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Non-transitive patterns in sports match outcomes: a profitable anomaly

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  • Jan C. van Ours

    (Erasmus School of Economics
    Tinbergen Institute
    Erasmus Center for Applied Sports Economics
    CEPR)

Abstract

Sports betting markets share similarities with traditional financial markets. However, they are more accessible for empirical research thanks to availability of high-quality data. As a result, they often serve as a field laboratory for studying financial markets. This study examines 25 seasons of English Premier League matches, revealing consistent nontransitive patterns in match outcomes among various triads (groups of three clubs). These empirical findings are difficult to rationalize and represent a notable anomaly. Bookmakers ignore the non-transitive patterns when setting odds. Faced with a trade-off between efficiency using historical information and maintaining consistency when setting their odds, they prioritize consistency.

Suggested Citation

  • Jan C. van Ours, 2025. "Non-transitive patterns in sports match outcomes: a profitable anomaly," Empirical Economics, Springer, vol. 69(6), pages 4057-4087, December.
  • Handle: RePEc:spr:empeco:v:69:y:2025:i:6:d:10.1007_s00181-025-02838-6
    DOI: 10.1007/s00181-025-02838-6
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    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles
    • Z20 - Other Special Topics - - Sports Economics - - - General

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