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[Music] hello welcome back again my name is nick huntington klein this is a series of videos related to my book the effect which you can find for free on the effectbook.net or you can also find links to purchase there so uh in this video were gonna be talking more about identification so in the last video we talked about the data generating process the set of sort of laws that determine where our data comes from why do we see the observations in the world that we see and these laws this degenerating process is there whether we know about it or not and our goal is to use the observations that we do have to figure out what it looks like thats our goal here right we want to use the observations that we see in the world to understand how the world works how it came to be and so this gives us a problem because its actually very difficult to do for any given set of observations theres usually a number of different possible data generating processes that could have generated that data an