Linear Relationships0%

Modelling · Topic 7 of 9

Linear Relationships

Video coming soon3 worked examples

Theory

Linear models are used to describe situations that involve a constant rate of change. This means that every time the input variable increases by one unit, the output variable changes by the exact same, fixed amount.

1. The Structure of a Linear Model

  • The formula for a linear model usually takes the form: y=a+bxy = a + bx (or y=mx+cy = mx + c).
  • xx is the independent variable (the input, often time).
  • yy is the dependent variable (the output).

2. The Intercept and the Gradient

To fully understand and interpret a linear model, you must be able to explain the two key parameters in the context of the real-life situation:

  • The y-intercept (aa or cc): This is the starting value. It represents the exact value of the dependent variable (yy) when the independent variable (xx) is exactly 0.
  • The Gradient or Slope (bb or mm): This represents the rate of change. It tells us exactly how much the dependent variable changes for every single 1-unit increase in the independent variable.
    • A positive gradient means the value is constantly increasing (growth).
    • A negative gradient means the value is constantly decreasing (decay).

3. Using the Model

  • Evaluating: This simply means "plugging in the numbers" to predict a future value. You substitute a given value for xx into your formula to calculate yy.
  • Comparing: You will often be asked to create two linear models and compare them to see which is more cost-effective or efficient for a specific value.

Worked examples

Example 1

Example 1: Generating a Model (Positive Gradient)

At the start of the year, a new online streaming service launches with 250 founding subscribers. The platform steadily gains 65 new subscribers at the end of every week.

(a) Write down a formula that models the relationship between the number of weeks since launch, ww, and the total number of subscribers, SS.

(b) State the gradient of your linear model and explain what information it gives us in this context.

(c) Use your formula to predict how many subscribers the platform will have after 12 weeks.

Solutions:

  • (a) S=250+65wS = 250 + 65w
  • (b) The gradient is 65. This tells us that the total number of subscribers increases by exactly 65 for every 1 week that passes.
  • (c) S=250+65(12)=250+780=1030S = 250 + 65(12) = 250 + 780 = 1030 subscribers.

Example 2

Example 2: Interpreting a Model (Negative Gradient)

A large 800-litre water tank develops a leak and begins to drain at a steady rate. The relationship between the time the tank has been leaking in minutes, tt, and the volume of water remaining in litres, VV, is modelled by the formula: V=80024tV = 800 - 24t

(a) State the y-intercept of this formula and explain what it tells us in context.

(b) State the gradient and explain what it tells us.

(c) Calculate exactly how many minutes it will take for the tank to become completely empty.

Solutions:

  • (a) The y-intercept is 800. This tells us that before the leak started (t=0t = 0), the initial volume of water in the tank was 800 litres.
  • (b) The gradient is -24. This tells us that the volume of water in the tank decreases by 24 litres for every 1 minute that passes.
  • (c) The tank is completely empty when V=0V = 0.
    0=80024t0 = 800 - 24t
    24t=80024t = 800
    t=800÷24=33.33 minutest = 800 \div 24 = 33.33 \text{ minutes}

Example 3

Example 3: Comparing Two Linear Models

Two local garage mechanics charge different rates for labour.

  • Mechanic A charges a fixed inspection fee of £45, plus £30 per hour of labour.
  • Mechanic B charges a fixed inspection fee of £80, but only £15 per hour of labour.

(a) Form an equation for both mechanics to model the total cost, CC, of a repair taking hh hours.

(b) Determine which mechanic would be cheaper to hire for a repair job that takes exactly 3 hours.

Solutions:

  • (a) Mechanic A: C=45+30hC = 45 + 30h. Mechanic B: C=80+15hC = 80 + 15h.
  • (b) Cost for Mechanic A: C=45+30(3)=45+90=£135C = 45 + 30(3) = 45 + 90 = £135. Cost for Mechanic B: C=80+15(3)=80+45=£125C = 80 + 15(3) = 80 + 45 = £125.
  • Conclusion: Mechanic B is the cheaper option for a 3-hour repair job.