In: Statistics and Probability
The level of calcium in the blood of healthy young women follows a normal distribution with mean μ = 10.5 milligrams per deciliter and standard deviation σ = 0.25 . To find out if the calcium level changes during pregnancy, a group of 30 healthy pregnant young women is randomly selected and their the calcium level at their first visit for prenatal care is measured.
Specifically, the following hypotheses are tested:
H0: μ p = 10.5 , Ha: μ p ≠ 10.5 ,
where μ p is the mean calcium level of healthy pregnant young women. Assume the standard deviation of this population, σ p is the same as σ .
Step 1: The mean calcium level of this group of 30 women is 10.43 milligram per deciliter. Find the test statistic. Give your answer to 3 decimal places.
Step 2: Ignore your answer in Step 1. Assume that the test statistic is -1.93. Find the P-value of the test. Give your answer to 4 decimal places.
Step 3: In the above hypothesis testing, we reject the null hypothesis at α = 5 % if the test statistic is:
Solution:
The level of calcium in the blood of healthy young women follows a normal distribution with mean μ = 10.5 milligrams per deciliter and standard deviation σ = 0.25 .
Sample size = n = 30
the following hypotheses are tested:
H0: μp = 10.5 , Ha: μp ≠ 10.5
Step 1:
Sample mean = mg
Step 2:
the test statistic is -1.93
Find the P-value of the test.
For two tailed test , P-value is:
P-value = 2* P(Z > z test statistic) if z is positive
P-value = 2* P(Z < z test statistic) if z is negative
Thus
P-value = 2* P(Z < -1.93)
Look in z table for z = -1.9 and 0.03 and find corresponding area.
P( Z < -1.93 ) = 0.0268
Thus
P-value = 2* P(Z < -1.93)
P-value = 2* 0.0268
P-value = 0.0536
Step 3:
In the above hypothesis testing, we reject the null hypothesis at α = 5% if the test statistic is:.......?
Find z critical values:
level of significance =
Since this is two tailed, we find : Area =
Look in z table for area = 0.0250 or its closest area and find z value
Area 0.0250 corresponds to -1.9 and 0.06
thus z critical value = -1.96
Since this is two tailed test, we have two z critical values: ( -1.96 , 1.96)
Thus:
We reject the null hypothesis at α = 5 % if the test statistic is or if the test statistic is .