In: Statistics and Probability
Out of 480 respondents in a recent health survey 42 reported a history of diabetes.
a. Estimate the true proportion of people with a history of diabetes with 95% confidence.
b. Using the survey data above, what should the sample size be if the researchers wanted to be accurate to within 2% of the true proportion?
c. What should the sample size be if the researchers wanted to be accurate to within 2% of the true proportion, assuming they had no previous data?
Solution :
Given that,
n = 480
x = 42
a)
Point estimate = sample proportion = = x / n = 0.088
1 - = 0.912
b)
margin of error = E = 0.02
At 95% confidence level the z is ,
= 1 - 95% = 1 - 0.95 = 0.05
/ 2 = 0.05 / 2 = 0.025
Z/2 = Z0.025 = 1.96
sample size = n = (Z / 2 / E )2 * * (1 - )
= (1.96 / 0.02)2 * 0.088 * 0.912
= 770.78
sample size = 771
c)
Given that,
= 0.5
1 - = 0.5
margin of error = E =
At 99% confidence level the z is ,
= 1 - 99% = 1 - 0.99 = 0.01
/ 2 = 0.01 / 2 = 0.005
Z/2 = Z0.005 = 2.576
sample size = n = (Z / 2 / E )2 * * (1 - )
= (2.576 / 0.02)2 * 0.5 * 0.5
= 2401
sample size = 2401