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What do financial institutions know about operational risk?



                                         Enoch CHNG
                    Associate Professor of Information Systems (Education) &
                       Director, SIS Programs in Financial Services (TOPS)
                                 School of Information Systems
                               Singapore Management University



8/3/2012                                                                       1
Outline

      •    Learning from Mishaps
           –   Examples of Operational Failures in Financial Industry
           –   Lessons Learnt


      •    Defining Operational Risk

      •    Managing Operational Risk
           –   Assessment of Operational Risk – General Considerations
           –   Process Design and Mapping, Reliability Theory, etc
           –   Ops Risk and Total Quality Management (TQM)


      •    Basel III and Measurement of Operational Risk

      •    Concluding Remarks


8/3/2012                                                                 2
Examples of Operational Failures in Finance

      •    Barings (Singapore, 1995)
      •    Sumitomo (New York, 1996)
      •    NatWest (London, 1997)
      •    LTCM (Greenwich, 1998)
      •    HIH Insurance (Sydney, 2000)
      •    Cantor Fitzgerald (New York, 2001)
      •    Allied Irish Bank (Baltimore, 2002)
      •    Mizuho (Tokyo, 2005)
      •    Société Générale (Paris, 2007)
      •    TD Ameritrade (January 2008)
      •    UBS rogue trader scandal (London, Sep 2011)
      •    JPM Hedge Loss (London, 2012)




8/3/2012                                                 3
Features of Mishaps



                            LTCM          NatWest        Sumitomo         Barings
                                                                                             ?
                            1998           1997            1996            1995

            Loss (USD
                              4.4            0.2             2.6            1.3              ?
               bn)

            Loss in %
                             44%          negligible        45%            100%              ?
              cap

             Time to
                             Fast           3 yrs          10 yrs          3 yrs             ?
             mishap

                           Market          External       Mistaken
             Trigger                                                    Margin call          ?
                          conditions        audit         sending


                Loss events with a long time-lag usually require an additional external trigger
                event to make the losses apparent.
8/3/2012                                                                                          4
Rogue Trading

      •    Frequency and Severity                    •   Sequence of Events
           –   Quite frequent and very severe.           –   Usually starts small and very
                                                             innocuous (cover up of an error),
                                                             but then may continue for many
      •    Where does it occur?                              years (while expanding) before
           –   US, Europe, Singapore, South                  being discovered.
               America, …                                –   Warning signs are not heeded.
           –   Far-flung branch office.                  –   Management inaction.

      •    Profile                                   •   How to avoid?
           –   Relatively young or star traders.         –   Internal audits and controls (with
           –   Gambling persona.                             separate lines of reporting),
           –   Seemingly profitable business unit.           regular internal transfers,
           –   Internal pressure to bring in high            mandatory vacations, …
               returns.



8/3/2012                                                                                          5
Human Error

      •    There are many examples of very common
           human errors (example in FX: USD-Euro vs
           Euro-USD trade).

      •    Frequency and Severity – quite often and
           severe.

      •    Important factors: Experience, Workload.              Why does a human error
                                                                 much more often result
      •    How to avoid: Well designed information               in a loss rather than in a
           systems with error-correcting feedback,
                                                                            gain ?
           additional checking by independent people.

      •    Complexities in information system design:
           –   Requirements of having real time feed of
               market data. (Not easy, especially not when
               stock is very lightly traded or when trading is
               very volatile).
           –   Information may have to be fed into a neural
               net in order to detect anomalies. Neural net
               has to provide feedback in real time.



8/3/2012                                                                                      6
Outline

      •    Learning from Mishaps
           –   Examples of Operational Failures in Financial Industry
           –   Lessons Learnt


      •    Defining Operational Risk

      •    Managing Operational Risk
           –   Assessment of Operational Risk – General Considerations
           –   Process Design and Mapping, Reliability Theory, etc
           –   Ops Risk and Total Quality Management (TQM)


      •    Basel III and Measurement of Operational Risk

      •    Concluding Remarks


8/3/2012                                                                 7
One Way of Looking at Risks in Banking

                                       Equity Risk                          Specific Risk
                                                          Trading Risk
                  Market Risk       Interest Rate Risk
                                                           Gap Risk          General
                                      Currency Risk                         Market Risk
                   Credit Risk
                                     Commodity Risk
                  Liquidity Risk
      Banking                           Transaction          Counterparty
       Risks                                Risk                 Risk

                 Operational Risk       Portfolio
                                      Concentration           Issuer Risk
                                          Risk
                    Legal Risk
                                    Money Transfer Risk
                  Reputational
                     Risk             Value Error Risk

                                       Systems Risk

                                      Clearance Risk

                                        Model Risk


8/3/2012                                                                                    8
Definition of Operational Risk

      • Early work resorted to a negative definition of 'other risks' – all risks
        except credit, market and interest rate risk in the banking book.

      • Latest definition:
           – The risk of loss resulting from inadequate or failed internal processes, people
             and systems or from external events, including those adversely affecting
             reputation, legal enforcement of contracts and claims.
           – Excludes strategic, business and systemic risk. However they are often
             captured simply as operational risk.


                  Operational Risk ≠ Total Risk – Market Risk – Credit Risk




8/3/2012                                                                                       9
Operational Risk Varies by Business Types




8/3/2012                                          10
Causal Analysis and Risk Management




               Symptoms                     Risk Mitigation




             Causally related
                 events




            Root cause events               Risk Prevention




8/3/2012                                                      11
Outline

      •    Learning from Mishaps
           –   Examples of Operational Failures in Financial Industry
           –   Lessons Learnt


      •    Defining Operational Risk

      •    Managing Operational Risk
           –   Assessment of Operational Risk – General Considerations
           –   Process Design and Mapping, Reliability Theory, etc
           –   Ops Risk and Total Quality Management (TQM)


      •    Basel III and Measurement of Operational Risk

      •    Concluding Remarks


8/3/2012                                                                 12
Operational Risk Taxonomy



                                                                  Employee
                                           Internal Acts
                                                                  Relations


                                         Employment
                                                              Safe environment -
                          People          Practices &
                                                              workers & 3rd party
                                        Workplace Safety

                                         Clients, Products
                                           and Business           Diversity &
                                             Practices          discrimination

                                        Execution, Delivery
                        Processes           & Process
                                          Management


                         Systems          IT and Utilities



                                        Damage to or Loss
                                           of Assets
                      External Events

                                           External Acts



8/3/2012                                                                            13
Basic Operational Risk Factors


      •    People risk                    •
                                          •
                                              Incompetency
                                              Fraud, …



      •    Process risk                   •   Model/methodology error
                                          •   Mark-to-model error, ….
           –   Model risk
                                          •   Execution error
           –   Transaction risk           •   Product complexity
                                          •   Booking error
           –   Operational control risk   •   Settlement error
                                          •   Documentation/contract risk, ...

                                          •   Exceeding limits
      •    Technology risk                •   Security risks
                                          •   Volume risks, …




                                          •   System Failure
                                          •   Programming error
                                          •   Information risk
                                          •   Telecommunication failure, …




8/3/2012                                                                         15
Operational Risk Management

      Objectives                                               “Must Have” Elements

      •    To generate a broader understanding of              •   An agreed conceptual framework that
           operational risk issues at all levels of the firm       provides:
           that touch on key areas of risk.                        –    a definition of operational risk;
                                                                   –    identification of the key components of
      •    To enable the organization to anticipate risks               operational risk;
           more effectively.                                       –    the role and responsibilities of the function;
                                                                   –    its organizational fit within risk management and
                                                                        the firm as a whole;
      •    To change behavior in order to reduce
                                                                   –    its operating principle
           operational risk and to enhance the “culture of
                                                                   –    its approach to measurement; and its approach to
           control” within the organization.                            reporting results.

      •    To provide objective information so that
                                                               •   A systems and data architecture that provides
           services offered by the organization take               timely, comprehensive and consistent
           account of operational risks.                           information for decision taking and risk
                                                                   evaluation.
      •    To provide support in ensuring that adequate
           due diligence is shown when carrying out
           mergers and acquisitions.                           •   The resources, i.e. management and people.

      •    To provide objective measurements of                •   The necessary tools, e.g. techniques for
           performance.                                            measurement.

      •    To avoid potential catastrophic losses.

8/3/2012                                                                                                                    16
Framework (giving a view both backwards and forwards)




8/3/2012                                                       17
Three Lines of Defense Model

                                                           Area                        Purpose                                Role
    3rd Line of Defense




                                                                                                                                                       Independent
                           Audit function will                                                                Provide independent assurance on




                                                                                                                                                         Assurance
                                                                             Provide independent challenge
                           challenge the key       Internal/External Audit                                       key controls and reporting &
                          processes employed
                                                                                      & assurance
                                                                                                                  overall or policy framework
                            by the business




                               Established                                                                     Provide the infrastructure and the
                               committee                 OR Policies          OR Framework & Reporting
                                                                                                             analysis to aid oversight and challenge




                                                                                                                                                          Governance & Oversight
                                                          Endorsed                     Built
    2nd Line of Defense




                             structures and                                                                         in respect of OR policies,
                                reporting
                                                                                                                   framework and reporting

                          Ops risk function acts
                           as overall owners of
                                                                                      Oversight &                Provide oversight & challenge
                          OR policy and control        OR Managers
                                                                                       Challenge                     Provide expert advice
                           assurance processes
    1st Line of Defense




                             The business is




                                                                                                                                                          Manage OR
                          responsible for day to                               Establish a suitable risk &    Identify risks improvement actions,
                                                        The Business
                          day risk management,                                   control environment.          Implement controls, Reporting on
                                                         Front Line
                              and testing of                                       Test key controls                   progress/incidents
                              controls (Sox)



8/3/2012                                                                                                                                                                           18
Potential Risk/Failure Points in Insurance



                                        Standard    Fraudulent        Processing
                                        Expenses    Expenses            Errors

                                                                                                The significant sources
            Covered                                                                             of operational risk are
            Losses
                                                                                                implicitly included in
                                                                                                regulatory and rating
           Fraudulent                              Total Expenses                               agency capital models.
                        Total Losses
             Losses



           Processing
             Errors
                        Underwriting                                     Financial
                          Errors                                        Statements


             Policy
            Premium                                                                 Regulatory /
                                                            Pricing                Rating Agency
                        Total Premium                                              Capital Models
           Processing
             Errors




8/3/2012                                                                                                                  19
Sequential Activities and its Relationship to Reliability Theory

      •    When a number of activities in a product has to be done in series, then the
           “survival” probabilities have to be multiplied.
           –   Assume 3 activities in series; each one having a probability of 0.9 of being done
               correctly. The probability of the entire product done correctly is
                      0.9 x 0.9 x 0.9 = 0.73


      •    Example
           –   Independent Verification
               o   Independent verification of all activities reduces probabilities of errors and potential fraud.
                       What is optimal redundancy?


           –   Parallel Checking (Independent)
               o   If an activity has a 0.1 probability of error, an independent verification with the same
                   probability of error, reduces the overall error rate to 0.01.
               o   If the parallel activity is negatively correlated with the first activity, then overall error rate is
                   even lower; if it is positively correlated with the first activity, then it is higher than 0.01.




8/3/2012                                                                                                                   20
Why TQM or 6-Sigma?

      Size of Operation                               Learning from Other Industries

      •    Bank of America has to process daily       •   From the Manufacturing industry:
           approximately 30,000,000 checks.               –   Shingo systems (Poka-yoke systems)
           The number of checks not processed             –   Statistical Process Control (SPC)
           correctly is less than 100.                    –   Deming’s 14 points

      •    A major investment bank in NY              •   From the Aviation industry:
           processes daily approximately                  –   Near-Miss reporting systems
           10,000 Forex trades. The number of             –   Checklists
           trades with minor errors less than
           100. The number of trades with a
           medium size error less than 1.             •   From the Health Care Industry:
           –   Note: each trade may be subject to a       –   Second opinions
               number of amendments or                    –   Knowledge system software
               exceptions



8/3/2012                                                                                           21
Variations/Variability

      •    Process variability is inevitable
                                                                                 In control     Not in control
           –   Human variability
           –   Machine or System variability
                                                             Assume process is
                                                                                     OK         Type II error
      •    How much variability is too much?                 OK

           –   Assignable variations
               o   Can be traced to a specific reason
                                                             Take corrective
               o   Should be eliminated                                          Type I error        OK
                                                             action
           –   Natural or random variations
               o   Form a pattern that can be described
                   as a distribution
               o   We say that the process is “in control”
                   when there are only natural variations




8/3/2012                                                                                                         22
Specification Limits vs. Performance Limits


           An Undesirable Situation             A Very Undesirable Situation




                   performance                               performance

                                specification
                                                          specification


           A Vulnerable Situation               A Very Desirable Situation




                    performance                               performance
                specification                                   specification
8/3/2012                                                                        23
Outline

      •    Learning from Mishaps
           –   Examples of Operational Failures in Financial Industry
           –   Lessons Learnt


      •    Defining Operational Risk

      •    Managing Operational Risk
           –   Assessment of Operational Risk – General Considerations
           –   Process Design and Mapping, Reliability Theory, etc
           –   Ops Risk and Total Quality Management (TQM)


      •    Basel III and Measurement of Operational Risk

      •    Concluding Remarks


8/3/2012                                                                 24
How is Operational Risk Measured?


      •    Quantitative Approach
           –   Statistical
           –   Historical                                Too rigid
           –   Internal/External Failures                Relevancy?
           –   Monte Carlo Simulation


      •    Qualitative Approach
           –   Based on self-assessments

                                                         Too judgmental
      •    Either approach on its own does not tell      No reference points
           the whole story




8/3/2012                                                                        25
Basel III – Operational Risk

      •    Basic Indicator Approach (BIA)
           –   The operational risk capital charge under BIA is calculated as a fixed percentage of the
               average over the previous three years of positive annual Gross Income (GI).
           –   Percentage is currently set at 15%


      •    Standardized Approach (SA)
           –   Banks activities are divided into 8 Business lines (Corporate Finance, Trading, Retail
               Banking, etc.)
           –   Each Business line has its own GI; again we look at the GIs over the last three years.
           –   The capital charge for each business line is multiplied by a factor that is specified for
               that business line.
           –   Factor for each business line is somewhere between 12 and 18%.


      •    Advanced Measurement Approaches (AMA)
           –   the Internal Measurement Approach (IMA)
           –   the Score Card Approach (SCA)
           –   the Loss Distribution Approach (LDA)


8/3/2012                                                                                                   26
Basel III Specific Criteria

      •    Supervisory guidelines have been established for the Advanced
           Measurement Approach governing 33 principles in 4 separate categories.
           Supervisors will assess banks against each of these guidelines.
           Governance                                    Data & Reporting (cont’d)
           1.    Roles and responsibilities              18.   External loss data policy
           2.    Board of Director oversight             19.   Management review of external data
           3.    Appropriate resources                   20.   Thresholds
           4.    Independent function                    21.   Boundaries
           5.    Risk and Exposure reporting
           6.    LOB responsibility                      Environment
           7.    LOB alignment with firm-wide policy     22. Business environment and control factors
           8.    Firm-wide policies and procedures       23. Comparison of loss experience
                                                         24. Scenario analysis policy
           Data & Reporting
           9.    Firm-wide exposure reporting            Capital Measurement
           10.   Senior management reporting             25.   Analysis framework
           11.   Internal controls minimum standards     26.   Documented assumptions
           12.   Data sufficiency                        27.   Calculated elements
           13.   Definition                              28.   Treatment of EL
           14.   Collection and modification standards   29.   Diversification / correlation assumptions
           15.   Loss history time series                30.   Insurance offset
           16.   Data mapping                            31.   Data management
           17.   Loss data capture policy                32.   Verification
                                                         33.   Independent testing


8/3/2012                                                                                                   27
Variables In Foreign Exchange Trade

             Stage I                  Stage II                  Stage III               Stage IV                  Stage V
     (Before order Match or      (Before Financial         (Before Settlement      (Before Value Date)         (Before Terms
       Broker Verification)       Confirmation)              Confirmation)            (open trade)             Confirmation)


 1. Elapsed Time              1. Elapsed Time            1. Notional              1. Notional              1. Elapsed Time
 2. Historical Volatility     2. Historical Volatility   2. Potential OD Rates    2. Payment               2. Historical Volatility
 3. Deviation from Average    3. Deviation from          3. Master Agreement          Instruction          3. Deviation from
    Volatility                    Average Volatility         (Provisions for          Precedence               Average Volatility
 4. Mark-to-Market            4. Mark-to-Market              Netting)             3. Potential OD rates    4. Mark-to-Market
 5. Trader Error Ratio        5. Trader Error Ratio      4. Mark-to-Market        4. Mark-to-Market        5. Trader Error Ratio
 6. Client Sensitivity        6. Client Sensitivity      5. Fail Recovery Time    5. Fail Recovery Time    6. Client Sensitivity
 7. Sales Error Ratio         7. Regulatory Risk         6. Client Sensitivity    6. Client Sensitivity    7. Sales Error Ratio
                              8. Execution Method        7. Regulatory Risk       7. Regulatory Risk       8. Outgoing Confirm
                              9. Client Operating        8. Liquidity Risk        8. Liquidity Risk            Method
                                  Infrastructure         9. Client Operating      9. Client Operation      9. Template
                              10. Incoming Confirm           Infrastructure           Infrastructure           Precedence
                                  Method                 10. Country Operating    10. Country Operating    10. Incoming Confirm
                              11. Outgoing Confirm           Infrastructure           Infrastructure           Method
                                  Method                 11. Operator Stage II    11. Operator Stage I     11. Product Complexity
                              12. Outgoing Conf          12. Product Complexity   12. Operator Stage III   12. Master Agreement
                                  Delay/Elapsed Time     13. Time to Settlement       Approver                 Operator State II
                              13. Internal Credit            Cutoff               13. Master Agreement
                                  Rating                 14. Payment
                              14. Sales Error Ratio          Instruction
                                                             Precedence

8/3/2012                                                                                                                              28
From Tools for Risk Analysis to OpVaR



                        Calculation of   Calculation of
           Exposure                                                  Calculation of
                        Actual PEs &     Actual PEs &                                 Reporting
           Base (EIs)                                                OP VaR
                            LGEs             LGEs


           Internal
             Loss
            History


           Industry        Actual          Project-
             Loss           Loss           ed Loss                       OpVaR
            History        Rates            Rates                                          RAROC



           Scenario
           Analysis

                                                           Stress                         OpVaR
                                                          Scenario                        Report
            Key Risk
            Drivers
            (KRDs)

8/3/2012                                                                                           29
Outline

      •    Learning from Mishaps
           –   Examples of Operational Failures in Financial Industry
           –   Lessons Learnt


      •    Defining Operational Risk

      •    Managing Operational Risk
           –   Assessment of Operational Risk – General Considerations
           –   Process Design and Mapping, Reliability Theory, etc
           –   Ops Risk and Total Quality Management (TQM)


      •    Basel III and Measurement of Operational Risk

      •    Concluding Remarks


8/3/2012                                                                 30
OpRisk Management and Related Disciplines


                                             Total Quality
                                                                        Facilities
                   Statistical               Management
                                                                        Management
                   Process
                   Control
                                                                                                Contingency
                                                                                                Planning

           Actuarial Loss
           Model


                                 Insurance             Operational Risk              Financial Risk
                                                                                      Management
                                                        Management




                 Reliability                                                                          Risk Processes
                 Engineering                 Operations                                               &
                                             Management                 Audit                         Organization



                                                             Internal
                                                             Control

8/3/2012                                                                                                               31
Proper Design of Incentive Systems

      •    Incentives for the company
           –   if company knows that risky assets will be sold there is less of an incentive to
               assess the risk carefully


      •    Incentives for employees
           –   immediate bonuses for the employee versus long term risk for the company




8/3/2012                                                                                          32
Black Swan Events − Mitigants

      •    Not exposing oneself to large losses.
           –   For instance, only buying options (so one can at most
               lose the premium), not selling them.

      •    Performing sensitivity analysis on assumptions
           –   This does not eliminate the risk, but identifies which assumptions are key to
               conclusions, and thus meriting close scrutiny.

      •    Scenario analysis and stress testing
           –   These are widely used in industry; they do not include unforeseen events, but
               emphasize various possibilities and what one stands to lose, so one is not blinded by
               absence of losses thus far.

      •    Using non-probabilistic decision techniques
           –   While most classical decision theory is based on probabilistic techniques of expected
               value or expected utility, alternatives exist which do not require assumptions about the
               probabilities of various outcomes, and are thus robust. These include minimax, minimax
               regret, and info-gap decision theory.



8/3/2012                                                                                                  33
Operational Risk Management Framework


                                   Operational Risk Management Framework

      Management Agenda                               Understanding Operational Risk
         • Purpose&objectives                             • Operational Risk Taxonomy
         • Value proposition                              • Key Risks and Trends
         • Risk “appetite,” culture
         • Basel II                                   Best Practices/Standards
                                                           • Policies & guidelines
      Operational Risk Methodologies                       • Industry standards
          • Business Continuity Management                 • Regulatory standards
          • Technology Risk Assessment
          • Preventive, Detective Controls, Risk      Organisation Structure
              Mitigation                                  • Oversight structure
          • Control Self Assessment                       • Roles & responsibilities
          • Risk Measurement/Quantification           Management Information System
              Methods                                    • ORM system architecture

                                        Unified Risk Management Process




8/3/2012                                                                                34
THE END

                           Enoch CHNG
           Office: Rm 4003, SIS Phone: +65 68085155
                  Email: enochchng@smu.edu.sg




8/3/2012                                              35

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What financial institutions know about operational risk

  • 1. What do financial institutions know about operational risk? Enoch CHNG Associate Professor of Information Systems (Education) & Director, SIS Programs in Financial Services (TOPS) School of Information Systems Singapore Management University 8/3/2012 1
  • 2. Outline • Learning from Mishaps – Examples of Operational Failures in Financial Industry – Lessons Learnt • Defining Operational Risk • Managing Operational Risk – Assessment of Operational Risk – General Considerations – Process Design and Mapping, Reliability Theory, etc – Ops Risk and Total Quality Management (TQM) • Basel III and Measurement of Operational Risk • Concluding Remarks 8/3/2012 2
  • 3. Examples of Operational Failures in Finance • Barings (Singapore, 1995) • Sumitomo (New York, 1996) • NatWest (London, 1997) • LTCM (Greenwich, 1998) • HIH Insurance (Sydney, 2000) • Cantor Fitzgerald (New York, 2001) • Allied Irish Bank (Baltimore, 2002) • Mizuho (Tokyo, 2005) • Société Générale (Paris, 2007) • TD Ameritrade (January 2008) • UBS rogue trader scandal (London, Sep 2011) • JPM Hedge Loss (London, 2012) 8/3/2012 3
  • 4. Features of Mishaps LTCM NatWest Sumitomo Barings ? 1998 1997 1996 1995 Loss (USD 4.4 0.2 2.6 1.3 ? bn) Loss in % 44% negligible 45% 100% ? cap Time to Fast 3 yrs 10 yrs 3 yrs ? mishap Market External Mistaken Trigger Margin call ? conditions audit sending Loss events with a long time-lag usually require an additional external trigger event to make the losses apparent. 8/3/2012 4
  • 5. Rogue Trading • Frequency and Severity • Sequence of Events – Quite frequent and very severe. – Usually starts small and very innocuous (cover up of an error), but then may continue for many • Where does it occur? years (while expanding) before – US, Europe, Singapore, South being discovered. America, … – Warning signs are not heeded. – Far-flung branch office. – Management inaction. • Profile • How to avoid? – Relatively young or star traders. – Internal audits and controls (with – Gambling persona. separate lines of reporting), – Seemingly profitable business unit. regular internal transfers, – Internal pressure to bring in high mandatory vacations, … returns. 8/3/2012 5
  • 6. Human Error • There are many examples of very common human errors (example in FX: USD-Euro vs Euro-USD trade). • Frequency and Severity – quite often and severe. • Important factors: Experience, Workload. Why does a human error much more often result • How to avoid: Well designed information in a loss rather than in a systems with error-correcting feedback, gain ? additional checking by independent people. • Complexities in information system design: – Requirements of having real time feed of market data. (Not easy, especially not when stock is very lightly traded or when trading is very volatile). – Information may have to be fed into a neural net in order to detect anomalies. Neural net has to provide feedback in real time. 8/3/2012 6
  • 7. Outline • Learning from Mishaps – Examples of Operational Failures in Financial Industry – Lessons Learnt • Defining Operational Risk • Managing Operational Risk – Assessment of Operational Risk – General Considerations – Process Design and Mapping, Reliability Theory, etc – Ops Risk and Total Quality Management (TQM) • Basel III and Measurement of Operational Risk • Concluding Remarks 8/3/2012 7
  • 8. One Way of Looking at Risks in Banking Equity Risk Specific Risk Trading Risk Market Risk Interest Rate Risk Gap Risk General Currency Risk Market Risk Credit Risk Commodity Risk Liquidity Risk Banking Transaction Counterparty Risks Risk Risk Operational Risk Portfolio Concentration Issuer Risk Risk Legal Risk Money Transfer Risk Reputational Risk Value Error Risk Systems Risk Clearance Risk Model Risk 8/3/2012 8
  • 9. Definition of Operational Risk • Early work resorted to a negative definition of 'other risks' – all risks except credit, market and interest rate risk in the banking book. • Latest definition: – The risk of loss resulting from inadequate or failed internal processes, people and systems or from external events, including those adversely affecting reputation, legal enforcement of contracts and claims. – Excludes strategic, business and systemic risk. However they are often captured simply as operational risk. Operational Risk ≠ Total Risk – Market Risk – Credit Risk 8/3/2012 9
  • 10. Operational Risk Varies by Business Types 8/3/2012 10
  • 11. Causal Analysis and Risk Management Symptoms Risk Mitigation Causally related events Root cause events Risk Prevention 8/3/2012 11
  • 12. Outline • Learning from Mishaps – Examples of Operational Failures in Financial Industry – Lessons Learnt • Defining Operational Risk • Managing Operational Risk – Assessment of Operational Risk – General Considerations – Process Design and Mapping, Reliability Theory, etc – Ops Risk and Total Quality Management (TQM) • Basel III and Measurement of Operational Risk • Concluding Remarks 8/3/2012 12
  • 13. Operational Risk Taxonomy Employee Internal Acts Relations Employment Safe environment - People Practices & workers & 3rd party Workplace Safety Clients, Products and Business Diversity & Practices discrimination Execution, Delivery Processes & Process Management Systems IT and Utilities Damage to or Loss of Assets External Events External Acts 8/3/2012 13
  • 14. Basic Operational Risk Factors • People risk • • Incompetency Fraud, … • Process risk • Model/methodology error • Mark-to-model error, …. – Model risk • Execution error – Transaction risk • Product complexity • Booking error – Operational control risk • Settlement error • Documentation/contract risk, ... • Exceeding limits • Technology risk • Security risks • Volume risks, … • System Failure • Programming error • Information risk • Telecommunication failure, … 8/3/2012 15
  • 15. Operational Risk Management Objectives “Must Have” Elements • To generate a broader understanding of • An agreed conceptual framework that operational risk issues at all levels of the firm provides: that touch on key areas of risk. – a definition of operational risk; – identification of the key components of • To enable the organization to anticipate risks operational risk; more effectively. – the role and responsibilities of the function; – its organizational fit within risk management and the firm as a whole; • To change behavior in order to reduce – its operating principle operational risk and to enhance the “culture of – its approach to measurement; and its approach to control” within the organization. reporting results. • To provide objective information so that • A systems and data architecture that provides services offered by the organization take timely, comprehensive and consistent account of operational risks. information for decision taking and risk evaluation. • To provide support in ensuring that adequate due diligence is shown when carrying out mergers and acquisitions. • The resources, i.e. management and people. • To provide objective measurements of • The necessary tools, e.g. techniques for performance. measurement. • To avoid potential catastrophic losses. 8/3/2012 16
  • 16. Framework (giving a view both backwards and forwards) 8/3/2012 17
  • 17. Three Lines of Defense Model Area Purpose Role 3rd Line of Defense Independent Audit function will Provide independent assurance on Assurance Provide independent challenge challenge the key Internal/External Audit key controls and reporting & processes employed & assurance overall or policy framework by the business Established Provide the infrastructure and the committee OR Policies OR Framework & Reporting analysis to aid oversight and challenge Governance & Oversight Endorsed Built 2nd Line of Defense structures and in respect of OR policies, reporting framework and reporting Ops risk function acts as overall owners of Oversight & Provide oversight & challenge OR policy and control OR Managers Challenge Provide expert advice assurance processes 1st Line of Defense The business is Manage OR responsible for day to Establish a suitable risk & Identify risks improvement actions, The Business day risk management, control environment. Implement controls, Reporting on Front Line and testing of Test key controls progress/incidents controls (Sox) 8/3/2012 18
  • 18. Potential Risk/Failure Points in Insurance Standard Fraudulent Processing Expenses Expenses Errors The significant sources Covered of operational risk are Losses implicitly included in regulatory and rating Fraudulent Total Expenses agency capital models. Total Losses Losses Processing Errors Underwriting Financial Errors Statements Policy Premium Regulatory / Pricing Rating Agency Total Premium Capital Models Processing Errors 8/3/2012 19
  • 19. Sequential Activities and its Relationship to Reliability Theory • When a number of activities in a product has to be done in series, then the “survival” probabilities have to be multiplied. – Assume 3 activities in series; each one having a probability of 0.9 of being done correctly. The probability of the entire product done correctly is 0.9 x 0.9 x 0.9 = 0.73 • Example – Independent Verification o Independent verification of all activities reduces probabilities of errors and potential fraud.  What is optimal redundancy? – Parallel Checking (Independent) o If an activity has a 0.1 probability of error, an independent verification with the same probability of error, reduces the overall error rate to 0.01. o If the parallel activity is negatively correlated with the first activity, then overall error rate is even lower; if it is positively correlated with the first activity, then it is higher than 0.01. 8/3/2012 20
  • 20. Why TQM or 6-Sigma? Size of Operation Learning from Other Industries • Bank of America has to process daily • From the Manufacturing industry: approximately 30,000,000 checks. – Shingo systems (Poka-yoke systems) The number of checks not processed – Statistical Process Control (SPC) correctly is less than 100. – Deming’s 14 points • A major investment bank in NY • From the Aviation industry: processes daily approximately – Near-Miss reporting systems 10,000 Forex trades. The number of – Checklists trades with minor errors less than 100. The number of trades with a medium size error less than 1. • From the Health Care Industry: – Note: each trade may be subject to a – Second opinions number of amendments or – Knowledge system software exceptions 8/3/2012 21
  • 21. Variations/Variability • Process variability is inevitable In control Not in control – Human variability – Machine or System variability Assume process is OK Type II error • How much variability is too much? OK – Assignable variations o Can be traced to a specific reason Take corrective o Should be eliminated Type I error OK action – Natural or random variations o Form a pattern that can be described as a distribution o We say that the process is “in control” when there are only natural variations 8/3/2012 22
  • 22. Specification Limits vs. Performance Limits An Undesirable Situation A Very Undesirable Situation performance performance specification specification A Vulnerable Situation A Very Desirable Situation performance performance specification specification 8/3/2012 23
  • 23. Outline • Learning from Mishaps – Examples of Operational Failures in Financial Industry – Lessons Learnt • Defining Operational Risk • Managing Operational Risk – Assessment of Operational Risk – General Considerations – Process Design and Mapping, Reliability Theory, etc – Ops Risk and Total Quality Management (TQM) • Basel III and Measurement of Operational Risk • Concluding Remarks 8/3/2012 24
  • 24. How is Operational Risk Measured? • Quantitative Approach – Statistical – Historical  Too rigid – Internal/External Failures  Relevancy? – Monte Carlo Simulation • Qualitative Approach – Based on self-assessments  Too judgmental • Either approach on its own does not tell  No reference points the whole story 8/3/2012 25
  • 25. Basel III – Operational Risk • Basic Indicator Approach (BIA) – The operational risk capital charge under BIA is calculated as a fixed percentage of the average over the previous three years of positive annual Gross Income (GI). – Percentage is currently set at 15% • Standardized Approach (SA) – Banks activities are divided into 8 Business lines (Corporate Finance, Trading, Retail Banking, etc.) – Each Business line has its own GI; again we look at the GIs over the last three years. – The capital charge for each business line is multiplied by a factor that is specified for that business line. – Factor for each business line is somewhere between 12 and 18%. • Advanced Measurement Approaches (AMA) – the Internal Measurement Approach (IMA) – the Score Card Approach (SCA) – the Loss Distribution Approach (LDA) 8/3/2012 26
  • 26. Basel III Specific Criteria • Supervisory guidelines have been established for the Advanced Measurement Approach governing 33 principles in 4 separate categories. Supervisors will assess banks against each of these guidelines. Governance Data & Reporting (cont’d) 1. Roles and responsibilities 18. External loss data policy 2. Board of Director oversight 19. Management review of external data 3. Appropriate resources 20. Thresholds 4. Independent function 21. Boundaries 5. Risk and Exposure reporting 6. LOB responsibility Environment 7. LOB alignment with firm-wide policy 22. Business environment and control factors 8. Firm-wide policies and procedures 23. Comparison of loss experience 24. Scenario analysis policy Data & Reporting 9. Firm-wide exposure reporting Capital Measurement 10. Senior management reporting 25. Analysis framework 11. Internal controls minimum standards 26. Documented assumptions 12. Data sufficiency 27. Calculated elements 13. Definition 28. Treatment of EL 14. Collection and modification standards 29. Diversification / correlation assumptions 15. Loss history time series 30. Insurance offset 16. Data mapping 31. Data management 17. Loss data capture policy 32. Verification 33. Independent testing 8/3/2012 27
  • 27. Variables In Foreign Exchange Trade Stage I Stage II Stage III Stage IV Stage V (Before order Match or (Before Financial (Before Settlement (Before Value Date) (Before Terms Broker Verification) Confirmation) Confirmation) (open trade) Confirmation) 1. Elapsed Time 1. Elapsed Time 1. Notional 1. Notional 1. Elapsed Time 2. Historical Volatility 2. Historical Volatility 2. Potential OD Rates 2. Payment 2. Historical Volatility 3. Deviation from Average 3. Deviation from 3. Master Agreement Instruction 3. Deviation from Volatility Average Volatility (Provisions for Precedence Average Volatility 4. Mark-to-Market 4. Mark-to-Market Netting) 3. Potential OD rates 4. Mark-to-Market 5. Trader Error Ratio 5. Trader Error Ratio 4. Mark-to-Market 4. Mark-to-Market 5. Trader Error Ratio 6. Client Sensitivity 6. Client Sensitivity 5. Fail Recovery Time 5. Fail Recovery Time 6. Client Sensitivity 7. Sales Error Ratio 7. Regulatory Risk 6. Client Sensitivity 6. Client Sensitivity 7. Sales Error Ratio 8. Execution Method 7. Regulatory Risk 7. Regulatory Risk 8. Outgoing Confirm 9. Client Operating 8. Liquidity Risk 8. Liquidity Risk Method Infrastructure 9. Client Operating 9. Client Operation 9. Template 10. Incoming Confirm Infrastructure Infrastructure Precedence Method 10. Country Operating 10. Country Operating 10. Incoming Confirm 11. Outgoing Confirm Infrastructure Infrastructure Method Method 11. Operator Stage II 11. Operator Stage I 11. Product Complexity 12. Outgoing Conf 12. Product Complexity 12. Operator Stage III 12. Master Agreement Delay/Elapsed Time 13. Time to Settlement Approver Operator State II 13. Internal Credit Cutoff 13. Master Agreement Rating 14. Payment 14. Sales Error Ratio Instruction Precedence 8/3/2012 28
  • 28. From Tools for Risk Analysis to OpVaR Calculation of Calculation of Exposure Calculation of Actual PEs & Actual PEs & Reporting Base (EIs) OP VaR LGEs LGEs Internal Loss History Industry Actual Project- Loss Loss ed Loss OpVaR History Rates Rates RAROC Scenario Analysis Stress OpVaR Scenario Report Key Risk Drivers (KRDs) 8/3/2012 29
  • 29. Outline • Learning from Mishaps – Examples of Operational Failures in Financial Industry – Lessons Learnt • Defining Operational Risk • Managing Operational Risk – Assessment of Operational Risk – General Considerations – Process Design and Mapping, Reliability Theory, etc – Ops Risk and Total Quality Management (TQM) • Basel III and Measurement of Operational Risk • Concluding Remarks 8/3/2012 30
  • 30. OpRisk Management and Related Disciplines Total Quality Facilities Statistical Management Management Process Control Contingency Planning Actuarial Loss Model Insurance Operational Risk Financial Risk Management Management Reliability Risk Processes Engineering Operations & Management Audit Organization Internal Control 8/3/2012 31
  • 31. Proper Design of Incentive Systems • Incentives for the company – if company knows that risky assets will be sold there is less of an incentive to assess the risk carefully • Incentives for employees – immediate bonuses for the employee versus long term risk for the company 8/3/2012 32
  • 32. Black Swan Events − Mitigants • Not exposing oneself to large losses. – For instance, only buying options (so one can at most lose the premium), not selling them. • Performing sensitivity analysis on assumptions – This does not eliminate the risk, but identifies which assumptions are key to conclusions, and thus meriting close scrutiny. • Scenario analysis and stress testing – These are widely used in industry; they do not include unforeseen events, but emphasize various possibilities and what one stands to lose, so one is not blinded by absence of losses thus far. • Using non-probabilistic decision techniques – While most classical decision theory is based on probabilistic techniques of expected value or expected utility, alternatives exist which do not require assumptions about the probabilities of various outcomes, and are thus robust. These include minimax, minimax regret, and info-gap decision theory. 8/3/2012 33
  • 33. Operational Risk Management Framework Operational Risk Management Framework Management Agenda Understanding Operational Risk • Purpose&objectives • Operational Risk Taxonomy • Value proposition • Key Risks and Trends • Risk “appetite,” culture • Basel II Best Practices/Standards • Policies & guidelines Operational Risk Methodologies • Industry standards • Business Continuity Management • Regulatory standards • Technology Risk Assessment • Preventive, Detective Controls, Risk Organisation Structure Mitigation • Oversight structure • Control Self Assessment • Roles & responsibilities • Risk Measurement/Quantification Management Information System Methods • ORM system architecture Unified Risk Management Process 8/3/2012 34
  • 34. THE END Enoch CHNG Office: Rm 4003, SIS Phone: +65 68085155 Email: enochchng@smu.edu.sg 8/3/2012 35