How the model works

A transparent view of our data pipeline, signal weighting and verified performance.

Live modelUpdated 6 min ago
Verified 30-day accuracy80.4%+3.2%
3,280Predictions evaluated
0.91Calibration score

Prediction pipeline

v4.8
1

Collect

Fixtures, team form, lineups and event data

2

Normalise

Clean and align inputs across competitions

3

Model

Ensemble probability and scenario simulation

4

Review

Automated checks plus expert oversight

Current factor weights
Chance quality92%
Team strength84%
Squad availability76%
Schedule context68%
Venue effect61%
Performance by league
LeaguePredictionsAccuracy
Premier League74282.1%
La Liga68180.7%
Serie A65479.8%
Bundesliga60881.3%
Ligue 159578.9%

Responsible prediction

No model can guarantee an outcome. Confidence measures signal strength, not certainty, and every published result remains in our historical record.

Learn more