The correct interpretation of the correlation coefficient \( r = -0.8687 \) is:
There is a strong and negative linear association between horsepower and gas mileage.
This is because a correlation coefficient close to -1 indicates a strong negative relationship, meaning that as one variable (horsepower) increases, the other variable (gas mileage) tends to decrease.