Non-parametric tests is useful if population is strongly non-normal, or sample size is too small to say so, or the data is only available on ordinal scale. Concern about quantities other than distribution parameters
Most of these nonparametric tests are specialized and unlikely to be tested in any detail on the CFA Level I exam.
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