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Market Risk
Vineet Khanna
Practice Head - BFSI
SAS Institute (India) Pvt. Ltd




     Copyright © 2011, SAS Institute Inc. All rights reserved.
Agenda

                       Market Risk – Key Considerations
                       Basel III – Credit Counterparty Exposure
                       Management
                           • Exposure Calculation
                           • PFE
                           • Collateral & CSA
                           • CVA Reporting




Copyright © 2011, SAS Institute Inc. All rights reserved.
Market Risk – Key Considerations

                                                                                                                •   Risk Factors
•       Data Governance
                                                                                                                •   Valuation
•       Data Integrity
                                                                                                                •   VaR Calculation
•       Models                                                      Audit & Transparency           Analysis &
                                                                                                   Measures     •   Back Testing
•       Processes
                                                                                                                •   Stress Testing
•       Documentation




                                                                                      Basel II
                                                                                                                    •   Incremental Risk
                                                                                                                        Charge

                                                                                                                    •   Current Exposure
                                                                                                                        Method
                                                                       Reporting &                 Credit &
                                                                                                                    •   STD, IMM
                                                                          Limit                  Counterparty
                                                                       Monitoring                 Exposure
    •     Capital Calculation
                                                                                                 Management
    •     ICAAP

    •     Use Test & Experience
          Test




        Copyright © 2011, SAS Institute Inc. All rights reserved.
Risk Factors & Models

     Risk Factors
         • Granularity
     Modelling
         • Relevance
         • Fitting
         • Validation




Copyright © 2011, SAS Institute Inc. All rights reserved.
Market Risk Measures

   Aggregate and Sub-
   portfolio
   Incremental & Marginal
   Factor Sensitivities
   Risk Factor contributions
   Hedge effectiveness




Copyright © 2011, SAS Institute Inc. All rights reserved.
Stress Testing

               Rigorous & Routine
               Range of factors
               Qualitative & quantitative
               Periods of financial stress




Copyright © 2011, SAS Institute Inc. All rights reserved.
Model Backtesting
       Unconditional Coverage Test
       Interval Test
       Conditional Coverage Test
       Duration based tests
           • Use Weibull distribution to test unconditional, conditional
             coverage and independence
           • Efficiency treatment for small samples
                       − Monte-Carlo p-values and truncation




Copyright © 2011, SAS Institute Inc. All rights reserved.
Incremental Risk Charge

    Default & Migrating Risk
    1 year Horizon, 99.9% Confidence level
    Explicitly consider liquidity horizon




  AAA Bond                                           AAA Bond               AAA Bond               AAA Bond
                                                 A Bond              BB Bond                AA Bond
                                                                                                                             B Bond

                                                       3 Months            6 Months                9 Months               12 Months




                                      Loss= Value AAA Bond –      Loss= Value AAA Bond –   Loss= Value AAA Bond –   Loss= Value AAA Bond –
                                           Value A Bond               Value BB Bond            Value AA Bond             Value B Bond
                                                                                                                                               Total
                                                                                                                                             Aggregated
                                                                                                                                                Loss



Copyright © 2011, SAS Institute Inc. All rights reserved.
Basel III Era




Copyright © 2011, SAS Institute Inc. All rights reserved.
Implementation of Basel III Regulation in India




                  Source – RBI Website

                                                            10
Copyright © 2011, SAS Institute Inc. All rights reserved.
WHAT ARE THE RISK PRIORITIES FOR FS?

     In which of the following areas do you think the most significant focus
     should be to address current shortcomings in risk management? Select
     up to three.




 EIU/SAS- ERM “Rebuilding Trust” Research & Briefing took place February to March 2010 Survey of 346 financial services executives 50% C level – all
                   have responsibility for risk Even global distribution Programme of in-depth interviews with high-level experts


  Copyright © 2011, SAS Institute Inc. All rights reserved.
Calculation of CCR exposure
                                  Basel II
                                     • Current Exposure Method (CEM)
                                                 − Replacement cost + add-on
                                                 − Regulatory or internal add-ons
                                     • Standardized Method (STD)
                                                 − Portfolio market value – Collateral
                                                   market value
                                                 − Risk positions (can be calculated or
                                                   supplied) and hedging sets
                                     • Internal Model Method (IMM)
                                                 − EPE x Alpha
                                  Potential Future Exposure


Copyright © 2011, SAS Institute Inc. All rights reserved.
Advanced models
                     Estimation and simulation of risk models
                     Configuring pricing behavior
                     Exposure and netting
                     Collateral




Copyright © 2011, SAS Institute Inc. All rights reserved.
PFE Calculation
       Expected Exposure (EE)
       Expected Positive Exposure (EPE)
       Effective EPE
       PFE




Copyright © 2011, SAS Institute Inc. All rights reserved.
Collateral
                             Collateral and CSA contracts
                                 • Method of allocation to specify the structure
                                   of the CSA and other security contracts
                                             − Independent Amt, Threshold, Min Transfer
                                               etc
                                 • Can have multiple exposures (nettingset) in
                                   several agreements
                                 • Collateral can also be modelled (with
                                   correlation to positions)




Copyright © 2011, SAS Institute Inc. All rights reserved.
Basel III calculation of exposures – Wrong-way
 risk
                     General wrong-way risk
                         • Estimate risk models on data with high
                           volatility 2008-2009
                         • The same period as the internal market
                           risk models for new stressed capital
                           component of market risk
                     Specific wrong-way risk
                         • Use explicit price models with wrong-
                           way risk Option (vulnerable options)
                                     − Johnson and Stulz (1987)
                         • CDS counterparty risk
                                     − Hull and White (2001)




Copyright © 2011, SAS Institute Inc. All rights reserved.
CVA reporting
         Basel III reporting of CVA
         capital
             • Use the standard market risk
               calculation – P/L power
             • The same model as the current
               model of idiosyncratic spread risk
             • Replace spreads in the model
               with the CDS premiums if exists
             • Exposure per counterparty is EAD             CVA Capital = 99.9% VaR

         Single risk component is CDS




Copyright © 2011, SAS Institute Inc. All rights reserved.
Calculations
                     Update of all exposures
                         • Billion Revaluation adjustments, as well as guarantees and
                           netting
                     Updating of exposure to specific counterparty for pre-
                     deal CVA
                         • Millions of revaluations and guarantees and netting
                                What needs to be
                            calculated and how. It is
                            sufficient approximation
                            or full exposure estimate
                                  with simulation




               Trading desk                                    Risk system   CVA desk   Trading desk



                                                            Exposures, etc


Copyright © 2011, SAS Institute Inc. All rights reserved.
Market Risk for Banking
                    Executive Risk Portal                                             Add-in for MS Office                        Other SAS Clients

                                                                                 Risk Reporting Data Model

                                              SAS Risk Clients: Business User Flex UI and Analytical Risk User Java Client


                                                            Application Common: Reconciliation, Portfolio Segmentation, Backtesting


                              Market Risk                                  Credit Risk                             ALM                Firm-wide Risk

                                                                                                     Cash Flow Analysis, FTP
                             Mark to Market                             Portfolio Credit Risk                                           Risk Aggregation
                                                                                                        and Liquidity Risk

                         Scenario Analysis,
                                                                      Counterparty Exposure           Cash Flow Optimization          Firmwide Risk Analysis
                     Risk (VaR) Calculation

                                                                                                                                        Firmwide Portfolio
               Market Portfolio Optimization                        Credit Portfolio Optimization   Economic Value Calculation
                                                                                                                                           Optimization


                                                            Common Risk Foundation: Pricing Models, Cash Flow Models and Methods



                                                     Data Management – Data Models and Data Flows – DDS and Data Marts

                    Trading Systems                                     ERP Systems                   Other Risk Systems                       >>>



Copyright © 2011, SAS Institute Inc. All rights reserved.
make connections • share ideas • be inspired
India’s Largest Analytics Forum




Thank You
Vineet.khanna@sas.com (Vineet Khanna)




     Copyright © 2010, SAS Institute Inc. All rights reserved.

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Market Risk

  • 1. make connections • share ideas • be inspired India’s Largest Analytics Forum Market Risk Vineet Khanna Practice Head - BFSI SAS Institute (India) Pvt. Ltd Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 2. Agenda Market Risk – Key Considerations Basel III – Credit Counterparty Exposure Management • Exposure Calculation • PFE • Collateral & CSA • CVA Reporting Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 3. Market Risk – Key Considerations • Risk Factors • Data Governance • Valuation • Data Integrity • VaR Calculation • Models Audit & Transparency Analysis & Measures • Back Testing • Processes • Stress Testing • Documentation Basel II • Incremental Risk Charge • Current Exposure Method Reporting & Credit & • STD, IMM Limit Counterparty Monitoring Exposure • Capital Calculation Management • ICAAP • Use Test & Experience Test Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 4. Risk Factors & Models Risk Factors • Granularity Modelling • Relevance • Fitting • Validation Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 5. Market Risk Measures Aggregate and Sub- portfolio Incremental & Marginal Factor Sensitivities Risk Factor contributions Hedge effectiveness Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 6. Stress Testing Rigorous & Routine Range of factors Qualitative & quantitative Periods of financial stress Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 7. Model Backtesting Unconditional Coverage Test Interval Test Conditional Coverage Test Duration based tests • Use Weibull distribution to test unconditional, conditional coverage and independence • Efficiency treatment for small samples − Monte-Carlo p-values and truncation Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 8. Incremental Risk Charge Default & Migrating Risk 1 year Horizon, 99.9% Confidence level Explicitly consider liquidity horizon AAA Bond AAA Bond AAA Bond AAA Bond A Bond BB Bond AA Bond B Bond 3 Months 6 Months 9 Months 12 Months Loss= Value AAA Bond – Loss= Value AAA Bond – Loss= Value AAA Bond – Loss= Value AAA Bond – Value A Bond Value BB Bond Value AA Bond Value B Bond Total Aggregated Loss Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 9. Basel III Era Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 10. Implementation of Basel III Regulation in India Source – RBI Website 10 Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 11. WHAT ARE THE RISK PRIORITIES FOR FS? In which of the following areas do you think the most significant focus should be to address current shortcomings in risk management? Select up to three. EIU/SAS- ERM “Rebuilding Trust” Research & Briefing took place February to March 2010 Survey of 346 financial services executives 50% C level – all have responsibility for risk Even global distribution Programme of in-depth interviews with high-level experts Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 12. Calculation of CCR exposure Basel II • Current Exposure Method (CEM) − Replacement cost + add-on − Regulatory or internal add-ons • Standardized Method (STD) − Portfolio market value – Collateral market value − Risk positions (can be calculated or supplied) and hedging sets • Internal Model Method (IMM) − EPE x Alpha Potential Future Exposure Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 13. Advanced models Estimation and simulation of risk models Configuring pricing behavior Exposure and netting Collateral Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 14. PFE Calculation Expected Exposure (EE) Expected Positive Exposure (EPE) Effective EPE PFE Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 15. Collateral Collateral and CSA contracts • Method of allocation to specify the structure of the CSA and other security contracts − Independent Amt, Threshold, Min Transfer etc • Can have multiple exposures (nettingset) in several agreements • Collateral can also be modelled (with correlation to positions) Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 16. Basel III calculation of exposures – Wrong-way risk General wrong-way risk • Estimate risk models on data with high volatility 2008-2009 • The same period as the internal market risk models for new stressed capital component of market risk Specific wrong-way risk • Use explicit price models with wrong- way risk Option (vulnerable options) − Johnson and Stulz (1987) • CDS counterparty risk − Hull and White (2001) Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 17. CVA reporting Basel III reporting of CVA capital • Use the standard market risk calculation – P/L power • The same model as the current model of idiosyncratic spread risk • Replace spreads in the model with the CDS premiums if exists • Exposure per counterparty is EAD CVA Capital = 99.9% VaR Single risk component is CDS Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 18. Calculations Update of all exposures • Billion Revaluation adjustments, as well as guarantees and netting Updating of exposure to specific counterparty for pre- deal CVA • Millions of revaluations and guarantees and netting What needs to be calculated and how. It is sufficient approximation or full exposure estimate with simulation Trading desk Risk system CVA desk Trading desk Exposures, etc Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 19. Market Risk for Banking Executive Risk Portal Add-in for MS Office Other SAS Clients Risk Reporting Data Model SAS Risk Clients: Business User Flex UI and Analytical Risk User Java Client Application Common: Reconciliation, Portfolio Segmentation, Backtesting Market Risk Credit Risk ALM Firm-wide Risk Cash Flow Analysis, FTP Mark to Market Portfolio Credit Risk Risk Aggregation and Liquidity Risk Scenario Analysis, Counterparty Exposure Cash Flow Optimization Firmwide Risk Analysis Risk (VaR) Calculation Firmwide Portfolio Market Portfolio Optimization Credit Portfolio Optimization Economic Value Calculation Optimization Common Risk Foundation: Pricing Models, Cash Flow Models and Methods Data Management – Data Models and Data Flows – DDS and Data Marts Trading Systems ERP Systems Other Risk Systems >>> Copyright © 2011, SAS Institute Inc. All rights reserved.
  • 20. make connections • share ideas • be inspired India’s Largest Analytics Forum Thank You Vineet.khanna@sas.com (Vineet Khanna) Copyright © 2010, SAS Institute Inc. All rights reserved.