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Data Visualisation & Analysis

Precise is not the same as accurate

A thermometer shows 82.3, 82.4 and 82.3 °C. Each number is a reading: one number you get from a tool. The water is exactly 80 °C.

Darts show precision and accuracy.

The rule

Accuracy is closeness to the true value. Precision is how fine and steady the readings are.

Accurate readings are close to the true value. Precise readings are fine in detail and steady. Repeats agree.

Some books say precision is fine detail. Others say it is readings that agree. Both uses are common. Detail from a finer tool counts.

The thermometer is precise but not accurate. Its readings agree with each other. All of them are about 2.3 °C too high. For example, 82.3 − 80 = 2.3 °C.

Three sets of readings for water that is exactly 80 °C
Readings (°C)Steady?Close to 80 °C?
82.3, 82.4, 82.3YesNo
80.1, 79.9, 80.0YesYes
70.5, 92.0, 88.5NoNo

The bullseye is the middle of the target. Darts far apart but centred on it are accurate on average.

Extra digits printed by a program add no detail. Only a finer tool does. A ruler marked in whole centimetres gives 7 cm. A program may print 7.0000 cm. The extra zeros add no new fact.

Metadata is facts that describe the data, such as the tool used.

Move the sliders. Make the mix.

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This track

  1. 0 Start here
  2. 1 Tidy rows, or loose things
  3. 2 Four ways to collect data
  4. 3 Which file holds the data?
  5. 4 Clean the table before you chart
  6. 5 Bar, line or pie?
  7. 6 Read the chart before you trust it
  8. 7 Precise is not the same as accurate
  9. 8 The big picture
  10. 9 Track quiz

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