Variance of Linear Transformation of Random Variable

Theorem
Let $X$ be a random variable.

Let $a, b$ be real numbers.

Then we have:


 * $\var {a X + b} = a^2 \var X$

where $\var X$ denotes the variance of $X$.

Proof
We have: