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Topic: Credit crisis
It’s the leverage, stupid
23 February 2009
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The fundamental conceit of efficient-market theory—that markets can perfectly assess and thus price, slice, and dice risk—has collapsed like Edgar Allen Poe’s House of Usher. Its terminus arguably was the admission during October 2008 by former US Federal Reserve Chairman Alan Greenspan that the modern paradigm of risk assessment and management had essentially collapsed. Because efficient-market theory predicted very low levels of risk, most models used by quantitative analysts justified extremely high leverage—leverage that, in the end, has jeopardized our entire global financial framework.

Before we can reform the global financial system, we must first understand the chief lesson from this crisis: we are fundamentally unable to properly assess financial market risk, much less optimally hedge against it. That runs counter to classical efficient-market-theory economics, which says that relevant risks can always be assessed and, indeed, optimally managed. The first signs of trouble with this paradigm surfaced a quarter of a century ago, when Yale’s Robert Shiller and others showed that efficient-market theory can only account for about one-fifth of observed market risk. Where does the rest of the risk come from?

New research by Professor Mordecai Kurz at Stanford has indentified the true source of the extra risk, which he has dubbed “endogenous risk.” This source lies in the mistakes investors make in their trading and portfolio decisions. In fact, the principal weakness of efficient-market economics is that it assumes that investors make no mistakes, thus ignoring a crucial source of volatility. More specifically, classical theory makes three fundamental assumptions:

  • First, while investors do not know future news with certainty, all investors know the correct probability of all future news events. That is, everyone knows his risks perfectly.
  • Second, given any news, all investors know how to price such news perfectly. Thus there is no pricing model uncertainty.
  • Third, all investors can optimally hedge all of their risks, and can do so via complex derivatives-based hedging strategies that can never backfire and melt down.

If these assumptions were correct, economic life would be substantially risk free. Investors would never have to look back and say, “Oh, I was wrong. I wish I had had a different probabilistic forecast about the news and the price. And I wish I had known how to better price such news.” Not only is the amount of risk very low in this idealized world, but any downside risk can be truncated at will via the perfect hedging assumption. The key point here is that in such a hypothetical low-risk environment, the optimal level of leverage will be very high for investors with normal degrees of risk aversion.

However, all three of these assumptions involving mistakes-free economics are demonstrably, and quite obviously, false. To begin with, most of us are regularly wrong in our forecasts. Economists did not predict productivity growth between 1995 and 2003, when it tripled after two decades of stagnation. More recently, we were wrong about the magnitude of the decline in housing prices and wrong about how much default rates would grow. Kurz has shown that “correlated mistakes” of this kind are a very important source of increased risk.

Next, while there may not be any pricing-model uncertainty (PMU) in classical finance, it abounds in the real world. No one, from Joe the Investor to Lawrence Summers, had a clue about how to value the complex securities lying at the heart of the 2007 credit-market crisis. In my work, I have recently shown mathematically that the greater the degree of PMU in an environment of performance-benchmarked investors, the greater the extent of “price overshoot” (both downward and upward) and hence the greater the degree of price volatility.

Finally, it is by now well known that many risks cannot be hedged at all and that the hedges that do exist can completely melt down when investors need them most. The afternoon of 1987’s “Black Monday,” when “dynamic hedging” strategies completely imploded, offers spectacular evidence of this reality.

Exhibit: Bye-bye, bonds

Kurz’s new theory of rational beliefs demonstrates that it is possible to explain all observed risk in normal times by incorporating these three previously ignored sources of risk. To explain the additional volatility that occurs during periods such as the one we are currently weathering, it is necessary to take into account the impact of excessive leverage. The crucial insight here is that increased financial leverage nonlinearly amplifies the endogenous risk that arises in a world where investors can be “wrong” in the three ways defined above. Incidentally, no assumption of investor irrationality is required by this new analysis of the nature and sources of total market risk. Mistakes amplified by leverage—not irrationality—are the culprit.

Lessons to be learned and requisite policy reforms

The first lesson to be learned from all this is that efficient-markets financial theory predicted a very low level of risk and hence justified a very high degree of leverage. Such leverage has brought the global system down. It is dangerously inconsistent with the true amount of risk that exists in the real world. Therefore, leverage must be significantly curtailed by law throughout the entire financial system, not just at banks. The web of interdependencies unearthed in the recent crisis made it clear that the distinctions between traditional and newer financial players must be removed.

The second lesson concerns the misplaced hope that “superior risk assessment” in the future will prevent a recurrence of what has happened. It will not do so, because it cannot do so. We now know that the endogenous risks described by Kurz usually cannot be “assessed” at all. This theorem is akin to Heisenberg’s uncertainty principle, which teaches us that no amount of modeling will permit an observer to determine the momentum of an electron given knowledge of its position, and vice versa. As a riveting, and quite disturbing, example of such “unknowability” in finance, consider the variable designating the value of the total write-downs of the net worth of financial institutions in the world by January 1, 2011. The probability distribution of this variable is bounded on the left by today’s accumulated losses of $650 billion. But will the final loss amount to $1 trillion, $1.5 trillion, $2 trillion, or more? This all-important distribution is unknowable.

The third lesson is that the three sources of endogenous risk cannot be exorcised. We are stuck with the reality that we are always going to be mistaken in our forecasts, insecure in our ability to price “news” (the right P/E of the Russian market, anyone?) and incapable of optimally hedging in a textbook sense. The only variable that can be controlled is leverage.

Our fundamental conclusion is thus that “it’s the leverage, stupid.” More specifically, if we wish to prevent future perfect storms, we must never again entrust the financial well-being of the public to firms with 30:1 leverage ratios, or worse. None of this is to suggest that leverage per se is bad. What matters is the determination of the optimal amount of leverage. This cannot be a fixed ratio; rather, it should vary over time with the degree of overvaluation or undervaluation in any given asset market, just as the Federal Reserve funds rate varies with economic conditions.

The new paradigm of risk introduced above is not yet understood. It is easy to blame our problems today on greed, lax oversight, conflicts of interest, and perverse incentives. All these factors do indeed play a role, but regrettably, most cannot be controlled. Leverage can be controlled, used to be controlled more than it is today, and must again be controlled. It is high time for regulators to earn their keep by recognizing this.

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Comment [8]

Agree? Disagree? Let us know what you think. Please include your full name with your comment. Comments may be edited.

  • Thank you for your very frank and clearly stated points. I merely wish to note that those who stood back and looked at the big picture did see disaster coming from a fair distance off — and were right about many of the details. A failure to look up and around, rather than simply focusing on what is under our noses, has been the cause of every sort of accident, from plane crashes to battlefield losses to failed marriages. Somehow we keep having to learn ancient lessons from the real world.

    Posted 30 March 2009, 11:32 by D. B. Perry

  • Very good post. I was not aware of the research you refer to. But thank you for posting about it.

    On leverage, Taleb (The Black Swan) made a similar point a few days ago. When you take into account the increased velocity of money, and recognize that derivatives are a species of leverage that is often not accounted for on-balance-sheet, it becomes critical to require more equity capital in financial organizations of any size.

    Posted 27 March 2009, 15:13 by Mark Thompson

  • Leverage has to be the key – not only this but off balance sheet leverage allows firms to sweep the leverage available from derivatives like CDS’s under the carpet. International Accounting Standard (IAS) 39 requires that the market value of the derivative contract is expressed on balance sheet and the notional value of the underlying asset is found off balance sheet, often in a Special Purpose Vehicle, (SPV). Thus the leverage (which can easily be 30:1 as mentioned above) is off balance sheet. As the legislation currently stands banks can be very highly leveraged with little indication of the extent of the leverage on balance sheet. Lets hope the accounting and regulatory bodies can soon begin to pull this somehow back on balance sheet. If we accept that we can only approximate the future in a very general way, maybe we can design financial markets that focus on, as Nassim Taleb would say, what we don’t know.

    Posted 26 March 2009, 14:35 by Kitty Moloney

  • I completely agree. Greed, arrogance and leverage, not to mention ignorance of risks, caused the current debacle in the financial sector. As mentioned, greed and arrogance can’t be controlled and ignorance of risk is also a problem—-when credit derivatives become so opaque that they cannot be understood, their use as a risk allocation device ends up being mostly a hope and a prayer.

    Posted 3 March 2009, 17:09 by Don

  • I fully agree with you. I believe that one of the reasons why risk was underestimated, is precisely the use of very sophisticated risk models, that in reality underestimated the probability of extreme events for two reasons:
    1) Neglecting correlated variables (like housing prices AND default rates)
    2) Using inappropriate probability curves (like using a gaussian curve for default rates probability, although elements of the sample like subprime borrowers are NOT independant).

    Posted 3 March 2009, 04:42 by Michel Washer

  • Thank you, you have proven that the current market situation is caught up in a temporal causality loop. Between the continued downward spiral in the housing industry and foreclosures and deliquent payments. To the banks fear of giving credit and their continuing effort to manage stockholder expections on write downs. To investor fears of losing even more money in the stock market. To corporations trying to figure out how long the recession will last and laying off personnel.

    Posted 2 March 2009, 19:03 by Patrick Smith

  • Well done. The elements of the economy that have been overleveraged are numerous. Perhaps the concept of setting a variable “leverage rate” will be easier to accept than a return to regulation, which appears to be where our newly minted big government is taking us. What is left however is the ability to gauge the leverage appropriately.

    Posted 2 March 2009, 13:35 by John

  • Yes! Leverage is always the problem and controlling it can be effective. Personal leverage (10×1) contributed to the stock market bubble of the 1930’s. Leveraged corporate balance sheets (thank you Drexel Burnham and Mike Milken) contributed to the 1987 market incident.

    Canadian bankers are certainly no smarter than others around the world and they are at least as greedy. But Canadian banking laws required them to keep tier one capital in excess of 7% (Bear Stearns was a little over 3% on the last day). All Canadian banks are over 10% today. Canadian banks also own all the major investment banks and their capital requirements are considered part of holding company’s. In the U.S., investment banks have no net capital requirement after the 2004 elimination of such restriction thanks to Henry Paulson (then at Goldman Sachs) and others. It has been impossible to regulate against greed, but limiting leverage by law does not unduly restrict effective use of capital. Then again, Canadian banks have a virtual monopoly in retail, commercial, and investment banking. As a result, the public pays a heavy price but to the banks directly rather than to the government via bailouts and there remains a banking industry!

    Posted 2 March 2009, 13:25 by Mark S. Yamada

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