IDEAS home Printed from https://ideas.repec.org/p/pri/indrel/618.html
   My bibliography  Save this paper

Firming Up Inequality

Author

Listed:
  • Jae Song

    (Social Security Administration)

  • David J. Price

    (Princeton University)

  • Faith Guvenen

    (University of Minnesota, FRB of Minneapolis, and NBER)

  • Nicholas Bloom

    (Stanford University, NBER, and SIEPR)

  • Till von Wachter

    (UCLA and NBER)

Abstract

We use a massive, matched employer-employee database for the United States to analyze the contribution of firms to the rise in earnings inequality from 1978 to 2013. We find that one-third of the rise in the variance of (log) earnings occurred within firms, whereas two-thirds of the rise occurred between firms. However, this rising between-firm variance is not accounted for by the firms themselves: the firm-related rise in the variance can be decomposed into two roughly equally important forces -- a rise in the sorting of high-wage workers to high-wage firms and a rise in the segregation of similar workers between firms. In contrast, we do not find a rise in the variance of firm-specific pay once we control for worker composition. Instead, we see a substantial rise in dispersion of person-specific pay, accounting for 68% of rising inequality, potentially due to rising returns to skill. The rise in between-firm variance, mostly due to worker sorting and segregation, accounted for a particularly large share of the total increase in inequality in smaller and medium firms (explaining 84% for firms with fewer than 10,000 employees). In contrast, in the very largest firms with 10,000+ employees, 42% of the increase in the variance of earnings took place within firms, driven by both declines in earnings for employees below the median and a substantial rise in earnings for the 10% best-paid employees. However, because of their small number, the contribution of the very top 50 or so earners at large firms to the overall increase in within-firm earnings inequality is small.

Suggested Citation

  • Jae Song & David J. Price & Faith Guvenen & Nicholas Bloom & Till von Wachter, 2018. "Firming Up Inequality," Working Papers 618, Princeton University, Department of Economics, Industrial Relations Section..
  • Handle: RePEc:pri:indrel:618
    as

    Download full text from publisher

    File URL: https://dataspace.princeton.edu/bitstream/88435/dsp01p2676z23z/3/618.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Emily Breza & Supreet Kaur & Yogita Shamdasani, 2018. "The Morale Effects of Pay Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 611-663.
    3. George A. Akerlof & Janet L. Yellen, 1990. "The Fair Wage-Effort Hypothesis and Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 255-283.
    4. 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.
    5. Giulia Faggio & Kjell G. Salvanes & John Van Reenen, 2010. "The evolution of inequality in productivity and wages: panel data evidence," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1919-1951, December.
    6. Andrews, M.J. & Gill, L. & Schank, T. & Upward, R., 2012. "High wage workers match with high wage firms: Clear evidence of the effects of limited mobility bias," Economics Letters, Elsevier, vol. 117(3), pages 824-827.
    7. Gruetter, Max & Lalive, Rafael, 2009. "The importance of firms in wage determination," Labour Economics, Elsevier, vol. 16(2), pages 149-160, April.
    8. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    9. Elhanan Helpman & Oleg Itskhoki & Marc-Andreas Muendler & Stephen J. Redding, 2017. "Trade and Inequality: From Theory to Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(1), pages 357-405.
    10. 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.
    11. Kremer, M & Maskin, E, 1996. "Wage Inequality and Segregation by Skill," Working papers 96-23, Massachusetts Institute of Technology (MIT), Department of Economics.
    12. John Van Reenen, 1996. "The Creation and Capture of Rents: Wages and Innovation in a Panel of U. K. Companies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 195-226.
    13. Daron Acemoglu, 1999. "Changes in Unemployment and Wage Inequality: An Alternative Theory and Some Evidence," American Economic Review, American Economic Association, vol. 89(5), pages 1259-1278, December.
    14. Deborah Goldschmidt & Johannes F. Schmieder, 2017. "The Rise of Domestic Outsourcing and the Evolution of the German Wage Structure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1165-1217.
    15. Holger M. Mueller & Paige P. Ouimet & Elena Simintzi, 2015. "Wage Inequality and Firm Growth," NBER Working Papers 20876, National Bureau of Economic Research, Inc.
    16. Rebecca Diamond, 2016. "The Determinants and Welfare Implications of US Workers' Diverging Location Choices by Skill: 1980-2000," American Economic Review, American Economic Association, vol. 106(3), pages 479-524, March.
    17. Fatih Guvenen & Greg Kaplan & Jae Song, 2014. "The Glass Ceiling and the Paper Floor: Gender Differences among Top Earners, 1981–2012," Working Papers 716, Federal Reserve Bank of Minneapolis.
    18. 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.
    19. Arindrajit Dube & Laura Giuliano & Jonathan Leonard, 2019. "Fairness and Frictions: The Impact of Unequal Raises on Quit Behavior," American Economic Review, American Economic Association, vol. 109(2), pages 620-663, February.
    20. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    21. Alex Bryson, 2014. "It's Where You Work: Increases in Earnings Dispersion across Establishments and Individuals in the U.S," National Institute of Economic and Social Research (NIESR) Discussion Papers 436, National Institute of Economic and Social Research.
    22. Abraham, Katharine G & Taylor, Susan K, 1996. "Firms' Use of Outside Contractors: Theory and Evidence," Journal of Labor Economics, University of Chicago Press, vol. 14(3), pages 394-424, July.
    23. Erling Barth & Alex Bryson & James C. Davis & Richard Freeman, 2016. "It's Where You Work: Increases in the Dispersion of Earnings across Establishments and Individuals in the United States," Journal of Labor Economics, University of Chicago Press, vol. 34(S2), pages 67-97.
    24. Matthew Smith & Danny Yagan & Owen Zidar & Eric Zwick, 2019. "Capitalists in the Twenty-First Century," The Quarterly Journal of Economics, Oxford University Press, vol. 134(4), pages 1675-1745.
    25. Jorge Alvarez & Felipe Benguria & Niklas Engbom & Christian Moser, 2018. "Firms and the Decline in Earnings Inequality in Brazil," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 149-189, January.
    26. Steven J. Davis & Till Von Wachter, 2011. "Recessions and the Costs of Job Loss," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(2 (Fall)), pages 1-72.
    27. Justin R. Pierce & Peter K. Schott, 2016. "The Surprisingly Swift Decline of US Manufacturing Employment," American Economic Review, American Economic Association, vol. 106(7), pages 1632-1662, July.
    28. Marta Lachowska & Alexandre Mas & Stephen A. Woodbury, 2020. "Sources of Displaced Workers' Long-Term Earnings Losses," American Economic Review, American Economic Association, vol. 110(10), pages 3231-3266, October.
    29. Steve J. Davis & John Haltiwanger, 1991. "Wage Dispersion Between and Within U.S. Manufacturing Plants, 1963-1986," NBER Working Papers 3722, National Bureau of Economic Research, Inc.
    30. Marta Lachowska & Alexandre Mas & Stephen A. Woodbury, 2019. "Sources of Displaced Workers’ Long-Term Earnings Losses," Working Papers 631, Princeton University, Department of Economics, Industrial Relations Section..
    31. José Mata & José A. F. Machado, 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.
    32. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    33. Lawrence F. Katz & Alan B. Krueger, 2016. "The Rise and Nature of Alternative Work Arrangements in the United States, 1995-2015," Working Papers 603, Princeton University, Department of Economics, Industrial Relations Section..
    34. Mueller, Holger & Simintzi, Elena & Ouimet, Paige, 2015. "Wage Inequality and Firm Growth," CEPR Discussion Papers 10365, C.E.P.R. Discussion Papers.
    35. Timothy Dunne & Lucia Foster & John Haltiwanger & Kenneth R. Troske, 2004. "Wage and Productivity Dispersion in United States Manufacturing: The Role of Computer Investment," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 397-430, April.
    36. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2005. "Rising Wage Inequality: The Role of Composition and Prices," NBER Working Papers 11628, National Bureau of Economic Research, Inc.
    37. 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.
    38. Katarína Borovičková & Robert Shimer, 2017. "High Wage Workers Work for High Wage Firms," NBER Working Papers 24074, National Bureau of Economic Research, Inc.
    39. John M. Abowd & Kevin L. McKinney & Nellie L. Zhao, 2018. "Earnings Inequality and Mobility Trends in the United States: Nationally Representative Estimates from Longitudinally Linked Employer-Employee Data," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 183-300.
    40. Jon Bakija & Adam Cole & Bradley Heim, 2008. "Jobs and Income Growth of Top Earners and the Causes of Changing Income Inequality: Evidence from U.S. Tax Return Data," Department of Economics Working Papers 2010-22, Department of Economics, Williams College, revised Jan 2012.
    41. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    42. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    43. Robert Kaestner & Darren Lubotsky, 2016. "Health Insurance and Income Inequality," Journal of Economic Perspectives, American Economic Association, vol. 30(2), pages 53-78, Spring.
    44. Richard V. Burkhauser & Kosali I. Simon, 2010. "Measuring the Impact of Health Insurance on Levels and Trends in Inequality," NBER Working Papers 15811, National Bureau of Economic Research, Inc.
    45. repec:oup:restud:v:84:y::i:1:p:357-405. is not listed on IDEAS
    46. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    47. M. J. Andrews & L. Gill & T. Schank & R. Upward, 2008. "High wage workers and low wage firms: negative assortative matching or limited mobility bias?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(3), pages 673-697, June.
    48. Nicholas Bloom & Fatih Guvenen & Benjamin S. Smith & Jae Song & Till von Wachter, 2018. "The Disappearing Large-Firm Wage Premium," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 317-322, May.
    49. Lawrence F. Katz & Lawrence H. Summers, 1989. "Industry Rents: Evidence and Implications," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 20(1989 Micr), pages 209-290.
    50. Holger M. Mueller & Paige P. Ouimet & Elena Simintzi, 2015. "Wage Inequality and Firm Growth," LIS Working papers 632, LIS Cross-National Data Center in Luxembourg.
    51. J. Adam Cobb & Ken-Hou Lin, 2017. "Growing Apart: The Changing Firm-Size Wage Premium and Its Inequality Consequences," Organization Science, INFORMS, vol. 28(3), pages 429-446, June.
    52. Wojciech Kopczuk & Emmanuel Saez & Jae Song, 2010. "Earnings Inequality and Mobility in the United States: Evidence from Social Security Data Since 1937," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 91-128.
    53. 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)

    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. Winkler, Erwin, 2020. "Diverging paths: Labor reallocation, sorting, and wage inequality," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224535, Verein für Socialpolitik / German Economic Association.
    2. Schaefer, Daniel & Singleton, Carl, 2017. "Recent changes in British wage inequality: Evidence from firms and occupations," MPRA Paper 76744, University Library of Munich, Germany.
    3. Daniel Baumgarten & Gabriel Felbermayr & Sybille Lehwald, 2020. "Dissecting Between‐Plant and Within‐Plant Wage Dispersion: Evidence from Germany," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 59(1), pages 85-122, January.
    4. 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.
    5. Niklas Engbom & Christian Moser, 2022. "Earnings Inequality and the Minimum Wage: Evidence from Brazil," American Economic Review, American Economic Association, vol. 112(12), pages 3803-3847, December.
    6. Daniel Schaefer & Carl Singleton, 2020. "Recent Changes in British Wage Inequality: Evidence from Large Firms and Occupations," Scottish Journal of Political Economy, Scottish Economic Society, vol. 67(1), pages 100-125, February.
    7. Colja Schneck, 2021. "Trends in Wage Inequality in the Netherlands," De Economist, Springer, vol. 169(3), pages 253-289, August.
    8. Matteo G. Richiardi & Luis Valenzuela, 2024. "Firm heterogeneity and the aggregate labour share," LABOUR, CEIS, vol. 38(1), pages 66-101, March.
    9. Nicholas Bloom & Scott Ohlmacher & Cristina Tello-Trillo & Melanie Wallskog, 2021. "Pay, Productivity and Management," Working Papers 21-31, Center for Economic Studies, U.S. Census Bureau.
    10. Engbom, Niklas & Moser, Christian & Sauermann, Jan, 2023. "Firm pay dynamics," Journal of Econometrics, Elsevier, vol. 233(2), pages 396-423.
    11. Stéphane Bonhomme & Kerstin Holzheu & Thibaut Lamadon & Elena Manresa & Magne Mogstad & Bradley Setzler, 2023. "How Much Should We Trust Estimates of Firm Effects and Worker Sorting?," Journal of Labor Economics, University of Chicago Press, vol. 41(2), pages 291-322.
    12. Patrick Kline & Neviana Petkova & Heidi Williams & Owen Zidar, 2019. "Who Profits from Patents? Rent-Sharing at Innovative Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1343-1404.
    13. Jorge Alvarez & Felipe Benguria & Niklas Engbom & Christian Moser, 2018. "Firms and the Decline in Earnings Inequality in Brazil," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 149-189, January.
    14. 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.
    15. Ata Can Bertay & Jose Gabo Carreno & Harry Huizinga & Burak Uras & Nathanael Vellekoop, 2022. "Technological Change and the Finance Wage Premium," Working Papers tecipa-738, University of Toronto, Department of Economics.
    16. 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.
    17. Lachowska, Marta & Mas, Alexandre & Saggio, Raffaele & Woodbury, Stephen A., 2023. "Do firm effects drift? Evidence from Washington administrative data," Journal of Econometrics, Elsevier, vol. 233(2), pages 375-395.
    18. Claudine Gartenberg & Julie Wulf, 2020. "Competition and Pay Inequality Within and Between Firms," Management Science, INFORMS, vol. 66(12), pages 5925-5943, December.
    19. 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.
    20. Arellano-Bover, Jaime & Saltiel, Fernando, 2021. "Differences in On-the-Job Learning across Firms," IZA Discussion Papers 14473, Institute of Labor Economics (IZA).

    More about this item

    Keywords

    Income inequality; pay inequality; between firm inequality;
    All these keywords.

    JEL classification:

    • E23 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Production
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    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:pri:indrel:618. 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: Bobray Bordelon (email available below). General contact details of provider: https://edirc.repec.org/data/irprius.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.