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The Difference Between The t And z Statistic

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If the Z statistic (critical value) is used in lieu of the t statistic when comparing two means from independent populations using small samples, would probability of rejecting the null hypothesis increase, decrease, remain the same, or is dependent on whether the population is normal?

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