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Data & Statistics · Lesson 11 of 14

Range and Outliers

The range is the largest value minus the smallest. An outlier is a value far from the rest, and it can change the range and the mean a lot.

What you will learn

  • Find the range as a measure of spread.
  • Spot an outlier.
  • Explain how an outlier changes the mean, median and range.

Before you start: you should know how to find the mean and median. See Mean, Median and Mode.

The idea

An average tells you what is typical. The range tells you how spread out the data is. Subtract the smallest value from the largest.

An outlier is a value that sits far away from the rest of the data. It might be a mistake, or it might be a real but unusual result.

Dot plot: 4 has 1, 7 has 2, 8 has 1, 9 has 1, 10 has 1, 25 has 1Dot plot: 4 has 1, 7 has 2, 8 has 1, 9 has 1, 10 has 1, 25 has 1. Each dot is one item.47891025Score
Scores 4, 7, 7, 8, 9, 10 and 25. The dot at 25 is far from the rest, so it is an outlier. The axis is not drawn to scale.

Spread and consistency

A small range means the values are close together, so the data is consistent. A large range means they are spread out.

Number line from 0 to 12Number line from 0 to 12, marked at 1 (B low), 5 (A low), 7 (A high) and 11 (B high). Jumps: from 5 to 7 (A: 2), from 1 to 11 (B: 10).024681012B lowA lowA highB highA: 2B: 10
Team A scores between 5 and 7, a range of 2. Team B scores between 1 and 11, a range of 10.

What an outlier does

An outlier stretches the range and pulls the mean towards it. The median hardly moves.

Sorted into groups: Measure, With 25, Without 25Measure: Range, Mean, Median. With 25: 21, 10, 8. Without 25: 6, 7.5, 7.5.MeasureRangeMeanMedianWith 2521108Without 2567.57.5
Removing the outlier changes the range a lot and the mean a fair amount. The median changes by only 0.5.

Worked examples

Example 1: Finding the range

Find the range of 12,5,9,2012, 5, 9, 20.

  1. Largest 2020, smallest 55.
  2. 20−5=1520 - 5 = 15.

Answer: 1515

Example 2: The effect of an outlier

Scores: 4,7,7,8,9,10,254, 7, 7, 8, 9, 10, 25. Compare the mean with and without 2525.

  1. With 2525: 70÷7=1070 \div 7 = 10.
  2. Without 2525: 45÷6=7.545 \div 6 = 7.5.
  3. The outlier raised the mean by 2.52.5.

Answer: the mean drops from 1010 to 7.57.5 without the outlier.

Example 3: Deciding what to do

Heights in cm: 140,143,145,146,148,41140, 143, 145, 146, 148, 41. What should you do about 4141?

  1. 4141 is far below the others and is not a believable height for this group.
  2. It is probably a typing mistake, such as 141141.

Answer: check the original record before deciding. Never delete a value just because it is awkward.

Tip: report the median with the range if there are outliers, and say how you dealt with them.

Why it matters

Outliers matter in medicine, finance and sport. They can show errors, fraud or something genuinely special. Knowing the range and checking for outliers keeps averages honest. For a better measure of spread, see standard deviation.

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

Find the range of 3,9,4,123, 9, 4, 12.

Question 2 of 8

Find the range of 15,2,8,1115, 2, 8, 11.

Question 3 of 8

Which value is the outlier in 4,7,7,8,9,10,254, 7, 7, 8, 9, 10, 25?

Question 4 of 8

Find the mean of 4,7,7,8,9,10,254, 7, 7, 8, 9, 10, 25.

Question 5 of 8

Find the mean of 4,7,7,8,9,104, 7, 7, 8, 9, 10 (the outlier removed).

Question 6 of 8

Find the range of 4,7,7,8,9,10,254, 7, 7, 8, 9, 10, 25.

Question 7 of 8

Team A scores 5,6,75, 6, 7 and team B scores 1,6,111, 6, 11. Which team is more consistent?

Choose one answer

Question 8 of 8

Which average is least affected by an outlier?

Choose one answer