In: Statistics and Probability
An educational researcher wishes to know if there is a difference in academic performance for college freshmen that live on campus and those that commute. Data was collected from 214214 students. Can we conclude that freshman housing location and academic performance are related?
Location | Average | Below Average | Above Average | Total |
---|---|---|---|---|
On campus | 7777 | 4242 | 3939 | 158158 |
Off campus | 2828 | 1414 | 1414 | 5656 |
Total | 105105 | 5656 | 5353 | 214214 |
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Step 6 of 8 :
Find the critical value of the test at the 0.0250.025 level of significance. Round your answer to three decimal places.
Step 7 of 8 : Make the decision to reject or fail to reject the null hypothesis at the
0.025
0.025
level of significance.
Step 8 of 8 : State the conclusion of the hypothesis test at the
0.025
0.025
level of significance.
(6) critical value=chi-square(0.025,2)=7.378 ( using ms-excel==CHIINV(0.025,2))
(7) since the critical value 7.378 is more than calcuated or obsersed chi-square=5.528 , so we fail to reject or accept null hypothesis at level of significance=0.025
(8) since we fail to reject null hypothesis , therefore we conclude that There is no relationship between freshman housing location and academic performance
followings are in details about the above answer
here we use chi-square test for independence of attributes with
null hypothesis H0: There is no relationship between freshman housing location and academic performance
alternate hypothesis Ha: There is no relationship between freshman housing location and academic performance
and chi-square=sum((O-E)2/E)= 5.528 with degree of freedom (r-1)(c-1)=(2-1)*(3-1)=2
following information has been generated using ms-excel
Observed(O) | Expected(E) | E | (O-E) | (O-E)2/E | |
7777 | 15958*10605/21614 | 7829.86 | -52.8598 | 0.356859 | |
4242 | 15958*5656/21614 | 4175.925 | 66.07477 | 1.045487 | |
3939 | 15958*5353/21614 | 3952.215 | -13.215 | 0.044187 | |
2828 | 5656*10605/21614 | 2775.14 | 52.85981 | 1.006854 | |
1414 | 5656*5656/21614 | 1480.075 | -66.0748 | 2.949766 | |
1414 | 5656*5353/21614 | 1400.785 | 13.21495 | 0.124669 | |
sum= | 21614 | 21614 | 2.27E-13 | 5.527822 |