In: Statistics and Probability
A mortgage specialist would like to analyze the average mortgage rates for Atlanta, Georgia. He collects data on the annual percentage rates (APR in %) for 30-year fixed loans as shown in the following table. If he is willing to assume that these rates are randomly drawn from a normally distributed population, can he conclude that the mean mortgage rate for the population exceeds 4.50%? Test the hypothesis at a 10% level of significance.
Calculate the value of the test statistic.
Financial Institution | APR | |||
G Squared Financial | 4.835 | % | ||
Best Possible Mortgage | 4.305 | |||
Hersch Financial Group | 4.680 | |||
Total Mortgages Services | 4.440 | |||
Wells Fargo | 4.860 | |||
Quicken Loans | 4.300 | |||
Amerisave | 4.835 |
Solution:
We have to test if the mean mortgage rate for the population exceeds 4.50%.
Level of significance =
We are given following data set:
Financial Institution | APR |
G Squared Financial | 4.835 |
Best Possible Mortgage | 4.305 |
Hersch Financial Group | 4.68 |
Total Mortgages Services | 4.44 |
Wells Fargo | 4.86 |
Quicken Loans | 4.3 |
Amerisave | 4.835 |
We use following steps:
Step 1) State H0 and H1:
Vs
Step 2) Find test statistic:
Since sample size is small, population standard deviation is unknown and rates are randomly drawn from a normally distributed population, we use t test statistic.
we need to find sample mean and sample standard deviation.
Thus we need to make following table:
x : APR | x^2 |
4.835 | 23.377225 |
4.305 | 18.533025 |
4.68 | 21.902400 |
4.44 | 19.713600 |
4.86 | 23.619600 |
4.3 | 18.490000 |
4.835 | 23.377225 |
Thus
Thus t test statistic is:
Step 3) Find t critical value:
df = n - 1 = 7 - 1 = 6
Level of significance =
t critical value = 1.440
Step 4) Decision rule:
Reject H0, if t test statistic value > t critical value = 1.440, otherwise we fail to reject H0.
Since t test statistic value = t = 1.124 < t critical value = 1.440, we fail to reject H0.
Step 5) Conclusion:
Since we failed to reject H0, there is not sufficient evidence to conclude that the mean mortgage rate for the population exceeds 4.50%