Question

In: Statistics and Probability

One of the questions most frequently asked by prospective home buyers along the east coast of...

One of the questions most frequently asked by prospective home buyers along the east coast of the United States is:
If we purchase this home, how much can we expect to pay to heat it during the winter? The research department
at Herrington Real Estate has collected the following information. Temperature = Mean Outside Temperature (F);
Attic = Attic insulation (in inches).
Home Mean Outside Temperature (degrees) Attic Insulation (inches) Monthly Heating Costs ($)
1 18 3 188
2 34 2 256
3 36 7 127
4 60 6 239
5 65 5 190
6 20 5 180
7 10 6 210
8 7 9 260
9 21 4 255
10 35 6 160
11 54 12 100
12 26 8 105
13 25 3 375
14 39 4 250
According to your equation, for every one inch increase in the number of inches of attic insulation, monthly heating
costs (increase / do not change / decrease) by _____________. Round appropriately. Include the units! (8 pts.)
According to your equation, if you want your house's monthly heating costs to be $200/month, how many inches of
attic insulation do you need to have? (4 pts.) Round correctly and include the units.
Are monthly heating costs statistically related to the number of inches of attic insulation? Test at the .05 level of significance:
State H0 and H1.
Obtain the appropriate output.

Solutions

Expert Solution

According to your equation, for every one inch increase in the number of inches of attic insulation, monthly heating costs decrease by $16.68. Round appropriately. Include the units! (8 pts.)

According to your equation, if you want your house's monthly heating costs to be $200/month, how many inches of attic insulation do you need to have? (4 pts.) Round correctly and include the units.

6.12 inches

Are monthly heating costs statistically related to the number of inches of attic insulation? Test at the .05 level of significance:

The hypothesis being tested is:

H0: β1 = 0

H1: β1 ≠ 0

The p-value is 0.0217.

Since the p-value (0.0217) is less than the significance level (0.05), we can reject the null hypothesis.

Therefore, we can conclude that monthly heating costs is statistically related to the number of inches of attic insulation.

0.367
r   -0.606
Std. Error   60.982
n   14
k   1
Dep. Var. Monthly Heating Costs ($)
ANOVA table
Source SS   df   MS F p-value
Regression 25,834.9371 1   25,834.9371 6.95 .0217
Residual 44,625.4200 12   3,718.7850
Total 70,460.3571 13  
Regression output confidence interval
variables coefficients std. error    t (df=12) p-value 95% lower 95% upper
Intercept 302.1000
Attic Insulation (inches) -16.6800 6.3284 -2.636 .0217 -30.4684 -2.8916

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