I've spent a fair amount of time studying econometrics. Is there a fundamental difference between that and causal models?
In contrast, causal models explicitly think about when we can claim that an effect is causal.
From the econometrics I have seen there is a heavy focus on finding correlations and at best argumentations whether such correlations are plausible causal relationships.