All Sports Performance
CH

CHAMPIONS-LEAGUE

soccer • Performance Deep Dive

Games Historic Upcoming Players Injuries
Accuracy
57.3%

Out-of-sample

AUC-ROC
0.571

Discrimination score

Log Loss
0.7065

Lower is better

Brier Score
0.2509

Probability calibration

113 validation folds

Fold-by-Fold Metrics

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Unlock fold-level charts to identify training stability.

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Betting Simulation

Tipper+
Recommendation ROI
Recommendation Win Rate
Universe ROI
Universe Win Rate

Tipper membership required

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Model: LightGBMModel
Calibration: platt
Accuracy
47.6%

Out-of-sample

AUC-ROC
0.547

Discrimination score

Log Loss
1.0334

Lower is better

Brier Score
N/A (multiclass)

Probability calibration

137 validation folds

Fold-by-Fold Metrics

Tipper+ required

Tipper membership required

Unlock fold-level charts to identify training stability.

Become a Tipper

Betting Simulation

Tipper+
Recommendation ROI
Recommendation Win Rate
Universe ROI
Universe Win Rate

Tipper membership required

Become a Tipper
Model: LightGBMModel
Calibration: none (multiclass)