I like to keep using the same controller, I label each controller with a player number (though I find using "my" controller more important than the player numbers). I'm not really sure why I do it, it's not like the controllers are actually mapped to a player number.
Strangely I have experience with the controllers I DON'T use getting loose and not functioning as well, while the ones I do use stay functional?