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 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.
E = row total * column total / Grand total
We are given
Number of rows = r = 2
Number of columns = c = 3
Degrees of freedom = df = (r – 1)*(c – 1) = 1*2 = 2
α = 0.05
Critical value = 5.991465
(by using Chi square table or excel)
Calculation tables for test statistic are given as below:
Observed Frequencies |
||||
Column variable |
||||
Row variable |
X |
Y |
Z |
Total |
A |
32 |
4 |
28 |
64 |
B |
27 |
21 |
35 |
83 |
Total |
59 |
25 |
63 |
147 |
Part a
Answer:
Expected Frequencies |
||||
Column variable |
||||
Row variable |
X |
Y |
Z |
Total |
A |
25.68707 |
10.88435 |
27.42857 |
64 |
B |
33.31293 |
14.11565 |
35.57143 |
83 |
Total |
59 |
25 |
63 |
147 |
Calculations |
||
(O - E) |
||
6.312925 |
-6.88435 |
0.571429 |
-6.31293 |
6.884354 |
-0.57143 |
(O - E)^2/E |
||
1.551482 |
4.354354 |
0.011905 |
1.196323 |
3.357574 |
0.00918 |
Part b Answer:
Test Statistic = Chi square = ∑[(O – E)^2/E] = 10.48082
χ2 = 10.48
P-value = 0.005298
(By using Chi square table or excel)
Part c Answer:
P-value = 0.01
P-value < α = 0.05
So, we reject the null hypothesis
There is sufficient evidence to support the claim that the row and column variables are dependent.
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