Lack of space is the primary reason for putting it on a roof. It will get direct sunlight and there will random temperature differences so efficiency will never really be perfect. The condenser coils are also covered and it's not open like a ground unit would be.
They could put it in the shade, and that would be nice. I am curious where they should put it in this case...