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1. Goal identification
Objectives of ETİ Data Mining:
 Choosing Target Marketing
 Holding on Good Customer
 Weeding out Bad Customer
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.
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 transformation
Useful features are found and so invariant
representation is made .
5. Data Mining:
classification, association, clustering
teqniques are appliesd
6. Presentation and Evaluation and
Taking action
Conducted Questionnaire
Name-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 ...
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.
4
29
106
22
7
0
10
20
30
40
<20 20-24.9 25-29.9
Slim Normal Too Little Overwight
According to the gender BMI
FEMALE MALE
5
38
14
5
13
3
0
10
20
30
40
<20 20-24.9 25-29.9
Slim Normal Too Little Overwight
According to the salaries BMI
<2500 >2500
1
4 2
6
14
43
33
11
0
10
20
30
40
<20 20-24.9 25-29.9
Slim Normal Too Little Overwight
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.
0
22
14
8
10
16
10
0
According to the Gender
FEMALE MALE
10
32
14
20
6
10
6
Never Once a
Month
Twice-three
times of a
week
Every Day
According to the Salary
<2500 >2500
5 3
0 0
5
12
3 4
0
23 21
4
Never Once a
Month
Twice-three
times of a
week
Every Day
According to the Age Range
> 35 35 - 25 25 - 18
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
6
8
30
0
8
15
10
3
Lose
Weight
For Health Keep in
Form
Other
According to the Gender
FEMALE MALE
10
15
32
1
4
8 8
2
Lose Weight For Health Keep in
Form
Other
According to the Salary
<2500 >2500
1
3 4
01
10
13
0
12
23 23
3
Lose
Weight
For Health Keep in
Form
Other
According to the Age Range
> 35 35 - 25 25 - 18
According to the reasom of consumption results
• All people are consuming ETİ Form for keeping in form or for
health.
18
10
1
15
0
21
1 2
7
5
Taste Calorie Price Brand
Value
Other
According to the Gender
FEMALE MALE
29
9
3
12
5
10
2 0
10
0
Taste Calorie Price Brand
Value
Other
According to the Salary
<2500 >2500
4 3
0 1 0
10
3
1
10
0
25
5
2
11
5
Taste Calorie Price Brand
Value
Other
According to the Age Range
> 35 35 - 25 25 - 18
According to the reasom of Preference results
• Most of the people are consuming ETİ Form for its taste or brand
value.
47
44
38
20
17 15
0 0
0
10
20
30
40
50
1.product 2.product 9.product
According to the Salary
<2500
5 3 3
21
13
17
41
45
33
0
10
20
30
40
50
1.product 2.product 9.product
According to the Age Range
>35 25-35 18-25
37
34
2930
27
24
0
10
20
30
40
1.product 2.product 9.product
According to the Gender
FEMALE MALE
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
First Selection
people who have more than 2500 Turkish Lira and, less
than 35 years old are “Good Customers” for ETİ
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.
Second Selection
9%
68%
23%
Once a Month Consumption
SLİM NORMAL Too Little Overweight
slim
14%
Normal
64%
Too Little
Overweig
ht,
22%
Twice - Three Times of a Week
Consumption
slim Normal Too Little Overweight,
0%
75%
25%
Every -Day for Female
Normal Too Little Overweight,
FOR FEMALE
Generally, Normal Weighted women are
consuming ETİ Form
0%
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
 AYŞEGÜL SAKALLI 100303005
 NASİBE DENİZ 100303027
 NİLÜFER TEKKOL 100303035
 ZEYNEPAKÇAY 100303031
Thanks For Your Attention 

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Technology Management Data Mining

  • 1.
  • 2. 1. Goal identification Objectives of ETİ Data Mining:  Choosing Target Marketing  Holding on Good Customer  Weeding out Bad Customer
  • 3. 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.
  • 4. 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 transformation Useful features are found and so invariant representation is made .
  • 5. 5. Data Mining: classification, association, clustering teqniques are appliesd 6. Presentation and Evaluation and Taking action
  • 6. Conducted Questionnaire Name-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 ...
  • 7. 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.
  • 8.
  • 9. 4 29 106 22 7 0 10 20 30 40 <20 20-24.9 25-29.9 Slim Normal Too Little Overwight According to the gender BMI FEMALE MALE 5 38 14 5 13 3 0 10 20 30 40 <20 20-24.9 25-29.9 Slim Normal Too Little Overwight According to the salaries BMI <2500 >2500 1 4 2 6 14 43 33 11 0 10 20 30 40 <20 20-24.9 25-29.9 Slim Normal Too Little Overwight 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.
  • 10. 0 22 14 8 10 16 10 0 According to the Gender FEMALE MALE 10 32 14 20 6 10 6 Never Once a Month Twice-three times of a week Every Day According to the Salary <2500 >2500 5 3 0 0 5 12 3 4 0 23 21 4 Never Once a Month Twice-three times of a week Every Day According to the Age Range > 35 35 - 25 25 - 18
  • 11. 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
  • 12. 6 8 30 0 8 15 10 3 Lose Weight For Health Keep in Form Other According to the Gender FEMALE MALE 10 15 32 1 4 8 8 2 Lose Weight For Health Keep in Form Other According to the Salary <2500 >2500 1 3 4 01 10 13 0 12 23 23 3 Lose Weight For Health Keep in Form Other According to the Age Range > 35 35 - 25 25 - 18
  • 13. According to the reasom of consumption results • All people are consuming ETİ Form for keeping in form or for health.
  • 14. 18 10 1 15 0 21 1 2 7 5 Taste Calorie Price Brand Value Other According to the Gender FEMALE MALE 29 9 3 12 5 10 2 0 10 0 Taste Calorie Price Brand Value Other According to the Salary <2500 >2500 4 3 0 1 0 10 3 1 10 0 25 5 2 11 5 Taste Calorie Price Brand Value Other According to the Age Range > 35 35 - 25 25 - 18
  • 15. According to the reasom of Preference results • Most of the people are consuming ETİ Form for its taste or brand value.
  • 16. 47 44 38 20 17 15 0 0 0 10 20 30 40 50 1.product 2.product 9.product According to the Salary <2500 5 3 3 21 13 17 41 45 33 0 10 20 30 40 50 1.product 2.product 9.product According to the Age Range >35 25-35 18-25 37 34 2930 27 24 0 10 20 30 40 1.product 2.product 9.product According to the Gender FEMALE MALE
  • 17. 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
  • 18. First Selection people who have more than 2500 Turkish Lira and, less than 35 years old are “Good Customers” for ETİ
  • 19. 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.
  • 20. Second Selection 9% 68% 23% Once a Month Consumption SLİM NORMAL Too Little Overweight slim 14% Normal 64% Too Little Overweig ht, 22% Twice - Three Times of a Week Consumption slim Normal Too Little Overweight, 0% 75% 25% Every -Day for Female Normal Too Little Overweight, FOR FEMALE Generally, Normal Weighted women are consuming ETİ Form
  • 21. 0% 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
  • 22.  AYŞEGÜL SAKALLI 100303005  NASİBE DENİZ 100303027  NİLÜFER TEKKOL 100303035  ZEYNEPAKÇAY 100303031 Thanks For Your Attention 

Editor's Notes

  1. These are Body mass index results, in comparison with salary, gender and age rannge
  2. These are frequency of Eti form consumption results, constraints are salary, gender and age range again..
  3. These are reason of consumption results graphics..
  4. And … favorite product selections according to the salary, gender and age range..