Do Betting Markets Sense a Goal Coming? Evidence From the German Bundesliga

We investigate whether betting markets anticipate news by analyzing bookmaker odds and betting stakes before the first goal in football matches. Using high-resolution (1 Hz) data from a European bookmaker covering one season of Germany’s top league, we apply regression and state-space models to examine odds and stakes movement before the first goal—a key event influencing match outcomes. Results show that both bookmakers and bettors significantly adjust their behavior in response to match dynamics but do not anticipate goals. This absence of predictive adjustment is consistent with semi-strong form efficiency in the pregoal period, in the sense that odds and stakes do not move beyond what can be explained by publicly observable match dynamics.

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Publication Details

Journal
International Journal of Sport Finance
Published
2026-07-17
DOI
https://doi.org/10.1177/15586235261463775
Primary Topic
Sports Analytics and Performance
Type
article
Field-Weighted Citation Impact
0.00

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article

Do Betting Markets Sense a Goal Coming? Evidence From the German Bundesliga

David Winkelmann, Christian Deutscher
International Journal of Sport Finance
Sports Analytics and Performance
article

Do Betting Markets Sense a Goal Coming? Evidence From the German Bundesliga

David Winkelmann, Christian Deutscher
article en

Abstract

We investigate whether betting markets anticipate news by analyzing bookmaker odds and betting stakes before the first goal in football matches. Using high-resolution (1 Hz) data from a European bookmaker covering one season of Germany’s top league, we apply regression and state-space models to examine odds and stakes movement before the first goal—a key event influencing match outcomes. Results show that both bookmakers and bettors significantly adjust their behavior in response to match dynamics but do not anticipate goals. This absence of predictive adjustment is consistent with semi-strong form efficiency in the pregoal period, in the sense that odds and stakes do not move beyond what can be explained by publicly observable match dynamics.

International Journal of Sport Finance
University of Vienna (AT), Bielefeld University (DE)
Deutsche Forschungsgemeinschaft
Openalex Percentile: Top 99%
Sports Analytics and Performance
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Do Betting Markets Sense a Goal Coming? Evidence From the German Bundesliga — David Winkelmann, Christian Deutscher · International Journal of Sport Finance (2026) | TGRS Research Map | TGRS