The backtest results show that USB has a 60% win rate over 3 days, 40% over 10 days, and 80% over 30 days following earnings beats, with a notable 4.73% average return at 30 days despite short-term negative returns. This indicates that while immediate reactions may be muted or slightly negative, the stock tends to recover and deliver positive gains over the medium term. Investors might consider holding USB for at least 30 days post-earnings beat to capitalize on the stronger longer-term returns.

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The backtest results show that USB has a 66.67% win rate within 3 days after earnings misses, but the win rate drops to 33.33% over 10 and 30 days, with negative returns of -9.47% and -13.86% respectively. This indicates a short-term mild positive reaction followed by significant longer-term declines. The analysis suggests that while immediate market response may be slightly optimistic, the overall impact of earnings misses on USB is negative over the medium term. Investors should be cautious holding USB stock beyond a few days after an earnings miss.

The backtest results reveal that the Banks Industry experienced a slight negative impact following earnings beats, with a maximum return of only 0.75% occurring 27 days after the event. This suggests that despite positive earnings surprises, the sector's price reaction remains muted or slightly adverse over the medium term.

The analysis indicates that earnings beats in the Banks Industry do not translate into strong positive price momentum, possibly due to market skepticism or other overriding factors.

Investors should be cautious about expecting significant gains from earnings beats in this sector and consider other factors when making investment decisions.

The backtest results reveal that when banks in the industry miss earnings expectations, the impact is consistently negative with a maximum return decline of 0.54% on the event day. This indicates a generally adverse market reaction to earnings misses within the banks sector over the tested period.

The analysis suggests that investors should be cautious around earnings announcements for banks, as the downside risk is immediate and notable. The limited magnitude of the decline also implies that the market may quickly price in the miss.

Investment strategies might focus on risk management and avoiding long positions in banks immediately following earnings misses.

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