In: Statistics and Probability
2. In a random sample of 857 families with multiple children, it was found that 533 of them prefer Charmin brand toilet paper. Test the claim that the proportion is larger than 0.61 using a 0.05 significance level.
a. Give the critical region and the value of the test statistic.
b. Give the decision and conclusion.
Part a
Here, we have to use one sample z test for the population proportion.
The null and alternative hypotheses for this test are given as below:
Null hypothesis: H0: the proportion is 0.61.
Alternative hypothesis: Ha: the proportion is larger than 0.61
H0: p = 0.61 versus Ha: p > 0.61
This is a upper tailed test.
We are given
Level of significance = α = 0.05
Critical value = 1.6449
(by using z-table)
Critical region: Reject H0 when z > 1.6449
Test statistic formula for this test is given as below:
Z = (p̂ - p)/sqrt(pq/n)
Where, p̂ = Sample proportion, p is population proportion, q = 1 - p, and n is sample size
x = number of items of interest = 533
n = sample size = 857
p̂ = x/n = 533/857 = 0.621936989
p = 0.61
q = 1 - p = 0.39
Z = (p̂ - p)/sqrt(pq/n)
Z = (0.621936989 - 0.61)/sqrt(0.61*0.39/857)
Z = 0.7165
Test statistic = 0.7165
Part b
P-value = 0.2369
(by using z-table)
P-value > α = 0.05
So, we do not reject the null hypothesis
There is not sufficient evidence to conclude that the proportion is larger than 0.61.