Terry Pratchett notwithstanding, call me odd ( and many do ) and it may be my eyesight, but I've always noticed it at ground level - the horizon.
However, how far away is the horizon, given an uninterrupted view, say from a beach? I seem to remember my old geography teacher saying it was 11 miles.