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hello my name is nick huntington klein and welcome back to this series of videos covering content in my book the effect itamp;#39;s available for free on the factbook.net you can also find links to purchase there if you do so choose uh so weamp;#39;re going to be really starting at this point to get into the nitty gritty of the causal incentive it cause like causality stuff we want to figure out how can we figure out how one thing causes the other uh especially i mean in some cases weamp;#39;re not even going to be able to run an experiment and weamp;#39;re still going to want to know the answer to that question uh that brings us to the idea of identification and causal identification specifically so what is identification identification is all about the link between the analysis that you have done the actual calculations that youamp;#39;ve done with your data and the question that you want to answer what your research question is weamp;#39;ve covered both of those we tal