IDEAS home Printed from https://ideas.repec.org/p/fda/fdaddt/2023-02.html
   My bibliography  Save this paper

Diferencias de Género en la Investigación Económica. Un Enfoque de Aprendizaje Automático

Author

Listed:
  • J.Ignacio Conde-Ruiz
  • Juan-José Ganuza
  • Manu García
  • Luis A. Puch

Abstract

Utilizando técnicas de aprendizaje automático no supervisado y una nueva base dedatos compuesta por los resúmenes de todos los artículos publicados en revistas Top5(T5) de Economía para el periodo (2002-2019), se demuestra que existen diferenciashorizontales persistentes y significativas en la forma en que hombres y mujeres abordan la investigación en Economía. Utilizando el Modelo Temático Estructural (STM)se estiman los temas de investigación de los artículos, y se asignan los artículos (ylos autores) a dichos temas. La distribución resultante de temas de investigación porsexos demuestra que hay diferencias horizontales significativas de género en la elecciónde temas de investigación.

Suggested Citation

  • J.Ignacio Conde-Ruiz & Juan-José Ganuza & Manu García & Luis A. Puch, 2023. "Diferencias de Género en la Investigación Económica. Un Enfoque de Aprendizaje Automático," Working Papers 2023-02, FEDEA.
    • Handle: RePEc:fda:fdaddt:2023-02
    as

    Download full text from publisher

    File URL: https://documentos.fedea.net/pubs/dt/2023/dt2023-02.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. James J. Heckman & Sidharth Moktan, 2020. "Publishing and Promotion in Economics: The Tyranny of the Top Five," Journal of Economic Literature, American Economic Association, vol. 58(2), pages 419-470, June.
    2. J. Ignacio Conde-Ruiz & Juan-José Ganuza & Manu García & Luis A. Puch, 2022. "Gender distribution across topics in the top five economics journals: a machine learning approach," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 13(1), pages 269-308, May.
    3. David A. Matsa & Amalia R. Miller, 2011. "Chipping Away at the Glass Ceiling: Gender Spillovers in Corporate Leadership," American Economic Review, American Economic Association, vol. 101(3), pages 635-639, May.
    4. Ghazala Azmat & Rosa Ferrer, 2017. "Gender Gaps in Performance: Evidence from Young Lawyers," Journal of Political Economy, University of Chicago Press, vol. 125(5), pages 1306-1355.
    5. Ghazala Azmat & Rosa Ferrer, 2017. "Gender Gaps in Performance: Evidence from Young Lawyers," SciencePo Working papers hal-03391951, HAL.
    6. Veronesi, Pietro & Siniscalchi, Marciano, 2020. "Self-image Bias and Lost Talent," CEPR Discussion Papers 15621, C.E.P.R. Discussion Papers.
    7. Muriel Niederle & Lise Vesterlund, 2010. "Explaining the Gender Gap in Math Test Scores: The Role of Competition," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 129-144, Spring.
    8. Marianne Bertrand & Claudia Goldin & Lawrence F. Katz, 2010. "Dynamics of the Gender Gap for Young Professionals in the Financial and Corporate Sectors," American Economic Journal: Applied Economics, American Economic Association, vol. 2(3), pages 228-255, July.
    9. David A. Matsa & Amalia R. Miller, 2011. "Chipping Away at the Glass Ceiling: Gender Spillovers in Corporate Leadership," American Economic Review, American Economic Association, pages 635-639.
    10. repec:hal:spmain:info:hdl:2441/3t1fcs7p369jmaalnboqhpgknn is not listed on IDEAS
    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. Conde-Ruiz, J. Ignacio & Ganuza, Juan José & Profeta, Paola, 2022. "Statistical discrimination and committees," European Economic Review, Elsevier, vol. 141(C).
    2. Laura Hospido & Luc Laeven & Ana Lamo, 2022. "The Gender Promotion Gap: Evidence from Central Banking," The Review of Economics and Statistics, MIT Press, vol. 104(5), pages 981-996, December.
    3. Homroy, Swarnodeep & Mukherjee, Shibashish, 2021. "The role of employer learning and regulatory interventions in mitigating executive gender pay gap," Journal of Corporate Finance, Elsevier, vol. 71(C).
    4. Menaka Hampole & Francesca Truffa & Ashley Wong, 2024. "Peer Effects and the Gender Gap in Corporate Leadership: Evidence from MBA Students," CESifo Working Paper Series 11295, CESifo.
    5. Azmat, Ghazala & Cuñat, Vicente & Henry, Emeric, 2020. "Gender Promotion Gaps: Career Aspirations and Workplace Discrimination," IZA Discussion Papers 12902, Institute of Labor Economics (IZA).
    6. Alexander Ahammer & Ulrich Glogowsky & Martin Halla & Timo Hener, 2023. "The Parenthood Penalty in Mental Health: Evidence from Austria and Denmark," CESifo Working Paper Series 10676, CESifo.
    7. Zoë Cullen & Ricardo Perez-Truglia, 2023. "The Old Boys' Club: Schmoozing and the Gender Gap," American Economic Review, American Economic Association, vol. 113(7), pages 1703-1740, July.
    8. Keller, Wolfgang & Molina, Teresa & Olney, William W., 2023. "The gender gap among top business executives," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 270-286.
    9. Spencer Bastani & Thomas Giebe & Oliver Gürtler, 2023. "Overconfidence and Gender Equality in the Labor Market," ECONtribute Discussion Papers Series 220, University of Bonn and University of Cologne, Germany.
    10. Corekcioglu, Gozde & Francesconi, Marco & Kunze, Astrid, 2024. "Expansions in paid parental leave and mothers’ economic progress," European Economic Review, Elsevier, vol. 169(C).
    11. Joni Hersch, 2013. "Opting out among women with elite education," Review of Economics of the Household, Springer, vol. 11(4), pages 469-506, December.
    12. Cody Cook & Rebecca Diamond & Jonathan V Hall & John A List & Paul Oyer, 2021. "The Gender Earnings Gap in the Gig Economy: Evidence from over a Million Rideshare Drivers [Measuring the Gig Economy: Current Knowledge and Open Issues]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(5), pages 2210-2238.
    13. Eline Schoonjans & Hanna Hottenrott & Achim Buchwald, 2024. "Welcome on Board? Appointment Dynamics of Women as Directors," Journal of Business Ethics, Springer, vol. 192(3), pages 561-589, July.
    14. Salvanes, Kjell G & Johnsen, Julian Vedeler & Ku, Hyejin, 2020. "Competition and Career Advancement: The Hidden Costs of Paid Leave," CEPR Discussion Papers 15157, C.E.P.R. Discussion Papers.
    15. Antti Kauhanen, 2022. "Gender differences in corporate hierarchies," IZA World of Labor, Institute of Labor Economics (IZA), pages 358-358, October.
    16. Matti Keloharju & Samuli Knüpfer & Joacim Tåg, 2022. "What prevents women from reaching the top?," Financial Management, Financial Management Association International, vol. 51(3), pages 711-738, September.
    17. Geiler, Philipp & Renneboog, Luc, 2015. "Are female top managers really paid less?," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 345-369.
    18. García, Gustavo Antonio & Ramírez-Hassan, Andrés & Saravia, Estefanía & Vargas, Raquel & Duque, Juan Fernando & Londoño, Daniel, 2022. "Impacto del programa de subsidios en el transporte escolar en Medellín (Colombia) como herramientas para reducir la exclusión social," IDB Publications (Working Papers) 12013, Inter-American Development Bank.
    19. Fernandes, Mario & Hilber, Simon & Sturm, Jan-Egbert & Walter, Andreas, 2023. "Closing the gender gap in academia? Evidence from an affirmative action program," Research Policy, Elsevier, vol. 52(9).
    20. Aliza N. Husain & David A. Matsa & Amalia R. Miller, 2023. "Do Male Workers Prefer Male Leaders? An Analysis of Principals’ Effects on Teacher Retention," Journal of Human Resources, University of Wisconsin Press, vol. 58(5), pages 1480-1522.

    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:fda:fdaddt:2023-02. 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: Carmen Arias (email available below). General contact details of provider: https://www.fedea.net .

    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.