I think that's only true if the company has a decent sized win. As the CEO I actually feel pretty much unemployable. You're the ultimate generalist in a world where companies need specialists.
This is entirely true, and it isn't only that you cannot find another job as a CEO, but you might have a really hard time finding any job at all even if it is lower status (non-executive).