the calculation of a confidence interval generally requires assumptions about the nature of the estimation process, since it is primarily a "parametric" method. one common assumption is that the distribution of the population from which the sample came is normal. as such, confidence intervals as discussed below are not robust statistics, though changes can be made to add robustness.