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The backtest results indicate that LIN achieves a 75% win rate with an average 2.36% return over 30 days following an earnings beat, showing stronger gains over the medium term. Similarly, the Chemicals Industry experiences a moderate but steady upward trend, peaking at a 2.67% return 53 days post-earnings beat. This suggests that both LIN and its industry generally respond positively to earnings beats. Investors may benefit from holding LIN and Chemicals Industry stocks for several weeks after earnings beats to capture these consistent, moderate returns.