Power options

If you really mean battery CAPACITY (mAh) then two or three cells would have twice or three times the energy of a single cell so naturally they would last longer.

OTOH if you meant total energy (so 1S 300mAh vs 3S 100mAh) and you're talking about conversion efficiency I have no idea.

Stev