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their recent conference include so can ask questions they may have about some of these methods then the motivation for the use of methods based on impression is that when we combine our and compounding methods to test for confounding like is like a stratification of ability score matching or our standard regression models they all may yield biased effect estimate it is no residual confounding so this is true even if we have measure confounders we may still have a problem so to do this first to talk a little bit about this problem of conventional methods and I use causal graphs to help me then I will talk about in verse 18 and I quickly why IP weighting solves this problem then I will talk about what are the data requirements that we have to be able to use Hyper waiting and I missed and in some examples of research questions I have four examples in different settings that I will very quickly describe so people can ask questions see we have questions later so this very this is going to