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Systems Risk

"Systems Risk" is in the position that Operational Risk was a decade ago (pre Basel II) in that everyone knows that Information Technology is a major issue in Financial Services but the industry has not found satisfactory ways of analysing and measuring the associated risks. Many business surveys point to IT being of vital interest to Boards and senior management, but we (the IT profession) keep screwing up - I would argue because, in part, neither the IT function nor business has yet learned how to manage risk.

 

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January 10, 2010

The Inefficient Market Hypothesis

"One Investor does not a Market make": Proverb (updated)

One of the most delightful sights in nature is, on a late summer evening, to watch a flock of swallows (or other birds) rise up and then dance across the skies, wheeling back, forth, up and down in an exhibition of sheer exuberance. We marvel that there is no apparent director or choreographer of this performance but instead the fantastic ever-changing shapes are created when each individual bird changes its direction and orientation in reaction to movements by its near neighbours. A slight change in direction by one bird causes a ripple effect across the flock, flexing the shape and flight path of the entire flock.

After several minutes of frantic flight, the flock then comes to rest for another night. This , on the face of it, is an incredibly wasteful activity, feeding all day just to expend all that energy for fun (?). The serious purpose, of course, is to train new chicks in how to fly as a flock in preparation for the long and dangerous migration (north or south) to their winter-feeding grounds. Flocks of birds are incredible 'machines' for undertaking very long journeys, until they get sucked into jet engines that is.

But what has bird watching to do with Risk Management?

The Efficient Market Hypothesis (EMH) has been the dominant paradigm in global financial markets for the last two decades. EMH basically states that 'strongly efficient' markets are good at turning new information into changes in asset prices. If a piece of new information enters an efficient market, it ripples through the market so quickly that no one (or only a few) can take advantage of it. EMH, however, does not measure the efficiency of information dissemination directly but looks at its impact; postulating that the more 'random' price changes are, the better a market is at absorbing and propagating information.

Of course, an alternative explanation to such an inference might be that investors behave as a 'herd', as suggested by theories of Behavioral Finance, described by Nobel Laureate Daniel Kahneman. In this theory, investors are like a flock of birds or herd of cattle, waltzing across the markets driven purely by the behaviour of the group as a whole, rather than any underlying investment logic.

The one 'prediction' of EMH, that no investor can make better returns that anyone else in a strongly efficient market, is like saying that a contrarian bird, who leaves ahead of, or behind, the main migrating flock may not make it to the breeding grounds, but on the other hand may do so. There is a flaw in the EMH logic in that if someone found a foolproof way of beating the market, they would not tell anyone about it (remember it was not the efficient market that caught Bernie Madoff!)

One of the problems with EMH is its use of the word 'efficient', which is a 'good' word and hence a concept that all sensible investors would want to embrace. The theory would not have gained such support if, for example, it had been called the 'Gossipy Market Hypothesis', which is equally descriptive. A bigger problem is the unjustified inferences that have been drawn from the hypothesis. Because EMH has demonstrated that certain markets have exhibited a degree of 'efficiency' over a period of time (in the past), some people have, often for political purposes, inferred that ALL markets by definition are ALWAYS efficient.

This of course defies logic. All new markets experience teething problems (as for example the Interest Rate Swaps markets of the 1980s), and some markets are hatched and then die before maturity (remember Enron and the Broadband market). Markets are, by nature, inefficient until they are not; it is the classic 'learning curve' in action. Markets can also become suddenly and dramatically inefficient (witness the 1987 stock market crash). In short, inefficiency, not efficiency, is the norm?

With Behavioral Finance, a researcher can follow the traditional scientific method, i.e.: propose a hypothesis; construct and conduct an experiment to test the hypothesis; and then draw general inferences about the hypothesis from experimental results (notwithstanding the tricky problem of scaling up a small experiment to real life situations).

On the other hand, it would be unethical to use such scientific methods to test the Efficient Market Hypothesis, because we are dealing with real money belonging to real people.

But that is exactly what investment banks did during the sub-prime CDO market!

Only created in 2004, the sub prime CDO market had, by 2007, become a fully-fledged global market with all the attendant paraphernalia, of ratings and market indices and, of course, huge bonuses for the market participants.

With hindsight, we have found out that this market was far from efficient, as vital information about the actual performance of the underlying sub prime mortgages did not flow through to investors. Vital data got clogged up in key market information propagators such as rating agencies and securities firms. All the time, investors were behaving like a herd blindly buying and selling securities they did not understand, merely because others were doing it. There was perceived 'safety in numbers' and no one wanted to be last onto the gravy train.

For risk managers this is real dilemma as one of the key judgments they must make, is 'how good is the information underlying the prices of the assets that the firm is holding?' The more uncertainty about the underlying information, the more risk the firm is running and the higher return the firm must obtain. Of course, a market trader is going to say something like, 'look at the market, everyone is trading at that price, it must be right'. Wrong! Investors may be behaving like a 'herd' and just going with the flow. Traders love investors who herd; bonused by volume and volatile they make money either way the market moves, just as long as it moves.

Risk managers must become more skeptical and assume that markets are inefficient unless proven otherwise. This is turning the Efficient Market Hypothesis on its head with inefficiency being the default presumption.

A new 'Inefficient Market Hypothesis' might state that:
Markets are inefficient (at turning information into price changes) unless and until the following conditions are met: (1) mechanisms exist to propagate new information quickly throughout the market; (2) mechanisms exist to correct and remove 'bad' information in the market; and (3) investors exhibit 'herd behavior' (forget 'rational investors'). Markets are dynamic and can subsequently revert to inefficiency if any of the conditions above fail to continue to be met.

To push an admittedly silly analogy to its silliest. The global economy is the airliner; the financial markets the jet engine; and the CDO sub-prime market the bird strike that brought the airliner down. We spend billions on ensuring that individual passengers getting onto an airplane cannot cause it to crash, but much less on ensuring that birds don't do what comes naturally and fly into the engine. Like those introduced at airports, maybe risk managers should be the 'hawks' that will stop bad markets building up before they become a danger to us all?

Posted by pjmcconnell at January 10, 2010 06:53 AM

Comments

Interesting analogy of the financial meltdown!! THis really capture the externalities ignore in the EMH that led to the crash of the market in 2008.

Posted by: Eddy at January 22, 2010 05:23 AM

Of course, EMH doesn't hold that all markets are everywhere and always efficient. It says that markets will tend towards efficiency because participants are value maximizers. Those who point to inefficient markets (real or imagined) as proof of the failure of EMH are fighting straw men.

My perspective has always been that, since markets tend toward efficiency, it is best to assume any particular market is efficient until there is strong evidence to the contrary. To assume the opposite is, from a practical standpoint, meaningless.

Note also that the work of the behavioral economists generally deals with non-Bayesian rational behavior on the part of individuals and how that behavior can manifest itself in small, short-lived markets. The extrapolation of those findings to large, liquid and long-lived markets has mostly been done by people who have some sort of philosphical or political interest in proving markets inefficient. The experimental proof is simply not there.

As for the housing bubble and the related financial crisis, EMH also never claimed that markets would shrug off massive interference by government. Whether the "CDO sub-prime" problem is an example of market inefficiency or government misfeasance has yet to be determined.

Posted by: John Lehman at January 22, 2010 05:05 PM

John
The use of the phrase 'markets tend to efficiency' implies that markets start out inefficient and may become efficient (though not all, everywhere, as you agree).

To assume that markets are efficient before they become efficient somewhat defies logic however.

If a market is inefficient and we have a price for an asset, how useful is that price? From a risk management perspective, not very useful at all!

You claim that to assume that a market is inefficient, from a practical standpoint, is meaningless. Far from it, how can we measure risk in taking and holding positions in an inefficient market?

We know how to measure risk in efficient markets, (making some heroic assumptions about investor behavior) but we don't know how to measure risk in inefficient markets. As an investor, regulator or risk manager I would be interested in knowing the extent of such risks.

I personally do not have an issue with recognizing that 'large, liquid and long lived' markets demonstrate attributes of market efficiency. I am more interested in determining WHEN markets become efficient (so that risk can be measured using classical Finance theories)and WHEN markets become unstable and revert to a state of inefficiency.

You make my point with your comments on sub-prime. The RMBS markets in the USA were for 50 years (and are for the most part still) strongly efficient. When sub-prime mortgages were introduced and securities became entangled with derivatives (CDS in particular) the market became inefficient, as information did not flow freely through the 'system' to investors.

The reason WHY this happened are undoubtedly political and as you say are yet to be determined, but it did happen nonetheless.

Risk management is about identifying and managing risks. To ignore the risk that a market might (for whatever reason) become unstable and investors can not longer rely on prices in the market is just not managing risk.

Thanks for your feedback
Pat

Posted by: Pat Mc Connell at January 24, 2010 12:24 AM

Pat,

You say "When sub-prime mortgages were introduced and securities became entangled with derivatives (CDS in particular) the market became inefficient, as information did not flow freely through the 'system' to investors", but it is not clear to me that this was the case. First, are you suggesting that the market became weak-form, semi-strong or strong form inefficient? The cases for the first two appear to be very poor to me, but even the third is difficult to determine. If, for example, the market 'view' was that the U.S. government would support Fannie and Freddie with a 75% certainty, the decision of the government to let them fail would have caused a dramatic shift in the value of securities for which these GSE's were the overwhelming suppliers of liquidity. This movement does not imply market inefficiency because efficiency does not imply prescience. How does a risk manager deal with this ex ante? Not, I believe, by trying to figure out whether the market is strong-form efficient. In the end whether insiders at Fannie and Freddie knew in advance that the feds would not back them up is beside the point (not for the legal authorities, perhaps, but for us). The issue here for the risk manager was one of market liquidity risk in a market completely dominated by two entities backed by the same implied credit. A similar event occured in the energy markets when Enron failed. The issue for risk managers was never whether Enron was consistently making or losing money with Enron On-Line - that is, was that market efficient. The issue was the exposure to Enron's credit and the impact a potential failure would have on market liquidity.

Ironically, market inefficiency means that persistent speculative gains are possible, which would suggest to many that trading limits should be raised as expected values from incremental positions would be strongly positive. The tone of your piece leads me to conclude that you would take the opposite view - market inefficiency should stimulate increased prudence relative to an efficient market - a market in which, by definition, persistent abnormal returns are impossible!

Thank you for your thoughts.

Posted by: John Lehman at January 25, 2010 11:27 PM

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