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Measures of dispersion - united world school of business

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Measures of dispersion - Unitedworld School of Business
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Page 1: Measures of dispersion -  united world school of business
Page 2: Measures of dispersion -  united world school of business

Measures of DispersionAre measures of scatter ( spread) about an averagei.e. extent to which individual items vary

Measures of Dispersion Absolute Measures – measure value in same units – ageRelative Measures - % or coefficient of absolute measures

Page 3: Measures of dispersion -  united world school of business

Measures of Dispersion

1. Range2. Inter-quartile range 3. Quartile deviation 4. Mean deviation5. Standard deviation

Page 4: Measures of dispersion -  united world school of business

A. 1. Range = Xmax – X min = L-S Xmax – X min L-S2. Coefficient of Range = ---------------- = ------ Xmax + X min L+S

Page 5: Measures of dispersion -  united world school of business

Measures of DispersionQ1. Calculate range & co-efficient of range from following information 480,562,570,322,435,497,675,732,375,482,791,820,275

Page 6: Measures of dispersion -  united world school of business

B. Quartiles1.Inter quartile range = Q3 – Q12. Quartile déviation or semi inter quartile range = ( Q3 – Q1)/2a. In a normal distributionQ1 < Q2 < Q3 Q2 = Mb. In a symmetrical distributionQ2 + Quartile Déviation = Q3 Q2 - Quartile Déviation = Q1

Page 7: Measures of dispersion -  united world school of business

Q1 = first quartile or lower quartileQ2 = second / middle Quartile or medianQ3 = third quartile or upper quartile Q3 – Q1Coefficient of Quartile deviation = ----------- Q3 + Q1

Coefficient of Quartile DeviationDeviation by Quartiles =---------------------- x

100 Median

Page 8: Measures of dispersion -  united world school of business

Calculation of Quartile deviation under continuous series

1. If inclusive class intervals , convert to exclusive class intervals

2. Size of class intervals should be equal throughout distribution

3. L2 of first class interval should be equal to L1 of next class interval

4. If mid values are given , it is necessary to determine class intervals

5. If it is open end type of frequency distribution , coefficient of variation is suitable measure

Page 9: Measures of dispersion -  united world school of business

Calculation of Quartile deviation N+1Q1=size of (---------) th item of the

series 4 3(N+1)

Q3=size of ---------) th item of the series

4

Page 10: Measures of dispersion -  united world school of business

Q2. Calculate quartile deviation & its co-efficient for the data given below

168147 150 169 170 154 156 171 162 159 174 173 166 164 172

Page 11: Measures of dispersion -  united world school of business

Q3. Compute quartile deviation & its coefficient for following data

X 10 12 14 16 18 20 22 24 28 30 34 36 38

F 3 6 10 15 20 24 30 22 18 14 10 6 6

Soln. calculate cumulative frequencycalculate Q1=N+1/4 &Q3=3(N+1)/4 th observation

Page 12: Measures of dispersion -  united world school of business

Procedure:Compute cumulative frequency NFind out Q1 & Q3 classes by m (Q1)=--------- 4 3N

& m(Q3)= --------- 4

Page 13: Measures of dispersion -  united world school of business

After locating l1, l2 , f & c substitute values in l2-l1 NQ1= l1+ --------- ( m-c) where m =--------- f 4 N/4 - C Q1 =l1+ --------- (l2-l1) f l1= lower limit of quartile classl2 = upper limit of quartile class f =frequency of quartile classc =cumulative frequency before quartile classM = quartile position

Page 14: Measures of dispersion -  united world school of business

After locating l1, l2 , f & c substitute values in l2-l1 3NQ3= l1+ --------- ( m-c) where m =--------- f 4 3N/4 - C Q3 =l1+ --------- (l2-l1) f

Page 15: Measures of dispersion -  united world school of business

Q4. Compute quartile deviation & its s coefficient for marks of 215 student

Marks 0-10

10-20

20-30

30-40

40-50

50-60

60-70

70-80

80-90

90-100

Students 10 15 28 32 40 35 26 14 10 5

Soln. condition if class interval inclusive convert into exclusive, class size equal calculate cumulative frequencycalculate m (Q1)=N/4 &m(Q3)=3N/4 th observationinter quartile range = (Q3-Q1)quartile deviation = (Q3-Q1)/2

Page 16: Measures of dispersion -  united world school of business

X 10 12 14 16 18 20 22 24 28 30 34 36 38

F 3 6 10 15 20 24 30 22 18 14 10 6 6

cf 3 9 19 34 54 78 108

130 148 162 172 178 184

Soln. calculate cumulative frequencycalculate Q1=N+1/4 &Q3=3(N+1)/4 th observation

inter quartile range = (Q3-Q1)quartile deviation = (Q3-Q1)/2 Q3-Q1coefficient of quartile deiation =

-----------------

Q3+Q1

Page 17: Measures of dispersion -  united world school of business

l2-l1 N

Q1 = l1+--------------* (m-c) m= ------------

m 4l1- lower limit of Q1 class , l2= upper limit of Q1 classf = frequency of Q1 class , c= cumulative frequency before Q1 class

Page 18: Measures of dispersion -  united world school of business

l2-l1 3NQ3 = l1+--------------* (m-c) m= ------------- f 4l1- lower limit of Q3 class , l2= upper limit of Q3 classf = frequency of Q3 class , c= cumulative frequency before Q3 class

Page 19: Measures of dispersion -  united world school of business

Inter quartile range = (Q3-Q1)Quartile deviation = (Q3-Q1)/2 Q3-q1 Coefficient of quartile deiation = ----------------- q3+q1

Page 20: Measures of dispersion -  united world school of business

Mean Deviation = sum of absolute deviations from an average divided by total number of itemsCoefficient of Mean Deviation = mean Deviation / Mean

Page 21: Measures of dispersion -  united world school of business

Σ f(x-a)mod Σ f dmod Mean deviation = ------------- = --------------- Σ fx N

Page 22: Measures of dispersion -  united world school of business

Q5A. calculate mean deviation & coefficient of mean for the following two series

A105 112 110 125 138 149 161 175 185 190

B 22 24 26 28 30 32 34 40 44 50

Page 23: Measures of dispersion -  united world school of business

Standard deviation of a series is the square root of the average of the squared deviations from the mean ( Average – Arithmatic mean)

Page 24: Measures of dispersion -  united world school of business

Standard deviation σ – positive square root of arithmetic mean of squares of deviations Σ dx2 Σ fdx2 σ = √ (-------) = (--------) N NFor frequencies of a value σ Coefficient of Standard deviation = ------------------

average

σ Coefficient of variation = --------------- x 100 average

Page 25: Measures of dispersion -  united world school of business

Q5Calculate standard deviation & coefficient of variation

X 65 67 68 68 69 71 72 72

Page 26: Measures of dispersion -  united world school of business

Q6.Calculate standard deviation & coefficient of variation

X 95 100

105

115

125

130

135

140

150

160

170

f 5 8 12 15 35 40 30 20 10 10 10

Page 27: Measures of dispersion -  united world school of business

Q6.Calculate standard deviation & coefficient of variation

X 95 100 105 115 125 130 135 140 150 160 170

f 5 8 12 15 35 40 30 20 10 10 10

dx=(x-130)

-35 -30 -25 -15 -05 0 5 10 20 30 40

Page 28: Measures of dispersion -  united world school of business

Standard deviation σ – positive square root of arithmetic mean of squares of deviations Σ dx Σ dx2 Σ dxσ = √ (-------)2 = √ ------- - (------------) 2

N N N

Σ fdx Σ fdx2 Σ fdx σ = √ (-------)2 = √ ------- - (------------) 2 Σ f Σ f Σ f

Page 29: Measures of dispersion -  united world school of business

A 158 160 163 165 167 170 172 175 177 181

B 163 158 167 170 160 180 170 175 172 175

By using standard deviation find out which series is more variable

Page 30: Measures of dispersion -  united world school of business

A 158

160

163

165

167

170

172

175

177

181

1688 168.8

B 163

158

167

170

160

180

170

175

172

175

1690 169

dxA -12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2

Page 31: Measures of dispersion -  united world school of business

A 158

160

163

165

167

170

172

175

177

181

1688 168.8

B 163

158

167

170

160

180

170

175

172

175

1690 169

dxA -12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2

dx2A

144

100

49 25 9 0 4 25 49 121

526

Page 32: Measures of dispersion -  united world school of business

A 158 160 163 165 167 170 172 175 177 181 1688 168.8

B 163 158 167 170 160 180 170 175 172 175 1690 169

dxA -12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2

dx2A 144 100 49 25 9 0 4 25 49 121 526

dxB -7 -12 -3 0 -10 10 0 5 2 5 10 (dxB)2

Page 33: Measures of dispersion -  united world school of business

A 158 160

163

165

167

170

172

175

177

181 1688 168.8

B 163 158

167

170

160

180

170

175

172

175 1690 169

dxA

-12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2

dx2A

144 100

49 25 9 0 4 25 49 121 526

dxB

-7 -12 -3 0 -10 10 0 5 2 5 10 (dxB)2

dx2B

49 144

9 0 100

100

0 25 4 25 456

Page 34: Measures of dispersion -  united world school of business

Σ dx Σ dx2 Σ dx 526 12σ = √ (-------)2 = √ ------- - (------------) 2 =√

[ ----------- - ( ------) 2 N N

10 10 =√ [ 52.6- 1.2*1.2] =√ 52.6-1.44 =√ 51.46 =7.2Coefficient of variation = σ / x bar = 7.2*100/

166.8 = 4.26%

Page 35: Measures of dispersion -  united world school of business

Σ dx Σ dx2 Σ dxΣ dx Σ dx2 Σ dx 456 10σ = √ (-------)2 = √ ------- - (------------) 2 =√

[ ----------- - ( ------) 2 N N

10 10 =√ [ 45.6- 1] =√ 44.6 = 6.7

Coefficient of variation = σ / x bar = 6.7*100 / 169 = 3.96%

Page 36: Measures of dispersion -  united world school of business

Σ fd’x Σ fd’x2 Σ fd’x σ = √ (-------)2 x i = [√ ------- - (------------) 2

]xi Σ f Σ f Σ fi= class interval

Page 37: Measures of dispersion -  united world school of business

Σ fd’x Σ fd’x2 Σ fd’x σ = √ (-------)2 x i = [√ ------- - (------------) 2 ]xi Σ f Σ f Σ fi= class interval

Page 38: Measures of dispersion -  united world school of business

class 80-84

75-79

70-74

65-69

60-64

55-59

50-54

45-49

40-44

35-39

30-34

25-29

Mid v 82 77 72 67 62 57 52 47 42 37 32 27

frequency

1 1 1 4 4 7 6 6 6 3 0 1

dx=x-52 30 25 20 15 10 5 0 -5 -10 -15 -20 -25

d’x=(x-52/5)

6 5 4 3 2 1 0 -1 -2 -3 -4 -5

fd’x 6 5 4 12 8 7 0 -6 -12 -9 0 -5

d’x2 36 25 16 9 4 1 0 1 4 9 16 25

fd’x2 36 25 16 36 16 7 0 6 24 27 0 25

σ = i* σA = 5* σ Σ dx Σ fd’x2 Σ fd’x 218

10σ = √ (-------)2 = √ ------- - (------------) 2 =√ [ --------- - ( ------) 2

N N N 40 40

=√ [ 5.45- 0.25 ] =√ 5.20 = 2.32σ = i* σA = 5* σ = 5*2.32 = 11.60

Page 39: Measures of dispersion -  united world school of business

Standard deviation σ – positive square root of arithmetic mean of squares of deviationsPropertiesStandard deviation σ is independent of change of origin but not of scaleIf dx = x-A σx=σd

x-A If d’x =------ σx= i.σd

i

Page 40: Measures of dispersion -  united world school of business

Standard deviation σ – positive square root of arithmetic mean of squares of deviations N1σ1

2 + N2σ22 + N3σ3

2 + …….Nnσn2

σ12...n = √ -------------------------------------------- N1 + N2+ N3 +……….. Nn

Page 41: Measures of dispersion -  united world school of business

compute coefficient of variation & comment which factory profits are more consistent

Particulars

Factory A Factory B

Average profits

19.7 21

Standard deviation

6.5 8.64

Page 42: Measures of dispersion -  united world school of business

CAMPUS OVERVIEW

907/A Uvarshad, GandhinagarHighway, Ahmedabad – 382422.

Ahmedabad

Kolkata

Infinity Benchmark, 10th Floor, Plot G1,Block EP & GP, Sector V, Salt-Lake, Kolkata – 700091.

Mumbai

Goldline Business Centre Linkway Estate, Next to Chincholi Fire Brigade, Malad (West), Mumbai – 400 064.

Page 43: Measures of dispersion -  united world school of business

Thank You


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