The New Basel II Accord (the Accord) refers to “stress testing” numerous times and in relation to each of its three pillars. Nowhere, however, does it attempt to define what constitutes an effective stress test. To echo one of the writers on the subject, the Accord is saying “we can’t define it, but we know it when we see it”. This introduces a problem for both the regulators and the regulated in attempting to agree on what a stress test is. This paper examines the current state of stress testing in relation to the Accord framework and arrives at a suggested approach to stress testing based on what is felt to be common use.
Support for this approach to stress testing is given in the paper discussed below on business continuity.
The Stress Testing Requirements in the Accord
The Accord mentions “stress test” a total of 27 times, 25 of those in the body of the Accord. As mentioned above, however, nowhere does it define the term. In relation to credit risk (at para. 434 and subsequent) it gets closest by describing what sort of scenarios could be included in a stress test. The Accord also makes clear that there needs to be stress testing done in relation to:
- credit risk (again, para. 434);
- liquidity risk in relation to collateral (para. 158); and
- market risk (para. 738).
Regulators are also required to ensure that institutions conduct “[r]igorous and forward-looking stress testing…” to identify factors “…could adversely affect the bank….”(para. 726). In fact, the entire text of Principle 1 of Pillar II (paras. 726 to 745) is centred on the question of stress testing.
What is Stress Testing?
A generally agreed definition of stress testing is “stress-testing means choosing scenarios that are costly and rare, and then putting them to a valuation model.” In this case, the valuation models will be those used by a bank to calculate its economic capital.The important point to note here is that both the Accord and this definition are calling for multiple scenarios. In fact, the literature makes it abundantly clear that multiple scenarios, of varying likeliness, are required to constitute an effective stress test and that these tests and scenarios need to be re-run and re-evaluated on a regular basis to accommodate both changes in the Bank’s asset mix and in future expectations.
Interestingly, some of the literature suggests that, not only should expected or likely scenarios be tested, but some unusual or unexpected scenarios should also be tested to gauge their likely effects. This would involve four possibilities:
- Simulating shocks which we suspect are more likely to occur than historical observation suggests;
- Simulating shocks that have never occurred;
- Simulating shocks that reflect the possibility that statistical patterns could break down in some circumstances; and
- Simulating shocks that reflect some kind of structural break that could occur in the future.
A Possible Stress Testing Regime
An effective, rigorous and forward looking stress-testing regime would therefore include multiple likely scenarios - including examining movements in all the major macro-economic variables over the past 10 to 20 years and an examination of their likelihood. Capital should be held to allow for these types of events and, in the event that they occur, the minimum capital to be held, as mandated by the regulators, should be allowed to fall to the predicted level. The bank should also have plans to re-establish appropriate levels of capital during the recovery phase from the stress event, with the understanding that other banks in the market will also be attempting similar strategies.
Stress-testing should also include unlikely, but possible, events, along the lines of the four points above. As an example of each one, stress tests could involve such things as the effects of:
- Asian Crisis (1997 – 199
- Russian Debt Default
- US Terrorist Attacks
- Hostilities in Iraq in 2003-04
None of these scenarios may be statistically likely, but scenarios similar to these would form a part of a rigorous and forward-looking stress-testing regime. In the event that these scenarios show a possible capital or liquidity deficiency, a bank should have a plan to address the scenario and should be prepared to present and discuss these plans with the regulators.
Back Testing
It is also important, for model verification purposes, that back testing is also carried out on stress scenarios as and when they occur. If the stress testing has been sufficiently broad there should be the capacity to back test stress scenarios on a regular basis.While one of the unlikely events may not occur, the regular stress test results on likely scenarios should occur with sufficient regularity to allow for reasonable model verification. Should one of the unlikely events occur, or an event with similar macro economic effects to the stress scenario then the scope for model verification is greatly increased and extensive back testing should be carried out; both on the model and its predictions and on the basis for the assumed macro economic effects.
Conclusion
A rigorous and forward-looking stress-testing regime would consist of a combination of both likely and unlikely events. Sufficient capital should be held to ensure that a capital deficiency does not occur under any of the likely scenarios. Capital need not be held against events judged to be possible but unlikely. Where these show a capital deficiency a plan should be developed to counter the effects of the event.
Back testing should also be regularly carried out for model verification purposes and all of the stress- and back-test results and resulting plans will need to be documented, agreed with management and the Board and discussed with the regulators.




19 comments
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1 November, 2006 at 3:00 pm
idpt0000
Hi, I am an IT guys working for Basel II related project. I am not quite familiar with either Basel II definition or statistics modelling. Would you please give some examples about how to “simulate” those “stressful scenarios”.
Do you mean we have to
(1) first obtain those LGD / EAD / PD figures for the selected scenario
(2) create simulation data from production data
(3) patch default cases in the prepared data according to, e.g. PD, of that particular scenario …… ?!
(4) check the capital reserve against the total loss ?!
….
Okay, I admitted that I was totally lost …….
2 November, 2006 at 1:12 am
ozrisk
idpt0000,
No problem - most are. Even the regulators still are - with the sole exception of the FSA.
First step is to get the scenarios and justify them - show that they are reasonable - and then estimate their probability.
What happens next depends on the structure of your model. If you are using a downturn LGD model with an integrated EAD (or even a through the cycle LGD) then only the PD for each scenario will need to be stressed. If you are using a point in time model, they will all need to be stressed - one of the good reasons to use a through the cycle model. These stressed values are then fed into the valuation model.
What happens from there is difficult to condense into a blog comment, but, to summarise:
Most institutions have a smaller, aggregated model on which to run these simulations on a regular basis rather than running them on the full model, restricting their full runs to an annual event run at quiet times of the year. If you go down this route, the smaller model should be a version of your main model, reworked to operate off aggregated data to speed processing.
The annual stress testing run is an important component of the testing cycle - at least in part to cross check the results of your disaggregated model.
You are right on the final outcome - ensure the final loss for any likely scenario does not have the capital reserve below allowable levels.
A good summary of the current position is in the post on APRA - here. The last paragraph has some links to recent papers from the FSA that contain some very good advice on what is being done in this area.
14 November, 2006 at 9:01 pm
idpt0000
Thanks a lot.
16 November, 2006 at 4:03 am
bruce
Things are moving on with stress testing in the UK. A key driver of the stress test model is the type of rating system you are using. A Point In Time (PIT) system or a Through The Cycle (TTC) system. These behave in very different ways as the economic cycle changes. The stress test needs to illustrate the effect on the model of the economic downturn and change in capital as a result. The key point is the way the downturn will affect the model inputs.
5 December, 2006 at 4:19 am
bruce
The following FSA paper goes into the full details of my comment above.
http://www.fsa.gov.uk/pubs/international/crsg_procyclicality3.pdf
Lots of good hints for a retail (especially mortgage) Basel ratings system.
5 January, 2007 at 4:37 am
Payal das
full credit cycle test- meaning
5 January, 2007 at 7:05 am
ozrisk
Payal das,
The credit cycle is similar to the business cycle, but typically lags it be some months or even up to about a year. It works something like this - while the economy is doing well the chances of most creditors not making the correct payments on their loans reduces, so the PD of the portfolio drops. Once the business cycle turns for the worsemost businesses still have a lot of fat and coninue to pay, but the worse businesses start to experience some stress. After a while, these businesses may start to default on their loans. As business activity drops further, more businesses come under stress and then begin to default.
A full credit cycle test looks not only at the situation as it now is, but tries to average the results as if they where over the full cycle.
14 January, 2007 at 3:01 am
Angus Blundell
Hello
I am interested in finding research on historical market shocks (Oct-87, 9/11, Gulf War 1 & 2, LTCM, etc.) for the purpose of building up a series of stress tests for investment portfolios, covering all major market factors (Equity Mkts, Interest Rates, FX, Option Vol, etc.).
I’ve struggled a bit to find some research on Historical Stress Tests (including definition of time periods, as well as the particular market shocks).
Do you have any pointers towards research papers, Texts covering this?
Thanks
14 January, 2007 at 3:03 am
ozrisk
Angus,
Are you looking for the data itself or the research that results? If it is the data the best place to look would depend on how old it is. Oanda keep currency data going back a long way - it is free for non-commercial use. I have mined it back to 1993 for USD / AUD and other time periods for other currency pairs, but I am not sure how far back it goes.
The ASX keeps trading records going back a long way, but it is not on line AFAIK. An approach to them would get it, though - again, if for commercial use expect to pay a fee.
Reuters would be the usual place for the other data - and you might be able to get it all from there. They are not cheap, however.
If you are a student, approach your librarian. I was able to get all sorts of data from them while at uni - some of which I may or may not still be using, depending on who is asking.
On the historical stress tests my usual first point of reference is, yes, Google - but not the usual one. Go to Google Scholar which is an invaluable reference source. If you are not at uni, many of the references are behind a paywall (JSTOR is notable here) but it is a good first point of contact and the summaries are normally good enough to decide if the article is worth getting.
This article is a good start, in this area, but you must really be guided by who is doing the stress testing. Their own portfolio is a critical consideration. Read the post above and let me know where I can be of help.
22 February, 2007 at 11:57 am
mulva
This is a great site. Do you know when data centre/computer room standards are likely to filter down based upon the Basel II accord? By this I mean, what is the minimum requirement for data and services to meet Basel II risk management recommendations?
22 February, 2007 at 1:11 pm
ozrisk
mulva,
Thanks for the feedback. The accord does not attempt to set standards for the infrastructure at all. These sorts of issues are dealt with under the operational risk assessment.
Essentially, the risk of some failure that causes loss is modelled and, for banks following the advanced criteria, capital is then held based on this risk assessment. Obviously, the better the infrastucture, the lower the risk of loss due to operational risk, so the lower the capital. The trick to doing it really well is to balance the risk and reward - i.e. spend enough to get the risk down to a level where additional spend on the infrastructure would result in less capital being freed up than the additional spend costs.
23 February, 2007 at 1:38 am
Eddie simiyu mungami
I have just started my phd research proposal on the challenges of basell II
to emerging markets. however i admit i do not have a strong background on research methodology especially econometrics modelling. if by chance i 3 months to one year sponsorship to improve my methodolgy i will real appreciate. it will go a long way in improving my research capability.
24 February, 2007 at 1:56 am
ozrisk
Sorry, Eddie - no can do.
9 April, 2007 at 12:44 pm
Mauricio
Hi, Where can I find definitions, examples and methodology related to stress testing and back testing ?
Thanks a lot
9 April, 2007 at 4:04 pm
ozrisk
As this area is still evolving, my usual first step in questions like this is to look at recent academic literature - Google Scholar is a good start. From there it depends on which industry you are in - insurance methodologies will differ from banking, for example, so you need to tailor your search appropriately.
Some of the links above will also be useful. I tend to shy away from the textbooks as they are generally well out of date. An exception are the ones from Risk Books. Their new Basel Handbook recently came out and is worth a look - it is a bit steep though at USD 245.
1 July, 2007 at 2:54 pm
Shyamsundar Baliga
Indian supervisor RBI’s recent guidelines available at the following link requires banks to put in place a Board approved stress testing framework by September this year and implement by March 2008. Though simplistic and introductory in nature, it is a decent beginning.
http://rbidocs.rbi.org.in/rdocs/notification/PDFs/78232.pdf
Any views, experiences or reference documents on approach to stress testing credit risk in retail portfolios like auto loans, personal loans and residential mortgages?
18 July, 2007 at 2:25 pm
sang jin
As far as I know, stress test is dealt in both Pillar 1 and Pillar 2 in Basel 2 framework. In pillar 1, there are two stress test requirements; the first one is the general stress test where banks should confirm the conservativeness of their risk parameters such as PD, LGD, EAD and the second one is more specific one where banks should access the effect of economic cyclicality. However, could you know and let me know concrete examples of stress test frameworks in Pillar 1?
Thanks in advance.
13 October, 2007 at 12:11 am
ek
any more information you can provide on risk parameter stress testing? especially in regards to PD stress testing?
13 October, 2007 at 11:47 am
Andrew
ek,
What are you looking for? This area has had whole books written on it.