The extent of detail within the information (fine and detailed or coarse and abstract).
individual, department, and enterprise
Levels of organizational information.
document, presentation, spreadsheet, and database
Formats of organizational information.
information type, timeliness, quality, and governance
Four primary traits that help determine the value of information:
transactional and analytical
The two primary types of information:
Encompasses all of the information contained within a single business process or unit of work, and its primary purpose is to support daily operational tasks.
Encompasses all organizational information and its primary purpose is to support the performing of managerial analysis tasks.
An aspect of information that depends on the situation.
Immediate, up-to-date information.
Provides real-time information in response to requests.
Important for making faster and more effective decisions, keeping smaller inventories, and help companies operate more efficiently.
One of the biggest pitfalls associated with real-time information.
Occurs when the same data element has different values.
data integrity issues
Occur when a system produces incorrect, inconsistent, or duplicate data.
accuracy, completeness, consistency, timeliness, and uniqueness
The five characteristics common to high-quality information:
If the customer’s first name is missing, there is an invalid area code, or the street address contains only a number and not a street name, it would affect ___________.
Similar street address and phone numbers may create duplicate data which affects __________.
If a customer’s phone and fax numbers are the same or the phone number is listed under email, this would affect __________.
make a bad decision faster
You never should use technology to ________________________.
customers initially enter inaccurate information, different systems have different formats, use of abbreviations, or errors in third-party and external information
Reasons for low-quality information:
Inability to accurately track customers, identify most valuable customers, identify selling opportunities, and build strong customer relationships; lost revenue opportunities from marketing to nonexistent customers; cost of sending nondeliverable email; difficulty tracking revenue because of inaccurate invoices.
Serious business consequences that occur due to using low-quality information to make decisions:
Maintains information about various types of objects (inventory), events (transactions), people (employees), and places (warehouses).
database management system (DBMS)
Creates, reads, updates, and deletes data in a database while controlling access and security.
database management system (DBMS)
Used to answer questions such as how many customers purchased Product A in December or what were the average sales by region.
query-by-example (QBE) and structured query language (SQL)
Two primary tools available for retrieving information from a DBMS:
A tool that helps users graphically design the answer to a question against a database.
structured query language (SQL)
Asks users to write lines of code to answer questions against a database.
___________ typically interact with QBE tools.
___________ have the skills required to code SQL.
database management systems (DBMSs)
MySQL, Microsoft Access, SQL Server, FileMaker, Oracle, and Fox Pro are examples of ___________.
Logical data structures that detail the relationships among data elements using graphics or pictures.
The smallest or basic unit of information.
Provides details about the data.
customer’s name, address, email, discount rate, preferred shipping method, product name, quantity ordered, etc.
Data elements include:
Compiles all of the metadata about the data elements in the data model.
hierarchical, network, and the relational database (the most prevalent)
DBMS use these three primary data models for organizing information:
relational database model
Stores information in the form of logically related two-dimensional tables.
relational database management system
Allows users to create, read, update, and delete data in a relational database.
entity (also referred to as a table)
Stores information about a person, place, thing, transaction, or event.
attributes (also called columns or fields)
Data elements associated with an entity.
Collection of related data elements.
Each ________ occupies on row in its respective table.
primary keys and foreign keys
Used to create logical relationships within the relational database model.
A field (or group of fields) that uniquely identifies a given entity in a table.
A primary key of one table that appears as an attribute in another table and acts to provide a logical relationship between the two tables.
Increases flexibility, quality, security, scalability and performance; Reduces redundancy
Advantages of using relational databases over a text document or spreadsheet:
The duplication of data, or the storage of the same data in multiple places.
saves disk space, makes performing information updates easier, and improves information quality information
Benefits from reducing data redundancy:
A measure of the quality of information.
Rules that help ensure the quality of information.
relational and business critical
Two types of integrity constraints:
relational integrity constraints
Rules that enforce basic and fundamental information-based constraints, rules that enforce basic and fundamental information constraints. (Ex. Would not allow an employee to make an order for a non-existent customer.)
business critical integrity constraints
Enforce business rules vital to an organization’s success and often require more insight and knowledge than relational integrity constraints.
Organizations that establish specific procedures for developing integrity constraints typically see an increase in __________.
One of the primary problems with redundant information is ____________.
a logical collection of information – gathered from many different operational databases – that supports business analysis activities and decision-making tasks.
Primary purpose is to combine information, more specifically, strategic information, throughout an organization into a single repository in such a way that the people who need that information can make decisions and undertake business analysis.
Contains a subset of data warehouse information.
extraction, transformation, and loading (ETL)
A process that extracts information from internal and external databases, transforms it using a common set of enterprise definitions, and loads it into a data warehouse.
information cleansing (or scrubbing)
A process that weeds out and fixes or discards inconsistent, incorrect, or incomplete information.
accurate and consistent
Scrubbed information is _________ and _________.
data quality audits
Determine the accuracy and completeness of its data.
The process of analyzing data to extract information not offered by the raw data alone.
Companies use _____________ to compile a complete picture of their operations, all within a single view, allowing them to identify trends and improve forecasts.
A variety of techniques to find patterns and relationships in large volumes of information and infer rules from them that predict future behavior and guide decision making.
Enables companies to determine the impact on sales, customer satisfaction, and corporate profits and to drill down into summary information to view detail transactional data.
Data already in a database or spreadsheet.
Data that do not exist in a fixed location and can include text documents, PDFs, voice messages, emails, etc.
Analyzes unstructured data to find trends and patterns in words and sentences.
Analyzes unstructured data associated with websites to identify consumer behavior and website navigation.
cluster analysis, association detection, and statistical analysis
Three common forms for mining structured and unstructured data:
A technique used to divide an information set into mutually exclusive groups such that the members of each group are as close together as possible to one another and the different groups are as far apart as possible.
This type of analysis has the ability to uncover naturally occurring patterns in information.
A great example of using _______________ in business is to create target-marketing strategies based on zip codes.
Reveals the relationship between variables along with nature and frequency of the relationships.
Create rules to determine the likelihood of events occurring together at a particular time or following each other in a logical progression; percentages are used to reflect the patterns of the event.
“55 percent of the time, events A and B occurred together” is an example under which data mining form?
market basket analysis
Analyzes such items as Web sites and checkout scanner information to detect customers’ buying behavior and predict future behavior by identifying affinities among customers’ choices of products and services.
Performs such functions as information correlations, distributions, calculations, and variance analysis.
_________ is a common form of statistical analysis.
time-stamped information collected at a particular frequency.
Predictions based on time-series information.
Web visits per hour, sales per month, and calls per day are all examples of ______________.
consider all sorts of variables
Forecasting models allow organizations to ______________________ when making decisions.
reliable, consistent, understandable, and easily manipulated
Business Intelligence enables data that is: