The backtest results show that VG achieved a 100% win rate over both 3-day and 10-day periods following earnings beats, with strong returns of 14.21% and 25.34% respectively. However, the 30-day win rate dropped to 0%, with a slight negative return of -0.47%. This indicates a robust short-term positive reaction that fades and reverses by the one-month mark.

The data suggests that VG's stock price benefits significantly in the immediate aftermath of earnings beats but does not sustain gains long term.

Investors might consider capitalizing on short-term momentum post-earnings beat while being cautious about holding beyond 10 days.

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The backtest results show that VG has a low 3-day win rate of 25% following earnings misses, but the 10-day and 30-day win rates improve to 50%. Despite an initial negative 3-day return of -1.36%, VG recovers with positive returns of 3.01% and 5.00% over 10 and 30 days respectively, reaching a maximum return of 7.74% by day 17. This suggests that while short-term reactions to earnings misses are negative, VG tends to rebound over the medium term. Investors might consider holding VG beyond the immediate aftermath of earnings misses to capture potential recovery gains.

The backtest results show that the Oil, Gas & Consumable Fuels industry experienced no significant impact following earnings beats, with a maximum return of only 1.53% observed 46 days after the event. This indicates that earnings beats in this sector do not consistently translate into meaningful price movements over the tested period.

The lack of notable reaction suggests that other factors may drive stock performance in this industry more than earnings surprises alone.

Investors should consider that earnings beats in this sector may not provide reliable trading opportunities based solely on event-driven price changes.

The backtest results show that earnings misses in the Oil, Gas & Consumable Fuels industry have no significant impact on the sector's stock returns, with a maximum return of only 2.67% observed 49 days after the event. This indicates that the market does not strongly react to earnings misses within this industry over the tested period.

The lack of notable price movement suggests that other factors may be more influential in driving stock performance in this sector.

Investors might consider that earnings misses alone are not a reliable signal for trading decisions in this industry.

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