The backtest results show that DE has a 58.33% win rate at both 10 and 30 days after earnings beats, with a modest 2.21% average return over 30 days. The 3-day win rate is lower at 41.67%, indicating weaker immediate reactions. This suggests that DE's stock tends to perform better in the medium term rather than immediately after earnings surprises.

The analysis implies that investors might benefit from holding DE shares for at least 10 to 30 days post-earnings beat to capture more substantial gains.

Therefore, a medium-term investment horizon is advisable following DE's earnings beats.

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The backtest results show that DE had a 100% win rate over 3 and 30 days but a 0% win rate over 10 days following an earnings miss. The 3-day return was a positive 5.79%, while the 10-day return was negative at -3.12%, and the 30-day return slightly positive at 0.55%. This indicates a volatile short-term reaction with initial gains, a mid-term dip, and a modest recovery by 30 days. Investors might consider short-term opportunities immediately after the earnings miss but should be cautious holding through the mid-term period.

The backtest results show that the Machinery Industry experienced no significant impact following earnings beats, with a maximum return of only 1.18% observed 28 days after the event. This indicates that earnings beats in this sector do not translate into meaningful price movements or investor gains over the tested period.

The lack of notable response suggests that other factors may drive stock performance in the Machinery Industry more than earnings surprises. Investors should be cautious about relying solely on earnings beats as a signal for investment decisions in this sector.

Therefore, earnings beats in the Machinery Industry appear to have limited predictive value for short- to medium-term returns.

The backtest results show that earnings misses in the Machinery Industry had no significant impact, with a maximum return of only 1.91% observed 21 days after the event. This indicates that the industry’s stock prices are largely unaffected by earnings misses over the tested period.

The lack of meaningful price movement suggests that investors may not react strongly to negative earnings surprises in this sector, possibly due to other overriding factors or market expectations.

For investors, this implies limited opportunity or risk from earnings misses in the Machinery Industry, favoring a neutral stance.

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