In: Statistics and Probability
(Refer to HW6 #4) A past survey shows that 49% of
eighth-graders in the United States Believe
that smoking one pack of cigarettes a day does not pose a serious
risk to their health. A recent
sample of survey of 400 eighth-graders from the United States
showed that 176 of them believe that
smoking one pack of cigarettes a day does not pose a serious rick
to their health.
Is the currant proportion of all U.S. eighth-graders who hold this
opinion is less than 49%? Perform
the hypothesis testing at 1% significance level by answering the
following questions.
(a) Define the p in the context of the problem.
(b) Formulate the null and alternative hypothesis.
(c) State the test statistic and its approximate
distribution.
(d) Determine the critical value for α = .01 and state the decision
rule.
(e) Calculate the observed value of the test statistic from the
sample.
(f) State whether H0 is rejected and tell why.
(g) Calculate the P-value and do the hypothesis testing based on
the P-value.
(h) Express the conclusion in the context of the problem, using
common English.
SolutionA:
p is the population proportion of eighth-graders in
the United States Believe
that smoking one pack of cigarettes a day does not pose a serious
risk to their health
p=0.49
SolutionA:
Hp:p=0.49
Ha:p<0.49
(c) State the test statistic and its approximate distribution.
z=p^-p/(sqrt(p*(1-p)/n)
p^=x/n=176/400= 0.44
z=( 0.44-0.49)/sqrt(0.49*(1-0.49/400)
z=-2.000
since n=400,n>30
sample follows normal distribution according to central limit theorem.
Solutiond:
alpha=0.01
z critical in excel
==NORMINV(0.01;0;1)
=-2.33
z critical=Zc=-2.33
(e) Calculate the observed value of the test statistic from the sample.
p^=x/n=176/400=0.44
(f) State whether H0 is rejected and tell why.
it is observed that
z =-2.00>zc=-2.33
null hypothesis is not rejected
(g) Calculate the P-value and do the hypothesis testing based on the P-value.
p value==NORM.S.DIST(-2;TRUE)
=0.022750132
alpha=0.01
p>0.01
Fail to reject null hypothesis
Accept null hypothesis.
(h) Express the conclusion in the context of the problem, using common English.
there is no sufficient evidence at 1% level of significance that he currant proportion of all U.S. eighth-graders who hold this opinion is less than 49%.