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Preface | |
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Acknowledgments | |
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Authors | |
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Structuring Hard Decisions | |
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The Case for a Structured Analytic Decision Process | |
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Goal and Overview | |
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The Challenge | |
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Decision Analysis Effectiveness | |
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Do Not Trust Your Gut | |
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Maximize versus Satisfice | |
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Established Biases | |
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What Makes a Decision Difficult? | |
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Symptoms of a Poor Decision-Making Process | |
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Transparent and Efficient Decision Making | |
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Other Modeling Tools | |
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Probabilistic Models | |
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Deterministic Models | |
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Exercises | |
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Complete Chapter Activities | |
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Discuss the Factors That Made the Following Decisions Difficult | |
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References | |
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Influence Diagrams: Framing Multi-Objective and Uncertain Decisions | |
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Goal and Overview | |
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Components of an Influence Diagram | |
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Learn by Simple Example: Automation Investment | |
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Divide and Delay Decision: Plan an RSVP Theater Party | |
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Arrows in Complex Influence Diagram: New Product Late-to-Market | |
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Multiple Objective Influence Diagram: Buying a Used Car | |
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Oglethorpe Power Corporation: Actual Case | |
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Influence Diagram Construction: Review | |
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Solving Influence Diagrams | |
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Recent Articles on Influence Diagrams | |
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Exercises | |
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References | |
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Common Decision Templates | |
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Goal and Overview | |
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In-House or Outsource (Make or Buy) | |
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Change (Upgrade) or Keep Status Quo | |
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Products: Launch, Portfolios, and Project Management | |
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Project Management: Product Development | |
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Capacity Planning | |
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Technology Choice | |
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Personnel and Organizational Selection: Hire Faculty | |
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Facility Location: Sports Arena | |
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Bidding: Make Offer | |
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Personal: University Selection | |
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Information Gathering: Market Research, Prototypes, and Pilot Plants | |
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Summary | |
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Exercises | |
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References | |
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Decisions with Multiple Objectives | |
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Structure Decisions with Multiple Objectives | |
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Goal and Overview | |
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Description of the Overall MAUT Process | |
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Basic Terminology | |
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Fundamental Objectives | |
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Objectives Hierarchy: Examples | |
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Top-Down Approach: Global Facility Location | |
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Bottom-Up Approach: Kitchen Remodeling | |
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Measures | |
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Example: Buy a Used Car | |
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Identify Alternatives | |
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Real-World Applications | |
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Exercises | |
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Complete Chapter Activities | |
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Cases | |
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References | |
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Structured Trade-Offs for Multiple Objective Decisions: Multi-Attribute Utility Theory | |
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Goal and Overview | |
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Concepts and Terminology | |
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Compare Alternatives | |
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Trade-Off Conflicting Objectives | |
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Single-Measure Utility Function: Proportional Scores | |
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Aggregate Utility: Total Score for Each Alternative | |
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Assessing Weights Revisited: Large Set of Measures | |
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Assess Individual (Single-Measure) Utility Function: Nonlinear Utility Functions and Constructed Measures | |
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Group Decision Making | |
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Uncertainty | |
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Contractor Selection for Kitchen Remodeling | |
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Real-World Application: Multi-Attribute Risk Analysis in Nuclear Emergency Management | |
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Selection of Best Conformal Coating Process | |
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Nonlinear Additivity: Multiplicative Form | |
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Research Issues with Weight Elicitation | |
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Exercises | |
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Complete Chapter Activities | |
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Cases | |
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Background Information | |
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References | |
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Value and Risk Management for Multi-Objective Decisions | |
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Goal and Overview | |
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Synthesize Weighted Sum | |
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Comparison of Two Alternatives | |
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Robustness of a Decision Using Sensitivity Analysis | |
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Value Enhancement with Hybrid: Lighting Example | |
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Better Alternative through Value Enhancement: Kitchen Remodeling | |
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Value Enhancement: Warehouse Selection | |
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Value Enhancement and Risk Management: Process Selection | |
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Risk Analysis and Management | |
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MAUT and Subject Matter Experts: Process | |
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Applications | |
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Exercises | |
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References | |
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Multiple Objective Decisions with Limited Data: Analytical Hierarchy Process | |
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Goal and Overview | |
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AHP Procedure Details and Snow Blower Example | |
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Commercial Snow Throwers Selection | |
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Select a Job | |
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Software Selection | |
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Growth of AHP Pair-Wise Comparison Effort | |
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Comparison of AHP vs. MAUT | |
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Application Capsule: Compare AHP with MAUT: A Case Study | |
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Consistency Ratio | |
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Consistency Measurement | |
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Exercises | |
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References | |
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Decisions and Management under Uncertainty | |
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Value-Added Risk Management Framework and Strategies | |
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Goal and Overview | |
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Overview of the Risk Management Process | |
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Risk Identification | |
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Risk Quantification | |
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Systems Risk Analysis | |
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Risk Mitigation Framework | |
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Risk Communication, Perception, and Awareness | |
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Alternative Risk Mitigation and Elimination Strategies | |
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Exercises | |
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References | |
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Spreadsheet Simulation for Decisions with Uncertainty | |
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Goal and Overview | |
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Using @Risk Spreadsheet Simulation | |
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Project Acceleration Investment | |
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Profit Forecasting for Drug Development | |
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Global Sourcing Risk Analysis | |
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Real-World Applications @Risk | |
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Exercises | |
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References | |
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Decisions with Uncertainty: Decision Trees | |
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Goal and Overview | |
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Early Users of Decision Trees | |
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Concepts | |
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Influence Diagrams and Schematic Trees | |
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Constructing and Analyzing a Simple Decision Tree | |
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Risk Profile/Cumulative Risk Profile | |
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Complex Symmetric Decision Tree: Make or Buy | |
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Asymmetric Tree: Design Change | |
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Sequential Decisions | |
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Robustness of Optimal Solution through Sensitivity Analysis | |
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Real World Applications | |
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Basic Terminology/Glossary of Terms | |
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Exercises | |
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Complete Chapter Activities | |
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Decision Tree Examples | |
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Decision Trees: Cases | |
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References | |
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Structured Risk Management and the Value of Information and Delay | |
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Goal and Overview | |
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Identify High-Impact Variables | |
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Risk Profiles and Structured Risk Management | |
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Make or Buy Example: Discrete Decision Tree Analysis | |
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Perfect and Imperfect Information | |
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Imperfect Information: Bayes' Theorem | |
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Conditional Decisions and Information Seeking Trees: Flu Virus Detection Technology | |
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Contingent Contracts Reduce Risk | |
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Real Options | |
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Exercises | |
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References | |
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Risk Attitude and Utility Theory | |
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Goals and Overview | |
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Utility Theory: Concepts and Terminology | |
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Utility Function Assessment | |
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Change the Risk Equation: Insurance and Risk Sharing | |
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Case Study: Phillips Petroleum and Onshore U.S. Oil Exploration | |
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Utility Theory: Practical and Theoretical Challenges | |
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Current Research in Utility Theory | |
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Exercises | |
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Complete Chapter Activities | |
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Utility Theory Examples | |
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References | |
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Challenges to "Rational" Decisions | |
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Forecast Bias and Expert Interviews | |
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Goals and Overview | |
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Motivational and Personal Biases | |
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Point Estimate and Narrow Ranges: Overconfidence | |
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Faulty Probability Reasoning | |
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Availability and Representativeness: | |
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Confirmation and Interpretation Bias | |
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Expert Interview: How to Identify and Reduce Bias | |
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Research into Probabilistic Forecasts | |
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Phrases: Bad Alternative to Actual Quantification | |
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Exercises | |
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Complete Chapter Activities | |
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References | |
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Decision Bias | |
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Goal and Overview | |
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Sunk Cost and Escalation of Commitment | |
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Framing Bias | |
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Status Quo and Omission Bias | |
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Regret | |
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Fairness | |
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Mood | |
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Groupthink, Optimism, and Miscellaneous Biases | |
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Exercises | |
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Complete Chapter Activities | |
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References | |
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Decisions with Multiple Perspectives | |
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Value-Added Negotiations | |
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Goal and Overview | |
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Understanding Negotiations | |
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Challenges to Effective Negotiation | |
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Managing the Negotiation Process | |
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Negotiating a Deal | |
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Negotiating a Dispute | |
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Agents and Multiparty Negotiations | |
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Negotiating across Border | |
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Negotiating Ethically | |
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Conclusion | |
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Exercises | |
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Complete Chapter Activities | |
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Additional Exercises | |
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References | |
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Ethical Decisions | |
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Goal and Overview | |
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Ethical Decision-Making Framework | |
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Values | |
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Biases, Myopia, and Don't Want to Know | |
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Pressures Undermine Ethical Balance | |
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Short Cases | |
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Exercises | |
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Complete Chapter Activities | |
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Case | |
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Alternatives | |
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Whistle Blowing/Speaking Out | |
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References | |
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Strategic Direction, Planning, and Decision Making | |
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Goal and Overview | |
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Strategic Planning | |
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Elements of Strategic Decisions | |
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Situation Assessment: SWOT Analysis | |
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Basic Tools: Decision Hierarchy and Strategy Table | |
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Strategy Development Steps for Large Organizations | |
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Scenario Planning | |
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Exercises | |
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Complete Chapter Activities | |
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Elements of Scenario Planning Trends and Uncertainties | |
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References | |
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Instructions for Downloading the DecisionTools Suite | |
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Instructions for Downloading Logical Decisions | |
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Index | |