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Measures of Central Tendency

These are meant to describe where the majority of your numbers are.

Mode

Most frequent number for quantitative data or most frequency category for categorical data. There could be more than one mode.
  • Unimodal \to data set has one mode


  • Bimodal \to data set has two modes


  • Multimodal \to many modes



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Mean
Average of all numbers. It is not a resistant measure because it is easily changed when there are extreme values (i.e. outliers).

Notations:
  • For the mean of a population we use μ\mu
  • For the mean of a sample we use xˉ\bar x

Formulas:
  • x=xin\displaystyle\boxed{\overline{x}=\frac{\sum_{ }^{ }x_i}{n}} Sample mean
  • μ=xiN\displaystyle\boxed{\mu=\frac{\sum_{ }^{ }x_i}{N}} Population mean


  • Example #1 (No extreme values)
2 4 6 8 10
  • The mean here is 2+4+6+8+105=6\displaystyle \frac{2+4+6+8+10}{5}=6
  • Example #2 (Extreme value)
2 4 6 8 100
  • The maximum value "100" is an extreme value or outlier.
  • The mean here is 2+4+6+8+1005=24\displaystyle\frac{2+4+6+8+100}{5}=24


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Median

After you sort the list of numbers from lowest to highest, the median is the number at the middle of the list.



  • Example #1 (Odd number of data)
2 4 6 8 10
  • The median is the number right in the middle with an equal number of data on each side.
  • The median here is 6.
  • Example #2 (Even number of data)
2 4 6 8 10 12
  • The median is in between the two numbers located in the middle.
  • The median here is the average of 6 and 8, which is 7.
Watch Out!
Note: The value 7 is not an actual number in this dataset. The median is simply used to measure the center.

  • Example #3 (Extreme value)
2 4 6 8 100
  • The highest value is now 100.
  • The median here is still 6.
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Summary

  • The median is a resistant measure because it is not easily changed when there are extreme values.
  • The mean is not a resistant measure because it is easily changed when there are extreme values.
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Example: Mean and Median


(a) Find the mean and median in the given dataset:

12 48 59 66 73 78


Mean:
x=xin=12+48+59+66+73+786=56\overline{x}=\frac{\sum_{ }^{ }x_i}{n}=\frac{12+48+59+66+73+78}{6}=56

Median =59+662=62.5=\frac{59+66}{2}=62.5


(b) Is the data skewed to the left, skewed to the right, or roughy symmetric?

Skewed to the left because:
  • Mean < Median
  • The minimum value "12" is very small and far from the rest of the data.

Practice: Mode

Which of the following is true about modes?

The average of a sample of 12 numbers is 24. It turns out that some numbers were incorrectly entered. A number with value 7 was incorrectly entered as a 17 and a number with value 12 was incorrectly entered as an 11. Find the correct sample mean.

(i) Where is the median of 50 numbers?




(ii) Where is the median of 51 numbers?




(iii) Find the median of 1, 2, 3, 4, 5, 8, 10, 14, 19, 22, 28, 40, 60, 70 (there are 14 numbers)







Extra Practice