Football AI Beta - Research Preview - Statistical analyses are continuously improving.

Transparency dashboard

Performance

Historical backtesting, live lifecycle tracking, and settled public predictions are deliberately separate layers.

Datasets

4

Historical fixtures

841

Eligible predictions

721

Draw recall

Known limitation

Mean 1X2

50.645%

Balanced accuracy

41.3925%

Brier score

0.6113

Log loss

1.021

Historical backtesting

Four complete datasets. Historical evidence only, not live performance.

1X2 accuracy range

47% - 57%

Mean marker shown within the observed dataset range.

Mean balanced accuracy41%

Draw selection

Not promoted

V1 draw handling is weak, so draw picks are treated as a known limitation.

Dataset comparison

Detailed responsive table plus visual cards for all registered datasets.

Scottish Premiership 2024/2025

228 fixtures · 198 eligible

1X250%
Balanced38%
Over 1.579%

Scottish Premiership 2025/2026

228 fixtures · 198 eligible

1X257%
Balanced46%
Over 1.577%

Danish Superliga 2024/2025

193 fixtures · 163 eligible

1X247%
Balanced39%
Over 1.582%

Danish Superliga 2025/2026

192 fixtures · 162 eligible

1X249%
Balanced42%
Over 1.581%
DatasetFixturesEligible1X2BalancedBrierLog lossO1.5O2.5BTTSDraw recall
Scottish Premiership 2024/202522819850%38.25%0.5957711.00471178.79%54.55%55.05%0%
Scottish Premiership 2025/202622819856.57%46.04%0.5909540.99049377.27%51.01%51.52%0%
Danish Superliga 2024/202519316347.24%39.38%0.620191.02881182.21%62.58%65.03%0%
Danish Superliga 2025/202619216248.77%41.9%0.6383841.06001681.48%61.73%59.26%0%

Live lifecycle tracking

Current fixture workflow only. These counts stay separate from historical backtesting and settled accuracy.

Lifecycle counts

Imported: 253AI review: 172Approved: 0Public: 21

Imported fixtures

253

Stored locally from supported leagues.

AI review queue

172

Reports waiting for validation.

Public analyses

21

Visible only after quality checks pass.

Settled records

Pending results

Measured after public matches finish.

Settled public predictions

This section starts only after a public prediction reaches full-time and can be checked against final results.

Awaiting completed public matches

No public prediction has reached settlement yet. Accuracy will appear only after real completed records exist.

Model experiment history

Analysis Engine V1

Baseline

Used for historical demonstration and internal tracking.

Analysis Engine V2

Rejected experiment

Not promoted after holdout and calibration review.

ML Baseline V1

Inconclusive

Useful research signal, not product-ready.

Public readiness

Research/development

Statistical estimates only, no profit claims.