Put it at a height that would be comfortable for you and the other users and fit well to your shower stall. Installing the valve so that it lands on a curved surface or, ledge surface it not a good idea.
Bear in mind that if you are a dwarf or, an NBA star the height you select can have an impact on the value of the home!