IDEAS home Printed from https://ideas.repec.org/p/hhs/cbsnow/2014_001.html
   My bibliography  Save this paper

Gender Differences in Sorting

Author

Listed:
  • Merlino, Luca Paolo
  • Parrotta, Pierpaolo
  • Pozzoli, Dario

    (Department of Economics, Copenhagen Business School)

Abstract

In this paper, we investigate the sorting of workers in firms to understand gender gaps in labor market outcomes. Using Danish employer-employee matched data, we find strong evidence of glass ceilings in certain firms, especially after motherhood, preventing women from climbing the career ladder and causing the most productive female workers to seek better jobs in more female-friendly firms in which they can pursue small career advancements. Nonetheless, gender differences in promotion persist and are found to be similar in all firms when we focus on large career advancements. These results provide evidence of the sticky floor hypothesis, which, together with the costs associated with changing employer, generates persistent gender gaps.

Suggested Citation

  • Merlino, Luca Paolo & Parrotta, Pierpaolo & Pozzoli, Dario, 2014. "Gender Differences in Sorting," Working Papers 01-2014, Copenhagen Business School, Department of Economics.
  • Handle: RePEc:hhs:cbsnow:2014_001
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10398/8929
    File Function: Full text
    Download Restriction: Full text not avaiable
    ---><---

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

    Other versions of this item:

    References listed on IDEAS

    as
    1. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    2. L. Rachel Ngai & Barbara Petrongolo, 2017. "Gender Gaps and the Rise of the Service Economy," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 1-44, October.
    3. 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.
    4. Judith K. Hellerstein & David Neumark, 2008. "Workplace Segregation in the United States: Race, Ethnicity, and Skill," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 459-477, August.
    5. 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.
    6. James Albrecht & Susan Vroman, 2002. "A Matching Model with Endogenous Skill Requirements," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 43(1), pages 283-305, February.
    7. Andrea Ichino & Enrico Moretti, 2009. "Biological Gender Differences, Absenteeism, and the Earnings Gap," American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 183-218, January.
    8. Marcus Hagedorn & Tzuo Hann Law & Iourii Manovskii, 2017. "Identifying Equilibrium Models of Labor Market Sorting," Econometrica, Econometric Society, vol. 85, pages 29-65, January.
    9. Bent Jesper Christensen & Rasmus Lentz & Dale T. Mortensen & George R. Neumann & Axel Werwatz, 2005. "On-the-Job Search and the Wage Distribution," Journal of Labor Economics, University of Chicago Press, vol. 23(1), pages 31-58, January.
    10. David Card & Ana Rute Cardoso & Patrick Kline, 2016. "Bargaining, Sorting, and the Gender Wage Gap: Quantifying the Impact of Firms on the Relative Pay of Women," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 633-686.
    11. Jan Eeckhout & Philipp Kircher, 2011. "Identifying Sorting--In Theory," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(3), pages 872-906.
    12. 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.
    13. Cristian Bartolucci & Francesco Devicienti & Ignacio Monzón, 2018. "Identifying Sorting in Practice," American Economic Journal: Applied Economics, American Economic Association, vol. 10(4), pages 408-438, October.
    14. Merlino, Luca Paolo, 2016. "Efficient Sorting In Frictional Labor Markets With Two-Sided Heterogeneity," Macroeconomic Dynamics, Cambridge University Press, vol. 20(1), pages 95-119, January.
    15. Alan Manning & Farzad Saidi, 2010. "Understanding the Gender Pay Gap: What's Competition Got to Do with it?," ILR Review, Cornell University, ILR School, vol. 63(4), pages 681-698, July.
    16. Cristian Bartolucci & Francesco Devicienti, 2012. "Better Workers Move to Better Firms: A Simple Test to Identify Sorting," Carlo Alberto Notebooks 259, Collegio Carlo Alberto.
    17. Shaw, Kathryn & Lazear, Edward P., 2008. "Tenure and output," Labour Economics, Elsevier, vol. 15(4), pages 704-723, August.
    18. Fane Groes & Philipp Kircher & Iourii Manovskii, 2015. "The U-Shapes of Occupational Mobility," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 659-692.
    19. repec:hal:spmain:info:hdl:2441/dc0ckec3fcb29ms9850c12h1p is not listed on IDEAS
    20. Robert Shimer & Lones Smith, 2000. "Assortative Matching and Search," Econometrica, Econometric Society, vol. 68(2), pages 343-370, March.
    21. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 2003. "New Evidence on Sex Segregation and Sex Differences in Wages from Matched Employee-Employer Data," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 887-922, October.
    22. Lazear, Edward P & Rosen, Sherwin, 1990. "Male-Female Wage Differentials in Job Ladders," Journal of Labor Economics, University of Chicago Press, vol. 8(1), pages 106-123, January.
    23. Smith, Nina & Smith, Valdemar & Verner, Mette, 2010. "The Gender Pay Gap in Top Corporate Jobs in Denmark: Glass Ceilings, Sticky Floors or Both?," IZA Discussion Papers 4848, Institute of Labor Economics (IZA).
    24. Patrick Legros & Andrew F. Newman, 2002. "Monotone Matching in Perfect and Imperfect Worlds," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 925-942.
    25. Pierpaolo Parrotta & Dario Pozzoli, 2012. "The effect of learning by hiring on productivity," RAND Journal of Economics, RAND Corporation, vol. 43(1), pages 167-185, March.
    26. Bagger, Jesper & Sørensen, Kenneth L. & Vejlin, Rune, 2013. "Wage sorting trends," Economics Letters, Elsevier, vol. 118(1), pages 63-67.
    27. Nabanita Datta Gupta & Nina Smith & Mette Verner, 2008. "PERSPECTIVE ARTICLE: The impact of Nordic countries’ family friendly policies on employment, wages, and children," Review of Economics of the Household, Springer, vol. 6(1), pages 65-89, March.
    28. Nina Smith & Valdemar Smith & Mette Verne, 2011. "The gender pay gap in top corporate jobs in Denmark," International Journal of Manpower, Emerald Group Publishing Limited, vol. 32(2), pages 156-177, May.
    29. George-Levi Gayle & Limor Golan & Robert A. Miller, 2012. "Gender Differences in Executive Compensation and Job Mobility," Journal of Labor Economics, University of Chicago Press, vol. 30(4), pages 829-872.
    30. Merlino, Luca Paolo, 2012. "Discrimination, technology and unemployment," Labour Economics, Elsevier, vol. 19(4), pages 557-567.
    31. Alp E. Atakan, 2006. "Assortative Matching with Explicit Search Costs," Econometrica, Econometric Society, vol. 74(3), pages 667-680, May.
    32. Tor Eriksson & Niels Westergaard-Nielsen, 2009. "Wage and Labor Mobility in Denmark, 1980-2000," NBER Chapters, in: The Structure of Wages: An International Comparison, pages 101-123, National Bureau of Economic Research, Inc.
    33. Sattinger, Michael, 1995. "Search and the Efficient Assignment of Workers to Jobs," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(2), pages 283-302, May.
    34. Douglas A. Webber, 2016. "Firm-Level Monopsony and the Gender Pay Gap," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 55(2), pages 323-345, April.
    35. Muthoo,Abhinay, 1999. "Bargaining Theory with Applications," Cambridge Books, Cambridge University Press, number 9780521576475, October.
    36. Mona Larsen & Peder J. Pedersen, 2008. "Pathways to early retirement in Denmark, 1984‐2000," International Journal of Manpower, Emerald Group Publishing Limited, vol. 29(5), pages 384-409, August.
    37. Jesper Bagger & Rasmus Lentz, 2008. "An Equilibrium Model of Wage Dispersion with Sorting," 2008 Meeting Papers 271, Society for Economic Dynamics.
    38. Boris Hirsch, 2016. "Gender wage discrimination," IZA World of Labor, Institute of Labor Economics (IZA), pages 310-310, November.
    39. 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..
    40. Nina Smith & Valdemar Smith & Mette Verner, 2013. "Why are So Few Females Promoted into CEO and Vice President Positions? Danish Empirical Evidence, 1997–2007," ILR Review, Cornell University, ILR School, vol. 66(2), pages 380-408, April.
    41. Abowd, John M. & Kramarz, Francis, 2003. "The costs of hiring and separations," Labour Economics, Elsevier, vol. 10(5), pages 499-530, October.
    42. Ackerberg, Daniel & Caves, Kevin & Frazer, Garth, 2006. "Structural identification of production functions," MPRA Paper 38349, University Library of Munich, Germany.
    43. repec:fth:prinin:455 is not listed on IDEAS
    44. 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.
    45. Antonio Filippin & Jan C. Ours, 2015. "Positive Assortative Matching: Evidence from Sports Data," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 54(3), pages 401-421, July.
    46. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    47. Booth, Alison L. & Francesconi, Marco & Frank, Jeff, 2003. "A sticky floors model of promotion, pay, and gender," European Economic Review, Elsevier, vol. 47(2), pages 295-322, April.
    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. Lavetti, Kurt & Schmutte, Ian M., 2023. "Gender differences in sorting on wages and risk," Journal of Econometrics, Elsevier, vol. 233(2), pages 507-523.
    2. Benoit Dostie & Mohsen Javdani, 2020. "Not for the Profit, But for the Training? Gender Differences in Training in the For‐Profit and Non‐Profit Sectors," British Journal of Industrial Relations, London School of Economics, vol. 58(3), pages 644-689, September.

    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. Luca Paolo Merlino & Pierpaolo Parrotta & Dario Pozzoli, 2018. "Gender Differences in Sorting," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(4), pages 671-709, October.
    2. Luca Paolo Merlino & Pierpaolo Parrotta & Dario Pozzoli, 2012. "Assortative Matching Gender," Working Papers ECARES ECARES 2012-040, ULB -- Universite Libre de Bruxelles.
    3. Benjamin Lochner & Bastian Schulz, 2024. "Firm Productivity, Wages, and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 42(1), pages 85-119.
    4. 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.
    5. John M. Abowd & Francis Kramarz & Sébastien Pérez-Duarte & Ian M. Schmutte, 2018. "Sorting Between and Within Industries: A Testable Model of Assortative Matching," Annals of Economics and Statistics, GENES, issue 129, pages 1-32.
    6. Jeremy Lise & Costas Meghir & Jean-Marc Robin, 2016. "Matching, Sorting and Wages," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 19, pages 63-87, January.
    7. Bombardini, Matilde & Orefice, Gianluca & Tito, Maria D., 2019. "Does exporting improve matching? Evidence from French employer-employee data," Journal of International Economics, Elsevier, vol. 117(C), pages 229-241.
    8. Borowczyk-Martins, Daniel & Bradley, Jake & Tarasonis, Linas, 2018. "Racial discrimination in the U.S. labor market: Employment and wage differentials by skill," Labour Economics, Elsevier, vol. 50(C), pages 45-66.
    9. Benjamin Lochner & Bastian Schulz, 2016. "Labor Market Sorting in Germany," CESifo Working Paper Series 6066, CESifo.
    10. Kory Kantenga, 2016. "Sorting and Wage Inequality," 2016 Meeting Papers 660, Society for Economic Dynamics.
    11. Rasmus Lentz & Jesper Bagger, 2009. "An Empirical Model of Wage Dispersion with Sorting," 2009 Meeting Papers 964, Society for Economic Dynamics.
    12. Jesper Bagger & Rasmus Lentz, 2014. "An Empirical Model of Wage Dispersion with Sorting," Economics Working Papers 2014-11, Department of Economics and Business Economics, Aarhus University.
    13. Andreas Gulyas, 2018. "Identifying Labor Market Sorting with Firm Dynamics," 2018 Meeting Papers 856, Society for Economic Dynamics.
    14. Rasmus Lentz & Jean Marc Robin & Suphanit Piyapromdee, 2018. "On Worker and Firm Heterogeneity in Wages and Employment Mobility: Evidence from Danish Register Data," 2018 Meeting Papers 469, Society for Economic Dynamics.
    15. Xiaoming Cai & Pieter Gautier & Ronald Wolthoff, 2021. "Search, Screening and Sorting," Working Papers tecipa-699, University of Toronto, Department of Economics.
    16. 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.
    17. Katarína Borovičková & Robert Shimer, 2017. "High Wage Workers Work for High Wage Firms," NBER Working Papers 24074, National Bureau of Economic Research, Inc.
    18. Rasmus Lentz & Suphanit Piyapromdee & Jean-Marc Robin, 2022. "The Anatomy of Sorting - Evidence from Danish Data," Working Papers hal-03869383, HAL.
    19. Christina Håkanson & Erik Lindqvist & Jonas Vlachos, 2021. "Firms and Skills: The Evolution of Worker Sorting," Journal of Human Resources, University of Wisconsin Press, vol. 56(2), pages 512-538.
    20. Philipp Ehrl, 2019. "On The Use Of Firm Fixed Effects As A Productivity Measure For Analyzing Labor Market Matching," Bulletin of Economic Research, Wiley Blackwell, vol. 71(2), pages 195-208, April.

    More about this item

    Keywords

    Sorting; Assortative Matching; Gender Gap; Glass Ceiling; Sticky Floor.;
    All these keywords.

    JEL classification:

    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

    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:hhs:cbsnow:2014_001. 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: CBS Library Research Registration Team (email available below). General contact details of provider: https://edirc.repec.org/data/incbsdk.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.