It’s not just for computational convenience.

rms SD minimizes expected distance from mean while avg of abs val does it for the median

Source: (1000) Nikolas Scholz’s answer to Why are standard deviations calculated the way they are? I understand the method (subtract the mean from each value, then get the square-root of the mean of the squared differences), but what fundamental principle does this method derive from? – Quora