Who is at fault in a parking lot accident where someone was backing out of a spot quickly as you passed by and the damage on the passing car is in the rear wheel area?

It really depends on the situation, so without more information a definitive answer cannot be given. However, in most cases the person moving in reverse from a parked position is found to be at fault. In all my years of dealing with accidents this has always been the case.