Ch. 12 - Business Analytics and Power BI Flashcards
business analytics (BA)
- developing actionable decisions or recommendations
- examines data, formulates analytical models, communicates to decision makers
business intelligence (BI)
- applications, technologies + processes for gathering, storing, accessing, and analyzing data
- help business users make better decisions
roles of manager (Mintzberg)
- interpersonal
- informational
- decisional
why is decision making difficult?
- increasing # of alternatives
- most decisions must be made under time pressure
- increased uncertainty in decision environment, making it more difficult
- often necessary to rapidly access remote information, consult with experts, or conduct a group decision-making session
framework for computerized decision analysis
- problem structure (structured, semi-structure, unstructured)
- nature of decisions (operational/management control, strategic planning)
- the decision matrix
what are the 3 business analytics target?
- development of 1 or a few related analytics applications
- development of infrastructure to support enterprise-wide analytics
- support for organizational transformation
BA tools
- excel
- multidimensional analysis (OLAP)
- data mining
- decision-support systems
- statistical procedures (descriptive statistics; affinity analysis; liner, multiple + logistic regression; etc.)
descriptive analytics
summarizes what has happened in the past + enables decision-makers to learn from past behaviours
BA tools in descriptive analytics
- online analytical processing (OLAP)
- data mining
- decision-support systems (sensitivity analysis, what-if analysis, goal-seeking analysis)
predictive analytics
examines recent + historical data to detect patterns and predict future outcomes and trends
ex. banking, health care, weather, police work, insurance, etc.
prescriptive analytics
goes beyond descriptive and predictive models by recommending one or more courses of action + identifying the likely outcome of each decision
- requires predictive analytics + actionable data and feedback system to track outcome produced by the action taken
BA tools in prescriptive analytics
- optimization
- simulation
- decision trees
dashboards
provides easy access to timely information + direct access to management reports
- user-friendly, supported by graphics
- enables management to examine exception reports + drill down into detailed data
drill down
ability to go to details at several levels; can be done by series of menus or by clicking on a drillable portion of the screen
critical success factors (CSFs)
- factors most critical for the success of a business
- can be organizational, industry, departmental, or for individual workers