Ask yourself this, whats easier, sucking a slurpee that is still full or when its nearly finished? The same goes for your fuel pump...
The petrol also serves as a coolant for the petrol pump, so if you are running very low, you are not cooling it down effectively.
BTW fuel pumps are around 800 bucks brand new, if you can afford it easy then keep doing what you are doing.