Answer: 8.030
Solution:
Solution:
Here, we have to use chi square test for independence of two categorical variables.
Null hypothesis: H0: Two categorical variables are independent.
Alternative hypothesis: Ha: Two categorical variables are dependent.
We assume 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.
E = row total * column total / Grand total
We are given
Number of rows = r = 3
Number of columns = c = 3
Degrees of freedom = df = (r – 1)*(c – 1) = 2*2 = 4
α = 0.05
Critical value = 9.487729
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Observed Frequencies |
||||
Opinion |
||||
Party |
Approve |
Disapprove |
No Opinion |
Total |
Republican |
42 |
20 |
14 |
76 |
Democrat |
50 |
24 |
18 |
92 |
Independent |
10 |
16 |
6 |
32 |
Total |
102 |
60 |
38 |
200 |
Expected Frequencies |
||||
Opinion |
||||
Party |
Approve |
Disapprove |
No Opinion |
Total |
Republican |
38.76 |
22.8 |
14.44 |
76 |
Democrat |
46.92 |
27.6 |
17.48 |
92 |
Independent |
16.32 |
9.6 |
6.08 |
32 |
Total |
102 |
60 |
38 |
200 |
Calculations |
||
(O - E) |
||
3.24 |
-2.8 |
-0.44 |
3.08 |
-3.6 |
0.52 |
-6.32 |
6.4 |
-0.08 |
(O - E)^2/E |
||
0.270836 |
0.34386 |
0.013407 |
0.202182 |
0.469565 |
0.015469 |
2.447451 |
4.266667 |
0.001053 |
Test Statistic = Chi square = ∑[(O – E)^2/E] = 8.03049
χ2 statistic = 8.030
P-value = 0.090468
(By using Chi square table or excel)
P-value > α = 0.05
So, we do not reject the null hypothesis
There is not sufficient evidence to conclude that opinions on a bill are related to party affiliation.
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