Champions League Predictions Today

The Champions League is the highest-stakes club football in the world. Group stage fixtures have predictable patterns, top seeds dominate, underdogs show up in legs they must win. Knockout rounds are harder to model because small samples and one-off tactical matchups introduce variance. The model handles the small-sample problem by shrinking team form toward league average. Cross-league comparisons are normalised using our league strength coefficient. See /methodology for full detail. Today's Champions League picks and predicted scorelines are listed below.