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Index
Cover
Contents
Title
Copyright
Dedication
About the Authors
Introduction
Chapter 1: Credit Risk
Changing Attitudes Toward Credit
More Nations Borrow
More Leverage, More Opportunity, and More Risk
The Golden Age of Banking
Credit Risk Pricing is Now Market-Driven
Credit Management is Important to the Global Economy
New Transactions, New Risks
New Lenders
New Approaches to Credit Risk
Technology to the Rescue
Chapter 2: Credit Culture
A Modern Risk Management Framework
Credit Culture at Work
Goldman Sachs: Managing Through Credit Culture
Jpmorgan: Molding a New Culture from a Grand and Varied Tradition
What Makes Credit Culture Work?
Chapter 3: Classic Industry Players
Banks and Savings Institutions
Competition, Concentration, and Change
Some Lessons were Learned
Liquidity: A Resource Unique to Banks
Insurance Companies
Finance Companies
Special Purpose Entities
Chapter 4: The Portfolio Managers
Fixed Income Portfolio Strategy
Hedge Funds
Chapter 5: Structural Hubs
Exchanges
Clearinghouses
Netting, Collateral, and Downgrade Triggers
Credit Derivative Product Companies
Limitations of Structural Hubs
Chapter 6: The Rating Agencies
Agencies Around the World
Growth in Issues Rated
The Rating Process
Ratings Performance
Ratings and Regulators
Emerging Trends
Chapter 7: Classic Credit Analysis
Credit Analysis as an Expert System
Shifting Emphasis from the Balance Sheet to Cash Flow
Credit Analysis: God is in the Details
Financial Ratios: Footprints in the Sand
Industry Analysis for Term Lending
Classic Credit Foundations Remain But Banking Practices Have Moved Ahead
You Can Have Your Cake But Only a Slice of It
Chapter 8: Asset-Based Lending and Lease Finance
Managing the Risks
Growing Respectability
Alternatives to Asset-Based Lending
Lease Finance
The Roots of Securitization and Lbos
Favorable Results
Chapter 9: Introduction to Credit Risk Models
Models—Who Needs Them?
Variety in Models
Relevance of Credit Models to the Decision Maker
Portfolio Management Models
Coming Attractions
Chapter 10: Credit Risk Models Based upon Accounting Data and Market Values
Human Expert Systems and Subjective Analysis
Accounting-Based Credit Scoring Systems
From Univariate to Multivariate Methods
Altman’s Z-Score Model (1968)
Z-Scores and Bond Ratings
Private Firm Z′-Score Model
Nonmanufacturers Z′-Score Model
Emerging Market Scoring Model and Process
Zeta® Credit Risk Model
Classification Accuracy
Group Prior Probabilities, Error Costs, and Model Efficiency
Reestimation of Coefficients
Altman and Sabato Sme Model
Riskcalc® Model By Moody’s KMV
Standard & Poor’s Creditmodel® (2003)
Bondscore® Model
Deployment of Z-Score, Zeta®, Risccalc®, Creditmodel®, Credit Risk Tracker® and Bondscore® Models
Limitations of Multivariate Models
Neural Networks
Expert Systems
Models Based on Market Risk Premiums
Mortality Models
Chapter 11: Corporate Credit Risk Models Based on Stock Price
Predecessors of Options Theory
Option Pricing
Equity is a Call Option
Debt is Like Selling a Put Option
The Edf Model
Private Company Kmv Model
Kmv and Other Approaches
Predictive Ability of Default Models
Default Prediction Results for the Kmv Model
Applications
Use of Edf in Asset Valuation: Structural Models and Reduced Form Models
Refinements to the Kmv Edf Model (1995–2006)
Concluding Remarks
Chapter 12: Consumer Finance Models
Credit Screening Models
Design of Credit Scoring Models
Tests for Model Adequacy
Out-Of-Sample Testing
Advantages and Disadvantages
Dynamic Credit Risk Management Systems
Decision Tree Models
Neural Network Models
Credit Scoring Models for Building Market Share
The Next Steps
Chapter 13: Credit Models for Small Business, Real Estate, and Financial Institutions
Small Business Models
Residential Real Estate Models
Commercial Real Estate Models
Bank Models
Exception Via Critical Ratios: Outlier/Peer Group
Multivariate or Composite Measurements
Market Value-Based Measurements
Chapter 14: Testing and Implementation of Credit Risk Models
An Intrinsic Value Approach
Ingredients of an Effective System
Work-In-Progress Issues in Credit Risk Modeling
Chapter 15: About Corporate Default Rates
High-Yield Bond Default Rates
Mortality and Cumulative Default Rates
Comparing Cumulative Default Rates
Age of Defaults
Fallen Angel Defaults
Industry Defaults
Forecasting Default Rates
Issuer-Based Default Rate Forecasts
The Mortality Dollar-Based Rate Approach
A Final Note on Forecasted Default Rates
Leverage Loan Default Rates
Structured Finance Default Rates
Chapter 16: Default Recovery Rates and LGD in Credit Risk Modeling and Practice
Introduction
First Generation Structural-Form Models: The Merton Approach
Second Generation Structural-Form Models
Reduced-Form Models
Credit Value-At-Risk Models
Recent Contributions on the Pd-Rr Relationship and Their Impact
Correlation Results’ Impact and Downturn Lgd
Some Final References
Recovery Ratings
Recovery Rates and Procyclicality
Further Empirical Evidence
Concluding Remarks
Chapter 17: Credit Risk Migration
Methods for Tracking Rating Migration
The Timeliness and Accuracy of Rating Changes
Rating Migration Results Compared
Impact on Results
Credit Risk Migration and Loan Losses
Future Directions
Chapter 18: Introduction to Portfolio Approaches
Diversification is Good, Other Things Being Equal
A Number of Small Bets Versus a Single Large Bet
Issues in Implementing the Standard Portfolio Approach to Credit Portfolios
Distribution of Returns
Holding Period
Absence of Price Discovery
Lack of Good Data
Solution for the Correlation Matrix
Current Portfolio Approaches
Expected Versus Unexpected Losses
Optimization of Capital Usage
Varying Objectives
Chapter 19: Economic Capital and Capital Allocation
Use of the Pricing Mechanism
Innovations By Bankers Trust in Capital Allocation
Value at Risk
Economic Capital and Regulatory Capital
Estimation and Optimization of Economic Capital
Chapter 20: Application of Portfolio Approaches
Mkmv’s Portfolio Manager
Optimal Portfolio and the Efficient Frontier
Risk-Neutral Pricing for Credit Valuation
Factors Driving Asset Value
Creditmetrics (1997)
Treatment of Default Correlation
Creditmetrics Implementation—Creditmanager
Comments on Creditmetrics
Mckinsey & Co./Wilson Model (1997)
Kamakura Corporation’s Default and Probability Models
Altman’s (1997) Optimization Approach
Portfolio Risk and Efficient Frontiers Using Unexpected Loss
Portfolio Risk Using Unexpected Losses
Empirical Results of Altman’s Alternative Approach
Bank Regulations (BIS II) and Portfolio Modeling
The Future of Credit Portfolio Techniques
Chapter 21: Credit Derivatives
Credit Derivatives: An Example
Structural Forms of Credit Derivatives
Features of Credit Derivatives Useful to a Risk Seller
Features of Credit Derivatives Useful to a Risk Buyer
Possible Applications of Credit Derivatives
Not Everything is Good About Credit Derivatives
The Regulatory View of Credit Derivatives
Credit Risk of Credit Derivatives
Valuation of Credit Derivatives
Current Pricing Practice
Chapter 22: Counter Party Risk
Derivative Losses
The Role of Counterparty Credit Risk
Derivative Exposure
Interest Rate Swaps
Calculation of Exposure and Expected Loss
Currency Swaps
Management of Derivative Credit Risk
Master Netting Agreements
Structured Finance Solutions to Derivative Credit Risk
Evaluating the Current Methods for Assessing Derivative Credit Risk
Combining Credit and Market Risk
Chapter 23: Country Risk Models
Historical Context
Fundamental Analysis: Key Ratios
Country Rating Systems
Challenges in Assessing Country Risk
In Every Cloud a Silver Lining
Country Risk Management
Chapter 24: Structured Finance
Uses of Securitization
Benefits for Issuers
Securitizing Mortgages
Securitizing Other Assets
Segmentation of Risk
Financing Risky Credits
The Anatomy of an Asset-Backed Security
Evaluating Asset-Backed Securities
Impact on the Banking Industry
Other Applications of Structured Finance
Perils of Securitization
Structured Finance Techniques and Investment Management
Future of Securitization
Chapter 25: New Markets, New Players, New Ways to Play
CDOs: CLOs and CBOs
A Shifting Mix of Collateral
Distressed Debt Markets
Who’s Buying?
Four Major Players That Have Made a Difference to the Way the Game is Played
Chapter 26: Market Chaos and a Reversion to the Mean
Liquidity Risk is the Next Big Challenge
The Importance of a Strong Credit Culture
Appendix
Index
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