Long-term investors can be negatively affected by recency bias when they focus too much on short-term market fluctuations, causing them to make emotional decisions that may not align with their long-term financial goals. This can lead to overreacting to recent market events, panic selling during downturns, or failing to maintain a diversified portfolio, ultimately harming their long-term investment returns.