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TOYOTAHaktan Şen
Yılmaz Kırıklı
Mustafa Gündoğan Dallı
Andrea Uso
Data Mining• Data mining is an interdisciplinary subfield of computer
science is the computational process of discovering patterns in large data sets involving methods at the intersection of artificial intelligence, machine learning, statistics, and database systems.
Data Mining• The overall goal of the data mining process is to extract
information from a data set and transform it into an understandable structure for further use.
Data Mining• Aside from the raw analysis step, it involves database
and data management aspects, data preprocessing, model and inference considerations, interestingness metrics, complexity considerations, post-processing of discovered structures, visualization, and online updating.
Toyota • Toyota Motor Corporation is a Japanese
automotive manufacturer headquartered in Toyota, Aichi, Japan. In 2013 the multinational corporation consisted of 333,498 employees worldwide and, as of November 2014, is the twelfth-largest company in the world by revenue.
Toyota• Toyota was the largest automobile manufacturer in 2012
(by production). In July of that year, the company reported the production of its 200-millionth vehicle. Toyota is the world's first automobile manufacturer to produce more than 10 million vehicles per year.
Toyota• It did so in 2012 according to OICA, and in 2013
according to company data. As of July 2014, Toyota was the largest listed company in Japan bymarket capitalization and by revenue.
Corolla
The Toyota Corolla is a line of subcompact and compact cars manufactured by Toyota. Introduced in 1966, the Corolla managed to become the best-selling car worldwide by 1974 and has been one of the best-selling cars in the world since then.
Corolla• In 1997, the Corolla became the best selling nameplate in
the world. Toyota reached the milestone of 40 million Corollas sold over eleven generations in July 2013. The series has undergone several major redesigns.
• The name Corolla is part of Toyota's naming tradition of using names derived from the Toyota Crown for sedans.
In 2013
Ocak
Şu-bat
Mart Nisan
Mayıs
Haziran
Temmuz
Ağustos
Eylül
Ekim
Kasım
Ar-alık
Satış
30 40 60 50 65 44 80 51 68 71 78 110
Corolla
10 8 19 20 30 14 49 21 19 42 40 65
10
30
50
70
90
110
Monthly Sales • In 2013 distributor of Toyota sold 747 cars.
• 337 of these cars are Toyota Corolla.
Monthly Based Corolla Sales
1 2 3 4 5 6 7 8 9 10 11 12
Erkek 6 5 8 15 18 7 29 12 9 22 18 36
Kadın 4 3 11 5 12 7 20 9 10 20 22 29
2.5
7.5
12.5
17.5
22.5
27.5
32.5
37.5
Man & Woman • 185 Man bought Toyota Corolla in 2013.
• 152 Woman bought Toyota Corolla in 2013.
Quarterly Toyota Corolla Sales
17%
21%
27%
35%
Quarterly sales
1. Çeyrek
2. Çeyrek
3. Çeyrek
4. Çeyrek
• In each quarter Toyota Corolla sells was increased.
1. Quarter 130
2. Quarter 159
3. Quarter 199
4. Quarter 259
Monthly Based Car Type Sales
1 2 3 4 5 6 7 8 9 10 11 12
Otomatik 6 5 7 9 12 7 19 8 4 11 9 15
Düz 4 3 12 11 18 7 30 13 15 31 31 50
2.5
7.5
12.5
17.5
22.5
27.5
32.5
37.5
42.5
47.5
Automatic - Manual
Automatic Type Car Buyers
75%
25%
Automatic
Kadın Erkek
Automatic
Woman 84
Man 28
Manual Type Car Buyers Classification
30%
70%
Manual
Kadın Erkek
Manual
Women68
Men157
Monthly Based Credit Usage
1 2 3 4 5 6 7 8 9 10 11 12
Toplam 10 8 19 20 30 14 49 21 19 42 40 65
Kredi 10 8 12 14 19 9 32 19 17 39 34 60
5
15
25
35
45
55
65
Credit Usage
Automatic Model Payment Types
29%
71%
Payment
Automatic Cash
Automatic Credit
Payment
Automatic Cash33
Automatic Credit79
Automatic Models Gender Credit Classification
78%
22%
Automatic Credit
Woman Men
Credit
Woman 62
Men17
Manual Model Payment Types
86%
14%
Payment
Manual Credit
Manual Cash
Payment
Manual Credit194
Manual Cash31
Manual Models Gender Credit Classification
25%
75%
Manual Credit
Woman Men
Manual Credit
Women49
Men145
Data Mining
• Most of men buy manuel
• Mens prefer using credit as a payment method in manuel Corolla purchase
• Most of women buy automatic
• Womens prefer using credit as a payment method in automatic Corolla purchase.
Data Mining
Men Credit Manuel
Women Credit Automatic
At year 2014
• Around %73 of men will buy manuel corolla with credit
• Around %68 of women will buy automatic corolla with credit
Problem Definition
• Toyota does not have a credit negotiation with any bank in Turkey.
• As we saw most of customers want to pay with credit type.
Taking Action
• Toyota and T.C. İş Bankası had an agreement that;
• İş bankası will give credit for Toyota Corolla buyers with a %0,86 interest rate for 5 years.
• Also Toyota will offer their own insurance package for free to customer who used a credit from İş Bankası.
THANK YOU !
And drive Corolla ..