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Year 12 Maths Standard 1 (2027) Bivariate data analysis

Independent & Dependent Variables

20 practice questions 0 video lessons Theory + worked examples

Identify independent and dependent variables for NSW Year 12 Mathematics Standard 1 (NESA outcome MST-12-S1-06). The independent variable is the one that is chosen, changed or does the influencing; the dependent variable is the response that gets measured.

You will sort the variables in a bivariate dataset, check your choice with the “depends on” test, put the independent variable on the horizontal axis and the dependent one on the vertical axis, and decide when one may really cause a change in the other — such as a plant’s growth depending on the water it gets.

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Theory

In bivariate data the independent variable is the one that is chosen, changed or does the influencing; the dependent variable is the response that is measured. This Year 12 Standard 1 (NSW) guide shows how to tell them apart with the “depends on” test and why the independent variable goes across and the dependent variable goes up.

The independent (explanatory) variable is the one that is set, chosen or changed, or that can influence the other. It goes on the horizontal axis.

The dependent (response) variable is the outcome that is measured; it responds to the other. It goes on the vertical axis.

Test with the sentence “dependent depends on independent”, e.g. the plant’s height depends on the amount of water. If neither variable is set, choose the one that can influence the other.

Independent across, dependent upWeekly water chosen by the gardener is on the horizontal axis; measured plant growth is on the vertical axis. 2 4 6 8 10 5 10 15 20 25 Water (L) - independent Growth (cm) - dependent
The gardener chooses the water (across); the growth is measured (up).
Dependent depends on independentThe independent variable is set or changed and goes across; the dependent variable is measured and goes up.Independentset, chosen orchangedhorizontal axisDependentthe responsethat is measuredvertical axisinfluencesthe dependent depends on the independente.g. plant growth depends on the water
Use the “depends on” sentence to check your choice.

There is no calculation here — use the sentence test and the axis rule:

\[\text{dependent} \ \text{depends on} \ \text{independent}\]
dependentdependsonindependent
\[\text{independent} \rightarrow \text{horizontal axis} \qquad \text{dependent} \rightarrow \text{vertical axis}\]
independentonhorizontalaxis;dependentonverticalaxis
Neither variable set? Pick the one that can influence the other: age can change blood pressure, but blood pressure cannot change age.

How to identify the independent and dependent variables

  1. Ask which variable is set, chosen or changed — that is the independent variable.
  2. Identify the response that is measured — that is the dependent variable.
  3. Check with the sentence “dependent depends on independent”.
  4. Place the independent variable across and the dependent variable up.
Example 1 — Name both variables
A baker changes the baking time of loaves of bread and measures how much moisture is left in each loaf. Name the independent and the dependent variable.
Solution

Decide which one the baker sets and which one is measured.

\(\text{baking time is set}\)\(\Rightarrow\)\(\text{independent}\)
\(\text{moisture is measured}\)\(\Rightarrow\)\(\text{dependent}\)
\(\text{check: moisture depends on time}\)\(\)\(\checkmark\)
bakingtimeisindependent;moistureisdependent

Independent: baking time; dependent: moisture left in the loaf.

Example 2 — Neither variable is set
A doctor records the age and the blood pressure of each of her patients. Which is the more sensible choice of independent variable? Give a reason.
Solution

Choose the variable that can influence the other.

\(\text{age}\)\(\Rightarrow\)\(\text{can change blood pressure}\)
\(\text{blood pressure}\)\(\Rightarrow\)\(\text{cannot change age}\)
agecaninfluencebloodpressure,soageisindependent

Age is the independent variable, and blood pressure is the dependent variable.

Example 3 — Variables and axes
A streaming service studies how the monthly price of a plan affects the number of new subscribers. (i) Name the dependent variable. (ii) On which axis is the price plotted? (iii) Complete: “____ depends on ____.”
Solution

The subscribers respond to the price.

\(\text{(i) subscribers respond}\)\(\Rightarrow\)\(\text{dependent}\)
\(\text{(ii) price is set}\)\(\Rightarrow\)\(\text{horizontal axis}\)
subscribersaredependent;priceisonthehorizontalaxis

(i) The number of new subscribers. (ii) The horizontal axis. (iii) The number of new subscribers depends on the price.

Example 4 — Read the axes
The scatter plot shows the number of people \(p\) living in a house and its quarterly water bill \(B\) (\(\$\)). (i) Which variable is dependent? (ii) Describe the direction of the trend.
Solution

The vertical axis holds the dependent variable.

Example 4Quarterly water bill rises as the number of people in the house rises. 1 2 3 4 5 6 7 100 200 300 400 People p Water bill B (dollars)
\(B\ \text{on vertical axis}\)\(\Rightarrow\)\(\text{dependent}\)
\(p\uparrow\)\(\Rightarrow\)\(B\uparrow\ \text{(positive)}\)
Bisdependent;aspincreasesBincreases

(i) The water bill is dependent (it depends on how many people use water). (ii) Positive. (A negative trend falls to the right, e.g. a car’s value as its age increases.)

Common pitfalls

Keep the axes the right way round. The independent variable is always along the bottom (horizontal axis), the dependent variable up the side (vertical axis).
Order in the question is not a clue. The variable mentioned first is not automatically the independent one — read the context and ask which one is chosen or does the influencing.
Time and age are usually independent. Nothing you measure can change how much time has passed or how old something is, so time or age goes on the horizontal axis.

Frequently asked questions

What is the difference between an independent and a dependent variable?

The independent variable is the one that is set, chosen or changed, or that does the influencing. The dependent variable is the response that is measured; it depends on the independent variable.

Which axis does the independent variable go on?

The independent variable always goes on the horizontal axis (across the bottom). The dependent variable goes on the vertical axis (up the side).

How do you work out which variable is dependent?

Test the sentence: the dependent variable depends on the independent variable. For example, plant growth depends on the amount of water, so growth is dependent and water is independent.

What if neither variable is controlled?

Choose the one that can influence the other. Temperature can change drink sales, but drink sales cannot change the temperature, so temperature is the independent variable.

Is time always the independent variable?

Time and age are usually independent, because nothing you measure can change how much time has passed or how old something is.