Credit Stress Testing - Framework Uses & Challenges to ...
Transcript of Credit Stress Testing - Framework Uses & Challenges to ...
CREDIT STRESS TESTING – FRAMEWORKUSES & CHALLENGES TO BANK MANAGEMENTUSES & CHALLENGES TO BANK MANAGEMENT
Jürgen Wienes Richard VasicekGroup Risk Management Enterprise Risk SolutionsUniCredit Group Moody's Analytics
Chicago, 16th October 2012
UniCredit Group Moody s Analytics
Maintainance Of Sustainability & Licence For An Institution:Multiple Factors Demand Sophistacted Usage Of Stress Testing
Regulatory Compliance? Systemic Contagion?g y pSolvency
Systemic Contagion?Source and Victim
Stress Test Analytics
Consistent
Analytics
Resilience To Downturn?L Ab ti C it
Investor Confidence?Loss Absorption Capacity Cost of Capital and Funding
2
Variety and Pace of New Regulations for Banking SystemMany are directed at bank capitalization with need to stress test.
3 Source: McKinsey, BCBS; Dodd-Frank Act; CRD2/3/4; EMIR
Key Challenges for Stress Testing To Maximize Its Utilization
1. Managing complexity at Senior Management level deriving from different frameworks, purposes and methodologies.
Therefore design, interpretation of results and managerial actions need to reflect such choices.
2. Firm-Wide Stress Testing: As “Silo”-approach may lead to substantial under-estimation of stress impacts, Enterprise
Risk Management captures Risk Types, Balance Sheet and Liquidity together.
3. Support the Bank’s planning process, Stress Testing is considered an important tools to assess the robustness.
4. Applicability of Platform: To become useful, key drivers and model parameters have to be understood and pp y y pincorporated. Allow Reverse Stress Testing to capture systemic and idiosyncratic vulnerabilities undermining the
Business model viability
5. Contingency Plans: correctly identifying triggers and relevant actions for facing the potential consequences
T ST
RES
S TE
STK
IS A
MU
ST
TEG
RAT
ED S
RA
MEW
OR
K
4
INT F
1. Managing ComplexityRegulatory Requests For Stress Testing Has Been Growing In Importance and Numbers Over The Few Yearsp
A third of the top 1000 banks now have to comply with three or more stress
The regulatory pressure has increased substantially since 2009 with the emergence
2nd EBA
Global and local stress testing specific regulations
ytesting requirements per year*
Regulatory requirements have increased, both in
y gof global and local regulations
o
14
CEBSGuidelines
-First EBA stress test
2 EBA stress test number and complexity
» More requests: EBA, IMF, Basel, Local
» More stringent: Bank-wide and bank-specific, Reverserk
Key
To
lexI
ty
8
14
11
8
10
12
requ
irem
ents
+
Basel IIPillar 2
CEBS
BISPrinciples
i.e. Germany
» More frequent: quarterly to annually
» More transparent: market confidence objective/disclosure
Fram
ewo
ve"
Com
p
1
3
5
8
4
6
8
-C
ompl
exity
of CEBS
Guidelines
i.e. UK, Australia, Sweden
Stress testing & Liquidity Risk
Germany
EBA is a major annual exercise in Europe» Top 91 banks, covering 65% of the European
banking assets and at least 50% of all banking assets in each EU countrynt
egra
ted
"Sur
viv
Source: Market research and own analysis using a sample of 50 countries including G20, EU and BCBS members
22005 2006 2007 2008 2009 2010 2011 2012
assets in each EU country
» Expanded to additional banks by local regulators
» Comprehensive and complex exercise
In
5
Number of country-specific regulations or guidelines issued for the given year
* 3+ Stress testing requirements include: IMF, EBA, local regulation, CEBS guidelines and Basel 3 guidelines
Source: Moody's Analytics own estimate based on EBA data, regulatory websites and market research.
1. Managing ComplexityDifferent types and usages of stress testing require a clear strategy for communicating results to Senior Managementg g
Types of Stress Testing
Usage of Stress Testing
Output Recipients of Stress Testing and actions deployment
Major condition
forsuccessfully
Sensitivity Analysis
Scenario Analysis
Regulatory: ICAAPEuropean Stress Test
Capital Adequacy Assessment
SupervisoryAuthority
successfullyintegratingStress Testin Bank’s
management
Reverse Stress Testing
SIFI (SystemicallyImportant Financial Institutions)Other national
Robustness ofBusiness Strategies
Top Management
Need to integrate Other national
regulators’ requests
Managerial: Risk Appetite
Strategies
Contingency Plans Managerial
different results to form a unique view on a Bank’s capital and Risk Appetite
On-going Stress TestFocus on specific sub-portfolios’
ActionsContingency
PlansDeployment
business strategy
soundness
Stress Testing is performed according to different design along intended usages (Regulatory and Managerial). All results need to be successfully and clearly communicated to a Senior Management.
vulnerabilitiesDeployment
6
To improve the communication, all the relevant stakeholder (Top Management and Business) need to be involved in the process, starting from the definition of the scenarios down to the sharing of the output and final decision process.
2. Firm-Wide Stress Testing:From Risk-wide Stress Test to Enterprise Risk ManagementUnderstanding and Capturing the Linkagesg p g g
Loans and Receivables with Banks
Loans and Receivables with
ASSETS
Ri k Wid
Credit Risk
Market Risk
Risk MapLIABILITIES
Deposit From Banks Deposits From
Customers And Debt Securities In Issue Loans and Receivables with
Customers Financial Assets held for
tradingCash and Cash Balances
Financial Investments
Risk-Wide
Integrated
Stress Test
Market Risk
Operational Risk
Financial Investment Risk
Real Estate Risk
Business Risk
Securities In Issue Financial Liabilities
Held For Trading Financial Liabilities
Designated At Fair Value
Hedging InstrumentsP i i F Ri k Financial Investments
Hedging Instruments Property, Plant and
Equipment Goodwill
Oth I t ibl A t
Business Risk Provisions For Risk And Charges
Tax Liabilities Liabilities Included In
Disposal Group Classified As Held For Sale
Many banks performed risk wide S.T. including credit Other Intangible Assets Tax Assets Non-Current Assets and
Disposal Groups Classified as Held For SaleO h A
Sale Other Liabilities Shareholders’ Equity:
Capital and ReservesAvailable-For-Sale Assets Fair Value Reserve and Cash-Flow
risk, market risk, operational risk, but ...
…. risk wide S.T. underestimates the true risk because it does not take into consideration other elements of balance sheet coming from liabilities (e.g. deposits,
Other Assets Hedging ReserveNet Profit (Loss)
Enterprise Risk Management
own bonds,…) and more in general all the liquidity risk elements. (Firm wide S.T.)
Banks have to improve S.T. methodology in order to really capture and manage all kind of risk. Vice versa a
Bank Balance Sheet Structure
Business Strategies vs. change of market trends
Enterprise Risk Managementstress scenario coming from an increase of reputational risk instead of a sovereign default or recessive outlook could affect more on the liquidity side. (The 2009 crisis provides impact both from credit and liquidity side)
7 Firm-Wide Stress Test
and liquidity side).
3. Planning Process:Stress Testing integral part the Bank’s planning process to show robustness of Strategy and Budget-Assumptions
Business Strategy
(Target volumes
P&L Forecasting
“Book Capital”Model common equity
gy g pKey performance indicators
(Target volumes, growth, risk appetite,
target rating, dividend, policy, cost
strategy, M&A,…) Balance Sheet Forecasting
q y(raises/buybacks)
Dividends/Retained earnings
Minority interestsForecasting
Inputs to stress (risk factors)
Minority interests
Sub debt maturing/issuance
Provisions/EL/Deductions
Systemic risk
Macroeconomic
factors)
• Credit drivers (PD, LGD, EAD)
• Losses (€)RegCap
RWA = f (EAD PD LGD)Scenarios(Regulatory/
Business)
Losses (€)
• Liquidity drivers (funding risk, concentration risk…)
• Market Drivers (Interest
RWA = f (EAD, PD, LGD)
ECap(rates, FX, housing prices…)
ECapEC = f (EAD, PD, LGD,
correlations)
Source: Moody's Analytics
8With all that properly defined as objective, where is an institution in its capabilities and what does
the technical platform need to provide differently to the past?
4. Applicability:Application level varies according to regulatory requirements and bank overall risk management sophisticationg p
Main driver for stress testing(% of respondents)
Leaders
Input into businessstrategy
s dr
iven
44%
22%
34% Regulation driven
Business driven
Practitioners
Leaders
» Leaders in practice » Comprehensive
process and governance
» Leaning towards business usage
Bus
ines
s Both
d
Followers » Dedicated resources » Models and systems» Input into the business
strategy and part of ERM
» Both regulatory and business
» Comprehensive process and governance
» Mostly quantitative analysis
» Some automation » Dedicated resources
Both regulatory and
» Responding to regulation
» Process in placeven
Laggards business » All risks are stressed » Both bank-wide and
specific tests
» Both regulatory and business
» All risks are stressed » Both bank-wide and
specific test
» Process in place» Manual / no automated
calculations» Some quantitative
analysis» Regulation driven » Several risks stressed
» Early stage» Lack of process» Manual/ no automated
calculations» Expert judgmentR
egul
atio
n dr
iv
(credit, market risk) » Bank-wide test
» No dedicated resources » Specific stress testing
only » Only market risk
stressed Sophistication
Methodologies governance, tools & dedicated Embryonic process and tools, no dedicated
920% of banks interviewed
34% of banks interviewed
32% of banks interviewed
15% of banks interviewed
g gresources resources
Source: Moody's Analytics; Credit Stress-Test Survey 2011
4. ApplicabilityRecent Trends in Stress Testing in order to overcomePast Shortfalls……
1.Perform portfolio analysis at Group in addition to Business Unit / Asset Class levels in order to
understand cross-correlation effects.
2.Rather than performing analysis in silo by business function, seek to establish linkages between Risk
Management, Portfolio Management, Origination, and Treasury
• Use Stress Testing to understand balance sheet behavior through sensitivities analysisUse Stress Testing to understand balance sheet behavior through sensitivities analysis
• Improve robustness of Fund Transfer Pricing and Liquidity Management through understanding of
spread decomposition (base rate, credit, optionality, margins) and sensitivities to market changes .
33.Rather than analysis performed on a top-down basis only, use Solutions that allows for bottom-up
analysis that will provide opportunities to understand Stress Test Impacts so to:
• Challenge Business Unit Planning by comparing risk / return metrics under varying potential g g y p g y g p
economic conditions in order to ensure resulting impacts are still appropriate to expectations
• Force Senior Management to maintain Oversight of Performance relative to Risk Tolerance
44.Improve upon Model Parameterization that support Stress Testing Programs
• Seek to stress key risk metrics cohesively rather than using an independent approach
• Adopt quantitative in addition to qualitative analysis to derive model risk parameterization
10
Adopt quantitative in addition to qualitative analysis to derive model risk parameterization
• Trend : Tie Model Parameterization to Macro-Economic Indicators to facilitate production of
Plausible Scenarios
4. ApplicabilitySensitivity Analysis - Understand How Resilient Your Balance Sheet Is Under Different Scenarios; Identify Vulnerabilities; y
1.What impact will an adverse scenario have on your RoA, RoE, Earnings, Capital?
2 Financial performance metrics and risk appetite are linked to planning
-25.0% Deviation from Target Value (%) – Annual Forecast
2.Financial performance metrics and risk appetite are linked to planning
-10.0%8 0%
-15.0%
-18.0%
-12.0%
8 0%
-11.0%
-20.0%
-15.0%
-10 0%
CapitalRoE
RoA
-1.0% -1.5%
-7.0%
-2.0%-4.0%-5.0%
-7.0% -8.0%
-4.0%-6.0%
-8.0%10.0%
-5.0%
0.0% Earnings
NPLs
RAROC
4.0%6.0% 5.0%
8.0% 7.0%5.0%
7.5%
5.0%
10.0%
15.0%
23.0%
20.0%
25.0%
30.0%
Recovery - 1/10 Mild - 1/25 Severe - 1/50 Extreme - 1/80
11
4. ApplicabilityStress Scenario Analysis: Credit Value-at-Risk (VaR)
1.Via simulation, portfolio credit loss distributions are constructed and yield estimates of Expected Loss
(EL), Unexpected Loss (UL), and Economic Capital. (EC).
2.For Stress Testing, one can specify the estimation of the portfolio loss distribution conditional on the
realization of a given market scenario (economic state).. Facilitates comparative analysis to base case.
3 E ti ti l ti d th k i k t l ti t ifi i i i3.Estimating correlations and other key risk parameters relative to specific economic scenarios in a
consistent approach is critical to estimating the conditional loss distribution
12
4. ApplicabilityForward looking Parameterization for Stress Testing VaR Analysis
1.Organizations tend to perform Origination & Portfolio analysis using Through-the-Cycle inputs
2.Stress Testing can assist institutions to understand vulnerability to experiencing dramatic shifts in2.Stress Testing can assist institutions to understand vulnerability to experiencing dramatic shifts in
business performance during periods of market cyclicality
3.To measure impacts of Cyclicality, key to use Point-in-Time Measures for:
• Migration Rates: credit migrations can explain up to 50% of portfolio volatility and 35% of
Economic Capital (EC). Matrices estimated on data at peaks/troughs produce very different risk
results, 30-35% increase in transition states.
• Correlation Rates: Estimates show firm levels of systematic risk sensitivity to market factors can
increase 20-30% during periods of market stress. E.g. Financials RSQs of 65% to 80-90%.
• Market Sharpe Ratio: Risk Tolerance input1.200 • Market Sharpe Ratio: Risk Tolerance input
relative to Return – used for Cash Flow
discounting in risk neutral model framework.
Can be used to stress Market Liquidity During 0 700
0.800
0.900
1.000
1.100
Can be used to stress Market Liquidity. During
period of peak Financial crisis in 2008 Sharpe
Ratio doubled when compared to historical
average0.300
0.400
0.500
0.600
0.700
NA ‐ IG
NA ‐ IG Avg
EU ‐ IG
EU ‐ IG Avg
13
average..
‐
0.100
0.200
4. ApplicabilityA framework for VaR Portfolio Analysis driven by Macroeconomic indicators to derive Scenario Loss distributionsindicators to derive Scenario Loss distributions
Macroeconomic Indicators Credit Risk Drivers (PD, Portfolio Risk – Capital
A B C
Macroeconomic Indicators ( ,LGD, Correlations)
pRequirements
A B CMacro-
economic Indicators
Common Sources of Risk
(Country/Industry)
Risk Drivers-PD, LGD,
CorrelationsPortfolio Loss Distribution
1.MA is constructing for Unicredit Group, correlation models based on regional / sector / product type
factors consistent to Unicredit’s portfolio composition. Such model also embeds macro-economic p p
indicators. Model to be used for both base case and stress testing analysis.
2.Will enable stress test analysis model parameterization of Unicredit’s internal Credit Portfolio Model to
be driven through changes in economic scenarios facilitating intuitive causal analysisbe driven through changes in economic scenarios facilitating intuitive causal analysis.
3.Such stress scenario results will provide insight as to associated changes to Portfolio Volatility and
Expected Shortfall, which are relevant for understanding:
14
• Changes in Risk Profile across Portfolio Segmentation allowing for Risk Mitigation
• Dynamic adjustments to Strategic Business Plans
4. ApplicabilityReverse Stress Testing is powerful tool to identify Bank’s vulnerabilities both from a systemic and an idiosyncratic standpoint
1. Using VaR Trial-by-Trial capability –given a target loss
bl id if d
y y p1. Portfolio Tail Risk and Macro Analysis
– we are able to identify and quantify in Value terms
different shock impacts in the Tail Region for each macro
0
2000
4000
6000
Capital M
illions
Tail Risk Analysis
scenario0
0 500 1000 1500 2000
Tail Exposure
2. Scenario and Contingency Analysis
2. Moody’s Analytics Reverse Stress Testing Reports help senior management to put in g p
place capital contingency plans and to develop the firm’s risk
appetite, business strategy and risk limits
17
4. CapabilitiesReverse stress testing analysisg y
Analysis offers a unique opportunity for Banks to better understand their business and
focus management’s attention on the areas where weakness could turn out to befocus management s attention on the areas where weakness could turn out to be
potentially harmful to the entire organization
1.Consistent and cohesive portfolio reverse stress testing metric
2.Flexibility, Transparency, and Usability
3.Allows for Reconciliation of Stress Testing and Reverse Stress Testing
4.Helps Institutions to Meet Regulatory Requirements
18With goals of an Organizations risk culture and stress testing framework defined, how does one
develop Contingency Planning relative to Business Strategy?
5. Contingency Plan:A Bank must complement its Business strategy with contingency plans in order for it to timely identify and address critical situationsp y y
Level A
TriggersLevel B Level C
LOSSLOSS
CORE TIER 1 RATIO
Level B actions Level C actionsLevel A actions
Postponement of capital expenditure initiatives (capital spending)
securitizations and recourse to risk mitigation
Resolution Plan
Review of credit limits changes in the overall
strategy and business plan: reduction of
exposures to specific
Actions techniques (asset hedging or selling);
addressing capital structure via reduction of share buy-back, reduction or halting of dividend
exposures to specific sectors, countries, regions, products or portfolios
tighten underwriting policies and
19
or halting of dividend payments, capital raising, sale of assets
policies and processes (i.e.. no new lending with revenue below expected loss);
Take-Aways As "Food For Thought"
Stress Testing Program has to be a consistent framework to reduce complexity and increase usefulness to Senior Management.
Involvement of and communication by all relevant stakeholder to Senior Management key. Educational Level across all levels a matter of Institution's Risk Culture.
Stress Testing is not about just keeping your Banking license – it is a daily Management Stress Testing is not about just keeping your Banking license it is a daily Management tool.
Firm-wide views essential to address Sustainability & Solvency of Business Model.
Essential to analyze Portfolio and Deal Transactions from multiple assuptions relative to: Essential to analyze Portfolio and Deal Transactions from multiple assuptions relative to:
Through the cycle analysis to support Origination and Stakeholders
Points-in-Time analysis to ensure Organization and business lines can endure CVolatility in Market Cyclicality
Adjust Business planning with changes in market conditions
Consequence management to express itself in feasable Contingency Plans.q g p g y
Mind-set from Risk Culture more important than precision to the last digit!
and many other questions searching for a solution
20
and many other questions searching for a solution.Your turn in the audience …….