I'm sure a lot of users do this already but don't admit it.
Nonsense. its not practical because of the time taken to withdraw cash from exchanges. Any arbitrage opportunity is quickly filled by market forces.
I know people who did this with a profit. It's especially profitable if you convert to other currencies as well.