If you wish to test whether a population mean is lower than some hypothesized value, you would apply:
AOne-tailed test ✓ Correct
BTwo-tailed test
CHalf-tailed test
DThree-tailed test
Correct answer: (A) One-tailed test
Explanation
Testing whether a population mean is lower than a hypothesised value needs a one-tailed test with the rejection region in one tail.
A two-tailed test checks for a difference in either direction, not a specific lower value.
A half-tailed test is not a recognised statistical procedure.
A three-tailed test likewise does not exist in hypothesis testing.
The directional wording lower than fixes the critical region in the left tail alone.
One-tailed tests give greater power to detect an effect in the predicted direction.
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