Question

In: Statistics and Probability

I need a step by step answer for the following question: Four states were randomly selected,...

I need a step by step answer for the following question:

Four states were randomly selected, and their members in the U.S. House of Representatives (114th Congress) are noted. At a = 0.10, can it be concluded that there is a dependent relationship between the state and the political party affiliation of its representatives?

California Florida Illinois Texas
Democrat 39 10 10 11
Republican 14 17 8 25

Solutions

Expert Solution

Ans:

Chi square test for goodness of fit:

H0:There is a Independent relationship between the state and the political party affiliation.

Ha:There is a dependent relationship between the state and the political party affiliation.

Expected count(fe)=row sum*column sum/overall sum

Observed(fo)
California Florida Illinois Texas Total
Democrat 39 10 10 11 70
Republican 14 17 8 25 64
Total 53 27 18 36 134
Expected(fe)
California Florida Illinois Texas Total
Democrat 27.69 14.10 9.40 18.81 70
Republican 25.31 12.90 8.60 17.19 64
Total 53 27 18 36 134
Chi square=(fo-fe)^2/fe
California Florida Illinois Texas Total
Democrat 4.623 1.194 0.038 3.240 9.095
Republican 5.056 1.306 0.041 3.544 9.948
Total 9.679 2.501 0.079 6.784 19.043

Test statistic:

Chi square=19.043

number of rows,r=2

number of columns,c=4

df=(2-1)*(4-1)=3

p-value=CHIDIST(19.043,3)=0.0003

As,p-value<0.10,we reject the null hypothesis.

There is sufficient evidence to conclude that there is a dependent relationship between the state and the political party affiliation.


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