History of Data Warehousing
- Data warehouses extend the transformation of data into information
- The data warehouse provided the ability to support decision making without disrupting the day-to-day operations.
- Data warehouse
- a logical collection of information - gathered from many different operational databases - that supports business analysis activities and decision - making tasks
- have many information
- have information from various databases
- The primary purpose of a data warehouse is to aggregate information throughout an organization into a single repository for decision - making purposes
- all of information have in data - warehouse
- 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 (take the information from internal and external, take the information of company need only, and put the information into the data)
- Data mart
- contains a subset of data warehouse information (less of information, only related to financial)
- example : for mini mart, not all of things they have but for D'mart, big and all things they have
put the important of information --> transform the information, what the company need --> put it to data mart
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
- Cube - common term for the representation of multidimensional 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 tool - uses a variety of techniques to find patterns and relationships in large volumes of information and infers rules that predict future behavior and guide decision making
- An organization must maintain high-quality data in the data warehouse
- accurate
- complete
- uniqueness
- Information cleansing or scrubbing - a process that weeds out and fixes or discards inconsistent, incorrect, or incomplete information
- Contact information in an operational system
Business Intelligence
- information that people use to support their decision-making efforts
- principle BI enablers include:
- technology
- people
- culture
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