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Introduction to Modeling
MGS Business Analysis Chapter 1 Introduction to Modeling Copyright 2001 Prentice Hall
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Model Definition
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CLASSIFICATIONS OF MODELS
Decision making models are classified by the business function they address or by the discipline or industry involved. Classification Examples Business Function Finance, Marketing, Cost Accounting, Operations Discipline Science, Engineering, Economics Industry Military, Transportation, Telecommunications, Non-Profit Time Frame One Time Period, Multiple Time Periods Organizational Level Strategic, Tactical, Operational Mathematics Linear Equations, Non-Linear Equations Representation Spreadsheet, Custom Software, Paper and Pencil Uncertainty Deterministic, Probabilistic
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TYPES OF MODELS Type Physical Analog Symbolic The model is
What is being modeled Examples Physical Tangible Model airplane, building, etc. Analog Abstract Speedometer Thermometer Painting Symbolic Either tangible or Abstract Language Mathematics
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Models in Decision Making
Results Analysis Symbolic World Abstraction Interpretation Real World Management Situation Decisions Intuition
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The Modeling Process Objective Hierarchies Variables and Attributes
Describe Problem / opportunity Identify Overall Objective Organize Sub-Objectives into a hierarchy Objective Hierarchies Variables and Attributes Identify Model’s Objective Determine all variables and their attributes Decide on Measurement / Data Collection Influence Diagrams Graphically depict relationships among variables Distinguish between Decision and outcome variables Mathematical Representation Determine mathematical relationships among variables Develop mathematical model(s) Testing and Validation Evaluate reliability and validity Understand limitations Implement models in DSSs Clarify assumptions, inputs, and outputs Implementation and use
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Decision Making Simon’s Model of Decision Making Intelligence Design
Choice
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Course Outline Introduction to Decision Support Models Forecasting
Basic Profit models, Simulation Forecasting Estimation of values that go into the profit models Decision Analysis, Process Control Choosing the right alternative after modeling Monitoring a process after implementing decision
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