Decision Making & Knowledge Management Flashcards
What process do decision makers follow?
A repeatable process
Steps in the Decision Process
- Define the problem
- Identify limiting factors
- Develop potential alternatives
- Analyze the alternatives
- Select the best alternative
- Implement the decision
- Establish a control and evaluation system
Structured Data
- Everything so far in course
- ERD
- Organizational Databases
- ERP
- Clearly defined data entities, types, relationships, hierarchies
Unstructured Data
- User generated data
- Tweets
- Comments
- Images
- Videos
- Blogs
Types of Decisions You Face
Recurring/Non-recurring
Unstructured/Structured
What type of decision is your daily/weekly regimented tasks?
Structured & Recurring
What type of decision is using analytics to solve complex problems and questions?
Unstructured & Non-recurring
Analytics
The process of making sense of large data sets and unlocking patterns, often using data visualization, to enable better decision making
Data Analytics
Art/Science of examining raw data for the purpose of gaining insight and drawing actionable conclusions about business problems
Big Data Analytics
Process of examining big data to uncover hidden patterns, unknown correlations, and other useful information that can be used to make better decisions
What should we do with all of this data?
Data –> Information –> Knowledge
Descriptive Analytics
- Tracks consumer behavior
- Describes what is happening
- “How do users interface with a website?”
Predictive Analytics
- What will consumers buy?
- When will demand surge?
Why should you care about data?
- Cost reduction
- Faster, better decision making
- New products and services
What does Google Analytics track?
- Site metadata/user engagement
- # of sessions
- Average session duration
- Number of pages visited and duration at each
- Bounce rate
- Conversion
Why do some organizations resist data driven decision making?
Because they don’t like what the data is telling them; People don’t like to be held accountable for problems
OTLP (Online Transaction Processing)
Class of information systems that facilitate and manage transaction-oriented applications, typically for data entry and retrieval transaction processing
OLAP (Online Analytical Processing)
Computer-based technique of analyzing data to look for insights. The term cube here refers to a multi-dimensional dataset, which is also sometimes called a hypercube if the number of dimensions is greater than 3
Characterization of OLTP vs. OLAP
- OLTP: large number of short on-line transactions
- OLAP: relatively low volume of transactions
Hypercube
Multi-dimensional “cubes” of information that summarize transactional data across a variety of dimensions
Knowledge Management
- Process of capturing, developing, sharing, and effectively using organizationalknowledge
- Refers to a multi-disciplinary approach to achieving organizational objectives by making the best use ofknowledge