Feature engineering for match prediction:

Rolling averages of xG, xGA over the last $n$ matches (typically $n = 5$ or $n = 10$). - Elo or Pi-rating differentials. - Home advantage adjustment. - Days since last match (fatigue proxy). - Head-to-head historical record.