IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/129344.html

Socioeconomic status and gender gaps in educational outcomes across the life course: New distributional evidence from linked census-administrative data

Author

Listed:
  • Nguyen, Ha
  • Chapman, Bruce
  • Le, Huong
  • Royer, Heather
  • Dearden, Lorraine
  • Mitrou, Francis

Abstract

This study uses whole-of-population linked census-administrative data to examine gender gaps in educational outcomes from early primary school through early adulthood in Australia and to assess the contribution of socioeconomic factors to these gaps either at the mean and along the distribution of educational outcomes. Leveraging the richness and large size of the linked data and employing some of the most rigorous empirical approaches in the literature, including mother and twin fixed-effects models, we find that females outperform males as early as ages 5–6 across multiple developmental domains, and that this advantage persists through university. The gender gap in favour of females is larger among lower-performing students. We also find that boys benefit more than girls from growing up in more advantaged families, particularly among academically lower-performing boys. However, this advantage is observed only for outcomes measured in the early years of primary school. By contrast, for outcomes measured at the tertiary level, most indicators of socioeconomic advantage confer stronger benefits to females, especially among individuals at the lower end of the educational attainment distribution. Finally, having ruled out gender differences in birth weight—which favour males—we identify gender differences across siblings in school sector choice and early childhood health conditions, both favouring females, as potential mechanisms underlying these patterns.

Suggested Citation

  • Nguyen, Ha & Chapman, Bruce & Le, Huong & Royer, Heather & Dearden, Lorraine & Mitrou, Francis, 2026. "Socioeconomic status and gender gaps in educational outcomes across the life course: New distributional evidence from linked census-administrative data," MPRA Paper 129344, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:129344
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/129344/1/MPRA_paper_129344.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Raj Chetty & Nathaniel Hendren, 2018. "The Impacts of Neighborhoods on Intergenerational Mobility II: County-Level Estimates," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1163-1228.
    2. Ha Trong Nguyen & Luke B. Connelly & Huong Thu Le & Francis Mitrou & Catherine L. Taylor & Stephen R. Zubrick, 2020. "Ethnicity differentials in academic achievements: the role of time investments," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1381-1418, October.
    3. Marianne Bertrand & Jessica Pan, 2013. "The Trouble with Boys: Social Influences and the Gender Gap in Disruptive Behavior," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 32-64, January.
    4. 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.
    5. Huong Thu Le & Ha Trong Nguyen, 2018. "The Impact of Maternal Mental Health Shocks on Child Health: Estimates from Fixed-Effects Instrumental Variables Models for Two Cohorts of Australian Children," American Journal of Health Economics, MIT Press, vol. 4(2), pages 185-225, Spring.
    6. Raj Chetty & Nathaniel Hendren, 2018. "The Impacts of Neighborhoods on Intergenerational Mobility I: Childhood Exposure Effects," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1107-1162.
    7. Fanny Landaud & Son Thierry Ly & Éric Maurin, 2020. "Competitive Schools and the Gender Gap in the Choice of Field of Study," Journal of Human Resources, University of Wisconsin Press, vol. 55(1), pages 278-308.
    8. Barrios-Fernández, Andrés & Riudavets-Barcons, Marc, 2024. "Teacher value-added and gender gaps in educational outcomes," Economics of Education Review, Elsevier, vol. 100(C).
    9. Richard Blundell & Lorraine Dearden & Costas Meghir & Barbara Sianesi, 1999. "Human capital investment: the returns from education and training to the individual, the firm and the economy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 1-23, March.
    10. Lavy, Victor & Sand, Edith, 2018. "On the origins of gender gaps in human capital: Short- and long-term consequences of teachers' biases," Journal of Public Economics, Elsevier, vol. 167(C), pages 263-279.
    11. Nguyen, Ha Trong & Zając, Tomasz & Tomaszewski, Wojtek & Mitrou, Francis, 2025. "Educational pathways and earnings trajectories of second-generation immigrants in Australia: New insights from linked census-administrative data," Economics of Education Review, Elsevier, vol. 109(C).
    12. Lorraine Dearden & Chris Ryan & Luke Sibieta, 2011. "What Determines Private School Choice? A Comparison between the United Kingdom and Australia," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 44(3), pages 308-320, September.
    13. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2007. "From the Cradle to the Labor Market? The Effect of Birth Weight on Adult Outcomes," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 409-439.
    14. Nguyen, Ha Trong & Zubrick, Stephen R. & Mitrou, Francis, 2024. "The effects of sleep duration on child health and development," Journal of Economic Behavior & Organization, Elsevier, vol. 221(C), pages 35-51.
    15. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    16. Golsteyn, Bart H.H. & Schils, Trudie, 2014. "Gender Gaps in Primary School Achievement: A Decomposition into Endowments and Returns to IQ and Non-cognitive Factors," IZA Discussion Papers 8201, IZA Network @ LISER.
    17. Nghiem, Hong Son & Nguyen, Ha Trong & Khanam, Rasheda & Connelly, Luke B., 2015. "Does school type affect cognitive and non-cognitive development in children? Evidence from Australian primary schools," Labour Economics, Elsevier, vol. 33(C), pages 55-65.
    18. Kugler, Adriana D. & Tinsley, Catherine H. & Ukhaneva, Olga, 2021. "Choice of majors: are women really different from men?," Economics of Education Review, Elsevier, vol. 81(C).
    19. Claudia Goldin, 2014. "A Grand Gender Convergence: Its Last Chapter," American Economic Review, American Economic Association, vol. 104(4), pages 1091-1119, April.
    20. Damon Clark & Heather Royer, 2013. "The Effect of Education on Adult Mortality and Health: Evidence from Britain," American Economic Review, American Economic Association, vol. 103(6), pages 2087-2120, October.
    21. Michela Carlana, 2019. "Implicit Stereotypes: Evidence from Teachers’ Gender Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1163-1224.
    22. Katherine Cuff & Ana Gamarra Rondinel & A. Abigail Payne, 2025. "Gender Differences in University Enrollment and STEM Major: The Role of Tuition Policy in Australia," CESifo Working Paper Series 12141, CESifo.
    23. 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.
    24. Deborah A. Cobb-Clark & Trong-Ha Nguyen, 2012. "Educational Attainment Across Generations: The Role of Immigration Background," The Economic Record, The Economic Society of Australia, vol. 88(283), pages 554-575, December.
    25. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    26. Jack Blundell & Emma Duchini & Ştefania Simion & Arthur Turrell, 2025. "Pay Transparency and Gender Equality," American Economic Journal: Economic Policy, American Economic Association, vol. 17(2), pages 418-445, May.
    27. Riphahn & Caroline Schwientek, 2015. "What drives the reversal of the gender education gap? Evidence from Germany," Applied Economics, Taylor & Francis Journals, vol. 47(53), pages 5748-5775, November.
    28. Nguyen, Ha Trong & Brinkman, Sally & Le, Huong Thu & Zubrick, Stephen R. & Mitrou, Francis, 2022. "Gender differences in time allocation contribute to differences in developmental outcomes in children and adolescents," Economics of Education Review, Elsevier, vol. 89(C).
    29. David Autor & David Figlio & Krzysztof Karbownik & Jeffrey Roth & Melanie Wasserman, 2019. "Family Disadvantage and the Gender Gap in Behavioral and Educational Outcomes," American Economic Journal: Applied Economics, American Economic Association, vol. 11(3), pages 338-381, July.
    30. Booth, Alison L. & Cardona-Sosa, Lina & Nolen, Patrick, 2018. "Do single-sex classes affect academic achievement? An experiment in a coeducational university," Journal of Public Economics, Elsevier, vol. 168(C), pages 109-126.
    31. Paterson, Molly & Parasnis, Jaai & Rendall, Michelle, 2024. "Gender, socioeconomic status, and numeracy test scores," Journal of Economic Behavior & Organization, Elsevier, vol. 227(C).
    32. Uri Gneezy & Muriel Niederle & Aldo Rustichini, 2003. "Performance in Competitive Environments: Gender Differences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1049-1074.
    33. Brenøe, Anne Ardila & Lundberg, Shelly, 2018. "Gender gaps in the effects of childhood family environment: Do they persist into adulthood?," European Economic Review, Elsevier, vol. 109(C), pages 42-62.
    34. Deborah A. Cobb-Clark & Julie Moschion, 2017. "Gender gaps in early educational achievement," Journal of Population Economics, Springer;European Society for Population Economics, vol. 30(4), pages 1093-1134, October.
    35. Huong Thu Le & Ha Trong Nguyen, 2018. "The evolution of the gender test score gap through seventh grade: new insights from Australia using unconditional quantile regression and decomposition," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-42, December.
    36. 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.
    37. Iriberri, Nagore & Rey-Biel, Pedro, 2021. "Brave boys and play-it-safe girls: Gender differences in willingness to guess in a large scale natural field experiment," European Economic Review, Elsevier, vol. 131(C).
    38. Dossi, Gaia & Figlio, David & Giuliano, Paola & Sapienza, Paola, 2021. "Born in the family: Preferences for boys and the gender gap in math," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 175-188.
    39. Francesconi, Marco & Parey, Matthias, 2018. "Early gender gaps among university graduates," European Economic Review, Elsevier, vol. 109(C), pages 63-82.
    40. David Autor & David Figlio & Krzysztof Karbownik & Jeffrey Roth & Melanie Wasserman, 2023. "Males at the Tails: How Socioeconomic Status Shapes the Gender Gap," The Economic Journal, Royal Economic Society, vol. 133(656), pages 3136-3152.
    41. Blundell, Jack & Duchini, Emma & Simion, Ştefania & Turrell, Arthur, 2025. "Pay transparency and gender equality," LSE Research Online Documents on Economics 129500, London School of Economics and Political Science, LSE Library.
    42. Kelly Bedard & Olivier Deschênes, 2005. "Sex Preferences, Marital Dissolution, and the Economic Status of Women," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    43. Chapman, Bruce & Ryan, Chris, 2005. "The access implications of income-contingent charges for higher education: lessons from Australia," Economics of Education Review, Elsevier, vol. 24(5), pages 491-512, October.
    44. Huong Thu Le & Ha Trong Nguyen, 2017. "Parental health and children's cognitive and noncognitive development: New evidence from the longitudinal survey of Australian children," Health Economics, John Wiley & Sons, Ltd., vol. 26(12), pages 1767-1788, December.
    45. García-Echalar, Andrés & Poblete, Sebastián & Rau, Tomás, 2024. "Teacher value-added and the test score gender gap," Labour Economics, Elsevier, vol. 89(C).
    46. Saygin, Perihan O. & Atwater, Ann, 2021. "Gender differences in leaving questions blank on high-stakes standardized tests," Economics of Education Review, Elsevier, vol. 84(C).
    47. Montolio, Daniel & Taberner, Pere A., 2021. "Gender differences under test pressure and their impact on academic performance: A quasi-experimental design," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 1065-1090.
    48. repec:ucn:wpaper:10197/317 is not listed on IDEAS
    49. Dustmann, Christian & Ku, Hyejin & Kwak, Do Won, 2018. "Why Are Single-Sex Schools Successful?," Labour Economics, Elsevier, vol. 54(C), pages 79-99.
    50. Katherine Baldiga, 2014. "Gender Differences in Willingness to Guess," Management Science, INFORMS, vol. 60(2), pages 434-448, February.
    51. Delaney, Judith M. & Devereux, Paul J., 2025. "Gender differences in graduate degree choices," Journal of Economic Behavior & Organization, Elsevier, vol. 230(C).
    52. Rachel Croson & Uri Gneezy, 2009. "Gender Differences in Preferences," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 448-474, June.
    53. Raj Chetty & Nathaniel Hendren & Maggie R Jones & Sonya R Porter, 2020. "Race and Economic Opportunity in the United States: an Intergenerational Perspective [“Intergenerational Mobility of Immigrants in the US Over Two Centuries,”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 711-783.
    54. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    55. Claire Crawford & Lorraine Dearden & Ellen Greaves, 2014. "The drivers of month-of-birth differences in children's cognitive and non-cognitive skills," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 177(4), pages 829-860, October.
    56. Justin McCrary & Heather Royer, 2011. "The Effect of Female Education on Fertility and Infant Health: Evidence from School Entry Policies Using Exact Date of Birth," American Economic Review, American Economic Association, vol. 101(1), pages 158-195, February.
    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. Nguyen, Ha Trong & Brinkman, Sally & Le, Huong Thu & Zubrick, Stephen R. & Mitrou, Francis, 2022. "Gender differences in time allocation contribute to differences in developmental outcomes in children and adolescents," Economics of Education Review, Elsevier, vol. 89(C).
    2. Delaney, Judith M. & Devereux, Paul J., 2021. "Gender and Educational Achievement: Stylized Facts and Causal Evidence," IZA Discussion Papers 14074, IZA Network @ LISER.
    3. Huong Thu Le & Ha Trong Nguyen, 2018. "The evolution of the gender test score gap through seventh grade: new insights from Australia using unconditional quantile regression and decomposition," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-42, December.
    4. Anne (A.C.) Gielen & Esmee Zwiers, 2018. "Biology and the gender gap in educational performance - The role of prenatal testosterone in test scores," Tinbergen Institute Discussion Papers 18-086/V, Tinbergen Institute.
    5. Borra, Cristina & Iacovou, Maria & Sevilla, Almudena, 2023. "Adolescent development and the math gender gap," European Economic Review, Elsevier, vol. 158(C).
    6. Holmlund, Helena & Rainer, Helmut & Reich, Patrick, 2023. "All geared towards success? Cultural origins of gender gaps in student achievement," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 222-242.
    7. Nguyen, Ha Trong & Zając, Tomasz & Tomaszewski, Wojtek & Mitrou, Francis, 2025. "Educational pathways and earnings trajectories of second-generation immigrants in Australia: New insights from linked census-administrative data," Economics of Education Review, Elsevier, vol. 109(C).
    8. Paterson, Molly & Parasnis, Jaai & Rendall, Michelle, 2024. "Gender, socioeconomic status, and numeracy test scores," Journal of Economic Behavior & Organization, Elsevier, vol. 227(C).
    9. Warn N. Lekfuangfu & Grace Lordan, 2023. "Documenting occupational sorting by gender in the UK across three cohorts: does a grand convergence rely on societal movements?," Empirical Economics, Springer, vol. 64(5), pages 2215-2256, May.
    10. Nguyen, Ha, 2015. "The evolution of the gender test score gap through seventh grade: New insights from Australia using quantile regression and decomposition," MPRA Paper 67586, University Library of Munich, Germany.
    11. Huber, Stefanie J. & Paule-Paludkiewicz, Hannah, 2024. "Gender norms and the gender gap in higher education," Labour Economics, Elsevier, vol. 87(C).
    12. Di Tommaso, Maria Laura & Contini, Dalit & De Rosa, Dalila & Ferrara, Francesca & Piazzalunga, Daniela & Robutti, Ornella, 2024. "Tackling the gender gap in mathematics with active learning methodologies," Economics of Education Review, Elsevier, vol. 100(C).
    13. Larissa Fuchs & Pia Pinger & Philipp Seegers, 2025. "Relative Grades and Gender Differences in STEM Enrollment," CRC TR 224 Discussion Paper Series crctr224_2025_633, University of Bonn and University of Mannheim, Germany.
    14. Nguyen, Ha Trong & Zubrick, Stephen R. & Mitrou, Francis, 2024. "The effects of sleep duration on child health and development," Journal of Economic Behavior & Organization, Elsevier, vol. 221(C), pages 35-51.
    15. Ana María Iregui-Bohórquez & María Teresa Ramírez-Giraldo & Ligia Alba Melo-Becerra & Jorge Leonardo Rodríguez-Arenas, 2025. "De la cobertura al desempeño: Explorando las brechas de género en el sistema educativo colombiano," Borradores de Economia 1301, Banco de la Republica de Colombia.
    16. Briole, Simon, 2021. "Are girls always good for boys? Short and long term effects of school peers’ gender," Economics of Education Review, Elsevier, vol. 84(C).
    17. Dominique Cappelletti & Maria Vittoria Levati & Matteo Ploner, 2022. "Math ability, gender stereotypes about math ability, and educational choices. Combining experimental and survey data," Working Papers 07/2022, University of Verona, Department of Economics.
    18. Joan Martinez, 2022. "The Long-Term Effects of Teachers' Gender Stereotypes," Papers 2212.08220, arXiv.org, revised Jul 2023.
    19. McNally, Sandra, 2020. "Gender Differences in Tertiary Education: What Explains STEM Participation?," IZA Policy Papers 165, Institute of Labor Economics (IZA).
    20. Bottazzi, Laura & Lusardi, Annamaria, 2021. "Stereotypes in financial literacy: Evidence from PISA," Journal of Corporate Finance, Elsevier, vol. 71(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • J1 - Labor and Demographic Economics - - Demographic Economics
    • J6 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers
    • R2 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:129344. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.