In: Statistics and Probability
An observed frequency distribution of the final grades of MAT121 is as follows:
Final Grade: A / A− / B+ / B / B− / C+ / C / C− / D / F
Frequency (O): 23 / 26 / 23 /19 / 24 / 29 / 21 / 22 / 24 / 48
At the 0.05 significance level, test the claim that the final grades of MAT121 occur with the same frequency.
The test statistic is χ2=______________
Solution:
Here, we have to use chi square test for goodness of fit.
Null hypothesis: H0: Each grade has same frequency.
Alternative hypothesis: Ha: Each grade doesn’t have same frequency.
We are given level of significance = α = 0.05
Test statistic formula is given as below:
Chi square = ∑[(O – E)^2/E]
Where, O is observed frequencies and E is expected frequencies.
We are given
N = 10 grades
Degrees of freedom = df = N – 1 = 10 – 1 = 9
α = 0.05
Critical value = 16.91897762
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Grade |
O |
E |
(O - E)^2/E |
A |
23 |
25.9 |
0.324710425 |
A- |
26 |
25.9 |
0.0003861 |
B+ |
23 |
25.9 |
0.324710425 |
B |
19 |
25.9 |
1.838223938 |
B- |
24 |
25.9 |
0.139382239 |
C+ |
29 |
25.9 |
0.371042471 |
C |
21 |
25.9 |
0.927027027 |
C- |
22 |
25.9 |
0.587258687 |
D |
24 |
25.9 |
0.139382239 |
F |
48 |
25.9 |
18.85752896 |
Total |
259 |
259 |
23.50965251 |
Test Statistic = Chi square = ∑[(O – E)^2/E] = 23.50965251
χ2 statistic = 23.50965251
P-value = 0.00514771
(By using Chi square table or excel)
P-value < α = 0.05
So, we reject the null hypothesis
There is not sufficient evidence to conclude that each grade has same frequency.