Aston Villa’s superior attacking performance (63% vs 38%) combined with a strong Poisson distribution of 67% compared to Nottingham Forest’s 33% supports a Villa win. Season form also favors Villa with an 80% last-5 form and averaging 2.3 goals at home. Although head-to-head figures are even at 50%, Villa’s overall season dominance and higher defensive efficiency (60% vs 40%) further tilt the balance. Recent matches show Villa scoring consistently, with key wins such as a 3-1 victory and a 2-1 win. The evidence from comparison metrics and season stats converge for a confident Aston Villa win. Given these converging factors, we assign a conservative probability of 80% with minimal risk.