Variance is a measure of how far numbers are spread from their average value and is equal to the square of the standard deviation. There are two types of variance: population variance, which measures the spread of an entire group, and sample variance, which measures a subset of the population. Population variance is calculated using the population mean, while sample variance uses the sample mean. The document provides formulas and explanations for calculating variance in different contexts.