IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v159y2022i1d10.1007_s11205-021-02745-0.html
   My bibliography  Save this article

Human Capital Disparities and Earnings Inequality in The Portuguese Private Labour Market

Author

Listed:
  • Derick R. C. Almeida

    (CeBER, Faculty of Economics)

  • João A. S. Andrade

    (CeBER, Faculty of Economics)

  • Adelaide Duarte

    (CeBER, Faculty of Economics)

  • Marta Simões

    (CeBER, Faculty of Economics)

Abstract

This paper examines human capital inequality and how it relates to earnings inequality in Portugal using data from Quadros de Pessoal for the period 1986–2017. The objective is threefold: (i) show how the distribution of human capital has evolved over time; (ii) investigate the association between human capital inequality and earnings inequality; and (iii) analyse the role of returns to schooling, together with human capital inequality, in the explanation of earnings inequality. Our findings suggest that human capital inequality, computed based on the distribution of average years of schooling of employees working in the Portuguese private labour market, records a positive trend until 2007 and decreases from this year onwards, suggesting the existence of a Kuznets curve of education relating educational attainment levels and education inequality. Based on the decomposition of a Generalized Entropy index (Theil N) for earnings inequality, we observe that inequality in the distribution of human capital plays an important role in the explanation of earnings inequality, although this role has become less important over the last decade. Using Mincerian earnings regressions to estimate the returns to schooling together with the Blinder-Oaxaca decomposition of real hourly earnings we confirm that there are two important forces associated with the observed decrease in earnings inequality: a reduction in education inequality and compressed returns to schooling, mainly in tertiary education.

Suggested Citation

  • Derick R. C. Almeida & João A. S. Andrade & Adelaide Duarte & Marta Simões, 2022. "Human Capital Disparities and Earnings Inequality in The Portuguese Private Labour Market," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 159(1), pages 145-167, January.
  • Handle: RePEc:spr:soinre:v:159:y:2022:i:1:d:10.1007_s11205-021-02745-0
    DOI: 10.1007/s11205-021-02745-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-021-02745-0
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11205-021-02745-0?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Joop Hartog & Pedro Pereira & Jose Vieira, 2001. "Changing returns to education in Portugal during the 1980s and early 1990s: OLS and quantile regression estimators," Applied Economics, Taylor & Francis Journals, vol. 33(8), pages 1021-1037.
    2. José De Gregorio & Jong–Wha Lee, 2002. "Education and Income Inequality: New Evidence From Cross‐Country Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(3), pages 395-416, September.
    3. I. Josa & A. Aguado, 2020. "Measuring Unidimensional Inequality: Practical Framework for the Choice of an Appropriate Measure," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 149(2), pages 541-570, June.
    4. David Lam & Arden Finn & Murray Leibbrandt, 2015. "Schooling Inequality, Returns to Schooling, and Earnings Inequality: Evidence from Brazil and South Africa," WIDER Working Paper Series wp-2015-050, World Institute for Development Economic Research (UNU-WIDER).
    5. José A. F. Machado & José Mata, 2001. "Earning functions in Portugal 1982-1994: Evidence from quantile regressions," Empirical Economics, Springer, vol. 26(1), pages 115-134.
    6. Aurora A. C. Teixeira & Ana Sofia Loureiro, 2019. "FDI, income inequality and poverty: a time series analysis of Portugal, 1973–2016," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 18(3), pages 203-249, October.
    7. Benhabib, Jess & Spiegel, Mark M., 2005. "Human Capital and Technology Diffusion," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 13, pages 935-966, Elsevier.
    8. Carneiro, Anabela & Portugal, Pedro & Varejão, José, 2014. "Catastrophic job Destruction during the Portuguese Economic Crisis," Journal of Macroeconomics, Elsevier, vol. 39(PB), pages 444-457.
    9. Teixeira, Aurora A.C. & Fortuna, Natércia, 2010. "Human capital, R&D, trade, and long-run productivity. Testing the technological absorption hypothesis for the Portuguese economy, 1960-2001," Research Policy, Elsevier, vol. 39(3), pages 335-350, April.
    10. Aaberge, Rolf & Mogstad, Magne & Peragine, Vito, 2011. "Measuring long-term inequality of opportunity," Journal of Public Economics, Elsevier, vol. 95(3), pages 193-204.
    11. Daniele Checchi, 2001. "Education, Inequality and Income Inequality," STICERD - Distributional Analysis Research Programme Papers 52, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
    12. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    13. Centeno, Mário & Novo, Álvaro A., 2012. "Excess worker turnover and fixed-term contracts: Causal evidence in a two-tier system," Labour Economics, Elsevier, vol. 19(3), pages 320-328.
    14. Zeileis, Achim, 2004. "Econometric Computing with HC and HAC Covariance Matrix Estimators," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 11(i10).
    15. Almeida, André & Figueiredo, Hugo & Cerejeira, João & Portela, Miguel & Sá, Carla & Teixeira, Pedro, 2017. "Returns to Postgraduate Education in Portugal: Holding on to a Higher Ground?," GLO Discussion Paper Series 44, Global Labor Organization (GLO).
    16. Pedro S. Martins, 2009. "Dismissals for Cause: The Difference That Just Eight Paragraphs Can Make," Journal of Labor Economics, University of Chicago Press, vol. 27(2), pages 257-279, April.
    17. Arden Finn & Murray Leibbrandt & David Lam, 2015. "Schooling inequality, returns to schooling, and earnings inequality: Evidence from Brazil and South Africa," WIDER Working Paper Series 050, World Institute for Development Economic Research (UNU-WIDER).
    18. Matt Dickson, 2013. "The Causal Effect of Education on Wages Revisited," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(4), pages 477-498, August.
    19. 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.
    20. Emmanuel Maliti, 2019. "Correction to: Inequality in Education and Wealth in Tanzania: A 25-Year Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 963-963, October.
    21. Martins, Pedro S. & Pereira, Pedro T., 2004. "Does education reduce wage inequality? Quantile regression evidence from 16 countries," Labour Economics, Elsevier, vol. 11(3), pages 355-371, June.
    22. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    23. Mário Centeno & Álvaro Novo, 2014. "When supply meets demand: wage inequality in Portugal," IZA Journal of European Labor Studies, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-20, December.
    24. Ana Catarina Pimenta & Manuel Coutinho Pereira, 2019. "Aggregate educational mismatches in the Portuguese labour market," Economic Bulletin and Financial Stability Report Articles and Banco de Portugal Economic Studies, Banco de Portugal, Economics and Research Department.
    25. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    26. Christian Morrisson & Fabrice Murtin, 2010. "The Kuznets Curve of Education: A Global Perspective on Education Inequalities," CEE Discussion Papers 0116, Centre for the Economics of Education, LSE.
    27. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    28. Emmanuel Maliti, 2019. "Inequality in Education and Wealth in Tanzania: A 25-Year Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 901-921, October.
    29. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    30. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    31. Chun-Hung Lin, 2007. "Education Expansion, Educational Inequality, and Income Inequality: Evidence from Taiwan, 1976–2003," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 80(3), pages 601-615, February.
    32. Audrey Siew Kim LIM & Kam Ki TANG, 2008. "Human Capital Inequality And The Kuznets Curve," The Developing Economies, Institute of Developing Economies, vol. 46(1), pages 26-51, March.
    33. João Paulo Pereira, 2005. "Measuring Human Capital in Portugal," Notas Económicas, Faculty of Economics, University of Coimbra, issue 21, pages 16-34, June.
    34. Abdul Abdullah & Hristos Doucouliagos & Elizabeth Manning, 2015. "Does Education Reduce Income Inequality? A Meta-Regression Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 301-316, April.
    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. Pedro Carneiro, 2008. "Equality of opportunity and educational achievement in Portugal," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 7(1), pages 17-41, April.
    37. Cowell, Frank, 2011. "Measuring Inequality," OUP Catalogue, Oxford University Press, edition 3, number 9780199594047.
    38. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    39. José A. F. Machado & José Mata, 2005. "Counterfactual decomposition of changes in wage distributions using quantile regression," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(4), pages 445-465, May.
    40. Romer, Paul M., 1990. "Human capital and growth: Theory and evidence," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 32(1), pages 251-286, January.
    41. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, March.
    42. Brian Nolan & Luis Valenzuela, 2019. "Inequality and its discontents," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 35(3), pages 396-430.
    43. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    44. Centeno, Mário & Novo, Álvaro A., 2012. "Excess worker turnover and fixed-term contracts: Causal evidence in a two-tier system," Labour Economics, Elsevier, vol. 19(3), pages 320-328.
    45. Vachaspati Shukla & Udaya S. Mishra, 2019. "Educational Expansion and Schooling Inequality: Testing Educational Kuznets Curve for India," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(3), pages 1265-1283, February.
    46. João Gabriel Fidalgo & Marta Simões & Adelaide Duarte, 2010. "Mind the Gap: Education Inequality at the Regional Level in Portugal, 1986-2005," Notas Económicas, Faculty of Economics, University of Coimbra, issue 32, pages 22-43, December.
    47. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Takahiro Akita, 2024. "Educational Expansion and Educational Inequality," Working Papers EMS_2024_02, Research Institute, International University of Japan.

    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. Guarini, Giulio & Laureti, Tiziana & Garofalo, Giuseppe, 2018. "Territorial and individual educational inequality: A Capability Approach analysis for Italy," Economic Modelling, Elsevier, vol. 71(C), pages 247-262.
    2. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    3. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    4. Saule Kemelbayeva, 2020. "Returns to schooling in Kazakhstan: an update using a pseudo-panel approach," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 10(3), pages 437-487, September.
    5. Corrado Andini, 2022. "Tertiary education for all and wage inequality: policy insights from quantile regression," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 50(6), pages 1281-1296, November.
    6. João Gabriel Fidalgo & Marta Simões & Adelaide Duarte, 2010. "Mind the Gap: Education Inequality at the Regional Level in Portugal, 1986-2005," Notas Económicas, Faculty of Economics, University of Coimbra, issue 32, pages 22-43, December.
    7. Gomes, Magno Rogério & Souza, Solange de Cássia Inforzato de & Mantovani, Gabriela Gomes & Paiva, Vanessa Fortunato de, 2020. "Wage gap decomposition models: A methodological contribution," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 39(2), March.
    8. Gomes, Magno Rogério & Souza, Solange de Cássia Inforzato de & Mantovani, Gabriela Gomes & Paiva, Vanessa Fortunato de, 2019. "Wage gap decomposition models: A methodological contribution," Brazilian Review of Econometrics, Sociedade Brasileira de Econometria - SBE, vol. 39(2).
    9. Amavilah, Voxi Heinrich, 2014. "Knowledge = Technology + Human Capital and the Lucas and Romer Production Functions," MPRA Paper 58847, University Library of Munich, Germany.
    10. Jean-Marc Fournier & Isabell Koske, 2012. "The determinants of earnings inequality: evidence from quantile regressions," OECD Journal: Economic Studies, OECD Publishing, vol. 2012(1), pages 7-36.
    11. Domenico Depalo & Raffaela Giordano & Evangelia Papapetrou, 2015. "Public–private wage differentials in euro-area countries: evidence from quantile decomposition analysis," Empirical Economics, Springer, vol. 49(3), pages 985-1015, November.
    12. Arceo-Gómez, Eva O. & Campos-Vázquez, Raymundo M., 2014. "Evolución de la brecha salarial de género en México," El Trimestre Económico, Fondo de Cultura Económica, vol. 0(323), pages .619-653, julio-sep.
    13. Niels-Hugo Blunch, 2018. "Just like a woman? New comparative evidence on the gender income gap across Eastern Europe and Central Asia," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 8(1), pages 1-41, December.
    14. Aysit Tansel & Fatma Bircan Bodur, 2012. "Wage Inequality and Returns to Education in Turkey: A Quantile Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 16(1), pages 107-121, February.
    15. Mustafizur Rahman & Marzuka Md. Al-Hasan, 2019. "Women in Bangladesh Labour Market: Determinants of Participation, Gender Wage Gap and Returns to Schooling," CPD Working Paper 124, Centre for Policy Dialogue (CPD).
    16. João Paulo Pereira, 2005. "Measuring Human Capital in Portugal," Notas Económicas, Faculty of Economics, University of Coimbra, issue 21, pages 16-34, June.
    17. Boris Kaiser, 2016. "Decomposing differences in arithmetic means: a doubly robust estimation approach," Empirical Economics, Springer, vol. 50(3), pages 873-899, May.
    18. Jacqueline Mosomi, 2019. "Distributional changes in the gender wage gap in the post-apartheid South African labour market," WIDER Working Paper Series wp-2019-17, World Institute for Development Economic Research (UNU-WIDER).
    19. Les OXxley & Ttrinh Le & John Gibson, 2008. "Measuring Human Capital: Alternative Methods and International Evidence," Korean Economic Review, Korean Economic Association, vol. 24, pages 283-344.
    20. Jelena Lausev, 2014. "WHAT HAS 20 YEARS OF PUBLIC–PRIVATE PAY GAP LITERATURE TOLD US? EASTERN EUROPEAN TRANSITIONING vs. DEVELOPED ECONOMIES," Journal of Economic Surveys, Wiley Blackwell, vol. 28(3), pages 516-550, July.

    More about this item

    Keywords

    Human capital; Schooling; Earnings inequality; Returns to schooling; Decomposition analysis; Portugal;
    All these keywords.

    JEL classification:

    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education

    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:spr:soinre:v:159:y:2022:i:1:d:10.1007_s11205-021-02745-0. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.