According to the Drum Tuning Bible... Depth is responsible for the duration of the note and aids in resonance.
So, in general...
Deeper drums have longer sustain, and there's more resonance and depth in its sound character.
Shallow drums have shorter/quicker sustain, and resonance is more "controlled".