Question: The model is Y X0e with E[e j X] 0. An econometrician is worried about the impact of some unusually large values of
The model is Y Æ X0¯Åe with E[e j X] Æ 0. An econometrician is worried about the impact of some unusually large values of the regressors. The model is thus estimated on the subsample for which jXi j · c for some fixed
c. Let e¯ denote the OLS estimator on this subsample. It equals e¯ Æ
Ã
Xn iÆ1 Xi X0 i
1{jXi j · c}
!¡1 Ã
Xn iÆ1 XiYi1{jXi j · c}
!
.
(a) Show that e¯ ¡!
p
¯.
(b) Find the asymptotic distribution of p
n
¡ e¯¡¯
¢
.
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