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Intergenerational Mobility in Africa

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  • Alberto Alesina
  • Sebastian Hohmann
  • Stelios Michalopoulos
  • Elias Papaioannou

Abstract

We examine intergenerational mobility (IM) in educational attainment in Africa since independence using census data. First, we map IM across 27 countries and more than 2,800 regions, documenting wide cross-country and especially within-country heterogeneity. Inertia looms large as differences in the literacy of the old generation explain about half of the observed spatial disparities in IM. The rural-urban divide is substantial. Though conspicuous in some countries, there is no evidence of systematic gender gaps in IM. Second, we characterize the geography of IM, finding that colonial investments in railroads and Christian missions, as well as proximity to capitals and the coastline are the strongest correlates. Third, we ask whether the regional differences in mobility reflect spatial sorting or their independent role. To isolate the two, we focus on children whose families moved when they were young. Comparing siblings, looking at moves triggered by displacement shocks, and using historical migrations to predict moving-families' destinations, we establish that, while selection is considerable, regional exposure effects are at play. An extra year spent in a high-mobility region before the age of 12 (and after 5) significantly raises the likelihood for children of uneducated parents to complete primary school. Overall, the evidence suggests that geographic and historical factors laid the seeds for spatial disparities in IM that are cemented by sorting and the independent impact of regions.

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  • Alberto Alesina & Sebastian Hohmann & Stelios Michalopoulos & Elias Papaioannou, 2019. "Intergenerational Mobility in Africa," NBER Working Papers 25534, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:25534
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    1. Rafael La Porta & Andrei Shleifer, 2014. "Informality and Development," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 109-126, Summer.
    2. 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.
    3. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    4. Stelios Michalopoulos & Elias Papaioannou, 2016. "The Long-Run Effects of the Scramble for Africa," American Economic Review, American Economic Association, vol. 106(7), pages 1802-1848, July.
    5. Kanbur, Ravi & Venables, Anthony J. (ed.), 2005. "Spatial Inequality and Development," OUP Catalogue, Oxford University Press, number 9780199278633.
    6. Massimo Guidolin & Eliana La Ferrara, 2007. "Diamonds Are Forever, Wars Are Not: Is Conflict Bad for Private Firms?," American Economic Review, American Economic Association, vol. 97(5), pages 1978-1993, December.
    7. Jan Willem Gunning & Paul Collier, 1999. "Explaining African Economic Performance," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 64-111, March.
    8. 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.
    9. Remi Jedwab & Alexander Moradi, 2016. "The Permanent Effects of Transportation Revolutions in Poor Countries: Evidence from Africa," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 268-284, May.
    10. Nava Ashraf & Natalie Bau & Nathan Nunn & Alessandra Voena, 2020. "Bride Price and Female Education," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 591-641.
    11. George Psacharopoulos & Harry Anthony Patrinos, 2004. "Returns to investment in education: a further update," Education Economics, Taylor & Francis Journals, vol. 12(2), pages 111-134.
    12. Besley, Timothy & Reynal-Querol, Marta, 2014. "The Legacy of Historical Conflict: Evidence from Africa," American Political Science Review, Cambridge University Press, vol. 108(2), pages 319-336, May.
    13. Loury, Glenn C, 1981. "Intergenerational Transfers and the Distribution of Earnings," Econometrica, Econometric Society, vol. 49(4), pages 843-867, June.
    14. 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.
    15. Stelios Michalopoulos & Elias Papaioannou, 2013. "Pre‐Colonial Ethnic Institutions and Contemporary African Development," Econometrica, Econometric Society, vol. 81(1), pages 113-152, January.
    16. Maia Güell & Michele Pellizzari & Giovanni Pica & José V. Rodríguez Mora, 2018. "Correlating Social Mobility and Economic Outcomes," Economic Journal, Royal Economic Society, vol. 128(612), pages 353-403, July.
    17. Julia Cagé & Valeria Rueda, 2016. "The Long-Term Effects of the Printing Press in Sub-Saharan Africa," American Economic Journal: Applied Economics, American Economic Association, vol. 8(3), pages 69-99, July.
    18. Sunde, Uwe & Cervellati, Matteo & Esposito, Elena & Valmori, Simona, 2016. "Malaria Risk and Civil Violence," CEPR Discussion Papers 11496, C.E.P.R. Discussion Papers.
    19. Nicolas Berman & Mathieu Couttenier & Dominic Rohner & Mathias Thoenig, 2017. "This Mine Is Mine! How Minerals Fuel Conflicts in Africa," American Economic Review, American Economic Association, vol. 107(6), pages 1564-1610, June.
    20. Marcella Alsan, 2015. "The Effect of the TseTse Fly on African Development," American Economic Review, American Economic Association, vol. 105(1), pages 382-410, January.
    21. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    22. repec:hal:wpspec:info:hdl:2441/76npisrda99aop75h6fmi4vduu is not listed on IDEAS
    23. 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.
    24. Alberto Alesina & Stefanie Stantcheva & Edoardo Teso, 2018. "Intergenerational Mobility and Preferences for Redistribution," American Economic Review, American Economic Association, vol. 108(2), pages 521-554, February.
    25. Elias Papaioannou, 2014. "National Institutions and Subnational Development in Africa," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 151-213.
    26. Elise Huillery, 2009. "History Matters: The Long-Term Impact of Colonial Public Investments in French West Africa," American Economic Journal: Applied Economics, American Economic Association, vol. 1(2), pages 176-215, April.
    27. 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.
    28. Stelios Michalopoulos & Louis Putterman & David N Weil, 2019. "The Influence of Ancestral Lifeways on Individual Economic Outcomes in Sub-Saharan Africa," Journal of the European Economic Association, European Economic Association, vol. 17(4), pages 1186-1231.
    29. David Card & Ciprian Domnisoru & Lowell Taylor, 2022. "The Intergenerational Transmission of Human Capital: Evidence from the Golden Age of Upward Mobility," Journal of Labor Economics, University of Chicago Press, vol. 40(S1), pages 39-95.
    30. Facundo Alvaredo & Lucas Chancel & Thomas Piketty & Emmanuel Saez & Gabriel Zucman, 2017. "Global Inequality Dynamics: New Findings from WID.world," American Economic Review, American Economic Association, vol. 107(5), pages 404-409, May.
    31. Jason Long & Joseph Ferrie, 2013. "Intergenerational Occupational Mobility in Great Britain and the United States since 1850: Reply," American Economic Review, American Economic Association, vol. 103(5), pages 2041-2049, August.
    32. 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.
    33. Oriana Bandiera & Niklas Buehren & Robin Burgess & Markus Goldstein & Selim Gulesci & Imran Rasul & Munshi Sulaiman, 2020. "Women's Empowerment in Action: Evidence from a Randomized Control Trial in Africa," American Economic Journal: Applied Economics, American Economic Association, vol. 12(1), pages 210-259, January.
    34. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    35. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    36. Montenegro, Claudio E. & Patrinos, Harry Anthony, 2014. "Comparable estimates of returns to schooling around the world," Policy Research Working Paper Series 7020, The World Bank.
    37. repec:hal:spmain:info:hdl:2441/10262 is not listed on IDEAS
    38. Seema Jayachandran, 2015. "The Roots of Gender Inequality in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 63-88, August.
    39. Olivetti, Claudia & Paserman, M. Daniele & Salisbury, Laura, 2018. "Three-generation mobility in the United States, 1850–1940: The role of maternal and paternal grandparents," Explorations in Economic History, Elsevier, vol. 70(C), pages 73-90.
    40. Black, Sandra E. & Devereux, Paul J., 2011. "Recent Developments in Intergenerational Mobility," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 16, pages 1487-1541, Elsevier.
    41. Nathan Nunn & Diego Puga, 2012. "Ruggedness: The Blessing of Bad Geography in Africa," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 20-36, February.
    42. Rémi Jedwab & Adam Storeygard, 2022. "The Average and Heterogeneous Effects of Transportation Investments: Evidence from Sub-Saharan Africa 1960–2010," Journal of the European Economic Association, European Economic Association, vol. 20(1), pages 1-38.
    43. Jonathan Davis & Bhashkar Mazumder, 2017. "The Decline in Intergenerational Mobility After 1980," Working Paper Series WP-2017-5, Federal Reserve Bank of Chicago, revised 14 Jan 2022.
    44. 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.
    45. Remi Jedwab & Edward Kerby & Alexander Moradi, 2017. "History, Path Dependence and Development: Evidence from Colonial Railways, Settlers and Cities in Kenya," Economic Journal, Royal Economic Society, vol. 127(603), pages 1467-1494, August.
    46. Nicola Gennaioli & Ilia Rainer, 2007. "The modern impact of precolonial centralization in Africa," Journal of Economic Growth, Springer, vol. 12(3), pages 185-234, September.
    47. Michael L. Ross, 2004. "What Do We Know about Natural Resources and Civil War?," Journal of Peace Research, Peace Research Institute Oslo, vol. 41(3), pages 337-356, May.
    48. Alberto Alesina & Sebastian Hohmann & Stelios Michalopoulos & Elias Papaioannou, 2021. "Intergenerational Mobility in Africa," Econometrica, Econometric Society, vol. 89(1), pages 1-35, January.
    49. repec:hal:spmain:info:hdl:2441/453m2eks408pdoss8agfiaocu6 is not listed on IDEAS
    50. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September.
    51. Alwyn Young, 2012. "The African Growth Miracle," NBER Working Papers 18490, National Bureau of Economic Research, Inc.
    52. Leonard Wantchekon & Marko Klašnja & Natalija Novta, 2015. "Education and Human Capital Externalities: Evidence from Colonial Benin," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(2), pages 703-757.
    53. Emilio Depetris-Chauvin, 2016. "State History and Contemporary Conflict: Evidence from Sub-Saharan Africa," Documentos de Trabajo 475, Instituto de Economia. Pontificia Universidad Católica de Chile..
    54. Emilio Depetris†Chauvin & David N. Weil, 2018. "Malaria and Early African Development: Evidence from the Sickle Cell Trait," Economic Journal, Royal Economic Society, vol. 128(610), pages 1207-1234, May.
    55. Remi Jedwab & Felix Meier zu Selhausen & Alexander Moradi, 2022. "The economics of missionary expansion: evidence from Africa and implications for development," Journal of Economic Growth, Springer, vol. 27(2), pages 149-192, June.
    56. Rafael La Porta & Andrei Shleifer, 2008. "The Unofficial Economy and Economic Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 39(2 (Fall)), pages 275-363.
    57. Okoye, Dozie & Pongou, Roland, 2014. "Historical Missionary Activity, Schooling, and the Reversal of Fortunes: Evidence from Nigeria," MPRA Paper 58052, University Library of Munich, Germany.
    58. Nathan Nunn, 2010. "Religious Conversion in Colonial Africa," American Economic Review, American Economic Association, vol. 100(2), pages 147-152, May.
    59. Stelios Michalopoulos & Elias Papaioannou, 2020. "Historical Legacies and African Development," Journal of Economic Literature, American Economic Association, vol. 58(1), pages 53-128, March.
    60. Nathan Nunn, 2008. "The Long-term Effects of Africa's Slave Trades," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(1), pages 139-176.
    61. Alwyn Young, 2013. "Inequality, the Urban-Rural Gap, and Migration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(4), pages 1727-1785.
    62. Remi Jedwab & Edward Kerby & Alexander Moradi, 2017. "History, Path Dependence and Development: Evidence from Colonial Railways, Settlers and Cities in Kenya," Economic Journal, Royal Economic Society, vol. 127(603), pages 1467-1494, August.
    63. Solon, Gary, 1999. "Intergenerational mobility in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 29, pages 1761-1800, Elsevier.
    64. Jason Long & Joseph Ferrie, 2013. "Intergenerational Occupational Mobility in Great Britain and the United States since 1850," American Economic Review, American Economic Association, vol. 103(4), pages 1109-1137, June.
    65. Alwyn Young, 2012. "The African Growth Miracle," Journal of Political Economy, University of Chicago Press, vol. 120(4), pages 696-739.
    66. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    67. 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.
    68. Päivi Lujala & Jan Ketil Rod & Nadja Thieme, 2007. "Fighting over Oil: Introducing a New Dataset," Conflict Management and Peace Science, Peace Science Society (International), vol. 24(3), pages 239-256, July.
    69. Ambar Narayan & Roy Van der Weide & Alexandru Cojocaru & Christoph Lakner & Silvia Redaelli & Daniel Gerszon Mahler & Rakesh Gupta N. Ramasubbaiah & Stefan Thewissen, 2018. "Fair Progress?," World Bank Publications - Books, The World Bank Group, number 28428.
    70. Maxim Pinkovskiy & Xavier Sala-i-Martin, 2014. "Africa is on time," Journal of Economic Growth, Springer, vol. 19(3), pages 311-338, September.
    71. repec:hal:wpspec:info:hdl:2441/10262 is not listed on IDEAS
    72. Dozie Okoye & Roland Pongou & Tite Yokossi, 2017. "On the Dispensability of New Transportation Technologies: Evidence from the Heterogeneous Impact of Railroads in Nigeria," Working Papers 1703E, University of Ottawa, Department of Economics.
    73. Raj Chetty & Nathaniel Hendren & Lawrence F. Katz, 2016. "The Effects of Exposure to Better Neighborhoods on Children: New Evidence from the Moving to Opportunity Experiment," American Economic Review, American Economic Association, vol. 106(4), pages 855-902, April.
    74. 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.
    75. Bowles, Samuel, 1972. "Schooling and Inequality from Generation to Generation," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages 219-251, Part II, .
    76. Jane Golley & Sherry Tao Kong, 2013. "Inequality in Intergenerational Mobility of Education in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 21(2), pages 15-37, March.
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    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
    • P16 - Political Economy and Comparative Economic Systems - - Capitalist Economies - - - Capitalist Institutions; Welfare State

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