"Back of the envelope" calculation and systems administration...
...go hand in hand. Mental arithmetic has often helped me spot clues that have led to the root cause of a problem. Big-O estimates helps me choose sensible approaches for solving problems at scale.
Sure, I use a calculator when I want exact figures or to do hairy stuff. But I'd hate to lose the intuition that mental arithmetic allows you.