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Comparing mean, median and mode

You now know three ways to summarise a list with a single number: the mean, the median and the mode. They often give different answers, and each is the best in different situations. Picking the wrong one can mislead readers , sometimes badly.

Idea

Think of the three measures as three different cameras pointed at the same data.

  • The mean is the fair-share value: sumcount\dfrac{\text{sum}}{\text{count}}. It uses every value, so it is sensitive to extremes.
  • The median is the middle of the sorted list. It only depends on order, so a few wild values barely move it.
  • The mode is the most popular value. It can be used even when the data are categories, not numbers.

Why they differ. Consider the salaries (in \rupee\rupee thousands) at a small office: 15,18,20,22,25,28,30,350.15, 18, 20, 22, 25, 28, 30, 350. Mean =5088=63.5= \tfrac{508}{8} = 63.5. But seven of the eight people earn less than 3030! The mean is misleading because the boss's \rupee3,50,000\rupee 3{,}50{,}000 pulls it up. The median is 22+252=23.5\tfrac{22+25}{2} = 23.5 , a much better picture of the typical salary.

When to use which.

SituationBest measureWhy
Test scores, balanced dataMeanUses all information
Income, house prices, anything skewedMedianResists outliers
Most common shoe size, favourite colourModeWorks with repeated / category data
Small data set with one extreme valueMedianMean would be distorted

A useful rule of thumb. If mean and median are close, the data are fairly symmetric. If they differ a lot, look for outliers or a skew.

The mode is special. It is the only one of the three that always exists for non-numerical data. You cannot find the mean shirt colour, but you can find the modal (most worn) colour.

Worked examples

Example 1. Data: 4,5,5,6,7,8,304, 5, 5, 6, 7, 8, 30. Compare mean, median, mode.

Mean =4+5+5+6+7+8+307=6579.3= \tfrac{4+5+5+6+7+8+30}{7} = \tfrac{65}{7} \approx 9.3. Median (4th of 7 sorted) =6= 6. Mode =5= 5. The outlier 3030 pulled the mean above all but one value, but the median and mode show the typical centre clearly.

Example 2. Daily temperature (°C) for a week: 28,29,30,30,31,31,3228, 29, 30, 30, 31, 31, 32. Find all three.

Mean =211730.1= \tfrac{211}{7} \approx 30.1. Median (4th) =30= 30. Mode: 3030 and 3131 both occur twice , bimodal. The data are symmetric, so mean and median nearly agree.

Example 3. Shoe sizes ordered by a shop: 6,7,7,7,8,8,9,106, 7, 7, 7, 8, 8, 9, 10. Which measure should the manager use to decide which size to stock most?

The mode , 77 , because that is the most demanded size. Mean (about 7.757.75) is irrelevant; you cannot sell three-quarters of a shoe.

Example 4. Five friends' pocket money (in \rupee\rupee): 40,50,60,70,28040, 50, 60, 70, 280. Which is more "typical": mean or median?

Mean =5005=100= \tfrac{500}{5} = 100. Median =60= 60. Four of the five values are below 100100. The median 6060 is more typical.

Try it yourself

  1. Marks 4,5,5,6,74, 5, 5, 6, 7. Find mean, median, mode.
  2. Salaries (in \rupee\rupee thousand): 10,12,12,14,20010, 12, 12, 14, 200. Which measure best describes "typical salary"?
  3. Number of goals scored by a team in 77 matches: 0,1,1,2,2,2,40, 1, 1, 2, 2, 2, 4. Find all three measures.
  4. Heights (cm): 140,142,144,146,148140, 142, 144, 146, 148. Are mean and median close? What does that suggest?
  5. A class collects favourite ice-cream flavours. Which measure makes sense , mean, median or mode? Why?
  6. Data 3,4,4,5,6,1003, 4, 4, 5, 6, 100. Mean and median differ a lot. Explain.
  7. List a small data set where mean == median == mode.
  8. Why is the median preferred for reporting "typical income" in a country?

Activity

Collect the daily pocket money of 1010 classmates. Compute mean, median and mode. Discuss in groups: which one best describes "what a typical student gets"? Why?

Practice quiz

Quick check on this topic.

Quiz
Quick check : Comparing mean, median and mode
5 questions · pick the best answer
Q1

Salaries 10,12,12,14,20010,12,12,14,200 (in \rupee\rupee thousand). Best 'typical' measure:

Q2

If mean and median are close, the data are likely:

Q3

Favourite ice-cream flavour in a class. Useful measure:

Q4

Data 4,5,5,6,7,8,304,5,5,6,7,8,30. Mean 9.3\approx 9.3, median =6=6, mode =5=5. The outlier pulled:

Q5

For reporting 'typical income' in a country, statisticians usually use: