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MEASURES OF DISPERSION
•If everything were the same, we would have no need of
statistics. But, people's heights, ages,etc., do
vary. We oftenneed to measure the
extent to which scores in adataset differ
from each other. Such a measure is
called the dispersion of a distribution.
• To know the average variation of
different values from the average of a
series
• To know the range of values
• To compare between two or more
series expressed in different units
• To know whether the Central Tendency
truly represent the series or not
TYPES OF MEASURES OF DISPERSION
MEASUR
ES OF
DISPERSI
ON
Range
(R)
Mean
Deviation
(MD)
Varianc
e
Standard
Deviation
(SD)
RANGE
The range is the difference between
the highest and lowest values of a
dataset.
Example : For the dataset {4, 6, 9, 3, 7}
the lowest value is 3, highest is 9, so
the range is 9-3=6.
MEAN
DEVIATION
• The mean deviation is the mean of the
absolute deviations ofa set of data
about the mean. For a sample size N,
the mean deviation is defined by
EXAMPLE :
five exams in a class and had scores of 92, 75, 95, 90, and 98.
Find the mean deviation for his test scores.
We can say that on the average, Saddam’s test scores deviated by 6 points from
the mean.
Varianc
e
The variance (σ2) is a measure of how far
each value in the data set is from the
mean.
Standard
Deviation
Standard Deviation it is the square root of
the Variance defined as
Example: took ten exams in STA 240 and had scores of
44, 50, 38, 96, 42, 47, 40,
39, 46, and 50. Find the variance for his test scores.
Mean = (44 + 50 +38 +96 + 42 +47 +40+ 39 + 46+ 50) /
10 = 49.2
Example For the above example:
Standard Deviation, σ = √ 260.04 =
16.12. We can say
that on the average, Saddam’s test scores
vary
by 16.12 points from the mean. Standard
Deviation is the most important, reliable,
widely used measure of dispersion. It is
the most flexible in terms of variety of
applications of all measures of variation.
It is used in many
other statistical operations like
samplingtechniques,correlation and
regression analysis, finding co-efficient
COEFFICIENT OF
VARIATION
CV should be computed only for data measured on
a ratio scale. It may not have any
meaning for data on an interval scale.
The coefficient of variation (CV) is defined
as the ratio of the standard deviation to
the mean :
Cv = Standard Deviation / Mean
WhyCoefficient of V
ariation
The coefficient of variation (CV) is used
to compare different sets of data having
the units of measurement. The wages of
workers may be in dollars and the
consumption of meat in their families
may be in kilograms. The standard
deviation of wages in dollars cannot be
compared with the standard deviation of
amounts of meat in kilograms. Both the
standard deviations need to be converted
into coefficient of variation for
comparison. Suppose the value of CV for
wages is 10% and the value of CV for
kilograms of meat is25%. This means
that the wages of workers are consistent.

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measure of dispersion.pptx

  • 1. MEASURES OF DISPERSION •If everything were the same, we would have no need of statistics. But, people's heights, ages,etc., do vary. We oftenneed to measure the extent to which scores in adataset differ from each other. Such a measure is called the dispersion of a distribution.
  • 2. • To know the average variation of different values from the average of a series • To know the range of values • To compare between two or more series expressed in different units • To know whether the Central Tendency truly represent the series or not
  • 3. TYPES OF MEASURES OF DISPERSION MEASUR ES OF DISPERSI ON Range (R) Mean Deviation (MD) Varianc e Standard Deviation (SD)
  • 4. RANGE The range is the difference between the highest and lowest values of a dataset. Example : For the dataset {4, 6, 9, 3, 7} the lowest value is 3, highest is 9, so the range is 9-3=6.
  • 5. MEAN DEVIATION • The mean deviation is the mean of the absolute deviations ofa set of data about the mean. For a sample size N, the mean deviation is defined by
  • 6. EXAMPLE : five exams in a class and had scores of 92, 75, 95, 90, and 98. Find the mean deviation for his test scores. We can say that on the average, Saddam’s test scores deviated by 6 points from the mean.
  • 7. Varianc e The variance (σ2) is a measure of how far each value in the data set is from the mean.
  • 8. Standard Deviation Standard Deviation it is the square root of the Variance defined as
  • 9. Example: took ten exams in STA 240 and had scores of 44, 50, 38, 96, 42, 47, 40, 39, 46, and 50. Find the variance for his test scores. Mean = (44 + 50 +38 +96 + 42 +47 +40+ 39 + 46+ 50) / 10 = 49.2
  • 10. Example For the above example: Standard Deviation, σ = √ 260.04 = 16.12. We can say that on the average, Saddam’s test scores vary by 16.12 points from the mean. Standard Deviation is the most important, reliable, widely used measure of dispersion. It is the most flexible in terms of variety of applications of all measures of variation. It is used in many other statistical operations like samplingtechniques,correlation and regression analysis, finding co-efficient
  • 11. COEFFICIENT OF VARIATION CV should be computed only for data measured on a ratio scale. It may not have any meaning for data on an interval scale. The coefficient of variation (CV) is defined as the ratio of the standard deviation to the mean : Cv = Standard Deviation / Mean
  • 12. WhyCoefficient of V ariation The coefficient of variation (CV) is used to compare different sets of data having the units of measurement. The wages of workers may be in dollars and the consumption of meat in their families may be in kilograms. The standard deviation of wages in dollars cannot be compared with the standard deviation of amounts of meat in kilograms. Both the standard deviations need to be converted into coefficient of variation for comparison. Suppose the value of CV for wages is 10% and the value of CV for kilograms of meat is25%. This means that the wages of workers are consistent.