I have one of the at home scales. My scale has an option for normal or athlete. Normal I am in the mid to high teens, athlete mode I am always under 10%. The average of the two is usually around 13% which is the score I get using calipers and the photos around the net.
Like BMI, there is a lot of "averages" in these machines.