IDEAS home Printed from https://ideas.repec.org/a/eee/wdevel/v159y2022ics0305750x22002492.html
   My bibliography  Save this article

Urban wage premium for women: evidence across the wage distribution

Author

Listed:
  • Almeida, Eloiza R.F.
  • Araújo, Veneziano
  • Gonçalves, Solange L.

Abstract

The urban wage premium (UWP), that is, the phenomenon of higher wages in denser areas, is rarely separately estimated for men and women. Yet, men and women behave differently in the labor market. This study sought to uncover whether (i) agglomeration economies in dense areas of Brazil differently benefit men and women; (ii) the female and male UWPs change across the wage distribution, and (iii) whether the male and female UWPs differ across formal and informal jobs. We do so using Brazil’s National Continuous Household Sample Survey (PNADC/IBGE) gathered between 2012 and 2019. We found that the female UWP is on average 11.3%, almost double the average male UWP of 5.7%. We also found that the female UWP was higher in formal and informal jobs and across various agglomeration levels. Quantile regressions show that the magnitudes of and gender differences in the UWP increase with wages. Studies that exclude women may thus underestimate the UWP, especially for high-paying jobs. The average UWP hides important heterogeneity that exists across the wage distribution and formality status.

Suggested Citation

  • Almeida, Eloiza R.F. & Araújo, Veneziano & Gonçalves, Solange L., 2022. "Urban wage premium for women: evidence across the wage distribution," World Development, Elsevier, vol. 159(C).
  • Handle: RePEc:eee:wdevel:v:159:y:2022:i:c:s0305750x22002492
    DOI: 10.1016/j.worlddev.2022.106059
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0305750X22002492
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.worlddev.2022.106059?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. Stephan Klasen, 2019. "What Explains Uneven Female Labor Force Participation Levels and Trends in Developing Countries?," The World Bank Research Observer, World Bank Group, vol. 34(2), pages 161-197.
    2. Guifu Chen & Shigeyuki Hamori, 2013. "Formal And Informal Employment And Income Differentials In Urban China," Journal of International Development, John Wiley & Sons, Ltd., vol. 25(7), pages 987-1004, October.
    3. Enrico Moretti, 2013. "Real Wage Inequality," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 65-103, January.
    4. 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.
    5. Pierre-André Chiappori & Monica Costa Dias & Costas Meghir, 2018. "The Marriage Market, Labor Supply, and Education Choice," Journal of Political Economy, University of Chicago Press, vol. 126(S1), pages 26-72.
    6. Boris Hirsch & Marion König & Joachim Möller, 2013. "Is There a Gap in the Gap? Regional Differences in the Gender Pay Gap," Scottish Journal of Political Economy, Scottish Economic Society, vol. 60(4), pages 412-439, September.
    7. Kristian Behrens & Gilles Duranton & Frédéric Robert-Nicoud, 2014. "Productive Cities: Sorting, Selection, and Agglomeration," Journal of Political Economy, University of Chicago Press, vol. 122(3), pages 507-553.
    8. 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.
    9. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    10. Fabián Slonimczyk, 2022. "Informal employment in emerging and transition economies," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-59, March.
    11. Mincer, Jacob, 1978. "Family Migration Decisions," Journal of Political Economy, University of Chicago Press, vol. 86(5), pages 749-773, October.
    12. J. Ignacio García‐Pérez & Sílvio Rendon, 2020. "Family job search and wealth: The added worker effect revisited," Quantitative Economics, Econometric Society, vol. 11(4), pages 1431-1459, November.
    13. Yankow, Jeffrey J., 2006. "Why do cities pay more? An empirical examination of some competing theories of the urban wage premium," Journal of Urban Economics, Elsevier, vol. 60(2), pages 139-161, September.
    14. El Badaoui, Eliane & Strobl, Eric & Walsh, Frank, 2010. "The formal sector wage premium and firm size," Journal of Development Economics, Elsevier, vol. 91(1), pages 37-47, January.
    15. repec:iza:izawol:journl:y:2014:p:59 is not listed on IDEAS
    16. Guevara-Rosero, Grace Carolina & Del Pozo, Diego, 2020. "Determination of the urban wage premium in Ecuador," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 47, pages 57-77.
    17. de Oliveira Cruz , Bruno & Naticchioni , Paolo, 2012. "Falling urban wage premium and inequality trends: evidence for Brazil," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 24, pages 91-113.
    18. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent, 2008. "Spatial wage disparities: Sorting matters!," Journal of Urban Economics, Elsevier, vol. 63(2), pages 723-742, March.
    19. Alessia Matano & Moisés Obaco & Vicente Royuela, 2020. "What drives the spatial wage premium in formal and informal labor markets? The case of Ecuador," Journal of Regional Science, Wiley Blackwell, vol. 60(4), pages 823-847, September.
    20. Jordy Meekes & Wolter H. J. Hassink, 2023. "Endogenous local labour markets, regional aggregation and agglomeration economies," Regional Studies, Taylor & Francis Journals, vol. 57(1), pages 13-25, January.
    21. Chauvin, Juan Pablo & Glaeser, Edward & Ma, Yueran & Tobio, Kristina, 2017. "What is different about urbanization in rich and poor countries? Cities in Brazil, China, India and the United States," Journal of Urban Economics, Elsevier, vol. 98(C), pages 17-49.
    22. Alessia Matano & Paolo Naticchioni, 2016. "What Drives The Urban Wage Premium? Evidence Along The Wage Distribution," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 191-209, March.
    23. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    24. Filho, Naércio Aquino Menezes & Mendes, Marcos & de Almeida, Eduardo Simões, 2004. "O Diferencial de Salários Formal-Informal no Brasil: Segmentação ou Viés de Seleção?," Revista Brasileira de Economia - RBE, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil), vol. 58(2), April.
    25. Carlsen, Fredrik & Rattsø, Jørn & Stokke, Hildegunn E., 2016. "Education, experience, and urban wage premium," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 39-49.
    26. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    27. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    28. Patricia Jones & Olivia D’Aoust & Louise Bernard, 2017. "The Urban Wage Premium in Africa," Global Perspectives on Wealth and Distribution, in: Shirley Johnson-Lans (ed.), Wage Inequality in Africa, pages 33-53, Palgrave Macmillan.
    29. D'Costa, Sabine & Overman, Henry G., 2014. "The urban wage growth premium: Sorting or learning?," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 168-179.
    30. E. D. Gould, 2007. "Cities, Workers, and Wages: A Structural Analysis of the Urban Wage Premium," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 477-506.
    31. Phimister, Euan, 2005. "Urban effects on participation and wages: Are there gender differences?," Journal of Urban Economics, Elsevier, vol. 58(3), pages 513-536, November.
    32. Ben Yahmed, Sarra, 2018. "Formal but Less Equal. Gender Wage Gaps in Formal and Informal Jobs in Urban Brazil," World Development, Elsevier, vol. 101(C), pages 73-87.
    33. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    34. Gilles Duranton, 2016. "Agglomeration Effects In Colombia," Journal of Regional Science, Wiley Blackwell, vol. 56(2), pages 210-238, March.
    35. Martin Andersson & Per Thulin, 2013. "Does spatial employment density spur inter-firm job switching?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(1), pages 245-272, August.
    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. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    2. repec:hal:spmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    3. Peters, Jan Cornelius, 2016. "Quantifying the effect of labor market size on learning externalities," Economics Working Papers 2016-11, Christian-Albrechts-University of Kiel, Department of Economics.
    4. Jordy Meekes & Wolter H. J. Hassink, 2023. "Endogenous local labour markets, regional aggregation and agglomeration economies," Regional Studies, Taylor & Francis Journals, vol. 57(1), pages 13-25, January.
    5. Quintero, Luis E. & Roberts, Mark, 2023. "Cities and productivity: Evidence from 16 Latin American and Caribbean countries," Journal of Urban Economics, Elsevier, vol. 136(C).
    6. Boris Hirsch & Elke J. Jahn & Alan Manning & Michael Oberfichtner, 2022. "The Urban Wage Premium in Imperfect Labor Markets," Journal of Human Resources, University of Wisconsin Press, vol. 57(S), pages 111-136.
    7. Farid Farrokhi, 2019. "Skill, Agglomeration, and Inequality in the Spatial Economy," 2019 Meeting Papers 357, Society for Economic Dynamics.
    8. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    9. Bacolod, Marigee & De la Roca, Jorge & Ferreyra, María Marta, 2021. "In search of better opportunities: Sorting and agglomeration effects among young college graduates in Colombia," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    10. Niebuhr, Annekatrin, 2016. "Benefits of dense labour markets - Evidence from transitions to employment in Germany," VfS Annual Conference 2016 (Augsburg): Demographic Change 145715, Verein für Socialpolitik / German Economic Association.
    11. Paul Verstraten & Gerard Verweij & Peter Zwaneveld, 2018. "Why do wages grow faster in urban areas? Sorting of high potentials matters," CPB Discussion Paper 377, CPB Netherlands Bureau for Economic Policy Analysis.
    12. Guangliang Yang & Lixing Li & Shihe Fu, 2020. "Do rural migrants benefit from labor market agglomeration economies? Evidence from Chinese cities," Growth and Change, Wiley Blackwell, vol. 51(3), pages 910-931, September.
    13. Marianna Belloc & Paolo Naticchioni & Claudia Vittori, 2023. "Urban wage premia, cost of living, and collective bargaining," Journal of Economic Geography, Oxford University Press, vol. 23(1), pages 25-50.
    14. Eckert, Fabian & Hejlesen, Mads & Walsh, Conor, 2022. "The return to big-city experience: Evidence from refugees in Denmark," Journal of Urban Economics, Elsevier, vol. 130(C).
    15. Edivaldo C. Neves Jr & Carlos R. Azzoni, Andre Chagas, 2017. "Skill wage premium and city size," Working Papers, Department of Economics 2017_19, University of São Paulo (FEA-USP).
    16. Anping Chen & Tianshi Dai & Mark D. Partridge, 2021. "Agglomeration and firm wage inequality: Evidence from China," Journal of Regional Science, Wiley Blackwell, vol. 61(2), pages 352-386, March.
    17. Bosker, Maarten & Park, Jane & Roberts, Mark, 2021. "Definition matters. Metropolitan areas and agglomeration economies in a large-developing country," Journal of Urban Economics, Elsevier, vol. 125(C).
    18. Loschiavo, David, 2021. "Big-city life (dis)satisfaction? The effect of urban living on subjective well-being," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 740-764.
    19. Alessia Matano & Moisés Obaco & Vicente Royuela, 2020. "What drives the spatial wage premium in formal and informal labor markets? The case of Ecuador," Journal of Regional Science, Wiley Blackwell, vol. 60(4), pages 823-847, September.
    20. Grover, Arti & Lall, Somik & Timmis, Jonathan, 2023. "Agglomeration economies in developing countries: A meta-analysis," Regional Science and Urban Economics, Elsevier, vol. 101(C).
    21. Francesco Berlingieri, 2019. "Local labor market size and qualification mismatch," Journal of Economic Geography, Oxford University Press, vol. 19(6), pages 1261-1286.

    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:eee:wdevel:v:159:y:2022:i:c:s0305750x22002492. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/worlddev .

    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.