Question

In: Statistics and Probability

A research group conducted a survey about church attendance. The survey respondents were asked about their...

A research group conducted a survey about church attendance. The survey respondents were asked about their church attendance and asked to indicate their age. The results are as follows:

Church Attendance Age
20 to 29 30 to 39 40 to 49 50 to 59
Yes 60 30 68 100
No 87 107 80 50

Answer the following four questions. Use 5% level of significance throughout.

1.We use the sample data above to determine whether church attendance is independent of age. Calculate the value of your test statistic. (4 decimal places) (5)

2. What is the critical value of test statistic? (1)

3. What is your conclusion? Interpret in terms of the null and alternative hypothesis. (2)

4. Using the multiple comparison procedure, find out if there is a significant difference between age groups 20-29 and 30-39?

Solutions

Expert Solution

1:

Hypotheses are:

H0: Church attendance is independent of age.

Ha: Church attendance is not independent of age.

Following table shows the row total and column total:

Age
20 to 29 30 to 39 40 to 49 50 to 59 Total
Yes 60 30 68 100 258
No 87 107 80 50 324
Total 147 137 148 150 582

Expected frequencies will be calculated as follows:

Following table shows the expected frequencies:

20 to 29 30 to 39 40 to 49 50 to 59 Total
Yes 65.165 60.732 65.608 66.495 258
No 81.835 76.268 82.392 83.505 324
Total 147 137 148 150 582

Following table shows the calculations for chi square test statistics:

O E (O-E)^2/E
60 65.165 0.409379652
30 60.732 15.55120569
68 65.608 0.087209852
100 66.495 16.88224716
87 81.835 0.325987964
107 76.268 12.3833826
80 82.392 0.069444412
50 83.505 13.44332705
Total 59.15218438

The test statistics is:

2:

Degree of freedom: df =( number of rows -1)*(number of columns-1) = (2-1)*(3-1)=2

Critical value of chi square for 5% level of significance is : 5.9915

3:

Since test statistics is greater than critical value so we reject the null hypothesis.

That is we can conclude that "Church attendance is not independent of age.".

4:

Here the claim (alternative hypothesis) is

So test is two tailed. Following is the null hypothesis:

Here we have

Pooled sample proportion is

Standard error of the test is:

So test statistics will be

Test is tao twaild so p-value is:

p-value = 2P(z > 3.42) = 0.0006

Since p-value is less than 0.05 so we reject the null hypothesis. That is we can conclude that there is a significant difference between age groups 20-29 and 30-39.


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