This is probably a naive question...
Why do we use something like standard deviation to measure variability, as opposed to something based on the difference between all pairs in a sample?
In other words, why do we use difference from the mean, and not just difference between all pairs of samples? Is there any advantage?
I'm doing something multivariate, which motivates my question.