In: Statistics and Probability
A doctor wants to estimate the mean HDL cholesterol of all 20- to 29-year-old females. How many subjects are needed to estimate the mean HDL cholesterol within 3 points with 99 % confidence assuming s equals 16.9 based on earlier studies? Suppose the doctor would be content with 95 % confidence. How does the decrease in confidence affect the sample size required?
Solution:
Given ,
= 16.9 ..Population SD
(taking s as an estimate of the )
E = 3 Margin of error
c = 99% = 0.99 ...confidence level
c = 0.99
= 1- c = 1- 0.99 = 0.01
/2 = 0.005
Using Z table ,
= 2.576
Now, sample size (n) is given by,
= {(2.576 * 16.9)/ 3}2
= 210.58
= 211 ..(round to the next whole number)
Answer: For 99% confidence , required sample size is n = 211
Now suppose that we use 95% confidence level instead of 99%
c = 95% = 095
= 1- c = 1- 0.95 = 0.05
/2 = 0.025
Using Z table ,
= 1.96
As confidence level decreases , decreases.
Observe the formula for n.
n is directly proportional to
So ,
As confidence level decreases , n also decreases.