In: Statistics and Probability
Cellulon, a manufacturer of home insulation, wants to develop guidelines for builders and consumers on how the thickness of the insulation in the attic of a home and the outdoor temperature affect natural gas consumption. In the laboratory, it varied the insulation thickness and temperature. A few of the findings are:
Monthly Natural Gas Consumption (cubic feet), | Thickness of Insulation (inches), | Outdoor Temperature (ºF), | |||
y | x1 | x2 | |||
30.3 | 6.0 | 46.0 | |||
24.0 | 12 | 40 | |||
32.3 | 8 | 49 | |||
On the basis of the sample results, the regression equation is:
yˆy?^?? = 100.75 ? 1.06x1 ? 1.39x2
How much natural gas can homeowners expect to use per month if they install 6 inches of insulation and the outdoor temperature is 46 degrees F? (Round your answer to 2 decimal places.)
What effect would installing 7 inches of insulation instead of 6 have on the monthly natural gas consumption (assuming the outdoor temperature remains at 46 degrees F)? (Round your answers to 2 decimal places.)
The regression coefficients b1 and b2 are negative? Is this logical?
Answer:-
Given that,
The multiple regression equation is
= 100.75 - 1.06x1 - 1.39x2
(a)
Here we have to find the consumption of natural gas for 6 inches of insulation thickness and 460 F of outdoor temperature
= 100.75 - 1.06x1 - 1.39x2
= 100.75 - 1.06(6) - 1.39(46)
= 30.45
Hence, 30.45 units of natural gas can homeowners expect to use per month
(b)
Here, we have to find the consumption of natural gas for 7 inches of insulatin thickness and 460F outdoor temperature
= 100.75 - 1.06x1 - 1.39x2
= 100.75 - 1.06(7) -
1.39(46)
= 29.39
Hence, 29.39 units of natural gas can home owners expect to use per month. If we use 7 inches insulation instead of 6 inches insulation on thickness. The consumption of natural gas per month is low. Hence, it is better to use 7 inches insulation and 460F outdoor temperature for new consumption of natural gas.
(c)
The regression coeffecients b1 and b2 are negative, due to the consumption of the natural gas is negtively associated with the insulation thickness and outdoor temperature.