In the context of outbreak of COVID – 19, a sample of 200 patients are selected. Out of them, 100 we

Andrea Potter

Andrea Potter

Answered question

2022-04-21

In the context of outbreak of COVID – 19, a sample of 200 patients are selected. Out of them, 100 were given a drug and the others were not given any drug. The results are as follows:
Number of patients Drug  No Drug  Total  Cured 6555120 Not cured 354580 Total 100100200 
Test whether the drug is effective or not. (The Chi-square value as 5% level of significance for 1 degree of freedom is 3.841)

Answer & Explanation

Davon Friedman

Davon Friedman

Beginner2022-04-22Added 13 answers

The chi-square test is applied when:
1. Data is in the form of frequencies and when it is discrete. However, continuous data can also be used which is reducible to categories in such a way that it becomes discrete data.
2. There is quantitative data, which means numerical data, usually discrete quantitative data.
3. The observations are independent.
4. The sample size is large enough, at least 50.
Assume the null and alternate hypothesis is:
H0: Drug is effective
H1:Drug is not effective
The formula of chi-square test statistic is:
C=ij[(OijEij)2Eij]
Where Oij and Eij denote observed and expected frequencies corresponding to ith row and jth column.
And, i=(Cured, Not Cured), j=(Drug, No Drug)
The expected frequencies are obtained by the formula:
Eij=ij[(RiCj)2G]
Where Ri,Cj, and G denote row total corresponding to ith row, column total corresponding to jth column, and grand total across all rows and columns respectively.
Therefore, the value of expected frequencies is:
ECured Drug=120×100200=60
ECured No Drug=120×100200=60
ENot Cured Drug=80×100200=40
ENot Cured No Drug=80×100200=40
The observed frequencies are given as:
OCured Drug=65
OCured No Drug=65
ONot Cured Drug=35
ONot Cured No Drug=35
Hence, the value of chi-square test statistic is obtained as:
C=(6560)260+(5560)260+(3540)240+(4540)240=2.083
The chi-square critical value at 5% level of significance for 1 degree of freedom is given as 3.841.
Since, the value of chi-square test statistic is less than chi-square critical value at 5% level of significance for 1 degree of freedom, therefore, the null hypothesis is failed to reject at 5% level of significance and hence it is reasonable to conclude that the drug is effective.

Do you have a similar question?

Recalculate according to your conditions!

New Questions in College Statistics

Ask your question.
Get an expert answer.

Let our experts help you. Answer in as fast as 15 minutes.

Didn't find what you were looking for?