Recommended
Recommended
More Related Content
Similar to Analytics in Telco Analytics
Similar to Analytics in Telco Analytics (20)
Recently uploaded
Recently uploaded (20)
Analytics in Telco Analytics
- 1. Analytics in True Digital Thatchaphon Kaeosuriya AI Expert/Data Scientist True Digital Group thatchaphon.kae@truedigital.com, thatchaphonkaeo@gmail.com (66)8-19560586
- 2. 2 Content 1. Our Data 2. Problem 3. Our work
- 3. Introduce Myself Thatchaphon Kaeosuriya(เสือ, Tiger) Statistics(Insurance) : Chulalongkorn University Al Expert/Data Scientist(Convergence) Hobby : Photographer, Aerobics, AKB48
- 5. 5Analytics in True Digital What we do? Thatchaphon Kaeosuriya
- 6. 6 What we do? Thatchaphon Kaeosuriya Analytics in True Digital
- 7. 7 Data? Thatchaphon Kaeosuriya Analytics in True Digital Analytics
- 8. 8 Data? Thatchaphon Kaeosuriya Analytics in True Digital Analytics True Point, True Card
- 9. 9 Problem in Data? Thatchaphon Kaeosuriya Analytics in True Digital • Data owner and Integration • Data not perfect • Various type of data
- 10. 10 Problem in Data? Thatchaphon Kaeosuriya Analytics in True Digital • Data owner and Integration • Data not perfect • Various type of data
- 11. 11 Problem? Thatchaphon Kaeosuriya Analytics in True Digital • Data owner and Integration
- 12. 12 Problem? Thatchaphon Kaeosuriya Analytics in True Digital • Integration : 360 Degree customer profile
- 13. 13 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Data Source I Owner : Music Data Source II Owner : Aom Data Source III Owner : Omegu(AKB48 Team B)
- 14. 14 Query Data Thatchaphon Kaeosuriya Analytics in True Digital
- 15. 15 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Data Source Owner : Music Data Source Owner : Aom Data Source Owner : OMegu Data Scientist Query
- 16. 16 Some Data Source have a lot of job Thatchaphon Kaeosuriya Analytics in True Digital
- 17. 17 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Data Source : OK Data Source : OK Data Source : Overload Data Scientist Query
- 18. 18 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Data Source : OK Data Source : OK Data Source : Service Down Data Scientist Query
- 19. 19 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Data Source : OK Data Source : OK Data Source : Service Down Data Scientist Query Front End
- 20. 20 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Sandbox Data Source Data Source Data Source Data EngineerData Ingestion Data Scientist Query Front End
- 21. 21 Thatchaphon Kaeosuriya Analytics in True Digital Analytics Sandbox Data Source : OK Data Source : OK Data Source : OK Data EngineerData Ingestion Data Scientist Front End Status : Service Down The others system not down :D
- 22. Data Engineer • Data Ingestion • ETL • Admin(Analytics) • Automate(Data Ingestion) Data Scientist • Data Preparation • Basic Analysis • Machine Learning • Report 22 Thatchaphon Kaeosuriya Analytics in True Digital
- 23. 23 Problem in Data? Thatchaphon Kaeosuriya Analytics in True Digital • Data owner and Integration • Data not perfect • Various type of data
- 24. 24 Problem? : Data not perfect Thatchaphon Kaeosuriya Analytics in True Digital Customer Name Nickname Province Nana Okada Naachan กรุงเทพมหานคร Yuiri Murayama Yuirii กรุงเทพ Yumiko Takino Yumirin กรุงเทพฯ Nanase Nishino Naachan กรุงเต๊บ Yuki Yoda Yoda กรุงเทพมหานคร Note : All customer name are generated from member of AKB48, STU48 and Nogizaka46(Nanase has already signed contract with Key Holder(Largest Shareholder of SKE48))
- 25. 25 Let’s count :D Thatchaphon Kaeosuriya Analytics in True Digital importpandasas pd cust_profile.groupby([“Province”]).size()
- 26. 26 Problem? : Data not perfect Thatchaphon Kaeosuriya Analytics in True Digital Province Number of Customer กรุงเทพมหานคร 46 48 16 48 0 Note : All of number are generated from Nogizaka46, Keyakizaka46, AKB48 and Sweat16!
- 27. 27 Problem? : Data not perfect Thatchaphon Kaeosuriya Analytics in True Digital Province Number of Customer กรุงเทพมหานคร 46 กรุงเทพฯ 48 กรุงเทพ 16 กรุงเต๊บ 48 กรุงเทพมหานคร อมรรัตนโกสินทร์ มหินทรายุธยา มหาดิลกภพ นพรัตนราชธานีบูรีรมย์ อุดมราชนิเวศน์มหาสถาน อมรพิมาน อวตารสถิต สักกะทัตติยวิษณุกรรมประสิทธิ์ 0 Note : All of number generated from Nogizaka46, Keyakizaka46, AKB48 and Sweat16!
- 28. 28 If you think Image Data is perfect? Thatchaphon Kaeosuriya Analytics in True Digital
- 29. 29 Q : Which picture is out of focus? Thatchaphon Kaeosuriya Analytics in True Digital A Nana Okada(岡田奈々) B Cherprang Areekul
- 30. 30 Thatchaphon Kaeosuriya Analytics in True Digital
- 31. 31 Thatchaphon Kaeosuriya Analytics in True Digital Nana Okada face is blurred
- 32. 32 Q : Which picture is out of focus? Thatchaphon Kaeosuriya Analytics in True Digital A Nana Okada(岡田奈々) B Cherprang Areekul
- 33. 33 Problem in Data? Thatchaphon Kaeosuriya Analytics in True Digital • Data owner and Integration • Data not perfect • Various type of data
- 34. 34 Problem? : Various type of data Thatchaphon Kaeosuriya Analytics in True Digital
- 35. 35 Our works Thatchaphon Kaeosuriya Analytics in True Digital • Report • Data Analysis : Tableau • Machine Learning : Churn, Upsell, xsell • Automate : Data Ingestion(Engineer), Recommendation System
- 36. 36 Q&A Thatchaphon Kaeosuriya Analytics in True Digital