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The 2012 Moody's Analytics Risk Practitioner Conference The Validity of Validation Ottmar Bongers Chicago, 17 th Oct. 2012 | 06.10.2012 | Seite 1 List of Disclaimer 1. All characters/financial institutions in this presentation are


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The 2012 Moody's Analytics Risk Practitioner Conference The Validity of Validation

Ottmar Bongers Chicago, 17th Oct. 2012

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List of Disclaimer

  • 1. All characters/financial institutions in this presentation

are fictitious, any resemblance to real persons/financial institutions, living or dead is purely coincidental.

  • 2. All statements in this presentation do not represent

BaFin but are just the presenter’s personal view.

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital
  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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  • 1. Model Risk Management in the Basel III World

Models in the financial crisis

  • Pricing: overreliance on market liquidity / ratings

enormous uncertainty

  • Market Risk: poor segmentation, risk factors, mapping

e.g. ABS, CDOs

  • Capital: underestimation of required capital
  • insufficient risk analysis of products & markets
  • insufficient awareness about model weaknesses & limitations
  • insufficient speed of model adjustments

not really a good track record lessons learned ?

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  • 1. Model Risk Management in the Basel III World

Regulatory Changes for Internal Models (Pillar 1)

  • structured products banished
  • CRM for correlation trading
  • IRC for migration risk, end of „surcharge“
  • Stress-VaR in memoriam financial crisis
  • higher capital ratios
  • CVA on the horizon

capital increase for market risk by factor X More Internal Models, more capital, more need for validation!

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  • 1. Model Risk Management in the Basel III World

Changes in the Industry on Models ?

  • some banks are gone, some merged
  • some have been rescued by the tax payer
  • capital programs driven by regulatory stress tests and ratios
  • ICAAP & stress tests are taken more serious

But for how long ? More model use, more challenge, more need for validation!

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation

2.1 Scope & Objectives of Model Validation 2.2 Validation Process 2.3 Documentation – Report - Action

  • 3. Validation of Economic Capital
  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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2.1 Scope & Objectives of Model Validation

Model Validation is … Fit for purpose? … set of processes and activities … to verify that models are performing as expected, in line with their design objectives and business uses … to identify potential limitations and assumptions and access their possible impact * * FED/OCC, Supervisory Guidance on Model Risk Management, 4.4.2011

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2.1 Scope & Objectives of Model Validation

EC regulatory capital

VaR/ST per silo:

MR CR OpR BR LR..

valuation models enterprise risk- and capital models risk models per risk type

parameter estimates (e.g. IRB)

pricing + basis for risk models

Objects of Model Validation

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2.1 Scope & Objectives of Model Validation

F O R E C A S T

risk model: much more than a formula

exposure data historic/market data exp. data exp. data proxies

risk drivers R I S K M O D E L model design parameter risk measures VaR Stress Test

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2.1 Scope of Model Validation

model design model input : parameter/assumptions/ exposure data / market data processing reporting

Comprehensive Validation

risk analysis / model coverage use of the model results

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2.1 Scope of Model Validation Objectives of comprehensive model validation:

  • effective challenge
  • transparency of model strength & weaknesses
  • materiality of weaknesses
  • impact of weaknesses on model use
  • improvements of models and their use

efficient model based risk/capital management processes

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2.2 Model Validation Process

risk analysis/model coverage per risk type/per business lines only validation of model design: for model development only for model audit only model input: no periodic review no data quality check processing: no quality metric no measurement of process quality model results: no assessment of model risk no escalation threshold Limited validity of validation !

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2.2 Model Validation Process

risk analysis/model coverage: established periodic process per risk type and across silos/business lines: assessment of changes in products, clients, exposures, risk profile, market conditions validation of model design: model input: processing: model results: assessment of design/parameter/assumptions based on results of risk analysis and model use tolerance level for data and process quality measurement of key process indicators assessment of model risk well defined level of comfort for model risk escalation thresholds

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2.3 Documentation – Report - Action

documentation: lack of governance, policies and procedures lack of documented validation approaches lack of documented validation results validation report: tons of statistical tests information overkill no assessment of materiality no assessment of impact on model use no recommendations action: none, at least not triggered by report Validation process neither efficient nor reliable for senior management nor auditable for internal audit!

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2.3 Documentation – Report - Action Documentation

  • governance with roles & responsibilities
  • policy with validation objectives and
  • transparent model risk appetite
  • procedures describing policy´s implementation
  • per validation: approach and results
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2.3 Documentation – Report - Action Validation Report

  • model weaknesses and limitations:
  • materiality and impact on use of model results
  • compensation measures
  • monitoring of risk tolerance thresholds
  • tracking of remediation measures
  • recommendations for “model” improvements
  • actionable executive summary

Efficient & documented processes & actionable reports are a prerequisite for the validity of a Comprehensive Validation !

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital

3.1 Objectives, Roles & Responsibilities 3.2 Aspects of EC Validation 3.3 Documentation – Report - Action

  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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3.1 Objectives, Roles & Responsibilities

What purpose?

  • ICAAP Capital Adequacy Assessment Process
  • EC < risk bearing capacity
  • capital planning / management
  • ERM Enterprise Risk Management
  • risk appetite
  • risk limits across risk types
  • VBM Value Based Management
  • resource allocation
  • risk return steering

Without objective no validation ! EC-Model fit for purpose ?

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3.1 Objectives, Roles & Responsibilities

  • validation only by Quants
  • input data, model, results

not transparent

  • no “buy in” of Business
  • no real use of EC
  • no “client” – no budget -

no improvements - no quality

  • coop Quants/Risk Managers
  • Business “sign off”
  • quality challenge
  • acceptance, use
  • Board core “EC-User”
  • Risk-/Capital Committees
  • approval on material changes
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3.1 Objectives, Roles & Responsibilities

  • mandated owner of EC validation process
  • validation team or “independence” by segregation of duties
  • leverage on risk silo validation

cross silo risk analysis / risk management

  • mandated committees / ultimate responsibility: Board
  • dedicated experienced teams
  • periodic/triggered ad hoc review of risk map

Without “clients”, mandate, resources and effective challenge no validity of validation ! “effective challenge” is key criteria

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital

3.1 Objectives, Roles & Responsibilities 3.2 Aspects of EC Validation 3.3 Documentation – Report - Action

  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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3.2 Aspects of EC Validation: Credit Risk

risk analysis: products, markets, clients model design/ e.g. credit spread – migration – default risk model coverage: trading/banking book market data: e.g. migration matrices parameter: IRB parameter PD, LGD, CCF asset correlation, R² exposure: e.g. industry mapping, CCR model based EaD * recalibration

* BCBS, Sound practices for backtesting counterparty credit risk models, 12/2010

in line with use: going/gone concern

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3.2 Aspects of EC Validation: Credit Risk

  • analysis of EC-changes
  • exposure
  • model/parameter changes
  • sensitivity analysis
  • e.g. PD/LGD estimates (LDP)
  • asset correlation
  • comparison
  • regulatory capital - EC
  • stress test results - EC

fat tail transparency impact on EC involvement of Business Model risk management instruments

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3.2 Aspects of EC Validation: Market Risk

risk analysis: products: proxies - full reval, risk factor mapping markets: segments RF, liquidity holding period strategies: pricing factors, risk factors model design: credit spread – migration risk holding period, transformation x days to 1 year model coverage: risks not in EC, estimates market data: quality? representative? stale? exposure: 2nd order risk risk factor mapping quality of daily production across asset classes

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3.2 Aspects of EC Validation: Market Risk

  • use p/l analysis for model validation
  • p/l explain / attribution
  • analysis pricing factors vs risk factors
  • monitor proxy errors
  • performance indicator for daily

production

  • tolerance level
  • monitoring – escalation
  • „sign off“ by Business

understand your p/l industrialized production Model risk management instruments

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3.2 Aspects of EC Validation: Market Risk

  • VaR backtesting
  • outliers: only number, p/l explanation
  • analysis of VaR vs p/l movements/trends
  • on sufficient granular level
  • comparison
  • sensitivity analysis - EC
  • stress test results - EC
  • use of model results in risk management

fat tail transparency Needed: combined know how of markets, products, p/l, mapping, market data & model.

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3.2 Aspects of EC Validation

  • EC coverage and measurement
  • real estate, participation, pensions
  • business risk, operational risk
  • concentration risk, wrong way risk
  • inter risk type aggregation: MR – CR – OpR – (BR)
  • validation on high confidence level
  • choice of distribution
  • buffer for model risk / uncertainty / cyclicality

Model risk, uncertainties and risks not in EC should be, transparent, accounted for & managed.

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3.3 Documentation - Report - Action

  • EC Validation Policy
  • EC Validation Process Description
  • documentation of validation
  • actionable Validation Report
  • risk not in EC: - quantitative estimates
  • tolerance level / monitoring
  • escalation trigger
  • tracking of improvement plans

Validation Report is key for EC model risk management. what should be done what was done

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital
  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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  • 4. Senior Management´s Role in Validation
  • decide on validation governance
  • decide on validation policies and tolerance level for model risk
  • provide budget for sufficient and experienced staff
  • encourage close cooperation of Quants, MR & CR Managers
  • encourage quality challenge by model use
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  • 4. Senior Management´s Role in Validation
  • demand focussed results of risk analysis
  • demand reduction of complexity in validation report
  • demand translation into management language
  • understand limitations and weaknesses of models
  • ensure fast and solid model adjustments

Timely model adjustments can be a competitive advantage, a failure however can have disastrous consequences.

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  • 4. Senior Management´s Role in Validation: EC
  • capital allocation
  • performance

assessment relative absolute

  • level of capital
  • capital adequacy
  • capital planning
  • strategy process
  • supervisory dialogue

Evolution in use of economic capital

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  • 4. Senior Management´s Role in Validation: EC
  • ensure portfolio / risk coverage
  • establish enterprise, cross silo risk analysis
  • demonstrate conceptual awareness
  • limitations per risk silo
  • assumptions in aggregation
  • decide on material model changes
  • use EC in strategy, capital & RM processes

High validity of EC validation can only be achieved by strong commitment of Board and Senior Management.

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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital
  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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  • 5. Use of Validation in Model Supervision

Approval process for Internal Models

  • model application by bank
  • nsite examination by supervisor
  • approval / approval + conditions / rejection
  • follow up examinations, tracking of remediation

Internal Models Banks in Germany

  • 50 banks on IRBA, > 500 rating modules
  • 12 banks on market risk models
  • 17 banks on AMA
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  • 5. Use of Validation in Model Supervision

Ongoing prudential model supervision

  • model change policy: information / approval
  • market risk: outlier reports, back testing time series
  • frequent meetings with Risk Manager / Modeler
  • risk / capital reports Board/Risk Committee *
  • model change reports *
  • Validation Report *

Risk proportionale intensity of prudential model supervision.

* : selected banks

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  • 5. Use of Validation in Model Supervision

Comprehensive Validation: „Self-Purification“ for

appropriate models & effective model use analysis RM requirements validation: fit for purpose? adjustment

  • f model

use

  • f model
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The Validity of Validation

  • 1. Model Risk Management in the Basel III World
  • 2. Dimensions of Model Validation
  • 3. Validation of Economic Capital
  • 4. Senior Management´s Role in Validation
  • 5. Use of Validation in Model Supervision
  • 6. Conclusion
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The Validity of Validation: Conclusions

  • 1. Increased demand for model validation
  • 2. You need Comprehensive Validation
  • 3. EC Validation vital for Risk & Capital Management
  • 4. Senior Management has the key role in validation
  • 5. Comprehensive Validation: basis for effective models
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The Validity of Validation: Conclusions

  • Internal Models are indispensable

for Managing the Business.

  • Risk Management is much more than Models.
  • There is no substitute for Common Sense!!!

CRO FORUM, Internal Model Admissibility, April 2009

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The Validity of Validation: Conclusions

C V

M

ature

  • del risk

anagement

M M