Index

Angelo Corelli (Maastricht School of Management, The Netherlands)

Understanding Financial Risk Management, Third Edition

ISBN: 978-1-83753-253-7, eISBN: 978-1-83753-250-6

Publication date: 27 May 2024

This content is currently only available as a PDF

Citation

Corelli, A. (2024), "Index", Understanding Financial Risk Management, Third Edition, Emerald Publishing Limited, Leeds, pp. 569-578. https://doi.org/10.1108/978-1-83753-250-620243024

Publisher

:

Emerald Publishing Limited

Copyright © 2024 Angelo Corelli


INDEX

Absolute risk aversion (ARA)
, 10

Acceptance
, 21

Active acceptance
, 21

Advanced approach
, 488

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

Adverse selection
, 37

Aggregation
, 18

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

Annualized variance
, 380

Anti-money laundering (AML)
, 531

Arbitrage
, 23–25, 130

trading
, 131

Arbitrage pricing theory (ATP)
, 62

Arbitrageurs
, 130–131

Arithmetic returns
, 175

Arrow-Pratt coefficient
, 10

Arrow–Pratt relative risk aversion coefficient
, 324

Assessments
, 351

Asset-backed securities (ABS)
, 462

Assets
, 14, 341

return volatility
, 375

swaps
, 450–454

Asymptotic normality
, 71

Autocorrelation of financial returns
, 89–93

Autoregressive conditional heteroscedasticity model (ARCH model)
, 85–89

Autoregressive model
, 86

Available amount of stable funding (ASF)
, 328

Average rate of trading
, 315

Backtesting
, 112, 203–206, 406–408

Bands
, 238

Bank for International Settlement (BIS)
, 286

Bank of America
, 144

Bank risk
, 550–552

Banking sector
, 550

areas of future improvements
, 556–558

bank risk and business models
, 550–552

risk management systems
, 552–556

Banks
, 173, 251

Basel Accord
, 113

Basel Committee
, 329–330, 444

Basel II Accord
, 195

Basel II Approach
, 362–367

Basel III framework
, 330

Basic indicator approach (BIA)
, 364

Basis point value method (BPV method)
, 239

Basis risk
, 237

Bayesian probability models
, 114

BEKK model
, 425–426

Bernoulli utility functions
, 10

Bernoulli variable
, 29, 103–104

Bid–ask spreads
, 302, 305

Big data
, 525, 529–532

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 model
, 145

Black-76 model
, 142

Black/Scholes framework
, 25

Black–Scholes pricing formula
, 263

Black–Scholes–Merton model (BSM model)
, 65–66, 127, 153, 158–162

Blockchain
, 526

Bonds
, 12–13

prices
, 212–217

Bootstrapped historical simulation method
, 511

Bootstrapping
, 229

Bottom-up approach
, 360

Breakeven asset swap spread
, 454

Brownian motion
, 28–33, 236, 513

Business models
, 550–552

Business risk
, 1, 11, 15

Butterfly shifts
, 221

Calendar effects
, 95

Calibration
, 273

Call option
, 131

Callable bonds
, 377–380

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

Caps
, 141–143

Captives
, 515

Cash CDO
, 464

Catastrophe reinsurance swaps
, 520

Central bank
, 308

Central limit theorem
, 29

Certainty equivalent of lottery
, 9

Chain rule
, 57

Chance nodes
, 114

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

Citigroup
, 144

Classic risk management
, 340

Classic theory
, 17

Classical MC simulation method
, 513

Classical portfolio problem
, 4

Classical random walk
, 29

Clayton copula
, 392

Coefficient of lower tail dependence
, 396

Collateral
, 331

Collateralization
, 463

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 prices
, 287

Commodity risk
, 285

commodity markets
, 285–289

hedging
, 290–298

Commodity seller
, 295

Company
, 17

Competitive bidding
, 36

Compliance risk
, 344

Component VaR
, 197–198

Compound interest
, 212

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

Consistency
, 71

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

Control activities
, 346

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

Correction factor
, 181

Correlation
, 40, 63–73, 206, 393

Correlation coefficient
, 44

Correlogram
, 91

Cost of hedging
, 167–170, 480–483

Counterparties
, 251

Counterparty credit risk, CDS spreads with
, 458–460

Coupon bond value
, 272

Covariance
, 66–69

Covariance matrix
, 187

of financial returns
, 72

Cox, Ingersoll and Ross model (CIR model)
, 232

Cramer–Rao lower bound
, 71

Credit analysis
, 259

Credit crunch
, 440

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 event
, 455

Credit rating agencies (CRAs)
, 442

Credit ratings
, 259–262

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 score
, 13

Credit value adjustment (CVA)
, 487–491

CreditMetrics™ model
, 269–271

CreditRisk+™
, 275–277

Critical rate
, 223

Critical value
, 186–187, 196

Cross hedge
, 499

Cross-currency asset swap
, 452

Crypto tokens
, 538

Crypto traders
, 535

Cryptocurrencies
, 527, 535

Cumulative distribution
, 98, 101

Cumulative distribution function (c. d. f.)
, 511

Cumulative positions
, 238

Currency forward
, 369

Currency risk
, 11, 367

foreign exchange derivatives
, 369–373

risk hedging in FX markets
, 373–375

types
, 367–369

Currency swap
, 373

Current exposure (CE)
, 256

Current exposure method (CEM)
, 256, 489

Customer assets
, 341

Data
, 350

analysis
, 350

errors
, 431

filtering
, 429–432

protection
, 533

visualization
, 351

Database Italiano delle Perdite Operative (DIPO)
, 360

Debt financing
, 18

Decision nodes
, 114

Decision trees
, 113–116

Decomposition
, 196–199

Dedication
, 244

Default probability (DP)
, 12, 252–255, 492

Delta hedge
, 163

Delta hedging
, 163–165, 476–478

Delta neutral
, 163

Delta of derivative
, 163

Delta of payer swaption
, 146

Delta-neutral
, 476

Delta-normal approach
, 201

Delta–gamma approach
, 202, 509

Delta–gamma minimization method
, 510

Delta–gamma-Johnson method
, 510

Depth
, 309

Derivative securities
, 127

Derivatives arbitrage
, 24

Diagonal VEC model (DVEC model)
, 425

Diamond–Dybvig model
, 322–325

Digital finance
, 525

derivatives on bitcoin
, 536–539

Fintech revolution
, 526–535

Digital payments
, 532

Digitalization
, 528

Direct costs
, 17

Direct implied volatility estimate (DIVE)
, 66

Dispersion
, 7

Distance to default (DD)
, 263, 265

Distributions
, 97–98

binomial distribution
, 102–106

Pareto distribution
, 98–102

Poisson distribution
, 106–112

of stock price fluctuations
, 95

Diversification
, 11, 18, 40

Documentation
, 469

Dollar duration
, 241

Downside risk
, 178

measures
, 200

Dual trigger contracts
, 518

Duffie–Singleton model
, 273–274

Dupire’s model
, 377

Duration
, 240–244

of callable bond
, 379

vectors
, 496–499

Duration Vector Models (DVM)
, 496

Durbin–Watson test
, 92

Econometric models
, 66, 97

Economic risk
, 367–368

Economic theories of consumption
, 6

Economies of scale
, 36

Effective convexity
, 244

Effective duration
, 240, 242

Efficiency
, 71

Efficient frontier
, 45–46

Efficient market hypothesis (EMH)
, 6, 25–28

Elasticity
, 305

Employee/supplier assets
, 341

Energy derivatives
, 559–562

Enron
, 546

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

Environmental risk
, 342

Equal weighting of observations
, 184

Equilibrium
, 307

gross return
, 312

Equity
, 18

Estimation methods
, 86

Euler’s theorem
, 197

on homogeneous functions
, 189–190

European Financial Stability Facility (EFSF)
, 446

European Union (EU)
, 445

Event identification
, 345

Event risk category
, 358

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

External consultants
, 20

Extreme value theory (EVT)
, 389, 399

data application
, 403–404

extreme VaR
, 404–406

theoretical background
, 399–403

Extreme VaR
, 404–406

Factor analysis
, 193

Factor mapping for VaR
, 193–194, 209–210

Fair strike
, 381

Fama–French model
, 62

Fannie Mae (FMA)
, 449

Fat tails
, 95

Financial Accounting Standards Board
, 553

Financial and reporting risks
, 344

Financial assets
, 341

Financial comovements
, 82

conditional correlation
, 83–85

conditional covariance
, 82–83

Financial crisis
, 439

credit derivatives
, 450–460

in Europe
, 444–448

impact on financial industry
, 448–450

lack of regulatory framework
, 440–444

and regulation
, 440–450

securitization
, 461–469

Financial deregulation
, 441

Financial derivatives
, 127, 130

interest rate derivatives
, 139–147

options and futures
, 128–138

Financial fraud
, 531

Financial instability
, 37

Financial institutions
, 18, 211

Financial instruments
, 1

Financial investors
, 45

Financial markets
, 1, 39

CAPM
, 52–63

MPT
, 40–51

Financial returns
, 95

Financial risk
, 1, 15–16

banking sector
, 550–558

challenges for research
, 558–565

corporate governance
, 544–550

management
, 543

Financial Stability Board
, 442

Financial volatility
, 63

Fintech
, 525

big data
, 529–532

revolution
, 526–535

and risk management
, 532–535

First difference
, 90

First passage models
, 266–268

First-order conditions
, 73

Fixed income futures
, 217–222

Fixed trigger
, 518

Flat volatility approach
, 143

Floorlet
, 141

Floors
, 141–143

Foreign currencies
, 13

Foreign exchange derivatives
, 369–373

Foreign exchange risk
, 13, 552

Forward
, 134–137

contracts
, 127, 136, 290–294

points
, 371

price of asset
, 135

Foucault model
, 306

Frank copula
, 392

Fraud risk
, 14

Frèchet distribution form
, 400

Freddie Mac (FMC)
, 449

Free-market rule
, 441

Funding liquidity
, 308–314

Funding risk
, 13

Futures
, 127–138

market
, 539

price
, 320

price of commodity
, 308

value
, 212

FX forward
, 370

G20
, 442

Gamma distribution
, 101

Gamma hedging
, 165–167, 478–480

Gamma swaps
, 383

Gap analysis
, 238

Gap method
, 554

Gaussian (normal) distribution
, 41

Gaussian copula model
, 269, 391–392

Gaussian estimator
, 89

Gaussian likelihood
, 89

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

Grace period
, 486

Gramm–Leach–Bliley Act
, 442

Greeks of swaptions
, 146

Gross income
, 364

Gross return
, 312

Group captives
, 517

Gumbel copula
, 392

Gumbel distribution
, 400

Hazard rate
, 271

Heating degree day (HDD)
, 519

Hedge ratio
, 225

Hedged assets
, 326

Hedgers
, 128–129, 217

Hedging
, 18

advanced IRR hedging
, 494–502

credit risk hedging
, 483–494

with fixed income derivatives
, 499–502

market risk hedging
, 476–483

techniques
, 158, 475, 536–538

Heterogeneous ARCH process (HARCH process)
, 433

Heterogeneous volatility
, 433–435

Heteroscedasticity
, 86

High minus low (HML)
, 62

High-frequency data
, 429

high-frequency trading
, 429–433

intraday risk analysis
, 433–435

High-frequency trading
, 429

basic stylized facts
, 432–433

data filtering
, 429–432

High-quality assets (HQAs)
, 325

Hill estimator of tail index
, 404

Historical assessment
, 359

Historical data
, 113

Historical simulation approach
, 184–185, 240, 511–513

Historical volatility
, 63

Holding periods
, 310

Ho–Lee model
, 233

Hot wallets
, 535

Hotline management
, 351

Hull–White model
, 233

Illicit financial flows
, 531

Illiquidity
, 306

Immunization
, 220–226, 244

Implied forward rate
, 140

Implied volatility
, 65, 375–377

Incentive systems
, 547–549

Incremental VaR
, 198

Indirect costs
, 17

Information and communication
, 346

Inside value at risk
, 195

VaR features
, 195–203

VaR testing
, 203–207

Insurance
, 22, 37

contracts
, 519

derivatives
, 519–522

Interbank risk
, 543, 558–559

Interest rate cap (IRC)
, 141

Interest rate floor (IRF)
, 141

Interest rate risk (IRR)
, 11, 211, 552

duration and convexity hedging
, 240–244

dynamics of
, 212–226

management
, 236

measurement techniques
, 238–240

short rate models
, 226–236

sources and identification
, 236–238

Interest rate swaps (IRSs)
, 127, 139–141

Interest rates
, 12

caps and floors
, 141–143

derivatives
, 139

interest rate swaps
, 139–141

swaptions
, 144–147

Internal control process
, 362

Internal data processing
, 366

Internal environment
, 345

Internal rate of return (IRR)
, 214

International Monetary Fund (IMF)
, 287, 442

Intraday effects
, 95

Intraday risk analysis
, 433

heterogeneous volatility
, 433–435

Intuition assessment
, 359

Inverse functions
, 391

Investment banks
, 442

Investors
, 4, 6, 39, 306

Itô process
, 31

Ito’s lemma
, 123–125

January effect
, 27–28, 95

Jarrow–Turnbull model
, 271–273

Jensen’s inequality
, 9

Joint probability density function
, 69

JP Morgan Chase
, 144

Kendall’s tau
, 394–395

KMV-Merton approach
, 262–266

Kupiec’s test
, 204–205

Lagged value
, 89

Lagrangian function
, 46

Lagrangian multipliers
, 46–47

Latent variable models
, 397

Learning
, 22

Legal risk
, 358

Lehman Brothers (LB)
, 441

Leverage
, 50, 238

Likelihood function
, 69–71, 108

Likelihood ratio
, 407

test
, 204

Limit law
, 400

Limit order
, 303

Linear correlation
, 389, 393

Linear utility
, 14

Liquidity
, 305, 468

black holes
, 313–314

CAPM
, 337–338

Liquidity coverage ratio (LCR)
, 325–328

Liquidity models
, 314

Diamond–Dybvig model
, 322–325

theoretical models
, 314–318

traceable models
, 318–322

Liquidity risk
, 11, 13, 301, 552

liquidity models
, 314–325

market prices
, 302–314

and regulation
, 325–332

Liquidity-adjusted VaR (LVaR)
, 314, 319

Log-likelihood
, 89, 105, 108

function
, 70–71

London Inter Bank Offered Rate (LIBOR)
, 139

Loss
, 255–259

frequency
, 363

function
, 492

severity
, 363

Loss given default (LGD)
, 488

Losses and profits (L/P)
, 175

Lower tail dependence coefficient
, 396

M-absolute models
, 494–496

m-dimensional copula
, 390

M-squared models
, 494–496

Macaulay duration
, 240, 242

Macro hedge
, 500

Maintenance margin
, 304

Managed CDOs
, 467

Managers
, 17

Mapping
, 193, 209

to regulation
, 350

Margin Agreements (MAs)
, 486

Marginal scrubbing error
, 431

Marginal VaR
, 196–197

Market clearing condition
, 311

Market efficiency
, 36

Market failures
, 36

types of
, 36–37

Market inefficiencies
, 36

Market liquidity
, 308–314

risk
, 14

Market microstructure
, 302–306

Market portfolio
, 52–53

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 chain
, 282

Markov process
, 28

for transition matrices
, 282–283

Mass function of binomial distribution
, 104

Matching
, 244

Maturity model
, 355

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

Metrics
, 330–332

Miners
, 527

Minimization problem
, 316

Minimum transfer amount
, 486

Minimum variance portfolio (MVP)
, 45

Mispricing
, 27

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 kernel
, 397

Monte Carlo methods
, 491–494

Monte Carlo simulation (MC simulation)
, 117, 187–189, 507

of copulas
, 399

Moral hazard
, 37

Mortgages
, 440

Multi-factor models
, 234–236

Multidimensional approach
, 14

Multiperiod model
, 60

Multiple peril products
, 517

Multivariate GARCH (MGARCH)
, 419

Multivariate return distributions
, 424

GARCH (p, q) modeling
, 424–426

Mutual funds
, 441

n-copula
, 391

n-dimensional copula
, 390

n-dimensional covariance matrix
, 82

Nationally Recognized Statistical Rating Organization (NRSRO)
, 443

Natural monopoly
, 36

Negative externalities
, 36

Net cash outflows (NCO)
, 325

Net liquidity demand (NLD) indicator
, 309

Net present values (NPVs)
, 115

Net return
, 312

Net Stable Funding Ratio (NSFR)
, 328–330

Net working capital
, 19

Netting agreement
, 484

New York Mercantile Exchange (NYMEX)
, 289

Newton–Rapson method
, 460

No-arbitrage models
, 233

Nonlinearity
, 94, 202

Nonnormal percentile
, 320

Nonparallel shifts
, 220

Normal distribution
, 98

Normality
, 173

Null hypothesis
, 92, 204–205, 408

Objective-setting
, 345

Obligations
, 251

One-factor copula model
, 398

One-period return on security
, 60

Operational risk
, 11, 14, 18, 344, 358

Basel II Approach
, 362–367

identification and assessment
, 358–361

treatment and control
, 361–362

Operational Riskdata eXchange (ORX)
, 360

Optimal asset value
, 312

Optimal bid price
, 307

Optimal contract
, 324

Optimal portfolios

with risk-free asset
, 48–51

of risky assets
, 45–48

Optimal trading model
, 314

Optimization approach
, 374

Option contracts
, 294

Option pricing
, 153

binomial trees
, 154–158

BSM model
, 158–162

models
, 154–162

theory
, 202

Option spreads
, 295

Option structure
, 131–133

Option value
, 376

Optionality
, 238

Options
, 127–138

Order statistic
, 409

Order-driven markets
, 306

Ordinary least squares (OLS)
, 86

Organization for Economic Cooperation and Development (OECD)
, 544

Organizational assets
, 341

Over-the-counter markets (OTC markets)
, 127, 288

Par yield
, 216

Parallel shifts
, 220

Parametric method
, 185–187

Pareto distribution
, 98–102

Passive acceptance
, 21

Past stock price
, 25

Path-dependent simulation
, 485

Payoffs

to bondholders at time
, 263

equation
, 456

of forward contract
, 134, 290

at maturity
, 380

Payout
, 131–133

Peak over threshold method (POT method)
, 402

Permanent impact
, 316

Physical assets
, 341

Piecewise constant random function
, 29

Poisson distribution
, 106–112

Poisson process
, 494

Portfolio hedging
, 163

cost of hedging
, 167–170

delta hedging
, 163–165

gamma and Vega hedging
, 165–167

Portfolio optimization in Excel
, 51

Portfolio return
, 49

Portfolio value
, 43

Portfolio weights
, 49

Positive and negative outcomes
, 3–4

Positive externality
, 36

Postcrisis perspectives
, 549–550

Potential future exposure (PFE)
, 256

Power law (PL)
, 437

for intraday data
, 437–438

Premium
, 52

Present value
, 457

of bond in discrete compounding
, 216

Preventive controls
, 362

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

Process risk
, 342, 358

Product copula
, 391

Profit/loss data (P/L data)
, 174

Proportion of failures test (POF test)
, 204–205, 407

Public economic policies
, 6

Public goods
, 36

Put option
, 131

Put-call parity formula
, 373

Quantile metrics
, 176–179

Quantile of return distribution
, 423

Quasi-Monte Carlo methods (QMC methods)
, 513

Random error component
, 25

Random walk theory of financial assets
, 6

Randomness
, 2–5

Rating agencies
, 259

Rational expectations theory
, 5–6

Rationality
, 5–10

Real options
, 127

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

Reference entity
, 455

Regression formula
, 58

Regret operator
, 201

Reinsurers
, 520

Relative liquidity-adjusted total risk
, 321

Relative risk aversion (RRA)
, 14

Remargin period
, 486

Remuneration system
, 543, 547–549

Replication argument
, 381

Reputational risk
, 358

Required amount of stable funding (RSF)
, 328

Resiliency
, 309

Response management
, 351

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

Rolling yield
, 537

Sampling of Brownian Motion paths in Excel
, 32–33

Sarbanes–Oxley Act (2002)
, 546

Scaling laws
, 94, 433

Scenario analysis
, 112–113, 366

Scorecards
, 359, 361

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

Significance level
, 179

Simple interest
, 212

Simulations
, 116–118, 240

Single-factor models
, 230–234

Sister captives
, 517

Skewing
, 95

Small firm effect
, 28

Small minus big (SMB)
, 62

Soft storage wallets
, 535

Sovereign risk dynamics
, 562–565

Spearman’s rho
, 394–395

Special purpose vehicle (SPV)
, 446, 472–473

Specialized analytics
, 351

Specific risk
, 11

Speculation
, 129

Speculators
, 129–130, 217

Spot rates
, 219

Spot volatility approach
, 143

Spot–forward parity
, 136

Stabilization of rates
, 238

Stable funding
, 328–329

Stablecoins
, 538

Standard deviation
, 40, 56

Standard duration
, 495

Standard error of estimation
, 64

Standard normal distribution
, 78–79

Standardized approach
, 364, 488

Static risk management processes
, 340

Static simulations
, 240

Statistical analysis
, 97

distributions
, 98–112

probabilistic approaches
, 112–118

Steady state distribution function
, 30

Stocks
, 4, 12, 55

prices
, 158

Stop-loss order
, 303

Strategic risks
, 344

Stress testing
, 206–207

Strike
, 131

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

Stylized facts
, 93–95

Subadditivity
, 409, 420

Subprime mortgages
, 461

Sum of square deviation from mean
, 64

Super cycles
, 287

Survival function
, 253

of Pareto variable
, 98

Survival probability
, 272

Swaps
, 294–298

cash flows
, 140

payments
, 453

Swaptions
, 144–147

Synthetic CDO
, 464

System integration
, 351–352

Systematic risk
, 10, 52

Tail
, 98

dependence of copulas
, 395

index
, 433

Tangency point
, 49

Temporary impact
, 315

Term structure of interest rates
, 226–229

Tether
, 538

Theoretical models
, 314–318

Theory of markets
, 22–33

Three-factor model
, 61

Threshold
, 486

Tick frequencies
, 430

“Tick” loss target function
, 413

Tightness
, 309

Time horizon
, 179, 514

Time series
, 81

analysis
, 85

ARCH/GARCH models
, 85–89

autocorrelation of financial returns
, 89–93

stylized facts
, 93–95

Time Until First Failure test (TUFF test)
, 204, 407

Top-down approach
, 360

Total cost of trading
, 316

Total portfolio VaR
, 197

Traceable models
, 318–322

Traders in market
, 128–131

Trading

path
, 318

strategy
, 315

Trans-European Automated Real-time Gross Settlement Express Transfer System
, 445

Transaction cost calculations
, 318

Transaction risk
, 367

Transfer risk
, 22

Transition matrix
, 269

Transition periods
, 508

Transition thresholds
, 271

Translation risk
, 367

Transparency
, 305, 545

Transparent financial reporting
, 21

Trial and error approach
, 215

Twice differentiable payoff function
, 381

Twist shift
, 221

12-point Gauss–Hermite integration
, 512

Uncertainty
, 2–5, 339

Utility functions

common forms of
, 14–15

of investor
, 4

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

Value tokens
, 538

Variable trigger
, 518

Variance decomposition of returns
, 59

Variance of portfolio
, 43

Variance swaps
, 380–383

Vasicek model
, 230, 232

Vector of optimal weights
, 47

Vega hedging
, 147, 165–167, 478–480

Vigilance
, 21

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

Weak-form efficiency
, 25

Weekend effects
, 95

Weibull distribution
, 401

Weighted spread
, 322

Weighting factor
, 185

Worst-case scenario (WCS)
, 514

Yield curve
, 223, 226

risk
, 200, 237

Yield shifts
, 220–226

Yield to call
, 377–378

Yield to maturity (YTM)
, 214

Yield to worst
, 377

Yields
, 212–217

Zero-coupon bond price
, 235

Zero-coupon rate
, 495

Zero-volatility spread
, 454

Zipf’s law
, 437