Past exam of the mathematics course of the University of Oxford / 2015 / Prelims / Mathematics III / 6 / a / ii / Solution

Expand the square and use linearity of expectation, together with $\mathbb{E}[X]=\mu$ and $\mathbb{E}[1]=1$:This proof applies whenever the second moment is finite, and does not require the random variable to be continuous.