Interpreting the variance of the OLS estimator

Problem

Explain why we want \(Var\left( b_2 \mid x \right)\) to be as low as possible.

Solution

\(Var\left( b_2 \mid x \right)\) is a measure of the precision in our estimate of \(b_2\) . The lower the variance, the better the precision.