OLS. (a) Show that û; = 0,_where the û;'s are the regression residuals. n Li: 1

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6. Suppose we estimate a linear regression equation Y; = Bo + B1X; + u; by
OLS.
(a) Show thatE ûi
0, where the û;'s are the regression residuals.
i3D1
(b) Suppose we regress X; on û; by OLS, including a constant term in
the regression. Show that the estimated coefficient on û; is equal to zero.
(c)
Suppose we regress Y; on the predicted value Y; by OLS, including
a constant term in the regression. Show that the estimated coefficient
on Y; is equal to one.
(Hint: the regression residual is defined by û; = Y; – Y; where the predicted
value Y; = Bo + B,X;. Here, Bo and B1 are the OLS estimators.)
Transcribed Image Text:6. Suppose we estimate a linear regression equation Y; = Bo + B1X; + u; by OLS. (a) Show thatE ûi 0, where the û;'s are the regression residuals. i3D1 (b) Suppose we regress X; on û; by OLS, including a constant term in the regression. Show that the estimated coefficient on û; is equal to zero. (c) Suppose we regress Y; on the predicted value Y; by OLS, including a constant term in the regression. Show that the estimated coefficient on Y; is equal to one. (Hint: the regression residual is defined by û; = Y; – Y; where the predicted value Y; = Bo + B,X;. Here, Bo and B1 are the OLS estimators.)
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