What can be estimated? Identifiability, estimability, causal inference and ill-posed inverse problems

Oliver J. Maclaren, Ruanui Nicholson

We consider basic conceptual questions concerning the relationship between statistical estimation and causal inference. Firstly, we show how to translate causal inference problems…