Question: 1 . Let us consider the multiple linear regression model y = X + u E ( u ) = 0 in the presence of
Let us consider the multiple linear regression model y X u Eu
in the presence of endogeneity, that is MLR and even MLR is violated. Let Z denote a matrix of instruments, which includes the exogenous regressors from X and at least as many instruments zj to deal with the endogenous regressors in X Let the optimal instruments be defined by X ZZ ZZ X
a Show IVopt XXX y XXX y SLS Briefly comment what we understand by optimal instruments and how we obtain them in practice.
b Show that when we have exact identification, that IVopt XXX y Z XZ y IV Briefly comment what we understand by exact identification
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