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Innovative ideas and gender inequality

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  • Koffi, Marlene

Abstract

This paper analyzes the recognition of women's innovative ideas. Bibliometric data from research in economics are used to investigate gender biases in citation patterns. Based on deep learning and machine learning techniques, one can (1) establish the similarities between papers (2) build a link between articles by identifying the papers citing, cited and that should be cited. This study finds that, on average, omitted papers are 15%-20% more likely to be female-authored than male-authored. This omission bias is more prevalent when there are only males in the citing paper. Overall, to have the same level of citation as papers written by males, papers written by females need to be 20 percentiles upper in the distribution of the degree of innovativeness of the paper.

Suggested Citation

  • Koffi, Marlene, 2021. "Innovative ideas and gender inequality," CLEF Working Paper Series 35, Canadian Labour Economics Forum (CLEF), University of Waterloo.
  • Handle: RePEc:zbw:clefwp:35
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    1. David Card & Stefano DellaVigna & Patricia Funk & Nagore Iriberri, 2020. "Are Referees and Editors in Economics Gender Neutral?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 269-327.
    2. Kosnik, Lea-Rachel, 2015. "What have economists been doing for the last 50 years? A text analysis of published academic research from 1960-2010," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-38.
    3. Prummer, Anja & goyal, sanjeev & Ductor, Lorenzo, 2021. "Gender and Collaboration," CEPR Discussion Papers 15673, C.E.P.R. Discussion Papers.
    4. Joshua Angrist & Pierre Azoulay & Glenn Ellison & Ryan Hill & Susan Feng Lu, 2017. "Economic Research Evolves: Fields and Styles," American Economic Review, American Economic Association, vol. 107(5), pages 293-297, May.
    5. Bryan Kelly & Dimitris Papanikolaou & Amit Seru & Matt Taddy, 2021. "Measuring Technological Innovation over the Long Run," American Economic Review: Insights, American Economic Association, vol. 3(3), pages 303-320, September.
    6. Jennifer Hunt, 2016. "Why do Women Leave Science and Engineering?," ILR Review, Cornell University, ILR School, vol. 69(1), pages 199-226, January.
    7. Gordon B Dahl & Andreas Kotsadam & Dan-Olof Rooth, 2021. "Does Integration Change Gender Attitudes? The Effect of Randomly Assigning Women to Traditionally Male Teams," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 987-1030.
    8. Preston, Anne E, 1994. "Why Have All the Women Gone? A Study of Exit of Women from the Science and Engineering Professions," American Economic Review, American Economic Association, vol. 84(5), pages 1446-1462, December.
    9. Laura Hospido & Carlos Sanz, 2021. "Gender Gaps in the Evaluation of Research: Evidence from Submissions to Economics Conferences," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(3), pages 590-618, June.
    10. Alice H. Wu, 2018. "Gendered Language on the Economics Job Market Rumors Forum," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 175-179, May.
    11. Glenn Ellison, 2013. "How Does the Market Use Citation Data? The Hirsch Index in Economics," American Economic Journal: Applied Economics, American Economic Association, vol. 5(3), pages 63-90, July.
    12. Anusha Chari & Paul Goldsmith-Pinkham, 2017. "Gender Representation in Economics Across Topics and Time: Evidence from the NBER Summer Institute," Working Papers 2017-081, Human Capital and Economic Opportunity Working Group.
    13. Hengel, E., 2017. "Publishing while Female. Are women held to higher standards? Evidence from peer review," Cambridge Working Papers in Economics 1753, Faculty of Economics, University of Cambridge.
    14. Pantelis Kalaitzidakis & Theofanis P. Mamuneas & Thanasis Stengos, 2011. "An updated ranking of academic journals in economics," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 44(4), pages 1525-1538, November.
    15. Heather Antecol & Kelly Bedard & Jenna Stearns, 2018. "Equal but Inequitable: Who Benefits from Gender-Neutral Tenure Clock Stopping Policies?," American Economic Review, American Economic Association, vol. 108(9), pages 2420-2441, September.
    16. Colussi, Tommaso, 2015. "Social Ties in Academia: A Friend is a Treasure," IZA Discussion Papers 9414, Institute of Labor Economics (IZA).
    17. Donna K. Ginther & Shulamit Kahn, 2004. "Women in Economics: Moving Up or Falling Off the Academic Career Ladder?," Journal of Economic Perspectives, American Economic Association, vol. 18(3), pages 193-214, Summer.
    18. Kosnik, Lea-Rachel, 2015. "What have economists been doing for the last 50 years? A text analysis of published academic research from 1960-2010," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-38.
    19. David N. Laband, 2013. "On the Use and Abuse of Economics Journal Rankings," Economic Journal, Royal Economic Society, vol. 0, pages 223-254, August.
    20. Glenn Ellison, 2002. "The Slowdown of the Economics Publishing Process," Journal of Political Economy, University of Chicago Press, vol. 110(5), pages 947-993, October.
    21. David Card & Stefano DellaVigna, 2013. "Nine Facts about Top Journals in Economics," Journal of Economic Literature, American Economic Association, vol. 51(1), pages 144-161, March.
    22. Kristie M. Engemann & Howard J. Wall, 2009. "A journal ranking for the ambitious economist," Review, Federal Reserve Bank of St. Louis, vol. 91(May), pages 127-140.
    23. Jason Abrevaya & Daniel S. Hamermesh, 2012. "Charity and Favoritism in the Field: Are Female Economists Nicer (To Each Other)?," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 202-207, February.
    24. Xiaodan Zhu & Peter Turney & Daniel Lemire & André Vellino, 2015. "Measuring academic influence: Not all citations are equal," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(2), pages 408-427, February.
    25. Daniel S. Hamermesh, 2018. "Citations in Economics: Measurement, Uses, and Impacts," Journal of Economic Literature, American Economic Association, vol. 56(1), pages 115-156, March.
    26. Antecol, Heather & Cobb-Clark, Deborah A., 2013. "Do psychosocial traits help explain gender segregation in young people's occupations?," Labour Economics, Elsevier, vol. 21(C), pages 59-73.
    27. Lorenzo Ductor & Sanjeev Goyal & Anja Prummer, 2018. "Gender & Collaboration," Working Papers 856, Queen Mary University of London, School of Economics and Finance.
    28. Amanda Bayer & Cecilia Elena Rouse, 2016. "Diversity in the Economics Profession: A New Attack on an Old Problem," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 221-242, Fall.
    29. Glenn Ellison, 2002. "Evolving Standards for Academic Publishing: A q-r Theory," Journal of Political Economy, University of Chicago Press, vol. 110(5), pages 994-1034, October.
    30. Daniel S. Hamermesh & Gerard A. Pfann, 2012. "Reputation And Earnings: The Roles Of Quality And Quantity In Academe," Economic Inquiry, Western Economic Association International, vol. 50(1), pages 1-16, January.
    31. Lutz Bornmann & Alexander Butz & Klaus Wohlrabe, 2018. "What are the top five journals in economics? A new meta-ranking," Applied Economics, Taylor & Francis Journals, vol. 50(6), pages 659-675, February.
    32. Kodrzycki Yolanda K. & Yu Pingkang, 2006. "New Approaches to Ranking Economics Journals," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 5(1), pages 1-44, August.
    33. Erin Hengel & Eunyoung Moon, 2020. "Gender and quality at top economics journals," Working Papers 202001, University of Liverpool, Department of Economics.
    34. 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.
    35. Glenn Ellison, 2011. "Is Peer Review In Decline?," Economic Inquiry, Western Economic Association International, vol. 49(3), pages 635-657, July.
    36. Shelly Lundberg & Jenna Stearns, 2019. "Women in Economics: Stalled Progress," Journal of Economic Perspectives, American Economic Association, vol. 33(1), pages 3-22, Winter.
    37. Laband, David N & Piette, Michael J, 1994. "The Relative Impacts of Economics Journals: 1970-1990," Journal of Economic Literature, American Economic Association, vol. 32(2), pages 640-666, June.
    38. Pablo Jensen & Jean-Baptiste Rouquier & Yves Croissant, 2009. "Testing bibliometric indicators by their prediction of scientists promotions," Scientometrics, Springer;Akadémiai Kiadó, vol. 78(3), pages 467-479, March.
    39. 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.
    40. Basit Zafar, 2013. "College Major Choice and the Gender Gap," Journal of Human Resources, University of Wisconsin Press, vol. 48(3), pages 545-595.
    41. Gordon B Dahl & Andreas Kotsadam & Dan-Olof Rooth, 0. "Does Integration Change Gender Attitudes? The Effect of Randomly Assigning Women to Traditionally Male Teams," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 987-1030.
    42. Joshua Angrist & Pierre Azoulay & Glenn Ellison & Ryan Hill & Susan Feng Lu, 2017. "Inside Job or Deep Impact? Using Extramural Citations to Assess Economic Scholarship," NBER Working Papers 23698, National Bureau of Economic Research, Inc.
    43. John Gibson & David L. Anderson & John Tressler, 2017. "Citations Or Journal Quality: Which Is Rewarded More In The Academic Labor Market?," Economic Inquiry, Western Economic Association International, vol. 55(4), pages 1945-1965, October.
    44. repec:wly:soecon:v:82:2:y:2015:p:430-452 is not listed on IDEAS
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    2. Jonas Radbruch & Amelie Schiprowski, 2023. "Committee Deliberation and Gender Differences in Influence," CRC TR 224 Discussion Paper Series crctr224_2023_430, University of Bonn and University of Mannheim, Germany.
    3. Davies, Benjamin, 2022. "Gender sorting among economists: Evidence from the NBER," Economics Letters, Elsevier, vol. 217(C).
    4. Biermann, Marcus, 2021. "Remote talks: changes to economics seminars during Covid-19," LSE Research Online Documents on Economics 114429, London School of Economics and Political Science, LSE Library.
    5. Lucia Foster & Erika McEntarfer & Danielle H. Sandler, 2022. "Diversity and Labor Market Outcomes in the Economics Profession," Working Papers 22-26, Center for Economic Studies, U.S. Census Bureau.
    6. Sebastian Hager & Carlo Schwarz & Fabian Waldinger, 2023. "Measuring Science: Performance Metrics and the Allocation of Talent," Rationality and Competition Discussion Paper Series 455, CRC TRR 190 Rationality and Competition.
    7. Audinga Baltrunaite & Alessandra Casarico & Lucia Rizzica, 2024. "Women in economics: the role of gendered references at entry in the profession," Temi di discussione (Economic working papers) 1438, Bank of Italy, Economic Research and International Relations Area.
    8. Christophe Leveque & Haris Megzari, 2022. "Intensification or Diversification: Responses by Anti Health-Pass Entrepreneurs to French Government Announcements," Working Papers hal-03624964, HAL.
    9. Markus Eberhardt & Giovanni Facchini & Valeria Rueda, 2023. "Gender Differences in Reference Letters: Evidence from the Economics Job Market," The Economic Journal, Royal Economic Society, vol. 133(655), pages 2676-2708.
    10. MinSub Kim & Joyce J. Chen & Bruce A. Weinberg, 2023. "Gender pay gaps in economics: A deeper look at institutional factors," Agricultural Economics, International Association of Agricultural Economists, vol. 54(4), pages 471-486, July.
    11. Morris, J., 2023. "The Impact of Qualitative Reviews on Racial Statistical Discrimination: Evidence from Airbnb," Cambridge Working Papers in Economics 2331, Faculty of Economics, University of Cambridge.
    12. Wei Cheng & Bruce A. Weinberg, 2021. "Marginalized and Overlooked? Minoritized Groups and the Adoption of New Scientific Ideas," NBER Working Papers 29179, National Bureau of Economic Research, Inc.
    13. Davies, Benjamin, 2022. "Sex-based sorting among economists: Evidence from the NBER," SocArXiv zeb7a, Center for Open Science.
    14. Christophe Lévêque & Haris Megzari, 2023. "Intensification or diversification: responses by anti health-pass entrepreneurs to French government announcements," International Journal of Health Economics and Management, Springer, vol. 23(4), pages 553-583, December.
    15. Christophe LEVEQUE & Haris MEGZARI, 2022. "Intensification or Diversification: Responses by Anti Health-Pass Entrepreneurs to French Government Announcements," Bordeaux Economics Working Papers 2022-04, Bordeaux School of Economics (BSE).

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