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Playing the birth lottery in Europe

Author

Listed:
  • Annaelena Valentini

    (University of Florence)

  • Paolo Brunori

    (University of Florence, III-LSE)

  • Francisco H. G. Ferreira

    (III-LSE)

  • Pedro Salas-Rojo

    (CUNEF)

Abstract

We analyse the extent to which a person’s country of origin -alongside other factors beyond their control, such as their parents’ education and occupation- are predictive of adult incomes in Europe. Interpreting the joint predictive power of inherited circumstances as a measure of inequality of opportunity, we employ data-driven methods to estimate inequality of opportunity for household disposable incomes, treating Europe as a single entity. To ensure representativeness, we combine data from EUROSTAT and three different household surveys to construct a sample that represents the population of Europe, accounting for country-of-birth population shares within countries. We estimate overall inequality in Europe at 39 Gini points in 2019, with inequality predicted by ascriptive characteristics accounting for a full 23 Gini points. The country where a person was born accounts for 64% of the latter figure, emerging as the most significant predictor compared to other factors such as parental occupation (26%) and parental education (9%). The level of inequality of opportunity observed in Europe as a whole is comparable to that in China and India and significantly higher than estimates for the United States.

Suggested Citation

  • Annaelena Valentini & Paolo Brunori & Francisco H. G. Ferreira & Pedro Salas-Rojo, 2026. "Playing the birth lottery in Europe," Working Papers 695, ECINEQ, Society for the Study of Economic Inequality.
  • Handle: RePEc:inq:inqwps:ecineq2026-695
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    References listed on IDEAS

    as
    1. Stefano Filauro & Flaviana Palmisano & Vito Peragine, 2023. "The Evolution of Inequality of Opportunity in Europe," Working Papers 644, ECINEQ, Society for the Study of Economic Inequality.
    2. Paolo Brunori & Paul Hufe & Daniel Mahler, 2023. "The roots of inequality: estimating inequality of opportunity from regression trees and forests," Scandinavian Journal of Economics, Wiley Blackwell, vol. 125(4), pages 900-932, October.
    3. 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.
    4. Lefranc, Arnaud & Pistolesi, Nicolas & Trannoy, Alain, 2009. "Equality of opportunity and luck: Definitions and testable conditions, with an application to income in France," Journal of Public Economics, Elsevier, vol. 93(11-12), pages 1189-1207, December.
    5. repec:dau:papers:123456789/1552 is not listed on IDEAS
    6. Lambert, Peter J & Aronson, J Richard, 1993. "Inequality Decomposition Analysis and the Gini Coefficient Revisited," Economic Journal, Royal Economic Society, vol. 103(420), pages 1221-1227, September.
    7. Francisco H.G. Ferreira & Jérémie Gignoux, 2011. "The Measurement of Inequality of Inequality of Opportunity: Theory and an Application to Latin America," Post-Print halshs-00754503, HAL.
    8. Pedro Salas-Rojo & Juan Gabriel Rodríguez, 2022. "Inheritances and wealth inequality: a machine learning approach," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 20(1), pages 27-51, March.
    9. Xavier Ramos & Dirk gaer, 2016. "Approaches To Inequality Of Opportunity: Principles, Measures And Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 30(5), pages 855-883, December.
    10. François Bourguignon & Francisco H. G. Ferreira & Marta Menéndez, 2013. "Inequality of Opportunity in Brazil: A Corrigendum," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(3), pages 551-555, September.
    11. Paolo Brunori & Vito Peragine & Laura Serlenga, 2019. "Upward and downward bias when measuring inequality of opportunity," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 52(4), pages 635-661, April.
    12. Anthony Shorrocks, 2013. "Decomposition procedures for distributional analysis: a unified framework based on the Shapley value," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 11(1), pages 99-126, March.
    13. Brunori, Paolo & Hufe, Paul & Mahler, Daniel, 2023. "The roots of inequality: estimating inequality of opportunity from regression trees and forests," LSE Research Online Documents on Economics 118220, London School of Economics and Political Science, LSE Library.
    14. Branko Milanovic, 2015. "Global Inequality of Opportunity: How Much of Our Income Is Determined by Where We Live?," The Review of Economics and Statistics, MIT Press, vol. 97(2), pages 452-460, May.
    15. Francisco H. G. Ferreira & Jérémie Gignoux, 2011. "The Measurement Of Inequality Of Opportunity: Theory And An Application To Latin America," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(4), pages 622-657, December.
    16. Gustavo A. Marrero & Juan Gabriel Rodríguez, 2012. "Inequality of Opportunity in Europe," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 58(4), pages 597-621, December.
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    More about this item

    Keywords

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    JEL classification:

    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • J60 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - General
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe
    • O54 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Latin America; Caribbean

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