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Risk Modeling for Determining Value and Decision Making by Glenn Koller
  • Risk Modeling for Determining Value and Decision Making

  • by Glenn Koller
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    • Product code: 15301
    • ISBN: 1584881674, ISBN13: 9781584881674, 336 pages,
      Published by CRC Press on 2000 , 1st
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    Description of Risk Modeling for Determining Value and Decision Making

    Written in plain English and in an easy to read, narrative style - keeps statistical jargon to a minimum
    Explains and exemplifies state-of-the-art risk-related technologies
    Focuses on the value of opportunities and using value to rank and prioritize them
    Presents real-world examples from a broad range of applications

    Risk or uncertainty assessments are used as aids to decision making in nearly every aspect of business, education, and government. As a follow-up to the author's bestselling Risk Assessment and Decision Making in Business and Industry: A Practical Guide, Risk Modeling for Determining Value and Decision Making presents comprehensive examples of risk/uncertainty analyses from a broad range of applications.

    Emphasizing value as the focus of risk assessment, this book offers discussions on how to make decisions using each risk model and what insights the model can provide. The presentation of each model also includes computer code that encapsulates its logic and direction on how to apply the model to other types of problems.

    The author devotes a chapter to techniques for consistently collecting data in an inconsistent world and offers another chapter on how to reflect the effect of 'soft' issues in the value of an opportunity. The book's final chapters delineate the techniques and technologies used to perform risk/uncertainty analyses, including sections on distribution, Monte Carlo process, dependence, sensitivity analysis, time series analysis, and chance of failure.

    Contents of Risk Modeling for Determining Value and Decision Making

    INTRODUCTION
    Scope Realism
    Models, Validation, and Precision
    Value

    TWO APPROACHES TO SOLVING DECISION TREES-A CLASS-ACTION SUIT EXAMPLE
    Introduction
    Building the Decision Tree
    What is the Question?
    Interpretation of the Probabilistic-Branching Model
    So, So What?

    TERRORISM RISK MODELS-RELATIVE AND ABSOLUTE RISK
    Terrorism Relative-Risk Model
    What is the Question?
    Building the Contributing-Factor Diagram for the Relative-Ranking Terrorist-Threat Risk Model
    Category Weights
    Relative-Risk Model Equations
    Relative-Risk Model Applied to Terrorist Organization #1
    Relative Risk Model Results from Evaluation of Terrorist Organization #1
    Relative-Risk Model Applied to Terrorist Organization #2
    Relative-Risk Model Results from Evaluation of Terrorist Organization #2
    Comparison of the Two Terrorist Organizations
    Building the Terrorism Absolute-Cost Risk Model
    Absolute-Cost Risk Model Equations
    Application of the Absolute-Cost Risk Model to Terrorist Organization #2
    Absolute-Cost Risk Model Results for Evaluation of Terrorist Organization #2
    So, So What?

    GATHERING INFORMATION CONSISTENTLY IN AN INCONSISTENT WORLD
    Introduction
    The Problem
    The Solution
    So, So What?

    NEW MANUFACTURING FACILITY- BUSINESS-JUSTIFICATION MODEL
    Introduction
    What is the Question?
    Construction of the Contributing-Factor Diagram
    Populating the Model with Data
    Risk Model Equations
    Results from Model Execution
    So, So What?

    OIL-FIELD-DEVELOPMENT INVESTMENT-OPPORTUNITY RISK MODEL
    Introduction
    What is the Question?
    Categories and Variables
    Field-Development Risk Model Equations
    Populating the Model with Data
    Results from Model Execution
    So, So What?

    USING CHANCE OF FAILURE AND RISK-WEIGHTED VALUES TO REFLECT THE EFFECT OF 'SOFT' ISSUES ON THE VALUE OF AN OPPORTUNITY
    Introduction
    Accurate Estimates of Value are Essential
    Types of Chance of Failure
    How to Express and use Chance of Failure
    Risk-Weighted Values and the Value of a Portfolio Element
    Value of a Portfolio Composed of Dissimilar Elements
    So, So What?

    PRODUCTION-SHARING AGREEMENT RISK MODEL
    Introduction
    What is the Question?
    Building the Contributing-Factor Diagram
    Risk Model Equations
    Populating the Model with Technical Data
    Chances of Abject Failure
    Populating the Model with Financial Data
    Results from the Model
    So, So What?

    SCHEDULING AND OPTIMIZATION RISK MODEL
    Introduction
    The Problem
    Design of the Model and the Contributing-factor Diagram
    The Risk Model Code
    Results from Model Execution
    So, So What?

    DECISION/OPTION-SELECTION RISK MODEL
    Introduction
    The Current Situation
    The Problem
    Results from Model Execution
    So, So What?

    RISK PROCESS TO IDENTIFY BUSINESS DRIVERS, MAXIMIZE VALUE, AND DETERMINE THE VALUE OF POTENTIAL EXPENDITURES
    Introduction
    The Problem
    The Risk/Uncertainty Model
    Populating the Model with Data
    Results from Model Execution
    Determining Business Drivers and Maximizing Value
    Determining the Value of New Information/Services
    So, So What?

    SUMMARY
    Other Applications
    It is Mostly the Process - Not the Technology
    Accomplishment of Vision Generates Real Returns
    Exploration Example
    Maintenance/Construction Example

    BUILDING A CONSENSUS MODEL
    What is the Question? - Most of the Time and Effort
    Consensus Model
    Group Dynamics
    Write it Down
    Sort it Out
    Group Dynamics Again
    Units
    Overarching Categories

    BUILDING A CONTRIBUTING-FACTOR DIAGRAM
    The Contributing-Factor Diagram - Getting Started
    Identify and Define Variables
    Ask the Right Question
    Double-Dipping
    Double-Dipping and Counting the Chickens
    Fixing the Double-Dipping and Counting of Chickens Problem
    CFD-Building Example
    Short List of Hints for Building a CFD

    MONTE CARLO ANALYSIS
    A Bit of History
    For What is it Good?
    Simple Monte Carlo Example
    How Many Random Comparisons are Enough?
    Output from Monte Carlo Analysis - The Frequency and Cumulative Frequency Plots
    Interpreting Cumulative Frequency Plots
    Combining Monte Carlo-Output Curves

    DECISIONS AND DISTRIBUTIONS
    Decisions
    Just what is a Distribution?
    Distribution - How to Approach Them
    Symmetrical Distributions
    Skewed Distribution
    Spike Distributions
    Flat Distributions
    Truncated Distributions
    Discrete Distributions
    Bimodal Distributions
    Reading Data from a File
    Peakedness
    'Specific' Distribution Types

    CHANCE OF FAILURE
    Chance of Failue - What it It?
    Failure of a Risk Component
    Chance of Failure that does no affect and Input Distribution
    Incorporating chance of Failure in a Plot of Cumulative Frequency
    Another Reason for chance of Failure
    The 'Inserting 0s Work Around'
    COF and Multiple Output Variables

    TIME SERIES ANALYSIS AND DEPENDENCE
    Introduction to Time-Series Analysis and Dependence
    Time-Series Analysis - Why?
    Time-Series Analysis - How?
    Time-Series Analysis -Results
    Some Things to Consider
    Dependence - What is It?
    Independent and Dependent Variables
    Degree of Dependence
    Multiple Dependencies and Circular Dependence
    Effect of Dependence on Monte Carlo Output
    Dependence - It's Ubiquitous

    RISK-WEIGHTED VALUES AND SENSITIVITY ANALYSIS
    Introduction to Risk-Weighted Values and Sensitivity Analysis
    Risk-Weighted Values - Why?
    Risk-Weighted Values - How?
    The Net Risk-Weighted Value
    The Economic Risk-Weighed Resource (ERWR) Value
    Risk-Weighted Values - The Answer
    Sensitivity Analysis - Why?
    Sensitivity Analysis - How?
    Sensitivity Analysis - Results


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