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Page 1: Technology Management Data Mining

DATA

MINING

Page 2: Technology Management Data Mining

1. Goal identification

Objectives of ETİ Data Mining:

Choosing Target MarketingHolding on Good CustomerWeeding out Bad Customer

Page 3: Technology Management Data Mining

2. Creating a target data set• Questionnaire is conducted to 44 women and 36 men (>18 years old)

To achieve objectives, calculations are made while studying on related questions/answers.

Page 4: Technology Management Data Mining

3. Data preprocessing Data that does not fit with the general behavior of the data

are removed.

• For example; In conducted questionnaire there are only a

few people which obese.

These people are ignored !

4. Data reduction and transformationUseful features are found and so invariant

representation is made .

Page 5: Technology Management Data Mining

5. Data Mining:classification, association, clustering teqniques are appliesd

6. Presentation and Evaluation and Taking action

Page 6: Technology Management Data Mining

Conducted QuestionnaireName-Surname:

1) Sex: Female [ ] Male [ ]

2)Educational Background: Elementary school [ ] High School [ ] University [ ]

3)Monthly income: less than 2500 [ ] more than [ ]

4) Height: [ ] cm. Kilo: [ ] kg.

5)Are you pleased with your weight? Yes [ ] No [ ]

6)What comes back to your mind, with the word of form?

7)What is the reason of your consuming form foods?

Lose Weight [ ] Health [ ] Keep in form [ ] Other [ ]

8) What is the frequency of your consuming Eti Form?

Never [ ] Once a month [ ] 2-3 times a week [ ] Everyday [ ]

9)What is the reason of your prefer Eti to other brands?

Taste[ ] Calorie [ ] Price [ ] Brand Value [ ] Other ..........

10)Choose your favorite 3 product?

POPCORN [ ]

CHOCOLATE COATED BISCUIT [ ]

MUESLI [ ]

BISCUIT with BLACK CUMIN [ ]

BLUSHED WHOLE WHEATED BREAD [ ]

SIMPLE BRAN BISCUIT [ ]

BRAN BISCUIT with AVENA [ ]

BISCUIT with GRAIN [ ]

LEMON BISCUIT [ ]

STICK CRACKER [ ]

MIXED FRUID BISCUIT [ ]  

12)Why do you prefer this form products to others?

Taste [ ] Calorie [ ] Price [ ] Other ...

13)What are your expectations ...  

Page 7: Technology Management Data Mining

The body mass index (BMI) is a measure of relative weight based on an individual's mass and height.

For making sensible/not estimated judgement about people Body Mass Indexes are calculated for every customer with this formul.

Page 8: Technology Management Data Mining

BMI for MALE

Page 9: Technology Management Data Mining

<20 20-24.9 25-29.9Slim Normal Too Little

Overwight

05

101520253035

4

29

106

22

7

According to the gender BMI

FEMALE MALE

<20 20-24.9 25-29.9Slim Normal Too Little

Overwight

0

10

20

30

40

5

38

14

5

13

3

According to the salaries BMI

<2500 >2500

<20 20-24.9 25-29.9Slim Normal Too Little

Overwight

05

101520253035

14 2

6

14

43

33

11

According to the Age Range BMI

>35 25-35 18-25

According to BMI, except a few exception, people are slim, normal and to little overweight.

• %68 of Women are Normal and %64 of Men are Normal.

•% 62 of well-paid people are Normal and % 67 of low paid

people are Normal.

• Over 35 years of age people are %27 more overweight than youth.

Page 10: Technology Management Data Mining

0

22

14810

1610

0

According to the Gender

FEMALE MALE

10

32

1420

6 10 6

According to the Salary

<2500 >2500

5 3 0 05

123 40

23 21

4

According to the Age Range

> 35 35 - 25 25 - 18

Page 11: Technology Management Data Mining

According to the frequency of consumption results;

• Women are consuming ETİ Form slightly more than men.

• Well-paid people are consuming more than others.

• 18-25 years old people are consuming ETİ Form more, Altough they are skinner

Page 12: Technology Management Data Mining

Lose Weight

For Health

Keep in Form

Other

68

30

0

8

15

10

3

According to the Gender

FEMALE MALE

Lose Weight

For Health Keep in Form

Other

1015

32

14

8 82

According to the Salary

<2500 >2500

Lose Weight

For Health

Keep in Form

Other

13 4

01

1013

0

12

23 23

3

According to the Age Range

> 35 35 - 25 25 - 18

Page 13: Technology Management Data Mining

According to the reasom of consumption results

• All people are consuming ETİ Form for keeping in form or for health.

Page 14: Technology Management Data Mining

Taste Calorie Price Brand Value

Other

18

10

1

15

0

21

1 2

75

According to the Gender

FEMALE MALE

Taste Calorie Price Brand Value

Other

29

93

12

510

2 0

10

0

According to the Salary

<2500 >2500

Taste Calorie Price Brand Value

Other

4 30 1 0

10

3 1

10

0

25

52

11

5

According to the Age Range

> 35 35 - 25 25 - 18

Page 15: Technology Management Data Mining

According to the reasom of Preference results

• Most of the people are consuming ETİ Form for its taste or brand value.

Page 16: Technology Management Data Mining

1.product 2.product 9.product05

101520253035404550 47

44

38

2017 15

0 0

According to the Salary

<2500

1.product 2.product 9.product0

10

20

30

40

50

5 3 3

21

1317

4145

33

According to the Age Range

>35 25-35 18-25

1.product 2.product 9.product05

10152025303540 37

342930

2724

According to the Gender

FEMALE MALE

Page 17: Technology Management Data Mining

For every kind of people, favorite product of ETİ Form are

• Popcorn

• Chocolate Coated Eti Form

• Lemon Flavored Eti Form

ANKET RİSKLİ.xlsx - Sayfa1!A1

Page 18: Technology Management Data Mining

First Selection

people who have more than 2500 Turkish Lira and, less than 35 years old are “Good Customers” for ETİ

Page 19: Technology Management Data Mining

According to the excel results:• %52.5 of the low-paid people are not consuming ETİ Form often.

• % 67 of the over 35 years old age people are not consuming ETİ Form often.

•It proves that previous “good customer “ selection.

Page 20: Technology Management Data Mining

Second Selection

9%

68%

23%

Once a Month Consumption

SLİM NORMAL

Too Little Overweight

slim14%

Normal64%

Too Little Overweight,

21%

Twice - Three Times of a Week Consumption

slim

Normal

Too Little Overweight,

75%25%

Every -Day for Female

Normal

Too Little Overweight,

FOR FEMALE

Generally, Normal Weighted women are consuming ETİ Form

Page 21: Technology Management Data Mining

78%

22%

Twice-Three Times of Week

slim normal

too little overweight

40%

30%

30%

Once a Month

slim normal

too little overweight

FOR MALE

There in not any men who consume ETİ Form everyday..

Consumed men are slim or normal weighted

Page 22: Technology Management Data Mining

AYŞEGÜL SAKALLI 100303005NASİBE DENİZ 100303027NİLÜFER TEKKOL 100303035ZEYNEP AKÇAY 100303031

Thanks For Your Attention