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Managerial Statics

Mean, median, mode, Standard deviation for
grouped data for Statistical Measure for
Shampoo in Indian market
Presented to

Sameer Virani

By

Renzil D’cruz
http://RenzilDe.com
http://about.me/renzilde
http://linkedin.com/in/renzilde

1
Managerial Statics

Introduction
In statistics and data analysis, the mean, median, mode, range, and standard
deviation tell researchers how the data is distributed. Each of the five measures
can be calculated with simple arithmetic formulae. The mean and median
indicate the "centre" of the data points. The mode is the value or values that
occur most frequently. Range is the span between the smallest value and largest
value. Standard deviation measures how far the data "deviates" from the centre,
on average. Knowing how to calculate these statistical measures will help you
analyze data from surveys.
We have conducted survey on sample of 50 people age group between 18-25,
who are consumers of various Shampoos. We compare Sunsilk, L’Oreal with
respect to other brands on various factors. In questionnaire, we compare various
shampoos on 10 features such as price, size, aroma etc. For which we have got
good response from our Classmates, friends and family members.
The shampoo market in India is estimated to be 2,500-3,000 crore. The
shampoo market is India is categorized according to the benefits they provide.
Mostly consisting of three kinds of shampoos cosmetic, herbal and anti
dandruff, the shampoo market in India has managed to tap users of the various
segments according to their requirements and preferences.
Due to the continuous efforts of the top shampoo brands in India penetration of
shampoos in urban areas is almost 100%. As far as penetration of shampoo in
the rural areas is concerned it has risen by almost 18% in the current scenario.
The top shampoo brands in India include Sunsilk, Clinic Plus, L’oreal and
Pantene. The company that leads the shampoo market in India is Hindustan
Unilever Limited. The top three most sought after brands Sunsilk, Dove and
Clinic are produced by HUL. The company holds a 44% market share in the
Indian shampoo industry. It is said that HUL earns almost 8% of its revenue
from the sale of these products. Proctor and Gamble the second top shampoo
brand in India holds a market share of around 25% in the Indian shampoo
industry. The revenue earned from the value of shampoos from Proctor and
gamble is almost 17%.

2
Managerial Statics

Various Shampoos in Indian Market:
Sunsilk:
Sunsilk is a hair care brand, primarily aimed at women, produced by
the Unilever group, which is now considered the world's leading company in
hair conditioning and the second largest in shampoo. Sunsilk is Unilever’s
leading hair care brand, and ranks as one of the Anglo-Dutch conglomerate's
“billion dollar brands". Sunsilk shampoos, conditioners and other hair care
products are sold in 69 countries worldwide.
Sunsilk is sold under a variety of different names in markets around the world
including Elidor, Seda and Sedal. The brand is strongest in Asia, Latin
America and the Middle East and is the number one hair care brand
in India, Brazil, Argentina, Bolivia, Bangladesh, Sri Lanka and Thailand
L’oreal:
The L'Oréal Group is the world's largest cosmetics and beauty company with its
registered office in Paris and head office in the Paris suburb of Clichy, Hautsde-Seine, France, it has developed activities in the field of cosmetics.
Concentrating on hair colour, skin care, sun protection, makeup, perfumes and hair care, the company is active in the dermatological, tissue
engineering and pharmaceutical fields and is the top nanotechnology patentholder in the United States.
L'Oréal is a listed company, but the founder's daughter Liliane Bettencourt and
the Swiss food company Nestlé each control around 30 percent of the shares
and voting rights.
Questionnaire For Shampoo Survey:
Please rate the following on the scale of 1-7:(1:Lowest & 7: Highest)
Company

SUNSILK
(HUL)

LOREAL

Variable
Price
Availability
Aroma
Packaging
Varieties
Value For Money
Brand Ambassadors
Advertising
Satisfaction

3

VATIKA
(DABUR)
Managerial Statics

Price
30

25
20

Sunsilk

15

L'oreal
Others

10
5
0
1

2

3

4

5

6

7

Availability
25

20
15

Sunsilk
L'oreal

10

Others

5
0
1

2

3

4

5

6

4

7
Managerial Statics

Aroma
20
18

16
14
12

Sunsilk

10

L'oreal

8

Others

6
4
2
0
1

2

3

4

5

6

7

Quality
16
14

12
10
Sunsilk

8

L'oreal

6

Others

4
2
0
1

2

3

4

5

6

5

7
Managerial Statics

Packaging
18
16
14
12
10

Sunsilk

8

L'oreal

6

Others

4

2
0
1

2

3

4

5

6

7

Varieties
20
18

16
14
12

Sunsilk

10

L'oreal

8

Others

6
4
2
0
1

2

3

4

5

6

6

7
Managerial Statics

Value for money
18
16
14
12
10

Sunsilk

8

L'oreal

6

Others

4

2
0
1

2

3

4

5

6

7

Brand Ambassador
20
18

16
14
12

Sunsilk

10

L'oreal

8

Others

6
4
2
0
1

2

3

4

5

6

7

7
Managerial Statics

Advertising
18
16
14
12
10

Sunsilk

8

L'oreal

6

Others

4

2
0
1

2

3

4

5

6

7

Satisfaction
25

20
15

Sunsilk
L'oreal

10

Others

5
0
1

2

3

4

5

6

8

7
Managerial Statics

Mean:
The arithmetic mean or average of a set of numbers is the expected value. The
mean is calculated by adding up all the values, and then dividing that sum by
the number of values.
Mean (x)=A+(Σ(fd)/n)*i
Median:
The median is the middle value in a set of values. To find the median, order the
numbers from largest to smallest, and then choose the value in the middle.
Median =L+((n/2-PCF)/f)*i
Mode:
The mode of a set is the value or values that occur most frequently. There can
be more than one mode in a set. If there is more than one mode, you simply list
all of the modes; you do not have to average them.
Mode=L+{∆1/(∆1+ ∆2)}*i

60

50
40

Mean

30

Median
Mode

20
10
0
Sunsilk

L'Oreal

Other

9
Managerial Statics

Standard Deviation:
It is a measure of how much spread or variability is present in the sample. If all
the number in the sample are very close to each other in such cases SD is zero
(0) and if the numbers are well dispersed than SD tends to be large. It is
calculated as:

Standard deviation (σ) =

*i

STANDARD DEVIATION
16
14

12
10
8
6

4
2
0
SUNSILK

LO'REAL

OTHERS

Quartile:
The quartiles of a set of values are the three points that divide the data set into
four equal groups, each representing a fourth of the population being sampled
For group data the formula is:
Q1 can be given as (L+ n/4 – pcf x i )/f
Q3can be given as (L+3 n/4 – pcf x i )/f
Inter-quartile Deviation:
In descriptive statistics, the Inter-quartile Deviation, also called the midspread or middle fifty, is a measure of statistical dispersion, being equal to the
difference between the upper and lower quartiles.
Inter-quartile Deviation = Q3 − Q1

10
Managerial Statics

Skewness
It is a measure of the asymmetry of the probability distribution of
a real-valued random variable. The skewness value can be positive or
negative, or even undefined. Qualitatively, a negative skew indicates
that the tail on the left side of the probability density function
is longer than the right side and the bulk of the valueslie to the right
of the mean. A positive skew indicates that the tail on the right side
is longer than the left side and the bulk of the values lie to the left of
the mean. A zero value indicates that the values are relatively evenly
distributed on both sides of the mean, typically implying a symmetric
distribution.

SKEWNESS
0.1

0.05
0
-0.05

SUNSILK

LO'REAL

OTHERS

-0.1
-0.15
-0.2

-0.25

Coefficient of quartile deviation:
It is the simple method of studying variation. it is defined as the difference
between the value of the smallest and the highest observation. the relative
measure corresponding to deviation is called coefficient of quartile deviation t is
given by,
Coefficient of quartile deviation =(Q3 − Q1)/( Q3 + Q1)

11
Managerial Statics

CO-EFFICEINT OF Q.D
0.3

0.25
0.2
0.15

0.1
0.05
0
SUNSILK

LO'REAL

OTHERS

AVERAGE DEVIATION
20
18

16
14
12
10
8

6
4
2
0
SUNSILK

LO'REAL

OTHERS

SUNSILK:

Analysis

Mean Median Mode

Parameters
Price
Availability

212
24.2

205.56
26

Standard Quartile
Coefficient Skewness Average
deviation Deviation of Quartile
Deviation
deviation
182.76 22.91
100.53
0.39
1.27
55.52
27.38 7.05
8.37
0.16
-0.45
5.50
12
Managerial Statics

Aroma
Quality
Packaging
Varieties
Value for
Money
Brand
Ambassador
Advertising
Satisfaction

22.3
20.8
22.1
24.3
19.9

22.63
20.77
22.31
26.32
20.88

22.75
19.29
25.88
28.09
22.5

6.4
6.45
5.47
7.28
5.32

8.32
9.43
9.92
10.55
9.81

0.18
0.22
0.22
0.22
0.25

-0.07
0.23
-0.69
-0.52
-0.499

4.68
5.31
4.49
6.04
5.51

22.9

24.23

26.39

9.12

8.04

0.17

-0.38

4.65

22.1
21.4

25.66
21.5

28.13
21.84

6.62
5.73

10.12
7.12

0.20
0.17

-0.91
-0.01

6.53
4.46

LOREAL:
Analysis
Parameters
Price
Availability
Aroma
Quality
Packaging
Varieties
Value for
Money
Brand
Ambassador
Advertising
Satisfaction

Mean Median Mode

Skewness

Average
Deviation

298
20.4
20.1
25.2
23.1
22.7
21.6

322
22
19.66
26.66
23.52
23.5
21.76

Standard Quartile
Coefficient
Deviation Deviation of Quartile
Deviation
331.08 73.63
84.5
0.14
24.16 7.62
12.18
0.30
19.09 7.22
3.92
0.89
30
7.08
10
0.19
23.66 8.73
8.3
0.17
27.5
7.54
12.01
0.26
20.71 5.89
8.46
0.19

-0.45
-0.49
0.14
-0.68
-0.06
-0.64
0.15

62.34
6.40
5.90
5.76
4.92
6.22
4.72

23.6

25.33

27.14

7.9

9.29

0.24

-0.44

6.26

23.7
22.6

25
22.08

18.75
13.5

7.26
9.6

10.85
9.17

0.23
0.19

0.68
0.95

6
5.31

OTHERS:
Analysis
Parameters

Mean Median Mode

Standard Quartile
Coefficient Skewnwess Average
Deviation Deviation of Quartile
Deviation
Deviation
13
Managerial Statics

Price
Availability
Aroma
Quality
Packaging
Varieties
Value for
Money
Brand
Ambassador
Advertising
Satisfaction

216
18.7
18
18.6
17.2
17
18

209.09
17.73
18.21
19
11.25
14.72
18.13

234.21
13.75
18.33
17
14.38
13.09
18.33

64.57
7.97
7.5
7.16
8.21
7.23
6.14

95.47
11.85
9.88
9.01
11.57
9.82
8.75

0.22
0.32
0.27
0.24
0.34
0.30
0.24

-0.28
0.62
-0.04
0.22
0.34
0.54
-0.05

53.72
62.4
5.8
5.63
6.54
5.88
4.62

17.7

18.07

20.83

7.28

3.17

0.08

-0.43

5.93

18.4
16.9

17.5
16.25

16.25
15

6.61
0.6

8.6
2.5

0.24
0.05

0.33
3.17

5.19
16.82

THE MARKET SHARES
BRANDS

SHARE %

SUNSILK

20

CLINIC

25

L’Oreal

5.5

PANTENE

11

HALO

3.4

OPTIMA

3.6

LAKME

1

ULTRA DOUX

1.2

14
Managerial Statics

FLEX

0.7

OTHERS

28.6

Promoting the shampoo brands poses another challenge for the marketers,
resulting in high adv. spends and media spends. Sunsilk spent 8 crores on
advertising on TV in the first four months of its launch. HLL’s estimated
advertising expenditure for each new shampoo launch was between Rs.4 crores
and 6 crores in the introductory phase. The ad-to - sales ratio of the companies
have shown remarkable jump from 10 % to 20 % compared to the average of 5
% for most product categories.
One of the biggest barriers to shampoo usage is the consumer perception that it
harms the hair. Thus companies are focusing on defending the product against
accusations by promoting the strength, nourishment and beauty of the hair ‘The 3 - in -1 Capsule ‘for ultimate hair. Companies are still associating it with
modern life styles to find acceptance in semi - urban and rural non-users to
build and enlarge shampoo usage levels. Thus companies will have to mould
new consumer usage patterns to its own benefit, to have a competitive
advantage and stay out there in the longer run with a respectable market share.
A market segment consists of a large identifiable group within a market. A
company that practices segment marketing recognizes that buyers differ in their
wants, purchasing power, geographical locations, buying attitudes, and buying
habits. Because buyers have unique needs and wants, each buyer is potentially a
separate market. Ideally, then, a seller might design a separate marketing
program for each buyer, though no company is willing to customize its offer 
communication bundle to each individual customer. The company instead tries
to isolate some broad segments that make up a market.
Two broad groups of variables are used to segment consumer markets. Some
researchers try to form segments by looking at consumer responses to benefits
sought, use occasions or brands. Other researchers try to form segments by
15
Managerial Statics

looking at consumer characteristics. They commonly use Geographic,
Demographic or Psychographic characteristics.

Company
Name

2011 Ad
Spending

2012 Ad
Spending

Annual
Ad
Growth
Rate (%)

Annual
Sales
Growth

2011 Ad
$
as % of
Sales

2011 Ad
$
as % of
Margin

SUNSILK 675.832

795.995

17.6

14.2

3.6

0

LOREAL

205.516

230.254

7

13

5.9

-6.2

VATIKA

89.992

89.711

-0.5

4

2.5

5.7

16

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Mean, median, mode, Standard deviation for grouped data for Statistical Measure for Shampoo in Indian market

  • 1. Managerial Statics Mean, median, mode, Standard deviation for grouped data for Statistical Measure for Shampoo in Indian market Presented to Sameer Virani By Renzil D’cruz http://RenzilDe.com http://about.me/renzilde http://linkedin.com/in/renzilde 1
  • 2. Managerial Statics Introduction In statistics and data analysis, the mean, median, mode, range, and standard deviation tell researchers how the data is distributed. Each of the five measures can be calculated with simple arithmetic formulae. The mean and median indicate the "centre" of the data points. The mode is the value or values that occur most frequently. Range is the span between the smallest value and largest value. Standard deviation measures how far the data "deviates" from the centre, on average. Knowing how to calculate these statistical measures will help you analyze data from surveys. We have conducted survey on sample of 50 people age group between 18-25, who are consumers of various Shampoos. We compare Sunsilk, L’Oreal with respect to other brands on various factors. In questionnaire, we compare various shampoos on 10 features such as price, size, aroma etc. For which we have got good response from our Classmates, friends and family members. The shampoo market in India is estimated to be 2,500-3,000 crore. The shampoo market is India is categorized according to the benefits they provide. Mostly consisting of three kinds of shampoos cosmetic, herbal and anti dandruff, the shampoo market in India has managed to tap users of the various segments according to their requirements and preferences. Due to the continuous efforts of the top shampoo brands in India penetration of shampoos in urban areas is almost 100%. As far as penetration of shampoo in the rural areas is concerned it has risen by almost 18% in the current scenario. The top shampoo brands in India include Sunsilk, Clinic Plus, L’oreal and Pantene. The company that leads the shampoo market in India is Hindustan Unilever Limited. The top three most sought after brands Sunsilk, Dove and Clinic are produced by HUL. The company holds a 44% market share in the Indian shampoo industry. It is said that HUL earns almost 8% of its revenue from the sale of these products. Proctor and Gamble the second top shampoo brand in India holds a market share of around 25% in the Indian shampoo industry. The revenue earned from the value of shampoos from Proctor and gamble is almost 17%. 2
  • 3. Managerial Statics Various Shampoos in Indian Market: Sunsilk: Sunsilk is a hair care brand, primarily aimed at women, produced by the Unilever group, which is now considered the world's leading company in hair conditioning and the second largest in shampoo. Sunsilk is Unilever’s leading hair care brand, and ranks as one of the Anglo-Dutch conglomerate's “billion dollar brands". Sunsilk shampoos, conditioners and other hair care products are sold in 69 countries worldwide. Sunsilk is sold under a variety of different names in markets around the world including Elidor, Seda and Sedal. The brand is strongest in Asia, Latin America and the Middle East and is the number one hair care brand in India, Brazil, Argentina, Bolivia, Bangladesh, Sri Lanka and Thailand L’oreal: The L'Oréal Group is the world's largest cosmetics and beauty company with its registered office in Paris and head office in the Paris suburb of Clichy, Hautsde-Seine, France, it has developed activities in the field of cosmetics. Concentrating on hair colour, skin care, sun protection, makeup, perfumes and hair care, the company is active in the dermatological, tissue engineering and pharmaceutical fields and is the top nanotechnology patentholder in the United States. L'Oréal is a listed company, but the founder's daughter Liliane Bettencourt and the Swiss food company Nestlé each control around 30 percent of the shares and voting rights. Questionnaire For Shampoo Survey: Please rate the following on the scale of 1-7:(1:Lowest & 7: Highest) Company SUNSILK (HUL) LOREAL Variable Price Availability Aroma Packaging Varieties Value For Money Brand Ambassadors Advertising Satisfaction 3 VATIKA (DABUR)
  • 7. Managerial Statics Value for money 18 16 14 12 10 Sunsilk 8 L'oreal 6 Others 4 2 0 1 2 3 4 5 6 7 Brand Ambassador 20 18 16 14 12 Sunsilk 10 L'oreal 8 Others 6 4 2 0 1 2 3 4 5 6 7 7
  • 9. Managerial Statics Mean: The arithmetic mean or average of a set of numbers is the expected value. The mean is calculated by adding up all the values, and then dividing that sum by the number of values. Mean (x)=A+(Σ(fd)/n)*i Median: The median is the middle value in a set of values. To find the median, order the numbers from largest to smallest, and then choose the value in the middle. Median =L+((n/2-PCF)/f)*i Mode: The mode of a set is the value or values that occur most frequently. There can be more than one mode in a set. If there is more than one mode, you simply list all of the modes; you do not have to average them. Mode=L+{∆1/(∆1+ ∆2)}*i 60 50 40 Mean 30 Median Mode 20 10 0 Sunsilk L'Oreal Other 9
  • 10. Managerial Statics Standard Deviation: It is a measure of how much spread or variability is present in the sample. If all the number in the sample are very close to each other in such cases SD is zero (0) and if the numbers are well dispersed than SD tends to be large. It is calculated as: Standard deviation (σ) = *i STANDARD DEVIATION 16 14 12 10 8 6 4 2 0 SUNSILK LO'REAL OTHERS Quartile: The quartiles of a set of values are the three points that divide the data set into four equal groups, each representing a fourth of the population being sampled For group data the formula is: Q1 can be given as (L+ n/4 – pcf x i )/f Q3can be given as (L+3 n/4 – pcf x i )/f Inter-quartile Deviation: In descriptive statistics, the Inter-quartile Deviation, also called the midspread or middle fifty, is a measure of statistical dispersion, being equal to the difference between the upper and lower quartiles. Inter-quartile Deviation = Q3 − Q1 10
  • 11. Managerial Statics Skewness It is a measure of the asymmetry of the probability distribution of a real-valued random variable. The skewness value can be positive or negative, or even undefined. Qualitatively, a negative skew indicates that the tail on the left side of the probability density function is longer than the right side and the bulk of the valueslie to the right of the mean. A positive skew indicates that the tail on the right side is longer than the left side and the bulk of the values lie to the left of the mean. A zero value indicates that the values are relatively evenly distributed on both sides of the mean, typically implying a symmetric distribution. SKEWNESS 0.1 0.05 0 -0.05 SUNSILK LO'REAL OTHERS -0.1 -0.15 -0.2 -0.25 Coefficient of quartile deviation: It is the simple method of studying variation. it is defined as the difference between the value of the smallest and the highest observation. the relative measure corresponding to deviation is called coefficient of quartile deviation t is given by, Coefficient of quartile deviation =(Q3 − Q1)/( Q3 + Q1) 11
  • 12. Managerial Statics CO-EFFICEINT OF Q.D 0.3 0.25 0.2 0.15 0.1 0.05 0 SUNSILK LO'REAL OTHERS AVERAGE DEVIATION 20 18 16 14 12 10 8 6 4 2 0 SUNSILK LO'REAL OTHERS SUNSILK: Analysis Mean Median Mode Parameters Price Availability 212 24.2 205.56 26 Standard Quartile Coefficient Skewness Average deviation Deviation of Quartile Deviation deviation 182.76 22.91 100.53 0.39 1.27 55.52 27.38 7.05 8.37 0.16 -0.45 5.50 12
  • 13. Managerial Statics Aroma Quality Packaging Varieties Value for Money Brand Ambassador Advertising Satisfaction 22.3 20.8 22.1 24.3 19.9 22.63 20.77 22.31 26.32 20.88 22.75 19.29 25.88 28.09 22.5 6.4 6.45 5.47 7.28 5.32 8.32 9.43 9.92 10.55 9.81 0.18 0.22 0.22 0.22 0.25 -0.07 0.23 -0.69 -0.52 -0.499 4.68 5.31 4.49 6.04 5.51 22.9 24.23 26.39 9.12 8.04 0.17 -0.38 4.65 22.1 21.4 25.66 21.5 28.13 21.84 6.62 5.73 10.12 7.12 0.20 0.17 -0.91 -0.01 6.53 4.46 LOREAL: Analysis Parameters Price Availability Aroma Quality Packaging Varieties Value for Money Brand Ambassador Advertising Satisfaction Mean Median Mode Skewness Average Deviation 298 20.4 20.1 25.2 23.1 22.7 21.6 322 22 19.66 26.66 23.52 23.5 21.76 Standard Quartile Coefficient Deviation Deviation of Quartile Deviation 331.08 73.63 84.5 0.14 24.16 7.62 12.18 0.30 19.09 7.22 3.92 0.89 30 7.08 10 0.19 23.66 8.73 8.3 0.17 27.5 7.54 12.01 0.26 20.71 5.89 8.46 0.19 -0.45 -0.49 0.14 -0.68 -0.06 -0.64 0.15 62.34 6.40 5.90 5.76 4.92 6.22 4.72 23.6 25.33 27.14 7.9 9.29 0.24 -0.44 6.26 23.7 22.6 25 22.08 18.75 13.5 7.26 9.6 10.85 9.17 0.23 0.19 0.68 0.95 6 5.31 OTHERS: Analysis Parameters Mean Median Mode Standard Quartile Coefficient Skewnwess Average Deviation Deviation of Quartile Deviation Deviation 13
  • 15. Managerial Statics FLEX 0.7 OTHERS 28.6 Promoting the shampoo brands poses another challenge for the marketers, resulting in high adv. spends and media spends. Sunsilk spent 8 crores on advertising on TV in the first four months of its launch. HLL’s estimated advertising expenditure for each new shampoo launch was between Rs.4 crores and 6 crores in the introductory phase. The ad-to - sales ratio of the companies have shown remarkable jump from 10 % to 20 % compared to the average of 5 % for most product categories. One of the biggest barriers to shampoo usage is the consumer perception that it harms the hair. Thus companies are focusing on defending the product against accusations by promoting the strength, nourishment and beauty of the hair ‘The 3 - in -1 Capsule ‘for ultimate hair. Companies are still associating it with modern life styles to find acceptance in semi - urban and rural non-users to build and enlarge shampoo usage levels. Thus companies will have to mould new consumer usage patterns to its own benefit, to have a competitive advantage and stay out there in the longer run with a respectable market share. A market segment consists of a large identifiable group within a market. A company that practices segment marketing recognizes that buyers differ in their wants, purchasing power, geographical locations, buying attitudes, and buying habits. Because buyers have unique needs and wants, each buyer is potentially a separate market. Ideally, then, a seller might design a separate marketing program for each buyer, though no company is willing to customize its offer communication bundle to each individual customer. The company instead tries to isolate some broad segments that make up a market. Two broad groups of variables are used to segment consumer markets. Some researchers try to form segments by looking at consumer responses to benefits sought, use occasions or brands. Other researchers try to form segments by 15
  • 16. Managerial Statics looking at consumer characteristics. They commonly use Geographic, Demographic or Psychographic characteristics. Company Name 2011 Ad Spending 2012 Ad Spending Annual Ad Growth Rate (%) Annual Sales Growth 2011 Ad $ as % of Sales 2011 Ad $ as % of Margin SUNSILK 675.832 795.995 17.6 14.2 3.6 0 LOREAL 205.516 230.254 7 13 5.9 -6.2 VATIKA 89.992 89.711 -0.5 4 2.5 5.7 16