If you did it annually, you'd get rid of seasonal effects and probably get a smaller std dev. Using quarters gives you the full variability of the seasons, so i

If you did it annually, you'd get rid of seasonal effects and probably get a smaller std dev. Using quarters gives you the full variability of the seasons, so it is a more conservative 3 sigma, in a sense.