You divide by N for a population standard deviation, and by N-1 for a sample standard deviation. Take a look here for further explanation. I don't remember this being a cause of confusion when I took the ECE -- seems like knowing that the SD was the square root of the variance was enough for most questions, but don't trust my memory.

-Gary-