IDEAS home Printed from https://ideas.repec.org/h/nbr/nberch/13716.html
   My bibliography  Save this book chapter

Augmenting the Human Capital Earnings Equation with Measures of Where People Work

In: Firms and the Distribution of Income: The Roles of Productivity and Luck

Author

Listed:
  • Erling Barth
  • James Davis
  • Richard B. Freeman

Abstract

We augment standard ln earnings equations with variables reflecting unmeasured attributes of workers and measured and unmeasured attributes of their employer. Using panel employee-establishment data for US manufacturing we find that the observable employer characteristics that most impact earnings are: number of workers, education of co-workers, capital equipment per worker, industry in which the establishment produces, and R&D intensity of the firm. Employer fixed effects also contribute to the variance of ln earnings, though substantially less than individual fixed effects. In addition to accounting for some of the variance in earnings, the observed and unobserved measures of employers mediate the estimated effects of individual characteristics on earnings and increasing earnings inequality through the sorting of workers among establishments.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Erling Barth & James Davis & Richard B. Freeman, 2015. "Augmenting the Human Capital Earnings Equation with Measures of Where People Work," NBER Chapters, in: Firms and the Distribution of Income: The Roles of Productivity and Luck, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberch:13716
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a
    for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. Gruetter, Max & Lalive, Rafael, 2009. "The importance of firms in wage determination," Labour Economics, Elsevier, vol. 16(2), pages 149-160, April.
    4. 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.
    5. Kremer, M & Maskin, E, 1996. "Wage Inequality and Segregation by Skill," Working papers 96-23, Massachusetts Institute of Technology (MIT), Department of Economics.
    6. Oskar Nordström Skans & Per-Anders Edin & Bertil Holmlund, 2009. "Wage Dispersion Between and Within Plants: Sweden 1985-2000," NBER Chapters, in: The Structure of Wages: An International Comparison, pages 217-260, National Bureau of Economic Research, Inc.
    7. 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.
    8. 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.
    9. Freeman, Richard B, 1984. "Longitudinal Analyses of the Effects of Trade Unions," Journal of Labor Economics, University of Chicago Press, vol. 2(1), pages 1-26, January.
    10. 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.
    11. Dan Devroye & Richard B. Freeman, 2001. "Does Inequality in Skills Explain Inequality in Earnings Across Advanced Countries?," NBER Working Papers 8140, National Bureau of Economic Research, Inc.
    12. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, July.
    13. Brown, Charles & Medoff, James, 1989. "The Employer Size-Wage Effect," Journal of Political Economy, University of Chicago Press, vol. 97(5), pages 1027-1059, October.
    14. Sabien Dobbelaere & Jacques Mairesse, 2008. "Micro-evidence on Rent Sharing from Different Perspectives," DRUID Working Papers 08-10, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    15. Mendes, Rute & van den Berg, Gerard J. & Lindeboom, Maarten, 2010. "An empirical assessment of assortative matching in the labor market," Labour Economics, Elsevier, vol. 17(6), pages 919-929, December.
    16. Jeremy Lise & Costas Meghir & Jean-Marc Robin, 2013. "Mismatch, sorting and wage dynamics," IFS Working Papers W13/16, Institute for Fiscal Studies.
    17. Lucia Foster & Cheryl Grim & John Haltiwanger, 2016. "Reallocation in the Great Recession: Cleansing or Not?," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 293-331.
    18. Pedro Martins, 2009. "Rent sharing before and after the wage bill," Applied Economics, Taylor & Francis Journals, vol. 41(17), pages 2133-2151.
    19. 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.
    20. Jacob A. Mincer, 1974. "Schooling and Earnings," NBER Chapters, in: Schooling, Experience, and Earnings, pages 41-63, National Bureau of Economic Research, Inc.
    21. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-446, July.
    22. David Margolis & Kjell G, Salvanes, 2001. "Do Firms Really Share Rents with their Workers," Working Papers 2001-16, Center for Research in Economics and Statistics.
    23. Abowd, John M. & Haltiwanger, John C. & Lane, Julia & McKinney, Kevin Lee & Sandusky, L. Kristin, 2007. "Technology and the Demand for Skill: An Analysis of Within and Between Firm Differences," IZA Discussion Papers 2707, Institute of Labor Economics (IZA).
    24. Erica L. Groshen, 1991. "Sources of Intra-Industry Wage Dispersion: How Much Do Employers Matter?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(3), pages 869-884.
    25. Moene, Karl Ove & Wallerstein, Michael, 1997. "Pay Inequality," Journal of Labor Economics, University of Chicago Press, vol. 15(3), pages 403-430, July.
    26. 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.
    27. 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.
    28. Dale T. Mortensen & Bent Jesper Christensen & Jesper Bagger, 2010. "Wage and Productivity Dispersion: Labor Quality or Rent Sharing?," 2010 Meeting Papers 758, Society for Economic Dynamics.
    29. 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.
    30. Edward P. Lazear & Kathryn L. Shaw, 2009. "The Structure of Wages: An International Comparison," NBER Books, National Bureau of Economic Research, Inc, number laze08-1, July.
    31. Lazear, Edward P. & Shaw, Kathryn L. (ed.), 2009. "The Structure of Wages," National Bureau of Economic Research Books, University of Chicago Press, edition 2, number 9780226470504, March.
    32. Lane, Julia I. & Salmon, Laurie A. & Spletzer, James R., 2007. "Establishment Wage Differentials," Working Papers 403, U.S. Bureau of Labor Statistics.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. Augmenting the Human Capital Earnings Equation with Measures of Where People Work
      by maximorossi in NEP-LTV blog on 2016-09-06 01:17:09

    Citations

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


    Cited by:

    1. Guido Matias Cortes & Jeanne Tschopp, 2024. "Rising concentration and wage inequality," Scandinavian Journal of Economics, Wiley Blackwell, vol. 126(2), pages 320-354, April.
    2. Nick Drydakis, 2024. "Artificial intelligence capital and employment prospects," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 901-919.
    3. Barth, Erling & Davis, James C. & Freeman, Richard B. & McElheran, Kristina, 2023. "Twisting the demand curve: Digitalization and the older workforce," Journal of Econometrics, Elsevier, vol. 233(2), pages 443-467.
    4. Knutsson, Polina, 2018. "Sorting on Unobserved Skills into New Firms," Working Papers 2018:38, Lund University, Department of Economics.
    5. Bertay, Ata Can & Carreño, José & Huizinga, Harry & Uras, Burak & Vellekoop, Nathanael, 2022. "Technological change and the finance wage premium," SAFE Working Paper Series 361, Leibniz Institute for Financial Research SAFE.
    6. Chiara Criscuolo & Alexander Hijzen & Cyrille Schwellnus & Erling Barth & Wen-Hao Chen & Richard Fabling & Priscilla Fialho & Balazs Stadler & Richard Upward & Wouter Zwysen & Katarzyna Grabska-Romago, 2020. "Workforce composition, productivity and pay: the role of firms in wage inequality," OECD Economics Department Working Papers 1603, OECD Publishing.
    7. Nathan Goldschlag & Ron Jarmin & Julia Lane & Nikolas Zolas, 2019. "Research Experience as Human Capital in New Business Outcomes," NBER Chapters, in: Measuring and Accounting for Innovation in the Twenty-First Century, pages 229-254, National Bureau of Economic Research, Inc.
    8. Lachowska, Marta & Mas, Alexandre & Woodbury, Stephen A., 2022. "How reliable are administrative reports of paid work hours?," Labour Economics, Elsevier, vol. 75(C).
    9. Freund, L. B., 2022. "Superstar Teams," Cambridge Working Papers in Economics 2276, Faculty of Economics, University of Cambridge.
    10. Jin Seo Cho & Peter C. B. Phillips & Juwon Seo, 2019. "Parametric Inference on the Mean of Functional Data Applied to Lifetime Income Curves," Working papers 2019rwp-153, Yonsei University, Yonsei Economics Research Institute.
    11. Jensen, Bjarne S. & Pedersen, Peder J. & Guest, Ross, 2022. "Demographic Changes, Labor Supplies, Labor Complementarities, Calendar Annual Wages of Age Groups, and Cohort Life Wage Incomes," IZA Discussion Papers 15127, Institute of Labor Economics (IZA).
    12. Jin Seo Cho & Peter C. B. Phillips & Juwon Seo, 2022. "Parametric Conditional Mean Inference With Functional Data Applied To Lifetime Income Curves," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 63(1), pages 391-456, February.
    13. Maria Molina-Domene, 2018. "Specialization matters in the firm size-wage gap," CEP Discussion Papers dp1545, Centre for Economic Performance, LSE.
    14. Herbert Schuetze & Jen Baggs, 2024. "Firm Characteristics and Immigrant Wage Outcomes in Canada," Department Discussion Papers 2406, Department of Economics, University of Victoria.
    15. John Haltiwanger & Henry Hyatt & Erika McEntarfer, 2018. "Who Moves Up the Job Ladder?," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 301-336.
    16. Ai Oku & Shun Inoue & Tsubasa Masui, 2020. "Does Firm Size Effect Wages and Labor productivity? -Micro data analysis in case of Japan-," Discussion papers ron320, Policy Research Institute, Ministry of Finance Japan.
    17. Jin Seo Cho & Peter C. B. Phillips & Juwon Seo, 2023. "Functional Data Inference in a Parametric Quantile Model applied to Lifetime Income Curves," Working papers 2023rwp-211, Yonsei University, Yonsei Economics Research Institute.
    18. Giuseppe Berlingieri & Sara Calligaris & Chiara Criscuolo, 2018. "The Productivity-Wage Premium: Does Size Still Matter in a Service Economy?," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 328-333, May.
    19. Molina-Domene, Maria, 2018. "Specialization matters in the firm size-wage gap," LSE Research Online Documents on Economics 88696, London School of Economics and Political Science, LSE Library.
    20. Pawe{l} Gola & Yuejun Zhao, 2024. "A Firm Link: Overall, Between- and Within-Firm Inequality Through the Lens of a Sorting Model," Papers 2410.11532, arXiv.org.

    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. 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.
    2. 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.
    3. Barth, Erling & Bryson, Alex & Davis, James C. & Freeman, Richard, 2014. "It’s where you work: increases in earnings dispersion across establishments and individuals in the US," LSE Research Online Documents on Economics 60604, London School of Economics and Political Science, LSE Library.
    4. 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.
    5. 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.
    6. Jae Song & David J Price & Fatih Guvenen & Nicholas Bloom & Till von Wachter, 2019. "Firming Up Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 1-50.
    7. 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.
    8. Benjamin Lochner & Bastian Schulz, 2024. "Firm Productivity, Wages, and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 42(1), pages 85-119.
    9. 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.
    10. 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.
    11. 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.
    12. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    13. Martina Jasova & Caterina Mendicino & Ettore Panetti & José-Luis Peydró & Dominik Supera, 2021. "Monetary policy, labor income redistribution and the credit channel: Evidence from matched employer-employee and credit registers," Economics Working Papers 1832, Department of Economics and Business, Universitat Pompeu Fabra, revised Mar 2023.
    14. Schaefer, Daniel & Singleton, Carl, 2017. "Recent changes in British wage inequality: Evidence from firms and occupations," MPRA Paper 76744, University Library of Munich, Germany.
    15. Dobbelaere, Sabien & Mairesse, Jacques, 2018. "Comparing micro-evidence on rent sharing from two different econometric models," Labour Economics, Elsevier, vol. 52(C), pages 18-26.
    16. Francesco Devicienti & Bernardo Fanfani & Agata Maida, 2019. "Collective Bargaining and the Evolution of Wage Inequality in Italy," British Journal of Industrial Relations, London School of Economics, vol. 57(2), pages 377-407, June.
    17. Muendler, Marc-Andreas, 2017. "Trade, technology, and prosperity: An account of evidence from a labor-market perspective," WTO Staff Working Papers ERSD-2017-15, World Trade Organization (WTO), Economic Research and Statistics Division.
    18. 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.
    19. Matteo G. Richiardi & Luis Valenzuela, 2024. "Firm heterogeneity and the aggregate labour share," LABOUR, CEIS, vol. 38(1), pages 66-101, March.
    20. Richard Duhautois & Fabrice Gilles & Héloïse Petit, 2009. "Worker flows, job flows and establishment wage differentials: Analysing the case of France," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00646440, HAL.

    More about this item

    JEL classification:

    • J0 - Labor and Demographic Economics - - General
    • J01 - Labor and Demographic Economics - - General - - - Labor Economics: General
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J3 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs
    • J40 - Labor and Demographic Economics - - Particular Labor Markets - - - General

    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:nbr:nberch:13716. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.