The backtest results show that JPM's stock has a 50% win rate over 3 days, increasing to 90% over 30 days after earnings beats, with a 4.5% average return at 30 days. This indicates a strong positive price reaction in the medium term despite a slight negative return in the short term. The data suggests that investors benefit from holding JPM shares for up to a month following an earnings beat. Consequently, a strategy focused on medium-term holding post-earnings beat could enhance returns for JPM investors.

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The backtest results show that JPM experienced a 100% win rate with positive returns of 2.52%, 5.49%, and 10.70% over 3, 10, and 30 days respectively after missing earnings expectations. This indicates a strong and consistent positive price reaction despite the earnings miss. The maximum return of 6.93% was observed 45 days post-event, suggesting a delayed but sustained upward momentum. Investors might consider that JPM's stock can rebound robustly even after disappointing earnings, highlighting potential buying opportunities following such events.

The backtest results show that the Banks Industry experienced a slight negative impact following earnings beats, with a maximum return of only 0.68% occurring 27 days after the event. This suggests that despite positive earnings surprises, the industry did not generate significant positive returns in the observed period. The analysis indicates that earnings beats in this sector may not reliably translate into strong stock performance. Investors should be cautious and consider that earnings beats alone may not be a sufficient indicator for bullish positioning in the Banks Industry.

The backtest results show that when the Banks Industry misses earnings expectations, the impact on the sector is generally negative, with a maximum return of only 0.23% observed 15 days after the event. This minimal positive return suggests limited upside potential following earnings misses. The analysis indicates that the Banks Industry tends to underperform or remain stagnant in such scenarios, reflecting investor caution. For investors, this implies a defensive stance may be prudent when banks report earnings below expectations, as significant gains are unlikely in the short to medium term.

The backtest reveals that JPMorgan Chase's earnings beat positively impacted the Construction and Engineering industry with notable gains over 33 days, while the Food Products industry experienced a bearish effect lasting 59 days. This divergence reflects a shift in economic activity favoring capital projects and infrastructure investment, driven by improved financial sector performance. Consequently, investors might consider overweighting Construction and Engineering sectors following such earnings beats, while adopting a cautious stance on Food Products due to potential reduced consumer spending in staples.

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The backtest reveals that JPMorgan Chase's earnings miss leads to a positive impact on the Construction and Engineering industry, while Integrated Telecommunication Services suffer a negative effect over the following 45 to 59 days. This divergence likely stems from anticipated economic adjustments, where financial sector weakness prompts stimulus or rate cuts benefiting construction, but dampens corporate spending affecting telecom services. Investors should consider overweighting Construction and Engineering sectors and underweighting Integrated Telecommunication Services when JPMorgan Chase reports earnings below expectations, reflecting sector-specific sensitivities to financial sector performance.

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