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 10.1 based on earlier studies? Suppose the doctor would be content with 95 % confidence. How does the decrease in confidence affect the sample size required?
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Level
of Confidence,
(1minus−alphaα )times• 100% |
Area in Each Tail, StartFraction alpha Over 2 EndFractionα2 |
Critical Value, z Subscript alpha divided by 2zα/2 |
||
---|---|---|---|---|
90% |
0.05 |
1.645 |
||
95% |
0.025 |
1.96 |
||
99% |
0.005 |
2.575 |
We have to find sample size ( n ).
Given, Margin of error = E = 3
Confidence level = 99% =0.99
significance level = = 1 - 0.99 = 0.01
standard deviation = 10.1
Formula for sample size ,
Where, is two tailed critical value .
is standard deviation.
E margin of error.
Using given table critical value for 99% confidence level is,
= = 2.575
So sample size is,
------------( 1 )
Suppose the doctor would be content with 95% confidence.
Critical value for 95% confidence level is 1.96
So sample size is,
----------------( 2)
From 1 and 2 , It is observed that if confidence level decreases then sample size also decreases.
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