IDEAS home Printed from https://ideas.repec.org/p/osf/osfxxx/vz4sa.html
   My bibliography  Save this paper

Economic sector, demographic composition, educational attainment, and earnings in Brazil

Author

Listed:
  • Amaral, Ernesto F. L.

    (Texas A&M University)

  • Faustino, Samantha Haussmann Rodarte
  • Gonçalves, Guilherme Quaresma
  • Queiroz, Bernardo L

    (Universidade Federal de Minas Gerais, Brazil)

Abstract

Brazil experienced population ageing and improvement in educational attainment between 1980–2010. Proportion of workers in the formal economic sector increased between 2000–2010. Earnings decreased from 1980 to 1991 and increased in 2000. However, earnings in the formal economic sector decreased again in 2010. We estimate associations of individual- and area-level variables with individual earnings of male workers living in urban areas in Brazil. Ordinary least squares regressions estimate variations on earnings of male workers, using the 1980–2010 Demographic Censuses. Individual independent variables include age, education, economic sector, race/color, marital status, religion, and region of residence. Contextual independent variables consider demographic, educational, and economic sector compositions by areas of residence. Considering individual-level variables, older and better educated workers have higher earnings. Workers in the formal economic sector have higher earnings than in the informal sector. For area-level variables, higher proportions of people working in the formal economic sector have positive associations with earnings. Proportions of people in age-education groups have negative associations with earnings mostly among older workers. For models by economic sector, proportions in age-education groups have higher positive coefficients in the informal sector, compared to the formal sector. Transitions in demographic, educational, and economic sector compositions are correlated with earnings. These effects generate greater economic inequality in the informal sector than in the formal sector. Our main contribution is the estimation of models about associations of individual earnings with individual and area-level variables, which can be replicated for other countries.

Suggested Citation

  • Amaral, Ernesto F. L. & Faustino, Samantha Haussmann Rodarte & Gonçalves, Guilherme Quaresma & Queiroz, Bernardo L, 2019. "Economic sector, demographic composition, educational attainment, and earnings in Brazil," OSF Preprints vz4sa, Center for Open Science.
  • Handle: RePEc:osf:osfxxx:vz4sa
    DOI: 10.31219/osf.io/vz4sa
    as

    Download full text from publisher

    File URL: https://osf.io/download/5bedabfeee81f80018767da6/
    Download Restriction: no

    File URL: https://libkey.io/10.31219/osf.io/vz4sa?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Gabriel Ulyssea, 2005. "Informalidade no Mercado de Trabalho Brasileiro : Uma Resenha da Literatura," Discussion Papers 1070, Instituto de Pesquisa Econômica Aplicada - IPEA.
    2. Berry, Christopher R. & Glaeser, Edward L., 2005. "Divergence of Human Capital Levels across Cities," Working Paper Series rwp05-057, Harvard University, John F. Kennedy School of Government.
    3. 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.
    4. 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.
    5. Melanie Khamis, 2013. "Does the minimum wage have a higher impact on the informal than on the formal labour market? Evidence from quasi-experiments," Applied Economics, Taylor & Francis Journals, vol. 45(4), pages 477-495, February.
    6. 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.
    7. 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.
    8. 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.
    9. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 4.
    10. Moretti, Enrico, 2011. "Local Labor Markets," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 14, pages 1237-1313, Elsevier.
    11. 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.
    12. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 5.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. Renata Narita, 2020. "Self-Employment in Developing Countries: A Search-Equilibrium Approach," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 1-34, January.
    18. Amaral, Ernesto F. L., 2012. "The decomposition of economic outcomes as a result of changes in Brazil’s male age-education structure," OSF Preprints e6v5c, Center for Open Science.
    19. 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.
    20. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    21. 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.
    22. 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.
    23. 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.
    24. Amaral, Ernesto F. L. & Potter, Joseph E & Hamermesh, Daniel & Rios-Neto, Eduardo L G, 2013. "Age, education, and earnings in the course of Brazilian development: Does composition matter?," OSF Preprints y7asb, Center for Open Science.
    25. 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.
    26. 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.
    27. repec:hal:spmain:info:hdl:2441/4ra95789n9nrr59b6lmini6tp is not listed on IDEAS
    28. 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.
    29. 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.
    30. 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..
    31. 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.
    32. Christopher R. Berry & Edward L. Glaeser, 2005. "The divergence of human capital levels across cities," Papers in Regional Science, Wiley Blackwell, vol. 84(3), pages 407-444, August.
    33. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    34. 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.
    35. 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.
    36. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels Across Cities," NBER Working Papers 11617, National Bureau of Economic Research, Inc.
    37. 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.
    38. Nora Lustig & Luis F. Lopez-Calva & Eduardo Ortiz-Juarez & Célestin Monga, 2016. "Deconstructing the Decline in Inequality in Latin America," International Economic Association Series, in: Kaushik Basu & Joseph E. Stiglitz (ed.), Inequality and Growth: Patterns and Policy, chapter 7, pages 212-247, Palgrave Macmillan.
    39. 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.
    40. 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.
    41. 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, September.
    42. David Jaume, 2018. "The Labor Market Effects of an Educational Expansion. A Theoretical Model with Applications to Brazil," CEDLAS, Working Papers 0220, CEDLAS, Universidad Nacional de La Plata.
    43. 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.
    44. 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.
    45. Monteiro, Joana C.M. & Assunção, Juliano J., 2012. "Coming out of the shadows? Estimating the impact of bureaucracy simplification and tax cut on formality in Brazilian microenterprises," Journal of Development Economics, Elsevier, vol. 99(1), pages 105-115.
    46. Christopher R. Berry & Edward L. Glaeser, 2005. "The Divergence of Human Capital Levels across Cities," Harvard Institute of Economic Research Working Papers 2091, Harvard - Institute of Economic Research.
    47. 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.
    48. David Jose Jaume, 2017. "The Labor Market Effects of an Educational Expansion. A Theoretical Model with Applications to Brazil," 2017 Papers pja468, Job Market Papers.
    49. Amaral, Ernesto F. L. & Almeida, Mariana E & Rios-Neto, Eduardo L G & Potter, Joseph E, 2013. "Effects of the age-education structure of female workers on male earnings in Brazil," OSF Preprints tn4u9, Center for Open Science.
    50. 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.
    51. Ernesto F.L. Amaral & Joseph E. Potter & Daniel Hamermesh & Eduardo L.G. Rios Neto, 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.
    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. Ernesto F. L. Amaral & Bernardo L. Queiroz & Julia A. Calazans, 2015. "Effects of Demographic and Educational Changes on the Labor Markets of Brazil and Mexico," Working Papers WR-1089, RAND Corporation.
    2. 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.
    3. Gilles Duranton & Diego Puga, 2020. "The Economics of Urban Density," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 3-26, Summer.
    4. Amaral, Ernesto F. L. & Potter, Joseph E & Hamermesh, Daniel & Rios-Neto, Eduardo L G, 2013. "Age, education, and earnings in the course of Brazilian development: Does composition matter?," OSF Preprints y7asb, Center for Open Science.
    5. Jaison Abel & Todd Gabe, 2011. "Human Capital and Economic Activity in Urban America," Regional Studies, Taylor & Francis Journals, vol. 45(8), pages 1079-1090.
    6. Ernesto F.L. Amaral & Joseph E. Potter & Daniel Hamermesh & Eduardo L.G. Rios Neto, 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.
    7. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Roux, Sébastien, 2012. "Sorting and local wage and skill distributions in France," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 913-930.
    8. Dan Black & Natalia Kolesnikova & Lowell Taylor, 2009. "Earnings Functions When Wages and Prices Vary by Location," Journal of Labor Economics, University of Chicago Press, vol. 27(1), pages 21-47, January.
    9. François Langot & Rossana Merola & Samil Oh, 2022. "Can taxes help ensure a fair globalization?," International Economics, CEPII research center, issue 171, pages 191-213.
    10. Jorge De La Roca & Diego Puga, 2017. "Learning by Working in Big Cities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(1), pages 106-142.
    11. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    12. 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.
    13. Benjamin Austin & Edward Glaeser & Lawrence Summers, 2018. "Jobs for the Heartland: Place-Based Policies in 21st-Century America," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 49(1 (Spring), pages 151-255.
    14. Edward L. Glaeser & Naomi Hausman, 2019. "The Spatial Mismatch between Innovation and Joblessness," NBER Chapters, in: Innovation Policy and the Economy, Volume 20, pages 233-299, National Bureau of Economic Research, Inc.
    15. Andrea Caragliu & Chiara Del Bo & Peter Nijkamp, 2012. "A Map of Human Capital in European Cities," Chapters, in: Marina van Geenhuizen & Peter Nijkamp (ed.), Creative Knowledge Cities, chapter 9, Edward Elgar Publishing.
    16. Edward L. Glaeser & Giacomo A. M. Ponzetto & Kristina Tobio, 2014. "Cities, Skills and Regional Change," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 7-43, January.
    17. Arbex, Marcelo & Galvao, Antonio F. & Gomes, Fábio Augusto Reis, 2010. "Heterogeneity in the Returns to Education and Informal Activities," Insper Working Papers wpe_216, Insper Working Paper, Insper Instituto de Ensino e Pesquisa.
    18. TABUCHI, Takatoshi & THISSE, Jacques-François & ZHU, Xiwei, 2014. "Does technological progress affect the location of economic activity ?," LIDAM Discussion Papers CORE 2014047, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    19. Christopher H. Wheeler, 2007. "Human capital externalities and adult mortality in the U.S," Working Papers 2007-045, Federal Reserve Bank of St. Louis.
    20. Albertini, Julien & Terriau, Anthony, 2019. "Informality over the life-cycle," Journal of Economic Dynamics and Control, Elsevier, vol. 105(C), pages 182-202.

    More about this item

    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:osf:osfxxx:vz4sa. 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: OSF (email available below). General contact details of provider: https://osf.io/preprints/ .

    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.