In: Statistics and Probability
8. (18 pts) A study wants to know whether there is a difference in objection to sharing information among the three groups of customers: customers of insurance companies, customers of pharmacies and customers of medical researchers. A sample of customers is selected for each group and the results are as follows: Organizational Grouping Object to Sharing Information Insurance Pharmacies Research Total Yes 40 80 90 210 No 160 120 110 390 Total 200 200 200 600 At the α = 0.025 level of significance, is there evidence of difference in objection to sharing information among the organizational groupings?
Here we need to use chi square test of independence.
H0: There is no difference in objection to sharing information among the three groups of customers.
Ha: There is a difference in objection to sharing information among the three groups of customers.
Expected frequencies will be calculated as follows:
Following table shows the expected frequencies:
Insurance | Pharmacies | Research | Total | |
Yes | 70 | 70 | 70 | 210 |
No | 130 | 130 | 130 | 390 |
Total | 200 | 200 | 200 | 600 |
Following table shows the calculations for chi square test statistics:
O | E | (O-E)^2/E |
40 | 70 | 12.85714286 |
160 | 130 | 6.923076923 |
80 | 70 | 1.428571429 |
120 | 130 | 0.769230769 |
90 | 70 | 5.714285714 |
110 | 130 | 3.076923077 |
Total | 30.76923077 |
Following is the test statistics:
Degree of freedom: df =( number of rows -1)*(number of columns-1) = (2-1)*(3-1)=2
The p-value is : 0.0000
Since p-value is less than α = 0.025 level of significance so there is evidence of difference in objection to sharing information among the organizational groupings.