Resources for Causal Reasoning in Health Services Research

Assumptions in causal graphs

I was presenting today on causal diagrams, and a question came whether the assumption behind an arrow is of associational or causal nature. After some thinking after the presentation, my answer is associational. Because we only assume the conditional probability for the variable at the arrow’s head, given the variable at the arrow’s start. And that does not bear any causality.