In general, for a particular battery chemistry, (alkaline, lithium, etc.) the larger the battery, the lower the cost per watt hour of energy. So it's generally a trade-off between the cost of battery operation and the room you have for a battery. For alkalines, the AA size seems to be a good compromise for many electronic applications.