top business school of India, unitedworld school of business
Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of...
-
Upload
unitedworld-school-of-business -
Category
Documents
-
view
234 -
download
0
Transcript of Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of...
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
1/43
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
2/43
Measures of DispersionAre measures of scatter ( spread) about anaveragei.e. extent to which individual items vary
Measures of DispersionAbsolute Measures measure value in same units ageRelative Measures - % or coefficient of absolutemeasures
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
3/43
Measures of Dispersion
1. Range2. Inter-quartile range3. Quartile deviation4. Mean deviation5. Standard deviation
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
4/43
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
5/43
Measures of Dispersion
Q1. Calculate range & co-efficient of range fromfollowing information480,562,570,322,435,497,675,732,375,482,791,820,275
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
6/43
B. Quartiles1.Inter quartile range = Q3 Q12. Quartile dviationor semi inter quartile range = ( Q3 Q1)/2
a. In a normal distributionQ1 < Q2 < Q3Q2 = Mb. In a symmetrical distribution
Q2 + Quartile Dviation = Q3Q2 - Quartile Dviation = Q1
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
7/43
Q1 = first quartile or lower quartile
Q2 = 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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
8/43
Calculation of Quartile deviation undercontinuous series
1. If inclusive class intervals , convert toexclusive class intervals2. Size of class intervals should be equal
throughout distribution
3. L2 of first class interval should be equal toL1 of next class interval
4. If mid values are given , it is necessary todetermine class intervals
5. If it is open end type of frequencydistribution , coefficient of variation issuitable measure
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
9/43
Calculation of Quartile deviationN+1Q1=size of (---------) th item of the series
4
3(N+1)Q3=size of ---------) th item of the series
4
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
10/43
Q2. Calculate quartile deviation & its co-efficientfor the data given below
168
147 150 169 170 154 156 171 162 159 174 173 166 164 172
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
11/43
Q3. Compute quartile deviation & its coefficientfor 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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
12/43
Procedure:Compute cumulative frequency
N
Find out Q1 & Q3 classes by m (Q1)=---------4
3N
& m(Q3)= ---------4
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
13/43
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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
14/43
After locating l1, l2 , f & c substitute values inl2-l1 3N
Q3= l1
+ --------- ( m-c) where m =---------f 4
3N/4 - CQ3 =l1+ --------- (l2-l1)
f
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
15/43
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 intoexclusive, 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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
16/43
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 6cf 3 9 19 34 54 78 10
8
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)/2Q3-Q1
coefficient of quartile deiation = -----------------Q3+Q1
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
17/43
l2-l1 N
Q1 = l1+--------------* (m-c) m= ------------m 4
l1- lower limit of Q1 class , l2= upper limit of Q1 classf = frequency of Q1 class , c= cumulative frequencybefore Q1 class
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
18/43
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 frequencybefore Q3 class
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
19/43
Inter quartile range = (Q3-Q1)Quartile deviation = (Q3-Q1)/2
Q3-q1Coefficient of quartile deiation = -----------------
q3+q1
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
20/43
Mean Deviation = sum of absolute deviationsfrom an average divided by total number of
itemsCoefficient of Mean Deviation = meanDeviation / Mean
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
21/43
f(x-a)mod f dmod
Mean deviation = ------------- = --------------- fx N
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
22/43
Q5A. calculate mean deviation & coefficient of
mean for the following two series
A
105 112 110 125 138 149 161 175 185 190
B 22 24 26 28 30 32 34 40 44 50
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
23/43
Standard deviation of a series is the squareroot of the average of the squared deviationsfrom the mean ( Average Arithmatic mean)
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
24/43
Standard deviation positive square root ofarithmetic mean of squares of deviations
dx2 fdx2 = (-------)= (--------)
N N
For frequencies of a value Coefficient of Standard deviation = ------------------
average
Coefficient of variation = --------------- x 100
average
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
25/43
Q5Calculate standard deviation & coefficient ofvariation
X 65 67 68 68 69 71 72 72
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
26/43
Q6.Calculate standard deviation & coefficient ofvariation
X 95 10
0
10
5
11
5
12
5
13
0
13
5
14
0
15
0
16
0
170
f 5 8 12 15 35 40 30 20 10 10 10
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
27/43
Q6.Calculate standard deviation & coefficient ofvariation
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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
28/43
Standard deviation positive square root ofarithmetic mean of squares of deviations dx dx2 dx
= (-------)2 = ------- - (------------) 2
N N N
fdx fdx2 fdx = (-------)2 = ------- - (------------) 2
f f f
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
29/43
A 158 160 163 165 167 170 172 175 177 181B 163 158 167 170 160 180 170 175 172 175
By using standard deviation find out which seriesis more variable
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
30/43
A 15
8
16
0
16
3
16
5
16
7
17
0
17
2
17
5
17
7
18
1
1688 168.8
B 16
3
15
8
16
7
17
0
16
0
18
0
17
0
17
5
17
2
17
5
1690 169
dxA -12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
31/43
A 15
8
16
0
16
3
16
5
16
7
17
0
17
2
17
5
17
7
18
1
1688 168.8
B 16
3
15
8
16
7
17
0
16
0
18
0
17
0
17
5
17
2
17
5
1690 169
dxA -12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2
dx2
A
14
4
10
0
49 25 9 0 4 25 49 12
1
526
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
32/43
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
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
33/43
A 158 16
0
16
3
16
5
16
7
17
0
17
2
17
5
17
7
181 1688 168.8
B 163 15
8
16
7
17
0
16
0
18
0
17
0
17
5
17
2
175 1690 169
dx
A
-12 -10 -7 -5 -3 0 2 5 7 11 -12 (dxA)2
dx2
A
144 10
0
49 25 9 0 4 25 49 121 526
dx
B
-7 -12 -3 0 -10 10 0 5 2 5 10 (dxB)2
dx2
B
49 14
4
9 0 10
0
10
0
0 25 4 25 456
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
34/43
dx dx2 dx 526 12 = (-------)2 = ------- - (------------) 2 = [ ----------- - ( ------)2
N N 1010
= [ 52.6- 1.2*1.2] = 52.6-1.44 = 51.46 =7.2Coefficient of variation = / x bar = 7.2*100/ 166.8 = 4.26%
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
35/43
dx dx2 dx dx dx2 dx 456 10
= (-------)2 = ------- - (------------) 2 = [ ----------- - ( ------) 2
N N 1010
= [ 45.6- 1] = 44.6 = 6.7
Coefficient of variation = / x bar = 6.7*100 / 169 = 3.96%
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
36/43
fdx fdx2 fdx
= (-------)2 x i = [ ------- - (------------) 2 ]xi f f f
i= class interval
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
37/43
fdx fdx2 fdx
= (-------)2 x i = [ ------- - (------------) 2 ]xi f f f
i= class interval
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
38/43
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
frequenc
y
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
dx=(x-52/5)
6 5 4 3 2 1 0 -1 -2 -3 -4 -5
fdx 6 5 4 12 8 7 0 -6 -12 -9 0 -5dx2 36 25 16 9 4 1 0 1 4 9 16 25
fdx2 36 25 16 36 16 7 0 6 24 27 0 25
= i* A = 5* dx fdx2 fdx 218 10 = (-------)2 = ------- - (------------) 2 = [ --------- - ( ------) 2
N N N 40 40= [ 5.45- 0.25 ]= 5.20 = 2.32
= i* A = 5* = 5*2.32 = 11.60
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
39/43
Standard deviation positive square root ofarithmetic mean of squares of deviations
PropertiesStandard deviation is independent of change oforigin but not of scaleIf dx = x-A
x
=dx-A
If dx =------ x= i.di
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
40/43
Standard deviation positive square root ofarithmetic mean of squares of deviations
N112 + N222 + N332+ .Nnn212...n= --------------------------------------------
N1 + N2+ N3+.. Nn
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
41/43
compute coefficient of variation & comment whichfactory profits are more consistent
Particular
s
Factory A Factory B
Averageprofits
19.7 21
Standard
deviation
6.5 8.64
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
42/43
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 CentreLinkway Estate,Next to Chincholi FireBrigade, Malad (West),Mumbai 400 064.
-
7/28/2019 Measures of Dispersion - UnitedWorld School of Business Presentation - Unitedworld School of Business
43/43