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

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.

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Publication Details

Journal
Empirical Economics
Published
2025-10-18
DOI
https://doi.org/10.1007/s00181-025-02838-6
Citations
1
Primary Topic
Sports Analytics and Performance
Type
article
Field-Weighted Citation Impact
3.13
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article

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

Jan C. van Ours
1 citations
Empirical Economics
Sports Analytics and Performance
3.13
article

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

Jan C. van Ours
article en
1 citations

Abstract

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.

Empirical EconomicsVol. 69(6)
Tinbergen Institute (NL), Centre for Economic Policy Research (GB), Erasmus University Rotterdam (NL)
Openalex Percentile: Top 6%
Sports Analytics and Performance
3.13
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