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What makes you ‘super-rich’? New evidence from an analysis of football players’ wages

Author

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  • Vincenzo Carrieri
  • Francesco Principe
  • Michele Raitano

Abstract

This article investigates the influence of performance, popularity, and bargaining power on ‘super-earnings’ using a unique panel dataset of Italian football players built on various sources of data. Using OLS, Panel, and Unconditional Quantile regression techniques, we find that detailed measures of these factors are all significantly associated with higher wages. Popularity dominates all the other factors at the right tail of earnings distribution, and the agent’s power contributes mostly to allocate players in richer teams. These new findings challenge the interpretations of super-earnings based only on very talented workers who ‘win and take all’.

Suggested Citation

  • Vincenzo Carrieri & Francesco Principe & Michele Raitano, 2018. "What makes you ‘super-rich’? New evidence from an analysis of football players’ wages," Oxford Economic Papers, Oxford University Press, vol. 70(4), pages 950-973.
    • Handle: RePEc:oup:oxecpp:v:70:y:2018:i:4:p:950-973.
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    as
    1. Facundo Alvaredo & Anthony Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1% in International and Historical Perspective," Post-Print halshs-00847231, HAL.
    2. Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2011. "Top Incomes in the Long Run of History," Journal of Economic Literature, American Economic Association, vol. 49(1), pages 3-71, March.
    3. Alex Bryson & Bernd Frick & Rob Simmons, 2013. "The Returns to Scarce Talent," Journal of Sports Economics, , vol. 14(6), pages 606-628, December.
    4. Tito Boeri & Battista Severgnini, 2014. "The decline of professional football in Italy," Chapters, in: John Goddard & Peter Sloane (ed.), Handbook on the Economics of Professional Football, chapter 19, pages 322-335, Edward Elgar Publishing.
    5. Rosen, Sherwin & Sanderson, Allen, 2001. "Labour Markets in Professional Sports," Economic Journal, Royal Economic Society, vol. 111(469), pages 47-68, February.
    6. Egon Franck & Stephan Nüesch, 2012. "Talent And/Or Popularity: What Does It Take To Be A Superstar?," Economic Inquiry, Western Economic Association International, vol. 50(1), pages 202-216, January.
    7. Joseph Price & Justin Wolfers, 2010. "Racial Discrimination Among NBA Referees," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1859-1887.
    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. Adler, Moshe, 1985. "Stardom and Talent," American Economic Review, American Economic Association, vol. 75(1), pages 208-212, March.
    10. Alan B. Krueger, 2005. "The Economics of Real Superstars: The Market for Rock Concerts in the Material World," Journal of Labor Economics, University of Chicago Press, vol. 23(1), pages 1-30, January.
    11. Andrew M. Jones & James Lomas & Nigel Rice, 2015. "Healthcare Cost Regressions: Going Beyond the Mean to Estimate the Full Distribution," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1192-1212, September.
    12. Christian Deutscher & Arne Büschemann, 2016. "Does Performance Consistency Pay Off Financially for Players? Evidence From the Bundesliga," Journal of Sports Economics, , vol. 17(1), pages 27-43, January.
    13. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, June.
    14. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    15. Edoardo Gallo & Thomas Grund & J. James Reade, 2013. "Punishing the Foreigner: Implicit Discrimination in the Premier League Based on Oppositional Identity," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(1), pages 136-156, February.
    16. Lucian Arye Bebchuk & Jesse M. Fried, 2003. "Executive Compensation as an Agency Problem," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 71-92, Summer.
    17. 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.
    18. Julianne Treme & Samuel K. Allen, 2009. "Widely Received: Payoffs to Player Attributes in the NFL," Economics Bulletin, AccessEcon, vol. 29(3), pages 1631-1643.
    19. Erik E. Lehmann & Günther G. Schulze, 2007. "What does it take to be a star? The role of performance and the media for German soccer players," Discussion Paper Series 1, Department of International Economic Policy, University of Freiburg, revised Mar 2008.
    20. Benno Torgler & Sascha Schmidt, 2007. "What shapes player performance in soccer? Empirical findings from a panel analysis," Applied Economics, Taylor & Francis Journals, vol. 39(18), pages 2355-2369.
    21. Leif Brandes & Egon Franck & Stephan Nüesch, 2008. "Local Heroes and Superstars," Journal of Sports Economics, , vol. 9(3), pages 266-286, June.
    22. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    23. Claudio Lucifora & Rob Simmons, 2003. "Superstar Effects in Sport," Journal of Sports Economics, , vol. 4(1), pages 35-55, February.
    24. Alex Dickson & Colin Jennings & Gary Koop, 2016. "Domestic Violence and Football in Glasgow: Are Reference Points Relevant?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(1), pages 1-21, February.
    25. repec:hal:pseose:halshs-00847231 is not listed on IDEAS
    26. Facundo Alvaredo & Anthony B. Atkinson & Thomas Piketty & Emmanuel Saez, 2013. "The Top 1 Percent in International and Historical Perspective," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 3-20, Summer.
    27. Christian Deutscher & Oliver Gürtler & Joachim Prinz & Daniel Weimar, 2017. "The Payoff To Consistency In Performance," Economic Inquiry, Western Economic Association International, vol. 55(2), pages 1091-1103, April.
    28. Bernd Frick, 2007. "The Football Players' Labor Market: Empirical Evidence From The Major European Leagues," Scottish Journal of Political Economy, Scottish Economic Society, vol. 54(3), pages 422-446, July.
    29. Bebchuk, Lucian A. & Fried, Jesse M., 2003. "Executive Compensation as an Agency Problem," Berkeley Olin Program in Law & Economics, Working Paper Series qt81q3136r, Berkeley Olin Program in Law & Economics.
    30. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    31. Lawrence M. Kahn, 2000. "The Sports Business as a Labor Market Laboratory," Journal of Economic Perspectives, American Economic Association, vol. 14(3), pages 75-94, Summer.
    32. Charles J. Mullin & Lucia F. Dunn, 2002. "Using Baseball Card Prices to Measure Star Quality and Monopsony," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 620-632, October.
    33. Babatunde Buraimo & Bernd Frick & Michael Hickfang & Rob Simmons, 2015. "The Economics of Long-term Contracts in the Footballers' Labour Market," Scottish Journal of Political Economy, Scottish Economic Society, vol. 62(1), pages 8-24, February.
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    Cited by:

    1. Rachel Scarfe & Carl Singleton & Adesola Sunmoni & Paul Telemo, 2024. "The age‐wage‐productivity puzzle: Evidence from the careers of top earners," Economic Inquiry, Western Economic Association International, vol. 62(2), pages 584-606, April.
    2. Anil Özdemir & Helmut Dietl & Giambattista Rossi & Rob Simmons, 2022. "Are workers rewarded for inconsistent performance?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 61(2), pages 137-151, April.
    3. Rachel Scarfe & Carl Singleton & Paul Telemo, 2021. "Extreme Wages, Performance, and Superstars in a Market for Footballers," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 60(1), pages 84-118, January.
    4. Fabienne Jedelhauser & Raphael Flepp & Egon Franck, 2023. "Overshadowed by Popularity: The Value of Second-Tier Stars in European Football," Journal of Sports Economics, , vol. 24(8), pages 1026-1054, December.
    5. Karol Kempa, 2022. "Task-specific human capital and returns to specialization: evidence from association football [All about balance? A test of the jack-of-all-trades theory using military enlistment data]," Oxford Economic Papers, Oxford University Press, vol. 74(1), pages 136-154.
    6. Anil Özdemir & Helmut Dietl & Giambattista Rossi & Robert Simmons, 2020. "Are Workers Rewarded for Inconsistent Performance?," Working Papers 386, University of Zurich, Department of Business Administration (IBW).

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    More about this item

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • 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
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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