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Outcome Uncertainty, Reference-Dependent Preferences and Live Game Attendance

Author

Listed:
  • Coates, Dennis

    (Dept of Economics, UMBC)

  • Humphreys, Brad

    (University of Alberta, Department of Economics)

  • Zhou, Li

    (University of Alberta, Department of Economics)

Abstract

We develop a consumer choice model of live attendance at a sporting event with reference-dependent preferences. The predictions of the model motivate the “uncertainty of outcome hypothesis” (UOH) as well as fan’s desire to see upsets and to simply see the home team win games, depending on the importance of the reference-dependent preferences and loss aversion. A critical review of previous empirical tests of the UOH reveals significant support for models with reference-dependent preferences, but less support for the UOH. New empirical evidence from Major League Baseball supports the loss aversion version of the model.

Suggested Citation

  • 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.
  • Handle: RePEc:ris:albaec:2012_007
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    1. Colin Camerer & Linda Babcock & George Loewenstein & Richard Thaler, 1997. "Labor Supply of New York City Cabdrivers: One Day at a Time," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 407-441.
    2. Walter C. Neale, 1964. "The Peculiar Economics of Professional Sports," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 78(1), pages 1-14.
    3. Dennis Coates, 2017. "Returns to Handedness in Professional Hockey," Sports Economics, Management, and Policy, in: Bernd Frick (ed.), Breaking the Ice, pages 41-56, Springer.
    4. Dennis Coates & Brad R. Humphreys, 2011. "Game Attendance and Competitive Balance in the National Hockey League," UMBC Economics Department Working Papers 11-130, UMBC Department of Economics.
    5. Vincent P. Crawford & Juanjuan Meng, 2011. "New York City Cab Drivers' Labor Supply Revisited: Reference-Dependent Preferences with Rational-Expectations Targets for Hours and Income," American Economic Review, American Economic Association, vol. 101(5), pages 1912-1932, August.
    6. Thierry Post & Martijn J. van den Assem & Guido Baltussen & Richard H. Thaler, 2008. "Deal or No Deal? Decision Making under Risk in a Large-Payoff Game Show," American Economic Review, American Economic Association, vol. 98(1), pages 38-71, March.
    7. Botond Kőszegi & Matthew Rabin, 2006. "A Model of Reference-Dependent Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1133-1165.
    8. Amemiya, Takeshi, 1973. "Regression Analysis when the Dependent Variable is Truncated Normal," Econometrica, Econometric Society, vol. 41(6), pages 997-1016, November.
    9. Scott Tainsky & Jason Winfree, 2010. "Short-Run Demand and Uncertainty of Outcome in Major League Baseball," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 37(3), pages 197-214, November.
    10. Simon Rottenberg, 1956. "The Baseball Players' Labor Market," Journal of Political Economy, University of Chicago Press, vol. 64(3), pages 242-242.
    11. Daniel A. Rascher & John Paul G. Solmes, 2007. "Do Fans Want Close Contests? A Test of the Uncertainty of Outcome Hypothesis in the National Basketball Association," International Journal of Sport Finance, Fitness Information Technology, vol. 2(3), pages 130-141, August.
    12. Raymond D. Sauer, 1998. "The Economics of Wagering Markets," Journal of Economic Literature, American Economic Association, vol. 36(4), pages 2021-2064, December.
    13. David Card & Gordon B. Dahl, 2011. "Family Violence and Football: The Effect of Unexpected Emotional Cues on Violent Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 103-143.
    14. Sung Il Hong & Michael Mondello & Dennis Coates, 2011. "An Examination of the Effects of the Recent Economic Crisis on Major League Baseball (MLB) Attendance Demand," Working Papers 1123, International Association of Sports Economists;North American Association of Sports Economists.
    15. Daniel, Rascher, 1999. "A Test of the Optimal Positive Production Network Externality in Major League Baseball," MPRA Paper 25832, University Library of Munich, Germany.
    16. Whitney, James D, 1988. "Winning Games versus Winning Championships: The Economics of Fan Interest and Team Performance," Economic Inquiry, Western Economic Association International, vol. 26(4), pages 703-724, October.
    17. Glenn Knowles & Keith Sherony & Mike Haupert, 1992. "The Demand for Major League Baseball: A Test of the Uncertainty of Outcome Hypothesis," The American Economist, Sage Publications, vol. 36(2), pages 72-80, October.
    18. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    19. Jeff Borland, 1987. "The Demand for Australian Rules Football," The Economic Record, The Economic Society of Australia, vol. 63(3), pages 220-230, September.
    20. P. Dorian Owen & Clayton R. Weatherston, 2004. "Uncertainty Of Outcome, Player Quality And Attendance At National Provincial Championship Rugby Union Matches: An Evaluation In Light Of The Competitions Review," Economic Papers, The Economic Society of Australia, vol. 23(4), pages 301-324, December.
    21. David Peel & Dennis Thomas, 1997. "Handicaps, outcome uncertainty and attendance demand," Applied Economics Letters, Taylor & Francis Journals, vol. 4(9), pages 567-570.
    22. Rodney Fort & James Quirk, 1995. "Cross-subsidization, Incentives, and Outcomes in Professional Team Sports Leagues," Journal of Economic Literature, American Economic Association, vol. 33(3), pages 1265-1299, September.
    23. El-Hodiri, Mohamed & Quirk, James, 1971. "An Economic Model of a Professional Sports League," Journal of Political Economy, University of Chicago Press, vol. 79(6), pages 1302-1319, Nov.-Dec..
    24. Regina Madalozzo & Rodrigo Berber Villar, 2009. "Brazilian Football," Journal of Sports Economics, , vol. 10(6), pages 639-650, December.
    25. Kodde, David A, 1986. "Uncertainty and the Demand for Education," The Review of Economics and Statistics, MIT Press, vol. 68(3), pages 460-467, August.
    26. Lintner, John, 1969. "The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets: A Reply," The Review of Economics and Statistics, MIT Press, vol. 51(2), pages 222-224, May.
    27. Daniel Kahneman & Jack L. Knetsch & Richard H. Thaler, 1991. "Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 193-206, Winter.
    28. Peel, David A & Thomas, Dennis A, 1988. "Outcome Uncertainty and the Demand for Football: An Analysis of Match Attendances in the English Football League," Scottish Journal of Political Economy, Scottish Economic Society, vol. 35(3), pages 242-249, August.
    29. Peel, David A & Thomas, Dennis A, 1992. "The Demand for Football: Some Evidence on Outcome Uncertainty," Empirical Economics, Springer, vol. 17(2), pages 323-331.
    30. P. Dorian Owen & Clayton R. Weatherston, 2004. "Uncertainty of Outcome and Super 12 Rugby Union Attendance," Journal of Sports Economics, , vol. 5(4), pages 347-370, November.
    31. James W. Meehan Jr. & Randy A. Nelson & Thomas V. Richardson, 2007. "Competitive Balance and Game Attendance in Major League Baseball," Journal of Sports Economics, , vol. 8(6), pages 563-580, December.
    32. Men‐Andri Benz & Leif Brandes & Egon Franck, 2009. "Do Soccer Associations Really Spend On A Good Thing? Empirical Evidence On Heterogeneity In The Consumer Response To Match Uncertainty Of Outcome," Contemporary Economic Policy, Western Economic Association International, vol. 27(2), pages 216-235, April.
    33. Christophe Pérignon & Jean Marc Falter & Olivier Vercruysse, 2008. "Impact of Overwhelming Joy on Consumer Demand," Post-Print hal-00461063, HAL.
    34. Robert J. Lemke & Matthew Leonard & Kelebogile Tlhokwane, 2010. "Estimating Attendance at Major League Baseball Games for the 2007 Season," Journal of Sports Economics, , vol. 11(3), pages 316-348, June.
    35. 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.
    36. Elise M. Beckman & Wenqiang Cai & Rebecca M. Esrock & Robert J. Lemke, 2012. "Explaining Game-to-Game Ticket Sales for Major League Baseball Games Over Time," Journal of Sports Economics, , vol. 13(5), pages 536-553, October.
    37. Tim Kuypers, 2000. "Information and efficiency: an empirical study of a fixed odds betting market," Applied Economics, Taylor & Francis Journals, vol. 32(11), pages 1353-1363.
    38. Borland, Jeff, 1987. "The Demand for Australian Rules Football," The Economic Record, The Economic Society of Australia, vol. 63(182), pages 220-230, September.
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    2. Seung C. Ahn & Young H. Lee, 2014. "Major League Baseball Attendance," Journal of Sports Economics, , vol. 15(5), pages 451-477, October.
    3. 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.
    4. Budzinski, Oliver, 2017. "Sind Wettbewerbe im Profisport Rattenrennen?," Ilmenau Economics Discussion Papers 104, Ilmenau University of Technology, Institute of Economics.
    5. Alexander John Bond & Francesco Addesa, 2020. "Competitive Intensity, Fans’ Expectations, and Match-Day Tickets Sold in the Italian Football Serie A, 2012-2015," Journal of Sports Economics, , vol. 21(1), pages 20-43, January.
    6. Georgios Nalbantis & Tim Pawlowski & Dennis Coates, 2017. "The Fans’ Perception of Competitive Balance and Its Impact on Willingness-to-Pay for a Single Game," Journal of Sports Economics, , vol. 18(5), pages 479-505, June.
    7. 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.
    8. András Gyimesi, 2020. "League Ranking Mobility Affects Attendance: Evidence From European Soccer Leagues," Journal of Sports Economics, , vol. 21(8), pages 808-828, December.
    9. António Miguel Martins & Susana Cró, 2018. "The Demand for Football in Portugal," Journal of Sports Economics, , vol. 19(4), pages 473-497, May.
    10. Budzinski, Oliver, 2014. "The competition economics of financial fair play," Ilmenau Economics Discussion Papers 85, Ilmenau University of Technology, Institute of Economics.
    11. Budzinski, Oliver & Kunz-Kaltenhäuser, Philipp, 2020. "Promoting or restricting competition? - The 50plus1-rule in German football," Ilmenau Economics Discussion Papers 141, Ilmenau University of Technology, Institute of Economics.

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    More about this item

    Keywords

    uncertainty of outcome hypothesis; attendance demand; prospect theory;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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