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	<title>R&#38;R Consulting &#187; Sylvain Raynes</title>
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	<description>Bringing science back to financial engineering</description>
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		<title>US Bank Regulation Release 2.1</title>
		<link>http://www.creditspectrum.com/2011/12/us-bank-regulation-release-2-1/</link>
		<comments>http://www.creditspectrum.com/2011/12/us-bank-regulation-release-2-1/#comments</comments>
		<pubDate>Tue, 20 Dec 2011 20:48:46 +0000</pubDate>
		<dc:creator>Sylvain Raynes</dc:creator>
				<category><![CDATA[Consequences]]></category>
		<category><![CDATA[Financial System]]></category>
		<category><![CDATA[Macro Economy]]></category>
		<category><![CDATA[Sylvain Raynes]]></category>
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		<description><![CDATA[Introduction Let’s face it guys, bank regulation in the US is a total mess. Mind you, this is not really surprising, for any system left to its own devices and desires will eventually fly off the handles into the proverbial décor. Like the rest of Wall Street, and mostly unbeknownst to themselves, regulators large and [...]]]></description>
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" alt="" /></p>
<p><em>Introduction</em></p>
<p>Let’s face it guys, bank regulation in the US is a total mess. Mind you, this is not really surprising, for any system left to its own devices and desires will eventually fly off the handles into the proverbial décor. Like the rest of Wall Street, and mostly unbeknownst to themselves, regulators large and small have wandered into enemy territory without proper ammo and are now operating purely on gut instinct. Ask any hedge fund manager when he’s a little tipsy, and he’ll be glad to tell you how much money he’s already lost with his “gut”. Unfortunately, there is nothing more dangerous than high-level functionaries out of their comfort zone. When they have time to breathe at all, these bold defenders of the realm must be wondering how things could get so out of control, so fast. Like the Eagles in their hit-song “Lying Eyes”, we too wonder how it ever got this crazy. Did we get tired, or did we just get lazy?</p>
<p>Turf wars and power grabs are just the last refuge of the damned. Likewise, concentration of regulatory authority is not the remedy, but merely the symptom of a fundamental sickness gnawing away at the banking system. In the end, Murphy’s Law is the only credible maxim in this topsy turvy bunker.</p>
<p>Is there a sane way out of this dreck? For starters, this is not America’s first crisis. Neither is it its last. Based on statistics alone, it would thus appear that the answer to our rhetorical question should be a resounding ‘yes’. Yes, but how? Pretty much everything else has been tried and failed, from battleship QE2 to European threats and intimidation of rating agencies. Y’a les cons, y’a les super-cons, et puis après, y’a les agences de notation! By the way, the next time you speak to a rating agency analyst of the old school, just remember that the man or woman trying to tell you about your own future doesn’t have one.</p>
<p>Is it really better to have tried and failed than never to have tried at all? When you don’t understand finance no, it’s not better. Perhaps Janis Joplin was right after all when she said freedom is just another word for nothing left to rate, so to speak. At this point, we are happily and busily fooling ourselves to the Doors’ refrain of “this is the end” of the recession, while Angst and primal fear remain thinly disguised as “enforcement” actions. As Pyrrhus said long ago, one more such victory over the Romans and we are through.</p>
<p>Over the past 30 years of regulatory experimentation, we have scarcely moved beyond the momentous Basel 1 Accord. Regrettably, we crashed and burned on our way to Basel 2. At this very moment, as Nietzsche would no doubt diagnose, we are living dangerously between Basel 2 and some mythical, yet TBD Basel 3, and calling that Basel 2.5. The substance of the current proposals seems to be 7% capital everywhere, and either 1% or 3% more for “systemically important banks”, whatever that may eventually signify.</p>
<p>This silly fight about 3% reminds one of the old Soviet-era joke in which Tsar Nicholas II and Vladimir I. Lenin meet in Hell after the latter’s untimely demise. This is a rough translation of the ensuing conversation:</p>
<p><strong>Tsar Nicholas</strong>: Vlady baby, why don’t you tell me about Mother Russia!<br />
<strong>Lenin</strong>: It would be a great honour, your erstwhile Majesty. What may I tell your Lordship?<br />
<strong>Tsar Nicholas</strong>: Well, do we still have censorship of the press?<br />
<strong>Lenin</strong>: Censorship! We’ve got censorship coming out the wazoo!<br />
<strong>Tsar Nicholas</strong>: OK fine, but what about bread lines and food shortages?<br />
<strong>Lenin</strong>: Majesty, you will be pleased to know that people are starving in greater numbers than ever before. Don’t sweat it; we’ve got that one covered too.<br />
<strong>Tsar Nicholas</strong>: Great, and is our vodka still 95% proof?<br />
<strong>Lenin</strong>: I’m afraid not Majesty. It is now 98% proof.<br />
<strong>Tsar Nicholas</strong>: Vlady, was another 3% really worth a Revolution?</p>
<p>One can easily foretell that soon, every money center bank will be forced to engage in a childish form of self-deprecation and debasement, claiming to be “systemically unimportant” or some similar hogwash, just to make sure they end up at 7%. Most likely, lobbyists will prevail and 7% will be the “right” number on Wall Street for the foreseeable future. Since Basel 1 was 8% flat, we have gone basically nowhere, save for the 1% of course, over the past 30 years, and this after mountains of literature and dozens of incomprehensible formulas apparently necessary to come to grips with the product of three real numbers [EAD, EDF and LGD.] At this juncture, capital rules are by far the most complicated no-brainers in the world. Yet, they have failed across the board, and definitely across the Street, to keep us “safe and sound.”</p>
<p>Fundamentally, 8% was designed to address two operational modes and, to our utter amazement, it did so brilliantly. In most cases, it was way too much, except in the rare instances when it was way not enough. In other words, 8% was wrong all the time. This will not change because we use 7% or 10%. Finding the right number is a false, Wittgenstein problem, a red herring, for there ain’t no such thing. This is like a man looking for the right woman. Rather, the crux of the issue is how capital ought to adjust dynamically to keep up in lock-step with an objectively measured risk conjecture in the field, not what the static value should be. Besides, this elusive static level could be determined easily by reference to rating agency corporate-bond default studies, which address the residual risk inherent in corporate and other exposures given their industrial affiliation.</p>
<p>For example, the label “AAA” is not intended to refer to a company in trouble among its peers, but to a relatively well-functioning organization in a given context, which context then defines its average, not its current risk profile. Static capital allocations under enlightened regulation need to be pegged to this a priori construct since banks presumably make loans with this situation in mind. Should the target’s risk conjecture change meaningfully however, allocated capital ought to adjust automatically and objectively to reflect such changes. This is what safety and soundness truly means, i.e. the government should not punish banks for making risky loans, for we should all be happy that they can do so profitably, but only when they are unable to collect them.</p>
<p>In this context, 1% could be more than enough a priori when a bank makes short-term loans to investment grade obligors, while 5% could be less than appropriate for one with a large portfolio of long-term, sub-investment grade exposures on steroids. Once the reward side of the coin is included in addition to that of risk, everyone ends up on a level playing field seemingly by magic. The way things now stand perverse and powerful incentives are created daily whose objective is simply to arbitrage irrational capital rules using various Viagra-laden contraptions masquerading as “transactions”, for instance unsupervised synthetic CDOs. These so-called “deals” were fatally flawed simply because the problem they addressed was fatally posed.</p>
<p><em>Speaking of Lenin, we are also tempted to ask: Что делать?</em></p>
<p>The following paragraphs are a fledgling attempt by a humble servant of the people to answer this difficult question. We propose a rational and workable regulatory schema aimed at restoring the public’s confidence in the fundamental safety and soundness of the financial system, one where even Devils now fear to tread.</p>
<p>Despite its simplicity, in truth because of it, we believe the following proposals go a long way towards resolving inter-agency turf battles and provide well-defined and transparent areas of responsibilities with no direct jurisdictional overlap. Were they one day to be implemented, granted this is a scenario with vanishingly small probability, we would venture that a crisis of magnitude 8.0 on the Richter scale like the current one would soon acquire the same probability. This is because there are three kinds of people in finance: those who make things happen, those who watch things happen and those who wonder what happened. We are merely suggesting that regulation ought to be able to let regulators move temporarily to the first in order both to be able to soon return to the second, but mostly to avoid having to live through yet another close encounter of the third kind.</p>
<p><em>The New Federal Reserve: the Unknown Ideal</em></p>
<p>The basic model for bank regulation was created in December 1913, i.e. the Federal Reserve. The latter came into being to address one issue only: liquidity in the banking system. The Fed was supposed to operate on auto-pilot, at least according to its creator, the suave, worldly and debonair Paul Moritz Warburg. Warburg had immigrated to America from Germany by accident, some mauvaises langues would even say by mistake, as a result of his marriage to Nina Loeb, the last remaining single daughter of Solomon Loeb, a former managing partner at Kuhn, Loeb and more famously John Pierpont Morgan’s arch-rival on Wall Street. Trained as an aerospace engineer, Warburg was intimately familiar with non-linear feedback systems and their criticality in control theory. By contrast, today’s Fed Governors are not exactly transcendental engineers like Warburg. By and large, they are garden-variety economists unable to grasp that pumping cash into the system is not a “solution” to a credit crisis, but strictly to a liquidity crisis. If the first core dump fails to do the trick, who knows, maybe the second one will. Yeah, right!</p>
<p>The original intent behind the Fed was to allow the market to regulate itself except in rare instances during which a temporary imbalance had disrupted the equilibrium, i.e. whereby liquidity was lacking and banks needed to scramble to borrow from each other without the proper means to do so. By formally pooling liquid resources, a conduit could be established that would allow them to borrow from Daddy Warbucks, albeit at a rate higher than the market’s equilibrium rate, the so-called discount rate. Otherwise, banks would be tempted to borrow from the Fed constantly, thus defeating the purpose of the entire enterprise. In passing, this system (the Real Bills Doctrine) was already in use at Germany’s central bank with which the Warburg family had long been associated. Therefore, the Fed was never intended as a government take-over of the banking system, but merely as a liquidity-pressure release valve. In most cases, the open markets were to be left undisturbed, and the money supply was not to be manipulated for political purposes. Needless to say, later, Warburg-less Feds quickly moved as far away from this attainable dream as they possibly could, as Warburg himself eventually discovered when he tried to cancel the Minnesota Fed shortly after becoming chairman. However, the fact that the Fed has wandered away from its true mission is by no means an indictment of its essentially righteous intent and purpose, for the measure of a man lies not in what he achieves, but in what he longs to achieve.</p>
<p>Our first conclusion is that the Fed is a wonderful institution as long as it sticks to its originally appointed sphere of excellence: managing liquidity on behalf of US commercial banks. It should not be involved in either regulating credit risk or in examining banks that assume credit risk, which means anybody and everybody. Frankly, wouldn’t you also like to be examined by someone who fundamentally believes that everything you own is a Treasury bond? Don’t bring a knife to a gun fight.</p>
<p>Despite its notable failings and missteps, the Federal Reserve has shed more blessings on the American people than anyone could reasonably expect. What is truly wondrous, rather, is not so much that the Fed stumbles on its way up the Golgotha, but that it keeps walking at all, bearing as it is the collective weight of our financial sins on its noble shoulders.</p>
<p>Therefore, our second conclusion is that one cannot do much better than the Fed’s apparatus, at least in this insane world of ours, to address the main risk inherent in the banking system: credit risk. In other words, credit risk needs its own “Fed” if it is to perform as well as the first one in fulfilling its appointed duties. To this, our chief proposal, we now turn.</p>
<p><em>The New FDIC: the Fed for Credit Risk</em></p>
<p>Our proposal is exceedingly simple in concept: to transform the FDIC into the Fed for credit risk. The FDIC now acts as the mortician to the banking system, presumably enjoying funerals more than weddings. We note that the structure of the FDIC is ideally suited to credit risk management simply because it is already an insurance company, i.e. the type of entity sorely needed in times of crisis. Although we do not have the space herein to go into details, the concepts are clear enough and the resolution exceedingly simple to execute, perhaps too simple.</p>
<p>Basically, it would work as follows. Banks would be forced to partition their allocated risk capital into its long-term and short-term components, something they already do anyway. Short-term capital would be both more expensive and more deeply subordinated than long-term capital. Under normal, equilibrium conditions commercial insurance companies would be called upon to provide this portion of any bank’s capital needs, most likely in the form of SLOC instruments, and at a price freely negotiated between the respective parties. The FDIC’s price for the same instrument, i.e. the discount rate for credit risk, would normally settle at a level higher than the free market’s equivalent rate for the same bank. Of course, a bank could easily self-insure, thus obviating the need to procure an external SLOC with its attendant standby fee in addition to the standard draw fee. However, doing so would quickly turn out to be more expensive than using external sources. After all, does anybody you know self-insure her house against fire? On a normal basis, a bank’s capital charge would be linked to its current balance sheet, and additional capital would be required only if it became aggressive in its lending practices, with feedback for such behavior provided daily via automatic random sampling of its loan or exposure book by the very same, IT-savvy FDIC.</p>
<p>Under this system, a well-functioning bank would be slightly over capitalized since it would usually prefer to procure excess long-term capital rather than rely on instantaneous draws on expensive short-term lines, unless of course by conscious action. Thus, the optimal capital mix would tend to favor tiny excesses of aggregate current risk capital allocation. In the final analysis though, this situation would not be as traumatic as it sounds since banks would quickly figure out how they could alleviate their excess capital burden while increasing earnings by lending it to other banks rather than having it lay idle on their books. This would be the credit-risk equivalent of the Federal Funds market.</p>
<p>Some readers will have already recognized that, in essence, the foregoing amounts to a rebirth of the CDS market in a more organized and stable form. Obviously, the instrument we are describing is none other than a uniformly-structured CDS contract issued by banks and freely traded among them. Ladies and gentlemen, commoditization is a necessary and sufficient condition for the existence of liquidity.</p>
<p>This is all well and good you might say, but what about the FDIC’s role in all this?</p>
<p>In the rare cases where some random bank would be playing fast and loose with credit risk, in no time at all free market players would set their credit discount-rate significantly above the equilibrium level where it previously hovered quietly. This would happen because such bank would now suddenly have to draw on its hitherto dormant SLOC in order to satisfy its mandatory capital allocation. This would force it to have recourse to the suddenly cheaper FDIC-issued and standardized CDS contract instead of accessing the open market. Any bank making sudden and ample use of such instruments would show up on the FDIC’s radar immediately, since it would be unusual for any institution to raise risk capital at such a high cost. The FDIC would then be put on notice that the target institution may be entering a danger zone, and this would happen long before it is, in fact, in trouble. This signal would not arise via examination or meddling into its affairs, but strictly from the free interplay of market forces. Since the FDIC would end up with the tab in the event the bank failed, it would quickly engage in a dialogue with it. Maybe there is a good explanation to all this, but then again, maybe there’s only a bad one. Either way this proactive action would be initiated with a lead time sufficient to ensure that no real crisis had a chance to develop. Even better, this would take place one bank at a time, not system-wide.</p>
<p>If the bank decided to pay for the risk it is taking anyway, then it might find itself worse off than before and would quickly and voluntarily recoil from the abyss. Conversely, if it could no longer pay the resulting CDS premium, it would stop doing whatever it is doing without coercion or regulatory fiat. As we all know, the best regulation is self-regulation. Effectively, such bank would be brought face to face with its own Kantian categorical imperative, and would soon be contemplating its own death. Either way, the equilibrium would be re-established quickly and the system would remain unscathed.</p>
<p>Clearly, our approach would require some major rethinking on the part of the FDIC’s senior managers, not to mention a face-lift and most likely, a name change. However, by the same token its area of expertise would be squarely delineated as credit risk and nothing else. It would not have to “examine” banks, but simply enforce uniform rules in credit-risk capital allocation. Although this may seem overly complicated, a country as diverse as Brazil largely succeeded with the promulgation of Regulation 2682 by the Brazilian central bank [BACEN]. Given the current soul-searching environment in Washington, this type of forward-looking rule-making ought to become a model to be emulated by the rest of the worldwide banking community. In fact, through direct experience we can tell you that Brazilians could teach us a trick or two about money, and then some. One can say many things about Brazil, but one cannot claim they have no experience with credit risk.</p>
<p><em>The New OCC: Examinations and Operational Risk</em></p>
<p>The last pillar of our proposal is the OCC, the institution that now examines Federally-chartered banks. In doing so, it has been relatively successful, although the complexities of transactions undertaken by its client-banks immediately prior to the crisis did tax its ability to keep up in real time with purported risk-transfer mechanisms. This is something the OCC brass would freely admit, at least in private.</p>
<p>Under our framework, the OCC would take over all banking examination nationwide and would focus primarily on operational risk, i.e. things like Herstatt risk, clearing and settlement of CDS contracts, the integrity and reliability of IT systems, “model” risk, conflicts of interest, etc., and in general, on the “policies and procedures” inside its supervisees. Unlike credit risk, presumably now under the exclusive purview of the born-again FDIC, operational risk is an area much more amenable to meaningful analysis within an examination context. This is in sharp contrast to the bottomless pit of credit risk when looked at without a comprehensive view. Given the average complexity of even a small bank’s balance sheet, credit risk analysis is well beyond the synthetic capacity of most human beings, and should not even be attempted outside a fully empirical and statistical framework.</p>
<p>The authority of the OCC would be enhanced in that it would become the sole direct point of contact with bank personnel, as is the case now with respect to the largest US financial institutions it regulates. In addition, thanks to its newly circumscribed set of roles and responsibilities, it would be able to cast its regulatory shadow in a much more pervasive and long-lasting manner vis-à-vis the safety and soundness of the system via its influence on the various checks and balances based on which a bank’s well-being may be conditioned and from which its relative health-indicators can be measured.</p>
<p>The OCC’s apparent reduction in credit-risk related supervisory influence would be more than compensated by its newfound ability to make meaningful and lasting contributions to areas of financial activity that have hitherto been sadly neglected. Its relationship to its supervisees would clearly change and become much more consultative and collegiate. Because the OCC would no longer be in a position to pass judgment on the perennial and always thorny issues of credit and liquidity management, it would be regarded by the banking community as an enabler of enhanced access to credit and liquidity, something all banks seek to preserve at all costs.</p>
<p><em>The Supervisory Trinity and its Übermensch</em></p>
<p>Thus far, we have outlined conceptually, albeit superficially, how the US regulatory apparatus for banks ought to be reorganized both for the sake of capital efficiency, and in order to restore financial markets to their original function and purpose. We used existing institutions that are now operating more or less successfully and attempted to give them back their true self while adhering to the ubiquitous political realities under which we all live.</p>
<p>As stated, the proposed framework establishes the following supervisory Trinity:</p>
<p style="text-align: left;"><em><strong>Type of Risk Management</strong>-Supervisory Responsibility</em><br />
<strong>Liquidity</strong>-The New Federal Reserve<br />
<strong>Credit</strong>-The New FDIC<br />
<strong>Operational</strong>-The New OCC</p>
<p>The three members of the Trinity are to be regarded as forming a whole. None of them is more “important” than the others in properly regulating the banking system. But acting as a whole is not something that would come naturally. On the contrary, we can expect that such essentially self-contained and insular centers of regulatory power would normally operate independently and rarely, if ever, coordinate their actions. Coordination requires external reinforcement in the form of a supervisory committee, some sort of institutional Übermensch sitting atop these institutions to ensure that no regulatory “black hole” exists in which a client-bank could eventually and comfortably fit.</p>
<p>It would be pointless to belabor this issue at this juncture, but one can easily imagine a 5-member board consisting of one member with demonstrable expertise in each of the three newly-minted regulatory functions, but without explicitly belonging to the associated institution, plus two outside appointees. Most of the time, the committee would be idle but would spring into decisive action in times of trouble. One of its first tasks would be the diagnosis of the current problem. As any doctor knows, a misdiagnosis is usually worse than the disease itself.</p>
<p>In a nutshell, we are proposing to do for bank regulation what was done at the dawn of the 20th Century in the area of corporate governance. The framework proposed hereunder originated in the military with the notion of the “General Staff”’. Some readers may not recall that, prior to the origin of inherently neutral “boards of directors” as we have come to know and love them, all major US corporations were managed based on a different organizational principle, one that might be called the “departmental” principle.</p>
<p>Under this now obsolete framework, each corporation was led by a committee on which sat one member of each functional unit or department. These are things like purchasing, manufacturing, marketing, sales, et cetera. Although this made perfect sense to an outsider unaware of political behavior, the upshot could easily have been predicted. As soon as a significant problem arose in any area, it became basically impossible for the chair to do anything about it. For instance, if something was amiss in marketing, either in truth or perception, other committee members were forced to stand by and smile, just as they do now in DC, while the head of marketing explained in excruciating detail to a crowd necessarily mesmerized by his marketing talent that, in point of fact, there was “nothing wrong” with marketing at all and that in any event, what could anyone else present at the meeting contribute to the discussion since “you know squat about marketing” was the usual pushback. Yet, each department had to be allowed to operate monolithically and relatively unfettered if it was ever going to achieve the level of functional cohesion and unity required for the proper operation of any reasonably large enterprise.</p>
<p>What was needed, it was felt, was a body no longer subservient to defensive departmental attitudes but, rather, motivated by the welfare of the corporation as a whole. Prior to that time it had been thought, wrongly as it turned out, that if each department head cared deeply about his own area, somehow the corporation would be just fine. The epiphany was the realization that the sum of the parts and the whole are not the same, i.e. that linearity and non-linearity are fundamentally alien. Of course, the average CEO had no clue what to do about this, but the Dupont Corporation was not run by the average CEO. He had a military background he was able to bring to bear on the situation.</p>
<p>The problem back then had been the same, i.e. the Navy would favour the Navy, even at the expense of either victory or an increase in expected casualties. No doubt, the same was true of both the Army and the Air Force. This was a much more serious problem than marketing widgets, so the resolution came quickly with the creation of the General Staff (labeled the JCS in the USA), a body supposedly motivated primarily by the wellbeing of the country and its armed forces without regard for potential glory. At least, that was the military’s best shot within a human, all too human world.</p>
<p>The application of JCS-type thinking to corporate life gave rise to the reorganization of senior management into a body similar in its intent, one that we have come to know as the “board of directors”, i.e. a purportedly independent set of individuals solely concerned with maximizing “shareholder value”, a term taken to mean general corporate health in some global, timeless and non-local sense.</p>
<p>As stated above, each of the three regulatory silos outlined above would soon become exceedingly protective of its own turf and area of expertise, as it should be, and would not be willing to entertain easily the notion that it might be deficient in discharging its functions properly. At that moment, it would be incumbent upon the supervisory committee to arbitrage the differences, real or imaginary, in the perception of the origin of the problem. It is quite acceptable and understandable for people responsible for credit or liquidity risk management across a country like ours to develop a certain degree of pride and arrogance vis-à-vis those challenging its premises. We should all encourage public officials to build esprit de corps and cohesion within their ranks and to think of their particular department as an elite body responsible to no one but itself. Rather than destroy such unity of purpose, our aim is to harness it appropriately.</p>
<p>For some time now, the world of modern finance has been too interconnected and too fluid to allow risk to escape notice through some inadvertent faux pas, which is exactly what happens all too often under the current system, if we may even label such a disparate collection of sundry objectives and worldviews a “system.” We live in a community in which one pseudo-savvy banker can play one regulator against another with impunity within some sordid game of credit risk hide-and-seek. The global village no longer tolerates partition into fiefdoms where Renaissance men and women apparently ply their trade in splendid isolation. What the US banking system needs badly, now more than ever, is a unified view vis-à-vis each of its three main functional areas, one that enables a comprehensive approach to the regulatory dilemma free from dilettantism. What is amazing is not the plain fact that capital rules are now a ship without a rudder, wandering aimlessly from failure to failure, but that the system “performed well” apparently until recently, since its false premises and preconceptions have remained unaltered for over a century. In reality, it was nothing but the historical disconnectedness of the world’s financial centers that was chiefly responsible for the fantasy that global stability was a natural outgrowth of the existing paradigm, instead of what it truly was, i.e. an sheer miracle predicated on the Balkanization of the financial landscape, and slowly simmering in the cauldron of cultural reluctance cum bureaucratic inertia. Our goose started cooking the moment “globalization” became a worldwide leitmotiv. By the way, as far as we can tell globalization is usually a meaningless term based on the notion that a Chateaubriand à la Hollandaise and a Big Mac are both “food”. In case of disagreement, anyone with too delicate a palate can be handled via judicious use of surgical marketing.</p>
<p>Although it is true that the existing regulatory bodies already coordinate their functions and actions to some extent, this is not done with a view to delineating responsibility by functional area the way we have outlined hereunder. Instead, it is simply an attempt to partition the workload by size, scope and political sensitivity. Everyone is still responsible for everything, and this is why things fall between the proverbial cracks. The current system is squarely departmental and therefore, the US needs to move to the “board of directors” concept that seems to work more or less efficiently in the corporate context. In fact, the type of institution we are proposing already exists in the United Kingdom [Board of Banking Supervision] and has performed fairly well throughout the recent turmoil.</p>
<p><em>Parting Words</em></p>
<p>If you are still reading, thank you. Admittedly, the foregoing was a bird’s eye view of what we are proposing. If you were looking for meat on the bone, you are no doubt disappointed, but rest assured that technical implementation is the least of our problems compared to the political heavy-lifting needed to convince Congress to re-organize the three august agencies at issue. Believe it or not, the proposed framework is much less onerous in terms of actual and political costs than the existing one. Most of the action happens behind the scenes and, as a result, bankers have a lot more time to do deals than they do now, assuming there are deals to be done at all. As JR Ewing was fond of saying “I reckon I’ll go to my office, while I still got an office!”</p>
<p>Most of the structural elements of our plan are already in place and apart from a change in thinking, something always difficult to achieve inside any institution, only a few administrative and cosmetic changes would be required. Although we have little hope that our framework could ever come to pass, by no means would such failure imply that our spirit was somehow misguided. In fact, if the truth be told, it would mean exactly the opposite.</p>
<p><em>In the meantime, the American jobs-clock will keep on ticking.</em></p>
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		<title>Dr. Strangeloan, or How I learned to Love the Bond and Not to Worry</title>
		<link>http://www.creditspectrum.com/2011/08/dr-strangeloan-or-how-i-learned-to-love-the-bond-and-not-to-worry-2/</link>
		<comments>http://www.creditspectrum.com/2011/08/dr-strangeloan-or-how-i-learned-to-love-the-bond-and-not-to-worry-2/#comments</comments>
		<pubDate>Mon, 08 Aug 2011 19:09:51 +0000</pubDate>
		<dc:creator>Sylvain Raynes</dc:creator>
				<category><![CDATA[CRAs]]></category>
		<category><![CDATA[Credit Spectrum]]></category>
		<category><![CDATA[Sylvain Raynes]]></category>

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		<description><![CDATA[I would like to tell you about the recent Unites States long-term credit rating downgrade by S&#38;P. Now surely, the Republic will stand regardless of the doom and gloom the S&#38;P minions may see in their crystal ball. Rather than piling in right away with Hegelian negativity on steroids, please allow me to indulge in [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.creditspectrum.com/2011/08/dr-strangeloan-or-how-i-learned-to-love-the-bond-and-not-to-worry-2/strangelove-3/" rel="attachment wp-att-1966"><img class="alignnone size-full wp-image-1966" title="strangelove" src="http://www.creditspectrum.com/wp-content/uploads/2011/08/strangelove2.jpg" alt="" width="235" height="214" /></a></p>
<h1>I would like to tell you about the recent Unites States long-term credit rating downgrade by S&amp;P.</h1>
<p>Now surely, the Republic will stand regardless of the doom and gloom the S&amp;P minions may see in their crystal ball. Rather than piling in right away with Hegelian negativity on steroids, please allow me to indulge in one of my most cherished childhood memories. Beware, though, for I’m about to tell you a <a href="/blog/cybernetic-finance/"><em>cybernetic story</em></a>, so if you have better things to do right now, please stop reading. Despite my best literary efforts, what follows is likely to be about as exciting as reading the Wall Street Journal, although Rupert seems, of late, to be doing his best to “raise the bar,” so to speak.</p>
<p>Many years ago, I was addicted to a TV show called Kung Fu. It was a typical 60-minute weekly drama set in the old American West and relating its myths, lies and fantasies. The hero (David Carradine) was presumably a Chinese immigrant whose early childhood had been spent as a pupil at a Buddhist monastery somewhere in China, where he had received extensive training in self-control, martial arts and philosophy. He was kind and merciful and would spend approximately 55 of the 60 episodic minutes preaching peace, understanding, self-abnegation and friendship among men of good will. He would then spend the remaining five minutes beating the living hell out of everybody else on the show. The moral of the story, at least it seemed to me at the time, was that in some cases peace and love just don’t cut it.</p>
<p>The episode I most vividly remember is one during which two young novitiates, one of whom (Cheng) is our hero, the other (Chang), are given cash to travel to a nearby village to buy food for the entire household. On the way, they encounter a nice-looking old man who inquires about their journey. They tell him the truth, as young boys are wont to do, whereupon he proceeds to tells them about a secret shortcut to the village that will save them about half an hour. They thank him and happily take the shortcut. Unfortunately, this was a con job. In the middle of it all, they fall prey to an ambush and lose the cash. They return to the monastery, clearly with their tails between their legs, and are immediately asked to join a woodshed meeting with the Master in residence. It went something like this:</p>
<p>Master: <em>Tell me, Chang, what did you learn from this?</em><br />
Chang:  <em>Not to trust strangers!</em><br />
Master: <em>Tell me, Cheng, what did you learn from this?</em><br />
Cheng: <em>To expect the unexpected.</em><br />
Master: <em>Chang, you will be leaving us soon.</em></p>
<p>And the rest, as they say, is history. Why am I telling you this?</p>
<p>For openers, let me tell you why I am not telling you this. Not because I expect you to spend your early years in China learning martial arts and philosophy at a Buddhist monastery, and not because I think violence is an acceptable way to resolve problems, for it obviously is not. On the other hand, even if you did hang out in Chengdu for the next ten years, you would probably not even miss a beat on Wall Street, and would most likely be able to resume right where you left off. Voltaire said, <em>plus ça change, plus c’est pareil</em>: The more things change, the more they stay the same. Can a Frenchman really be totally wrong, especially a self-<em>maid</em> man? But no, I have a more mundane goal in mind today, one I already warned you could only be reached indirectly and painstakingly.</p>
<p>Are you still with me? Please don’t quit now, for the worst is yet to come.</p>
<p>The world of credit ratings does not exactly connote Hollywood-style sex appeal. Historically, the average credit analyst was usually someone with a social profile lying half-way between a misfit and a nerd, very much like me, I’m afraid, going about his business with the naïve certainty that the world is better off because he exists, defending the human rights of widows, orphans, institutional bond-fund managers and other defenseless creatures. When the alternative is something as profoundly rewarding as clearing &amp; settlement or custody, one can easily understand the attractiveness of a job in which recognized business leaders actually return your phone calls and call you by your first name, apparently because deep down, you’re such a pal. If only it were true. The only occupations with more ego-stroking potential are probably journalism, movie stardom and fashion design.</p>
<p>With the advent of structured finance, though, a market solely predicated on the existence of primary market ratings and thus, on the prior possibility of value, credit analysis acquired an exalted, quasi-mythic status, the moral equivalent of the Oracle at Delphi. Ordinary mortals with ordinary jobs had suddenly been made into rock stars. A formerly inconsequential human being was now referred to as a Bodhisattva, while invitations to Louis Vuitton cocktail parties were no longer unthinkable, or infrequent. Credit analysts went from limp losers to Latin lovers in one easy step, and their financial exploits were now recounted in hushed and respectful tones. Their new issue reports got more web-views than Paris Hilton, and seven-figure salaries went from unattainable to lived experience. At Midas Mufflers, you were just a &#8220;somebody,&#8221; but at S&amp;P, you, erstwhile unacknowledged toiler of the netherworld, had suddenly turned into a big swinging you-know-what, literally a general of the capital markets. Now clearly, every man is a general to his dog, hence the popularity of dogs.</p>
<p>Is this not the quintessential American dream, the faint but still non-zero probability that every US citizen can one day become a hero and marry a fashion model? What’s wrong with a little Yankee self-actualization, with getting that proverbial piece of the action? After all, isn’t it true that no man is an island, in itself entire? Apparently, reciprocity is the key to every lucrative relationship. So, cooperation with Wall Street was obviously <em>the right thing to do</em>.</p>
<p>What&#8217;s wrong, of course, is that it was just that, a beautiful dream.</p>
<p>One day, you had to wake up and realize that, when all is said and done, you never understood a thing about finance, that Warren Buffett is not really your high-school buddy, and that the captain of the swim team is still more likely to wed the fashion model you were ogling so fondly just a few moments ago. At some point, it had to dawn on you that you never were the master of your own power; that you commanded without authority, attempting to live your life in reverse. In the end, you were still just who you had always been, only less so because you actually believed the dream. If only investors would forgive your trespasses while punishing those who trespassed against you, all would be well in the quiet countryside, to say nothing of the not-so-quiet Countrywide.</p>
<p><em>Mea culpa, mea culpa, mea minima culpa!</em></p>
<p>Dear repentant credit analyst, finance is an analysis of time, of non-linear time that is, i.e., of something apparently beyond your ken. Mind you, the same type of fiasco would have happened had anyone else been in your shoes. Wall Street bankers, self-proclaimed former masters of the universe, are actually glad they have someone else to blame but themselves, for the truth is they would have done exactly the same thing, and most likely worse, given that the average investment banker has as much self-control as Bill Clinton at a Playmate convention. As that famous playwright would surely have said, &#8220;The fault, dear trader, lies not in your deals but in yourselves.&#8221;</p>
<p>But wait, say you, what about the S&amp;P downgrade? I know what you’re thinking right now. &#8220;Can&#8217;t this guy say something nice for a change? Can&#8217;t he say something righteous, and loving? These are beautiful people!&#8221; In the end, isn&#8217;t it just easier to shoot the messenger simply because you don&#8217;t like the message? Ah yes, the downgrade. What about it? Essentially, S&amp;P said there is too much politics in Washington, and that $2.4 trillion is not enough; it needs more. I&#8217;ll bet Monica Lewinski said that too.</p>
<p>First, to say there is too much politics in Washington is like saying there is too much &#8220;greed&#8221; on Wall Street, too much reckless driving at the Indy 500 or too much sex in a brothel. This shocking news is neither shocking nor news. Second, just a week ago, S&amp;P admitted publicly that it had a bug in its CMBS rating model, most likely for the past 20 years or so, and canceled all future CMBS deal ratings until further notice. Goldman was impressed I&#8217;m sure. But that&#8217;s not the best part. Just a few months ago, it also admitted not understanding the waterfall-distinction between <em>pro rata</em> and <em>pari passu</em>. I guess S&amp;P can speak neither Latin nor Excel correctly, which may go a long way towards explaining its reluctance to rate Latin American countries AAA.  On its face, this downgrade-thing is chutzpah taken to the limit, akin to a priest downgrading God, or a husband telling his wife, &#8220;Honey, this time I’m putting my foot down!&#8221; Basically, it&#8217;s a joke on many fronts.</p>
<p>On the political front, S&amp;P no longer has the moral authority to downgrade an entire country after the fact, when this is precisely what they are accused of having done, no doubt coincidentally by that very same country, just a couple of years ago. If anything, the downgrade is way too late, not to mention way too smug and convenient. In a self-respecting sport like football, late hits will get you a big fine. What will this get S&amp;P? God knows! But that&#8217;s the whole point, gentlemen. God is now dead, and S&amp;P is responsible.</p>
<p>A famous Russian proverb says: После боя кулаками не машут. <em>Don’t swing your fists after the fight. </em>When it&#8217;s over it&#8217;s over, guys.</p>
<p>Perhaps S&amp;P ought to use its credit-rating principles on itself and apply its outrage at the nefarious influence of politics to its own pathetic situation, contemplating the countless lawsuits it is now defending, suits that arose directly as a result of S&amp;P&#8217;s mammoth incompetence and inability to know when to downgrade something much less problematic to grasp than Beltway politics. Yes, it is wrong to shoot that oh so Standard, but decidedly not Poor, messenger arbitrarily, but this is someone who&#8217;s been walking around for years with a bull&#8217;s eye on its forehead.</p>
<p>On the technical front, the thorniest issue is the fact that the US credit rating is the ground, the basis of all other ratings, the equivalent of zero in mathematics. Moving the zero on the scale, apparently without a Plan B, makes as much sense as switching from Fahrenheit to Centigrade in temperature reporting, and then claiming it is &#8220;colder&#8221; in New York this summer. At this juncture in world history, please tell me who is more creditworthy than Uncle Sam? Do they have nuclear weapons? Do they have cruise missiles? Do they own the Internet? Does their currency also count as international money, in addition to gold? Viewed in the proper context, the S&amp;P downgrade is a meaningless, exculpating, cynical and naïve move that can only result in the immediate focus of the nation&#8217;s attention on how badly these people behaved, and continue to behave, despite clear pronouncements to the contrary and innumerable acts of contrition. A savvy US president once remarked that if you&#8217;re not part of the solution, you must be part of the problem. Sadly, S&amp;P seems to have crossed that thin red line.</p>
<p>The last bump on the road to righteousness in this S&amp;P saga is likely to be the inconvenient fact of the sovereign ceiling. As you all know, no corporation can have a credit rating higher than that of its sovereign for the simple reason that the sovereign has an implicit, if not explicit call on its country&#8217;s assets via taxation and other legal mechanisms. So far, no one has denied this. Therefore, in a few days or so, S&amp;P will have to either downgrade every American AAA-rated corporation, presumably telling them they are sorry, because to such companies a downgrade is not just politics, or else do nothing, thereby covering itself with additional vainglory and demonstrating once again that it is better to remain silent and pass for an idiot than to speak and prove it.</p>
<p>Finally, what about Chang and Cheng from Kung Fu?</p>
<p>You will recall how Chang was fired from the monastery for failing to understand the principle that whatever happens to you should not always be ascribed to others, and that taking responsibility for your own actions and their consequences is the origin of all wisdom, not to mention of all wealth.It is painfully obvious to most observers that S&amp;P needs to take a good look in the rear-view mirror and ask itself, in addition to the army of lawyers now on its payroll, whether it still likes what it sees, or whether, as most of us have already concluded, this sad reality-TV episode wouldn’t be a great excuse to spend some time in a Chinese monastery. From what I know of S&amp;P analysts, I think they might just love it. And who knows, China might begin to love them back!</p>
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		<title>The Fault, Dear Trader, Lies Not In Our Deals, But In Ourselves</title>
		<link>http://www.creditspectrum.com/2009/08/the-fault-dear-trader-lies-not-in-our-deals-but-in-ourselves/</link>
		<comments>http://www.creditspectrum.com/2009/08/the-fault-dear-trader-lies-not-in-our-deals-but-in-ourselves/#comments</comments>
		<pubDate>Mon, 10 Aug 2009 10:37:46 +0000</pubDate>
		<dc:creator>Sylvain Raynes</dc:creator>
				<category><![CDATA[CRAs]]></category>
		<category><![CDATA[Credit Crisis]]></category>
		<category><![CDATA[Structured Finance/Securitization]]></category>
		<category><![CDATA[Sylvain Raynes]]></category>

		<guid isPermaLink="false">http://creditspectrum.com/?p=786</guid>
		<description><![CDATA[Over the past few weeks of this summer of discontent, the search for sub-prime villains has grown ever more intense and sordid. Media-bound auto da fe has been set up to burn the most obviously flawed Wall Street personalities at the stake of incompetence, allegedly in order to renew the faith of the gullible populace [...]]]></description>
			<content:encoded><![CDATA[<h1>Over the past few weeks of this summer of discontent, the search for sub-prime villains has grown ever more intense and sordid. Media-bound </em>auto da fe<em> has been set up to burn the most obviously flawed Wall Street personalities at the stake of incompetence, allegedly in order to renew the faith of the gullible populace and, who knows, perhaps allow them to make peace with the presence of unbridled greed in this great land of ours.</h1>
<p>A recent article in <em>Rolling Stone</em> magazine had the solitary courage to engage in healthy, albeit useless, speculation on the role of Goldman Sachs in the aftermath of the fall of Bear Stearns. A cat has nine lives; how many does a Bear have? In some sense, we should all be thankful for the very existence of Goldman Sachs, for what would be left of Dallas without J.R. Ewing?</p>
<p>Even more recently, an entertaining <em>Vanity Fair</em> article by Michael Lewis focused on AIG FP&#8217;s Joe Cassano as the unlikely infidel responsible for some $180 billion of his firm&#8217;s debts, presumably picked up by Uncle Sam. Somehow, we are supposed to believe that the credit crisis was devilishly engineered by one man acting out of angst that demons were messing around with his bodily fluids. We can now rest easy knowing that a deep-seated and all-consuming self-hatred, and against which Joe&#8217;s bosses and associates were of course powerless no matter how much they &#8220;cared&#8221; about their firm, is greatly to blame for the predicament in which the US now finds itself. Thank God that the anti-Christ has now finally been exposed so we can all safely go back to work. The truth is that Joe Cassano is as responsible for the sub-prime crisis as Joe the Plumber and G.I. Joe. People like him have been around for centuries, either on Wall Street or Main Street, and abound in structured finance at this very moment. Believe it or not, some have even gone to jail.</p>
<p>Other than easily forgettable beach reading occupying the mind between two sultry and evanescent bikinis, it is difficult to see how this type of denial could have any positive impact on the current limbo situation in the US capital markets. Even worse, it adds more confusion to the massive amount that already exists in the public&#8217;s mind as to how this mess could happen in such a pleasant and righteous country as ours. It also takes us further away from the difficult choices that we, as a people, and our leaders in Washington must now make. A tragedy of this magnitude can only take place with the connivance and acquiescence of all those involved who had the means to put the brakes on, but who instead chose to hit the gas pedal. Financial regulation is such a contradictory maze that it&#8217;s amazing the system can even function, let alone thrive.</p>
<p>Americans are too ready to blame everybody but themselves. If you get hit by a car, it&#8217;s not because you crossed on a red light, but that the other driver was &#8220;reckless&#8221; or drunk. Every bond trader whose portfolio goes up by pure chance &#8220;makes a lot of money.&#8221; When he loses for the same reason, though, it&#8217;s because &#8220;the market moved against him,&#8221; as if the market actually cared about his fate. Unless and until we actually look in the mirror, we will never know who is truly responsible for this &#8220;liquidity&#8221; crisis, as Mark Hulbert put it so delightfully, and so naively, in last Sunday&#8217;s <em>New York Times</em>. One more thing &#8212; please don&#8217;t blame hedge funds; most of them are neither hedged nor &#8220;funds.&#8221;</p>
<p>One day next year, we will indeed go back to work, but the scars of the crisis will remain forever etched in our collective consciousness. Rating agencies as we know them will have ceased to exist and a new, dynamic financial paradigm will eventually emerge out of the primordial stew in which we are now aimlessly wallowing. This new financial order will be more mathematical and less &#8220;logical.&#8221; &#8220;More mathematical?&#8221; you say; &#8220;Are you insane?&#8221; Perhaps we are. On the other hand, maybe insanity is nothing but the origin of sanity.</p>
<p>The reason why a so-called &#8220;quant&#8221; with a Ph.D. in physics cannot make a real contribution to finance is not that he doesn&#8217;t understand finance &#8212; for how long does it take even a total neophyte to grasp the net present value? The reason, rather, is that he does not understand physics. And that, dear Brutus, is certainly not Joe&#8217;s fault.</p>
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		<title>The Hollow Men of the AIG Debacle</title>
		<link>http://www.creditspectrum.com/2009/03/the-hollow-men-of-the-aig-debacle/</link>
		<comments>http://www.creditspectrum.com/2009/03/the-hollow-men-of-the-aig-debacle/#comments</comments>
		<pubDate>Sat, 21 Mar 2009 13:10:00 +0000</pubDate>
		<dc:creator>Sylvain Raynes</dc:creator>
				<category><![CDATA[Bailout]]></category>

		<guid isPermaLink="false">http://creditspectrum.com/2009/03/the-hollow-men-of-the-aig-debacle/</guid>
		<description><![CDATA[At this very moment, throughout this great land of ours, ordinary people dwelling far away from the chaotic nonsense known as Wall Street are probably wondering how so much money could be wasted by so few people &#8212; people who, in fact, live in another country. And when the very same people appear to be [...]]]></description>
			<content:encoded><![CDATA[<p>At this very moment, throughout this great land of ours, ordinary people dwelling far away from the chaotic nonsense known as Wall Street are probably wondering how so much money could be wasted by so few people &#8212; people who, in fact, live in another country. And when the very same people appear to be rewarded for putting all of us in deep schmutz, the folks who pay all the invoices in the country have a right to ask why. And they do. How such self-described masters of the CDS universe went from Latin lovers to limp losers in one fell swoop is truly amazing. <a href="http://www.blogger.com/post-create.g?blogID=1212025660520081094#" name="ToggleMore"></a><span class="collapse"></p>
<p>Understandably, it is now practically impossible for American parents to make a case to their children that crime does not pay, and that they should work to earn a decent living. On the contrary, the obvious lesson from the AIG debacle is that crime really does pay, at least the sort of metaphysical crime that leads to recessions, depressions and revolutions. Anyone with a pulse, a lawyer and an MBA can now become the millionaire next door, and one day, who knows &#8212; maybe a cabinet officer. Iraq had no weapons of mass destruction, but AIG did all right, or should we call them weapons of mass confusion. Mr. Liddy says his hands were tied. Indeed they were tied, most likely around the tubular organ with which he presumably thinks.</p>
<p>It would be counter-productive to point a finger at the recipients of this undeserved largess, for that would amount to accusing bank-robbers of robbing banks. Such people were just doing their job. For my part, I want to forgive them, for they knew not what they were doing. If structured securities were bought three years ago, they had to have been priced at the time. Therefore, what we now face is not a valuation crisis, but a memory crisis. In essence, the Fed is suffering from an acute and incurable case of Alzheimer&#8217;s disease. This is not hysteria, but simply an attempt to defend the interests of the much maligned American people without passion or prejudice. I believe my client has a case.</p>
<p>We heard from Chairman Bernanke that AIG was too big to fail, but that Lehman was not. We are supposed to believe that a bankruptcy of this monumental house of cards would have destabilized the financial system, when in fact it would have destabilized Goldman Sachs and Soc Gen, just to name two of the irresponsible children that Ben would not spank. It is true, though, that Soc Gen did need around $6 billion to make up for Jerome Kerviel’s purported fraud. With systems like that, who needs risk? Somehow, the American people swallowed this hogwash whole, perhaps because most of them would rather not smell the stinking truth before Sunday dinner. As Clint Eastwood once said &#8220;Dyin&#8217; ain&#8217;t much of a livin&#8217;, boy!&#8221;</p>
<p>AIG is internationally renowned, not for the sophistication of its underwriting or risk management techniques, but rather for the ease with which it reneges on <span style="font-style: italic;">bona fide</span> contracts. AIG&#8217;s credibility in contract violation is slightly lower than the KKK&#8217;s in human rights violation. This current episode is just one more reason why AIG should have gone bankrupt. The entire apparatus of the bankruptcy code, something that has worked for centuries in all parts of the globe, has been undermined by those wet dreams labeled &#8220;credit&#8221; default swaps. Is there another kind? ISDA rules were manipulated in plain view of everyone to allow firms like AIG to profit by playing this game with zero capital and even less oversight. Finally, in a supreme act of chutzpah, the company tells us that a motley collection of financial Clousots were &#8220;the best and the brightest.&#8221; Frankly, I&#8217;m not afraid this is false. I&#8217;m afraid this is true.</p>
<p>Although on an absolute scale, the amount involved (10 bps) in the bonus pool, would not make a dent in the bailout package, its symbolism is far greater and threatens to snowball into a media circus capable of derailing the President&#8217;s otherwise reasonable attempts at cleaning up this mess. Much more troubling, however, is the betrayal of the people&#8217;s will and the usurpation of power that this double-cross signifies, not to mention that none of this cash would have to be paid if AIG had been treated as any of us mortals would have been in the same situation.</p>
<p>In the endless days of its endless nightmare, AIG is staring into the abyss and must come face to face with its own Götterdämmerung. More than anyone else in finance, it has learned that a lie is more powerful than truth, more lasting than love, more precious than cash.</p>
<p>Regrettably, this is the way AIG will soon end, not with a bonus, but a whimper!</p>
<p>&#8211; Sylvain Raynes<br /></span></p>
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		<title>The Step-by-Step Resolution of the Sub-Prime Crisis</title>
		<link>http://www.creditspectrum.com/2009/01/the-step-by-step-resolution-of-the-sub-prime-crisis/</link>
		<comments>http://www.creditspectrum.com/2009/01/the-step-by-step-resolution-of-the-sub-prime-crisis/#comments</comments>
		<pubDate>Fri, 23 Jan 2009 22:50:00 +0000</pubDate>
		<dc:creator>Sylvain Raynes</dc:creator>
				<category><![CDATA[Bailout]]></category>
		<category><![CDATA[Credit Crisis]]></category>
		<category><![CDATA[Sylvain Raynes]]></category>

		<guid isPermaLink="false">http://creditspectrum.com/2009/01/the-step-by-step-resolution-of-the-sub-prime-crisis/</guid>
		<description><![CDATA[Step 1: For God&#8217;s sake, relax! Everyone is so uptight right now that we can&#8217;t even think. We will only get out of this mess by thinking, not by reacting prematurely with adolescent measures and childish pronouncements. Step 2: Suspend all further Treasury loans to Wall Street until the situation can be clarified by valuing [...]]]></description>
			<content:encoded><![CDATA[<p><span style="font-weight: bold;">Step 1:</span></p>
<p>For God&#8217;s sake, relax! Everyone is so uptight right now that we can&#8217;t even think. We will only get out of this mess by thinking, not by reacting prematurely with adolescent measures and childish pronouncements. <a href="http://www.blogger.com/post-create.g?blogID=1212025660520081094#" name="ToggleMore"></a><span class="collapse"></p>
<p><a href="http://www.creditspectrum.com/content/Resolution.pdf" target="_blank"><img src="http://www.creditspectrum.com/img/Gretchen_Resolution_Thumbnail.jpg"></a></p>
<p><span style="font-weight: bold;">Step 2:</span></p>
<p>Suspend all further Treasury loans to Wall Street until the situation can be clarified by valuing all subject financial assets intrinsically (see below). How long will this take? Approximately six months if we stop taking ourselves so seriously and start working seriously. At most, it will take one year.</p>
<p><span style="font-weight: bold;">Step 3:</span></p>
<p>Immediately impose a moratorium on mark-to market accounting in its current form. It does not work anyway. Next, redefine &#8220;fair value&#8221; (see below) to mean the risk-neutral amount derived from primary market data. This eliminates the three &#8220;levels&#8221; now in use, which are confusing and non-analytical at best.</p>
<p><span style="font-weight: bold;">Step 4:</span></p>
<p>Redefine all CDS contracts as insurance to be regulated at the Federal level by the FDIC. Once you do this, all CDS writers are now supposedly insurance companies, and are subject to new capital rules. Similar to life insurance, this type of insurance should only be available when the purchaser owns the underlying exposure. This effectively ends all speculation in this market and enforces equilibrium between long and short positions. The lack of equilibrium is one of the main issues at this stage.</p>
<p>Give the CDS a new name. Our suggestion: <span style="font-weight: bold;">enhanced recovery guarantee</span> or <span style="font-weight: bold;">ERG</span>.</p>
<p>Why is a CDS not like a normal interest rate swap contract under ISDA rules? The answer is that it is not based on market risk, but credit risk. What&#8217;s the difference? The fact of the matter is that market risk is statistical, and credit risk is stochastic. This is the true economic rationale. ISDA rules are only intended to apply to statistical instruments, as is clear from reading any swap-confirm.</p>
<p>There is no need for a &#8220;Collateral Annex&#8221; in a standard ISDA swap agreement. This means that ISDA rules have been manipulated. How come? The answer is that collateral is property while a swap is an executory contract. ISDA swap confirms were never intended to apply to property contracts.</p>
<p>The net impact of this procedure will be to create a huge, national-level pool of credit risk-based instruments, operating on a smooth and linear time-scale and through which the FDIC will manage credit exposures the same way the Federal Reserve ought to manage liquidity exposures. If operated properly, it will prevent any future credit crisis from occurring.</p>
<p><span style="font-weight: bold;">Step 5:</span></p>
<p>Appoint the current head of the FDIC as the first Chairman of the Federal Credit Board or FCB. The FDIC is to relinquish all other responsibilities in favor of the OCC, who would take over all bank examinations nationwide. Rename the FDIC the FCB and merge all banking regulators into the OCC. The field of credit risk management is in dire need of a unified, monolithic approach. This also means that the Federal Reserve will be removed from oversight responsibility regarding credit risk in the country. The Federal Reserve was created to manage liquidity, not credit risk.</p>
<p><span style="font-weight: bold;">Step 6:</span></p>
<p>Engage one or many firms to value all subject financial assets using feedback from primary market data. The latter are available using servicer reports that are now produced by all servicers in the MBS market. The price and the value are incommensurate, and so the Bloomberg- or Reuters-quoted price is irrelevant to this exercise. Start with Countrywide deals, for they represent 20% of the MBS market and are the benchmark issues. This is the most efficient way to do the valuation.</p>
<p>Repeat the valuation every month until maturity, using new servicer data, and redefine the &#8220;fair value&#8221; used by accountants to be this number exclusively. Market prices are to be eliminated from GAAP accounting rules.</p>
<p>Investors should pay for the work since they own the risk. This intrinsic valuation would become the basis both for the fair-market insurance premium on all future ERG contracts and the Fair Value under GAAP. As soon as a Value is available with respect to any transaction’s securities, implement Step 7 below with respect to the target securities and related outstanding CDS contracts.</p>
<p><span style="font-weight: bold;">Step 7 (main step):</span></p>
<p>Invert all CDS contracts currently outstanding and redefine the basis of all future ERG contracts using the Value from Step 6 above. This means that all protection buyers will become protection sellers and vice versa. This also means that payments will be due at the same rate as they were made to the original protection-sellers. Thus, there is little bankruptcy risk and the entire system will be able to breathe again. The current fear is the fear of bankruptcy, i.e. of death.</p>
<p>Protection-buyers who held the underlying exposures when entering into the original CDS contract will receive both types of payments, the non-linear (time value) amount being calculated using the method from Step 6 above at the time of the inversion. Protection-buyers who did not hold the underlying exposures when entering into the original CDS contract will receive the intrinsic value only and will forfeit the time value. In this respect, we are talking mainly about hedge funds.</p>
<p>An insurance contract like a CDS has two types of value, a linear or &#8220;intrinsic&#8221; value and a non-linear or &#8220;time&#8221; value. The latter amount is also referred to as the &#8220;option value&#8221; embedded inside the contract. These two values are normally partitioned and computed separately as distinct percentages of the original principal amount, hence the expression &#8220;option-adjusted&#8221; spread or OAS. In this case, the intrinsic value will be defined as the cumulative premium already paid up to the inversion date.</p>
<p>In standard MBS, the time-dependent, so-called prepayment risk is never credit risk, but always market risk. In addition, it always works out to the detriment of the security buyer. The actual risk does not rest in the prepayment <span style="font-style: italic;">per se</span>, but in the fact that the investor is faced with a less favorable investment set than the one prevailing at the time she made the original investment. Thus, what is commonly known as prepayment risk is really reinvestment risk. Analyzing credit risk as liquidity risk is the cardinal sin of finance.</p>
<p><span style="font-weight: bold;">Step 8:</span></p>
<p>Require the broker-dealer lobby [SIFMA] to institute, and pay for from member-fees, a two-tier certification program via which only certified individuals would be allowed to be involved in the creation of any structured security in any asset class. This program would teach how to define Value unambiguously and would prevent all non-deals from proceeding. Individuals who do not achieve the higher qualification (see below) would not be allowed to structure transactions, only sell or buy them. The two levels would be statistic (lower) and stochastic (higher), respectively. As an integral part of this Step, SEC Regulation AB would be strictly enforced. The unique valuation framework is disclosed in the book <span style="font-style: italic;">The Analysis of Structured Securities</span>, Oxford University Press, 2003.</p>
<p>The above certification requirements will apply to all market participants. These include, among others, accountants, buy-side analysts and bank examiners, sell-side/research analysts and rating agencies. Lawyers are excluded because they do not structure securities. As a result, security valuations by rating agencies will lose their privileged status and will be no more credible than those stemming from any other independent firm. The common language of structured valuation will be spoken by all parties. Investors will also be required to retain their own valuation firm unless they have certified personnel on staff. Sarbanes-Oxley modalities will apply to investors too. The latter modalities will replace the existing requirement for NRSRO ratings. The &#8220;NRSRO&#8221; label will be abrogated.</p>
<p>All third-party valuation firms will be paid on a flat fee basis regardless of whether the deal closes or not. Success fees will be forbidden.</p>
<p><span style="font-weight: bold;">Impact</span></p>
<p>What would happen if one implemented the above steps consistently, without exception and maintained them over time via legislation?</p>
<p>a) A future credit crisis like the present one would never reoccur.</p>
<p>b) The mere announcement of a comprehensive resolution to the sub-prime crisis would restore confidence in the credit process and its institutions. Clearly, some of those institutions will not survive in their current incarnations (e.g. the rating agencies) while others (the FDIC) will assume their rightful place among the powers of the Earth.</p>
<p>c) Within one or two months, money would start going around again and the &#8220;crisis&#8221; would be effectively over. Thereafter, we would enter the post-mortem phase of reconciliation. The central purpose of cash (i.e. species, not Value) is to go around. Cash is the pump, not the water. Once cash stops going around, no matter how much water (credit) one has, one can still die of thirst (liquidity), which means that we have a credit crisis mistaken as a liquidity crisis. This is where we find ourselves right now.</p>
<p><span style="font-weight: bold;">Suggestion</span></p>
<p>Individual US citizens unable to retrieve their funds because of the current mess, such as auction-rate security holders, should be made collateralized, fixed-rate loans equal to the Value of their collateral as determined according to Step 6 above with a loan rate equal to the APR on the illiquid contract as of the loan date. All ARS ought to be termed out.</p>
<p>The collateral will be the underlying illiquid financial asset. This effectively ends the current contract. Although it is true that such people will receive a principal amount below par, they will most likely receive somewhere in the neighborhood of 80% of par. They would forfeit the difference as the price of their gullibility. If they wish, they can later sue their broker for misrepresentation.</p>
<p>&#8211; Sylvain Raynes<br /></span></p>
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