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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
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    References listed on IDEAS

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    1. repec:hal:spmain:info:hdl:2441/3t1fcs7p369jmaalnboqhpgknn is not listed on IDEAS
    2. James J. Heckman & Sidharth Moktan, 2020. "Publishing and promotion in economics - The tyranny of the Top Five," Vox eBook Chapters, in: Sebastian Galliani & Ugo Panizza (ed.), Publishing and Measuring Success in Economics, edition 1, volume 1, chapter 1, pages 23-32, Centre for Economic Policy Research.
    3. 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.
    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. 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.
    6. 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.
    7. Ghazala Azmat & Rosa Ferrer, 2017. "Gender Gaps in Performance: Evidence from Young Lawyers," SciencePo Working papers hal-03391951, HAL.
    8. Veronesi, Pietro & Siniscalchi, Marciano, 2020. "Self-image Bias and Lost Talent," CEPR Discussion Papers 15621, C.E.P.R. Discussion Papers.
    9. 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.
    10. 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.
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