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Technological Change and the Finance Wage Premium

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  • Ata Can Bertay
  • Jose Gabo Carreno
  • Harry Huizinga
  • Burak Uras
  • Nathanael Vellekoop

Abstract

This paper utilizes a comprehensive worker-firm panel for the Netherlands to quantify the impact of ICT capital-skill complementarity on the finance wage premium after the Global Financial Crisis. We apply additive worker and firm fixed-effect models to account for unobserved worker- and firm-heterogeneity and show that firm fixed-effects correct for a downward bias in the estimated finance wage premium. Our results indicate a sizable finance wage premium for both fixed- and full-hourly wages. The complementarity between ICT capital spending and the share of high skill workers at the firm-level reduces the full-wage premium considerably and the fixed-wage premium almost entirely.

Suggested Citation

  • 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.
    • Handle: RePEc:tor:tecipa:tecipa-738
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    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. Joop Hartog & Wiemer Salverda, 2018. "The labor market in the Netherlands, 2001–2016," IZA World of Labor, Institute of Labor Economics (IZA), pages 418-418, January.
    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. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 35-78.
    5. Efing, Matthias & Hau, Harald & Kampkötter, Patrick & Rochet, Jean-Charles, 2018. "Bank Bonus Pay as a Risk Sharing Contract," HEC Research Papers Series 1285, HEC Paris.
    6. 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.
    7. 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.
    8. Steven N. Kaplan & Joshua Rauh, 2010. "Wall Street and Main Street: What Contributes to the Rise in the Highest Incomes?," NBER Chapters, in: Corporate Governance, National Bureau of Economic Research, Inc.
    9. 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.
    10. Allen, Steven G, 2001. "Technology and the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 440-483, April.
    11. 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.
    12. 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.
    13. Thibaut Lamadon & Magne Mogstad & Bradley Setzler, 2022. "Imperfect Competition, Compensating Differentials, and Rent Sharing in the US Labor Market," American Economic Review, American Economic Association, vol. 112(1), pages 169-212, January.
    14. John Thanassoulis, 2012. "The Case for Intervening in Bankers’ Pay," Journal of Finance, American Finance Association, vol. 67(3), pages 849-895, June.
    15. John Duffy & Chris Papageorgiou & Fidel Perez-Sebastian, 2004. "Capital-Skill Complementarity? Evidence from a Panel of Countries," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 327-344, February.
    16. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    17. Brian Bell & John Reenen, 2014. "Bankers and Their Bonuses," Economic Journal, Royal Economic Society, vol. 124(574), pages 1-21, February.
    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. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    20. Ann P. Bartel & Nachum Sicherman, 1999. "Technological Change and Wages: An Interindustry Analysis," Journal of Political Economy, University of Chicago Press, vol. 107(2), pages 285-325, April.
    21. 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.
    22. John Abowd & Francis Kramarz & Paul Lengermann & Kevin McKinney & Sébastien Roux, 2012. "Persistent inter‐industry wage differences: rent sharing and opportunity costs," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 1(1), pages 1-25, December.
    23. Joanne Lindley & Steven Mcintosh, 2017. "Finance Sector Wage Growth and the Role of Human Capital," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 570-591, August.
    24. Cerasi, Vittoria & Deininger, Sebastian M. & Gambacorta, Leonardo & Oliviero, Tommaso, 2020. "How post-crisis regulation has affected bank CEO compensation," Journal of International Money and Finance, Elsevier, vol. 104(C).
    25. 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.
    26. Colonnello, Stefano & Koetter, Michael & Wagner, Konstantin, 2020. "Effectiveness and (in)efficiencies of compensation regulation: Evidence from the EU banker bonus cap," IWH Discussion Papers 7/2018, Halle Institute for Economic Research (IWH), revised 2020.
    27. Thomas Philippon, 2010. "Financiers versus Engineers: Should the Financial Sector Be Taxed or Subsidized?," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(3), pages 158-182, July.
    28. Josh Bivens & Lawrence Mishel, 2013. "The Pay of Corporate Executives and Financial Professionals as Evidence of Rents in Top 1 Percent Incomes," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 57-78, Summer.
    29. Luigi Zingales, 2015. "Does Finance Benefit Society?," NBER Working Papers 20894, National Bureau of Economic Research, Inc.
    30. 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.
    31. 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..
    32. Robin Greenwood & David Scharfstein, 2013. "The Growth of Finance," Journal of Economic Perspectives, American Economic Association, vol. 27(2), pages 3-28, Spring.
    33. Abowd, John M. & Kramarz, Francis, 1999. "Econometric analyses of linked employer-employee data," Labour Economics, Elsevier, vol. 6(1), pages 53-74, March.
    34. Erling Barth & James Davis & Richard B. Freeman, 2018. "Augmenting the Human Capital Earnings Equation with Measures of Where People Work," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 71-97.
    35. 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.
    36. Krueger, Alan B & Summers, Lawrence H, 1988. "Efficiency Wages and the Inter-industry Wage Structure," Econometrica, Econometric Society, vol. 56(2), pages 259-293, March.
    37. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    38. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    39. William T. Dickens & Lawrence F. Katz, 1987. "Inter-Industry Wage Differences and Theories of Wage Determination," NBER Working Papers 2271, National Bureau of Economic Research, Inc.
    40. Stéphane Bonhomme & Thibaut Lamadon & Elena Manresa, 2019. "A Distributional Framework for Matched Employer Employee Data," Econometrica, Econometric Society, vol. 87(3), pages 699-739, May.
    41. Claire Célérier & Boris Vallée, 2019. "Returns to Talent and the Finance Wage Premium," Review of Financial Studies, Society for Financial Studies, vol. 32(10), pages 4005-4040.
    42. Patrick Bolton & Tano Santos & Jose A. Scheinkman, 2016. "Cream-Skimming in Financial Markets," Journal of Finance, American Finance Association, vol. 71(2), pages 709-736, April.
    43. 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.
    44. Paul Oyer, 2008. "The Making of an Investment Banker: Stock Market Shocks, Career Choice, and Lifetime Income," Journal of Finance, American Finance Association, vol. 63(6), pages 2601-2628, December.
    45. 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.
    46. Alan D. Morrison & William J. Wilhelm Jr, 2004. "Partnership Firms, Reputation, and Human Capital," American Economic Review, American Economic Association, vol. 94(5), pages 1682-1692, December.
    47. Abdur Chowdhury, 2003. "Information technology and productivity payoff in the banking industry: evidence from the emerging markets," Journal of International Development, John Wiley & Sons, Ltd., vol. 15(6), pages 693-708.
    48. Vincent Glode & Richard Lowery, 2016. "Compensating Financial Experts," Journal of Finance, American Finance Association, vol. 71(6), pages 2781-2808, December.
    49. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    50. Raghuram G. Rajan, 2006. "Has Finance Made the World Riskier?," European Financial Management, European Financial Management Association, vol. 12(4), pages 499-533, September.
    51. Luigi Zingales, 2015. "Presidential Address: Does Finance Benefit Society?," Journal of Finance, American Finance Association, vol. 70(4), pages 1327-1363, August.
    52. 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.
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    1. Taskin, Ahmet Ali & Yaman, Firat, 2023. "The effect of branching deregulation on finance wage premium," FAU Discussion Papers in Economics 08/2023, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics.

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    More about this item

    Keywords

    finance wage premium; worker-firm panels; skill-biased technological change;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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