Question

Use software to test the null hypothesis of whether there is a relationship between the two...

Use software to test the null hypothesis of whether there is a relationship between the two classifications, A and B, of the 3×3 contingency table shown below.

B1 B2 B3 Total
A1 44 68 42 154
A2 53 70 48 171
A3 72 56 75 203
Total 169 194 165 528

Test using ?=0.05.

(a) ?2=

(b) Find the degrees of freedom.

(c) Find the critical value. ?2=

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Answer #1

Solution:

Here, we have to use the Chi square test for independence of two categorical variables.

The null and alternative hypotheses for this test are given as below:

Null hypothesis: H0: There is no relationship between the two classifications A and B.

Alternative hypothesis: Ha: There is a relationship between the two classifications A and B.

We are given

Level of significance = ? = 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

Excel output for this test is given as below:

Chi-Square Test

Observed Frequencies

Column variable

Calculations

Row variable

B1

B2

B3

Total

(O - E)

A1

44

68

42

154

-5.29167

11.41667

-6.125

A2

53

70

48

171

-1.73295

7.170455

-5.4375

A3

72

56

75

203

7.024621

-18.5871

11.5625

Total

169

194

165

528

Expected Frequencies

Column variable

Row variable

B1

B2

B3

Total

(O - E)^2/E

A1

49.29167

56.58333

48.125

154

0.568083

2.30351

0.779545

A2

54.73295

62.82955

53.4375

171

0.054869

0.818332

0.553289

A3

64.97538

74.58712

63.4375

203

0.759446

4.631913

2.107451

Total

169

194

165

528

Data

Level of Significance

0.05

Number of Rows

3

Number of Columns

3

Degrees of Freedom

4

Results

Critical Value

9.487729

Chi-Square Test Statistic

12.57644

p-Value

0.013542

Reject the null hypothesis

Expected frequency assumption

       is met.

Answers:

Part a

Chi square = 12.57644

(From above output)

Part b

Number of columns = c = 3

Number of rows = r = 3

Degrees of freedom = (c – 1)*(r – 1)

Degrees of freedom = (3 – 1)*(3 – 1)

Degrees of freedom = 2*2 = 4

Degrees of freedom = 4

Part c

We are given

Level of significance = ? = 0.05

Degrees of freedom = 4

So,

Critical value = 9.487729

(By using Chi square table or excel)

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