HISTORY OF DATA WAREHOUSING
· Data warehouses extend the transformation of data into information
· In the 1990’s executives became less concerned with the day-to-day business operations and more concerned with overall business functions
· The data warehouse provided the ability to support decision making without disrupting the day-to-day operations
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 aggregate information throughout an organization into a single repository for decision-making purposes
DATA WAREHOUSE FUNDAMENTALS
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 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 multi-dimensional; 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
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
· Contact information in an operational system
· Standardizing Customer name from Operational Systems
· Information cleansing activities
· Accurate and complete information
BUSINESS INTELLIGENCE
· Business intelligence – refers to applications and technologies that are used to gather, provide access, analyze data, and information to support decision making effort.
These systems will illustrate business intelligence in the areas of customer profiling, customer support, market research, market segmentation, product profitability, statistical analysis, and inventory and distribution analysis to name a few
Eg: Excel, Access
· Business intelligence – refers to applications and technologies that are used to gather, provide access, analyze data, and information to support decision making effort.
These systems will illustrate business intelligence in the areas of customer profiling, customer support, market research, market segmentation, product profitability, statistical analysis, and inventory and distribution analysis to name a few
Eg: Excel, Access
Principle BI enablers include:
· Technology
· People
· Culture
Providing product in an efficient manner, which business logistics helps to do, also helps to build good consumer relations.
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