How do you validate the assumptions of a causal inference model?

Instruction: Describe methods to assess whether the key assumptions of a causal model hold in empirical data.

Context: This question seeks to gauge the candidate’s ability to critically evaluate the validity of causal models by testing underlying assumptions.