In: Statistics and Probability
Which of the following is always true regarding the relationship between the one- and two-tailed significance tests? Select all that are true.
If the one-tailed test is significant, then the two-tailed test at the same α will also be significant.
If the two-tailed test is significant, then the one-tailed test at the same α will also be significant (in the appropriate direction).
If the two-tailed test is significant, then the one-tailed test at the same α may or may not be significant (in the appropriate direction).
If the one-tailed test is significant, then the two-tailed test at the same α may or may not be significant
Let us explain with the help of an example of z test
Test statistic = z
Test criteria , test is significant
if absolute value of test statistic, I z I > zc
Let
Two tailed Critical value of z is , zc = 1.96
One ( left or right) tailed critical value of z is , zc = 1.65
Two tailed test is significant if, I z I > 1.96
Then certainly, I z I > 1.65
( but in the appropriate direction , that is if z = 2.36 , it is significant at two tailed and also significant at right tailed test , but not at left tailed test . Similarly if z = -2.36 , it is significant at two tailed and also significant at left tailed test , but not at right tailed test)
But if one tailed test is significant , that is I z I >1.65
Then , I z I may or may not be greater than 1.96
( If z = 1.80 , it is significant at one tail , but not significant at two tail)
Thus true relationships are
If the two tailed test is significant , then one tailed test at the same will also be significant ( in the appropriate direction)
If the one tailed test is significant , then two tailed test at the same may or may not be significant .