Description
Portfolio risk forecasting has been and continues to be an active research field for both academics and practitioners. Almost all institutional investment management firms use quantitative models for their portfolio forecasting, and researchers have explored models' econometric foundations, relative performance, and implications for capital market behavior and asset pricing equilibrium. Portfolio Risk Analysis provides an insightful and thorough overview of financial risk modeling, with an emphasis on practical applications, empirical reality, and historical perspective.
Beginning with mean-variance analysis and the capital asset pricing model, the authors give a comprehensive and detailed account of factor models, which are the key to successful risk analysis in every economic climate. Topics range from the relative merits of fundamental, statistical, and macroeconomic models, to GARCH and other time series models, to the properties of the VIX volatility index. The book covers both mainstream and alternative asset classes, and includes in-depth treatments of model integration and evaluation. Credit and liquidity risk and the uncertainty of extreme events are examined in an intuitive and rigorous way. An extensive literature review accompanies each topic. The authors complement basic modeling techniques with references to applications, empirical studies, and advanced mathematical texts.
This book is essential for financial practiti
Chapter
2 Unstructured Covariance Matrices
2.1 Estimating Return Covariance Matrices
2.2 The Error-Maximization Problem
2.3 Portfolio Choice as Decision Making under Uncertainty
3 Industry and Country Risk
3.1 Industry–Country Component Models
3.2 Empirical Evidence on the Relative Magnitudes of Country and Industry Risks
3.3 Sector–Currency Models of Corporate Bond Returns
4 Statistical Factor Analysis
4.1 Types of Factor Models
4.2 Approximate Factor Models
4.3 The Arbitrage Pricing Theory
4.4 Small-n Estimation Methods
4.5 Large-n Estimation Methods
5 The Macroeconomy and Portfolio Risk
5.1 Estimating Macroeconomic Factor Models
5.2 Event Studies of Macroeconomic Announcements
5.3 Macroeconomic Policy Endogeneity
5.5 Empirical Fit and the Relative Value of Macroeconomic Factor Models
6 Security Characteristics and Pervasive Risk Factors
6.1 Equity and Fixed-Income Characteristics
6.2 Characteristic-Based Factor Models of Equities
6.3 The Fama–French Model and Extensions
6.4 The Semiparametric Approach to Characteristic-Based Factor Models
7 Measuring and Hedging Foreign Exchange Risk
7.1 Definitions of Foreign Exchange Risk
7.2 Optimal Currency Hedging
7.3 Currency Covariances with Stock and Bond Returns
7.4 Macroeconomic Influences on Currency Returns
8.1 Global and Regional Integration Trends
8.2 Risk Integration across Asset Classes
8.3 Segmented Asset Allocation and Security Selection
8.4 Integrated Risk Models
9 Dynamic Volatilities and Correlations
9.2 Stochastic Volatility Models
9.5 Option-Implied Volatility
9.6 The Volatility Term Structure at Long Horizons
9.7 Time-Varying Cross-Sectional Dispersion
10 Portfolio Return Distributions
10.1 Characterizing Return Distributions
10.2 Estimating Return Distributions
10.4 Nonlinear Dependence between Asset Returns
11.1 Agency Ratings and Factor Models of Spread Risk
11.2 Rating Transitions and Default
11.4 Conceptual Approaches to Credit Risk
11.6 Portfolio Credit Models
11.7 The 2007–8 Credit-Liquidity Crisis
12 Transaction Costs and Liquidity Risk
12.1 Some Basic Terminology
12.2 Measuring Transactions Cost
12.3 Statistical Properties of Liquidity
12.4 Optimal Trading Strategies and Transaction Costs
13 Alternative Asset Classes
13.1 Nonsynchronous Pricing and Smoothed Returns
13.2 Time-Varying Risk, Nonlinear Payoff, and Style Drift
13.3 Selection and Survivorship Biases
13.4 Collectibles: Measuring Return and Risk with Infrequent and Error-Prone Observations
14 Performance Measurement
14.1 Return-Based Performance Measurement
14.2 Holdings-Based Performance Measurement and Attribution
14.3 Volatility Forecast Evaluation
14.4 Value-at-Risk Hit Rates
14.5 Forecast and Realized Return Densities
15.2 Questions for Future Research