telecommunications and utilities
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Telecommunications and Utilities. Introduction. Decision support systems. What were the sales volumes by region and product category for the last year? How did the share price of computer manufacturers correlate with quarterly profits over the past 10 years? - PowerPoint PPT PresentationTRANSCRIPT
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Telecommunications and Utilities
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Introduction
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Decision support systems What were the sales volumes by region and product category for
the last year? How did the share price of computer manufacturers correlate with
quarterly profits over the past 10 years? Which orders should we fill to maximize revenues? Will a 10% discount increase sales volume sufficiently?
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Data Warehouse Bus Matrix
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Draft Schema
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General Design Review Considerations
• Granularity• Fact Granularity• Dimension Granularity• Date Dimension• Degenerate Dimension• Dimension Decodes and Descriptions• Too Many (Too Low)Dimension
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Granularity
• ควรจะกำ�หนด Granularity ใหมระดบทเหม�ะสมทสด
• ไมจำ�เปนตองละเอยดทสดเสมอไป• ตรงต�มคว�มตองก�รของผใช
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Granularity(cont.)
• DATE Dimension– Date– Week– Month– Quarter – Year– Dayofweek– Etc.
• DATE Dimension– Month– Quarter– Year
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Fact Granularity
• Fact table เกบค�จำ�พวก total ต�งๆไว• ก�รเพมประสทธภ�พและลดปญห�ซบซอนของขอมล
• ขอมลข�ดคณสมบต additive– วน / เดอน /ป
• Example– ถ�ม bill ม�กกว� 1 bill เกดปญห� นบ column “year-
to-date” ไมสอคว�มหม�ยได
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Dimension Granularity
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Date Dimension
• นำ�ขอมลเวล�และวนทแยกลงไปใน Fact Table – ไมเหม�ะสม– ย�กทจะรว�เปนวนทของอะไร
• แกโดย– 1 Date Dimension– เลอกเฉพ�ะ Date ทใชม�ใสใน Date Dimension
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Fixed Time-Series Bucket
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Degenerate Dimension
• Dimension ทไมม Dimension table ของมนเอง• ดค�อนๆทไมไดเกยวของโดยตรง แตอ�จจะเพอคว�มสะดวกในก�รอ�งอง– ก�รเกบTransaction ขอมลก�รชำ�ระเงน• หม�ยเลขก�รชำ�ระไว
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Degenerate Dimension(Cont.)
• Dimension ทม row ใกลเคยงกบ row Fact table• ม Degenerate Dimension ซอนอย
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Dimension Decodes and Descriptions
• ก�รระบตวตนและก�รใชรหสใน Dimension Table ควรจะสอดคลองกนเพอใหง�ยตอก�รถอดรหสเพอไมใหเกดก�รเข�ใจผด
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Surrogate Keys
• สร�ง Surrogate Keys ไวใน Dimension • แทน Business Key• ชวยลดคว�มซำ4�ซอน ของ Database ไดด
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Too Many (Too Low)Dimension
• 5 ถง 15 Dimension• นอยไป – บท 9• ม�กไป– ลดจำ�นวนลง– บทท 2 และ 5
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Draft Design Exercise Discussion
• Business Process• Granularity• Dimensions• Measure
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Business Process
Revenue from customers Revenue from agent Number of Calls Used Time
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Granularity
• หนวยทเลกทสดควรจะเปนขอมลของ Service Line ใน แตละ Bill
• Bill Dimension + Service Line • เชอมกนโดย Service Line Number
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Dimensions
• Customer Dimension• Sales Rep Dimension• Sales Org Dimension• Bill Dimension• Rate Plan Dimension• Service Line Dimension
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Measure
• Number of Calls• Number of Total Minutes• Number of Roam Minutes• Number of long-Distance Minutes• Monthly Service Charge• Roaming Charge• Long-Distance Change• Taxes• Regulatory Change
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Draft Schema
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Fact table
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Draft Schema #3
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Fact table#3
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Draft Schema
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Geographic Location Dimension
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Location Outrigger
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Leveraging Geographic Information System
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• สวนทห�ม�เพม
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• http://www-01.ibm.com/support/docview.wss?uid=swg24022618
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• http://www.informatica.com/solutions/telecommunications/Pages/index.aspx
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• http://www.infobright.com/Products/MySQL-Integration/
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What is the IBM Telecommunications Data Warehouse?
IBM’s Telecommunications Data Warehouse (TDW) enables Operators to build data warehouse solutions to suit their specific needs. TDW includes all of the key components required for the core of a data warehousing solution.
The TDW comprises a flexible and scalable data warehouse infrastructure, enabling Operators to build a comprehensive data warehouse solution through phased development. This solution enables the rapid delivery of high business value by initially focusing on the business areas offering the greatest returns and feasibility, while building within a proven technical warehousing architecture.
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What is the Telecommunications Data Warehouse Model?
• The Telecommunications Data Warehouse Model (TDWM) provides Operators with both the content and the infrastructure to support the provision of clean, rationalized and easily accessible data from a central information repository. It allows Operators to exploit the potential of information previously locked in legacy systems and summarized in distributed data marts in accessible to most business users.
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The Four Business Areas
The TDW Solution contains more than 20BST’s covering four business areas.
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reference• http://
www.stragechom.com/industries/telecommunication_and_utilities.html
• http://www.co.escambia.fl.us/Bureaus/PublicWorks/Telecommunications.html
• http://www.martindawessystems.com/pdfs/businessmoney.pdf• http://www.realmarket.com/required/hp11.pdf• http://
www-01.ibm.com/support/docview.wss?uid=swg24022618• http://
www.informatica.com/solutions/telecommunications/Pages/index.aspx
• /