IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/127250.html

When Ranks Fail: New Evidence on Intergenerational Educational Mobility

Author

Listed:
  • Ahsan, Md Nazmul
  • Emran, M. Shahe
  • Mohammed, A. R. Shariq
  • Murphy, Orla A.
  • Shilpi, Forhad

Abstract

Many recent studies on intergenerational educational mobility adopted the rank-rank model popularized by the work of Chetty et al. (2014, QJE) on income mobility, under the assumption that the approach remains valid for discrete variables. However, conversion of discrete data such as years of schooling into percentile ranks fails to make the empirical rank distribution uniform, unlike continuous variables such as income. Thus, the estimates of relative educational mobility from rank-rank regressions are not margin-free, and capture a fundamentally different concept of mobility compared to the rank-rank slope in income mobility analysis. Taking advantage of recent advances on discrete copulas, we introduce a margin-free measure of relative educational mobility, Yule’s coefficient, which is the analogue of the rank-rank slope in income mobility. Yule’s coefficient was proposed by Geenens (2020) as a summary measure of the margin-free dependence structure between two discrete variables such as children’s and parents’ schooling. The margin-free dependence structure is estimated by an iterative matrix re-scaling procedure applied to the joint probability mass function of the bivariate discrete distribution. We report estimates of Yule’s coefficient for 6 countries: the USA, Bangladesh, India, Indonesia, Chile, and Mexico. The evidence suggests that, in many cases, the rank-rank slope estimates for schooling overestimate the margin-free relative educational mobility (positional mobility). For example, the estimates for the USA (PSID data) are: rank-rank slope=0.441 and Yule’s coefficient=0.534. The extent of overestimation in the national estimates varies considerably across countries: 3.09%−48.31%. The cross-country rankings and evolution of educational mobility across cohorts are substantially different when we use the margin-free Yule’s coefficient instead of the rank-based measures.

Suggested Citation

  • Ahsan, Md Nazmul & Emran, M. Shahe & Mohammed, A. R. Shariq & Murphy, Orla A. & Shilpi, Forhad, 2025. "When Ranks Fail: New Evidence on Intergenerational Educational Mobility," MPRA Paper 127250, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:127250
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/127250/8/MPRA_paper_127250.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. repec:ehl:lserod:120699 is not listed on IDEAS
    2. Emmanuel Saez & Gabriel Zucman, 2020. "The Rise of Income and Wealth Inequality in America: Evidence from Distributional Macroeconomic Accounts," Journal of Economic Perspectives, American Economic Association, vol. 34(4), pages 3-26, Fall.
    3. Andros Kourtellos & Chih Ming Tan & Steven N. Durlauf, 2022. "The Great Gatsby Curve," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 571-605, August.
    4. Claudia Olivetti & M. Daniele Paserman, 2015. "In the Name of the Son (and the Daughter): Intergenerational Mobility in the United States, 1850-1940," American Economic Review, American Economic Association, vol. 105(8), pages 2695-2724, August.
    5. James J. Heckman & Stefano Mosso, 2014. "The Economics of Human Development and Social Mobility," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 689-733, August.
    6. Raj Chetty & Nathaniel Hendren & Patrick Kline & Emmanuel Saez & Nicholas Turner, 2014. "Is the United States Still a Land of Opportunity? Recent Trends in Intergenerational Mobility," American Economic Review, American Economic Association, vol. 104(5), pages 141-147, May.
    7. Björklund, Anders & Jäntti, Markus, 2012. "How important is family background for labor-economic outcomes?," Labour Economics, Elsevier, vol. 19(4), pages 465-474.
    8. Genest, Christian & Nešlehová, Johanna, 2007. "A Primer on Copulas for Count Data," ASTIN Bulletin, Cambridge University Press, vol. 37(2), pages 475-515, November.
    9. Angus Deaton, 2022. "The great divide: education, despair, and death," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 57(4), pages 161-168, October.
    10. M. Shahe Emran & Francisco H. G. Ferreira & Yajing Jiang & Yan Sun, 2023. "Occupational dualism and intergenerational educational mobility in the rural economy: evidence from China and India," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 21(3), pages 743-773, September.
    11. Raj Chetty & Nathaniel Hendren & Patrick Kline & Emmanuel Saez, 2014. "Where is the land of Opportunity? The Geography of Intergenerational Mobility in the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1553-1623.
    12. Zachary Ward, 2023. "Intergenerational Mobility in American History: Accounting for Race and Measurement Error," American Economic Review, American Economic Association, vol. 113(12), pages 3213-3248, December.
    13. Neidhöfer, Guido & Serrano, Joaquín & Gasparini, Leonardo, 2018. "Educational inequality and intergenerational mobility in Latin America: A new database," Journal of Development Economics, Elsevier, vol. 134(C), pages 329-349.
    14. Seema Jayachandran, 2015. "The Roots of Gender Inequality in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 63-88, August.
    15. Magne Mogstad & Gaute Torsvik, 2021. "Family Background, Neighborhoods and Intergenerational Mobility," NBER Working Papers 28874, National Bureau of Economic Research, Inc.
    16. Debora Di Gioacchino & Laura Sabani & Stefano Usai, 2025. "The Geography of Intergenerational Educational Mobility in Italy: Trends and Socioeconomic Correlates," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 179(3), pages 1263-1293, September.
    17. Mehtabul Azam & Vipul Bhatt, 2015. "Like Father, Like Son? Intergenerational Educational Mobility in India," Demography, Springer;Population Association of America (PAA), vol. 52(6), pages 1929-1959, December.
    18. Sandra E Black & Paul J Devereux & Petter Lundborg & Kaveh Majlesi, 2020. "Poor Little Rich Kids? The Role of Nature versus Nurture in Wealth and Other Economic Outcomes and Behaviours," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(4), pages 1683-1725.
    19. Luís Clemente-Casinhas & Luís Filipe Martins & Alexandra Ferreira-Lopes, 2025. "Using Survey Data to Estimate Intergenerational Mobility in Income and Education in Portugal," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 176(1), pages 51-106, January.
    20. Pablo Celhay & Sebastian Gallegos, 2025. "Schooling mobility across three generations in six Latin American countries," Journal of Population Economics, Springer;European Society for Population Economics, vol. 38(1), pages 1-35, March.
    21. Gary S. Becker & Nigel Tomes, 1994. "Human Capital and the Rise and Fall of Families," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 257-298, National Bureau of Economic Research, Inc.
    22. Kobus, Martyna & Kurek, Radosław, 2018. "Copula-based measurement of interdependence for discrete distributions," Journal of Mathematical Economics, Elsevier, vol. 79(C), pages 27-39.
    23. Magne Mogstad, 2017. "The Human Capital Approach to Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 125(6), pages 1862-1868.
    24. Andreas Fagereng & Magne Mogstad & Marte Rønning, 2021. "Why Do Wealthy Parents Have Wealthy Children?," Journal of Political Economy, University of Chicago Press, vol. 129(3), pages 703-756.
    25. Shahe Emran & Forhad Shilpi, 2019. "Economic approach to intergenerational mobility: Measures, methods, and challenges in developing countries," WIDER Working Paper Series wp-2019-98, World Institute for Development Economic Research (UNU-WIDER).
    26. Ran Abramitzky & Leah Boustan & Elisa Jacome & Santiago Perez, 2021. "Intergenerational Mobility of Immigrants in the United States over Two Centuries," American Economic Review, American Economic Association, vol. 111(2), pages 580-608, February.
    27. Martin Nybom & Jan Stuhler, 2024. "Interpreting Trends in Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 132(8), pages 2531-2570.
    28. Magne Mogstad & Joseph P Romano & Azeem M Shaikh & Daniel Wilhelm, 2024. "Inference for Ranks with Applications to Mobility across Neighbourhoods and Academic Achievement across Countries," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(1), pages 476-518.
    29. Monica J. Grant & Jere R. Behrman, 2010. "Gender Gaps in Educational Attainment in Less Developed Countries," Population and Development Review, The Population Council, Inc., vol. 36(1), pages 71-89, March.
    30. John E. Roemer & Alain Trannoy, 2016. "Equality of Opportunity: Theory and Measurement," Journal of Economic Literature, American Economic Association, vol. 54(4), pages 1288-1332, December.
    31. Thomas Piketty & Emmanuel Saez, 2003. "Income Inequality in the United States, 1913–1998," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 1-41.
    32. Hertz Tom & Jayasundera Tamara & Piraino Patrizio & Selcuk Sibel & Smith Nicole & Verashchagina Alina, 2008. "The Inheritance of Educational Inequality: International Comparisons and Fifty-Year Trends," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(2), pages 1-48, January.
    33. Cheti Nicoletti & Marco Francesconi, 2006. "Intergenerational mobility and sample selection in short panels," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(8), pages 1265-1293.
    34. Gary S. Becker & Scott Duke Kominers & Kevin M. Murphy & Jörg L. Spenkuch, 2018. "A Theory of Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 7-25.
    35. Jason Fletcher & Joel Han, 2019. "Intergenerational Mobility in Education: Variation in Geography and Time," Journal of Human Capital, University of Chicago Press, vol. 13(4), pages 585-634.
    36. Nathaniel G. Hilger, 2015. "The Great Escape: Intergenerational Mobility in the United States Since 1940," NBER Working Papers 21217, National Bureau of Economic Research, Inc.
    37. Azam Mehtabul, 2016. "Intergenerational Educational Persistence among Daughters: Evidence from India," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 16(4), pages 1-16, October.
    38. Florencia Torche, 2015. "«Gender Differences in Intergenerational Mobility in Mexico»," Papers 2015_11, Centro de Estudios Espinosa Yglesias.
    39. Thomas Lemieux, 2006. "Increasing Residual Wage Inequality: Composition Effects, Noisy Data, or Rising Demand for Skill?," American Economic Review, American Economic Association, vol. 96(3), pages 461-498, June.
    40. Emran, M. Shahe & Shilpi, Forhad, 2015. "Gender, Geography, and Generations: Intergenerational Educational Mobility in Post-Reform India," World Development, Elsevier, vol. 72(C), pages 362-380.
    41. Peter Gottschalk & Robert Moffitt, 2009. "The Rising Instability of U.S. Earnings," Journal of Economic Perspectives, American Economic Association, vol. 23(4), pages 3-24, Fall.
    42. Bhashkar Mazumder, 2018. "Intergenerational Mobility in the United States: What We Have Learned from the PSID," The ANNALS of the American Academy of Political and Social Science, , vol. 680(1), pages 213-234, November.
    43. Becker, Gary S & Tomes, Nigel, 1979. "An Equilibrium Theory of the Distribution of Income and Intergenerational Mobility," Journal of Political Economy, University of Chicago Press, vol. 87(6), pages 1153-1189, December.
    44. Sam Asher & Paul Novosad & Charlie Rafkin, 2024. "Intergenerational Mobility in India: New Measures and Estimates across Time and Social Groups," American Economic Journal: Applied Economics, American Economic Association, vol. 16(2), pages 66-98, April.
    45. Dreze, Jean & Sen, Amartya, 1999. "India: Economic Development and Social Opportunity," OUP Catalogue, Oxford University Press, number 9780198295280.
    46. Elisa Jácome & Ilyana Kuziemko & Suresh Naidu, 2025. "Mobility for All: Representative Intergenerational Mobility Estimates over the Twentieth Century," Journal of Political Economy, University of Chicago Press, vol. 133(1), pages 306-354.
    47. Emran, M. Shahe & Jiang, Hanchen & Shilpi, Forhad, 2025. "Is gender destiny? Gender bias and intergenerational educational mobility in India," Journal of Economic Behavior & Organization, Elsevier, vol. 238(C).
    48. M. Shahe Emran & William Greene & Forhad Shilpi, 2018. "When Measure Matters: Coresidency, Truncation Bias, and Intergenerational Mobility in Developing Countries," Journal of Human Resources, University of Wisconsin Press, vol. 53(3), pages 589-607.
    49. Nathan Deutscher & Bhashkar Mazumder, 2023. "Measuring Intergenerational Income Mobility: A Synthesis of Approaches," Journal of Economic Literature, American Economic Association, vol. 61(3), pages 988-1036, September.
    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. Ahsan, Md Nazmul & Emran, M. Shahe & Shilpi, Forhad, 2024. "Complementarities and intergenerational educational mobility: Theory and evidence from Indonesia," Journal of Economic Behavior & Organization, Elsevier, vol. 225(C), pages 170-191.
    2. Ahsan, Md. Nazmul & Emran, M. Shahe & Jiang, Hanchen & Shilpi, Forhad, 2025. "Making the most of coresident data: Credible evidence on intergenerational mobility with sibling correlation," Journal of Development Economics, Elsevier, vol. 176(C).
    3. Emran, M. Shahe & Jiang, Hanchen & Shilpi, Forhad, 2025. "Is gender destiny? Gender bias and intergenerational educational mobility in India," Journal of Economic Behavior & Organization, Elsevier, vol. 238(C).
    4. Emran, M. Shahe & Jiang, Hanchen & Shilpi, Forhad, 2020. "Gender Bias and Intergenerational Educational Mobility: Theory and Evidence from China and India," GLO Discussion Paper Series 497, Global Labor Organization (GLO).
    5. Ahsan, Md. Nazmul & Emran, M. Shahe & Jiang, Hanchen & Han, Qingyang & Shilpi, Forhad, 2022. "Growing Up Together: Sibling Correlation, Parental Influence, and Intergenerational Educational Mobility in Developing Countries," GLO Discussion Paper Series 1123, Global Labor Organization (GLO), revised 2022.
    6. M. Shahe Emran & Francisco H. G. Ferreira & Yajing Jiang & Yan Sun, 2023. "Occupational dualism and intergenerational educational mobility in the rural economy: evidence from China and India," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 21(3), pages 743-773, September.
    7. Ferreira, Francisco H. G. & Brunori, Paolo & Neidhöfer, Guido & Salas-Rojo, Pedro & Sirugue, Louis, 2025. "Inherited inequality in Latin America," LSE Research Online Documents on Economics 130163, London School of Economics and Political Science, LSE Library.
    8. Pablo Celhay & Sebastian Gallegos, 2025. "Schooling mobility across three generations in six Latin American countries," Journal of Population Economics, Springer;European Society for Population Economics, vol. 38(1), pages 1-35, March.
    9. Shahe Emran & Forhad Shilpi, 2019. "Economic approach to intergenerational mobility: Measures, methods, and challenges in developing countries," WIDER Working Paper Series wp-2019-98, World Institute for Development Economic Research (UNU-WIDER).
    10. Ahsan, Md Nazmul & Shilpi, Forhad & Emran, Shahe, 2022. "Unintended bottleneck and essential nonlinearity: Understanding the effects of public primary school expansion on intergenerational educational mobility," MPRA Paper 113047, University Library of Munich, Germany.
    11. Ahsan, Md. Nazmul & Emran, M. Shahe & Jiang, Hanchen & Shilpi, Forhad, 2022. "What the Mean Measures of Mobility Miss: Learning About Intergenerational Mobility from Conditional Variance," GLO Discussion Paper Series 1097, Global Labor Organization (GLO).
    12. Tharcisio Leone, 2022. "The geography of intergenerational mobility: Evidence of educational persistence and the “Great Gatsby Curve” in Brazil," Review of Development Economics, Wiley Blackwell, vol. 26(3), pages 1227-1251, August.
    13. Emran, M. Shahe & Ferreira, Francisco & Jiang, Yajing & Sun, Yan, 2019. "Intergenerational Educational Mobility in Rural Economy: Evidence from China and India," MPRA Paper 94121, University Library of Munich, Germany.
    14. Luís Clemente-Casinhas & Luís Filipe Martins & Alexandra Ferreira-Lopes, 2025. "Using Survey Data to Estimate Intergenerational Mobility in Income and Education in Portugal," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 176(1), pages 51-106, January.
    15. Alberto Alesina & Sebastian Hohmann & Stelios Michalopoulos & Elias Papaioannou, 2021. "Intergenerational Mobility in Africa," Econometrica, Econometric Society, vol. 89(1), pages 1-35, January.
    16. Hanol Lee & Jong‐Wha Lee, 2021. "Patterns and determinants of intergenerational educational mobility: Evidence across countries," Pacific Economic Review, Wiley Blackwell, vol. 26(1), pages 70-90, February.
    17. Julia Baarck & Moritz Bode & Andreas Peichl, 2025. "Rising Inequality, Declining Mobility: The Evolution of Intergenerational Mobility in Germany," Rationality and Competition Discussion Paper Series 550, CRC TRR 190 Rationality and Competition.
    18. Bertrand Garbinti & Frédérique Savignac, 2020. "Accounting for Intergenerational Wealth Mobility in France over the 20th Century: Method anDeestimations," Working papers 776, Banque de France.
    19. Muñoz, Ercio, 2021. "The Geography of Intergenerational Mobility in Latin America and the Caribbean," SocArXiv mc78h, Center for Open Science.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

    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:127250. 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.