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Consider tools to explore variance uncertainty
A small pilot study may not give a precise estimate of data variability. If the data from the larger study turns out to be substantially larger, then realised power may be much lower than anticipated.
Where a pilot model is used we can extract uncertainty information about the variance components (including residuals).