variance describes how much a random variable differs from its expected value. the variance is defined as the average of the squares of the differences between the individual (observed) and the expected value. this means that it is always positive. a variance is often represented by the symbol formula_1, if the data is the entire population, and formula_2, if the data is from a sample.