IDEAS home Printed from https://ideas.repec.org/a/spr/scient/v126y2021i5d10.1007_s11192-021-03911-4.html
   My bibliography  Save this article

Digital technology helps remove gender bias in academia

Author

Listed:
  • Julie Fortin

    (University of British Columbia
    University of British Columbia)

  • Bjarne Bartlett

    (University of Hawai’i)

  • Michael Kantar

    (University of Hawai’i)

  • Michelle Tseng

    (University of British Columbia)

  • Zia Mehrabi

    (University of British Columbia
    University of British Columbia)

Abstract

Science attempts to be a meritocracy; however, in recent years, there has been increasing evidence for systematic gender bias against women. This bias is present in many metrics commonly used to evaluate scientific productivity, which in turn influences hiring and career success. Here we explore a new metric, the Altmetric Attention Score, and find no evidence of bias across many major journals (Nature, PNAS, PLOS One, New England Journal of Medicine, Cell, and BioRxiv), with equal attention afforded to articles authored by men and women alike. The exception to this rule is the journal Science, which has marked gender bias against women in 2018, equivalent to a mean of 88 more tweets or 11 more news articles and a median of 20 more tweets or 3 more news articles for male than female first authors. Our findings qualify Altmetric, for many types and disciplines of journals, as a potentially unbiased measure of science communication in academia and suggest that new technologies, such as those on which Altmetric is based, might help to democratize academic evaluation.

Suggested Citation

  • Julie Fortin & Bjarne Bartlett & Michael Kantar & Michelle Tseng & Zia Mehrabi, 2021. "Digital technology helps remove gender bias in academia," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(5), pages 4073-4081, May.
  • Handle: RePEc:spr:scient:v:126:y:2021:i:5:d:10.1007_s11192-021-03911-4
    DOI: 10.1007/s11192-021-03911-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11192-021-03911-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11192-021-03911-4?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ruben Enikolopov & Maria Petrova & Konstantin Sonin, 2018. "Social Media and Corruption," American Economic Journal: Applied Economics, American Economic Association, vol. 10(1), pages 150-174, January.
    2. Christian Gumpenberger & Wolfgang Glänzel & Juan Gorraiz, 2016. "The ecstasy and the agony of the altmetric score," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(2), pages 977-982, August.
    3. repec:nas:journl:v:115:y:2018:p:104-108 is not listed on IDEAS
    4. Luke Holman & Devi Stuart-Fox & Cindy E Hauser, 2018. "The gender gap in science: How long until women are equally represented?," PLOS Biology, Public Library of Science, vol. 16(4), pages 1-20, April.
    5. Dion, Michelle L. & Sumner, Jane Lawrence & Mitchell, Sara McLaughlin, 2018. "Gendered Citation Patterns across Political Science and Social Science Methodology Fields," Political Analysis, Cambridge University Press, vol. 26(3), pages 312-327, July.
    6. Lutz Bornmann & Robin Haunschild, 2018. "Do altmetrics correlate with the quality of papers? A large-scale empirical study based on F1000Prime data," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-12, May.
    7. Jevin D West & Jennifer Jacquet & Molly M King & Shelley J Correll & Carl T Bergstrom, 2013. "The Role of Gender in Scholarly Authorship," PLOS ONE, Public Library of Science, vol. 8(7), pages 1-6, July.
    8. Thelwall, Mike & Nevill, Tamara, 2018. "Could scientists use Altmetric.com scores to predict longer term citation counts?," Journal of Informetrics, Elsevier, vol. 12(1), pages 237-248.
    9. Mojisola Erdt & Aarthy Nagarajan & Sei-Ching Joanna Sin & Yin-Leng Theng, 2016. "Altmetrics: an analysis of the state-of-the-art in measuring research impact on social media," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(2), pages 1117-1166, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. González-Betancor, Sara M. & Dorta-González, Pablo, 2023. "Does society show differential attention to researchers based on gender and field?," Journal of Informetrics, Elsevier, vol. 17(4).
    2. Fernanda Staniscuaski & Arthur V. Machado & Rossana C. Soletti & Fernanda Reichert & Eugenia Zandonà & Pamela B. Mello-Carpes & Camila Infanger & Zelia M. C. Ludwig & Leticia Oliveira, 2023. "Bias against parents in science hits women harder," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-9, December.
    3. Katie Wilson & Chun-Kai (Karl) Huang & Lucy Montgomery & Cameron Neylon & Rebecca N. Handcock & Alkim Ozaygen & Aniek Roelofs, 2022. "Changing the Academic Gender Narrative through Open Access," Publications, MDPI, vol. 10(3), pages 1-18, July.

    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. Sergio Copiello, 2020. "Other than detecting impact in advance, alternative metrics could act as early warning signs of retractions: tentative findings of a study into the papers retracted by PLoS ONE," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2449-2469, December.
    2. Ying Guo & Xiantao Xiao, 2022. "Author-level altmetrics for the evaluation of Chinese scholars," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(2), pages 973-990, February.
    3. Nakajima, Kazuki & Liu, Ruodan & Shudo, Kazuyuki & Masuda, Naoki, 2023. "Quantifying gender imbalance in East Asian academia: Research career and citation practice," Journal of Informetrics, Elsevier, vol. 17(4).
    4. Mengyu Yu & Mazie Krehbiel & Samantha Thompson & Tatjana Miljkovic, 2020. "An exploration of gender gap using advanced data science tools: actuarial research community," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 767-789, May.
    5. Yang, Siluo & Zheng, Mengxue & Yu, Yonghao & Wolfram, Dietmar, 2021. "Are Altmetric.com scores effective for research impact evaluation in the social sciences and humanities?," Journal of Informetrics, Elsevier, vol. 15(1).
    6. Daniela De Filippo & Fernanda Morillo & Borja González-Albo, 2023. "Measuring the Impact and Influence of Scientific Activity in the Humanities and Social Sciences," Publications, MDPI, vol. 11(2), pages 1-17, June.
    7. Jianhua Hou & Xiucai Yang & Yang Zhang, 2023. "The effect of social media knowledge cascade: an analysis of scientific papers diffusion," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(9), pages 5169-5195, September.
    8. Michele Pezzoni & Fabiana Visentin, 2024. "Gender bias in team formation: the case of the European Science Foundation’s grants," Science and Public Policy, Oxford University Press, vol. 51(2), pages 247-260.
    9. Sergio Copiello, 2019. "Research Interest: another undisclosed (and redundant) algorithm by ResearchGate," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(1), pages 351-360, July.
    10. Hamid R. Jamali & Alireza Abbasi, 2023. "Gender gaps in Australian research publishing, citation and co-authorship," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(5), pages 2879-2893, May.
    11. Łukasz Wiechetek & Zbigniew Pastuszak, 2022. "Academic social networks metrics: an effective indicator for university performance?," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(3), pages 1381-1401, March.
    12. Sergio Copiello & Pietro Bonifaci, 2019. "ResearchGate Score, full-text research items, and full-text reads: a follow-up study," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(2), pages 1255-1262, May.
    13. Kaltrina Nuredini, 2021. "Investigating Altmetric Information For The Top 1000 Journals From Handelsblatt Ranking In Economic And Business Studies," Journal of Economic Surveys, Wiley Blackwell, vol. 35(5), pages 1315-1343, December.
    14. Sergio Copiello & Pietro Bonifaci, 2018. "A few remarks on ResearchGate score and academic reputation," Scientometrics, Springer;Akadémiai Kiadó, vol. 114(1), pages 301-306, January.
    15. Mike Thelwall & Kayvan Kousha & Mahshid Abdoli & Emma Stuart & Meiko Makita & Paul Wilson & Jonathan Levitt, 2023. "Do altmetric scores reflect article quality? Evidence from the UK Research Excellence Framework 2021," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 74(5), pages 582-593, May.
    16. Abdelghani Maddi & Yves Gingras, 2021. "Gender Diversity In Research Teams And Citation Impact In Economics And Management," Journal of Economic Surveys, Wiley Blackwell, vol. 35(5), pages 1381-1404, December.
    17. Luke Holman & Claire Morandin, 2019. "Researchers collaborate with same-gendered colleagues more often than expected across the life sciences," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-19, April.
    18. Roberta Ruggieri & Fabrizio Pecoraro & Daniela Luzi, 2021. "An intersectional approach to analyse gender productivity and open access: a bibliometric analysis of the Italian National Research Council," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(2), pages 1647-1673, February.
    19. Rongying Zhao & Xu Wang, 2019. "Evaluation and comparison of influence in international Open Access journals between China and USA," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(3), pages 1091-1110, September.
    20. María Agostina Zulli & Francesco Giovanni Angeli & Alejandro Danon & Ana Carolina Ortega Masagué, 2021. "The leaky pipeline problem, COVID-19 & big data: The impact of the pandemic on the gender gap in research production," Asociación Argentina de Economía Política: Working Papers 4532, Asociación Argentina de Economía Política.

    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:spr:scient:v:126:y:2021:i:5:d:10.1007_s11192-021-03911-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.