In: Statistics and Probability
The following experiment was carried out to evaluate a drug for the prevention of heart attacks. The subjects were 3,900 middle-aged men with heart trouble. Out of these men, 1,100 were assigned at random to receive the drug, and the remaining 2,800 were given a placebo. The subjects were followed for five years. In the group that received the drug, there were 220 deaths; in the control group, 2 there were 588 deaths. The 220 is 20% of the treatment group and the 588 is 21% of the control group. Someone argues as follows: “A one-percentage-point difference may not seem like much, but 1% of a million, for example, is 10,000. The drug will save tens of thousands of lives.” Do you agree or disagree with the statement? Explain and show mathematically.
We disagree with the statement.
Explanation:
H0: Null Hypothesis: p1
p2 (Drug is not effective)
HA: Alternative Hypothesis: p1 < p2 (Drug is effective)
n1 = 1100
1 = 220/1100 =0.20
n2 = 2800
2 = 588/2800 = 0.21
Pooled Proportion is given by:
Test Statistic is given by:
Take = 0.05
From Table, critical value of Z = - 1.64.
Since calculated value of Z = - 0.693 is greater than critical value of Z = - 1.64, the difference is not significant. Fail to reject null hypothesis.
Conclusion:
The data do not support the claim that Drug is effective.
We have statistically proved that the one-percentage-point difference is not due to the effectiveness of the drug and it is due to only statistical variation of data. Thus, we disagree with the statement: “A one-percentage-point difference may not seem like much, but 1% of a million, for example, is 10,000. The drug will save tens of thousands of lives.”