– Yi = aXi + ui , by OLS. Here a is a scalar and we assume for simplicity that there is no intercept and that in the true underlying model (not censured or truncated) the error term has mean 0.
Assume that you only have 2 observations: X0 = (1,2), Y 0 = (2,5).
The OLS estimate ˆa is 2.4 and the residuals are 0.4 and –0.2 (they do not sum to zero because we have no constant).
a) (10%) Calculate the White robust standard error for ˆa.
b) (10%) Now assume that the two observations above form a group and we have a second groupwhere (for computational simplicity) we also assume X0 = (1,2), Y 0 = (2,5) . So your data are now X0 = (1,2,1,2), Y 0 = (2,5,2,5). ˆa is still 2.4 and the residuals as before (repeated). b) (20%) Calculate the Robust standard error if you cluster on the two groups.
2. Computer question (continuation of previous homeworks). In Matlab, regress real per capita U.S.
data consumption growth on income growth and the interest rate using the posted dataset.
(This is the what you did in homework 1.)
a) Calculate the residuals, take the absolute value, and regress them on each of the regressors.
Do you find evidence of heteroskedasticity? (Use t-tests.)
b) An alternative “test:” plot the residuals against each of the regressors. Do the residuals lookhomoskedastic?
c) Assume that you are told that the variance of the residuals is proportional to the square of theinterest rates. Estimate the relation using the efficient GLS estimator.
d) Program up and estimate the standard errors using the White robust estimator.
Econometrics, Homework, solved
[SOLVED] Econometrics ii homework 6 p0
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