CHAPTER 8
WHAT IS DATA WAREHOUSE?
The data warehouse provided the ability to support decision making without disrupting the day-to-day operations because :
- Operational operation is mainly current - does not include the history for better decision making
- Issue of quality information
- Without information history, it is difficult to tell how and why things change overtime
DATA WAREHOUSE FUNDAMENTALS
Data warehouse - A logical collection of information - gathered from many different operational databases - that supports business analytics 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) - Is a process that extracts information from
internal and external databases, transform the information using a common set of enterprise
definitions, and loads the information into a data warehouse
Data Warehouse - Then send subsets of information to data mart
Data Mart - Contains a subset of data warehouse information.
Data Warehouse Model |
Multidimensional Analysis and Data Mining
Cube - Is the common term for the representation of multidimensional information
Once a cube of information is created, users can begin to slice and dice the cube to drill down
into the information. Users can analyze information in a number of different ways and with
number of different dimensions
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 - Use a variety of techniques to find patterns and relationship in large
volumes of information and infer rules from them that predict future behaviour and guide
decision making
Information Cleansing or Scrubbing
A process that weeds out and fixes or discards inconsistent, incorrect, or incomplete
information. Occur during ETL process and second on the information once if is in the
BUSINESS INTELLIGENCE
Eg: Excel, Access
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