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Beyond crowd judgments: Data-driven estimation of market value in association football

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  • Müller, Oliver
  • Simons, Alexander
  • Weinmann, Markus

Abstract

Association football is a popular sport, but it is also a big business. From a managerial perspective, the most important decisions that team managers make concern player transfers, so issues related to player valuation, especially the determination of transfer fees and market values, are of major concern. Market values can be understood as estimates of transfer fees—that is, prices that could be paid for a player on the football market—so they play an important role in transfer negotiations. These values have traditionally been estimated by football experts, but crowdsourcing has emerged as an increasingly popular approach to estimating market value. While researchers have found high correlations between crowdsourced market values and actual transfer fees, the process behind crowd judgments is not transparent, crowd estimates are not replicable, and they are updated infrequently because they require the participation of many users. Data analytics may thus provide a sound alternative or a complementary approach to crowd-based estimations of market value. Based on a unique data set that is comprised of 4217 players from the top five European leagues and a period of six playing seasons, we estimate players’ market values using multilevel regression analysis. The regression results suggest that data-driven estimates of market value can overcome several of the crowd's practical limitations while producing comparably accurate numbers. Our results have important implications for football managers and scouts, as data analytics facilitates precise, objective, and reliable estimates of market value that can be updated at any time.

Suggested Citation

  • Müller, Oliver & Simons, Alexander & Weinmann, Markus, 2017. "Beyond crowd judgments: Data-driven estimation of market value in association football," European Journal of Operational Research, Elsevier, vol. 263(2), pages 611-624.
    • Handle: RePEc:eee:ejores:v:263:y:2017:i:2:p:611-624
    DOI: 10.1016/j.ejor.2017.05.005
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    References listed on IDEAS

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    1. Alan Speight & Dennis Thomas, 1997. "Football league transfers: a comparison of negotiated fees with arbitration settlements," Applied Economics Letters, Taylor & Francis Journals, vol. 4(1), pages 41-44.
    2. Alex Bryson & Bernd Frick & Rob Simmons, 2013. "The Returns to Scarce Talent," Journal of Sports Economics, , vol. 14(6), pages 606-628, December.
    3. 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.
    4. Eli Amir & Gilad Livne, 2005. "Accounting, Valuation and Duration of Football Player Contracts," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(3‐4), pages 549-586, April.
    5. Adler, Moshe, 1985. "Stardom and Talent," American Economic Review, American Economic Association, vol. 75(1), pages 208-212, March.
    6. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    7. Bill Gerrard & Steve Dobson, 2000. "Testing for monopoly rents in the market for playing talent – Evidence from English professional football," Journal of Economic Studies, Emerald Group Publishing, vol. 27(3), pages 142-164, September.
    8. Hans van Ophem & Jeroen Ruijg, 2014. "Determinants of football transfers," UvA-Econometrics Working Papers 14-01, Universiteit van Amsterdam, Dept. of Econometrics.
    9. Leif Brandes & Egon Franck & Stephan Nuesch, 2006. "Local Heroes and Superstars - An Empirical Analysis of Star Attraction in German Soccer," Working Papers 0046, University of Zurich, Institute for Strategy and Business Economics (ISU), revised 2007.
    10. Kiefer, Stephanie, 2012. "The impact of the Euro 2012 on popularity and market value of football players," Discussion Papers of the Institute for Organisational Economics 11/2012, University of Münster, Institute for Organisational Economics.
    11. Stephen Dobson & Bill Gerrard & Simon Howe, 2000. "The determination of transfer fees in English nonleague football," Applied Economics, Taylor & Francis Journals, vol. 32(9), pages 1145-1152.
    12. Tim Pawlowski & Christoph Breuer & Arnd Hovemann, 2010. "Top Clubs’ Performance and the Competitive Situation in European Domestic Football Competitions," Journal of Sports Economics, , vol. 11(2), pages 186-202, April.
    13. Egon Franck & Stephan Nuesch, 2011. "The effect of wage dispersion on team outcome and the way team outcome is produced," Applied Economics, Taylor & Francis Journals, vol. 43(23), pages 3037-3049.
    14. Pedro Garcia-del-Barrio & Francesc Pujol, 2007. "Hidden monopsony rents in winner-take-all markets-sport and economic contribution of Spanish soccer players," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 57-70.
    15. 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.
    16. 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.
    17. Simon Medcalfe, 2008. "English league transfer prices: is there a racial dimension? A re-examination with new data," Applied Economics Letters, Taylor & Francis Journals, vol. 15(11), pages 865-867.
    18. Leif Brandes & Egon Franck & Stephan Nüesch, 2008. "Local Heroes and Superstars," Journal of Sports Economics, , vol. 9(3), pages 266-286, June.
    19. Barry Reilly & Robert Witt, 1995. "English league transfer prices: is there a racial dimension?," Applied Economics Letters, Taylor & Francis Journals, vol. 2(7), pages 220-222.
    20. Carmichael, Fiona & Forrest, David & Simmons, Robert, 1999. "The Labour Market in Association Football: Who Gets Transferred and For How Much?," Bulletin of Economic Research, Wiley Blackwell, vol. 51(2), pages 125-150, April.
    21. Claudio Lucifora & Rob Simmons, 2003. "Superstar Effects in Sport," Journal of Sports Economics, , vol. 4(1), pages 35-55, February.
    22. Herm, Steffen & Callsen-Bracker, Hans-Markus & Kreis, Henning, 2014. "When the crowd evaluates soccer players’ market values: Accuracy and evaluation attributes of an online community," Sport Management Review, Elsevier, vol. 17(4), pages 484-492.
    23. 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.
    24. Steffen Herm & Hans-Markus Callsen-Bracker & Henning Kreis, 2014. "When the crowd evaluates soccer players’ market values: Accuracy and evaluation attributes of an online community," Sport Management Review, Taylor & Francis Journals, vol. 17(4), pages 484-492, October.
    25. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    26. Tim R. L. Fry & Guillaume Galanos & Alberto Posso, 2014. "Let's Get Messi? Top-Scorer Productivity in the European Champions League," Scottish Journal of Political Economy, Scottish Economic Society, vol. 61(3), pages 261-279, July.
    27. Brandes, Leif & Franck, Egon, 2012. "Social preferences or personal career concerns? Field evidence on positive and negative reciprocity in the workplace," Journal of Economic Psychology, Elsevier, vol. 33(5), pages 925-939.
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