In academia I'd say most programs are run (when finished) 2-3 times - once on a smallish testset when you decide that this version is correct, second time on the full data that you have to produce results for the paper (and you don't care how long it runs as long as it finishes before the submission date); and maybe a third time if you get a larger/better dataset somehow.