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IlyaShpitser comments on Prediction Markets are Confounded - Implications for the feasibility of Futarchy - Less Wrong Discussion
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(This may sound circular): when you are interested in causal effects that are confounded in the data you see. I am not sure exactly what you are asking. The right sequence of events is you first decide what you are interested in, and then find a method to get it, not vice versa.