In: Statistics and Probability
A study was conducted to investigate the relationship between maternal smoking during pregnancy and the presence of congenital malformations in the child. Among children who suffer from an abnormality other than Down’s syndrome or an oral cleft, 32.8% have mothers who smoked during pregnancy. You wish to determine if this proportion is the same for those children born with an oral cleft. In a random sample of 27 infants with an oral cleft, 15 had mothers who smoked during pregnancy.
a. What is the estimate of the proportion of infants born with oral clefts whose mothers smoked during pregnancy?
b. Construct a 95% confidence interval for the true population proportion.
c. What are the Null and Alternative Hypotheses of this test?
d. Conduct the test at the 0.05 level of significance.
e. Using Stata, determine the sample size required to have 80% power to detect an alternative of 40% at the 0.01 level of significance.
A study was conducted to investigate the relationship between maternal smoking during pregnancy and the presence of congenital malformations in the child. Among children who suffer from an abnormality other than Down’s syndrome or an oral cleft, 32.8% have mothers who smoked during pregnancy. You wish to determine if this proportion is the same for those children born with an oral cleft. In a random sample of 27 infants with an oral cleft, 15 had mothers who smoked during pregnancy.
a. What is the estimate of the proportion of infants born with oral clefts whose mothers smoked during pregnancy?
p =15/27 =0.5556
b. Construct a 95% confidence interval for the true population proportion.
Confidence Interval Estimate for the Proportion |
|
Data |
|
Sample Size |
27 |
Number of Successes |
15 |
Confidence Level |
95% |
Intermediate Calculations |
|
Sample Proportion |
0.5556 |
Z Value |
1.9600 |
Standard Error of the Proportion |
0.0956 |
Interval Half Width |
0.1874 |
Confidence Interval |
|
Interval Lower Limit |
0.3681 |
Interval Upper Limit |
0.7430 |
95% CI = (0.3681, 0.7430)
c. What are the Null and Alternative Hypotheses of this test?
d. Conduct the test at the 0.05 level of significance.
=2.5185
Rejection Region: Reject Ho if z < -1.96 or z > 1.96
Calculated z = 2.5185 , in the rejection region
The null hypothesis is rejected.
This proportion (0.328) is not the same for those children born with an oral cleft.
Z Test of Hypothesis for the Proportion |
|
Data |
|
Null Hypothesis p = |
0.328 |
Level of Significance |
0.05 |
Number of Items of Interest |
15 |
Sample Size |
27 |
Intermediate Calculations |
|
Sample Proportion |
0.5556 |
Standard Error |
0.0904 |
Z Test Statistic |
2.5185 |
Two-Tail Test |
|
Lower Critical Value |
-1.9600 |
Upper Critical Value |
1.9600 |
p-Value |
0.0118 |
Reject the null hypothesis |
e. Using Stata, determine the sample size required to have 80% power to detect an alternative of 40% at the 0.01 level of significance.
power oneproportion 0.5556 0.4, test(wald) alpha(0.01)
Performing iteration ...
Estimated sample size for a one-sample proportion test
Wald z test
Ho: p = p0 versus Ha: p != p0
Study parameters:
alpha = 0.0100
power = 0.8000
delta = -0.1556
p0 = 0.5556
pa = 0.4000
Estimated sample size:
N = 116