I noticed the same thing when shooting from a mountain down at a hovering helicopter about 500m away. Even with iron sights I could see splashes from the misses into the water behind it 800m+ away that looked like they were fired point blank.
tl;dr - splashes seem to not accurately factor in the loss of kinetic energy over range