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Estimation of game-level attendance in major league soccer: Outcome uncertainty and absolute quality considerations

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  • Hojun Sung
  • Brian M. Mills

Abstract

•We find substantial interest in both home and visiting team quality.•We find evidence contrary to predictions of the uncertainty of outcome hypothesis.•MLS encouragement of higher absolute quality may be a useful strategy in growing attendance.•Highlighting high quality visitors may be a fruitful strategy for home team marketers.Despite its continued growth, there are doubts about the sustainability of demand for Major League Soccer, which has a strong focus on superstar externalities through its designated player rules. Yet there is relatively limited research directly focusing on classical determinants of demand for league attendance. The authors set out to establish an estimate of the relative importance of relative quality – outcome uncertainty – and absolute quality in game attendance. They find that fans behave in ways more consistent with the loss aversion hypothesis than the uncertainty of outcome hypothesis, with considerable interest in both home and away team absolute quality.

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  • Hojun Sung & Brian M. Mills, 2018. "Estimation of game-level attendance in major league soccer: Outcome uncertainty and absolute quality considerations," Sport Management Review, Taylor & Francis Journals, vol. 21(5), pages 519-532, December.
  • Handle: RePEc:taf:rsmrxx:v:21:y:2018:i:5:p:519-532
    DOI: 10.1016/j.smr.2017.12.002
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    as
    1. 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.
    2. Jeffery Borland, 2003. "Demand for Sport," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 19(4), pages 478-502, Winter.
    3. Rodney Fort, 2000. "European and North American Sports Differences(?)," Scottish Journal of Political Economy, Scottish Economic Society, vol. 47(4), pages 431-455, September.
    4. Simon Rottenberg, 1956. "The Baseball Players' Labor Market," Journal of Political Economy, University of Chicago Press, vol. 64(3), pages 242-242.
    5. 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.
    6. 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.
    7. Brian Mills & Rodney Fort, 2014. "League-Level Attendance And Outcome Uncertainty In U.S. Pro Sports Leagues," Economic Inquiry, Western Economic Association International, vol. 52(1), pages 205-218, January.
    8. Sung, Hojun & Mills, Brian M. & Tainsky, Scott, 2017. "From schadenfreude to mitfreude? Estimating viewership loss and rivalrous relationships in otherwise neutral markets," Sport Management Review, Elsevier, vol. 20(2), pages 159-169.
    9. McDonald, Mark & Rascher, Daniel, 2000. "Does Bat Day Make Cents? The Effect of Promotions on the Demand for Major League Baseball," MPRA Paper 25739, University Library of Munich, Germany.
    10. John J. Binder & Murray Findlay, 2012. "The Effects of the Bosman Ruling on National and Club Teams in Europe," Journal of Sports Economics, , vol. 13(2), pages 107-129, April.
    11. Kevin Mongeon & Jason Winfree, 2012. "Comparison of television and gate demand in the National Basketball Association," Sport Management Review, Taylor & Francis Journals, vol. 15(1), pages 72-79, January.
    12. Thomas Peeters & Stefan Szymanski, 2014. "Financial fair play in European football [v. National Football League, 560 (The Supreme Court May 24, 2010)]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 29(78), pages 343-390.
    13. Peeters, Thomas, 2018. "Testing the Wisdom of Crowds in the field: Transfermarkt valuations and international soccer results," International Journal of Forecasting, Elsevier, vol. 34(1), pages 17-29.
    14. David Forrest & Rob Simmons & Stefan Szymanski, 2010. "Broadcasting, Attendance and the Inefficiency of Cartels," Palgrave Macmillan Books, in: Football Economics and Policy, chapter 5, pages 112-135, Palgrave Macmillan.
    15. Roberto Gásquez & Vicente Royuela, 2016. "The Determinants of International Football Success: A Panel Data Analysis of the Elo Rating," Social Science Quarterly, Southwestern Social Science Association, vol. 97(2), pages 125-141, June.
    16. Claudio Lucifora & Rob Simmons, 2003. "Superstar Effects in Sport," Journal of Sports Economics, , vol. 4(1), pages 35-55, February.
    17. 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.
    18. Dennis Coates & Bernd Frick & Todd Jewell, 2016. "Superstar Salaries and Soccer Success," Journal of Sports Economics, , vol. 17(7), pages 716-735, October.
    19. R. Todd Jewell, 2017. "The Effect of Marquee Players on Sports Demand," Journal of Sports Economics, , vol. 18(3), pages 239-252, April.
    20. 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.
    21. Stefan Szymanski, 2010. "The Economic Design of Sporting Contests," Palgrave Macmillan Books, in: The Comparative Economics of Sport, chapter 1, pages 1-78, Palgrave Macmillan.
    22. 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.
    23. R. Todd Jewell & David J. Molina, 2005. "An Evaluation of the Relationship Between Hispanics and Major League Soccer," Journal of Sports Economics, , vol. 6(2), pages 160-177, May.
    24. 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.
    25. David J. Berri & Martin B. Schmidt, 2006. "On the Road With the National Basketball Association's Superstar Externality," Journal of Sports Economics, , vol. 7(4), pages 347-358, November.
    26. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    27. 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.
    28. 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.
    29. Rodney Paul & Andrew Weinbach, 2013. "Uncertainty Of Outcome And Television Ratings For The Nhl And Mls," Journal of Prediction Markets, University of Buckingham Press, vol. 7(1), pages 53-65.
    30. Hvattum, Lars Magnus & Arntzen, Halvard, 2010. "Using ELO ratings for match result prediction in association football," International Journal of Forecasting, Elsevier, vol. 26(3), pages 460-470, July.
    31. Hausman, Jerry A & Leonard, Gregory K, 1997. "Superstars in the National Basketball Association: Economic Value and Policy," Journal of Labor Economics, University of Chicago Press, vol. 15(4), pages 586-624, October.
    32. Daniel Kahneman & Dan Lovallo, 1993. "Timid Choices and Bold Forecasts: A Cognitive Perspective on Risk Taking," Management Science, INFORMS, vol. 39(1), pages 17-31, January.
    33. Rodney J. Paul, 2003. "Variations in NHL Attendance: The Impact of Violence, Scoring, and Regional Rivalries," American Journal of Economics and Sociology, Wiley Blackwell, vol. 62(2), pages 345-364, April.
    34. Stefan Kesenne, 2015. "The Single Entity Status of a Sports League," Journal of Sports Economics, , vol. 16(8), pages 811-818, December.
    35. repec:bla:scotjp:v:47:y:2000:i:4:p:431-55 is not listed on IDEAS
    36. 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.
    37. Daniel, Rascher, 1999. "A Test of the Optimal Positive Production Network Externality in Major League Baseball," MPRA Paper 25832, University Library of Munich, Germany.
    38. 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.
    39. McGinnis, Lee Phillip & Gentry, James W., 2009. "Underdog consumption: An exploration into meanings and motives," Journal of Business Research, Elsevier, vol. 62(2), pages 191-199, February.
    40. Young Lee & Rodney Fort, 2008. "Attendance and the Uncertainty-of-Outcome Hypothesis in Baseball," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 33(4), pages 281-295, December.
    41. John Twomey & James Monks, 2011. "Monopsony and Salary Suppression: The Case of Major League Soccer in the United States," The American Economist, Sage Publications, vol. 56(1), pages 20-28, May.
    42. 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.
    43. Ralf Dewenter & Julian Emami Namini, 2013. "How to Make Soccer More Attractive? Rewards for a Victory, the Teams' Offensiveness, and the Home Bias," Journal of Sports Economics, , vol. 14(1), pages 65-86, February.
    44. 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.
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