevier, vol. 79(C).
    6. Jenny Bourne & Nathan D. Grawe & Michael Hemesath & Prathi Seneviratne & Maya Jensen, 2024. "The Disappearing Gender Gap in Scholarly Publication of Economists at Liberal Arts Colleges," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 50(1), pages 117-134, January.
    7. J. Ignacio Conde-Ruiz & Juan-José Ganuza & Manu García & Luis A. Puch, 2021. "Gender Distribution across Topics in Top 5 Economics Journals: A Machine Learning Approach," Working Papers 1241, Barcelona School of Economics.
    8. Manuel Bagues & Mauro Sylos-Labini & Natalia Zinovyeva, 2017. "Does the Gender Composition of Scientific Committees Matter?," American Economic Review, American Economic Association, vol. 107(4), pages 1207-1238, April.
    9. O’Neill, Donal, 2015. "Divided opinion on the Fair Minimum Wage Act of 2013: Random or systematic differences?," Economics Letters, Elsevier, vol. 136(C), pages 175-178.
    10. Asier Minondo, 2020. "Who presents and where? An analysis of research seminars in US economics departments," Papers 2001.10561, arXiv.org, revised May 2020.
    11. Kyunga Na & Kwangsoo Shin, 2019. "The Gender Effect on a Firm’s Innovative Activities in the Emerging Economies," Sustainability, MDPI, vol. 11(7), pages 1-24, April.
    12. Sandra Krapf & Michaela Kreyenfeld & Katharina Wolf, 2016. "Gendered Authorship and Demographic Research: An Analysis of 50 Years of Demography," Demography, Springer;Population Association of America (PAA), vol. 53(4), pages 1169-1184, August.
    13. Bukstein, Daniel & Gandelman, Néstor, 2019. "Glass ceilings in research: Evidence from a national program in Uruguay," Research Policy, Elsevier, vol. 48(6), pages 1550-1563.
    14. Conde-Ruiz, J. Ignacio & Ganuza, Juan José & Profeta, Paola, 2022. "Statistical discrimination and committees," European Economic Review, Elsevier, vol. 141(C).
    15. Kevin Boudreau & Nilam Kaushik, 2020. "The Gender Gap in Tech & Competitive Work Environments? Field Experimental Evidence from an Internet-of-Things Product Development Platform," NBER Working Papers 27154, National Bureau of Economic Research, Inc.
    16. Tian Heong Chan & Haibo Liu & Steffen Keck & Wenjie Tang, 2023. "When do teams generate valuable inventions? The moderating role of invention integrality on the effects of expertise similarity, network cohesion, and gender diversity," Production and Operations Management, Production and Operations Management Society, vol. 32(6), pages 1760-1777, June.
    17. Nezih Guner & Ezgi Kaya & Virginia Sánchez-Marcos, 2014. "Gender gaps in Spain: policies and outcomes over the last three decades," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 5(1), pages 61-103, March.
    18. Fabiana Rocha, Paula Pereda, & Liz Matsunaga & Maria Dolores Montoya Diaz & Renata Narita, & Bruna Borges, 2021. "Gender differences in the academic career of economics in Brazil," Revista Cuadernos de Economia, Universidad Nacional de Colombia, FCE, CID, vol. 40(84), pages 815-892, October.
    19. Andrea Beller & Shoshana Grossbard & Ana Fava & Marouane Idmansour, 2021. "Women and Economics Workshops Run by Gary Becker and Jacob Mincer at Columbia University and the University of Chicago," Working Papers 2021-057, Human Capital and Economic Opportunity Working Group.
    20. Andersen, Jens Peter & Nielsen, Mathias Wullum, 2018. "Google Scholar and Web of Science: Examining gender differences in citation coverage across five scientific disciplines," Journal of Informetrics, Elsevier, vol. 12(3), pages 950-959.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0262027. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.