The average trade-in value, y thousand dollars, of a particular make of used car depreciates with the age of the car, x years, according to the following table.

  1. ((i))

    Draw a scatter diagram to illustrate the data.

  2. ((ii))

    Comment on whether a linear model would be appropriate, referring both to the scatter diagram and the context of the question.

  3. ((iii))

    Explain why in this context a quadratic model would probably not be appropriate for long-term predictions.

  4. ((iv))

    Fit a model of the form ln⁡y=ax+b\ln y = ax + b to the data, and use it to predict the trade-in value of a 5125\frac{1}{2}-year-old car.

Work through it with AI →

It won't just hand you the answer — it asks where you're stuck.How the checker works

Worked solution

7((i))

1. Set up and label the coordinate axes with appropriate scales

Horizontal axis: Label as xx (Age, years) with a scale covering 22 to 88.
Vertical axis: Label as yy (Trade-in value, thousand dollars) with a scale covering 00 (or a broken axis starting from ≈25\approx 25) to 5555.

2. Plot the given data points

Plot the 7 coordinate points:
(2,53.9),(3,49.9),(4,44.8),(5,38.0),(6,34.6),(7,32.5), and (8,29.8)(2, 53.9), (3, 49.9), (4, 44.8), (5, 38.0), (6, 34.6), (7, 32.5), \text{ and } (8, 29.8).

Answer

[A properly scaled scatter diagram with Age xx on the horizontal axis, Trade-in value yy on the vertical axis, and the 7 data points correctly plotted.]

7((ii))

1. State whether a linear model is appropriate based on the scatter diagram.

From the scatter diagram (plotted in part (i)), the data points follow a curve rather than a linear trend. Thus, a linear model is not appropriate.

2. State whether a linear model is appropriate based on the context of the question.

In the context of the problem, a linear model would imply a constant rate of depreciation, meaning that for a sufficiently large age xx, the trade-in value yy would become negative. Since a car's value cannot be negative, a linear model is inappropriate.

Answer

A linear model is not appropriate. From the scatter diagram, the points exhibit a curved pattern rather than a straight line. Contextually, a linear model would eventually predict a negative trade-in value for the car as its age increases, which is practically impossible.

7((iii))

1. State the long-term mathematical behaviour of a quadratic model and relate it to the context.

A quadratic model y=ax2+bx+cy = ax^2 + bx + c represents a parabola. For large values of xx (long-term), if a>0a > 0, yy will eventually start to increase, which contradicts the real-world fact that an aging car's value generally depreciates and does not increase. If a<0a < 0, yy will eventually plunge to take increasingly negative values, which is impossible since a car's value cannot drop below zero. Therefore, a quadratic model is inappropriate.

Answer

A quadratic curve is a parabola. For long-term predictions (as xx gets large), the value yy will either eventually increase (if the coefficient of x2x^2 is positive) or decrease to negative infinity (if the coefficient is negative), both of which are unrealistic for the depreciating value of a car.

7((iv))

1. Find the equation of the regression line of $\ln y$ on $x$ using a graphing calculator.

By keying the values of xx and corresponding values of ln⁡y\ln y into a graphing calculator, we obtain:
a=−0.10335 (to 5 s.f.)a = -0.10335 \text{ (to 5 s.f.)}
b=4.1962 (to 5 s.f.)b = 4.1962 \text{ (to 5 s.f.)}
So the fitted model is:
ln⁡y=−0.10335x+4.1962\ln y = -0.10335x + 4.1962

2. Use the regression line to estimate $y$ when $x = 5.5$.

Substitute x=5.5x = 5.5 into the regression equation:
ln⁡y=−0.10335(5.5)+4.1962\ln y = -0.10335(5.5) + 4.1962
ln⁡y=3.6278\ln y = 3.6278
y=e3.6278≈37.631y = e^{3.6278} \approx 37.631

3. State the final predicted value in context.

Since yy represents the trade-in value in thousands of dollars, the predicted value is $37 600\char36{}37\,600 (or 37.637.6 thousand dollars, correct to 3 s.f.).

Answer

$37 600\char36{}37\,600 (or 37.637.6 thousand dollars)

AI analysis — may contain mistakes.

Worked this one out on paper? Snap your steps and Gigle's AI math checker will circle the step where it went wrong.

More questions on this topic

  1. 1A teacher conducts a survey on 7 students to investigate the relationship between the number of hours (hh) of "screen-t…
  2. 2The number of years (xx) an employee has worked for the company and the corresponding salary increment, in dollars (yy…
  3. 3It is believed that the probability pp of a randomly chosen pregnant woman giving birth to a Down's Syndrome child is r…
  4. 4In an experiment, the time taken, TT minutes, for a 1-kg block of ice to melt completely under 7 pre-determined tempera…
  5. 5An electrical appliance supplier is investigating the potential impact of monthly advertisement expenditure, denoted as…