IDEAS home Printed from https://ideas.repec.org/p/ptu/wpaper/w201025.html
   My bibliography  Save this paper

The Sources of Wage Variation: An Analysis Using Matched Employer-Employee Data

Author

Listed:
  • Paulo Guimarães
  • Pedro Portugal
  • Sónia Torres

Abstract

This paper estimates a wage equation that includes worker- and firm fixed effects simultaneously, using a longitudinal matched employer-employee dataset covering virtually all Portuguese employees over a little more than two-decades. The exercise is performed under optimal conditions by using (a) data covering the whole population of employees and (b) adequate econometric methods and algorithms. The variation in log real hourly wages is then decomposed into six different components related to worker and firm characteristics (either observed or unobserved) and a residual component. It is found that worker heterogeneity is the most important source of wage variation (46.2 percent), due in roughly equal parts to the unobserved component (24.2 percent) and the observed component (22 percent). Firm effects are less important overall (29.6%), although firms’ observed characteristics do play an important role (14.8) in explaining wage differentials.

Suggested Citation

  • Paulo Guimarães & Pedro Portugal & Sónia Torres, 2010. "The Sources of Wage Variation: An Analysis Using Matched Employer-Employee Data," Working Papers w201025, Banco de Portugal, Economics and Research Department.
  • Handle: RePEc:ptu:wpaper:w201025
    as

    Download full text from publisher

    File URL: https://www.bportugal.pt/sites/default/files/anexos/papers/wp201025.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hildreth, Andrew K G & Oswald, Andrew J, 1997. "Rent-Sharing and Wages: Evidence from Company and Establishment Panels," Journal of Labor Economics, University of Chicago Press, vol. 15(2), pages 318-337, April.
    2. Pierre Cahuc & Fabien Postel-Vinay & Jean-Marc Robin, 2006. "Wage Bargaining with On-the-Job Search: Theory and Evidence," Econometrica, Econometric Society, vol. 74(2), pages 323-364, March.
    3. Mortensen, Dale & Pissarides, Christopher, 2011. "Job Creation and Job Destruction in the Theory of Unemployment," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 1-19.
    4. Sattinger, Michael, 1993. "Assignment Models of the Distribution of Earnings," Journal of Economic Literature, American Economic Association, vol. 31(2), pages 831-880, June.
    5. David Card & Francesco Devicienti & Agata Maida, 2014. "Rent-sharing, Holdup, and Wages: Evidence from Matched Panel Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 84-111.
    6. Anabela Carneiro & Pedro Portugal, 2004. "Market Power, Dismissal Threat, and Rent Sharing: the Role of Insider and Outsider Forces in Wage Bargaining," CEF.UP Working Papers 0403, Universidade do Porto, Faculdade de Economia do Porto.
    7. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    8. repec:eee:labchp:v:2:y:1986:i:c:p:849-919 is not listed on IDEAS
    9. Nicole Guertzgen, 2009. "Rent‐sharing and Collective Bargaining Coverage: Evidence from Linked Employer–Employee Data," Scandinavian Journal of Economics, Wiley Blackwell, vol. 111(2), pages 323-349, June.
    10. Bontemps, Christian & Robin, Jean-Marc & Van den Berg, Gerard J, 1999. "An Empirical Equilibrium Job Search Model with Search on the Job and Heterogeneous Workers and Firms," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(4), pages 1039-1074, November.
    11. Guimaraes, Paulo & Portugal, Pedro, 2009. "A Simple Feasible Alternative Procedure to Estimate Models with High-Dimensional Fixed Effects," IZA Discussion Papers 3935, Institute of Labor Economics (IZA).
    12. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    13. Blanchflower, D. & Oswald, A. & Garrett, M., 1988. "Insider Power In Wage Determination," Papers 319, London School of Economics - Centre for Labour Economics.
    14. Peter A. Diamond, 1982. "Wage Determination and Efficiency in Search Equilibrium," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 49(2), pages 217-227.
    15. Becker, Gary S, 1973. "A Theory of Marriage: Part I," Journal of Political Economy, University of Chicago Press, vol. 81(4), pages 813-846, July-Aug..
    16. Anabela Carneiro & Pedro Portugal, 2008. "Market power, dismissal threat, and rent sharing," International Journal of Manpower, Emerald Group Publishing Limited, vol. 29(1), pages 30-47, March.
    17. Abowd, John M. & Kramarz, Francis, 1999. "Econometric analyses of linked employer-employee data," Labour Economics, Elsevier, vol. 6(1), pages 53-74, March.
    18. Burdett, Kenneth & Mortensen, Dale T, 1998. "Wage Differentials, Employer Size, and Unemployment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 257-273, May.
    19. Christopher A. Pissarides, 2000. "Equilibrium Unemployment Theory, 2nd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262161877, April.
    20. Rosholm, Michael & Svarer, Michael, 2004. "Endogenous wage dispersion in a search-matching model," Labour Economics, Elsevier, vol. 11(5), pages 623-645, October.
    21. Mahmood Arai, 2003. "Wages, Profits, and Capital Intensity: Evidence from Matched Worker-Firm Data," Journal of Labor Economics, University of Chicago Press, vol. 21(3), pages 593-618, July.
    22. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Longitudinal Employer-Household Dynamics Technical Papers 2002-06, Center for Economic Studies, U.S. Census Bureau.
    23. A. R. Cardoso, 2000. "Wage differentials across firms: an application of multilevel modelling," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(4), pages 343-354.
    24. Jean-Marc Robin & Sébastien Roux_, 1998. "Random or Balanced Matching : An Equilibrium Search Model with Endogenous Capital and Two-Sided Search," Working Papers 98-38, Center for Research in Economics and Statistics.
    25. repec:bla:econom:v:57:y:1990:i:226:p:143-70 is not listed on IDEAS
    26. Ana Rute Cardoso & Pedro Portugal, 2005. "Contractual Wages and the Wage Cushion under Different Bargaining Settings," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 875-902, October.
    27. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    28. Pissarides, Christopher A, 1985. "Short-run Equilibrium Dynamics of Unemployment Vacancies, and Real Wages," American Economic Review, American Economic Association, vol. 75(4), pages 676-690, September.
    29. Ana Rute Cardoso, 1999. "Firms' Wage Policies and the Rise in Labor Market Inequality: The Case of Portugal," ILR Review, Cornell University, ILR School, vol. 53(1), pages 87-102, October.
    30. Goux, Dominique & Maurin, Eric, 1999. "Persistence of Interindustry Wage Differentials: A Reexamination Using Matched Worker-Firm Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 492-533, 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. Nilsen, Øivind Anti & Raknerud, Arvid & Skjerpen, Terje, 2011. "Using the Helmert-transformation to reduce dimensionality in a mixed model: Application to a wage equation with worker and firm heterogeneity," Discussion Paper Series in Economics 11/2011, Norwegian School of Economics, Department of Economics, revised 04 Oct 2011.

    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. Paulo Guimarães & Pedro Portugal & Sónia Torres, 2013. "The sources of wage variation: a three-way high-dimensional fixed effects regression model," Working Papers w201309, Banco de Portugal, Economics and Research Department.
    2. Torres, Sónia & Portugal, Pedro & Addison, John T. & Guimarães, Paulo, 2018. "The sources of wage variation and the direction of assortative matching: Evidence from a three-way high-dimensional fixed effects regression model," Labour Economics, Elsevier, vol. 54(C), pages 47-60.
    3. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    4. Simon Jäger & Benjamin Schoefer & Samuel Young & Josef Zweimüller, 2020. "Wages and the Value of Nonemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 1905-1963.
    5. Manning, Alan, 2011. "Imperfect Competition in the Labor Market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 11, pages 973-1041, Elsevier.
    6. Morchio, Iacopo & Moser, Christian, 2018. "The Gender Pay Gap: Micro Sources and Macro Consequences," MPRA Paper 99276, University Library of Munich, Germany, revised 24 Mar 2020.
    7. Morchio, Iacopo & Moser, Christian, 2018. "The Gender Pay Gap: Micro Sources and Macro Consequences," MPRA Paper 99276, University Library of Munich, Germany, revised 24 Mar 2020.
    8. Woodcock Simon D, 2010. "Heterogeneity and Learning in Labor Markets," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 10(1), pages 1-69, September.
    9. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    10. Torben Sørensen & Rune Vejlin, 2013. "The importance of worker, firm and match effects in the formation of wages," Empirical Economics, Springer, vol. 45(1), pages 435-464, August.
    11. Philip Du Caju & François Rycx & Ilan Tojerow, 2011. "Inter‐Industry Wage Differentials: How Much Does Rent Sharing Matter?," Manchester School, University of Manchester, vol. 79(4), pages 691-717, July.
    12. Robert Plasman & François Rycx & Ilan Tojerow, 2007. "Wage differentials in Belgium: the role of worker and employer characteristics," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 50(1), pages 11-40.
    13. van den Berg, Gerard J. & van Vuuren, Aico, 2010. "The effect of search frictions on wages," Labour Economics, Elsevier, vol. 17(6), pages 875-885, December.
    14. Moser, Christian, 2016. "How Could Wage Inequality Within and Across Enterprises be Reduced?," MPRA Paper 95381, University Library of Munich, Germany.
    15. Jean‐Pierre Danthine & André Kurmann, 2007. "The Macroeconomic Consequences of Reciprocity in Labor Relations," Scandinavian Journal of Economics, Wiley Blackwell, vol. 109(4), pages 857-881, December.
    16. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    17. Natália Monteiro & Miguel Portela & Odd Straume, 2011. "Firm Ownership and Rent Sharing," Journal of Labor Research, Springer, vol. 32(3), pages 210-236, September.
    18. Davidson, Carl & Heyman, Fredrik & Matusz, Steven & Sjöholm, Fredrik & Zhu, Susan Chun, 2014. "Globalization and imperfect labor market sorting," Journal of International Economics, Elsevier, vol. 94(2), pages 177-194.
    19. Fabien Postel-Vinay & Hélène Turon, 2010. "On-The-Job Search, Productivity Shocks, And The Individual Earnings Process," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(3), pages 599-629, August.
    20. Diana Lúcia Gonzaga da Silva & Carlos Roberto Azzoni, 2016. "Location and wages: the contribution of firm and worker effects in Brazil," Working Papers, Department of Economics 2016_41, University of São Paulo (FEA-USP).

    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:ptu:wpaper:w201025. 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: DEE-NTD (email available below). General contact details of provider: https://edirc.repec.org/data/bdpgvpt.html .

    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.