For normal driving....
The supercharger belt is actually a serpentine belt that runs everything. Typically you should at least check the belt at every service to make sure that it is not cracked or worn. If it is, then you should replace it. I have seen belts last differently in different areas and seen that change depending on how the car is driven.
I would simply say that it varies. Keep an eye on it and change it when needed.