UvA-DARE (Digital Academic Repository) The Impact of Stochastic Volatility on Initial Margin and MVA for Interest Rate Derivatives

In this research we investigate the impact of stochastic volatility on future initial margin (IM) and margin valuation adjustment (MVA) calculations for interest rate derivatives. An analysis is performed under different market conditions, namely during the peak of the Covid-19 crisis when the markets were stressed and during Q4 of 2020 when volatilities were low. The Cheyette short-rate model is extended by adding a stochastic volatility component, which is cal- ibrated to fit the EUR swaption volatility surfaces. We incorporate the latest risk-free rate benchmarks (RFR), which in certain markets have been selected to replace the IBOR index. We extend modern Fourier pricing techniques to accommodate the RFR benchmark and derive closed-form sensitivity expressions, which are used to model IMprofilesinaMonteCarlosimulationframework.Thevariousresultsarecomparedtothedeterministicvolatilitycase.Theresultsreveal thattheinclusionofastochasticvolatilitycomponentcanhaveaconsiderableimpactonnonlinearderivatives,especiallyforfarout-of-the-moneyswaptions.Theeffectisparticularlypronouncedifthemarketexhibitsasubstantialskeworsmileintheimpliedvolatility curve.Thiscanhavesevereconsequencesforfundingcostvaluationandriskmanagement.

[1]  A. Lakhany,et al.  Efficient ISDA Initial Margin Calculations Using Least Squares Monte-Carlo , 2021, 2110.13296.

[2]  Matthew Lorig,et al.  Options on bonds: implied volatilities from affine short-rate dynamics , 2021, Annals of Finance.

[3]  J. Gregory The xVA Challenge: Counterparty Risk, Funding, Collateral, Capital and Initial Margin , 2020 .

[4]  Matthias Vierkoetter The Impact of Initial Margin on Derivatives Pricing with an Application of Machine Learning , 2019, SSRN Electronic Journal.

[5]  Alessandro Gnoatto,et al.  Pricing of Counterparty Risk and Funding With CSA Discounting, Portfolio Effects and Initial Margin , 2019, SSRN Electronic Journal.

[6]  Alessandro Gnoatto,et al.  A unified approach to xVA with CSA discounting and initial margin , 2019, SIAM J. Financial Math..

[7]  Zhao Li,et al.  Initial Margin Simulation with Deep Learning , 2019, SSRN Electronic Journal.

[8]  I-Liang Chern,et al.  Interest Rate Modeling , 2019 .

[9]  F. Mercurio,et al.  Looking Forward to Backward-Looking Rates: A Modeling Framework for Term Rates Replacing LIBOR , 2019, SSRN Electronic Journal.

[10]  Ralph Rudd,et al.  Dynamic Initial Margin Estimation Based on Quantiles of Johnson Distributions , 2018, Journal of Credit Risk.

[11]  Mariano Zeron,et al.  Dynamic Initial Margin via Chebyshev Spectral Decomposition , 2018 .

[12]  F. Mercurio A Simple Multi-Curve Model for Pricing SOFR Futures and Other Derivatives , 2018 .

[13]  Peter Caspers,et al.  Initial Margin Forecast - Bermudan Swaption Methodology and Case Study , 2018 .

[14]  A. Antonov,et al.  Efficient SIMM-MVA Calculations for Callable Exotics , 2017 .

[15]  Christian P. Fries Fast Stochastic Forward Sensitivities in Monte-Carlo Simulations Using Stochastic Automatic Differentiation (with Applications to Initial Margin Valuation Adjustments (MVA)) , 2017 .

[16]  P. Jäckel Implied Normal Volatility , 2017 .

[17]  D. Kandhai,et al.  Smile and default: the role of stochastic volatility and interest rates in counterparty credit risk , 2016 .

[18]  Camilo A. Garcia Trillos,et al.  Estimation of Future Initial Margins in a Multi-Curve Interest Rate Framework , 2016 .

[19]  Andrew David Green,et al.  XVA: Credit, Funding and Capital Valuation Adjustments: Green/XVA , 2015 .

[20]  Chris M. Kenyon,et al.  MVA: Initial Margin Valuation Adjustment by Replication and Regression , 2014, 1405.0508.

[21]  D. Kandhai,et al.  Efficient Computation of Exposure Profiles for Counterparty Credit Risk , 2014 .

[22]  D. Filipović Term-Structure Models: A Graduate Course , 2009 .

[23]  Steven H. Zhu,et al.  A Guide to Modeling Counterparty Credit Risk , 2008 .

[24]  Eduardo S. Schwartz,et al.  A General Stochastic Volatility Model for the Pricing of Interest Rate Derivatives , 2007 .

[25]  Leif Andersen Efficient Simulation of the Heston Stochastic Volatility Model , 2007 .

[26]  Lixin Wu,et al.  LIBOR market model with stochastic volatility , 2006 .

[27]  J. Casassus,et al.  Unspanned stochastic volatility and fixed income derivatives pricing , 2005 .

[28]  A. Pelsser,et al.  PRICING SWAPTIONS AND COUPON BOND OPTIONS IN AFFINE TERM STRUCTURE MODELS , 2004 .

[29]  H. Shirakawa Squared Bessel Processes and Their Applications to the Square Root Interest Rate Model , 2002 .

[30]  M. Musiela,et al.  Martingale Methods in Financial Modelling , 2002 .

[31]  Leif Andersen,et al.  Extended Libor Market Models with Stochastic Volatility , 2001 .

[32]  D. Brigo,et al.  Interest Rate Models - Theory and Practice: With Smile, Inflation and Credit , 2001 .

[33]  Oren Cheyette,et al.  Markov Representation of the Heath-Jarrow-Morton Model , 2001 .

[34]  P. Collin‐Dufresne,et al.  Do Bonds Span the Fixed Income Markets? Theory and Evidence for Unspanned Stochastic Volatility , 2001 .

[35]  Claus Munk,et al.  Stochastic duration and fast coupon bond option pricing in multi-factor models , 1998 .

[36]  Leif Andersen,et al.  Volatility skews and extensions of the Libor market model , 1998 .

[37]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[38]  J. Wei,et al.  A simple approach to bond option pricing , 1997 .

[39]  Jean-Charles Rochet,et al.  Changes of numéraire, changes of probability measure and option pricing , 1995, Journal of Applied Probability.

[40]  Alan G. White,et al.  Pricing Interest-Rate-Derivative Securities , 1990 .

[41]  J. Harrison,et al.  Martingales and stochastic integrals in the theory of continuous trading , 1981 .

[42]  M. Beinker,et al.  Accurate Vega Calculation for Bermudan Swaptions , 2017 .

[43]  Victor Lapshin,et al.  Term Structure Models , 2009 .

[44]  Roger Lee Option Pricing by Transform Methods: Extensions, Unification, and Error Control , 2004 .

[45]  S. Mikhailov,et al.  Heston ’ s Stochastic Volatility Model Implementation , Calibration and Some , 2003 .

[46]  P. Carr,et al.  Option valuation using the fast Fourier transform , 1999 .

[47]  Stephen G. Cecchetti,et al.  Bank for International Settlements , 1999 .

[48]  Peter H. Ritchken,et al.  VOLATILITY STRUCTURES OF FORWARD RATES AND THE DYNAMICS OF THE TERM STRUCTURE1 , 1995 .

[49]  I. Gihman,et al.  Martingales and Stochastic Integrals , 1979 .