Question 6.42

image 7. How does the fuel consumption of a car change as its speed increases? Here are data for a British Ford Escort. Fuel consumption is measured in miles per gallon of gasoline used and speed is measured in miles per hour.

Speed 6.2 12.4 18.6 24.9 31.1
Fuel 11.2 18.1 23.5 29.4 33.6
Speed 37.3 43.5 49.7 55.9 62.1
Fuel 39.9 37.3 33.8 31.1 28.4
Speed 68.4 74.6 80.8 87.0 93.2
Fuel 26.0 23.8 21.8 20.0 18.3
Table 6.15: Data from T. N. Lam, Estimating fuel consumption from engine size, Journal of Transportation Engineering, 11 1 (1985): 339–357.
  1. Which is the explanatory variable?
  2. Make a scatterplot. Describe the form of the relationship. Explain why the form of the relationship makes sense.
  3. How would you describe the direction of this relationship?
  4. Is the relationship reasonably strong or quite weak? Explain your answer.

7.

(a) Speed

(b)

image

Sample response: Initially, the form is linear, but then it switches direction and bends upward.

(c) Relationship is positive for speeds under 40 mph; relationship is negative for speeds above 40 mph.

(d) Quite strong; little scatter about the piecewise linear then curved pattern