I have heard about a case where really the best programmer left, and now everybody else had more responsibility, had to learn about parts of the code they did not know previously, had to fix harder problems.

So, everybody else was getting better because the one person who could help with the hard stuff was not there anymore.

But I honestly can't remember where I heard that...