A pervasive misconception is that correlation always implies causation. Just because two variables are correlated does not mean one causes the other. Epidemiologists use various methods to establish causal relationships, but correlation alone is insufficient. Misinterpreting correlation as causation can lead to incorrect conclusions and misguided public health policies.