what is the differnce between a one tail z test and a two tail z test? When should we use one over the other?
If the alternative hypothesis in a z-test consists of ‘less than’ or ‘greater than’ type of inequality, then this z-test is said to be a one tailed z test.
If the alternative hypothesis in a z-test consists of ‘not equal to’ type of inequality, then this z-test is said to be a two tailed z-test.
For example:
One tail z test:
H0: µ = 5 vs. Ha: µ > 5
Or
H0: µ = 5 vs. Ha: µ < 5
Two tail z test:
H0: µ = 5 vs. Ha: µ ≠ 5
We should use one tail z-test when alternative hypothesis or research hypothesis wants to show sample mean is less than or greater than that of population mean.
We should use two tail z-test when alternative hypothesis or research hypothesis wants to show sample mean is not equal to that of population mean.
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