Absolute risk aversion (ARA)
, 10
Advanced IRR hedging
, 494
duration vectors
, 496–499
hedging with fixed income derivatives
, 499–502
M-absolute and M-squared models
, 494–496
Advanced Measurement Approaches (AMAs)
, 360, 366
Alternative risk transfer (ART)
, 507, 514
insurance derivatives
, 519–522
market
, 514–516
primary contracts
, 516–519
Alternative standardized approach
, 366
Altman z score model
, 260–262
Analytic approximations
, 201–203
Anti-money laundering (AML)
, 531
Arbitrage
, 23–25, 130
trading
, 131
Arbitrage pricing theory (ATP)
, 62
Arrow-Pratt coefficient
, 10
Arrow–Pratt relative risk aversion coefficient
, 324
Asset-backed securities (ABS)
, 462
Assets
, 14, 341
return volatility
, 375
swaps
, 450–454
Autocorrelation of financial returns
, 89–93
Autoregressive conditional heteroscedasticity model (ARCH model)
, 85–89
Available amount of stable funding (ASF)
, 328
Average rate of trading
, 315
Backtesting
, 112, 203–206, 406–408
Bank for International Settlement (BIS)
, 286
Banking sector
, 550
areas of future improvements
, 556–558
bank risk and business models
, 550–552
risk management systems
, 552–556
Basel Committee
, 329–330, 444
Basel II Approach
, 362–367
Basic indicator approach (BIA)
, 364
Basis point value method (BPV method)
, 239
Bayesian probability models
, 114
Bernoulli utility functions
, 10
Bernoulli variable
, 29, 103–104
Bid–ask spreads
, 302, 305
Binomial distribution
, 102–106, 406–407
Binomial trees
, 154–158, 165, 478
Bitcoin
, 536
derivatives on
, 536–539
hedging techniques
, 536–538
impact on markets and investments
, 538–539
Bivariate survival function
, 396
Black/Scholes framework
, 25
Black–Scholes pricing formula
, 263
Black–Scholes–Merton model (BSM model)
, 65–66, 127, 153, 158–162
Bonds
, 12–13
prices
, 212–217
Bootstrapped historical simulation method
, 511
Breakeven asset swap spread
, 454
Brownian motion
, 28–33, 236, 513
Capital
, 444
relief
, 467–468
requirement
, 361
Capital asset pricing model (CAPM)
, 25, 40, 52, 60–63
model assumptions
, 52–55
SML
, 55–60
Capital market line (CML)
, 49–50
Catastrophe reinsurance swaps
, 520
Central limit theorem
, 29
Certainty equivalent of lottery
, 9
Characteristic function of random variable
, 110
Chebyshev’s inequality
, 180
Chicago Board of Trade (CBOT)
, 289
Chicago Board Options Exchange (CBOE)
, 536
Chicago Mercantile Exchange (CME)
, 289
Chief executive officers (CEOs)
, 342
Chief information officer (CIO)
, 353
Cholesky composition
, 206
Cholesky decomposition
, 189
Classic risk management
, 340
Classical MC simulation method
, 513
Classical portfolio problem
, 4
Classical random walk
, 29
Coefficient of lower tail dependence
, 396
Collateralized debt obligations (CDOs)
, 439, 463–467
Commercial banks
, 238–239
Committee of Sponsoring Organizations (COSO)
, 339, 341
ERM
, 344–346
Commodity Exchange (COMEX)
, 289
Commodity futures
, 290–294
Commodity markets
, 285
commodity types and classification
, 286–288
risk for traders and investors
, 288–289
Commodity options
, 294–298
Commodity risk
, 285
commodity markets
, 285–289
hedging
, 290–298
Compounding frequencies for interest rates
, 226
Concavity of utility function
, 5
Concentration of funding
, 331
Concentration reports
, 553
Conditional correlation
, 83–85
Conditional covariance
, 82–83
Conditional default probability
, 273
Conditional dependence
, 81
financial comovements
, 82–85
time series analysis
, 85–95
Conditional expected value
, 178
Conditional heteroscedasticity
, 86
Conditional risk analysis
multivariate return distributions
, 424–426
VaR
, 420–424
Conditional VaR (CVaR)
, 411, 419, 422–424
Constant absolute risk aversion (CARA)
, 15
Constant conditional correlation (CCC)
, 426
Constant relative risk aversion (CRRA)
, 15
Consumption-based capital asset pricing model (CCAPM)
, 60
Continuous auction market
, 302
Continuous compounding
, 212
Contractual maturity mismatch
, 330
Conversion factors (CF)
, 256
Convexity adjustment for interest rate derivatives
, 501–502
Convexity hedging
, 240–244
Cooling degree day (CDD)
, 519
Copula functions
, 389–390
application to risk management
, 396–399
basic properties
, 390–393
measures of dependence
, 393–396
Cornish–Fisher approximation
, 320, 412, 423, 510
Corporate (managerial) appetite for risk
, 349
Corporate governance
, 543–544
management fails
, 544–547
postcrisis perspectives
, 549–550
remuneration and incentive systems
, 547–549
Corporate Governance Committee (CGC)
, 544
Corporate stockholders
, 17
Corporate value dilution
, 342
Correlation
, 40, 63–73, 206, 393
Correlation coefficient
, 44
Cost of hedging
, 167–170, 480–483
Counterparty credit risk, CDS spreads with
, 458–460
Covariance matrix
, 187
of financial returns
, 72
Cox, Ingersoll and Ross model (CIR model)
, 232
Cramer–Rao lower bound
, 71
Credit default swaps (CDS)
, 441, 454–457
Credit derivatives
, 450
asset swaps
, 450–454
CDS spreads with counterparty credit risk
, 458–460
credit default swaps
, 454–457
Credit rating agencies (CRAs)
, 442
Credit risk
, 11–13, 18, 251, 552
credit ratings
, 259–262
default probabilities
, 252–255
loss
, 255–259
reduced-form models
, 271–277
structural models
, 262–271
Credit risk hedging
, 475, 483
CVA
, 487–491
modeling exposure
, 483–487
Monte Carlo methods
, 491–494
Credit value adjustment (CVA)
, 487–491
CreditMetrics™ model
, 269–271
Critical value
, 186–187, 196
Cross-currency asset swap
, 452
Cryptocurrencies
, 527, 535
Cumulative distribution
, 98, 101
Cumulative distribution function (c. d. f.)
, 511
Cumulative positions
, 238
Currency risk
, 11, 367
foreign exchange derivatives
, 369–373
risk hedging in FX markets
, 373–375
types
, 367–369
Current exposure (CE)
, 256
Current exposure method (CEM)
, 256, 489
Econometric models
, 66, 97
Economic theories of consumption
, 6
Effective duration
, 240, 242
Efficient frontier
, 45–46
Efficient market hypothesis (EMH)
, 6, 25–28
Employee/supplier assets
, 341
Energy derivatives
, 559–562
Enterprise risk
, 339
building and enhancing capabilities
, 347–352
COSO ERM
, 344–346
ERM framework
, 343–344
fundamentals
, 340–346
identification and assessment
, 340–343
implementation and models
, 354–355
management
, 352–354
practical implementation
, 352–355
process view
, 347–350
technological capabilities
, 350–352
Entrepreneurial risk management (ERM)
, 339
framework
, 343–344
Equal weighting of observations
, 184
Equilibrium
, 307
gross return
, 312
Euler’s theorem
, 197
on homogeneous functions
, 189–190
European Financial Stability Facility (EFSF)
, 446
Event identification
, 345
Excel statistical functions
, 111–112
Exception monitoring
, 351
Exchange rate risk management
, 357
Exchange-traded insurance derivatives (ET insurance derivatives)
, 519
Expected cash inflows (ECI)
, 327
Expected cash outflows (ECO)
, 327
Expected default frequency (EDF)
, 266
Expected exposure (EE)
, 12, 488
Expected losses (EL)
, 363
Expected return on the stock
, 25
Expected shortfall (ES)
, 178, 409–411, 419–422
Expected value of lottery
, 7
Explanatory simulation
, 117
Exponential smoothing
, 85
Exposure-at-default (EaD)
, 256
Exposure-at-recovery (EaR)
, 258
Extreme value theory (EVT)
, 389, 399
data application
, 403–404
extreme VaR
, 404–406
theoretical background
, 399–403
Gamma hedging
, 165–167, 478–480
Gaussian (normal) distribution
, 41
Gaussian copula model
, 269, 391–392
Gaussian multi-factor model
, 234–235
Generalized autoregressive conditional heteroscedasticity model (GARCH model)
, 85–89
GARCH (p, q) modeling
, 424–426
for variance estimation
, 185
Generalized Brownian motion
, 31
Generalized extreme value (GEV)
, 390, 401
Generalized Pareto distribution (GPD)
, 403
Generalized Wiener process
, 31
Geometric Brownian motion
, 32
Geometric returns
, 176, 186–187
Global Association of Risk Professionals (GARP)
, 18
Global Operational Loss Database (GOLD)
, 360
Globalization of financial markets
, 357
Gramm–Leach–Bliley Act
, 442
M-absolute models
, 494–496
m-dimensional copula
, 390
M-squared models
, 494–496
Macaulay duration
, 240, 242
Mapping
, 193, 209
to regulation
, 350
Margin Agreements (MAs)
, 486
Marginal scrubbing error
, 431
Market clearing condition
, 311
Market failures
, 36
types of
, 36–37
Market inefficiencies
, 36
Market liquidity
, 308–314
risk
, 14
Market microstructure
, 302–306
Market prices
, 302
funding vs. market liquidity
, 308–314
market microstructure
, 302–306
price formation
, 306–308
of risk
, 150–152
Market risk
, 11, 18, 173
metrics
, 174–178
overview
, 174–176
quantile metrics and VaR
, 176–179
VaR calculation methods
, 184–189
VaR rationale and definition
, 180–182
Market risk hedging
, 476
cost of hedging
, 480–483
delta hedging
, 476–478
gamma and Vega hedging
, 478–480
Marking to market
, 137, 293
Markov process
, 28
for transition matrices
, 282–283
Mass function of binomial distribution
, 104
Maximum likelihood estimation (MLE)
, 69
Maximum likelihood estimator
for binomial distribution
, 105
for time-independent probability
, 282
Maximum likelihood methods
, 69–73
Mean of binomial distribution
, 105
Mean reversion effect
, 28
Mean-excess function (MEF)
, 403
Measurement techniques
, 238–240
Merton latent variable model
, 397
Minimization problem
, 316
Minimum transfer amount
, 486
Minimum variance portfolio (MVP)
, 45
Modern portfolio theory (MPT)
, 40
optimal portfolios of risky assets
, 45–48
optimal portfolios with risk-free asset
, 48–51
risk/return trade off
, 40–44
Modified Delta-VaR
, 508–510
Modified duration
, 240, 242
Modified MC and scenario analysis
, 513–514
Monitoring tools
, 330–332
Monte Carlo methods
, 491–494
Monte Carlo simulation (MC simulation)
, 117, 187–189, 507
of copulas
, 399
Multi-factor models
, 234–236
Multidimensional approach
, 14
Multiple peril products
, 517
Multivariate GARCH (MGARCH)
, 419
Multivariate return distributions
, 424
GARCH (p, q) modeling
, 424–426
Parametric method
, 185–187
Pareto distribution
, 98–102
Path-dependent simulation
, 485
Payoffs
to bondholders at time
, 263
equation
, 456
of forward contract
, 134, 290
at maturity
, 380
Peak over threshold method (POT method)
, 402
Piecewise constant random function
, 29
Poisson distribution
, 106–112
Portfolio hedging
, 163
cost of hedging
, 167–170
delta hedging
, 163–165
gamma and Vega hedging
, 165–167
Portfolio optimization in Excel
, 51
Positive and negative outcomes
, 3–4
Postcrisis perspectives
, 549–550
Potential future exposure (PFE)
, 256
Power law (PL)
, 437
for intraday data
, 437–438
Present value
, 457
of bond in discrete compounding
, 216
Prices
, 63
cycle
, 287
drop
, 316
dynamics
, 315
formation
, 302, 306–308
tree
, 157
Primary contracts
, 516–519
Principal component analysis of term structure
, 248–249
Probabilistic approaches
, 112
decision trees
, 113–116
scenario analysis
, 112–113
simulations
, 116–118
Probability
and consequences
, 3
mass function
, 106
Probability density function (p. d. f.)
, 40, 102, 511
Probability of default (PD)
, 456, 488
Profit/loss data (P/L data)
, 174
Proportion of failures test (POF test)
, 204–205, 407
Public economic policies
, 6
Put-call parity formula
, 373
Random error component
, 25
Random walk theory of financial assets
, 6
Rational expectations theory
, 5–6
Recovery rate (RR)
, 12, 255
Reduced-form models
, 271
(see also Structural models)
CreditRisk+™
, 275–277
Duffie–Singleton model
, 273–274
Jarrow–Turnbull model
, 271–273
Relative liquidity-adjusted total risk
, 321
Relative risk aversion (RRA)
, 14
Remuneration system
, 543, 547–549
Replication argument
, 381
Required amount of stable funding (RSF)
, 328
Return of equity (ROE)
, 468
Return on assets (ROA)
, 19
Risk
, 1, 4, 39, 357
acceptance
, 349
arbitrage
, 24
assessment
, 20, 345
avoidance
, 22, 349
in corporations and financial institutions
, 15–18
currency risk
, 367–375
dashboards
, 351
factor
, 320
hedging in FX markets
, 373–375
identification, measurement and mitigation
, 19–21
impact
, 20
likelihood
, 20
management
, 15–22
measure
, 410
mitigation
, 22, 362
operational risk
, 358–367
or threat
, 3
premium
, 8, 22, 52, 54
priority
, 21
process
, 16
randomness and uncertainty
, 2–5
rationality and risk aversion
, 5–10
reduction
, 349
repository
, 350
response
, 345
response strategies
, 21–22
scoring
, 351
sharing
, 349
theory of markets
, 22–33
for traders and investors
, 288–289
transfer
, 362
types
, 10–15
volatility risk
, 375–383
Risk aversion
, 5–10
relationship
, 9
Risk management
, 97, 532–535
systems
, 552–556
Risk mapping
to objectives
, 350
to policies
, 350
Risk-Adjusted Return on Capital (RAROC)
, 386–387
Risk-averse investors
, 50
Risk-neutral probability
, 155–156
Risk-purchasing groups
, 515
Risk-retention groups
, 515
Risk–return trade-off
, 39–44
Sampling of Brownian Motion paths in Excel
, 32–33
Sarbanes–Oxley Act (2002)
, 546
Scenario analysis
, 112–113, 366
Securitization
, 439, 461, 551
advantages and disadvantages
, 467–469
CDOs
, 463–467
structure and participants
, 461–463
Security market line (SML)
, 52, 55–60
Semistrong-form version of EMH
, 26
Semivariance operator
, 201
Sensitivity of portfolio
, 201
Sensitivity-based risk measures
, 200
Shape of utility function
, 8
Short rate models
, 226
multi-factor models
, 234–236
single-factor models
, 230–234
term structure of interest rates
, 226–229
Simulations
, 116–118, 240
Single-factor models
, 230–234
Small minus big (SMB)
, 62
Soft storage wallets
, 535
Sovereign risk dynamics
, 562–565
Special purpose vehicle (SPV)
, 446, 472–473
Specialized analytics
, 351
Speculators
, 129–130, 217
Spot volatility approach
, 143
Stabilization of rates
, 238
Standard deviation
, 40, 56
Standard error of estimation
, 64
Standard normal distribution
, 78–79
Standardized approach
, 364, 488
Static risk management processes
, 340
Statistical analysis
, 97
distributions
, 98–112
probabilistic approaches
, 112–118
Steady state distribution function
, 30
Stocks
, 4, 12, 55
prices
, 158
Strong-form version of theory
, 26
Structural models
, 262
(see also Reduced-form models)
CreditMetrics™ model
, 269–271
first passage models
, 266–268
KMV-Merton approach
, 262–266
Student-t factor model
, 492
Student’s t-copula
, 391–392
Sum of square deviation from mean
, 64
Survival function
, 253
of Pareto variable
, 98
Survival probability
, 272
Swaps
, 294–298
cash flows
, 140
payments
, 453
System integration
, 351–352
Value at Risk (VaR)
, 12, 195, 256, 314, 406, 419, 507, 554
advances
, 507–514
analysis
, 173, 176–179
analytic approximations
, 201–203
backtesting
, 406–408
calculation methods
, 184–189
choice of parameters for
, 183
conditional VaR
, 411–413
decomposition
, 196–199
expected shortfall
, 409–411
features
, 195–203
historical simulation approach
, 184–185
limitations
, 199–201
Monte Carlo simulation
, 187–189
parametric method
, 185–187
for portfolios of derivatives
, 416–417
rationale and definition
, 180–182
testing
, 203–207
Variance decomposition of returns
, 59
Variance of portfolio
, 43
Vector of optimal weights
, 47
Vega hedging
, 147, 165–167, 478–480
Volatility
, 40, 63–73
strategy with strangles
, 138
surface
, 376
types
, 63–66
Volatility risk
, 11, 357, 375
callable bonds
, 377–380
implied volatility
, 375–377
variance swaps
, 380–383
Volume, velocity, variability or veracity
, 529–530