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Individual earnings differentials by education level in Brazil: the greater inequality of the informal sector

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  • Amaral, Ernesto F.L.
  • Queiroz, Bernardo L.
  • Haussmann Rodarte Faustino, Samantha
  • Quaresma, Guilherme

Abstract

In Brazil, workforce composition by age-education groups and distribution between the formal and informal sectors changed from 1980 to 2010. We estimate whether these area-level compositions reduced earnings of the least-educated individuals further. Our main hypothesis is that earnings are lower for residents of areas with higher proportions of less-educated and informal sector workers. Ordinary least squares (OLS) regressions performed on census data are used to estimate variations in male urban workers’ individual earnings, including several individual- and area-level independent variables. The main results suggest that an increase in the proportion of formal sector workers is positively associated with individual earnings. Higher group proportions have the strongest positive associations with individual earnings for formal sector workers with secondary and university education. Labour markets are not absorbing the least educated workers. The largest earnings differentials by education level are observed among informal sector workers, indicating greater economic inequality within this sector.

Suggested Citation

  • Amaral, Ernesto F.L. & Queiroz, Bernardo L. & Haussmann Rodarte Faustino, Samantha & Quaresma, Guilherme, 2025. "Individual earnings differentials by education level in Brazil: the greater inequality of the informal sector," Notas de Población, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), October.
  • Handle: RePEc:ecr:col071:83013
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    1. Gabriel Ulyssea, 2005. "Informalidade no Mercado de Trabalho Brasileiro : Uma Resenha da Literatura," Discussion Papers 1070, Instituto de Pesquisa Econômica Aplicada - IPEA.
    2. Amaral, Ernesto F. L. & Rios-Neto, Eduardo L G & Potter, Joseph E, 2012. "Long term influences of age-education transition on the Brazilian labour market," OSF Preprints 2e4f3, Center for Open Science.
    3. Costas Meghir & Renata Narita & Jean-Marc Robin, 2015. "Wages and Informality in Developing Countries," American Economic Review, American Economic Association, vol. 105(4), pages 1509-1546, April.
    4. Paz, Lourenço S., 2014. "The impacts of trade liberalization on informal labor markets: A theoretical and empirical evaluation of the Brazilian case," Journal of International Economics, Elsevier, vol. 92(2), pages 330-348.
    5. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    6. Olivier Bargain & Prudence Kwenda, 2014. "The Informal Sector Wage Gap: New Evidence Using Quantile Estimations on Panel Data," Economic Development and Cultural Change, University of Chicago Press, vol. 63(1), pages 117-153.
    7. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    8. Amaral, Ernesto F. L. & Rios-Neto, Eduardo L G & Potter, Joseph E, 2016. "The influence of internal migration on male earnings in Brazil, 1970–2000," OSF Preprints y8v2d, Center for Open Science.
    9. Rocha, Rudi & Ulyssea, Gabriel & Rachter, Laísa, 2018. "Do lower taxes reduce informality? Evidence from Brazil," Journal of Development Economics, Elsevier, vol. 134(C), pages 28-49.
    10. Bosch, Mariano & Esteban-Pretel, Julen, 2015. "The labor market effects of introducing unemployment benefits in an economy with high informality," European Economic Review, Elsevier, vol. 75(C), pages 1-17.
    11. Ernesto Amaral & Bernardo Queiroz & Júlia Calazans, 2015. "Demographic changes, educational improvements, and earnings in Brazil and Mexico," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-21, December.
    12. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    13. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    14. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, March.
    15. Ulyssea, Gabriel & Paes de Barros, Ricardo, 2010. "On the empirical content of the formal-informal labor market segmentation hypothesis," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 30(2), December.
    16. Niklas Engbom & Gustavo Gonzaga & Christian Moser & Roberta Olivieri, 2022. "Earnings inequality and dynamics in the presence of informality: The case of Brazil," Quantitative Economics, Econometric Society, vol. 13(4), pages 1405-1446, November.
    17. Fernando Botelho & Vladimir Ponczek, 2011. "Segmentation in the Brazilian Labor Market," Economic Development and Cultural Change, University of Chicago Press, vol. 59(2), pages 437-463.
    18. Ernesto F.L. Amaral & Eduardo L.G. Rios Neto & Joseph E. Potter & Daniel Hamermesh, 2013. "Age, education, and earnings in the course of Brazilian development: Does composition matter?," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 28(20), pages 581-612.
    19. Lustig, Nora & Lopez-Calva, Luis F. & Ortiz-Juarez, Eduardo, 2013. "Declining Inequality in Latin America in the 2000s: The Cases of Argentina, Brazil, and Mexico," World Development, Elsevier, vol. 44(C), pages 129-141.
    20. Ulyssea, Gabriel, 2010. "Regulation of entry, labor market institutions and the informal sector," Journal of Development Economics, Elsevier, vol. 91(1), pages 87-99, January.
    21. repec:hal:spmain:info:hdl:2441/4ra95789n9nrr59b6lmini6tp is not listed on IDEAS
    22. Ernesto Lima Amaral, 2012. "The Decomposition of Economic Outcomes as a Result of Changes in Brazil’s Male Age–Education Structure," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 31(6), pages 883-905, December.
    23. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    24. Joseph E. Potter & Carl P. Schmertmann & Renato M. Assunção & Suzana M. Cavenaghi, 2010. "Mapping the Timing, Pace, and Scale of the Fertility Transition in Brazil," Population and Development Review, The Population Council, Inc., vol. 36(2), pages 283-307, June.
    25. George J. Borjas, 2021. "The Labor Demand Curve Is Downward Sloping: Reexamining The Impact Of Immigration On The Labor Market," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 9, pages 235-274, World Scientific Publishing Co. Pte. Ltd..
    26. Moretti, Enrico, 2004. "Human capital externalities in cities," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 51, pages 2243-2291, Elsevier.
    27. Gabriel Ulyssea, 2018. "Firms, Informality, and Development: Theory and Evidence from Brazil," American Economic Review, American Economic Association, vol. 108(8), pages 2015-2047, August.
    28. Joseph Potter & Carl Schmertmann & Suzana Cavenaghi, 2002. "Fertility and development: evidence from Brazil," Demography, Springer;Population Association of America (PAA), vol. 39(4), pages 739-761, November.
    29. repec:osf:osfxxx:2e4f3_v1 is not listed on IDEAS
    30. Piza, Caio, 2018. "Out of the Shadows? Revisiting the impact of the Brazilian SIMPLES program on firms’ formalization rates," Journal of Development Economics, Elsevier, vol. 134(C), pages 125-132.
    31. Fajnzylber, Pablo & Maloney, William F. & Montes-Rojas, Gabriel V., 2011. "Does formality improve micro-firm performance? Evidence from the Brazilian SIMPLES program," Journal of Development Economics, Elsevier, vol. 94(2), pages 262-276, March.
    32. Gong, Xiaodong & van Soest, Arthur, 2002. "Wage differentials and mobility in the urban labour market: a panel data analysis for Mexico," Labour Economics, Elsevier, vol. 9(4), pages 513-529, September.
    33. Gasparini Leonardo & Leonardo Tornaroli, 2009. "Labor Informality in Latin America and the Caribbean: Patterns and Trends from Household Survey Microdata," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE.
    34. Eloiza Almeida & Veneziano Araújo & Solange Gonçalves, 2025. "The urban wage premium in a labor market with informality," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 74(2), pages 1-28, June.
    35. Bernardo L. Queiroz & André B. Golgher, 2008. "Human capital differentials across municipalities and states in Brazil," Textos para Discussão Cedeplar-UFMG td330, Cedeplar, Universidade Federal de Minas Gerais.
    36. David Lam & Letícia Marteleto, 2008. "Stages of the Demographic Transition from a Child's Perspective: Family Size, Cohort Size, and Children's Resources," Population and Development Review, The Population Council, Inc., vol. 34(2), pages 225-252, June.
    37. Costas Meghir & Renata Narita & Jean-Marc Robin, 2015. "Wages and Informality in Developing Countries," SciencePo Working papers hal-03587627, HAL.
    38. repec:osf:osfxxx:y7asb_v1 is not listed on IDEAS
    39. repec:spo:wpmain:info:hdl:2441/4ra95789n9nrr59b6lmini6tp is not listed on IDEAS
    40. Charlot, Olivier & Malherbet, Franck & Terra, Cristina, 2015. "Informality in developing economies: Regulation and fiscal policies," Journal of Economic Dynamics and Control, Elsevier, vol. 51(C), pages 1-27.
    41. Cristian Pardo & Jaime Ruiz-Tagle, 2017. "The dynamic role of specific experience in the selection of self-employment versus wage-employment," Oxford Economic Papers, Oxford University Press, vol. 69(1), pages 189-212.
    42. repec:osf:osfxxx:y8v2d_v1 is not listed on IDEAS
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