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The economics behind the math gender gap: Colombian evidence on the role of sample selection

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  • Muñoz, Juan Sebastián

Abstract

The literature that has previously shown that boys outperform girls in math tests has failed to explain the underlying causes of the phenomenon. This math gender gap has been documented to vary across countries, and shown to grow as students advance through school. In this paper I suggest that these patterns may be explained by sample selection caused by gender differences in schooling's opportunity costs, which lead lower-achieving males to drop out. I present and test the implications of a labor supply model that examines the opportunity cost of school attendance and, thereby, the observed math gender gap. Using an exogenous policy change, the launch of a conditional cash transfer program in Colombia, I estimate that sample selection explains between 50 percent and 60 percent of the gap. Estimates of non-parametric bounds show that selection in the lower quantiles of the male distribution explains a significant portion of the gap.

Suggested Citation

  • Muñoz, Juan Sebastián, 2018. "The economics behind the math gender gap: Colombian evidence on the role of sample selection," Journal of Development Economics, Elsevier, vol. 135(C), pages 368-391.
  • Handle: RePEc:eee:deveco:v:135:y:2018:i:c:p:368-391
    DOI: 10.1016/j.jdeveco.2018.08.007
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    1. Ludger Woessmann, 2016. "The Importance of School Systems: Evidence from International Differences in Student Achievement," Journal of Economic Perspectives, American Economic Association, vol. 30(3), pages 3-32, Summer.
    2. Baez, Javier E. & Camacho, Adriana, 2011. "Assessing the Long-term Effects of Conditional Cash Transfers on Human Capital: Evidence from Colombia," IZA Discussion Papers 5751, Institute of Labor Economics (IZA).
    3. Sarah Baird & Craig McIntosh & Berk Özler, 2011. "Cash or Condition? Evidence from a Cash Transfer Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(4), pages 1709-1753.
    4. Emily Oster, 2005. "Hepatitis B and the Case of the Missing Women," CID Working Papers 7, Center for International Development at Harvard University.
    5. Claudia Goldin & Lawrence F. Katz & Ilyana Kuziemko, 2006. "The Homecoming of American College Women: The Reversal of the College Gender Gap," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 133-156, Fall.
    6. Lai, Fang, 2010. "Are boys left behind? The evolution of the gender achievement gap in Beijing's middle schools," Economics of Education Review, Elsevier, vol. 29(3), pages 383-399, June.
    7. Dickerson, Andy & McIntosh, Steven & Valente, Christine, 2015. "Do the maths: An analysis of the gender gap in mathematics in Africa," Economics of Education Review, Elsevier, vol. 46(C), pages 1-22.
    8. Richard J. Murnane, 2013. "U.S. High School Graduation Rates: Patterns and Explanations," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 370-422, June.
    9. Hanushek, Eric A. & Woessmann, Ludger, 2011. "Sample selectivity and the validity of international student achievement tests in economic research," Economics Letters, Elsevier, vol. 110(2), pages 79-82, February.
    10. James J. Heckman & Paul A. LaFontaine, 2010. "The American High School Graduation Rate: Trends and Levels," The Review of Economics and Statistics, MIT Press, vol. 92(2), pages 244-262, May.
    11. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    12. Golsteyn, B.H.H. & Schils, T., 2014. "Gender gaps in primary school achievement. A decomposition into endowments and returns to IQ and non-cognitive factors," ROA Research Memorandum 007, Maastricht University, Research Centre for Education and the Labour Market (ROA).
    13. 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.
    14. Contini, Dalit & Tommaso, Maria Laura Di & Mendolia, Silvia, 2017. "The gender gap in mathematics achievement: Evidence from Italian data," Economics of Education Review, Elsevier, vol. 58(C), pages 32-42.
    15. Jere R. Behrman & Susan W. Parker & Petra E. Todd, 2005. "Long-Term Impacts of the Oportunidades Conditional Cash Transfer Program on Rural Youth in Mexico," Ibero America Institute for Econ. Research (IAI) Discussion Papers 122, Ibero-America Institute for Economic Research.
    16. Roland G. Fryer & Steven D. Levitt, 2010. "An Empirical Analysis of the Gender Gap in Mathematics," American Economic Journal: Applied Economics, American Economic Association, vol. 2(2), pages 210-240, April.
    17. Emily Oster, 2005. "Hepatitis B and the Case of the Missing Women," Journal of Political Economy, University of Chicago Press, vol. 113(6), pages 1163-1216, December.
    18. Orazio Attanasio & Emla Fitzsimons & Ana Gomez & Martha Isabel Gutiérrez & Costas Meghir & Alice Mesnard, 2010. "Children's Schooling and Work in the Presence of a Conditional Cash Transfer Program in Rural Colombia," Economic Development and Cultural Change, University of Chicago Press, vol. 58(2), pages 181-210, January.
    19. Wößmann, Ludger, 2016. "The Importance of School Systems," Munich Reprints in Economics 43463, University of Munich, Department of Economics.
    20. Devin G. Pope & Justin R. Sydnor, 2010. "Geographic Variation in the Gender Differences in Test Scores," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 95-108, Spring.
    21. Richard Akresh & Damien de Walque & Harounan Kazianga, 2014. "Alternative Cash Transfer Delivery Mechanisms: Impacts on Routine Preventative Health Clinic Visits in Burkina Faso," NBER Chapters, in: African Successes, Volume II: Human Capital, pages 113-135, National Bureau of Economic Research, Inc.
    22. Prashant Bharadwaj & Giacomo De Giorgi & David Hansen & Christopher A. Neilson, 2016. "The Gender Gap in Mathematics: Evidence from Chile," Economic Development and Cultural Change, University of Chicago Press, vol. 65(1), pages 141-166.
    23. Bedard, Kelly & Cho, Insook, 2010. "Early gender test score gaps across OECD countries," Economics of Education Review, Elsevier, vol. 29(3), pages 348-363, June.
    24. Bound, John & Turner, Sarah, 2007. "Cohort crowding: How resources affect collegiate attainment," Journal of Public Economics, Elsevier, vol. 91(5-6), pages 877-899, June.
    25. Marina Bassi & Matias Busso & Juan Sebastian Muñoz, 2015. "Enrollment, Graduation, and Dropout Rates in Latin America: Is the Glass Half Empty or Half Full?," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2015), pages 113-156, October.
    26. Finis Welch, 2000. "Growth in Women's Relative Wages and in Inequality among Men: One Phenomenon or Two?," American Economic Review, American Economic Association, vol. 90(2), pages 444-449, May.
    27. David Autor & David Figlio & Krzysztof Karbownik & Jeffrey Roth & Melanie Wasserman, 2016. "School Quality and the Gender Gap in Educational Achievement," American Economic Review, American Economic Association, vol. 106(5), pages 289-295, May.
    28. Natalia Nollenberger & Núria Rodríguez-Planas & Almudena Sevilla, 2016. "The Math Gender Gap: The Role of Culture," American Economic Review, American Economic Association, vol. 106(5), pages 257-261, May.
    29. Golsteyn, Bart H.H. & Schils, Trudie, 2014. "Gender gaps in primary school achievement," Economics of Education Review, Elsevier, vol. 41(C), pages 176-187.
    30. Gevrek, Z. Eylem & Seiberlich, Ruben R., 2014. "Semiparametric decomposition of the gender achievement gap: An application for Turkey," Labour Economics, Elsevier, vol. 31(C), pages 27-44.
    31. David S. Lee, 2009. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(3), pages 1071-1102.
    32. Patrick Kline, 2011. "The Impact of Juvenile Curfew Laws on Arrests of Youth and Adults," American Law and Economics Review, American Law and Economics Association, vol. 14(1), pages 44-67.
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    More about this item

    Keywords

    Mathematics; Gender; Sample selection;
    All these keywords.

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

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