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Capital Assessment Workshop / discussion GIRO 2003

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Page 1: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Capital AssessmentCapital Assessment

Workshop / discussion

GIRO 2003

Workshop / discussion

GIRO 2003

Page 2: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Working Party membersWorking Party membersSeamus Creedon (chairman)

Alan ChalkMark Chaplin

James GoodchildTrevor Jones

Steve PostlewhiteGillian PowlsTim SheldonJames TuleyJim WebberColin Wilson

Seamus Creedon (chairman)Alan Chalk

Mark ChaplinJames Goodchild

Trevor JonesSteve Postlewhite

Gillian PowlsTim SheldonJames TuleyJim WebberColin Wilson

Page 3: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ObjectiveObjective

• To stimulate and facilitate discussion of actuarial principles underlying assessment of capital adequacy – particularly in the context of UK general insurance

• To stimulate and facilitate discussion of actuarial principles underlying assessment of capital adequacy – particularly in the context of UK general insurance

Page 4: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Supervisory challengeSupervisory challenge

• Objective for modern supervisors is to sustain confidence in the financial system

• Objective for a firm is to sustain the nexus of interests of stakeholders

• These do not necessarily coincide

• Objective for modern supervisors is to sustain confidence in the financial system

• Objective for a firm is to sustain the nexus of interests of stakeholders

• These do not necessarily coincide

Page 5: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Supervisory coalitionSupervisory coalition“Understanding how financial firms beyond banks and securities

firms operate has become imperative, because the largest insurance companies, mutual funds, hedge funds, and finance companies increasingly rival banks and securities firms not only in their asset size but also in their ability to reshape financial activity. As a special area of emphasis, we plan to continue our leadership role in evaluating how risks are measured, managed, and controlled, and how banking, securities, and insurance risks can be addressed in a common framework.” (Bill McDonough – May 2003)

“Some of those changes are driven by new European directives, particularly the Solvency 1, life and non-life directives. Others derive from our view that the new Basel-devised 3-pillar framework for banking capital provides a useful conceptual approach for insurance, too.” (Sir Howard Davies – June 2003)

“Understanding how financial firms beyond banks and securities firms operate has become imperative, because the largest insurance companies, mutual funds, hedge funds, and finance companies increasingly rival banks and securities firms not only in their asset size but also in their ability to reshape financial activity. As a special area of emphasis, we plan to continue our leadership role in evaluating how risks are measured, managed, and controlled, and how banking, securities, and insurance risks can be addressed in a common framework.” (Bill McDonough – May 2003)

“Some of those changes are driven by new European directives, particularly the Solvency 1, life and non-life directives. Others derive from our view that the new Basel-devised 3-pillar framework for banking capital provides a useful conceptual approach for insurance, too.” (Sir Howard Davies – June 2003)

Page 6: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Basel II AccordBasel II Accord

Minimum Capital

Requirements Credit Risk –

measurement and management

Operational Risk – measurement and management

Supervisory review

Supervisory review of risk management and regulatory capital

Market discipline

Enhanced disclosure

Pillar 1 Pillar 2 Pillar 3

Page 7: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

EU Solvency II objectivesEU Solvency II objectives– Extend the scope of the revision to the

whole prudential system (post-Solvency I)

– Create a prudential framework more appropriate to the risks facing insurance companies

– Take into account the different needs for harmonisation (European level, international level, convergence of financial sectors)

– Better consumer protection

– Extend the scope of the revision to the whole prudential system (post-Solvency I)

– Create a prudential framework more appropriate to the risks facing insurance companies

– Take into account the different needs for harmonisation (European level, international level, convergence of financial sectors)

– Better consumer protection

Page 8: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

EU commission principlesEU commission principles– Target economic capital and lower

absolute minimum– Harmonisation of quantitative and

qualitative methods– Asset risk to be confirmed more explicitly– Standardised or validated internal model– Requirement for sound risk management– Disclosure – for supervisor or public

– Target economic capital and lower absolute minimum

– Harmonisation of quantitative and qualitative methods

– Asset risk to be confirmed more explicitly– Standardised or validated internal model– Requirement for sound risk management– Disclosure – for supervisor or public

Page 9: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

European InsurersEuropean Insurers

ING * Swiss Re* RSA

AXA* IF-Sampo (P/C)*Aegon

Allianz* Tapiola Mutual* ZFS

Munich Re* Suomi Life* etc…

CGNU* Nordea*

*Surveyed by European Commission

ING * Swiss Re* RSA

AXA* IF-Sampo (P/C)*Aegon

Allianz* Tapiola Mutual* ZFS

Munich Re* Suomi Life* etc…

CGNU* Nordea*

*Surveyed by European Commission

Page 10: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Insurer Risk ModelsInsurer Risk Models• Virtually all models are aggregate models• Degree of completion of the models varies from

draft/prototype to “operational”• Companies are taking a continuous improvement

approach to model development• The sophistication of risk measurement varies

significantly– Formulaic (S&P / RBC factors)

– Statistical simulation

– DFA

• There are as many approaches as there are companies

• Virtually all models are aggregate models• Degree of completion of the models varies from

draft/prototype to “operational”• Companies are taking a continuous improvement

approach to model development• The sophistication of risk measurement varies

significantly– Formulaic (S&P / RBC factors)

– Statistical simulation

– DFA

• There are as many approaches as there are companies

Page 11: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Risk, capital and governanceRisk, capital and governance

Strategic objectives

Risk explorationTraining and competence

Target

Modules

Executive management Management ICU

Framework

Accountabilities

Responsibilities

Management information

Risk and control profile methodology

Risk management process assessment methodology

Overview

Role specific

Role specific

Overview

Role specific

Role specific

Role specific Role specific

Overview

Overview

Detailed Detailed

All roles All roles

All roles All roles

All areas All areas

Detailed Overview

Overview Detailed

Riskmanagers

Organisation structure

Regional Management

Specialist Departments

Business A

Business B

Business C

Internal AuditRisk Management

function

Internal Control / Management Control

Management information

EtcFebJan

Process

General audit findingsRisk framework audit findings

Customer

People

Risk management performanceRisk management staff turnover

Total cost of riskGroupBusiness

Service level agreement performanceCustomer satisfaction

Financial

External reporting

EtcFebJan

Strategy

Objectives

Financial

Market

Process

Process and systems

Drives

Corporate strategy• Mission and operating

philosophy• Strategic objectives• Business plan• Risk appetite• Financial resource

Effective Governance and Integrated Risk Management

Page 12: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Capital assessmentCapital assessment

Regulatory minimumcapital

Regulatorythreshold capital

ECONOMICCAPITAL

Rating expectedcapital

Actual capital

Page 13: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Complex issuesComplex issues• Group size/diversification and

capital adequacy• Dependence and correlation effects• Multiple time horizons• Balance over 3 ‘pillars’• Operational risk• Model recognition• Minimising potential arbitrage• Balancing data and uncertainty

• Group size/diversification and capital adequacy

• Dependence and correlation effects• Multiple time horizons• Balance over 3 ‘pillars’• Operational risk• Model recognition• Minimising potential arbitrage• Balancing data and uncertainty

Page 14: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Diversification in groupsDiversification in groups• Theory – large, multi-national, multiline

firms gain diversification benefits• Caveats:

– Which risks can be diversified by geography?– New correlations e.g. terrorism– Large firms create systemic risk concerns for

supervisors

• Performance of groups sends mixed messages

• Be wary of risk diversification assumptions

• Theory – large, multi-national, multiline firms gain diversification benefits

• Caveats:– Which risks can be diversified by geography?– New correlations e.g. terrorism– Large firms create systemic risk concerns for

supervisors

• Performance of groups sends mixed messages

• Be wary of risk diversification assumptions

Page 15: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Modelling Dependence Modelling Dependence

• The overall risk of the company can be described as

– i.e. The total risk can be decomposed into risk components.

• In general there are dependencies between risks– structural – empirical

• The overall risk of the company can be described as

– i.e. The total risk can be decomposed into risk components.

• In general there are dependencies between risks– structural – empirical

nXXXX ...21

Page 16: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Structural DependenciesStructural Dependencies• Loss variables are driven by common

variables:– Economic factors: inflation drives costs in

various lines of insurance– Common shocks: a motor accident can trigger

several related claims (BI, damage)– Uncertain risk variables: long term mortality

changes affect all mortality-related insurance/annuities

– Catastrophes: 9/11 ripple effect over many lines (life, business interruption, health, property, etc)

• Known relationships can be built into internal models

• Loss variables are driven by common variables:– Economic factors: inflation drives costs in

various lines of insurance– Common shocks: a motor accident can trigger

several related claims (BI, damage)– Uncertain risk variables: long term mortality

changes affect all mortality-related insurance/annuities

– Catastrophes: 9/11 ripple effect over many lines (life, business interruption, health, property, etc)

• Known relationships can be built into internal models

Page 17: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Empirical DependenciesEmpirical Dependencies• Observed relationships between lines

(usually) without necessarily well-defined cause-effect relationships.– Relationships may not be simple.– Relationships may not be over entire range of

losses.

• In practice, observed relationships are at a macro level– Detailed data on relationships is often not

available.– Detailed data on marginal distributions is

available.

• Observed relationships between lines (usually) without necessarily well-defined cause-effect relationships.– Relationships may not be simple.– Relationships may not be over entire range of

losses.

• In practice, observed relationships are at a macro level– Detailed data on relationships is often not

available.– Detailed data on marginal distributions is

available.

Page 18: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Dependence?Dependence?

0.2 0.4 0.6 0.8 1

0.2

0.4

0.6

0.8

1

Page 19: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Internal ModelsInternal Models

• Ideal framework if it captures all key characteristics of a company’s risk including

– All sources of risk under Pillar 1– All interactions between different risks

• However, it requires company-specific calibration

– Data on extreme events is very thin– Requires expensive model-development and

data collection– Results may be very sensitive to calibration,

especially in the tail

• Ideal framework if it captures all key characteristics of a company’s risk including

– All sources of risk under Pillar 1– All interactions between different risks

• However, it requires company-specific calibration

– Data on extreme events is very thin– Requires expensive model-development and

data collection– Results may be very sensitive to calibration,

especially in the tail

Page 20: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Mathematical vs. Physical Models for CorrelationMathematical vs. Physical Models for Correlation• Mathematical models/ treatments:

convenient and parsimonious ways of encoding what we know about correlation: simulation, Fast Fourier Transforms, copulas, etc.

• Physical models for the drivers of correlation that therefore capture the structure: parameter uncertainty, natural and man-made catastrophes, mass torts.

• Mathematical models/ treatments: convenient and parsimonious ways of encoding what we know about correlation: simulation, Fast Fourier Transforms, copulas, etc.

• Physical models for the drivers of correlation that therefore capture the structure: parameter uncertainty, natural and man-made catastrophes, mass torts.

Page 21: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Development of formulasDevelopment of formulas

• For an internal model, total balance sheet requirement is

• This can always be written as .• The “capital” is obtained as

For Normal risks, the value of k can be calculated easily.• For an entire company the distribution is likely not close to

Normal, so more detailed analysis is required; e.g. heavy tailed distributions will have larger values of k .

• For an internal model, total balance sheet requirement is

• This can always be written as .• The “capital” is obtained as

For Normal risks, the value of k can be calculated easily.• For an entire company the distribution is likely not close to

Normal, so more detailed analysis is required; e.g. heavy tailed distributions will have larger values of k .

qxXXETBS

kTBS

kTBSC

Page 22: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

More realismMore realism• Models are developed for specific risks within

lines of business (LOB) and combined, resulting in

• LOBs are combined recognizing the dependence between them. So some kind of “correlation” is needed, say,

• This suggests the simple formula

• Models are developed for specific risks within lines of business (LOB) and combined, resulting in

• LOBs are combined recognizing the dependence between them. So some kind of “correlation” is needed, say,

• This suggests the simple formula

jjjjj kTBSC

ji ,

ji

jijiCCC,

,

Page 23: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Another representationAnother representation

where represents the “coefficient of variation”.

• The expected loss can be written as the product of an exposure amount and a standard “risk per unit”.

where represents the “coefficient of variation”.

• The expected loss can be written as the product of an exposure amount and a standard “risk per unit”.

jjjjjjj kkC

jjj re

Page 24: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Sources of dataSources of data

• depend on shape of distribution, and is similar for similar risks for all companies, so this could be based on industry data.

• depends on shape and risk appetite of regulator. It is also then similar for all companies.

• is expected loss per unit of risk and so depends on industry data.

• is exposure base and depends on company data.

• The “correlations” reflect risk measure, and copula or other measure of correspondence and so can be set by regulator.

• depend on shape of distribution, and is similar for similar risks for all companies, so this could be based on industry data.

• depends on shape and risk appetite of regulator. It is also then similar for all companies.

• is expected loss per unit of risk and so depends on industry data.

• is exposure base and depends on company data.

• The “correlations” reflect risk measure, and copula or other measure of correspondence and so can be set by regulator.

jkjν

jk

jr

je

Page 25: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Asset modelling issuesAsset modelling issues

• Long-term mean reversion

• Volatility regime-switching

• Autocorrelation

• Calibration

• Fitness for purpose

• Long-term mean reversion

• Volatility regime-switching

• Autocorrelation

• Calibration

• Fitness for purpose

Page 26: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

• Asset / Liability management received new focus when capital reserves came under pressure.

• The traditional Asset / Liability approach utilized by pension finds and life insurance companies involves managing duration and cash flows mismatch.

• This methodology defined the benchmark of investment portfolios with the main challenge of finding financial assets that could closely approximate the long duration of actuarial liabilities.

• The market current conditions (under-performing equities, historically low interest rates and the unusually high number of defaults) have shaken this traditional universe.

• Asset / Liability management received new focus when capital reserves came under pressure.

• The traditional Asset / Liability approach utilized by pension finds and life insurance companies involves managing duration and cash flows mismatch.

• This methodology defined the benchmark of investment portfolios with the main challenge of finding financial assets that could closely approximate the long duration of actuarial liabilities.

• The market current conditions (under-performing equities, historically low interest rates and the unusually high number of defaults) have shaken this traditional universe.

Trends in ALM MethodologiesTrends in ALM Methodologies

Page 27: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

• ALM approach should simultaneously model uncertainties in projected cash flows on both asset and liability sides.

• It should combine market (interest rate, foreign exchange and equity) and credit risk on a consistent modeling platform.

• Assessing market and credit risk should be compatible with pricing and hedging models and methodologies.

• It should take into account the existing benchmark and investment guidelines.

• The suggested approach can serve as an overlay to existing risk management models, while consistently integrating different types of risk and providing practical solutions for risk reduction.

• ALM approach should simultaneously model uncertainties in projected cash flows on both asset and liability sides.

• It should combine market (interest rate, foreign exchange and equity) and credit risk on a consistent modeling platform.

• Assessing market and credit risk should be compatible with pricing and hedging models and methodologies.

• It should take into account the existing benchmark and investment guidelines.

• The suggested approach can serve as an overlay to existing risk management models, while consistently integrating different types of risk and providing practical solutions for risk reduction.

New ALM ApproachNew ALM Approach

Page 28: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Time horizon - short and longTime horizon - short and long• Alternative or complementary perspectives:

– Capital sufficiency is enough assets to meet all liabilities arising out of the portfolio to a threshold level of confidence

– Capital sufficiency is enough assets to assure to a very high level of confidence that assets will exceed liabilities (say) one year hence

• Issues:– Low-frequency high-impact risks

– Small portfolios

– Prospective calculation of fair value

– Can the run-off test be adapted to suffice?

• Alternative or complementary perspectives:– Capital sufficiency is enough assets to meet all

liabilities arising out of the portfolio to a threshold level of confidence

– Capital sufficiency is enough assets to assure to a very high level of confidence that assets will exceed liabilities (say) one year hence

• Issues:– Low-frequency high-impact risks

– Small portfolios

– Prospective calculation of fair value

– Can the run-off test be adapted to suffice?

Page 29: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Pillars of similar size?Pillars of similar size?

Minimum Capital

Requirements Credit Risk –

measurement and management

Operational Risk – measurement and management

Supervisory review

Supervisory review of risk management and regulatory capital

Market discipline

Enhanced disclosure

Pillar 1 Pillar 2 Pillar 3

Page 30: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Op Risk - ChallengesOp Risk - Challenges

Credit, market, actuarial risks Operational risks Developed over 10-30 years Highly quantitative Transactional risk Data-rich Extensive metrics Known variables Few functions involved Few risk types

Emerging discipline Mainly qualitative, starting to quantify Process- and people risk Lack of data Limited metrics Multiple causal & contributing factors All functions involved Variety of event types

Page 31: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

How 7 Banks Have Solved These IssuesHow 7 Banks Have Solved These Issues

• an internal loss driven variation -> Credit Lyonnais-

• an actuarial driven variation - >Citigroup-

• an actuarial rating driven variation ->BMO-

• An external loss and Scorecard driven variation -> ING-

• A scenario driven variation -> Intesa • A Methodology For Incorporating

Bank-Specific Business Environment and Internal Control Factors-> ABNAMRO

• A Bootstrapping Methodology -> Sumitomo Mitsui BC

• an internal loss driven variation -> Credit Lyonnais-

• an actuarial driven variation - >Citigroup-

• an actuarial rating driven variation ->BMO-

• An external loss and Scorecard driven variation -> ING-

• A scenario driven variation -> Intesa • A Methodology For Incorporating

Bank-Specific Business Environment and Internal Control Factors-> ABNAMRO

• A Bootstrapping Methodology -> Sumitomo Mitsui BC

All are based on the same foundations, however there is variation in All are based on the same foundations, however there is variation in emphasis of the componentsemphasis of the components

Page 32: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ITWG BanksITWG Banks1. ITWG banks are using a variety of methods for determining

operational risk capital

• The variety is in emphasis of various components not in fundamentals

2. ITWG banks use historical losses as the foundation for their AMA

3. A variety of methods have been developed for incorporating the

change in the business and control environment ie a forward

looking element

4. How confident are we in the results? Sufficiently because they meet

the ultimate test of credibility: The results are used by management

in running the bank

5. Much progress has been made in the last year and although much

more needs to be developed, it is more in the nature of improving

rather than invention.

1. ITWG banks are using a variety of methods for determining

operational risk capital

• The variety is in emphasis of various components not in fundamentals

2. ITWG banks use historical losses as the foundation for their AMA

3. A variety of methods have been developed for incorporating the

change in the business and control environment ie a forward

looking element

4. How confident are we in the results? Sufficiently because they meet

the ultimate test of credibility: The results are used by management

in running the bank

5. Much progress has been made in the last year and although much

more needs to be developed, it is more in the nature of improving

rather than invention.

Page 33: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Operational riskOperational risk

• Framework definition• Qualitative, quantitative or both?• Data issues:

– Lack of credibility– High and low frequencies– Drawing on others

• Is change of political / regulatory context an operational risk?

• Framework definition• Qualitative, quantitative or both?• Data issues:

– Lack of credibility– High and low frequencies– Drawing on others

• Is change of political / regulatory context an operational risk?

Page 34: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Risk model recognitionRisk model recognition

•How are models recognised for regulatory purposes? – 50% review of model inputs and workings

• Independent back testing• Objective criteria • Relevant and sufficient data

– 50% use of model outputs• Integral to risk management process• Pricing, provisioning, decision making…

•How are models recognised for regulatory purposes? – 50% review of model inputs and workings

• Independent back testing• Objective criteria • Relevant and sufficient data

– 50% use of model outputs• Integral to risk management process• Pricing, provisioning, decision making…

Page 35: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Ten Commandments of Insurance Financial ModelingTen Commandments of Insurance Financial Modeling

1. Thou shall build only models that have an integrated set of balance sheet, income and cash flow statements

2. Thou shall remain rooted in a policy period orientation and develop calendar period results from this base

3. Thou shall reflect both conventional and economic accounting perspectives - guided by economics, constrained by conventions

4. Thou shall recognize the separate contributions from each of underwriting, investment and finance activities

5. Thou shall be guided by the risk / return relationship in all aspects

1. Thou shall build only models that have an integrated set of balance sheet, income and cash flow statements

2. Thou shall remain rooted in a policy period orientation and develop calendar period results from this base

3. Thou shall reflect both conventional and economic accounting perspectives - guided by economics, constrained by conventions

4. Thou shall recognize the separate contributions from each of underwriting, investment and finance activities

5. Thou shall be guided by the risk / return relationship in all aspects

Page 36: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Ten Commandments of Insurance Financial ModelingTen Commandments of Insurance Financial Modeling

6. Thou shall include all sources of company, policyholder and shareholder revenue and expense embodied in the insurance process

7. Thou shall reflect all risk transfer activities

8. Thou shall not separate risk from return

9. Thou shall not omit any perspective or financial metric that adds understanding

10. Thou shall allow differences in result only from clearly identified differences in assumption, and not from model omission

6. Thou shall include all sources of company, policyholder and shareholder revenue and expense embodied in the insurance process

7. Thou shall reflect all risk transfer activities

8. Thou shall not separate risk from return

9. Thou shall not omit any perspective or financial metric that adds understanding

10. Thou shall allow differences in result only from clearly identified differences in assumption, and not from model omission

Page 37: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Model Requirements for Effective ERMModel Requirements for Effective ERM• What you should have

– Fully Integrated Model (Assets & Liabilities)

– Risk Adjusted Assets – Sophisticated Economic

Scenario Generation– Risk Adjusted Liabilities– True Decision Support

Communication

• What you should have– Fully Integrated Model (Assets &

Liabilities)– Risk Adjusted Assets – Sophisticated Economic

Scenario Generation– Risk Adjusted Liabilities– True Decision Support

Communication

Page 38: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ECR v Current coverECR v Current coverExisting vs Proposed Solvency

0.0%

100.0%

200.0%

300.0%

400.0%

500.0%

600.0%

700.0%

800.0%

900.0%

1000.0%

0.0% 100.0% 200.0% 300.0% 400.0% 500.0% 600.0% 700.0% 800.0% 900.0% 1000.0%

C ur r ent M C R C over

Page 39: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ECR-MCR RatiosECR-MCR RatiosECR - MCR Ratios

0

1

2

3

4

5

6

7

8

0.0% 100.0% 200.0% 300.0% 400.0% 500.0% 600.0% 700.0% 800.0%

M i ni mum C api tal R equi r ement C over age

Page 40: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ECR v AustraliaECR v Australia

0.0%

100.0%

200.0%

300.0%

400.0%

500.0%

600.0%

700.0%

800.0%

900.0%

1000.0%

0.0% 100.0% 200.0% 300.0% 400.0% 500.0% 600.0% 700.0% 800.0% 900.0% 1000.0%

E C R

Page 41: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ECR v CanadaECR v Canada

0.0%

100.0%

200.0%

300.0%

400.0%

500.0%

600.0%

700.0%

800.0%

900.0%

1000.0%

0.0% 100.0% 200.0% 300.0% 400.0% 500.0% 600.0% 700.0% 800.0% 900.0% 1000.0%

E C R

Page 42: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

ECR v S&PECR v S&P

0.0%

100.0%

200.0%

300.0%

400.0%

500.0%

600.0%

700.0%

800.0%

900.0%

1000.0%

0.0% 100.0% 200.0% 300.0% 400.0% 500.0% 600.0% 700.0% 800.0% 900.0% 1000.0%

E C R

Page 43: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Reserving model taxonomyReserving model taxonomy

Loss reserving models

Static Dynamic

Deterministic Stochastic

Heuristic

Phenomenological

Heuristic Optimal

Phenomenological Phenomenological Micro-structural

Stochastic

Optimal

Phenomenological Micro-structural

Page 44: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Evolution of reserving modelsEvolution of reserving models

StaticDeterministicPhenomenologicalHeuristic

StaticStochasticPhenomenologicalHeuristic

StaticStochasticMicro-structuralOptimal

DynamicStochasticPhenomenologicalOptimal

StaticStochasticPhenomenologicalOptimal

DynamicStochasticMicro-structuralOptimal

Page 45: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Moody’s Perspective on ERMCan ERM Help Ratings?Moody’s Perspective on ERMCan ERM Help Ratings?• Use of ERM is a credit-positive.• ERM can help demonstrate that insurer

really knows the key drivers of risk, and has developed a strategy for managing them that follows from a coherent process.

• Moody’s takes great comfort in cases where the insurer clearly manages its business according to a sensible and comprehensive risk management discipline. This is rare.

• Use of ERM is a credit-positive.• ERM can help demonstrate that insurer

really knows the key drivers of risk, and has developed a strategy for managing them that follows from a coherent process.

• Moody’s takes great comfort in cases where the insurer clearly manages its business according to a sensible and comprehensive risk management discipline. This is rare.

Page 46: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Moody’s Perspective on ERMExtent of Insurers’ Use of ERMMoody’s Perspective on ERMExtent of Insurers’ Use of ERM• A few claim to have implemented ERM.• Fewer are comfortable sharing results.• Many see ERM merely as the reinsurance

purchase function or NatCat PML estimates.

• Tendency to view different types of risk independently, not holistically.

• Incidence of Chief Risk Officer appointments growing, but not widespread.

• A few claim to have implemented ERM.• Fewer are comfortable sharing results.• Many see ERM merely as the reinsurance

purchase function or NatCat PML estimates.

• Tendency to view different types of risk independently, not holistically.

• Incidence of Chief Risk Officer appointments growing, but not widespread.

Page 47: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Moody’s Perspective on ERMWhy is ERM Practice So Limited?Moody’s Perspective on ERMWhy is ERM Practice So Limited?• Costs are easier to quantify than benefits

and are recognized sooner.• Challenges inherent in building models.• Model complexity can erode confidence

in output. Ultimately, the CEO has to embrace.

• Significance of underwriting discipline to P&C -- freak tail events rarely cause failures.

• Precedence of other business constraints.

• Costs are easier to quantify than benefits and are recognized sooner.

• Challenges inherent in building models.• Model complexity can erode confidence

in output. Ultimately, the CEO has to embrace.

• Significance of underwriting discipline to P&C -- freak tail events rarely cause failures.

• Precedence of other business constraints.

Page 48: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Moody’s Perspective on ERMWhat Could Fuel Broader ERM Use?Moody’s Perspective on ERMWhat Could Fuel Broader ERM Use?

• Continuing push by actuarial community.• Dramatic examples of positive company

experiences widely publicized.• Softening of pricing environment.• Broad industry consensus around a

particular model or approach.• Regulatory insistence/penalty for

absence.

• Continuing push by actuarial community.• Dramatic examples of positive company

experiences widely publicized.• Softening of pricing environment.• Broad industry consensus around a

particular model or approach.• Regulatory insistence/penalty for

absence.

Page 49: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

SurvivalSurvival– The challenge is develop rigorous models that

satisfy regulatory requirements and internal economic capital needs

– Insurers need to address:

• The impact of the FSA’s new requirements, and the business implications of changes in accounting standards

• The links between risk management, measurement of risks, assets and liabilities, and assessment of capital requirements

• Adequacy of corporate governance arrangements (especially for the managementof risk)

– The challenge is develop rigorous models that satisfy regulatory requirements and internal economic capital needs

– Insurers need to address:

• The impact of the FSA’s new requirements, and the business implications of changes in accounting standards

• The links between risk management, measurement of risks, assets and liabilities, and assessment of capital requirements

• Adequacy of corporate governance arrangements (especially for the managementof risk)

Page 50: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Survival (continued)Survival (continued)– For actuaries:

• Economic capital modelling is a critical competence

• Insurance best practice is still very much at the prototyping stage

• Economic capital assessment both makes for a better business and enhanced confidence

• Data gathering and model testing are on the critical path to gaining recognition for internal approaches

– For actuaries:

• Economic capital modelling is a critical competence

• Insurance best practice is still very much at the prototyping stage

• Economic capital assessment both makes for a better business and enhanced confidence

• Data gathering and model testing are on the critical path to gaining recognition for internal approaches

Page 51: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Implementation ChallengesImplementation Challenges• Data, Systems, Resources and Processes

– Relevant data for a rapidly growing business/enterprise

– Financial modeling expertise, adequacy of resources– Dealing with dependencies on other management

processes, e.g., planning, reporting– Institutionalizing an efficient process

• Change Management

– Getting real buy-in – Integrating into decision making processes, incentive

compensation programs– Communicating with stakeholders, e.g. rating

agencies and analysts

• Data, Systems, Resources and Processes

– Relevant data for a rapidly growing business/enterprise

– Financial modeling expertise, adequacy of resources– Dealing with dependencies on other management

processes, e.g., planning, reporting– Institutionalizing an efficient process

• Change Management

– Getting real buy-in – Integrating into decision making processes, incentive

compensation programs– Communicating with stakeholders, e.g. rating

agencies and analysts

Page 52: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Implementation ChallengesImplementation Challenges

• Methodology

– Selecting among measurement alternatives to compare heterogeneous businesses

– Reconciling to conventional accounting results

– Knowing when to stop drilling down– Many complex technical issues

• Methodology

– Selecting among measurement alternatives to compare heterogeneous businesses

– Reconciling to conventional accounting results

– Knowing when to stop drilling down– Many complex technical issues

Page 53: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

DFA Methodology/DeliverablesDFA Methodology/Deliverables

MobilisationMobilisation

Project planning/

foundation-setting

Project planning/

foundation-setting

Data management

Data management

Model designModel design

Testing/validationTesting/

validationRollout

and reviewRollout

and review

Page 54: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Implementation systemsImplementation systems

• Practical, not perfectionist

• Commitment to process and system architecture essential

• Banking examples – Barclays, Abbey National, ANZ etc. etc.

• Data management critically important

• Progressive development and refinement

• Practical, not perfectionist

• Commitment to process and system architecture essential

• Banking examples – Barclays, Abbey National, ANZ etc. etc.

• Data management critically important

• Progressive development and refinement

Page 55: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Top-Down Approach

Intermediate Approach

Bottom-up Approach

Empirical Approach Benchmark based Peer assessment of EC Quick results Uncertainty

Analytical approach Assume a distribution Proxies based Closed form formulas Ignores Kurtosis effect Quick results

Full simulation approach

Sophisticated methodology

Time consuming Data requirements Model risk

Data Requirements / Level of Sophistication / ComplexityLowHigh

EconomicCapital

Poor

Good

Three levels for a comprehensive Economic Capital programThree levels for a comprehensive Economic Capital program

Page 56: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

1. ERM will become the industry standard

2. CROs prevalent in risk-intensive companies

3. Audit committees will evolve into risk committees

4. Economic capital in; VaR out

5. Risk transfer executed at enterprise level

6. Advanced technologies key to advancement

7. A measurement standard will emerge for operational risk

8. Mark-to-market accounting becomes standard

9. Risk becomes part of corporate and college programs

10. Salary gap among risk professionals continues to widen

1. ERM will become the industry standard

2. CROs prevalent in risk-intensive companies

3. Audit committees will evolve into risk committees

4. Economic capital in; VaR out

5. Risk transfer executed at enterprise level

6. Advanced technologies key to advancement

7. A measurement standard will emerge for operational risk

8. Mark-to-market accounting becomes standard

9. Risk becomes part of corporate and college programs

10. Salary gap among risk professionals continues to widen

Lam’s 10 PredictionsLam’s 10 Predictions

Page 57: Capital Assessment Workshop / discussion GIRO 2003 Workshop / discussion GIRO 2003

Meanwhile…….Meanwhile…….

FSA proceeded to consultation for general and life assurance this summer!FSA proceeded to consultation for general and life assurance this summer!