I know the formula for variance and that a low value means the data is more compact
and a larger value means spread out more.
But what does the value actually relate to?
The average of several numbers which have been squared is not equal to the average of the numbers then squared.
Suppose you have 2 numbers a and b
The average of their squares is
The square of their average is
You can see that they are different values.