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What do the variance, S.E., or standard deviation estimates tell you about your population that the...

What do the variance, S.E., or standard deviation estimates tell you about your population that the mean does not tell you? Why is it important to report some measure of variation, along with the sample size, whenever you report a calculated mean?

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