Question: Take a regression model with i.i.d. observations (Yi ,Xi ) with X 2 R Y Xe E[e j X] 0 E
Take a regression model with i.i.d. observations (Yi ,Xi ) with X 2 R Y Æ X¯Åe E[e j X] Æ 0
Æ E
£
X2e2¤
.
Let b¯ be the OLS estimator of ¯ with residuals bei Æ Yi ¡Xi b¯. Consider the estimators of
e
Æ
1 n
Xn iÆ1 X2 i e2 i
b
Æ
1 n
Xn iÆ1 X2 i be2 i .
(a) Find the asymptotic distribution of p
n
¡
e
¡
¢
as n!1.
(b) Find the asymptotic distribution of p
n
¡
b
¡
¢
as n!1.
(c) How do you use the regression assumption E[ei j Xi ] Æ 0 in your answer to (b)?
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