In: Statistics and Probability
In a study of treatments for very painful "cluster" headaches, 154 patients were treated with oxygen and 159 other patients were given a placebo consisting of ordinary air. Among the 154 patients in the oxygen treatment group,112 were free from headaches 15 minutes after treatment. Among the 159 patients given the placebo, 32 were free from headaches 15 minutes after treatment. Use a 0.01 significance level to test the claim that the oxygen treatment is effective. Complete parts (a) through (c) below.
a. Test the claim using a hypothesis test.
Consider the first sample to be the sample of patients treated with oxygen and the second sample to be the sample of patients given a placebo. What are the null and alternative hypotheses for the hypothesis test?
A.
Upper H 0H0:
p 1p1not equals≠p 2p2
Upper H 1H1:
p 1p1equals=p 2p2
B.
Upper H 0H0:
p 1p1greater than or equals≥p 2p2
Upper H 1H1:
p 1p1not equals≠p 2p2
C.
Upper H 0H0:
p 1p1equals=p 2p2
Upper H 1H1:
p 1p1greater than>p 2p2
D.
Upper H 0H0:
p 1p1equals=p 2p2
Upper H 1H1:
p 1p1not equals≠p 2p2
E.
Upper H 0H0:
p 1p1less than or equals≤p 2p2
Upper H 1H1:
p 1p1not equals≠p 2p2
F.
Upper H 0H0:
p 1p1equals=p 2p2
Upper H 1H1:
p 1p1less than<p 2p2
Identify the test statistic.
z=
(Round to two decimal places as needed.)
Identify the P-value.
P-value=
(Round to three decimal places as needed.)
What is the conclusion based on the hypothesis test?
The P-value is
▼
greater than
less than
the significance level of
alphaαequals=0.010.01,
so
▼
fail to reject
reject
the null hypothesis. There
▼
is sufficient
is not sufficient
evidence to support the claim that the cure rate with oxygen treatment is higher than the cure rate for those given a placebo.
b. Test the claim by constructing an appropriate confidence interval.
The
9898%
confidence interval is
nothingless than<left parenthesis p 1 minus p 2 right parenthesisp1−p2less than<nothing.
(Round to three decimal places as needed.)
What is the conclusion based on the confidence interval?
Because the confidence interval limits
▼
include
do not include
0, it appears that the two cure rates are
▼
equal.
not equal.
Because the confidence interval limits include
▼
only negative
only positive
positive and negative
values, it appears that the cure rate is
▼
higher
lower
the same
for the oxygen treatment than for the placebo.
c. Based on the results, is the oxygen treatment effective?
A.
The results suggest that the oxygen treatment is not effective in curing "cluster" headaches because the cure rate for the oxygen treatment appears to be lower than that of the placebo.
B.
The results suggest that the oxygen treatment is not effective in curing "cluster" headaches because the cure rates appear to be the same.
C.
The results suggest that the oxygen treatment is effective in curing "cluster" headaches.
D.
The results are inconclusive.
For sample 1, we have that the sample size is N1=154, the number of favorable cases is X1=112, so then the sample proportion is
For sample 2, we have that the sample size is N2=159, the number of favorable cases is X2=32, so then the sample proportion is
The value of the pooled proportion is computed as
Also, the given significance level is α=0.01.
Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Ho:
Ha:
This corresponds to a right-tailed test, for which a z-test for two population proportions needs to be conducted.
Rejection Region
Based on the information provided, the significance level is α=0.01, and the critical value for a right-tailed test is zc=2.33.
The rejection region for this right-tailed test is R={z:z>2.33}
Test Statistics
The z-statistic is computed as follows:
Decision about the null hypothesis
Since it is observed that z=9.335>zc=2.33, it is then concluded that the null hypothesis is rejected.
Using the P-value approach: The p-value is p=0, and since p=0<0.01, it is concluded that the null hypothesis is rejected.
Conclusion
It is concluded that the null hypothesis Ho is rejected. Therefore, there is enough evidence to claim that population proportion p1 is greater than p2, at the 0.01 significance level.
OPTION C -
The results suggest that the oxygen treatment is effective in curing "cluster" headaches.
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