Ponds are like batteries, in that they both provide storage. Batteries store amperage, (okay, taking some liberties with that one), and the larger the battery, the more amperage it might deliver. Ponds store oxygen, and the deeper they are the more reserve capacity (more battery talk), of O2 they can supply.
Deep has the potential for more oxygen. Fish need oxygen.