because it simplifies the math whenever you run into it but if your variables are all independent then you can't really infer anything from one variable about the other variable and so ultimately you get no interesting results out you need the variables to interact to get something interesting out now it could be that they interact but in limited ways and that's what conditional independence tries to capture so condition dependence we have X conditionally independent of Y given Z if and only if we have P X comma Y given