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Aug 6th, 2022
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How to Fix effect in the inquiry

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[Music] welcome back I just want to be kind of gonna be kind of a short one so in the past couple videos weve been talking about controlling for variables we can close back doors by controlling for certain variables we take out we take what we can explain with those variables and we subtracted out everything thats left over is basically variation that no longer has that back door in it and so we can look at the relationship and if weve closed all the back doors we can say that we have identified the causal effect of X on Y so Im just going to talk about a specific version of controlling thats hat tends to come in very handy because one of the problems with controlling is that you have to actually measure all the controls you have to be able to know what the data is in order to be able to control for it see what it explains in therefore takes a residual now the problem with that is that there is often gonna be some sort of unobserved variable some variable thats on a backdoor pat

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A random-effects model assumes each study estimates a different underlying true effect, and these effects have a distribution (usually a normal distribution). Fixed-effects model should be used only if it reasonable to assume that all studies shares the same, one common effect.
Both produce an identical set of coefficients. The only difference between the LSDV (dummies) and fixed effects (the within estimator) is the matter of convenience. The reason LSDV is normally NOT used, just imagine if you have a data set with say 20 individuals, or say 1000 individuals in it.
Fixed effects are variables that are constant across individuals; these variables, like age, sex, or ethnicity, dont change or change at a constant rate over time. They have fixed effects; in other words, any change they cause to an individual is the same.
Fixed effects is a method of controlling for all variables, whether theyre observed or not, as long as they stay constant within some larger category. How can we do that? Simple! We just control for the larger category, and in doing so we control for everything that is constant within that category.
Weight is one example of variable that can be fixed for analysis. Fixed effects are variables that are constant across individuals; these variables, like age, sex, or ethnicity, dont change or change at a constant rate over time.
Fixed effects is a method of controlling for all variables, whether theyre observed or not, as long as they stay constant within some larger category. How can we do that? Simple! We just control for the larger category, and in doing so we control for everything that is constant within that category.
In statistics, a fixed effects model is a statistical model in which the model parameters are fixed or non-random quantities. This is in contrast to random effects models and mixed models in which all or some of the model parameters are random variables.
The key advantage of the fixed effects model is that it allows us to control for all time invariant omitted variables. This is particularly important in the case of variables which are difficult or impossible to observe. The key disadvantage is that we have to estimate a number of additional parameters.

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