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Do Soccer Associations Really Spend on a Good Thing? Empirical Evidence on Heterogeneity in the Consumer Response to Match Uncertainty of Outcome

Author

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  • Men-Andri Benz
  • Leif Brandes
  • Egon Franck

    () (Institute for Strategy and Business Economics, University of Zurich
    Institute for Strategy and Business Economics, University of Zurich
    Institute for Strategy and Business Economics, University of Zurich)

Abstract

The purpose of this study is to analyze whether previous results describing the effect of uncertainty of outcome on match attendance in team sports have been driven by heterogeneity in fan demand. We apply censored quantile regression methods and place particular emphasis on the relationship between match uncertainty and attendance demand, as previous results are highly ambiguous. This is the more surprising as each season association and league officials continue to spend millions on enhancing this uncertainty. We also control for season ticket holders, who are unlikely to be influenced by match specificities. Based on data from German soccer, our results indicate that fan demand shows heterogeneity across quantiles and that increasing match uncertainty of outcome exclusively benefits teams who already face strong attendance demand.

Suggested Citation

  • Men-Andri Benz & Leif Brandes & Egon Franck, 2006. "Do Soccer Associations Really Spend on a Good Thing? Empirical Evidence on Heterogeneity in the Consumer Response to Match Uncertainty of Outcome," Working Papers 0009, University of Zurich, Center for Research in Sports Administration (CRSA), revised 2008.
  • Handle: RePEc:rsd:wpaper:0009
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    References listed on IDEAS

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    1. repec:lan:wpaper:3983 is not listed on IDEAS
    2. Jeffery Borland, 2003. "Demand for Sport," Oxford Review of Economic Policy, Oxford University Press, vol. 19(4), pages 478-502, Winter.
    3. Helmut M. Dietl & Egon Franck, 2007. "Governance Failure and Financial Crisis in German Football," Journal of Sports Economics, , vol. 8(6), pages 662-669, December.
    4. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    5. Simon Rottenberg, 1956. "The Baseball Players' Labor Market," Journal of Political Economy, University of Chicago Press, vol. 64, pages 242-242.
    6. repec:lan:wpaper:3698 is not listed on IDEAS
    7. Allen R. Sanderson & John J. Siegfried, 2006. "Simon Rottenberg and Baseball, Then and Now: A Fiftieth Anniversary Retrospective," Journal of Political Economy, University of Chicago Press, vol. 114(3), pages 594-623, June.
    8. Allen R. Sanderson & John J. Siegfried, 2006. "Simon Rottenberg and Baseball, Then and Now: A 50th Anniversary Retrospective," Vanderbilt University Department of Economics Working Papers 0606, Vanderbilt University Department of Economics.
    9. Daniel R. Marburger, 1997. "Gate Revenue Sharing And Luxury Taxes In Professional Sports," Contemporary Economic Policy, Western Economic Association International, vol. 15(2), pages 114-123, April.
    10. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    11. B Buraimo & R Simmons, 2006. "Market size and attendance in English Premier League football," Working Papers 574562, Lancaster University Management School, Economics Department.
    12. David Forrest & Robert Simmons & Babatunde Buraimo, 2005. "Outcome Uncertainty And The Couch Potato Audience," Scottish Journal of Political Economy, Scottish Economic Society, vol. 52(4), pages 641-661, September.
    13. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    14. Stefan Szymanski, 2003. "The Economic Design of Sporting Contests," Journal of Economic Literature, American Economic Association, vol. 41(4), pages 1137-1187, December.
    15. Georg Stadtmann & Dirk Czarnitzki, 2002. "Uncertainty of outcome versus reputation: Empirical evidence for the First German Football Division," Empirical Economics, Springer, vol. 27(1), pages 101-112.
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    Cited by:

    1. Sung, Hojun & Mills, Brian M., 2018. "Estimation of game-level attendance in major league soccer: Outcome uncertainty and absolute quality considerations," Sport Management Review, Elsevier, vol. 21(5), pages 519-532.
    2. Wen-Jhan Jane, 2014. "The Relationship Between Outcome Uncertainties and Match Attendance: New Evidence in the National Basketball Association," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 45(2), pages 177-200, September.
    3. Dennis Coates & Brad R. Humphreys & Li Zhou, 2014. "Reference-Dependent Preferences, Loss Aversion, And Live Game Attendance," Economic Inquiry, Western Economic Association International, vol. 52(3), pages 959-973, July.
    4. Lahvicka, Jiri, 2013. "Does Match Uncertainty Increase Attendance? A Non-Regression Approach," MPRA Paper 48571, University Library of Munich, Germany.
    5. Luc Arrondel & Richard Duhautois, 2019. "Are French Football Fans Sensitive to Outcome Uncertainty?," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Études Économiques (INSEE), issue 513, pages 5-26.
    6. Leif Brandes & Egon Franck & Philipp Theiler, 2013. "The group size and loyalty of football fans: a two-stage estimation procedure to compare customer potentials across teams," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 176(2), pages 347-369, February.
    7. Besters, Lucas, 2018. "Economics of professional football," Other publications TiSEM d9e6b9b7-a17b-4665-9cca-1, Tilburg University, School of Economics and Management.
    8. Schreyer, Dominik & Schmidt, Sascha L. & Torgler, Benno, 2016. "Against all odds? Exploring the role of game outcome uncertainty in season ticket holders’ stadium attendance demand," Journal of Economic Psychology, Elsevier, vol. 56(C), pages 192-217.
    9. Dominik Scheyer & Sascha L. Schmidt & Benno Torgler, 2013. "Any Given Sunday: How Season Ticket Holders' Time of Stadium Entrance Is Influenced by Outcome Uncertainty," QuBE Working Papers 024, QUT Business School.
    10. Dorian Owen, 2014. "Measurement of competitive balance and uncertainty of outcome," Chapters, in: John Goddard & Peter Sloane (ed.), Handbook on the Economics of Professional Football, chapter 3, pages 41-59, Edward Elgar Publishing.
    11. Coates, Dennis & Humphreys, Brad & Zhou, Li, 2012. "Outcome Uncertainty, Reference-Dependent Preferences and Live Game Attendance," Working Papers 2012-7, University of Alberta, Department of Economics.
    12. Pawlowski, Tim & Budzinski, Oliver, 2014. "Competitive balance and attention level effects: Theoretical considerations and preliminary evidence," Ilmenau Economics Discussion Papers 84, Ilmenau University of Technology, Institute of Economics.
    13. Dominik Schreyer & Sascha L. Schmidt & Benno Torgler, 2018. "Game Outcome Uncertainty and Television Audience Demand: New Evidence from German Football," German Economic Review, Verein für Socialpolitik, vol. 19(2), pages 140-161, May.
    14. Humphreys, Brad R. & Paul, Rodney J. & Weinbach, Andrew P., 2013. "Consumption benefits and gambling: Evidence from the NCAA basketball betting market," Journal of Economic Psychology, Elsevier, vol. 39(C), pages 376-386.
    15. Stefan Szymanski & Jason Winfree, 2018. "On The Optimal Realignment Of A Contest: The Case Of College Football," Economic Inquiry, Western Economic Association International, vol. 56(1), pages 483-496, January.
    16. Budzinski, Oliver & Pawlowski, Tim, 2014. "The behavioural economics of competitive balance: Implications for league policy and championship management," Ilmenau Economics Discussion Papers 89, Ilmenau University of Technology, Institute of Economics.
    17. Petr A. Parshakov & Kseniya O. Baydina, 2017. "Brands or Uncertainty? An Empirical Test of the Uncertainty of Outcome Hypothesis in Russian Football," HSE Working papers WP BRP 163/EC/2017, National Research University Higher School of Economics.
    18. Budzinski, Oliver & Feddersen, Arne, 2015. "Grundlagen der Sportnachfrage: Theorie und Empirie der Einflussfaktoren auf die Zuschauernachfrage," Ilmenau Economics Discussion Papers 94, Ilmenau University of Technology, Institute of Economics.
    19. Nicholas King & P. Dorian Owen & Rick Audas, 2012. "Playoff Uncertainty, Match Uncertainty and Attendance at Australian National Rugby League Matches," The Economic Record, The Economic Society of Australia, vol. 88(281), pages 262-277, June.
    20. Hauke A. Wetzel & Stefan Hattula & Maik Hammerschmidt & Harald J. Heerde, 2018. "Building and leveraging sports brands: evidence from 50 years of German professional soccer," Journal of the Academy of Marketing Science, Springer, vol. 46(4), pages 591-611, July.
    21. Lahvicka, Jiri, 2012. "Using Monte Carlo simulation to calculate match importance: the case of English Premier League," MPRA Paper 40998, University Library of Munich, Germany.
    22. Brown, Katie M. & Salaga, Steven, 2018. "NCAA football television viewership: Product quality and consumer preference relative to market expectations," Sport Management Review, Elsevier, vol. 21(4), pages 377-390.
    23. Lahvicka, Jiri, 2010. "Attendance of ice hockey matches in the Czech Extraliga," MPRA Paper 27653, University Library of Munich, Germany.

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    19. repec:lan:wpaper:3573 is not listed on IDEAS
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    More about this item

    Keywords

    heterogeneous fan demand; censored quantile regression;

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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