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i you may notice i changed the top the title a little even from what you had uh in the zoom link were going to talk about zero inflated outcomes correlated random effects but uh i may not be able to show you lots of empirical results um lets just give the main message in the beginning i think i i learned that not to leave everything to the be to to the end if you have to leave earlier i want to give you the story first so we are going to deal with cluster data of some form these like a familial data longitudinal data these data afford us more methods or tools for causal inference using observational data but we do need to make sure we understand what our target parameters are and more importantly we need to know if the statistical estimator that were using are estimating the target effect of interest and in fact many statistical models as the major exist and some operate under different assumptions i think we need to change the paradigm from trying to decide which model is the best
