The problem of extreme scores

Here is a skewed distribution with a mode of 3, a median of 4, and a mean of 4.8.
In a distribution like this, the mean is pulled toward the extreme scores at the high end of the range.


Since the median is not affected by these scores, it is probably a better measure of central tendency in this case.