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Measures of Central 
Tendency: Mode 
By: Gagandeep Singh 
Anuradha Sadhamta
Measures of Central Tendency 
While distributions provide an overall picture of 
some data set, it is sometimes desirable to 
represent some property of the entire data set 
using a single statistic 
The first descriptive statistic we will discuss are 
those used to indicate where the ‘center’ of the 
distribution lies. 
The expected value 
There are different measures of central 
tendency, each with their own advantages and 
disadvantages. We will limit to the discussion of 
mode.
The Mode 
The mode is simply the value of the relevant variable 
that occurs most often (i.e., has the highest frequency) in 
the data sample. 
Note that if you have done a frequency histogram, you 
can often identify the mode simply by finding the value 
with the highest bar (since it gives the highest 
frequency). 
Mode is the only measure of central tendency that is 
suitable for nominal data also.
Properties 
If the random variable (or each value from the sample) is 
subjected to the linear or affine transformation which 
replaces X by aX+b, so are the mean, median and 
mode. 
In continuous unimodal distributions the median lies, as 
a rule of thumb, between the mean and the mode, about 
one third of the way going from mean to mode. In a 
formula, median ≈ (2 × mean + mode)/3. This rule given 
by Karl Pearson, although useful, is not always true and 
in general the three statistics can appear in any order. 
For unimodal distributions, the mode is within standard 
deviations of the mean, and the root mean square 
deviation about the mode is between the standard 
deviation and twice the standard deviation.
Van Zwet condition 
Van Zwet derived an inequality which provides sufficient 
conditions for this inequality to hold. 
The inequality Mode ≤ Median ≤ Mean 
holds if F( Median - x ) + F( Median + x ) ≥ 1 for all x where 
F() is the cumulative distribution function of the distribution.
Mode 
Advantages 
Very quick and easy to determine 
Is an actual value of the data 
Not affected by extreme scores 
Disadvantages 
Sometimes not very informative (e.g. cigarettes 
smoked in a day) 
Can change dramatically from sample to sample 
Might be more than one (eg. Bimodal distributions). 
Which among the two is more representative cannot 
be ascertained.
Mode 
Advantages 
Very quick and easy to determine 
Is an actual value of the data 
Not affected by extreme scores 
Disadvantages 
Sometimes not very informative (e.g. cigarettes 
smoked in a day) 
Can change dramatically from sample to sample 
Might be more than one (eg. Bimodal distributions). 
Which among the two is more representative cannot 
be ascertained.

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Mode: Measures of central tendency

  • 1. Measures of Central Tendency: Mode By: Gagandeep Singh Anuradha Sadhamta
  • 2. Measures of Central Tendency While distributions provide an overall picture of some data set, it is sometimes desirable to represent some property of the entire data set using a single statistic The first descriptive statistic we will discuss are those used to indicate where the ‘center’ of the distribution lies. The expected value There are different measures of central tendency, each with their own advantages and disadvantages. We will limit to the discussion of mode.
  • 3. The Mode The mode is simply the value of the relevant variable that occurs most often (i.e., has the highest frequency) in the data sample. Note that if you have done a frequency histogram, you can often identify the mode simply by finding the value with the highest bar (since it gives the highest frequency). Mode is the only measure of central tendency that is suitable for nominal data also.
  • 4. Properties If the random variable (or each value from the sample) is subjected to the linear or affine transformation which replaces X by aX+b, so are the mean, median and mode. In continuous unimodal distributions the median lies, as a rule of thumb, between the mean and the mode, about one third of the way going from mean to mode. In a formula, median ≈ (2 × mean + mode)/3. This rule given by Karl Pearson, although useful, is not always true and in general the three statistics can appear in any order. For unimodal distributions, the mode is within standard deviations of the mean, and the root mean square deviation about the mode is between the standard deviation and twice the standard deviation.
  • 5. Van Zwet condition Van Zwet derived an inequality which provides sufficient conditions for this inequality to hold. The inequality Mode ≤ Median ≤ Mean holds if F( Median - x ) + F( Median + x ) ≥ 1 for all x where F() is the cumulative distribution function of the distribution.
  • 6. Mode Advantages Very quick and easy to determine Is an actual value of the data Not affected by extreme scores Disadvantages Sometimes not very informative (e.g. cigarettes smoked in a day) Can change dramatically from sample to sample Might be more than one (eg. Bimodal distributions). Which among the two is more representative cannot be ascertained.
  • 7. Mode Advantages Very quick and easy to determine Is an actual value of the data Not affected by extreme scores Disadvantages Sometimes not very informative (e.g. cigarettes smoked in a day) Can change dramatically from sample to sample Might be more than one (eg. Bimodal distributions). Which among the two is more representative cannot be ascertained.