I think Scott is on to something here.
It seems to me the best way to pick a CEO would be by soliciting bids from applicants. That way you get the cheapest one that is fully qualified. And you should repeat the process every two years whether the CEO is doing a good job or not.
You might find someone equally good who works cheaper. That's capitalism.