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S6

Use and interpret scatter graphs of bivariate data; recognise correlation, know it does not indicate causation; draw estimated lines of best fit; make predictions; interpolate/extrapolate with caution

Scatter graphs

Worked answers, methods and verified real exam appearances for S6 on Edexcel GCSE Maths 1MA1.

Explanation

  • A scatter graph displays paired values.
  • An upward pattern shows positive correlation, a downward pattern negative correlation, and no clear pattern no correlation.
  • Draw a line of best fit through the centre of the points with a roughly balanced spread above and below.
  • Use it for estimates: interpolation stays within the observed data range, while extrapolation goes beyond it and is less reliable.
  • Correlation does not prove causation because another variable, reverse causation or coincidence may explain the relationship.
An illustrative scatter graph with an upward trend and a straight line of best fit passing through the centre of the points.

Worked example

A scatter graph compares weekly revision time with test score for revision times from 11 to 88 hours. A sensible line of best fit gives a score of about 7272 at 66 hours and about 8484 when extended to 1010 hours. Interpret both estimates.

  1. 1.66 hours is inside the observed range, so 7272 is an interpolation and is reasonably reliable.
  2. 2.1010 hours is outside the observed range, so 8484 is an extrapolation and is less reliable because the trend may not continue.
  3. 3.The positive correlation does not prove that extra revision alone caused the higher scores; prior attainment could affect both variables.

Answer: 7272 is the more reliable interpolation; 8484 is a less reliable extrapolation, and the graph does not establish causation.

Common mistakes

  • Don't fall into the trap of saying that correlation proves one variable causes the other.
  • Don't fall into the trap of using a line of best fit far outside the observed range without warning.

Exam tip

Answer the command precisely: for 'describe the relationship', write 'as xx increases, yy tends to increase/decrease', not just 'positive/negative'. For a prediction, identify interpolation or extrapolation and comment on reliability.

Worked practice

Q1
Tier 1 · Easy

1

A scatter graph shows that as daily temperature increases, ice-cream sales usually increase. State the type of correlation and explain why the graph alone does not prove that temperature is the only cause of higher sales.

(2)

(Total for Question 1 is 2 marks)

Mark scheme

Mark scheme for question 1
QuestionAnswerMarkMark scheme
1
  • Positive correlation.
  • Correlation does not establish causation; another factor such as weekends or visitor numbers could affect sales.
2An upward association is positive correlation. Then identify a plausible confounding variable to show why the paired data alone cannot isolate a causal effect.
Q2
Tier 2 · Standard

2

For data with observed xx-values from 55 to 2020, a line of best fit is y=1.8x+6y=1.8x+6. Estimate yy when x=14x=14. Explain why using the line at x=35x=35 is less reliable.

(3)

(Total for Question 2 is 3 marks)

Mark scheme

Mark scheme for question 2
QuestionAnswerMarkMark scheme
2
  • y=31.2y=31.2 when x=14x=14.
  • x=35x=35 is outside the observed range, so this would be extrapolation and the trend may not continue.
3Substitute x=14x=14: y=1.8(14)+6=25.2+6=31.2y=1.8(14)+6=25.2+6=31.2. Since 1414 lies inside the data range this is interpolation, whereas 3535 lies outside it.
Q3
Tier 3 · Hard

3

A scatter graph compares a puppy's age aa months with mass mm kg for ages from 22 to 1212 months. Its estimated line of best fit is m=0.42a+1.8m=0.42a+1.8. Estimate the mass at 99 months and at 1616 months. Comment on the reliability of both estimates and on whether the graph proves that age alone causes the change in mass.

(5)

(Total for Question 3 is 5 marks)

Mark scheme

Mark scheme for question 3
QuestionAnswerMarkMark scheme
3
  • At 99 months, estimated mass =5.58kg=5.58\,\text{kg}.
  • At 1616 months, estimated mass =8.52kg=8.52\,\text{kg}.
  • The 99-month estimate is interpolation and is more reliable; the 1616-month estimate is extrapolation.
  • The association does not prove age alone causes the change because factors such as breed or diet may also affect mass.
5Substitute into the line: for a=9a=9, m=0.42(9)+1.8=5.58m=0.42(9)+1.8=5.58; for a=16a=16, m=0.42(16)+1.8=8.52m=0.42(16)+1.8=8.52. The first age lies within 22 to 1212, while the second lies outside. The graph shows association only and does not control other variables.
Q4
Tier 1 · Easy

4

A scatter graph compares altitude with air temperature and shows a downward pattern. Write down the type of correlation. Give one reason why using the graph to estimate the air temperature at an altitude beyond the plotted points would be unreliable.

(2)

(Total for Question 4 is 2 marks)

Mark scheme

Mark scheme for question 4
QuestionAnswerMarkMark scheme
4
  • Negative correlation.
  • Beyond the plotted points the pattern may not continue, so the estimate is extrapolation and unreliable.
2A downward pattern from left to right is negative correlation. The graph only gives evidence for altitudes within the plotted range; assuming the same pattern beyond it is extrapolation, which may not hold.
Q5
Tier 2 · Standard

5

A scatter graph contains 1212 points. A student's line of best fit runs across the full plotted range, but it is made from two straight sections joined at a corner and 1010 of the 1212 points lie above it. Write down two errors in the student's line of best fit.

(2)

(Total for Question 5 is 2 marks)

Mark scheme

Mark scheme for question 5
QuestionAnswerMarkMark scheme
5
  • It should be one straight line, not two sections joined at a corner.
  • It does not pass through the centre of the points, with a roughly equal number of points on each side.
2A line of best fit should be a single straight line through the centre of the scatter. The corner makes the student's line unsuitable, and having 1010 of 1212 points above it shows that the points are not balanced around the line.
Q6
Tier 3 · Hard

6

For primary-school pupils, a scatter graph of shoe length against reading score shows strong positive correlation. Explain why this does not show that longer shoes cause better reading, suggest a variable that could affect both measurements, and explain why a prediction for an adult would be unreliable.

(3)

(Total for Question 6 is 3 marks)

Mark scheme

Mark scheme for question 6
QuestionAnswerMarkMark scheme
6
  • Correlation does not prove that longer shoes cause better reading.
  • Age could affect both shoe length and reading score (accept another valid variable affecting both).
  • An adult is outside the range of the pupil data, so the prediction would be extrapolation and the trend may not continue.
3The graph shows association only. Older pupils tend to have both longer feet and more developed reading skills, so age is a confounding variable. An adult is outside the group and data range studied, making any estimate an unreliable extrapolation.
Q7
Tier 2 · Standard

7

A scatter graph uses wing length in centimetres on the horizontal axis and mass in grams on the vertical axis. One bird has wing length 180mm180\,\text{mm} and mass 75g75\,\text{g}. The line of best fit is y=3x+20y=3x+20. Write down the coordinates of this bird on the graph. Work out the value predicted by the line and how far the recorded mass is above or below that value.

(3)

(Total for Question 7 is 3 marks)

Mark scheme

Mark scheme for question 7
QuestionAnswerMarkMark scheme
7
  • The coordinates are (18,75)(18,75).
  • The predicted mass is 74g74\,\text{g}, so the recorded mass is 1g1\,\text{g} above the line.
3Convert 180mm180\,\text{mm} to 18cm18\,\text{cm}, so the point is (18,75)(18,75). Substituting x=18x=18 gives y=3(18)+20=74y=3(18)+20=74. Since 7574=175-74=1, the recorded mass is 1g1\,\text{g} above the line.
Q8
Tier 3 · Hard

8

A scatter graph compares time since charging, xx hours, with battery level, y%y\%, for times from 44 to 1818 hours. An estimated line of best fit has gradient 3-3 and passes through (10,52)(10,52). Work out the equation of the line in the form y=mx+cy=mx+c. Use the line to estimate the time when the battery level is 40%40\%. State whether this estimate is interpolation or extrapolation.

(4)

(Total for Question 8 is 4 marks)

Mark scheme

Mark scheme for question 8
QuestionAnswerMarkMark scheme
8
  • The line is y=3x+82y=-3x+82.
  • Estimated time =14=14 hours.
  • Interpolation, because 1414 hours is within the observed range from 44 to 1818 hours.
4Write y=3x+cy=-3x+c. Using (10,52)(10,52) gives 52=30+c52=-30+c, so c=82c=82 and the line is y=3x+82y=-3x+82. Set y=40y=40: 40=3x+8240=-3x+82, so 3x=423x=42 and x=14x=14. This lies inside the observed range, so it is interpolation.
Q9
Tier 3 · Hard

9

For data with observed xx-values from 22 to 1414, a line of best fit is y=4.5x+12y=4.5x+12. A point has coordinates (8,54)(8,54). Work out how many units above or below the line's prediction this point lies. Another point has x=13x=13 and lies 1818 units below the line's prediction. Work out its observed yy-value. State which point lies farther from the line.

(4)

(Total for Question 9 is 4 marks)

Mark scheme

Mark scheme for question 9
QuestionAnswerMarkMark scheme
9
  • The point (8,54)(8,54) lies 66 units above the line's prediction.
  • The observed value at x=13x=13 is 52.552.5.
  • The point with x=13x=13 lies farther from the line.
4At x=8x=8, the line predicts 4.5(8)+12=484.5(8)+12=48. Since 5448=654-48=6, the point is 66 units above the prediction. At x=13x=13, the line predicts 4.5(13)+12=70.54.5(13)+12=70.5, so a point 1818 units below it has observed value 70.518=52.570.5-18=52.5. Since 18>618>6, the second point is farther from the line.
Q10
Tier 3 · Hard

10

Two scatter graphs use the same observed xx-range, from 33 to 1212. Their estimated lines of best fit are y=5x+19y=5x+19 for group A and y=3x+35y=3x+35 for group B. Work out the value of xx at which the lines predict the same value of yy, and find this value of yy. At x=10x=10, state which group has the greater predicted value and by how much. State whether the prediction at x=10x=10 is interpolation or extrapolation.

(4)

(Total for Question 10 is 4 marks)

Mark scheme

Mark scheme for question 10
QuestionAnswerMarkMark scheme
10
  • The lines give the same prediction at x=8x=8, where y=59y=59.
  • At x=10x=10, group A has the greater predicted value by 44.
  • The predictions at x=10x=10 are interpolations.
4Set the predictions equal: 5x+19=3x+355x+19=3x+35, so 2x=162x=16 and x=8x=8. Substitution gives y=59y=59. At x=10x=10, group A predicts 6969 and group B predicts 6565, so A is greater by 44. Since 1010 lies within the observed range 33 to 1212, both predictions are interpolations.

Verified exam appearances

SeriesPaperQuestionMarksCalculatorTierLinks
2022-112HQ14AllowedHigherQPMS
2021-113HQ14AllowedHigherQPMS
2019-113FQ242AllowedFoundationQPMS
2019-113HQ32AllowedHigherQPMS
2023-061FQ253Non-calculatorFoundationQPMS
2022-112FQ184AllowedFoundationQPMS
2021-113FQ214AllowedFoundationQPMS
2024-112FQ213AllowedFoundationQPMS
2024-112HQ23AllowedHigherQPMS

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