In: Statistics and Probability
In the largest clinical trial ever conducted, 401,974 children were randomly assigned to two groups. The treatment group consisted of 201,229 children given the Salk vaccine for polio, and the other 200,745 children were given a placebo. Among those in the treatment group, 33 developed polio, and among those in the placebo group, 115 developed polio. If we want to use the methods for testing a claim about two population proportions to test the claim that the rate of polio is less for children given the Salk vaccine, are the requirements for a hypothesis testsatisfied? Explain.
.
A.) The requirements are not satisfied; the difference between the rates of those that developed polio in the two groups is not statistically significant.
B. The requirements are satisfied; the samples are simple random samples that are independent, and for each of the two groups, the number of successes is at least 5 and the number of failures is at least 5.
C. The requirements are satisifed; the samples are simple random samples that are independent, and for each of the two groups, the sample size is at least 1000.
D. The requirements are not satisfied; the samples are not simple random samples that are independent.
The sample was randomly and independently selected. Successes in each group were 33 and 115 which are greater than 5. Same is true for the number of failures.
Hence, the right option is
B. The requirements are satisfied; the samples are simple random samples that are independent, and for each of the two groups, the number of successes is at least 5 and the number of failures is at least 5.
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Conducting the hypothesis test as below :
n | Proportion (p) | |
Sample 1 | n1 = 201229 | p1 = 0.0002 |
Sample 2 | n2 = 200745 | p2 = 0.0006 |
The null and alternative hypotheses are
Ho : P1 = P2
Ha : P1 < P2
where P1, P2 are the population proportions for the
proportions who developed polio in the treatment and placebo groups
respectively
Let α = 0.05
...Level of significance
Using the given formulae, we get
Pooled Proportion
p̂ = 0.0004
Standard Error (SE)
SE = 0.0001
z-statistic
z-statistic = z = -6.7563
Z-critical
For α = 0.05 we find the Less Than z-critical using z tables or
Excel function NORM.S.INV
z critical = NORM.S.INV(0.05)
z critical = -1.645
P-value
For z = -6.7563 we find the Less Than p-value using z tables or
Excel function NORM.S.DIST
p-value = NORM.S.DIST(-6.7563, TRUE)
p-value = 0
Decision
0 < 0.05
that is p-value is less than alpha.
Hence we Reject Ho.
Conclusion
There exists enough statistical evidence at α = 0.05 to show that
the rate of polio is less for children given the Salk vaccine.
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