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Peer-reviewed empirical · 2026

Market structure and prices in online betting markets: theory and evidence

Tadgh Hegarty, Karl Whelan · Oxford Economic Papers

Main finding

Bookmakers facing less competition set prices with a favourite–longshot bias, while the competitive market shows little of it; the model's prediction about returns on draws is also supported. Working-paper versions describe a sample of tens of thousands of matches (later drafts cite over 150,000).

Limitations

A comparison of two market types with a stylised demand model; the sample size differs between versions of the paper.

Study details

Authors
Tadgh Hegarty, Karl Whelan
Published
2026 (first online 2025)
Venue
Oxford Economic Papers 78(1), 90–113
Status
Published
Evidence type
Peer-reviewed empirical
Evidence strength
Moderate (our assessment of how much weight the finding can bear)
Sport
Association football (European leagues)
Markets
Fixed-odds match result (home, draw, away) in more and less competitive bookmaker markets
Method
A model of bookmaker pricing when bettors disagree, comparing monopoly-like and competitive market structures, tested on European football odds from two kinds of bookmaking market.
Sample
Many seasons of European football odds; the exact sample is described in the paper.
Replication
Not applicable.

Read the original

doi:10.1093/oep/gpaf023 (opens in a new tab)

Our summary is an original paraphrase for education. Verification: Bibliographic record checked against publisher, index or author listings. The 150,000-match figure appears in a 2025 working-paper draft; we could not confirm it in the published abstract. Checked 2026-10-25.

Hegarty & Whelan (2026) · Evidence Library · WCWins