Saturday, 16 December 2017

Chapter 8 - Accessing Organizational Information - Data Warehouse

Data Warehouse Fundamentals

  • Data warehouse – A logical collection of information – gathered from many different operational databases – that supports business analysis activities and decision-making tasks
  • The primary purpose of a data warehouse is to combined information throughout an organization into a single repository for decision-making purposes – data warehouse support only analytical processing.
  • Extraction, transformation and loading (ETL) – A process that extracts information from internal and external databases, transforms the information using a common set of enterprise definitions, and loads the information into a data warehouse. 
  • Data warehouse then send subsets of the information to data mart. 
  • Data mart – contains a subset of data warehouse information.


 Multidimensional Analysis and Data Mining
  • Databases contain information in a series of two-dimensional tables
  • In a data warehouse and data mart, information is multidimensional, it contains layers of columns and rows
          - Dimension - a particular attribute of information
 

  • Data mining - the process of analyzing data to extract information not offered by the raw data alone
  • To perform data mining users need data-mining tools
          - Data-mining tools - uses a variety of techniques to find pattern and relationships in large volume of
             information and infers rules that predict future behavior and guide decision making


Information Cleansing or Scrubbing
  • An organization must maintain high-quality data in the data warehouse
  • Information cleansing or scrubbing - a process that weeds out and fixes or discards inconsistent, incorrect, or incomplete information








Business Intelligence
  • Business intelligence - information that people use to support their decision-making efforts
  • Principle BI enablers include:
          - Technology
          - People
          - Culture

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