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Firm Heterogeneity and the Aggregate Labour Share

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  • Matteo Richiardi
  • Luis Valenzuela

Abstract

Using a static model of firm behaviour with imperfect competition on the product and labour markets, we quantify the effect of firm heterogeneity in total factor productivity, market power, capital, wages and prices on the aggregate labour share. In particular, we suggest a new decomposition of the aggregate labour share in terms of the first moments of the joint distribution of these variables across firms, providing a bridge between the micro and the macro approach to functional distribution. We provide an application of our method to the UK manufacturing sector, using firm-level data for the period 1998-2014. The analysis confirms that heterogeneity matters: in an economy populated only by representative firms, the labour share would be 10 percentage points lower. Among all the dimensions studied, heterogeneity in total factor productivity and labour market power are the most relevant ones, whereas heterogeneity in product market power matters the least, with wages and prices in between. However, the observed fall in the aggregate labour share over the period is mostly explained by a widening of the disconnect between average productivity and real wages, with a smaller role for an increase in the average product and labour market power of firms after the Great Recession, while changes in the dispersion of these variables mostly offset each other.

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  • Matteo Richiardi & Luis Valenzuela, 2019. "Firm Heterogeneity and the Aggregate Labour Share," LABORatorio R. Revelli Working Papers Series 166, LABORatorio R. Revelli, Centre for Employment Studies.
  • Handle: RePEc:cca:wplabo:166
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    1. Daniel Hosken & David Reiffen, 2004. "Patterns of Retail Price Variation," RAND Journal of Economics, The RAND Corporation, vol. 35(1), pages 128-146, Spring.
    2. Stefano Zambelli, 2004. "The 40% neoclassical aggregate theory of production," Cambridge Journal of Economics, Oxford University Press, vol. 28(1), pages 99-120, January.
    3. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    4. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    5. Mark Bils & Peter J. Klenow, 2004. "Some Evidence on the Importance of Sticky Prices," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 947-985, October.
    6. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, Oxford University Press, vol. 128(3), pages 967-1015.
    7. 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, vol. 19(6), pages 1919-1951, December.
    8. Bentolila Samuel & Saint-Paul Gilles, 2003. "Explaining Movements in the Labor Share," The B.E. Journal of Macroeconomics, De Gruyter, vol. 3(1), pages 1-33, October.
    9. Webber, Douglas A., 2015. "Firm market power and the earnings distribution," Labour Economics, Elsevier, vol. 35(C), pages 123-134.
    10. Jan De Loecker & Frederic Warzynski, 2012. "Markups and Firm-Level Export Status," American Economic Review, American Economic Association, vol. 102(6), pages 2437-2471, October.
    11. 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.
    12. Perugini, Cristiano & Vecchi, Michela & Venturini, Francesco, 2017. "Globalisation and the decline of the labour share: A microeconomic perspective," Economic Systems, Elsevier, vol. 41(4), pages 524-536.
    13. Gruetter, Max & Lalive, Rafael, 2009. "The importance of firms in wage determination," Labour Economics, Elsevier, vol. 16(2), pages 149-160, April.
    14. 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.
    15. Sabien Dobbelaere & Jacques Mairesse, 2013. "Panel data estimates of the production function and product and labor market imperfections," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(1), pages 1-46, January.
    16. Epifani, Paolo & Gancia, Gino, 2011. "Trade, markup heterogeneity and misallocations," Journal of International Economics, Elsevier, vol. 83(1), pages 1-13, January.
    17. Elhanan Helpman & Oleg Itskhoki & Marc-Andreas Muendler & Stephen J. Redding, 2017. "Trade and Inequality: From Theory to Estimation," Review of Economic Studies, Oxford University Press, vol. 84(1), pages 357-405.
    18. Thomas Piketty & Gabriel Zucman, 2014. "Capital is Back: Wealth-Income Ratios in Rich Countries 1700–2010," The Quarterly Journal of Economics, Oxford University Press, vol. 129(3), pages 1255-1310.
    19. Maya Eden & Paul Gaggl, 2018. "On the Welfare Implications of Automation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 29, pages 15-43, July.
    20. Barney Hartman‐Glaser & Hanno Lustig & Mindy Z. Xiaolan, 2019. "Capital Share Dynamics When Firms Insure Workers," Journal of Finance, American Finance Association, vol. 74(4), pages 1707-1751, August.
    21. Philippe Aghion & Antonin Bergeaud & Huiyu Li & Peter Klenow & Timo Boppart, 2019. "A Theory of Falling Growth and Rising Rents," 2019 Meeting Papers 458, Society for Economic Dynamics.
    22. Dongya Koh & Raül Santaeulàlia‐Llopis & Yu Zheng, 2020. "Labor Share Decline and Intellectual Property Products Capital," Econometrica, Econometric Society, vol. 88(6), pages 2609-2628, November.
    23. Olivier Blanchard & Francesco Giavazzi, 2003. "Macroeconomic Effects of Regulation and Deregulation in Goods and Labor Markets," The Quarterly Journal of Economics, Oxford University Press, vol. 118(3), pages 879-907.
    24. Alexander L. Wolman, 2011. "The Optimal Rate of Inflation with Trending Relative Prices," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43, pages 355-384, March.
    25. Fisher, Franklin M, 1969. "The Existence of Aggregate Production Functions," Econometrica, Econometric Society, vol. 37(4), pages 553-577, October.
    26. Jean Boivin & Marc P. Giannoni & Ilian Mihov, 2009. "Sticky Prices and Monetary Policy: Evidence from Disaggregated US Data," American Economic Review, American Economic Association, vol. 99(1), pages 350-384, March.
    27. Ghazala Azmat & Alan Manning & John Van Reenen, 2012. "Privatization and the Decline of Labour's Share: International Evidence from Network Industries," Economica, London School of Economics and Political Science, vol. 79(315), pages 470-492, July.
    28. Cyrille Schwellnus & Mathilde Pak & Pierre-Alain Pionnier & Elena Crivellaro, 2018. "Labour share developments over the past two decades: The role of technological progress, globalisation and “winner-takes-most” dynamics," OECD Economics Department Working Papers 1503, OECD Publishing.
    29. Andreas Hornstein & Per Krusell & Giovanni L. Violante, 2011. "Frictional Wage Dispersion in Search Models: A Quantitative Assessment," American Economic Review, American Economic Association, vol. 101(7), pages 2873-2898, December.
    30. Daniel S. Hamermesh, 1999. "Changing Inequality in Markets for Workplace Amenities," The Quarterly Journal of Economics, Oxford University Press, vol. 114(4), pages 1085-1123.
    31. Eric J. Bartelsman & Zoltan Wolf, 2017. "Measuring Productivity Dispersion," Tinbergen Institute Discussion Papers 17-033/VI, Tinbergen Institute.
    32. Cristiano Cantore & Filippo Ferroni & Miguel León-Ledesma, 2021. "The Missing Link: Monetary Policy and The Labor Share," Journal of the European Economic Association, European Economic Association, vol. 19(3), pages 1592-1620.
    33. Emilie Daudey & Cecilia Garcia-Penalosa, 2007. "The personal and the factor distributions of income in a cross-section of countries," Journal of Development Studies, Taylor & Francis Journals, vol. 43(5), pages 812-829.
    34. Brent Neiman, 2014. "The Global Decline of the Labor Share," The Quarterly Journal of Economics, Oxford University Press, vol. 129(1), pages 61-103.
    35. J. Branston & Keith Cowling & Philip Tomlinson, 2014. "Profiteering and the degree of monopoly in the Great Recession: recent evidence from the United States and the United Kingdom," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 37(1), pages 135-162.
    36. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    37. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    38. Arjun Jayadev, 2007. "Capital account openness and the labour share of income," Cambridge Journal of Economics, Oxford University Press, vol. 31(3), pages 423-443, May.
    39. Altissimo, Filippo & Mojon, Benoit & Zaffaroni, Paolo, 2009. "Can aggregation explain the persistence of inflation?," Journal of Monetary Economics, Elsevier, vol. 56(2), pages 231-241, March.
    40. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, Oxford University Press, vol. 124(4), pages 1403-1448.
    41. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    42. Michael R Ransom & Ronald L. Oaxaca, 2010. "New Market Power Models and Sex Differences in Pay," Journal of Labor Economics, University of Chicago Press, vol. 28(2), pages 267-289, April.
    43. 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.
    44. Andrew Glover & Jacob Short, 2020. "Can Capital Deepening Explain the Global Decline in Labor's Share?," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 35-53, January.
    45. Giuseppe Berlingieri & Patrick Blanchenay & Chiara Criscuolo, 2017. "The great divergence(s)," OECD Science, Technology and Industry Policy Papers 39, OECD Publishing.
    46. Hergovich, Philipp & Merz, Monika, 2018. "The Price of Capital, Factor Substitutability, and Corporate Profits," IZA Discussion Papers 11791, Institute of Labor Economics (IZA).
    47. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    48. repec:taf:jitecd:v:22:y:2013:i:1:p:140-159 is not listed on IDEAS
    49. Andrew Glover & Jacob Short, 2020. "Can Capital Deepening Explain the Global Decline in Labor's Share?," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 35-53, January.
    50. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    51. Cristina Fernández & Aitor Lacuesta & José Manuel Montero & Alberto Urtasun, 2015. "Heterogeneity of markups at the firm level and changes during the great recession: the case of spain," Working Papers 1536, Banco de España.
    52. 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, Oxford University Press, vol. 131(2), pages 633-686.
    53. Todd E. Clark, 2006. "Disaggregate evidence on the persistence of consumer price inflation," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(5), pages 563-587, July.
    54. Bental, Benjamin & Demougin, Dominique, 2010. "Declining labor shares and bargaining power: An institutional explanation," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 443-456, March.
    55. Félix, Sónia & Portugal, Pedro, 2016. "Labor Market Imperfections and the Firm's Wage Setting Policy," IZA Discussion Papers 10241, Institute of Labor Economics (IZA).
    56. Davide Furceri & Mr. Romain A Duval & Gabriele Ciminelli, 2018. "Employment Protection Deregulation and Labor Shares in Advanced Economies," IMF Working Papers 2018/186, International Monetary Fund.
    57. 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.
    58. Matthew Rognlie, 2015. "Deciphering the Fall and Rise in the Net Capital Share," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 50(1 (Spring), pages 1-69.
    59. Philipp Hergovich & Monika Merz, 2018. "The Price of Capital, Factor Substitutability and Corporate Profits," Vienna Economics Papers 1801, University of Vienna, Department of Economics.
    60. Dahlby, Bev & West, Douglas S, 1986. "Price Dispersion in an Automobile Insurance Market," Journal of Political Economy, University of Chicago Press, vol. 94(2), pages 418-438, April.
    61. Boris Hirsch & Thorsten Schank & Claus Schnabel, 2010. "Differences in Labor Supply to Monopsonistic Firms and the Gender Pay Gap: An Empirical Analysis Using Linked Employer-Employee Data from Germany," Journal of Labor Economics, University of Chicago Press, vol. 28(2), pages 291-330, April.
    62. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 317-341.
    63. Barnes, Sebastian & Price, Simon & Sebastia Barriel, Maria, 2008. "The elasticity of substitution: evidence from a UK firm-level data set," Bank of England working papers 348, Bank of England.
    64. Nicolas Vincent & Matthias Kehrig, 2017. "Growing Productivity without Growing Wages: The Micro-Level Anatomy of the Aggregate Labor Share Decline," 2017 Meeting Papers 739, Society for Economic Dynamics.
    65. Jacob Short & Andrew Glover, 2017. "The Age-Distribution of Earnings and the Decline in Labor's Share," 2017 Meeting Papers 1369, Society for Economic Dynamics.
    66. Matthew Rognlie, 2015. "Deciphering the Fall and Rise in the Net Capital Share: Accumulation or Scarcity?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 1-69.
    67. Mertens, Matthias, 2019. "Micro-mechanisms behind declining labour shares: Market power, production processes, and global competition," IWH-CompNet Discussion Papers 3/2019, Halle Institute for Economic Research (IWH).
    68. Ryo Kato & Tatsushi Okuda, 2017. "Market Concentration and Sectoral Inflation under Imperfect Common Knowledge," IMES Discussion Paper Series 17-E-11, Institute for Monetary and Economic Studies, Bank of Japan.
    69. Akos Valentinyi & Berthold Herrendorf, 2008. "Measuring Factor Income Shares at the Sector Level," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(4), pages 820-835, October.
    70. Chen, Xi & Plotnikova, Tatiana, 2014. "Retrieving initial capital distributions from panel data," MPRA Paper 61154, University Library of Munich, Germany.
    71. Saara Tamminen & Han-Hsin Chang, 2013. "Firm and sectoral heterogeneity in markup variability," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 22(1), pages 157-178, February.
    72. 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.
    73. Robert Dixon & Guay C. Lim, 2018. "Labor'S Share, The Firm'S Market Power, And Total Factor Productivity," Economic Inquiry, Western Economic Association International, vol. 56(4), pages 2058-2076, October.
    74. 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.
    75. Dilyana Dimova, 2019. "The Structural Determinants of the Labor Share in Europe," IMF Working Papers 2019/067, International Monetary Fund.
    76. Aquilante, Tommaso & Chowla, Shiv & Dacic, Nikola & Haldane, Andrew & Masolo, Riccardo & Schneider, Patrick & Seneca, Martin & Tatomir, Srdan, 2019. "Market power and monetary policy," Bank of England working papers 798, Bank of England.
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    More about this item

    Keywords

    labour share; firm heterogeneity; market power; firm level data;
    All these keywords.

    JEL classification:

    • D33 - Microeconomics - - Distribution - - - Factor Income Distribution
    • E25 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Aggregate Factor Income Distribution
    • L10 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - General
    • D20 - Microeconomics - - Production and Organizations - - - General
    • D42 - Microeconomics - - Market Structure, Pricing, and Design - - - Monopoly
    • D43 - Microeconomics - - Market Structure, Pricing, and Design - - - Oligopoly and Other Forms of Market Imperfection

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