In: Statistics and Probability
Student Debt – Vermont: The average student loan debt of a U.S. college student at the end of 4 years of college is estimated to be about $21,800. You take a random sample of 141 college students in the state of Vermont and find the mean debt is $23,000 with a standard deviation of $2,800. You want to construct a 99% confidence interval for the mean debt for all Vermont college students.
(a) What is the point estimate for the mean debt of all Vermont
college students?
$
(b) Construct the 99% confidence interval for the mean debt of all
Vermont college students. Round your answers to the nearest
whole dollar.
< μ <
(c) Are you 99% confident that the mean debt of all Vermont college
students is greater than the quoted national average of $21,800 and
why?
No, because $21,800 is above the lower limit of the confidence interval for Vermont students.Yes, because $21,800 is above the lower limit of the confidence interval for Vermont students. No, because $21,800 is below the lower limit of the confidence interval for Vermont students.Yes, because $21,800 is below the lower limit of the confidence interval for Vermont students.
(d) We are never told whether or not the parent population is
normally distributed. Why could we use the above method to find the
confidence interval?
Because the sample size is less than 100.Because the sample size is greater than 30. Because the margin of error is positive.Because the margin of error is less than 30.
Solution :
Given that,
a) Point estimate = sample mean = = $ 23,000
sample standard deviation = s = $ 2,800
sample size = n = 141
Degrees of freedom = df = n - 1 = 141 - 1 = 140
b) At 99% confidence level
= 1 - 99%
=1 - 0.99 =0.01
/2
= 0.005
t/2,df
= t0.005,140 = 2.611
Margin of error = E = t/2,df * (s /n)
= 2.611 * ( 2800 / 141)
Margin of error = E = $ 616
The 99% confidence interval estimate of the population mean is,
- E < < + E
$ 23,000 - $ 616 < < $ 23,000 + $ 616
( $ 22,384 < < $ 23,616 )
c) No, because $21,800 is below the lower limit of the confidence interval for Vermont students
d) Because the sample size is greater than 30