I just did it with the bumper on the car. There are 2 nuts on the bottom that you have to "flip" the bumper up a bit to get to, but it's not that difficult. Maybe 5 minute install?
I would suggest going to the hardware store and grabbing some locking nuts though. Mine fell off one day.
The lower one is even easier since you just drill 2 holes. Same thing with lock nuts.