In: Statistics and Probability
A private Health Clinic manager will buy the flu vaccine. There are 3 vaccines belonging to separate companies in the market and the manager wants to choose the most effective of them. He conducted a research for this and applied all the vaccines and found the results as in the table below. Is there a difference between these 3 vaccines in terms of Protecting or not Protecting against Flu disease? Alpha = 0.05 error level?
vaccine types of companies | protecting | not protecting | Total |
A Company vaccine | 82 | 42 | 124 |
B Company vaccine | 70 | 25 | 95 |
C Company vaccine | 45 | 20 | 65 |
Total | 197 | 87 | 284 |
A private Health Clinic manager will buy the flu vaccine. There are 3 vaccines belonging to separate companies in the market and the manager wants to choose the most effective of them. He conducted a research for this and applied all the vaccines and found the results as in the table below. Is there a ? Alpha = 0.05 error level?
vaccine types of companies | protecting | not protecting | Total |
A Company vaccine | 82 | 42 | 124 |
B Company vaccine | 70 | 25 | 95 |
C Company vaccine | 45 | 20 | 65 |
Total | 197 | 87 | 284 |
let us consider the null and alternative hypothesis is
Ho : there is no difference between these 3 vaccines in terms of Protecting or not Protecting against Flu disease.
Ha: there is a difference between these 3 vaccines in terms of Protecting or not Protecting against Flu disease
we have
Chi-Square Test | ||||||
Observed Frequencies | ||||||
Column variable | Calculations | |||||
vaccine types of companies | protecting | not protecting | Total | fo-fe | ||
A Company vaccine | 82 | 42 | 124 | -4.01408 | 4.014085 | |
B Company vaccine | 70 | 25 | 95 | 4.102113 | -4.10211 | |
C Company vaccine | 45 | 20 | 65 | -0.08803 | 0.088028 | |
Total | 197 | 87 | 284 | |||
Expected Frequencies | ||||||
Column variable | ||||||
vaccine types of companies | protecting | not protecting | Total | (fo-fe)^2/fe | ||
A Company vaccine | 86.01408 | 37.98592 | 124 | 0.187328 | 0.42418 | |
B Company vaccine | 65.89789 | 29.10211 | 95 | 0.255355 | 0.578217 | |
C Company vaccine | 45.08803 | 19.91197 | 65 | 0.000172 | 0.000389 | |
Total | 197 | 87 | 284 | |||
Data | ||||||
Level of Significance | 0.05 | |||||
Number of Rows | 3 | |||||
Number of Columns | 2 | |||||
Degrees of Freedom | 2 | |||||
Results | ||||||
Critical Value | 5.991465 | |||||
Chi-Square Test Statistic | 1.445641 | |||||
p-Value | 0.485381 | |||||
Do not reject the null hypothesis |
since the value of chi square test is 1.4456 and p value is 0.4854 which is greater than 0.05 so we do not reject the null hypotheses and conclude that there is no difference between these 3 vaccines in terms of Protecting or not Protecting against Flu disease.