An engineer wants to determine how the weight of a gas-powered car, x, affects gas mileage, y. The accompanying data represent the weights of various domestic cars and their miles per gallon in the city for the most recent model year.
Weight (pounds), x Miles per Gallon, y
3787 18
3798 17
2725 24
3460 19
3334 20
3028 24
3808 18
2703 25
3570 19
3836 17
3370 18
(a) Find the least-squares regression line treating weight as the explanatory variable and miles per gallon as the response variable.
ŷ =−0.00669 x + 42.68
(Round the x coefficient to five decimal places as needed. Round the constant to two decimal places as needed.)
(b) Interpret the slope and y-intercept, if appropriate. Choose the correct answer below and fill in any answer boxes in your choice.
(Use the answer from part a to find this answer.)
A.
For every pound added to the weight of the car, gas mileage in the city will decrease by __?__ mile(s) per gallon, on average. A weightless car will get __?__miles per gallon, on average.
B.
A weightless car will get __?__miles per gallon, on average. It is not appropriate to interpret the slope.
C.
For every pound added to the weight of the car, gas mileage in the city will decrease by __?__mile(s) per gallon, on average. It is not appropriate to interpret the y-intercept.
D.
It is not appropriate to interpret the slope or the y-intercept.
(a)
From the given data, the following Table is calculated:
X | Y | XY | X2 |
3787 | 18 | 68166 | 14341369 |
3798 | 17 | 64566 | 14424804 |
2725 | 24 | 65400 | 7425625 |
3460 | 19 | 65740 | 11971600 |
3334 | 20 | 66680 | 11115556 |
3028 | 24 | 72672 | 9168784 |
3808 | 18 | 68544 | 14500864 |
2703 | 25 | 67575 | 7306209 |
3570 | 19 | 67830 | 12744900 |
3836 | 17 | 65212 | 14714896 |
3370 | 18 | 60660 | 11356900 |
Total = 37419 | 219 | 733045 | 129071507 |
So,
Least Square Regression line is:
(b)
Correct option:
C. For every pound added to the weight of the car, gas mileage in the city will decrease by 0.00669 miles per gallon, on average. It is not appropriate to interpret the y - intercept.
Reason: Weightless car does not exist.
Get Answers For Free
Most questions answered within 1 hours.