The document analyzes whether investors can outperform the market by reacting to positive or negative earnings surprises alone. It finds that while earnings surprises previously helped generate returns, that correlation disappeared after 2000 likely due to regulations that leveled the playing field for information access. Specifically, it shows positive earnings surprises do not lead to subsequent outperformance, and negative surprises do not cause underperformance, for both large-cap and small-cap stocks in recent years. The document concludes earnings surprises alone are not a reliable basis for trading and investing decisions.