Not all hardware is digital.
RF design, radars, etc... are more an art than a science, in many aspects.
I would expect a Physics-trained student to be more adaptable to that type of EE work than a CS student...
Someone with a physics background might be better prepared for the analog world than someone with a digital background.
Someone with a physics background might be better prepared for the analog world than someone with a digital background.