Several assumptions need to be met for valid mediation analysis:
Causal Inference: The relationships between the exposure, mediator, and outcome must be causal. No Unmeasured Confounding: There should be no unmeasured confounders that affect the relationships between the exposure, mediator, and outcome. Correct Model Specification: The statistical model should be correctly specified.