All Sports Performance
BU

BUNDESLIGA

soccer • Performance Deep Dive

Games Historic Upcoming Players Injuries
Accuracy
58.5%

Out-of-sample

AUC-ROC
0.582

Discrimination score

Log Loss
0.6964

Lower is better

Brier Score
0.2441

Probability calibration

147 validation folds

Fold-by-Fold Metrics

Tipper+ required

Tipper membership required

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
45.2%

Out-of-sample

AUC-ROC
0.567

Discrimination score

Log Loss
1.0524

Lower is better

Brier Score
N/A (multiclass)

Probability calibration

163 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)