- Confounding: Other variables may influence the observed association between an exposure and an outcome. - Bias: Selection bias, information bias, and recall bias can distort findings. - Measurement Error: Inaccurate measurement of exposures or outcomes can lead to incorrect conclusions. - Complex Interactions: Multiple factors often interact in complex ways to cause diseases, making it difficult to isolate individual causes.