Title: the present practice of modeling market risk separately from credit risk, a simplification made for
1 the present practice of modeling market risk
separately from credit risk, a simplification
made for expediency, is certainly questionable in
times of extraordinary market stress. Under
extreme conditions, discontinuous jumps in market
valuations raise the specter of insolvency, and
market risk becomes indistinct from credit
risk. Alan Greenspan, Chairman, Federal
Reserve Board May 4, 2000 Conference on Bank
Structure and Competition at Federal Reserve
Bank of Chicago
2Comments On The New Basel Capital Accord The
Crucial Importance of a Conceptual Framework
- Theodore M. Barnhill, Jr.
- Chairman, Department of Finance
- Director, Financial Markets Research Institute
- The George Washington University
- Katherine Gleason
- Ph.D. Candidate, Department of Finance
- Research Fellow, Financial Markets Research
Institute
- The George Washington University
3Basel Synopsis
- We compare bank capital requirements estimated
with an integrated market and credit risk
simulation to those calculated under the 1988 and
proposed new Basel Capital Accords for a set of
hypothetical banks.
4Basel Synopsis
- This is accomplished by
- Simulating the future financial environment (e.g.
1 year) as a set of correlated variables
(interest rates, FX rates, equity indices, real
estate price indices, inflation rate, etc.) - Simulating the correlated evolution of the debt
to value ratios and credit rating for each
security in the portfolio as a function of the
financial environment - Revaluing each security in the portfolio as a
function of the simulated financial environment
and credit ratings (including default)
- Revaluing the total portfolio under the simulated
conditions
- Repeating the simulation a large number of times
- Analyzing the distribution of simulated portfolio
values to determine the risk levels
5Basel Synopsis
- Earlier work on modeling U.S. bond portfolios
(Barnhill and Maxwell 2000) , and modeling South
African Banks (Barnhill, Papapanagiotou, and
Schumacher 2000) , show the following. - The simulated financial environment matches
closely the assumed parameters for the
environmental variables.
- Simulated credit transition probabilities are
similar to reported historical transition
probabilities.
- Simulated prices of bonds with credit risk are
close to observed market prices.
- Simulated value at risk measures for bond
portfolios are very similar to historical value
at risk measures.
6Basel Synopsis
- In the current work Simulated Bank Capital Ratios
are driven by
- the mean return, volatility, and correlations of
important financial market variables,
- the distribution of loan to value ratios and
credit qualities in the bank's loan portfolio,
- the diversification of the business loan
portfolio across sectors of the economy,
- the diversification of the mortgage loan
portfolio across geographic regions,
- asset and liability maturity and currency
mismatches,
- the amount and diversification of equity and
other direct investments across sectors of the
economy and regions of the country.
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8Basel Synopsis
- We also generally find a negative correlation
between interest rate changes and equity returns.
This indicates that interest rate and business
loan credit risk are also negatively correlated. - Under such conditions the simulations indicate
that positive (negative) asset/liability maturity
gaps likely increase (decrease) a banks risk of
failure. This occurs because in times of
exceptionally high interest rates banks are
likely to experience a correlated increase in
credit losses.
9Recommendations
- We believe that development of an accepted
conceptual framework(s) for undertaking
integrated market and credit risk assessments is
very important.
10Recommendations
- Pillar 1 (Minimum Capital Requirements)
- Until a generally accepted integrated risk
assessment methodology has been developed,
- ad hoc adjustments to the proposed capital
requirements should be considered to
- moderately reduce capital requirements for
particularly low risk banks, and
- increase capital requirements for banks with
multiple risk factors (e.g. volatile environment,
high credit risk, concentrated portfolio)
11Recommendations
- Pillar 2 (Supervisory Review Process)
- In our view the supervisory review process should
be a pro-active one where potential risks are
identified and preemptive actions taken before
the risks materialize.
12Recommendations
- Pillar 2 - Potential Preemptive Actions
- Governmental
- adopt monetary and economic polices that foster
stable long-term economic growth.
- Banks or Bank Regulators
- change lending standards and credit quality of
the portfolio
- change the level of direct equity and real estate
investment
- change the sector and region concentration levels
of the loan portfolio
- change the asset/liability maturity structure and
currency structure
- change capital levels.
13Recommendations
- Pillar 3 (Market Discipline)
- Pillar 3 is generally well conceived and has the
potential to be of significant value.
- We identify data requirements for undertaking an
integrated market and credit risk analysis.
- We recommend that, in general, banks would be
responsible for reporting required data on their
portfolios, and others would be responsible for
the data required to model the financial
environment.
14Preemptive Strategies for the Assessment and
Management of Financial System Risk Levels an
Application to Japan with Implications for
Emerging EconomiesTheodore M. Barnhill,
Jr.Chairman, Department of Finance,
andDirector, Financial Markets Research
Institute (FMRI),The George Washington
UniversityPanagiotis Papapanagiotou, Research
FellowFinancial Markets Research Institute
(FMRI)The George Washington UniversityMarcos
Rietti Souto, Research Fellow (FMRI), andPh.D.
Candidate at Department of FinanceThe George
Washington University
15Japan Synopsis
16Japan Synopsis
17Japan Synopsis
- This study illustrates a forward looking
asset/liability portfolio simulation methodology
for modeling the connections between financial
environment volatility (e.g. equity price, and
real estate price) and the potential losses faced
by banks due to correlated market and credit
risk. - Assessing correlated risks is particularly
important for Japanese banks since they have
large direct equity investments, and large
amounts of both business loan and real estate
mortgage credit risk.
18Japan Synopsis
- The future impact of these correlated risks is
related significantly to current macro economic
and monetary policy decisions. Of particular
importance is the decision to re-inflate the
economy or not. - Bank operating expenses and net interest margin
are also important variables in explaining
differences in bank risk over time.
19Japan Synopsis
- We have received no input from Japanese banks or
bank regulators.
- Analysis uses only publicly available data.
- Data limitations required a number of assumptions
on
- Distribution of commercial and residential
mortgage loan to value ratios,
- Typical loan to value ratios where non-recourse
mortgage loans default,
- Typical recovery rates on mortgage loans, and
business loans,
- Volatility of prices for individual real estate
properties, etc.
- Thus our conclusions should be taken as
illustrative not definitive.
20Japan Synopsis
- Surprisingly the recovery rate on defaulted
commercial mortgage and business loans appears to
be in the range of twenty to thirty percent.
- This very low recovery rate suggests a serious
failure to take timely action to protect the
interest of the banks. Likewise the public's
interests may not have been well served by
propping up weak credits since large amounts of
additional public funding will likely be required
to protect bank depositors from loss.
21Japan Synopsis
- We estimate that allowing the large amount of bad
loans in the Japanese banking system to fail
could deplete fifty to over one hundred percent
of many banks capital. However it would also
fix the loss and avoid potentially larger losses
if weak credits continue to be supported.
22Japan Synopsis
- A continuation of the economic status quo, of low
to negative inflation and declining assets
values, is very likely to result in major
Japanese banks suffering further large losses
over the next several years and exhausting their
already low levels of capital.
23Japan Synopsis
- A return to a more positive economic and
financial environment, with moderate inflation
and rising asset values, would reduce bank risk
levels and the cost of resolving current
problems.
24Japan Synopsis
- Under both economic scenarios the risk of further
bank failures appears to be substantial and
additional large capital infusions will likely be
needed to avoid losses by depositors.
25Japan Synopsis
- There are no easy or cheap answers to resolving
the Japanese financial crisis. The collapse of
the real estate and equity price bubble of the
late 1980s has simply left Japanese banks with
too many bad loans secured by collateral with a
low value.
26Modeling Japans Financial Environment
- We used fifty correlated random variables
- 8 domestic arbitrage-free term structures
(AAA-CCC)
- 3 foreign interest rate arbitrage-free
term-structures
- 3 foreign exchange rates
- 20 domestic equity market indices
- 10 regional commercial real estate price indices
- 10 regional residential real estate price
indices
- SP 500 stock price index, the gold price, and
the Japanese inflation rate
27Modeling Japans Financial Environment
- Two alternative future environments
- Positive (1987-1995) Higher economic growth,
low inflation, and higher investor confidence.
Higher mean returns, volatilities and
correlations between changes in prices and other
environmental variables. - Negative (1996-2000) Inflation rates close to
zero or below. Continued low economic growth
rates and equity returns. Negative real estate
returns. Lower asset return volatilities.
28Modeling Japanese Bank Asset and Liability
Portfolios
- We model a Set of Hypothetical Banks with balance
sheets similar to the aggregate for City Banks,
combined Trust and LTC Banks, Regional Banks, and
Regional Tier-II Banks. - Banks A/L portfolios are assumed to be constant
over the horizon of the risk analysis. Their
future values are estimated using the simulated
financial environment and credit quality of the
borrowers.
29Modeling Japanese Bank Asset and Liability
Portfolios
- For each of the hypothetical banks, approximately
200 business loans, 200 mortgage loans
(commercial and residential), 20 equity
securities, and 20 real estate assets were used
to model banks asset portfolio. - The expense ratio (fee income plus other income
less operating expenses divided by total assets)
was used to estimate net operating income not
accounted for by changes in the value of assets
and liabilities.
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41Summary and Conclusions
- Given their high levels of correlated equity
price risk, business loan credit risk, and
mortgage loan credit risk the value an integrated
market and credit risk analysis is substantial
for Japanese banks. This is particularly so
because all of these risk will significantly
affected by current monetary and economic policy
decisions. - Under the status quo it is very likely that the
major Japanese banks will suffer further large
losses and exhaust their current already low
levels of capital over the next three years. - Alternatively a return to more positive economic
and financial market conditions, including in
particular moderately increasing as opposed to
sharply decreasing real estate and equity prices,
would increase the chances of avoiding a major
crisis and reduce the ultimate cost of resolving
current problems. - Nevertheless under both financial market
scenarios the risk of further bank failures
appears to be substantial.
42Summary and Conclusions
- Allowing particularly weak credits to fail and
moving to protect any remaining value for loan
collateral will likely reduce the long-term costs
of resolving the crisis. - However the risk of applying this strategy on a
massive scale is that real estate and other asset
values could be forced even lower in the short to
medium term. - In any event additional large capital infusions
from the government will likely be required to
avoid depositor losses.
43Summary and Conclusions
- In hindsight it seems obvious that everyone must
keep in mind that asset prices that go up rapidly
can also come down rapidly thereby creating bad
loans. - Actions which may be taken to protect banks,
depositors, governments, and economies from such
bubbles include
- adoption of economic polices which encourages
sustainable long-term economic growth rates, and
- raising required loan to value ratios,
diversifying portfolios, and increasing bank
capital requirements during boom times.
- Efficient bank management (i.e. control of
operating costs) and loan pricing (i.e.
maintaining net interest margins adequate to more
than cover credit costs) are of course always
crucial to maintaining bank profitability and
ultimately solvency.
44Summary and Conclusions
- It is important to understand that financial
market liberalization offers both significant
long-term benefits and, in many cases, major
risks as institutions are required to adapt to a
new competitive environment. - Feasible and useful extensions of the study could
include
- modeling specific banks, and
- Systemic risk analyses where multiple banks would
be modeled simultaneously to assess the risk of
correlated and perhaps cascading bank failures.
45Modeling the Financial Environment
- Simulating Interest Rates (Hull and White, 1994)
- Simulating Credit Spreads (Stochastic Lognormal
Spread)
- Simulating Equity Indices and FX Rates (Geometric
Brownian Motion)
- Simulating Multiple Correlated Stochastic
Variables (White, 1997)
46Simulating the Return on Equity Indices and FX
Rates
- where
- S asset spot price S is assumed to follow
- geometric Brownian motion
47Credit Risk Simulation Methodology
- The conceptual basis is the Contingent Claims
Analytical framework (Black, Scholes, Merton)
where credit risk is a function of a firms
- Debt to Value ratio
- Volatility of firm value
48Credit Risk Simulation Methodology
- The following methodology is utilized to simulate
business loan credit rating transitions
- Simulate the return on an equity market index
- Using either a one factor or multi-factor model
simulate the return on equity for each firm
included in the portfolio
- Calculate the firms simulated market value of
equity
- Calculate the firms simulated debt ratio (i.e.
total liabilities/total liabilities market
value of equity)
- Map simulated debt to value ratios into simulated
credit ratings
49Simulating the Equity Return of a Firm
- Once the market equity return is simulated, the
return on equity for the individual firms are
simulated using a one-factor model (multi-factor
models could be used too) - Ki RF Betai (Rm - RF) ?i?z
-
- Ki The return on equity for the firmi,
- RF the risk-free interest rate,
- Betai the systematic risk of firmi,
- Rm the simulated return on the equity index,
- ?i the firm specific volatility in return on
equity,
- ?z a Wiener process with ?z being related to ?t
- by the function ?z ???t.
50Mapping Simulated Debt Ratios into Simulated Bond
Ratings
- Utilizing the simulated equity returns, simulated
debt ratios are calculated and then mapped into
simulated bond ratings
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