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Just a note

Notice that because we are assessing her result according to its rank, rather than a critical value, how (or if) we transform this population of statistics is irrelevant. Whether this distribution is symmetrical or skewed is only of importance if you want to approximate this distribution using (say) a parametric normal distribution, or if you were trying to attach confidence limits to her result.