I discussed this question in a recent interview with Justin Belair of JB Statistical Consulting. You can watch the interview here:
https://youtu.be/fG65EVUYMPE
Structural Equation Models (SEMs) can sometimes be used as causal models, but not always. It depends on how they are specified and interpreted. Let me break it down
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