State with reason whether the following statements are true, false, or uncertain: a. Despite perfect multicollinearity, OLS
Question:
State with reason whether the following statements are true, false, or uncertain:
a. Despite perfect multicollinearity, OLS estimators are BLUE.
b. In cases of high multicollinearity, it is not possible to assess the individual significance of one or more partial regression coefficients.
c. If an auxiliary regression shows that a particular R2i is high, there is definite evidence of high collinearity.
d. High pair-wise correlations do not suggest that there is high multicollinearity.
e. Multicollinearity is harmless if the objective of the analysis is prediction only.
f. Ceteris paribus, the higher the VIF is, the larger the variances of OLS estimators.
g. The tolerance (TOL) is a better measure of multicollinearity than the VIF.
h. You will not obtain a high R2 value in a multiple regression if all the partial slope coefficients are individually statistically insignificant on the basis of the usual t test.
i. In the regression of Y on X2 and X3, suppose there is little variability in the values of X3. This would increase var (β̂3). In the extreme, if all X3 are identical, var (β̂3) is infinite.
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