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Gender differences in performance of top cited scientists by field and country

Author

Listed:
  • Ho Fai Chan

    (Queensland University of Technology
    Queensland University of Technology)

  • Benno Torgler

    (Queensland University of Technology
    Queensland University of Technology
    CREMA – Center for Research in Economics, Management and the Arts)

Abstract

In this descriptive study, we aim to show the potential gender differences in academic success, focusing on the top (i.e., most frequently cited) scientists by analyzing the work of more than 94,000 scientists in 21 fields across 43 countries. Our results indicate that female representation in the top tier of scientists strongly varies between countries (11.83%; s.d. = 0.046), with the highest proportion of top women scientists in Finland (20.45%) and the lowest in Saudi Arabia (2.08%). Compared with the total share of females in science, women are underrepresented among the top (i.e., most frequently cited) scholars by 28.52 percentage points. The proportions differ by disciplines, with top women authors best represented in Public Health and Services (36.1%), Communication and Textual Studies (33.7%), Psychology and Cognitive Science (27.5%), and Social Sciences (23%); while the lowest share of women scientists are found in Mathematics and Statistics (6.3%), Engineering (7.2%), and Physics and Astronomy (7.7%). However, despite the low female representation, top women scholars in those three fields conduct (on average) more impactful research than their male colleagues, which is contrary to most other research fields. We also show that female scientific success is positively correlated with a nation’s higher gender equity indicators, lower discriminatory values, and less negative attitudes and preferences towards women. Overall, our findings suggest that scientific fields are still struggling with gender inequality that pervades public life.

Suggested Citation

  • Ho Fai Chan & Benno Torgler, 2020. "Gender differences in performance of top cited scientists by field and country," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(3), pages 2421-2447, December.
  • Handle: RePEc:spr:scient:v:125:y:2020:i:3:d:10.1007_s11192-020-03733-w
    DOI: 10.1007/s11192-020-03733-w
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    as
    1. Torgler, Benno & Piatti, Marco, 2011. "A Century of American Economic Review," Sustainable Development Papers 102501, Fondazione Eni Enrico Mattei (FEEM).
    2. Pierre Azoulay & Toby Stuart & Yanbo Wang, 2014. "Matthew: Effect or Fable?," Management Science, INFORMS, vol. 60(1), pages 92-109, January.
    3. S. Redner, 1998. "How popular is your paper? An empirical study of the citation distribution," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 4(2), pages 131-134, July.
    4. Ho Fai Chan & Bruno S. Frey & Jana Gallus & Markus Schaffner & Benno Torgler & Stephen Whyte, 2014. "Do the best scholars attract the highest speaking fees? An exploration of internal and external influence," Scientometrics, Springer;Akadémiai Kiadó, vol. 101(1), pages 793-817, October.
    5. Georgina Santos & Stéphanie Dang Van Phu, 2019. "Gender and Academic Rank in the UK," Sustainability, MDPI, vol. 11(11), pages 1-46, June.
    6. Pleun Arensbergen & Inge van der Weijden & Peter Besselaar, 2012. "Gender differences in scientific productivity: a persisting phenomenon?," Scientometrics, Springer;Akadémiai Kiadó, vol. 93(3), pages 857-868, December.
    7. Ho Fai Chan & Bruno S. Frey & Jana Gallus & Markus Schaffner & Benno Torgler & Stephen Whyte, 2016. "External Influence as an Indicator of Scholarly Importance," CESifo Economic Studies, CESifo Group, vol. 62(1), pages 170-195.
    8. Elisabeth Maria Schlagberger & Lutz Bornmann & Johann Bauer, 2016. "At what institutions did Nobel laureates do their prize-winning work? An analysis of biographical information on Nobel laureates from 1994 to 2014," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(2), pages 723-767, November.
    9. Ong, David & Chan, Ho Fai & Torgler, Benno & Yang, Yu (Alan), 2018. "Collaboration incentives: Endogenous selection into single and coauthorships by surname initial in economics and management," Journal of Economic Behavior & Organization, Elsevier, vol. 147(C), pages 41-57.
    10. Ho Fai Chan & Franklin G. Mixon & Benno Torgler, 2019. "Fame in the sciences: a culturomics approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 118(2), pages 605-615, February.
    11. Daniel Conley & Johanna Stadmark, 2012. "A call to commission more women writers," Nature, Nature, vol. 488(7413), pages 590-590, August.
    12. Philippe Mongeon & Adèle Paul-Hus, 2016. "The journal coverage of Web of Science and Scopus: a comparative analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 106(1), pages 213-228, January.
    13. Christine L. Nittrouer & Michelle R. Hebl & Leslie Ashburn-Nardo & Rachel C. E. Trump-Steele & David M. Lane & Virginia Valian, 2018. "Gender disparities in colloquium speakers at top universities," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(1), pages 104-108, January.
    14. Amin Mazloumian & Young-Ho Eom & Dirk Helbing & Sergi Lozano & Santo Fortunato, 2011. "How Citation Boosts Promote Scientific Paradigm Shifts and Nobel Prizes," PLOS ONE, Public Library of Science, vol. 6(5), pages 1-6, May.
    15. Peter van den Besselaar & Ulf Sandström, 2017. "Vicious circles of gender bias, lower positions, and lower performance: Gender differences in scholarly productivity and impact," PLOS ONE, Public Library of Science, vol. 12(8), pages 1-16, August.
    16. 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.
    17. Ho Fai Chan & Laura Gleeson & Benno Torgler, 2014. "Awards before and after the Nobel Prize: A Matthew effect and/or a ticket to one’s own funeral?," Research Evaluation, Oxford University Press, vol. 23(3), pages 210-220.
    18. Sabrina J. Mayer & Justus M. K. Rathmann, 2018. "How does research productivity relate to gender? Analyzing gender differences for multiple publication dimensions," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(3), pages 1663-1693, December.
    19. Per O. Seglen, 1992. "The skewness of science," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 43(9), pages 628-638, October.
    20. Tove Faber Frandsen & Rasmus Højbjerg Jacobsen & Jakob Ousager, 2020. "Gender gaps in scientific performance: a longitudinal matching study of health sciences researchers," Scientometrics, Springer;Akadémiai Kiadó, vol. 124(2), pages 1511-1527, August.
    21. Ho Fai Chan & Benno Torgler, 2015. "Do great minds appear in batches?," Scientometrics, Springer;Akadémiai Kiadó, vol. 104(2), pages 475-488, August.
    22. Martín-Martín, Alberto & Orduna-Malea, Enrique & Thelwall, Mike & Delgado López-Cózar, Emilio, 2018. "Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories," Journal of Informetrics, Elsevier, vol. 12(4), pages 1160-1177.
    23. Schreiber, Michael, 2008. "A modification of the h-index: The hm-index accounts for multi-authored manuscripts," Journal of Informetrics, Elsevier, vol. 2(3), pages 211-216.
    24. Mike Thelwall, 2020. "Mid-career field switches reduce gender disparities in academic publishing," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(3), pages 1365-1383, June.
    25. Tahereh Dehdarirad & Anna Villarroya & Maite Barrios, 2015. "Research on women in science and higher education: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(3), pages 795-812, June.
    26. Ho Fai Chan & Benno Torgler, 2012. "Econometric Fellows and Nobel Laureates in Economics," Economics Bulletin, AccessEcon, vol. 32(4), pages 3365-3377.
    27. Matthias Potthoff & Fabian Zimmermann, 2017. "Is there a gender-based fragmentation of communication science? An investigation of the reasons for the apparent gender homophily in citations," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(2), pages 1047-1063, August.
    28. Éric Archambault & Étienne Vignola-Gagné & Grégoire Côté & Vincent Larivière & Yves Gingrasb, 2006. "Benchmarking scientific output in the social sciences and humanities: The limits of existing databases," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(3), pages 329-342, September.
    29. Breda, Thomas & Grenet, Julien & Monnet, Marion & Van Effenterre, Clémentine, 2020. "Do Female Role Models Reduce the Gender Gap in Science? Evidence from French High Schools," IZA Discussion Papers 13163, Institute of Labor Economics (IZA).
    30. Bornmann, Lutz & Mutz, Rüdiger & Daniel, Hans-Dieter, 2007. "Gender differences in grant peer review: A meta-analysis," Journal of Informetrics, Elsevier, vol. 1(3), pages 226-238.
    31. Lisa A. Hechtman & Nathan P. Moore & Claire E. Schulkey & Andrew C. Miklos & Anna Maria Calcagno & Richard Aragon & Judith H. Greenberg, 2018. "NIH funding longevity by gender," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(31), pages 7943-7948, July.
    32. Matthew S. Bothner & Joel M. Podolny & Edward Bishop Smith, 2011. "Organizing Contests for Status: The Matthew Effect vs. the Mark Effect," Management Science, INFORMS, vol. 57(3), pages 439-457, March.
    33. Thomas Breda & Julien Grenet & Marion Monnet & Clémentine van Effenterre, 2023. "How Effective are Female Role Models in Steering Girls towards STEM? Evidence from French High Schools," Working Papers halshs-01713068, HAL.
    34. Ho Fai Chan & Benno Torgler, 2015. "The implications of educational and methodological background for the career success of Nobel laureates: an investigation of major awards," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(1), pages 847-863, January.
    35. Ho F. Chan & Franklin G. Mixon & Benno Torgler, 2018. "Relation of early career performance and recognition to the probability of winning the Nobel Prize in economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 114(3), pages 1069-1086, March.
    36. Marshall Medoff, 2006. "Evidence of a Harvard and Chicago Matthew Effect," Journal of Economic Methodology, Taylor & Francis Journals, vol. 13(4), pages 485-506.
    37. Francine D. Blau & Janet M. Currie & Rachel T. A. Croson & Donna K. Ginther, 2010. "Can Mentoring Help Female Assistant Professors? Interim Results from a Randomized Trial," American Economic Review, American Economic Association, vol. 100(2), pages 348-352, May.
    38. Ho Fai Chan & Ali Sina Önder & Benno Torgler, 2016. "The first cut is the deepest: repeated interactions of coauthorship and academic productivity in Nobel laureate teams," Scientometrics, Springer;Akadémiai Kiadó, vol. 106(2), pages 509-524, February.
    39. Paul J. Boyle & Lucy K. Smith & Nicola J. Cooper & Kate S. Williams & Henrietta O'Connor, 2015. "Gender balance: Women are funded more fairly in social science," Nature, Nature, vol. 525(7568), pages 181-183, September.
    40. Heine Andersen, 2001. "The norm of universalism in sciences. Social origin and gender of researchers in Denmark," Scientometrics, Springer;Akadémiai Kiadó, vol. 50(2), pages 255-272, February.
    41. Per Lunnemann & Mogens H. Jensen & Liselotte Jauffred, 2019. "Gender bias in Nobel prizes," Palgrave Communications, Palgrave Macmillan, vol. 5(1), pages 1-4, December.
    42. Martha M Bakker & Maarten H Jacobs, 2016. "Tenure Track Policy Increases Representation of Women in Senior Academic Positions, but Is Insufficient to Achieve Gender Balance," PLOS ONE, Public Library of Science, vol. 11(9), pages 1-15, September.
    43. Clemens B. Fell & Cornelius J. König, 2016. "Is there a gender difference in scientific collaboration? A scientometric examination of co-authorships among industrial–organizational psychologists," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(1), pages 113-141, July.
    44. 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.
    45. Franklin G. Mixon & Benno Torgler & Kamal P. Upadhyaya, 2017. "Scholarly impact and the timing of major awards in economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(3), pages 1837-1852, September.
    46. Jory Lerback & Brooks Hanson, 2017. "Journals invite too few women to referee," Nature, Nature, vol. 541(7638), pages 455-457, January.
    47. Peter van den Besselaar & Ulf Sandström, 2016. "Gender differences in research performance and its impact on careers: a longitudinal case study," Scientometrics, Springer;Akadémiai Kiadó, vol. 106(1), pages 143-162, January.
    48. Alberto Martín-Martín & Enrique Orduna-Malea & Emilio Delgado López-Cózar, 2018. "Coverage of highly-cited documents in Google Scholar, Web of Science, and Scopus: a multidisciplinary comparison," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 2175-2188, September.
    49. Dorte Henriksen, 2019. "Alphabetic or Contributor Author Order. What Is the Norm in Danish Economics and Political Science and Why?," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 70(6), pages 607-618, June.
    50. Benno Torgler & Marco Piatti, 2013. "A Century of American Economic Review: Insights on Critical Factors in Journal Publishing," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-33305-6.
    51. Ho Fai Chan & Ali Sina Önder & Benno Torgler, 2015. "Do Nobel laureates change their patterns of collaboration following prize reception?," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(3), pages 2215-2235, December.
    52. Junwan Liu & Yinglu Song & Sai Yang, 2020. "Gender disparities in the field of economics," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(2), pages 1477-1498, November.
    53. Chad M Topaz & Shilad Sen, 2016. "Gender Representation on Journal Editorial Boards in the Mathematical Sciences," PLOS ONE, Public Library of Science, vol. 11(8), pages 1-21, August.
    54. Chan, Ho Fai & Frey, Bruno S. & Gallus, Jana & Torgler, Benno, 2014. "Academic honors and performance," Labour Economics, Elsevier, vol. 31(C), pages 188-204.
    55. Félix Moya-Anegón & Zaida Chinchilla-Rodríguez & Benjamín Vargas-Quesada & Elena Corera-Álvarez & Francisco José Muñoz-Fernández & Antonio González-Molina & Victor Herrero-Solana, 2007. "Coverage analysis of Scopus: A journal metric approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 73(1), pages 53-78, October.
    56. Dag W. Aksnes & Fredrik Niclas Piro & Kristoffer Rørstad, 2019. "Gender gaps in international research collaboration: a bibliometric approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(2), pages 747-774, August.
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