Question: 1 . Let us consider the multiple linear regression model y = X + u E ( u ) = 0 in the presence of

1. Let us consider the multiple linear regression model y = X + u E(u)=0
in the presence of endogeneity, that is MLR.4 and even MLR.4 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= Z(Z Z)1Z X
(a) Show IVopt =(XX)1X y =(XX)1X y = 2SLS 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 =(XX)1X y =(Z X)1Z y = IV Briefly comment what we understand by exact identification

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