John M. Gandar’s research while affiliated with University of North Carolina at Charlotte and other places

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Publications (41)


Estimating the Implied Probabilities in the Tennis Betting Market: A New Normalization Procedure: Comment
  • Article

February 2023

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22 Reads

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1 Citation

International Journal of Sport Finance

Jason P. Berkowitz

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John M. Gandar

In this note, we comment on a recent paper in the journal that proposes a new normalization procedure when converting tennis betting odds to the implied probabilities of each player winning. The new procedure is especially germane for matches in which there is a heavy favorite and where there is concern that traditional conversion methods understate the true probability of the favorite winning. However, in this comment, we argue that the new adjustment, while an interesting contribution, suffers from at least three limitations that make the procedure relatively costly while not materially improving predictions of match outcomes.


Set-level Strategic and Psychological Momentum in Best-of-three-set Professional Tennis Matches

March 2022

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120 Reads

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25 Citations

Journal of Sports Economics

We provide a theoretical and empirical analysis of strategic momentum and psychological momentum in best-of-three contests between players with unequal skills. As a theoretical benchmark, we develop a fully rational model of best-of-three contests and define psychological momentum as systematic deviation from the theoretical equilibrium. An empirical analysis of 66,262 professional tennis matches from 2002 to 2020 shows that our theoretical model closely matches first set outcomes, which is when set-level psychological momentum is absent. Overall, the empirical results show that both strategic momentum and psychological momentum contribute to the outcomes of best-of-three tennis contests.


Set-level strategic and psychological momentum in best-of-five matches in professional tennis

December 2021

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68 Reads

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14 Citations

We provide a theoretical and empirical analysis of set-level strategic and psychological momentums in a sample of 8,193 ATP best-of-five-set tennis matches where players have asymmetric abilities. Theoretical predictions match observed Set 1 outcomes, the only set with no set-level psychological momentum, but do not match any other sets. We find evidence of psychological reversal: in every set following a non-tie net score, the winner of the previous set underperforms compared to theoretical predictions.


Correlation between annual number of pushes and number of half-point lines in various North American sports from 2015 to 2020
Integrity Fees in Sports Betting Markets
  • Article
  • Full-text available

January 2021

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191 Reads

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4 Citations

Eastern Economic Journal

Sports leagues have requested state legislatures to pass so-called integrity fees or taxes on the entire amount bet on their games, ostensibly to provide resources to protect against game fixing and other corrupt behavior. These fees might just augment league revenues. Integrity fees have different consequences if they are placed on a sports book’s handle or hold. We model one possible consequence of an integrity fee placed on the handle, that sports books might be motivated to avoid pushes, after which they have no hold but face a tax liability. One approach moves to half-point lines which eliminate pushes but might be second best in terms of betting market efficiency. As a case study, we describe the characteristics of recent betting lines in four North American sports. Based on predicted pushes, actual pushes, half-point lines, and the intertemporal correlation between the annual number of pushes and the annual number of half-point lines, it appears that sports books already actively set lines that avoid pushes and could easily adjust to half-point lines motivated by integrity fees.

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Market evidence against widespread point shaving in college basketball

September 2018

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36 Reads

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4 Citations

Journal of Economic Behavior & Organization

This paper proposes using market-based information to investigate the likelihood of widespread point shaving in college basketball games with strong favorites. Information embodied in pre-game money lines facilitates the calculation of the market's expectation that the game will end with a strong favorite winning but not covering the point spread, a result deemed suspicious in previous studies. Additional market-based information embodied in second-half lines reveal how the market's expectation about second-half play differs from pre-game expectations. Applying our methodology to college basketball reduces previous estimates of the percentage of games thought to be consistent with potential point shaving to insignificant levels. Our approach can apply to other sports in which strong favorites are common.




Citations (35)


... 2. Naturally, there can be psychological momentum within Set 1 at the game-or point-level. 3. Depken et al. (2021) develop an extension of this approach to the case of the best-of-five professional tennis matches. Depken et al. (2021) adjusts the theoretical model of this paper to the best-of-five contest and uses the direct approach to test for the presence of psychological momentum. ...

Reference:

Set-level Strategic and Psychological Momentum in Best-of-three-set Professional Tennis Matches
Set-Level Strategic and Psychological Momentum in Best-of-Five Matches in Professional Tennis
  • Citing Article
  • January 2021

SSRN Electronic Journal

... First, research in the shorter version of win-by-two sets tournaments in international tennis matches (both men and women between 2002 to 2020) showed that only 22,605 (34.2%) out of 66,262 games went to a third gamedeciding set thus highlighting the one-sided nature of this sport. 21 Similarly studying comeback in this sport, another study found a 18% reversal (losing the first set and then winning the next two) with no gender differences (the reversal rate among women was 14%). 22 Lastly in professional tennis, it was shown that top ranked internationally men and women players were able to mount a comeback from a one-set deficit in, 31% and 35%, respectively, while top 500 counterparts, were successful to a much lesser extent (15% and 9%, respectively) . ...

Set-level Strategic and Psychological Momentum in Best-of-three-set Professional Tennis Matches
  • Citing Article
  • March 2022

Journal of Sports Economics

... Studies indicate that win a close first set, for instance, could psychologically impact both players, often give the winner an edge in the following set. While previous research has acknowledged the importance of momentum, few models incorporate it effectively due to its complex, non-linear nature [6]. Traditional linear approaches fall short in represents such dynamics, where the associations are always monotonic rather than strictly linear. ...

Set-level strategic and psychological momentum in best-of-five matches in professional tennis
  • Citing Article
  • December 2021

... Given this history, the MLB's first response to legalized sports betting was to try and implement a 1% integrity fee (Retter, 2020). An integrity fee would be taken directly from the state's ad valorem tax on total dollars bet or the handle (Depken & Gandar, 2021). This integrity fee would then be used to monitor those involved in the league's games to ensure honesty and could generate a $2 billion windfall for the leagues (Holden & Schuster, 2019). ...

Integrity Fees in Sports Betting Markets

Eastern Economic Journal

... However, the Wimbledon is five out of three. Therefore, innovations need to be taken to make the model satisfy the actual match situation better [27]. The introduction of the concept "variation of difference in momentum" (∆ṁ) provides a novel perspective on analyzing player performance dynamics. ...

Strategic and Psychological Momentum in Professional Tennis
  • Citing Article
  • January 2020

SSRN Electronic Journal

... Gregory (2018) systematically develops both a theoretical model and empirical support for the game management hypothesis. Berkowitz, Depken, and Gandar (2018b) isolate teams having large halftime leads and utilizing second half betting lines arrive at a similar conclusion. ...

Market evidence against widespread point shaving in college basketball
  • Citing Article
  • September 2018

Journal of Economic Behavior & Organization

... However, this conclusion is disputed by Diemer (2012) who argues that if corruption were prevalent then we would expect to see a larger percentage of bets placed on favorites (with each bet having a lower dollar value) and a smaller percentage on underdogs (with each bet having a higher dollar value), yet this is not what Paul and Weinbach (2011) report. Berkowitz, Depken, and Gandar (2018a) express that while the tendency of heavy favorites to win but not cover is indisputable, it may not be significant enough to produce a profitable betting rule. They set out to determine whether a gambler could exploit this trend via in-game parlays (taking the underdog in the point spread market and the favorite in the money line market) and find that strategy returns are not significantly greater than zero. ...

Exploiting the “Win But Does Not Cover” Phenomenon in College Basketball
  • Citing Article
  • February 2018

Financial Review

... Among the multiple strategies adopted to predict winning percentages (e.g. Leung and Joseph, 2014;Rascher, 1999;Scully, 1974;Wiseman and Chatterjee, 2003), we employed money lines from the betting market to forecast teams' likelihood of winning, as done in previous research (Berkowitz et al., 2018;Coates and Humphreys, 2012;Coates et al., 2014), because money lines are a reliable predictor of outcomes, with sportsbook makers gathering team-related information using computer algorithms (Appelbaum, 2021). ...

The Conversion of Money Lines Into Win Probabilities: Reconciliations and Simplifications
  • Citing Article
  • March 2017

Journal of Sports Economics

... To obtain odd-implied winning probabilities for home and away teams, I transform the home and away odds and from the betting exchange and the bookmaker market separately using basic normalization (Strumbelj 2014, Berkowitz et al. 2015: ...

Estimating Subjective Win Probabilities from Money Lines
  • Citing Article
  • January 2015

SSRN Electronic Journal

... In the moral risk literature, emphasis tends to be on the phenomenon of moral hazard, or on how people who feel protected against negative costs of their actions, tend to take higher risk than they otherwise would have done, due to the perception that they will not have to bear the burden if things go wrong. Moral hazard occurs when an insurance customer takes a higher risk with his or her properties, based on the knowledge that if things go wrong, the insurance company will pay the cost (Aron-Dine, Einav, Finkelstein, & Cullen, 2015;Parsons, 2003;Sealey, Gandar, & Mazumdar, 2016). In the classical sense, moral hazard in insurance refers to "(t)he possibility that the policyholder, knowing that he is insured, will change his behavior in a way that produces undesirable outcomes: in particular, he may become more careless" (Parsons, 2003, p. 448). ...

Guaranty Funds and Moral Hazard in the Insurance Industry: A Theoretical Perspective
  • Citing Chapter
  • May 2016