The document defines variance as the average of the squared differences from the mean. It provides examples of calculating variance and standard deviation for different data sets involving heights of dogs, exam scores, and word counts per page. Variance is found by taking the difference of each value from the mean, squaring it, and averaging the results. Standard deviation is the square root of the variance.