This is not my idea. I have no idea whose idea this is, but whoever it is happens to be a genius and one of my personal heroes. This works on store bought and seriously JUST LAID EGGS!!!!! WOO HOO!
Another viewer said that if you roll it on the counter a little bit before peeling it also helps. I haven't tried it yet, but I thought I would add that.