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When given an extremely non-normal empirical frequency distribution, does it make sense for researchers to find the percentile rank using z score and standard normal

When given an extremely non-normal empirical frequency distribution, does it make sense for researchers to find the percentile rank using z score and standard normal distribution table? Why or why not? Describe two distributions (other than normal) that a researcher might encounter in data and when.

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