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The 90 students in a statistics class are categorized by gender and by the year in...

The 90 students in a statistics class are categorized by gender and by the year in school. The numbers are listed in the following table:

Year in School Freshman Sophmore Junior Senior
Gender
Male 1 4 8 17
Female 23 17 13 7

Test the null hypothesis that there is no association between the year in school and the gender using a 1% significance level. Be sure to specify the test statistic with degrees of freedom, the P-value or critical value, and your conclusion. Please no computer software answers! Thank you!

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Expert Solution

Solution:

    We are given that: The 90 students in a statistics class are categorized by gender and by the year in school. The numbers are listed in the following table:

Year in School Freshman Sophmore Junior Senior
Gender
Male 1 4 8 17
Female 23 17 13 7

We have to test the null hypothesis that there is no association between the year in school and the gender using a 1% significance level.

Step 1) State H0 and H1:

H0: there is no association between the year in school and the gender

Vs

H1: there is association between the year in school and the gender.

Step 2) Test statistic:

Formula:

where Oij = Observed frequencies and Eij = Expected Frequencies

Year in School Freshman Sophmore Junior Senior Row Totals
Gender Male 1 4 8 17 R1=30
Female 23 17 13 7 R2=60
Column Totals C1=24 C2=21 C3=21 C4=24 N= 90

Thus we need to make following table:

Oij Eij Oij^2 / Eij
1 8 0.125
4 7 2.285714
8 7 9.142857
17 8 36.125
23 16 33.0625
17 14 20.64286
13 14 12.07143
7 16 3.0625

Thus Chi-square test statistic is:

Step 3) Chi-square critical value:

df = (R-1)x (C-1) = ( 2-1) x ( 4-1) = 1 x 3 = 3

df = 3

Level of significance = 1% = 0.01

Chi-square critical value = 11.345

Step 4) Decision rule: Reject H0, if Chi-square test statistic value > Chi-square critical value, otherwise we fail to reject H0.

Since Chi-square test statistic value = > Chi-square critical value = 11.345, we reject H0.

Step 5) Conclusion: Since we have rejected H0, we conclude that there is association between the year in school and the gender using a 1% significance level.


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