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The backtest results indicate that PAYX consistently achieves a 72.73% win rate with modest positive returns peaking at 0.72% around day 12 after earnings beats. This suggests a reliable short- to medium-term positive price reaction for PAYX. In contrast, the Professional Services Industry shows no significant price impact from earnings beats, with only a 1.23% maximum return within 12 days, indicating limited influence on stock performance. Investors might consider focusing on PAYX specifically rather than the broader industry when seeking opportunities from earnings beats.