The Conclusion
Since our test statistic, 1.99 is greater than the critical value, 1.96, we reject the null.
This means that with 95% confidence, male and female students at Hanover College do not receive the same GPA.
Note this is not a test to see if one population has a higher GPA. How would you test that hypothesis?