Quote from Martinghoul:
MAW, I have been trying to find some specific stuff on the matter. I have found a few links, but they don't address the question specifically (there's a few papers that talk about it on JStor, but I can only see abstracts).
My understanding of this is that calculation of standard deviation as a square root of variance has all sorts of issues, especially in the presence of autocorrelation.