Some do, some don't. I guess having the sticker on might help it retain its value. I'd want to remove it for aesthetic reasons, but I may or may not regret making it less of its 'original' condition. if in doubt, find a way to safely remove it without ripping or crumpling it up, and keep it safe
EDIT: or just do what PURPOLARIS said