(a) If and are independent, then by observing that .
(b) In contrast to the expectation, the variance is not a linear operator. For two random variables and , we have
Variance and covariance under linear transformation. Let and be scalars (that is, real-valued constants), and let be a random variable. Then the variance of is given by