I've always had neutered male dogs. One of the reasons was that females have a higher tendency to kill your lawn with their urine since they tend to urinate in a smaller area when they squat. Neutering a male is also less invasive.
Others are related to distinct musculature and size differences in some breeds. I can usually recognize a female GSD just by the look of them.