The answer is the population standard deviation. The formula is only true if the eight numbers we started with are the whole group. If they are only a part of the group picked at random, then we should use instead of in the bottom (denominator) of the second-to-last step. Then the answer is the (biased corrected) sample standard deviation. This is called the Bessel's Correction.