We use Monte Carlo methodology to devise empirical rules for the confidence intervals estimation as a function of the number of samples for measurement data with different noise characteristics. We derive a simple function for evaluating 5% and 95% coverage when estimating measurement uncertainties using Allan Deviation (ADEV) method.
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