In: Statistics and Probability
From a random sample of 500 Americans, it was discovered that 300 of them have some level of college education. (Source: The Environmental Protection Agency)
*What is the sample proportion, p^, of Americans who have some level of college education.
*Construct and interpret a 90% confidence interval for the proportion of Americans who have some level of college education.
* Construct and interpret a 99% confidence for the proportion of Americans who have some level of college education.
Solution :
Given that,
n = 500
x = 300
a) Point estimate = sample proportion = = x / n = 300 / 500 = 0.60
1 - = 1 - 0.60 = 0.40
b) At 90% confidence level
= 1 - 90%
=1 - 0.90 =0.10
/2
= 0.05
Z/2
= Z0.05 = 1.645
Margin of error = E = Z / 2 * (( * (1 - )) / n)
= 1.645 (((0.60 * 0.40) / 500 )
= 0.036
A 90% confidence interval for population proportion p is ,
± E
= 0.60 ± 0.036
= ( 0.564, 0.636 )
We are 90% confident that the true proportion of Americans who have some level of college education between 0.564 and 0.636.
c) At 99% confidence level
= 1 - 99%
=1 - 0.99 =0.01
/2
= 0.005
Z/2
= Z0.005 = 2.576
Margin of error = E = Z / 2 * (( * (1 - )) / n)
= 2.576 (((0.60 * 0.40) / 500 )
= 0.056
A 99% confidence interval for population proportion p is ,
± E
= 0.60 ± 0.056
= ( 0.544, 0.656 )
We are 99% confident that the true proportion of Americans who have some level of college education between 0.544 and 0.656.