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[Music] all right welcome back to the effect we are still talking about other methods that we have not covered so far in the book and again were just going to do brief overviews of these im not going to go deep into the technical details if you want to know more read the chapter and then also if you like maybe look at some of the other resources that the chapter links to so in this video im going to talk about new methods for modeling heterogeneous treatment effects so we talked about heterogeneous treatment effects all the way back in chapter 10. this is the idea that different individuals are going to be affected differently by the treatment now in that chapter we said okay different people are affected individually and then that what the real question and problem became is how do we know what our single estimate represents is it an average treatment effect over averaging over everybodys treatment effect is it a average treatment on the treaty getting the average effect just amo