IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/halshs-00646594.html
   My bibliography  Save this paper

The Measurement of Educational Inequality: Achievement and Opportunity

Author

Listed:
  • Francisco H. G. Ferreira

    (The World Bank - The World Bank, IZA - Institute for the Study of Labor - IZA)

  • Jérémie Gignoux

    (PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique, PSE - Paris School of Economics - UP1 - Université Paris 1 Panthéon-Sorbonne - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris sciences et lettres - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

Abstract

This paper proposes two related measures of educational inequality: one for educational achievement and another for educational opportunity. The former is the simple variance (or standard deviation) of test scores. It is selected after careful consideration of two measurement issues that have typically been overlooked in the literature: the implications of the standardization of test scores for inequality indices, and the possible sample selection biases arising from the PISA sampling frame. The measure of inequality of educational opportunity is given by the share of the variance in test scores which is explained by pre-determined circumstances. Both measures are computed for the 57 countries in which PISA surveys were conducted in 2006. Inequality of opportunity accounts for up to 35% of all disparities in educational achievement. It is greater in (most of) continental Europe and Latin America than in Asia, Scandinavia and North America. It is uncorrelated with average educational achievement and only weakly negatively correlated with per capita GDP. It correlates negatively with the share of spending in primary schooling, and positively with tracking in secondary schools.

Suggested Citation

  • Francisco H. G. Ferreira & Jérémie Gignoux, 2011. "The Measurement of Educational Inequality: Achievement and Opportunity," Working Papers halshs-00646594, HAL.
  • Handle: RePEc:hal:wpaper:halshs-00646594
    Note: View the original document on HAL open archive server: https://shs.hal.science/halshs-00646594
    as

    Download full text from publisher

    File URL: https://shs.hal.science/halshs-00646594/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    2. Castro-Leal, Florencia & Dayton, Julia & Demery, Lionel & Mehra, Kalpana, 1999. "Public Social Spending in Africa: Do the Poor Benefit?," The World Bank Research Observer, World Bank, vol. 14(1), pages 49-72, February.
    3. Marc Fleurbaey & Vito Peragine, 2013. "Ex Ante Versus Ex Post Equality of Opportunity," Economica, London School of Economics and Political Science, vol. 80(317), pages 118-130, January.
    4. Luis Fernando Gamboa & Fábio D. Waltenberg, 2011. "Inequality of opportunity in educational achievement in Latin America: Evidence from PISA 2006-2009," Working Papers 206, ECINEQ, Society for the Study of Economic Inequality.
    5. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2007. "Inequality Of Opportunity In Brazil," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 53(4), pages 585-618, December.
    6. Fleurbaey, Marc, 2012. "Fairness, Responsibility, and Welfare," OUP Catalogue, Oxford University Press, number 9780199653591.
    7. Christian Morrisson & Fabrice Murtin, 2007. "Education inequalities and the Kuznets curves: a global perspective since 1870," PSE Working Papers halshs-00588085, HAL.
    8. Checchi, Daniele & Peragine, Vito, 2005. "Regional Disparities and Inequality of Opportunity: The Case of Italy," IZA Discussion Papers 1874, Institute of Labor Economics (IZA).
    9. Macdonald, Kevin & Barrera, Felipe & Guaqueta, Juliana & Patrinos, Harry Anthony & Porta, Emilio, 2010. "The determinants of wealth and gender inequity in cognitive skills in Latin America," Policy Research Working Paper Series 5189, The World Bank.
    10. Manning, Alan & Pischke, Jörn-Steffen, 2006. "Comprehensive versus Selective Schooling in England in Wales: What Do We Know?," IZA Discussion Papers 2072, Institute of Labor Economics (IZA).
    11. Bedard, Kelly & Ferrall, Christopher, 2003. "Wage and test score dispersion: some international evidence," Economics of Education Review, Elsevier, vol. 22(1), pages 31-43, February.
    12. Francisco Ferreira & Jérémie Gignoux & Meltem Aran, 2011. "Measuring inequality of opportunity with imperfect data: the case of Turkey," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(4), pages 651-680, December.
    13. Eric A. Hanushek & Ludger Wössmann, 2006. "Does Educational Tracking Affect Performance and Inequality? Differences- in-Differences Evidence Across Countries," Economic Journal, Royal Economic Society, vol. 116(510), pages 63-76, March.
    14. Kenn Ariga & Giorgio Brunello & Roki Iwahashi & Lorenzo Rocco, 2006. "On the Efficiency Costs of Detracking Secondary Schools," Carlo Alberto Notebooks 35, Collegio Carlo Alberto.
    15. repec:pse:psecon:2007-12 is not listed on IDEAS
    16. Gabriela Schütz & Heinrich W. Ursprung & Ludger Wößmann, 2008. "Education Policy and Equality of Opportunity," Kyklos, Wiley Blackwell, vol. 61(2), pages 279-308, May.
    17. Giorgio Brunello & Daniele Checchi, 2007. "Does school tracking affect equality of opportunity? New international evidence [‘Educational opportunities and the role of institutions’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 22(52), pages 782-861.
    18. Marc Fleurbaey & Vito Peragine & Xavier Ramos, 2017. "Ex post inequality of opportunity comparisons," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 49(3), pages 577-603, December.
    19. Shorrocks, A F, 1978. "The Measurement of Mobility," Econometrica, Econometric Society, vol. 46(5), pages 1013-1024, September.
    20. Daniele Checchi & Vito Peragine, 2010. "Inequality of opportunity in Italy," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 8(4), pages 429-450, December.
    21. Giorgina Brown & John Micklewright & Sylke V. Schnepf & Robert Waldmann, 2007. "International surveys of educational achievement: how robust are the findings?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 170(3), pages 623-646, July.
    22. Thomas, Vinod & Wang, Yan & Fan, Xibo, 2001. "Measuring education inequality - Gini coefficients of education," Policy Research Working Paper Series 2525, The World Bank.
    23. Fields, Gary S. & Ok, Efe A., 1996. "The Meaning and Measurement of Income Mobility," Journal of Economic Theory, Elsevier, vol. 71(2), pages 349-377, November.
    24. Gamboa, Luis Fernando & Waltenberg, Fábio D., 2012. "Inequality of opportunity for educational achievement in Latin America: Evidence from PISA 2006–2009," Economics of Education Review, Elsevier, vol. 31(5), pages 694-708.
    25. repec:qed:wpaper:947 is not listed on IDEAS
    26. Zheng, Buhong, 1994. "Can a Poverty Index Be Both Relative and Absolute?," Econometrica, Econometric Society, vol. 62(6), pages 1453-1458, November.
    27. Raquel Fernández & Jordi Gali, 1999. "To Each According to …? Markets, Tournaments, and the Matching Problem with Borrowing Constraints," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(4), pages 799-824.
    28. Birdsall, Nancy, 1996. "Public spending on higher education in developing countries: Too much or too little?," Economics of Education Review, Elsevier, vol. 15(4), pages 407-419, October.
    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. Patrizia Luongo, 2015. "Inequality of opportunity in educational achievements: Cross-country and intertemporal comparisons," WIDER Working Paper Series 043, World Institute for Development Economic Research (UNU-WIDER).
    2. Monserrat Serio, 2021. "Desempeño educativo de los estudiantes en Argentina: Una mirada a la desigualdad de oportunidades del sistema educativo a partir de su medición y descomposición," Working Papers 86, Red Nacional de Investigadores en Economía (RedNIE).
    3. Patrizia Luongo, 2015. "Inequality of Opportunity in Educational Achievements: Cross-country and Intertemporal Comparisons," WIDER Working Paper Series wp-2015-043, World Institute for Development Economic Research (UNU-WIDER).
    4. Kristof Bosmans & Z. Emel Öztürk, 2021. "Measurement of inequality of opportunity: A normative approach," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 19(2), pages 213-237, June.
    5. Paolo Brunori & Francisco Ferreira & Maria Ana Lugo & Vito Peragine, 2013. "Opportunity-sensitive poverty measurement," Working Papers 317, ECINEQ, Society for the Study of Economic Inequality.
    6. Márcia de Carvalho & Luis Fernando Gamboa & Fábio D. Waltenberg, 2012. "Equality of educational opportunity employing PISA data: taking both achievement and access into account," Documentos de Trabajo 10239, Universidad del Rosario.
    7. Francisco Ferreira & Jérémie Gignoux & Meltem Aran, 2011. "Measuring inequality of opportunity with imperfect data: the case of Turkey," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 9(4), pages 651-680, December.
    8. Bönke Timm & Neidhöfer Guido, 2018. "Parental Background Matters: Intergenerational Mobility and Assimilation of Italian Immigrants in Germany," German Economic Review, De Gruyter, vol. 19(1), pages 1-31, February.
    9. Aysit Tansel, 2015. "Inequality of Opportunities of Educational Achievement in Turkey Over Time," Working Papers 923, Economic Research Forum, revised Jun 2015.
    10. Flaviana Palmisano & Vito Peragine & Federico Biagi, 2019. "Inequality of opportunity in tertiary education in Europe," JRC Research Reports JRC118543, Joint Research Centre.
    11. Xavier Ramos & Dirk Van de gaer, 2012. "Empirical approaches to inequality of opportunity: Principles, measures, and evidence," Working Papers 259, ECINEQ, Society for the Study of Economic Inequality.
    12. Asadullah, M. Niaz & Yalonetzky, Gaston, 2012. "Inequality of Educational Opportunity in India: Changes Over Time and Across States," World Development, Elsevier, vol. 40(6), pages 1151-1163.
    13. Juan C. Palomino & Gustavo A. Marrero & Juan G. Rodríguez, 2019. "Channels of Inequality of Opportunity: The Role of Education and Occupation in Europe," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(3), pages 1045-1074, June.
    14. Djavad Salehi-Isfahani & Nadia Hassine & Ragui Assaad, 2014. "Equality of opportunity in educational achievement in the Middle East and North Africa," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 12(4), pages 489-515, December.
    15. X. Ramos & D. Van De Gaer, 2012. "Empirical Approaches to Inequality of Opportunity: Principles, Measures, and Evidence," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 12/792, Ghent University, Faculty of Economics and Business Administration.
    16. John E. Roemer & Alain Trannoy, 2013. "Equality of Opportunity," Cowles Foundation Discussion Papers 1921, Cowles Foundation for Research in Economics, Yale University.
    17. Checchi, Daniele & Peragine, Vito & Serlenga, Laura, 2010. "Fair and Unfair Income Inequalities in Europe," IZA Discussion Papers 5025, Institute of Labor Economics (IZA).
    18. Vito Peragine & Federico Biagi, 2019. "Equality of opportunity: theory, measurement and policy implications," JRC Research Reports JRC118542, Joint Research Centre.
    19. Flaviana Palmisano & Federico Biagi & Vito Peragine, 2022. "Inequality of Opportunity in Tertiary Education: Evidence from Europe," Research in Higher Education, Springer;Association for Institutional Research, vol. 63(3), pages 514-565, May.
    20. Djavad Salehi-Isfahani & Nadia Belhaj Hassine, 2012. "Equality of Opportunity in Education in the Middle East and North Africa," Working Papers e07-33, Virginia Polytechnic Institute and State University, Department of Economics.

    More about this item

    Keywords

    Educational inequality; Educational achievement; Inequality of opportunity;
    All these keywords.

    JEL classification:

    • D39 - Microeconomics - - Distribution - - - Other
    • D63 - Microeconomics - - Welfare Economics - - - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
    • I29 - Health, Education, and Welfare - - Education - - - Other
    • O54 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Latin America; Caribbean

    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:hal:wpaper:halshs-00646594. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.