In: Statistics and Probability
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. Complete parts (a) through (d) below.
Weight (pounds), x Miles per Gallon, y
3736 17
3938 17
2746 24
3485 19
3250 22
3035 24
3826 16
2506 23
3387 18
3847 18
3251 17
(a) Find the least-squares regression line treating weight as the explanatory variable and miles per gallon as the response variable.
y^= (BLANK, round to 5 decimal places as needed)x + (BLANK, round 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 answer from part A to find this answer)
A. A weightless car will get (BLANK) miles per gallon, on average. It is not appropriate to interpret the slope.
B. For every pound added to the weight of the car, gas mileage in the city will decrease by (BLANK) mile(s) per gallon, on average. A weightless car will get (BLANK)
miles per gallon, on average.
C. For every pound added to the weight of the car, gas mileage in the city will decrease by (BLANK) 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.
(c) A certain gas-powered car weighs 3700 pounds and gets 20 miles per gallon. Is the miles per gallon of this car above average or below average for cars of this weight?
A. Above
B. Below
(d) Would it be reasonable to use the least-squares regression line to predict the miles per gallon of a hybrid gas and electric car? Why or why not?
A. No, because the absolute value of the correlation coefficient is less than the critical value for a sample size of n =11.
B.Yes, because the absolute value of the correlation coefficient is greater than the critical value for a sample size of n =11.
C. No, because the hybrid is a different type of car.
D. Yes, because the hybrid is partially powered by gas.
a)
y^ =-0.00553x+38.15
b)
C. For every pound added to the weight of the car, gas mileage in the city will decrease by 0.00553 mile(s) per gallon, on average. It is not appropriate to interpret the y-intercept.
c)
predicted val=38.15+3700*-0.00553= | 17.6890 |
since 20 is above the predicted value
A. Above
d)
C. No, because the hybrid is a different type of car.