Historical seasons build the model in chronological order.
MATCH LAB / 03
Read the matchup.
Price the uncertainty.
Compare current team strength and recent form to estimate home-win, draw, and away-win probabilities before kickoff.
Probabilities use completed historical matches and current rolling form. They do not account for injuries, lineups, transfers after the dataset refresh, or live match conditions.
VALIDATION DESIGNNo peeking
No peeking
at tomorrow.
A separate season calibrates probability confidence.
The newest completed season remains untouched until final scoring.
Reported honestly alongside log loss and Brier score.