The general formula for variance decomposition or the law of total variance is: If and are two random variables, and the variance of exists, then

The conditional expectation of given , and the conditional variance may be understood as follows. Given any particular value y of the random variable Y, there is a conditional expectation given the event Y = y. This quantity