Comment by sjg007

I mean there are structural equation models that preceded Pearl's work that Pearl cites. And before that the Neyman-Rubin work.. Neyman first wrote about it in 1923. I think Pearl's principle insight was to use graph theory to reason about either Bayesian things (see probabilistic graphical models) or causal things (see causality). This is a fairly fundamental insight.