Question

If a distribution is skewed, should the mean must be smaller than the median?

Answer 1

Which way is it skewed? If the tail is to the right (positively skewed), the mean is greater. If the tail is to the left (negatively skewed), the mean is smaller. The mean is greatly effected by outliers.