No, I mean the properties of the statistical tools need to be understood. e.g. what happens to our inference if we perturb the inputs?
In case you haven’t come across it, I have it on good authority that the book of why is an important contribution to the science of cause and effect. I confess, I still need to read it, but here’s a quick overview from someone competent.