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## page was renamed from Econometrics/Exogeneity
= Exogeneity =

'''Exogeneity''' means that all predictors are independent of the outcome and the error term.

<<TableOfContents>>

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== Meaning ==

Mathematically, exogeneity and [[Econometrics/Homoskedasticity|homoskedasticity]] together can be expressed as:

{{attachment:exo.svg}}

The full set of variables is independently and normally distributed about 0. The covariance matrix is fully expressed as the [[LinearAlgebra/SpecialMatrices#Diagonal_Matrices|diagonal matrix]] of each term's variance.

The opposite condition is '''endogeneity'''.

An assumption of exogeneity would be violated if...

 * confounding variables were omitted
 * in time series models, a lagged dependent variable can be correlated to the error term
 * if OLS is mistakenly used on a system of equations (i.e. '''simultaneous equation bias''')

It can also be useful to express exogeneity as a [[Statistics/ConditionalExpectations|conditional expectation]] like:

{{attachment:cond.svg}}



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CategoryRicottone