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Data & Statistics · Lesson 7 of 14

Charts and Graphs

A good chart answers a question at a glance. The skill is matching the chart type to the kind of data and the question asked.

What you will learn

  • Choose the right chart for the question.
  • Read pie charts, line graphs and scatter graphs.
  • Spot charts that mislead.

Before you start: you should know how to read bar charts, line graphs and pie charts.

The idea

Raw data is hard to take in. A chart turns a table of numbers into a picture that shows patterns immediately: which category is biggest, how something changed over time, or whether two things are related.

Which chart for which job?

QuestionChartData type
How do categories compare?Bar chartCategories (e.g. favourite fruit)
What share of the whole is each part?Pie chartParts of a single total
How did it change over time?Line graphContinuous time series
How is a measurement distributed?HistogramGrouped continuous data (e.g. heights)
Are two variables related?Scatter graphPairs of measurements
Sorted into groups: Bar chart, Line graph, Pie chartBar chart: categories, compare sizes. Line graph: time series, show change. Pie chart: one total, show shares.Bar chartcategoriescompare sizesLine graphtime seriesshow changePie chartone totalshow shares
A quick guide to the three charts you meet most often and what each one is for.

Bar charts vs histograms

They look similar but answer different questions. Bar charts show separate categories, so the bars have gaps and the order can change. Histograms show continuous ranges, so the bars touch, and it is the area of each bar that represents frequency.

Bar chart: Last 1020, This 1080Bar chart: Last 1020, This 1080. The scale goes from 0 to 1500 in steps of 500.050010001500LastThisYearSales
An honest bar chart starts at 0. The two bars are almost the same height, because the rise is only about 6%.

Scatter graphs and correlation

On a scatter graph each point is one individual measured on two variables. If points drift upward from left to right, there is positive correlation; downward means negative correlation; a shapeless cloud means no correlation. A line of best fit summarises the trend and can be used to estimate values.

Worked examples

Example 1: Drawing a pie chart

A survey of 6060 students’ travel to school: walk 2424, bus 1818, car 1212, cycle 66. Find the pie-chart angles.

  1. Each student gets 360∘÷60=6∘360^\circ \div 60 = 6^\circ.
  2. Walk: 24×6=144∘24 \times 6 = 144^\circ. Bus: 18×6=108∘18 \times 6 = 108^\circ.
  3. Car: 12×6=72∘12 \times 6 = 72^\circ. Cycle: 6×6=36∘6 \times 6 = 36^\circ.
  4. Check: 144+108+72+36=360144 + 108 + 72 + 36 = 360. ✓

Answer: 144∘144^\circ, 108∘108^\circ, 72∘72^\circ, 36∘36^\circ

Example 2: Reading a line of best fit

A line of best fit for hours revised (hh) against test score (ss) is s=6h+38s = 6h + 38. Estimate the score for 55 hours of revision, and comment on using it for 1515 hours.

  1. Substitute h=5h = 5: s=6(5)+38=68s = 6(5) + 38 = 68.
  2. For 1515 hours the line predicts 128128, which is impossible if the test is out of 100100.

Answer: about 6868. Predicting far outside the data (extrapolation) is unreliable.

Example 3: Spotting a misleading graph

A bar chart shows sales of 10201020 and 10801080 units, but the vertical axis starts at 10001000. The second bar looks four times taller than the first.

  1. Actual increase: 1080−1020=601080 - 1020 = 60 units.
  2. As a percentage: 60÷1020≈5.9%60 \div 1020 \approx 5.9\%.

Answer: a modest ≈6%\approx 6\% rise made to look dramatic by a truncated axis.

Tip: correlation is not causation. Ice-cream sales and sunburn cases rise together, but ice cream does not cause sunburn. Hot weather drives both.

Why it matters

Charts are how most people meet data: in news reports, company presentations, fitness apps, energy bills and public health briefings. Being able to read them accurately and spot tricks like truncated axes, 3D distortion or cherry-picked time ranges is an essential part of being an informed citizen.

Practice

Your turn. Type or choose an answer, then press Check. Getting one wrong is fine, that is what practice is for. You can try as many times as you like.

Question 1 of 8

A pie chart shows 6060 pupils. Walking has 2424 pupils. What angle does it get, in degrees?

Question 2 of 8

Which chart is best for showing how a temperature changes through a day?

Choose one answer

Question 3 of 8

Which chart is best for showing what share of a budget each item takes?

Choose one answer

Question 4 of 8

Points on a scatter graph drift upward from left to right. What is the correlation?

Choose one answer

Question 5 of 8

A line of best fit is s=6h+38s = 6h + 38. Estimate ss when h=5h = 5.

Question 6 of 8

Sales were 10201020 then 10801080. What is the increase in units?

Question 7 of 8

A bar chart axis starts at 10001000 instead of 00. What effect does this have?

Choose one answer

Question 8 of 8

Ice-cream sales and sunburn cases both rise in summer. What does this show?

Choose one answer