Law of Total Variance

If $Y$ is partitioned by $X$, then by the Law of Total Probability we have:

$$\text{Var}(Y)=\text{Var}(\mathbb{E}\left\{Y\mid X\right\})+\mathbb{E}\left\{\text{Var}(Y\mid X)\right\}$$