Answer to Question #226746 in Statistics and Probability for aoi

Question #226746

Chi-Square Testing 

300 employees of a company were selected at random and asked whether they were in favour of a scheme to introduce flexible working hours. The following table shows the opinion and the departments of the employees.


              OPINION          

Department In favour Uncertain Against

Production 89 42 9

Sales 53 36 11

Administration 38 12 10

 

Test whether there is evidence of a significant association between opinion and department.


1
Expert's answer
2021-08-17T17:55:56-0400

H0:H_0: Opinion on flexible working hours and department are independent

Ha:H_a: Opinion on flexible working hours and department are dependent

χ2=ij(OijEij)2Eij\chi^2=\sum_{\forall ij}\frac{(Oij-Eij)^2}{Eij}

Eij=rowtotal(ith)×Columntotal(jth)NEij=\frac{row total(ith)\times Column total (jth)}{N}

The table below shows the computations of Eij and chi-square




χ2=ij(OijEij)2Eij\chi^2=\sum_{\forall ij}\frac{(Oij-Eij)^2}{Eij}

=0.2976+0+1.7857+0.81667+1.2+0.1+0.1111+2+2.6667=0.2976+0+1.7857+0.81667+1.2+0.1+0.1111+2+2.6667

=8.97778=8.97778

Let α=0.05\alpha=0.05

df=(n1)×(m1)df=(n-1)\times(m-1)

=(31)×(31)=(3-1)\times(3-1)

=4=4

CV=χ4,0.052=9.49CV=\chi^2_{4,0.05}=9.49

Pvalue=p(>9.97778)=0.06166P-value=p(>9.97778)=0.06166

Since the test statistic 8.97778 is less than the critical value 9.49, we fail to reject the null hypothesis. Similarly, since the p- value 0.06166 is greater than 0.05, we fail to reject the null hypothesis. Opinion on flexible working hours are independent of department. There is no association between opinion and department.


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