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Sunday, 30 March 2003
Try to load this version of the website.....
blogger version
Sunday, 23 March 2003
As if nothing had happended, I'm back. Here's what's
on my mind right now.
What is the optimal number of risk ratings that should be used
to evaluate corporate default risk?
Clearly there is a trade off between granularity and validation. A
very granular rating system is desirable because it allows companies with
small differences in risk to be placed in separate rating categories. Pricing
and economic capital allocation can then be calibrated to an appropriate
level for each rating. Default risk models with provide default risk
estimates (in basis points), such as KMV's Credit Monitor, are clearly geared
to satifying the need for granularity.
But granularity comes at the cost of validation. To my knowledge,
there is no way to certain that each of the default risk measures coming
from models, like Credit Monitor, are accurate. Validation work has
largely focussed on evaluating a credit model's ability to properly rank-order
companies on the basis of their default risk (power curves, or CAP curves),
and to a lesser extent evaluating the total number of defaults predicted
by a model against the actual number observed. (For example, see Kurbat
and Korablev) But, this doesn't really tell us whether specific
default risk probabilities are accurate.
To manage this uncertainty, I think the credit risk analytical frameworks
at most institutions, certainly most banks, involve sorting companies into
a discrete number of ratings, and then using a single probability estimate
for every company in the rating. Yet, there is no consensus on the
number of ratings that should be used.
Moody's and S+P both use rating scales which have 16 categories which
apply to companies that normally have access to the debt markets (AAA plus
3 subdivisions for each of AA, A, BBB, BB and B), and another 6 or 7 grades
in the CCC and worse range. That makes a total of about 23 non-default
grades. But this scale was developed years ago, when the desire for
abosolute (rather than relative) accuracy was modest.
If you look at the default rates for each of the rating agencies grades,
it is hard to conclude that they are actually able to discriminate among
16 classess of default risk. If we define a grade having successfully
discriminated a level of default risk if the default rate for that grade is
higher than all better grades, then there is precious little evidence that
default rates of companies in the AA and AAA range, and to a lesser extent,
in the A range are actually different. If fact, I think the agency
ratings historical experience shows that they are able to resolve no more
than 12 discrete classes of default risk.
If this is true, then it seems logical that individual institutions, who
have a smaller universe of companies in their portfolios, will never be able
to demonstrate that they can resolve more than 10 or 12 grades of default
risk.
Monday, 19 January 2001
Better late than never, here are links to the 2000 default
reports from the rating agencies:
Standard
and Poor's
Moody's
Read them with caution. Both agencies are inconsistent in
their determination of when a restructured credit edges into default.
Neither includes Conseco in their list of defaults.
Eric Falkenstein
Being
a good risk manager was like being a good LAN administrator -
hardly worth the effort given the lack of appreciation.
It's only February, but Eric just might have given us the
quote of the year. I'm definitely tempted to frame it an put in
on the wall of my office.
Thursday, 25 January 2001
Erisk.com
"Everybody
is coming to the conclusion that commercial lending is not an
attractive business, if they measure risk properly," says
Stuart Brannan, Montreal-based vice president of portfolio management
with Bank of Montreal (Registration required)
Hey, that's me.
FT.com
Dresdner
Bank, Germany's third-biggest bank, is to shut its commercial
lending activities outside of Europe in a bid to cut costs and
increase the profitability of core businesses.
Erisk.com
In this
article, Dr Bob Mark and Dr.Michel Crouhy of CIBC discuss the implications
for banks of the internal ratings based approach described in
the latest proposals released on January 16.
The "Shipley" Committee
In
addition to calling for more frequent public disclosure, the
working group said financial information should be disclosed
based on a firm's internal methodologies and exposure categories.
It said quantitative information on a firm's risk exposure should
be balanced with qualtitative information describing its risk
management process.
Thursday, 18 January 2001
Economist.com
In
the end, though, the fate of the new Basle rules will depend
on how they are implemented. American and British regulators
are likely to be vigorous enforcers, while Japan and Germany,
as well as plenty of less-developed countries, will lag behind.
Why does the UK press insist on referring to "Basle"? The
spelling on the documentation is "Basel". Just wondering....
I am still just cracking the surface of the new Accord but
the following thoughts come to mind.....
....Basel insists that obligors be assigned to risk grades
and that the same default probability be used for every obligor
in the grade. This is out of step with leading edge practice which
tries to estimate a unique default probability for each obligor.
....the proposed standard definition of default is very comprehensive.
This is good. There is a slight inconsistency in that any agreed
postponement of principal, interest or fees is considered a default,
but if no agreement is given and a borrower just misses a payment
there is a 90-day grace period. The same 90-days should be applied
in both scenarios.
....there is no recognition that collateral in the form of
accounts receivable, inventory or prooperty, plant and equipment
reduce credit risk. This is just wrong.
....the standards for a bank being considered eligible to
use the "advanced IRB" approach are likely to be very high. The
benefits might not be sufficient to justify the effort involved.
Wednesday, 17 January 2001
FT.com
Basle
Two looks to be a judicious advance on its predecessor - provided
the regulators can master its complexity, remain vigilant and
remember that more sophisticated vehicles do not on their own
guarantee a safer ride.
American Banker
An
element likely to raise industry hackles is the application of
the accord to banks' consolidated holding companies.
Fed, FDIC, OCC
While
the 1988 Capital Accord was applied to all banks in the United
States, it has not been determined how broadly the new approach
will be applied, particularly given the many complex elements
that may not be needed for smaller, less complex institutions.
FSA
The
proposed new framework goes far towards delivering the key objectives
of a safer and more efficient financial system, by aligning regulatory
rules with good practice in well managed banks and by providing
incentives for all banks to raise standards.
OSFI
Safety
and soundness in today's dynamic and complex financial system
is best achieved by the combination of effective internal controls
and bank management, market discipline and supervision,"
he added. "The end result should be a safer, sounder and
more efficient banking system.
Monday, 15 January 2001
The new, hopefully improved,, Basel Committee capital framework
is due to be released tomorrow but I won't be reading it right
away. I'm going skiing with my son and Basel will have to wait
until Wednesday. If anyone manages to get to it before I do,
please email your thoughts to stuart@brannan.org.
If I get enough I will set up a special page of reactions to Basel.
You should be able to download it from www.bis.org/wnew on 16 January
at noon New York Time.
Wednesday, 10 January 2001
FitchIBCA
Of
late, the credit derivatives markets have been roiled by the
commonplace use of restructuring provision as a credit event.
The controversy arose following a restructuring of Conseco, Inc.'s
bank loans. Seizing upon this event, credit protection buyers
specifically invoked the restructuring provision under various
credit derivatives and demanded payment. The facts surrounding
this event have raised questions about the future of restructuring
and whether it will continue as a standard credit event.
Tuesday, 2 January 2001
Dianne Vazza (Standard and Poors)
With
more defaults on the way, speculative grade spreads will widen
further before they firm in the first half of the year.
Marie Cavanaugh (Standard and Poors)
"We
expect sovereign rating stability and default probability to
converge with Standard & Poor's corporate ratios over time
as thenumber of sovereign observations increases; both groups
use the same rating definitions," said Marie Cavanaugh,
director and head of criteria for Standard & Poor's sovereign
ratings group. "However, what these data refute is the suggestion
that sovereign ratings have been less stable than corporate ratings
and thus have been a destabilizing force in global capital movements."
Maybe its just me but this looks like gobbledygook of the
first order. Maybe sovereign default rates will converge with
corporate defaults, and sovereign rating transitions might converge
with corporate transistions, but sovereign rating stability will
never converge with "corporate ratios". And no matter how stable
sovereign ratings were in 2000, how then can this "refute the suggestion"
that they were less stable in the past?
FT.com
The
[Financial Services Authority] says requiring banks to disclose
the amount of capital it requires them to hold would mislead
consumers and investors. It could undermine the relationship
between banks and their regulator and shake public confidence
in the financial system.
The FSA is absolutely right... if the amount of required
capital isn't calculated in a reasonable manner. Given the illogical
capital rules currently in place, the FSA should be actively
prohibiting banks from disclosing the amount of regulatory capital
they hold, and their Cooke ratios. These convey absolutely no
meaningful information about a bank's risk profile.
On the other hand, if the capital calculation is based on
sound principles, then the FSA should be actively promoting disclosure.
Let's hope that 1) the Basel Committee comes up with a new capital
regime that makes sense and 2) if they do, that the FSA actively
promotes more disclosure, not less.
Alan Mcnee (Erisk.com)
It
now looks as if Basle will make two key changes to capital regulation.
The first is that regulator-approved banks will be able to use
their internal ratings of customers to calculate the regulatory
capital they must set aside to cover credit risk.
To be a bit more accurate, banks need the ability to use their
internally derived credit risk measures to determine regulatory
capital. Some banks convert these credit risk measures into "grades"
or "ratings", but others do not. Once again, lets hope
that Basel comes out with a set of proposals that permit banks to
use their own measures of risk to determine regulatory capital, and
also gives local regulators some guidance on how to audit and validate
the veracity of each banks' measurements.
Credit Magazine
The
credit derivatives market is one of the success stories of the
last five years. .... But it is now facing its first real crisis.
In the last six weeks, market consensus and regular practice
regarding the place of loan restructuring in credit default swaps
has disintegrated completely.
The difference between the discretion available to bank lenders
and bondholders was noted at this site last August. Credit Magazine is
a lot more expensive and they just picked up on it this month.
Tuesday, December 19 2000
nytimes.com
One
day after the government declared two credit unions insolvent,
a Japanese newspaper released a survey showing that the loan
portfolios of Japanese banks were deteriorating after several
large corporate bankruptcies.
Here we go again.
Monday, December 18 2000
This site has been getting lots of hits from ANZ Bank today.
Greetings to them from the Great White North.
FT.com
"Corporate
bond lenders . . . have been negligent in understanding what
a new-age economy does to corporate bonds themselves. It produces
an environment of no upside and substantial downside."
Someone should have reminded these lenders when the salesmen
came to call, that it pays to beware of Greeks bearing gifts.
Dismal.com
With some formidable energy utilities being downgraded due
to a supply and demand debacle in California, regulators would
be wise to check this out:
While
continued regulation might have kept prices artificially low
this summer, the price hikes are the result of inadequate capacity,
not deregulation. The new system has only highlighted the shortage.
Regulators must resist all temptation to interfere with the market.
That may prove painful in the short term, but a framework in
which prices that truly reflect market conditions provide the
right incentives, and in which consumers are free to choose their
supplier among vigorous competitors, delivers the best results
in the long term.
Thursday, December 14 2000
Economist.com
Profit
warnings have become a daily ritual. One by one, companies that
had seemed effortlessly able to meet analysts' expectations have
delivered bad news, and most have been punished by investors
for their trouble. As suppliers complain that bills are not being
paid on time by well-known companies that are using every trick
in the book to eke out their profits, can it be long before even
Cisco issues a profit warning-and how will investors react to
their current poster-child proving fallible? (Subscription
required.)
Wednesday, December 13 2000
Moodys.com
Moody's
estimates that between 385 and 450 companies out of the over
9,000 the index tracks will default in the next twelve months,
more than triple the 114 that have defaulted since December 1999.
And also from, Moody's:
As
default rates continue to climb and overall levels of corporate
credit worth declines, companies with outstanding debt rated
below-investment-grade could find themselves unable to tap the
market to refinance their outstanding debt when that debt come
due,
Monday December 11 2000
I was at the ICBI Risk Management conference in Geneva last
week, and came back trying to make sense of lots of challenging
ideas. One of the most interesting presenations was by Charles
Monet of JP Morgan who revealed some of the thinking behind Morgan's
capital allocation techniques. Some of the more interesting points
he made were that:
- Morgan adds an explicit charge for large exposures in their
portfolio, over and above the capital cost allocated by their
portfolio model (CreditMetrics). I have been troubled for some
time by the fact that KMV's Portfolio Manager doesn't allocate
sufficient capital to large exposures to produce unambiguously
unattractive returns. Seems like Morgan faced the same problem
and just boosted the capital to discourage large exposures.
- They don't think that RAROC delivers the "correct"
incentives to the managers of their many businesses. Instead
they calculate the appropriate cost of capital for each business,
and then deduct this from each business's P+L. It is management's
job to maximize the residual amount (the "economic value
added") and increase it consistently over time. I don't understand
how this can be applied to individual credit risk assets.
- They assume 100% correlation for credits within certain
emerging markets. This would certainly dampen the effect that we
have observed of international assets being allocated unintuitively
low levels of economic capital.
- On the other hand, they assume that all committed credits
will be 80% drawn at the time of defaut. This broad assumption
of a consistently high usage given default doesn't sit well with
me. I think that well structured short term facilities would
have much lower drawdown rates than 80%.
In another presentation by Stephen Kealhofer of KMV, he provided
insights into two fundamental issues:
- First, if you look at bond spreads over long periods of
time, and compare these to KMV's EDFs, then the market price for
default risk appears to be very stable (with the possible exception
of short periods of extreme stress). Compare this to the typical
analysis of bond spreads by agency rating, which have been very
unstable over the past few years. I find the fact that KMV can
extract a consistent relationship between market remunaration
and risk, using EDF's rather than agency ratings to be another
brick that supports greater reliance on EDFs.
- Second, Stephen explained that the reason that Merton-type
default models tend to predict fewer defaults than have been
observed historically is because the managers of a firm respond
to negative developments within the firm by increasing, rather
than decreasing, the firm's liabilitiies. In effect, Stephen
proposed that, rather than curtailing capital spending, or reducing
debt, management often attempts to supplement internal cashflow
with external sources of cash. This means that when a firms level
of risk increases, management often contributes to make it even
more risky. It is only when a management sees that this risky
strategy isn't working that they being to reduce liabilities,
and in some cases its too late. Typical Merton-type models don't
incorporate this perverse management behaviour and therefore
underestimate the likelihood of default.
FT.com
"It's
beginning to feel a lot like 1990," said Harvey Miller,
senior partner at Weil Gotshal & Manges in New York. He says
that because of tightening credit and an economy running at "stall
speed", companies are finding it difficult to refinance
debt.
economist.com
If
America were to experience a recession as bad as that of the
early 1990s, J.P. Morgan reckons that it could wipe out over
a year's after-tax profits for Crédit Lyonnais, and more
than four-fifths of Deutsche Bank's, albeit over several years.
Subscription required.
Its worth remembering that The Economist also reported that
Barclays had a phenomenal level of exposures to European telecom
borowers. According to people I talked to at Barclays, they were
way off the mark.
Thursday 30 November 2000
Armstrong Holdings was downgraded to "D" by S+P today.
Moody's still has them at "Ca", even though they failed to repay
about US$50MM in commercial paper that matured last week. Armstong's
bank lenders dodged one bullet this time around because the commerical
paper "backup" facility matured in October so Armstrong wasn't able
to pay out the CP holder by drawing on a bank facility. Apparently,
the company and its banks were on the verge of signing up for an
extension to the previous backup facility when Owens Cornng filed
for bankruptcy, and the lenders got cold feet because Armstonrg hsa
significant asbestos liabilities. Here is KMV's EDF history for Armstrong.
Since S+P had this rated A- on January 1 this will show up
as an investment grade default in their data base. If Moody's
defers the recognifion of teh default for a few more weeks, they
will be able to call this a Ca default (which has very differnt
implications for the consistency of their ratings)
I don't think that Moody's will be able to ignore this until
the new year, but it does raise the interesing question of whether
the rating agencies might be tempted to defer classifying a default
at the end of the year because it would make their track record
appear more reliable.
Wednesday, 29 November 2000
Look for my smiling face in a future issue of Credit Magazine.
Charles Smithson conducted a survey of portfolio management practices
at a number of banks and I was called upon to comment on the
survey. When it is published, I will put a link here.
John Plender (FT.com)
The
verdict must be that while there is not yet a credit crunch,
there is a worrying combination of contracting credit, declining
asset quality and weakening equities.
Tuesday, 28 November 2000
Greg M. Gupton, Daniel Gates, Lea V. Carty (Moody's
Investors Service)
This
study updates Moody's previous Loss Given Default (LGD)research
for bank loans by more than doubling the number of observations
from the 58 in our November 1996 study to 121 defaults (representing
181 loans).Here,we look to secondary market price quotes of bank
loans one month after the time of default -allowing markets to
process the default news and revalue the debt.
Reading this study just makes me mad. First of all, its not
really a "loss given default" study in the normal sense. It's
a "market price given default" study. These may or may not be the
same thing; it depends on a lot of things like how accurately the
market can predict the amount and timing of post-default cash payments,
and also what is the appropriate discount rate to apply to these
payments.
The study goes to great lengths to point out that Moody's
ratings aren't mere predictors of default, but incorporate additional
factors such as recovery. Moody's analysts are apparently able
to determine whether to "notch up" or "notch down" a particlar
type of debt because of differences in the recovery potential. It
would seem logical to try to answer the question: what is the difference
in recovery rates between two rated obligations (by the same issuer)
which are one notch apart, or two. Unfortunately Gupton, Gates and
Carty don't even try. Instead they compare the recovery rates for
obligors which shared a rating category at the time of default. Does
this mean that notching is only meaningful for the last rating assigned
prior to default? I am becoming more convinced by the day that Moody's
notching for seniority/subordination is a largely subjective and
unscientific process.
Finally, the study makes the point that obligor industry classification
isn't correlated with LGD, which I think is mostly true. And
the authors seems to think that there is something meaningful
in the observation that recoveries tend to be lower when a borrower
has multple lenders. But one aspect of bank loans which I believe
should be highly correlated with recovery, the existence of borrowing
base or margin arrangement, isn't even mentioned.
End of rant.
Wednesday, 22 November 2000
Peter A. Wuffli and David A. Hunt (The McKinsey Quarterly)
...a
McKinsey study of credit risk management has found, both the
underlying nature of the risk and its importance to a bank's
profitability equation have fundamentally changed. So much so,
in fact, that financial institutions need to develop a whole
new technical and organizational approach to managing credit,
which will radically alter the culture of traditional universal
banks.
Wuffli and Hunt have written a great summary of the actions
that banks need to take to get on top of their large corporate
credit risks. The amazing thing is that the article was written
in 1993. Much of what they describe is now deeply embedded in the
corporate culture at large banks. It's easy to focus on the work that
still needs to be done, and castigate ourselves for not yet having
reached the end-game. Sometimes we need to helicopter up a few thousand
feet and see just how far we have come.
Monday, 20 November 2000
ERisk.com
ING's
investment-banking and corporate-finance operations are the least
profitable part of the group's overall banking businesses, as
measured by a risk-adjusted return on capital. In the first nine
months of the year, the risk-adjusted return on capital for investment
banking and corporate finance was 5%, less than the 22% posted
by ING Europe, which includes the retail and commercial-banking
operations, and the 44% at ING Asset Management. ING began calculating
risk-adjusted return on capital only this year.
Based on these results and one year's experience with RAROC,
ING decided to drastically curtail its investment banking operations
and put the US business up for sale. Decisive folks, those Dutch
bankers.
Monday, 13 November 2000
Economist.com
Carol
Levenson of Gimme Credit, a research service, says she has never
seen such a large divergence between the view of riskiness that
is outlined by bond-rating agencies and that suggested by the
market price of corporate debt. It would be best to hope that
the experts in the agencies are right. (Subscription Required)
I wouldn't bet on it.
Sunday, 12 November 2000
Mark Bruno (U.S. Banker)
Fretting
about a huge increase in problem loans, some regulators are blaming
banks for caving into Wall Street's insistant demands for rapid-fire
profit growth.
Another article that points fingers at bank managers and equity
analysts for leading banks to the brink of another asset quality
debacle. BUT ONCE AGAIN, not a word about the lunacy of
regulators who don't permit banks to reduce their capital if
they pursue a low risk lending strategy.
Wednesday, 8 November 2000
Daewoo Motor filed for bankruptcy this week and Hyundai Engineering
and Construction has defaulted. KMV's median EDF levels for Korean
firms have been rising since mid-1999. The curious thing is that,
even though default risk appears to be rising, many Korean banks
have recently been upgraded by the rating agencies (Moody's,
I haven't checked the others)
How can this be? Surely it is the Korean banks that will bear
the brunt of losses from their exposures to Daewoo, Hyundai and
others yet to come.
Tuesday, 7 November 2000
Alan McNee (eRisks.com)
Perhaps
it's time for banks to start working on a standard format for
reporting risk: it may not be long before pleading confidentiality
ceases to be an option.
Here's a suggestion for a place to start. It comes from discussions
with John Mingo when
we were working on preparing the RMA response to the Basel Committee's
new capital rules. Every reasonably sophisticated bank should
be able to describe their process for determining an EDF for
borrowers in their portfolio, and also the process for assigning
an LGD to indivudual loans. In fact the new regulatory rules are
likely to expect this.
Banks that are able to do this could then provide a set of
matrices showing their exposure by EDF and LGD. A simple matrix
like this one could be used to show the distribution of commitment,
outstandings and capital. If a bank had a portfolio of loans
totaling $100, it might look something like this:
| EDF/LGD |
<10% |
10-30% |
31-40% |
41-60% |
61-80% |
>80% |
|
<.5
|
|
|
|
|
|
|
| .5 - .10 |
|
|
|
|
|
5 |
| .11 - .20 |
|
|
|
|
5 |
|
| .21 - .40 |
|
|
5 |
10 |
|
|
| .41 - .80 |
|
5 |
10 |
10 |
|
|
| .81 - 1.60 |
|
10 |
10 |
5 |
|
|
| 1.61 - 3.20 |
5 |
10 |
5 |
|
|
|
| 3.21 - 6.40 |
5 |
|
|
|
|
|
| 6.40 - 12.80 |
|
|
|
|
|
|
|
>12.80
|
|
|
|
|
|
|
This simple representation of the portfolio
should show a tendency for loans to appear on the bottom-left
to top-right diagonal as loans to the riskier borrowers (bottom)
should be offset by sound structure resulting in a lower LGD
(left). Loans to high quality borrowers would have low EDF's (top)
and the bank may be prepared to provide minimal structure or even
take a subordinate position (right).
If every bank presented its portfolio
information in this manner it would provide a good indication
of the types of credit risks they are prepared to assume, and any
significant differences between the information provided by banks
would provide a reasonable basis for further inquiry by analysts,
shareholders or regulators.
Monday 6 November 2000
Alexandra Berthault, David T. Hamilton, Lea V. Carty (Moody's
Investor Services)
Since
1972, when Moody's began rating CP programs, 45 issuers
have defaulted on roughly $4.3 billion of rated and unrated CP.
Historically, the U.S. market, the world's largest, has
contributed the lion's share of defaults (31.1% since 1982).
However, since 1992, only one rated USCP issuer, Mercury Finance
Company defaulted. From the mid-1990s on, the bulk of CP defaults
have been non-US issuers in nascent markets throughout Europe,
Asia, and Latin America.
'Course they conveniently "forgot" about Conseco, which
continues to operate due only to the forbearance of its lenders but
which neither S+P nor Moody's have decided to call a default.
Wednesday, November 1, 2000
Economist.com
There
are now signs -- tentative for the moment, but worrying enough
already -- that big banks are messing up again. Three problems
stand out. The first is that problem loans in America are increasing,
even though the economy is still bowling along at a fair rate.
The second is that recent turmoil in the capital markets may
well have caused difficulties for some of the commercial banks
that have been rapidly expanding their investment-banking businesses
in recent years. And one reason for this is the third problem:
the banks' huge lending exposures to telecoms firms.
(Subscription required)
And buried in the text is this rather surprising comment:
Britain's Barclays offers a good example of the depth of
some banks' acute; involvement. At its peak, Barclays had telecoms
exposures of some $20 billion. Most of these were (and still
are) to just three companies: Vodafone, British Telecom and Orange.
Its exposures have now been reduced somewhat, thanks partly to
regulatory pressure.
I find this very surprising because I believe that Barclays
has been at the forefront of sound credit portfolio management
over the past few years. If they are allowing concentrations of
that magnitude to build up, then clearly I need to reconsider.
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