The backtest results show that DE's stock has a 41.67% win rate over 3 days, improving to 58.33% over 10 and 30 days after earnings beats, with a 30-day average return of 2.21%. This indicates a moderate positive market reaction that strengthens over time, though short-term gains are limited. The maximum return of 1.28% occurs around day 23, suggesting delayed investor response. Investors might consider holding DE shares for at least a month post-earnings beat to capture more substantial returns, as immediate price jumps are less consistent.

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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 dipped to -3.12%, recovering to a slight 0.55% gain by 30 days. This indicates a volatile short-term reaction with an initial surge, a mid-term dip, and eventual stabilization.

The pattern suggests that investors initially react positively but may face uncertainty in the medium term before modest recovery.

Investors should consider short-term opportunities while being cautious about mid-term fluctuations after DE earnings misses.

The backtest results show that the Machinery Industry experienced no significant impact following earnings beats, with a maximum return of only 0.92% 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.

Overall, 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 have no significant impact, with a maximum return of only 1.67% 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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