but they are rarely referred to as "the average".

These different quantities all estimate the central tendency of a group, with each having their advantages and issues. Mathematically, they can be thought as solving different variational problems.

General properties

All averages of a collection are somewhere within its bounding box (and so for real numbers, between its maximum and minimum).