structuring match results for regression. 2. **Parameter estimation** — fitting a Poisson regression to extract attack ratings, defense ratings, and home advantage. 3. **Prediction** — computing scoreline probabilities and derived market probabilities (1X2, Over/Under, BTTS). 4. **Value identificati