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Primary Traits of Data
data type
data timeliness
data quality
data governance
Transactional Data
all data contained within a single business process or unit of work
primary purpose is support of daily operational tasks
Analytical Data
all organizational data
primary purpose is support of managerial analysis tasks
Real-Time Data
immediate, up-to-date data
Real-Time System
provides real-time data in response to requets
High-Quality Data Characteristics
accurate
complete
consistent
unique
timely
Data traps to avoid
data inconsistency
data integrity issues
Potential Business Effects Resulting from Low Quality Data
inability to accurately track customers
difficulty identifying valuable customers
inability to identify selling opportunites
marketing to nonexistent customers
difficulty tracking revenue
inability to build strong customer relationships
Data Governance
overall management of the availability, usability, integrity, and security of company data
Master Data Management (MDM)
the practice of gathering data and ensuring it is uniform, accurate, consistent, and complete
Data Validation
tests and evaluations used to determine compliance with data governance policies to ensure data correctness
Database
maintains data about various type of items
objects (inventory)
events (transactions)
people (employees)
places (warehouse)
Database Management Systems (DBMS)
allows users to create, read, update, and delete data in a relational database
Data Element
the smallest or basic unit of data
Data Model
logical data structures detailing the relationships among data elements using graphics or pictures
Metadata
details about data
Data Dictionary
complies all of the metadata about the data elements in the data model
Entity
a person, place, thing, transaction, or event about which data is stored
the rows in a table
Attribute (field)
the data elements associated with an entity
the columns in a table
Record
a collection of related data elements
Primary Key
a field (or group of fields) that uniquely identifies a given entity in a table
Foreign Key
a primary key of one table that appears as an attribute in another table and acts to provide a logical relationship among the two tables
Reasons using Rational Database
increased flexibility
increased scalability and performance
reduced data redundance
increased data integrity
increased data security