Trust and transparency

Prediction methodology

How we produce estimates and their limitations

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Data sources

We consolidate fixtures, leagues and historical stats into a normalized database and refresh them through backend schedulers.

Models and calibration

Probabilities are produced by a versioned statistical/ML pipeline, continuously evaluated and calibrated to reduce systematic bias.

Uncertainty and limits

A prediction is a probability, not a certainty. Late injuries, rotations and match events can invalidate an estimate.

Communication policy

SokaIQ does not claim guaranteed wins and consistently promotes responsible gambling.