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Range and interpercentile spread

Compare range, interquartile range and interpercentile ranges, including extreme values, grouped estimates and cautious contextual interpretation.

Before you startQuartiles, percentiles and grouped interpolation.

01 / Separate centre from spread

Two groups can have the same centre and different variation.

Range = maximum − minimum. IQR = Q₃ − Q₁.

Both are differences in the original variable’s units.

The range uses the two extremes. The IQR measures the distance between the lower and upper quartiles. Always state which measure you are comparing.

How far does one extreme reach?Explore

Values: 2, 4, 6, 8, 10, 12, 14, 20.

Range = 20 − 2 = 18.

Q₁ = (4 + 6)/2 = 5; Q₃ = (12 + 14)/2 = 13.

IQR = 13 − 5 = 8. Median = 9.

Here the largest value changes without changing the ranks used for the quartiles. That explains this example’s unchanged IQR; it is not a universal guarantee for every list.

02 / Use the observed extremes

Range is a distance, not an interval.

Temperatures: −4, −1, 2, 3, 6 °C.Worked example

Minimum = −4; maximum = 6

Negative values still have an ordinary ordering.

Range = 6 − (−4) = 10 °C

Subtract the minimum, including its sign.

The observed interval is −4 to 6 °C

That interval is not the numerical range.

01 · A negative minimum

Find the range of −8, −3, 1, 5, 7.

Hint

Subtract −8 from 7.

Worked solution

7 − (−8) = 15.

02 · Frequency zero

Values 0, 2, 4, 9 have frequencies 0, 3, 2, 1. Find the observed range.

Hint

Zero does not occur.

Worked solution

The minimum observation is 2, not 0; maximum 9. Range = 7.

03 / Subtract quartile values

Do not subtract their rank positions.

Ordered values: 2, 4, 6, 8, 10, 12, 14, 20.Worked example

Q₁ = (4 + 6)/2 = 5; Q₃ = (12 + 14)/2 = 13

Use this course’s stated listed-data convention.

IQR = 13 − 5 = 8

Compare values, not ranks.

Median = (8 + 10)/2 = 9

The centre is a separate summary.

03 · Supplied quartiles

Journey times have Q₁ = 18 and Q₃ = 31 minutes. Find and interpret the IQR.

Hint

Take the difference.

Worked solution

IQR = 13 minutes: the interval between the two quartile values is 13 minutes wide.

04 · Calculate from a list

For 1, 3, 4, 6, 7, 8, 10, 12, 14, 19, use this course’s rule to find IQR.

Hint

Q₁ is rank 3; Q₃ is rank 8.

Worked solution

Q₁ = 4, Q₃ = 12; IQR = 8.

04 / Why IQR is often more resistant

Explain the mechanism rather than memorising a slogan.

Watch: a changing maximum and fixed quartiles

Pause, replay or seek freely. The notes explain the same idea and stay in view.

In the model, raising the maximum changes the range directly, while the quartile positions continue to use unchanged values. The IQR is often more resistant to extremes than the range. However, quartiles can change if edited values enter their positions or if the list is small.

05 · Model comparison

Raise the model maximum from 20 to 100. State the old and new range and IQR.

Hint

The minimum stays 2; quartile values stay 5 and 13.

Worked solution

Range rises from 18 to 98. IQR remains 8 in this particular list.

06 · A small-list counterexample

Under this lesson’s quartile rule, compare the IQRs of 0, 1, 2, 3 and 0, 1, 2, 100.

Hint

For four values, average ranks 1–2 for Q₁ and 3–4 for Q₃.

Worked solution

First: Q₁ = 0.5, Q₃ = 2.5, IQR = 2. Second: Q₁ = 0.5, Q₃ = 51, IQR = 50.5. Thus “IQR never changes when an extreme changes” is false.

05 / Choose a wider central interval

Name both percentiles.

The interdecile range is P₉₀ − P₁₀. More generally, an interpercentile range is the upper percentile value minus the lower percentile value. The 10th-to-90th interval summarises the central 80% in a continuous model, but tied finite data need not place exactly 80% strictly inside the endpoints.

07 · Interdecile range

A summary gives P₁₀ = 8 and P₉₀ = 35 seconds. Calculate the interdecile range.

Hint

Subtract the tenth percentile value.

Worked solution

35 − 8 = 27 seconds.

08 · Another central interval

P₅ = 2.5 and P₉₅ = 17.2 kg. Give the interpercentile range and the central percentage it targets.

Hint

Use the percentile labels for percentage; values for width.

Worked solution

Width = 17.2 − 2.5 = 14.7 kg. The interval targets the central 95 − 5 = 90% in a continuous distribution.

06 / Retain the uncertainty of grouping

Estimated quartiles give an estimated IQR.

For grouped data, interpolate each quartile using its own class and then subtract. The exact sample range is usually unknown: class boundaries are not necessarily observed extremes. A boundary span can give a useful upper bound or a rough range estimate, but must be labelled.

09 · Grouped IQR

Interpolated quartiles are 11.25 and 27.5 minutes. Find the estimated IQR.

Hint

Subtract the estimates.

Worked solution

27.5 − 11.25 = 16.25 minutes. It remains an estimate based on the within-class interpolation assumption.

10 · Range from occupied classes

The lowest occupied interval is [10,20) and the highest is [40,50). Is the observed range exactly 40?

Hint

The minimum is at least 10 and the maximum is below 50.

Worked solution

No. The boundary span is 50 − 10 = 40, but the actual range is less than 40. Since a lowest-class observation is below 20 and a highest-class observation is at least 40, the actual range is greater than 20. Thus 20 < range < 40; the exact value is unknown.

07 / Compare like with like

A smaller spread does not automatically mean better performance.

11 · Compare two services

Service A has median journey time 22 minutes and IQR 6; B has median 19 and IQR 11. Compare the summaries.

Hint

Discuss centre and spread separately.

Worked solution

B has the lower median journey time, while A has the smaller spread between quartiles. These summaries do not show every journey or establish that one service causes a particular outcome.

12 · Units matter

Dataset A has IQR 0.2 hours and B has IQR 10 minutes. Which IQR is smaller?

Hint

Convert to a common unit.

Worked solution

A: 0.2×60 = 12 minutes. B: 10 minutes, so B has the smaller IQR. Comparing 0.2 with 10 without units would mislead.

08 / State the measure and its limits

Centre, variation and context belong together.

Report the numerical difference with units, say whether it is exact or estimated, and explain what it describes. Check quartile conventions and measurement units before comparing groups.

Section 1 of 8 · Separate centre from spread