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MEASURES OF DISPERSION
1
INTRODUCTION
The Measures of central tendency gives us a birds
eye view of the entire data they are called averages
of the first order, it serve to locate the centre of the
distribution but they do not reveal how the items
are spread out on either side of the central value.
The measure of the scattering of items in a
distribution about the average is called dispersion.
2
INTRODUCTION
Dispersion measures the extent to which the items
vary from some central value. It may be noted that
the measures of dispersion or variation measure
only the degree but not the direction of the
variation. The measures of dispersion are also
called averages of the second order because they
are based on the deviations of the different values
from the mean or other measures of central
tendency which are called averages of the first
order.
3
DEFINITION
In the words of Bowley “Dispersion is the
measure of the variation of the items”
According to Conar “Dispersion is a
measure of the extent to which the
individual items vary”
4
METHODS OF MEASURING
DISPERSION
Range
The Interquartile Range and Quartile
Deviation
Mean Deviation or Average Deviation
Standard Deviation
5
RANGE
It is defined as the difference between the smallest
and the largest observations in a given set of data.
Formula is R = L – S
Where L – largest item, S – Smallest item
Ex. Find out the range of the given distribution: 1,
3, 5, 9, 11
The range is 11 – 1 = 10.
6
Coefficient of Range
The relative measure corresponding to
range, called the coefficient of range.
7
8
For continuous series
9
Interquartile Range / QUARTILE
DEVIATION
It is the second measure of dispersion, no doubt improved
version over the range. It is based on the quartiles so while
calculating this may require upper quartile (Q3) and lower
quartile (Q1) and then is divided by 2. Hence it is half of
the deference between two quartiles it is also a semi inter
quartile range.
The formula of Quartile Deviation is
(Q D) = Q3 - Q1
2
10
QD gives the average amount by which the
two quartile differ from median.
11
Computation of Quartile Deviation
12
13
14
15
16
17
MEAN DEVIATION
Mean Deviation is also known as average
deviation. In this case deviation taken from
any average especially Mean, Median or
Mode. While taking deviation we have to
ignore negative items and consider all of
them as positive.
18
MEAN DEVIATION
19
Coefficient of Mean Deviation
20
21
22
23
24
25
26
27
STANDARD DEVIATION or
Root Mean Square Deviation
The concept of standard deviation was first
introduced by Karl Pearson in 1893. The
standard deviation is the most useful and the
most popular measure of dispersion. Just as
the arithmetic mean is the most of all the
averages, the standard deviation is the best
of all measures of dispersion.
28
STANDARD DEVIATION
The standard deviation is represented by the Greek
letter (sigma). It is always calculated from the
arithmetic mean, median and mode is not
considered. While looking at the earlier measures
of dispersion all of them suffer from one or the
other demerit i.e.
Range –it suffer from a serious drawback
considers only 2 values and neglects all the other
values of the series.
29
STANDARD DEVIATION
Quartile deviation considers only 50% of the item and
ignores the other 50% of items in the series.
Mean deviation no doubt an improved measure but ignores
negative signs without any basis.
Karl Pearson after observing all these things has given us a
more scientific formula for calculating or measuring
dispersion. While calculating SD we take deviations of
individual observations from their AM and then each
squares. The sum of the squares is divided by the number
of observations. The square root of this sum is knows as
standard deviation.
30
MERITS OF STANDARD
DEVIATION
Very popular scientific measure of dispersion
From SD we can calculate Skewness, Correlation
etc
It considers all the items of the series
The squaring of deviations make them positive
and the difficulty about algebraic signs which was
expressed in case of mean deviation is not found
here.
31
DEMERITS OF STANDARD
DEVIATION
Calculation is difficult not as easier as Range and
QD
It always depends on AM
Extreme items gain great importance
The formula of SD is = √∑d2
N
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Thank you
68

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Found_651466665_1124864.ppt

  • 2. INTRODUCTION The Measures of central tendency gives us a birds eye view of the entire data they are called averages of the first order, it serve to locate the centre of the distribution but they do not reveal how the items are spread out on either side of the central value. The measure of the scattering of items in a distribution about the average is called dispersion. 2
  • 3. INTRODUCTION Dispersion measures the extent to which the items vary from some central value. It may be noted that the measures of dispersion or variation measure only the degree but not the direction of the variation. The measures of dispersion are also called averages of the second order because they are based on the deviations of the different values from the mean or other measures of central tendency which are called averages of the first order. 3
  • 4. DEFINITION In the words of Bowley “Dispersion is the measure of the variation of the items” According to Conar “Dispersion is a measure of the extent to which the individual items vary” 4
  • 5. METHODS OF MEASURING DISPERSION Range The Interquartile Range and Quartile Deviation Mean Deviation or Average Deviation Standard Deviation 5
  • 6. RANGE It is defined as the difference between the smallest and the largest observations in a given set of data. Formula is R = L – S Where L – largest item, S – Smallest item Ex. Find out the range of the given distribution: 1, 3, 5, 9, 11 The range is 11 – 1 = 10. 6
  • 7. Coefficient of Range The relative measure corresponding to range, called the coefficient of range. 7
  • 8. 8
  • 10. Interquartile Range / QUARTILE DEVIATION It is the second measure of dispersion, no doubt improved version over the range. It is based on the quartiles so while calculating this may require upper quartile (Q3) and lower quartile (Q1) and then is divided by 2. Hence it is half of the deference between two quartiles it is also a semi inter quartile range. The formula of Quartile Deviation is (Q D) = Q3 - Q1 2 10
  • 11. QD gives the average amount by which the two quartile differ from median. 11
  • 12. Computation of Quartile Deviation 12
  • 13. 13
  • 14. 14
  • 15. 15
  • 16. 16
  • 17. 17
  • 18. MEAN DEVIATION Mean Deviation is also known as average deviation. In this case deviation taken from any average especially Mean, Median or Mode. While taking deviation we have to ignore negative items and consider all of them as positive. 18
  • 20. Coefficient of Mean Deviation 20
  • 21. 21
  • 22. 22
  • 23. 23
  • 24. 24
  • 25. 25
  • 26. 26
  • 27. 27
  • 28. STANDARD DEVIATION or Root Mean Square Deviation The concept of standard deviation was first introduced by Karl Pearson in 1893. The standard deviation is the most useful and the most popular measure of dispersion. Just as the arithmetic mean is the most of all the averages, the standard deviation is the best of all measures of dispersion. 28
  • 29. STANDARD DEVIATION The standard deviation is represented by the Greek letter (sigma). It is always calculated from the arithmetic mean, median and mode is not considered. While looking at the earlier measures of dispersion all of them suffer from one or the other demerit i.e. Range –it suffer from a serious drawback considers only 2 values and neglects all the other values of the series. 29
  • 30. STANDARD DEVIATION Quartile deviation considers only 50% of the item and ignores the other 50% of items in the series. Mean deviation no doubt an improved measure but ignores negative signs without any basis. Karl Pearson after observing all these things has given us a more scientific formula for calculating or measuring dispersion. While calculating SD we take deviations of individual observations from their AM and then each squares. The sum of the squares is divided by the number of observations. The square root of this sum is knows as standard deviation. 30
  • 31. MERITS OF STANDARD DEVIATION Very popular scientific measure of dispersion From SD we can calculate Skewness, Correlation etc It considers all the items of the series The squaring of deviations make them positive and the difficulty about algebraic signs which was expressed in case of mean deviation is not found here. 31
  • 32. DEMERITS OF STANDARD DEVIATION Calculation is difficult not as easier as Range and QD It always depends on AM Extreme items gain great importance The formula of SD is = √∑d2 N 32
  • 33. 33
  • 34. 34
  • 35. 35
  • 36. 36
  • 37. 37
  • 38. 38
  • 39. 39
  • 40. 40
  • 41. 41
  • 42. 42
  • 43. 43
  • 44. 44
  • 45. 45
  • 46. 46
  • 47. 47
  • 48. 48
  • 49. 49
  • 50. 50
  • 51. 51
  • 52. 52
  • 53. 53
  • 54. 54
  • 55. 55
  • 56. 56
  • 57. 57
  • 58. 58
  • 59. 59
  • 60. 60
  • 61. 61
  • 62. 62
  • 63. 63
  • 64. 64
  • 65. 65
  • 66. 66
  • 67. 67