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The Relevance of Betting Market Outcome Uncertainty: Decided Wagers and Television Viewership Loss

Author

Listed:
  • Steven Salaga
  • Brian M Mills
  • Katie M Brown

Abstract

We investigate the strength of the relationship between betting market outcome uncertainty and live television viewership through the mechanism of a decided wager. Specifically, we assess how the elimination of outcome uncertainty in the totals market (over/under) impacts viewership for NCAA football national television broadcasts. Our modeling demonstrates the timing of when the over/under is eclipsed has a statistically significant and economically relevant impact on live consumption. A one standard deviation change in the timing of totals market outcome uncertainty elimination is associated with a reduction of over 175,000 average contest viewers. We also demonstrate this effect is not being driven by games that become uncompetitive or are largely decided from a point spread perspective late in the broadcast. The results further illustrate the economically relevant impact the wagering market has on live consumption, and an additional way to operationalize uncertainty of outcome in the sports demand literature.

Suggested Citation

  • Steven Salaga & Brian M Mills & Katie M Brown, 2026. "The Relevance of Betting Market Outcome Uncertainty: Decided Wagers and Television Viewership Loss," Journal of Sports Economics, , vol. 27(2), pages 214-232, February.
    • Handle: RePEc:sae:jospec:v:27:y:2026:i:2:p:214-232
    DOI: 10.1177/15270025251404922
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    References listed on IDEAS

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    1. Salaga, Steven & Tainsky, Scott, 2015. "Betting lines and college football television ratings," Economics Letters, Elsevier, vol. 132(C), pages 112-116.
    2. Isabel Abinzano & Harold Bonilla & Luis Muga, 2025. "Suspense and Surprise: The Role of Bookmakers’ Spreads," Journal of Sports Economics, , vol. 26(3), pages 240-267, April.
    3. 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.
    4. 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.
    5. 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.
    6. Paul, Rodney J. & Weinbach, Andrew P., 2007. "The uncertainty of outcome and scoring effects on Nielsen ratings for Monday Night Football," Journal of Economics and Business, Elsevier, vol. 59(3), pages 199-211.
    7. Rodney J. Paul & Andrew P. Weinbach, 2009. "Sportsbook Behavior in the NCAA Football Betting Market: Tests of the Traditional and Levitt Models of Sportsbook Behavior," Journal of Prediction Markets, University of Buckingham Press, vol. 3(2), pages 21-37, August.
    8. Bizzozero, Paolo & Flepp, Raphael & Franck, Egon, 2016. "The importance of suspense and surprise in entertainment demand: Evidence from Wimbledon," Journal of Economic Behavior & Organization, Elsevier, vol. 130(C), pages 47-63.
    9. Jigyu Chung & Young Hoon Lee & Joon-Ho Kang, 2016. "Ex Ante and Ex Post Expectations of Outcome Uncertainty and Baseball Television Viewership," Journal of Sports Economics, , vol. 17(8), pages 790-812, December.
    10. Travis Richardson & Georgios Nalbantis & Tim Pawlowski, 2023. "Emotional Cues and the Demand for Televised Sports: Evidence from the UEFA Champions League," Journal of Sports Economics, , vol. 24(8), pages 993-1025, December.
    11. Steven Salaga & Michael Mondello & Scott Tainsky, 2022. "Determinants of consumption for regional sports network programming: an examination of inheritance effects, lead-in, lead-out, and game viewership," Sport Management Review, Taylor & Francis Journals, vol. 25(3), pages 501-521, May.
    12. Arne Feddersen & Armin Rott, 2011. "Determinants of Demand for Televised Live Football: Features of the German National Football Team," Journal of Sports Economics, , vol. 12(3), pages 352-369, June.
    13. Babatunde Buraimo & David Forrest & Ian G. McHale & J.D. Tena, 2020. "Unscripted Drama: Soccer Audience Response To Suspense, Surprise, And Shock," Economic Inquiry, Western Economic Association International, vol. 58(2), pages 881-896, April.
    14. Raul Caruso & Francesco Addesa & Marco Di Domizio, 2019. "The Determinants of the TV Demand for Soccer: Empirical Evidence on Italian Serie A for the Period 2008-2015," Journal of Sports Economics, , vol. 20(1), pages 25-49, January.
    15. Simon Rottenberg, 1956. "The Baseball Players' Labor Market," Journal of Political Economy, University of Chicago Press, vol. 64(3), pages 242-242.
    16. Peeters, Thomas, 2012. "Media revenue sharing as a coordination device in sports leagues," International Journal of Industrial Organization, Elsevier, vol. 30(2), pages 153-163.
    17. Byungju Kang & Steven Salaga & Michael Mondello, 2025. "Reassessing customer discrimination in local market National Basketball Association television viewership," Applied Economics, Taylor & Francis Journals, vol. 57(27), pages 3726-3739, June.
    18. Jason P. Berkowitz & Craig A. Depken II & Dennis P. Wilson, 2011. "When Going in Circles is Going Backward: Outcome Uncertainty in NASCAR," Journal of Sports Economics, , vol. 12(3), pages 253-283, June.
    19. Katie M. Brown & Steven Salaga, 2018. "NCAA football television viewership: Product quality and consumer preference relative to market expectations," Sport Management Review, Taylor & Francis Journals, vol. 21(4), pages 377-390, October.
    20. Steven Salaga & Alan Ostfield & Jason Winfree, 2014. "Revenue Sharing with Heterogeneous Investments in Sports Leagues: Share Media, Not Stadiums," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 45(1), pages 1-19, August.
    21. Justin Cox & Adam L. Schwartz & Bonnie F. Van Ness & Robert A. Van Ness, 2021. "The Predictive Power of College Football Spreads: Regular Season Versus Bowl Games," Journal of Sports Economics, , vol. 22(3), pages 251-273, April.
    22. Jaume Garcia & Levi Pérez & María José Suárez, 2025. "Interest in Sports and Sports Betting," Journal of Sports Economics, , vol. 26(3), pages 336-352, April.
    23. Jeffrey Ely & Alexander Frankel & Emir Kamenica, 2015. "Suspense and Surprise," Journal of Political Economy, University of Chicago Press, vol. 123(1), pages 215-260.
    24. 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.
    25. Tim Pawlowski & Georgios Nalbantis & Dennis Coates, 2018. "Perceived Game Uncertainty, Suspense And The Demand For Sport," Economic Inquiry, Western Economic Association International, vol. 56(1), pages 173-192, January.
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    JEL classification:

    • L82 - Industrial Organization - - Industry Studies: Services - - - Entertainment; Media
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism
    • Z2 - Other Special Topics - - Sports Economics

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