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i. If the null hypothesis states that there is no difference between the mean income of males and the mean income of females, then the test is one-tailed. ii. If we are testing for the difference between two population means, it is assumed that the sample observations from one population are independent of the sample observations from the other population.
iii. When sample sizes are less than 30, a test for the differences between two population means has n- 1 degrees of freedom.
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