 Guidance for how data should be transformed, or whether a transformation should be applied at all, should come from the particular statistical analysis to be performed.For example, a simple way to construct an approximate 95% confidence interval for the population mean is to take the sample mean plus or minus two standard error units.However, the constant factor 2 used here is particular to the normal distribution, and is only applicable if the sample mean varies approximately normally.