Misclassification happens when participants are incorrectly categorized regarding their exposure or outcome status. This can be non-differential (random) or differential (systematic). Non-differential misclassification typically biases results towards the null, while differential misclassification can bias results in either direction. Ensuring accurate, consistent, and blinded data collection methods can mitigate this issue.