Aug
2
Invasions of Species and Stocks, from Victor Niederhoffer
August 2, 2009 |
Species and stocks move around. They go up and down during the day, frequently starting high and ending low or starting low and ending high. They can move slowly, quickly, step by step, jump or fly. Species can swim or be dispersed by wind and stocks can be carried along by movements in the general market itself or related markets such as interest rates, oil, or Asian markets. Many species like to go back to their nests or dens and many stocks like to move back to some quieter place at the end of their day. Birds and fish often migrate back to the equator or northern regions during the winter and summer and stocks often move in opposite directions in the colder months and warmer months.
Occasionally a species moves into a new area. It invades a new territory. And if it proliferates in space and numbers, we say it's a pest. Famous invasive species in the literature include the sea otter in California, the muskrat in Europe, the European starling in North America, deer in the Northeast suburbs, and innumerable plant and insect species. As Charles Elton said "a hundred years of faster and bigger transport has kept up and intensified the bombardment of every country by foreign species."
Two excellent books on biological invasions are Biological Invasions: Theory and Practice by Shigesada and Lawasaki, and Biological Invasions by Mark Williamson. The former is a primer on mathematical modeling of invasions and the latter is an impressionistic summary of the state of the field with numerous biological examples by a leading field researcher.
The main principles that the books teach is that most invasions fail, when they don't most become pests, and when they do become pests — about 1/10 x 1/10 of the time – they diffuse in space and numbers according to the square root of time and the growth rate adjusted by a standard logistic factor based on how close they are to carrying capacity of the area they invade.
Invasions are close to the heart of every market person. The qualitative invasions that constitute the bailouts for the cronies is a new factor in the United States that should be analyzed with the same care that ecologists traditionally place on the badger.
Other invasions that market people might well study are the recent invasion of the Nikkei to 10000. The move last year to gold above $1000, and oil above $150 and below $40, and the always threatening long 10 year bond yield of 10%. Such questions as: Why did some of these fail, and what other markets did they carry along with them, and when will they come again, lead to many other interesting lines of inquiry.
To put some numbers on the table I decided to study the invasion of big stocks to the rarified areas of the turbulent landscape around the number 10. I looked at the S&P 100 as of the beginning of the year and found one stock below 10, Sara Lee at 9.80.
From December to January, Sara Lee moved to 10.03, making one invasion from below to up. Dell, Alcoa, and B of A moved down, making an invasion of three down. In February, GE and Dell and Dow all fell sharply from above 10 to below 10. This invasion failed, as all three rose sharply from the below 10 territory to above in March. In subsequent months, the invasion below 10 has petered out to extinction with B of A moving above in May and Sara Lee in June.
It is interesting to speculate on the invasions of small stocks like those in the S&P Midcap to these levels during these and other time periods. And to plot the diffusion and expectation of these invasive species when then tread on these highly fugacious territories.
I would be interested in other applications and examples of invasion theory in markets.
P.S. I will post the month end prices and names and dates at an appropriate time.
Steve Ellison adds:
Invasions that might fail under normal circumstances can be successful when additional disruptions occur. When settlers brought cattle to the steppes of southern Idaho, the cattle ate the dominant crested wheatgrass and provided an opening for cheatgrass, an invader from Russia. Cheatgrass altered the fire dynamics by being highly combustible and having fire-resistant seeds. After a fire, cheatgrass quickly became dominant.
Interestingly, one of the best places to find samples of the original native plant species is the cemetery in Virginia City, Nevada, (web site1, web site 2) which has been kept from grazing and defended from fires for 150 years.
Russell Sears writes:
Alien species are the second leading contributing factor in extinction. For about half of the species listed as endangered, alien species are contributor to their demise.
But even more pronounced is the 85% contribution of habitat destruction or change of living environment.
Clearly the regulatory environment is changing for financial companies. The securitization process will forever change. Which I would classify as habitat destruction.
However, back to the alien species, it would seem to me, more akin to the game changing technologies invading established territories and market share. The late 1990s early 2000s we saw the game changing technologies in telecoms. There are of course companies that are experts in introducing these game changers, Apple and Google come to mind. But many tech companies have hit the scrap heap, because they couldn't maintain a constant acceleration of products. (Remember when AOL was going to rule the world?) Even retail tech companies have a difficult time staying on the cutting edge, as Radio Shack and Circuit City seem to display.
The drug companies, and bio-tech have similar potential if the regulatory environment can be deciphered… although I certainly don't have the expertise to predict what can make it through this maze. But have known traders with enough organic chemistry knowledge to make fortunes, and vice-versa; organic chemists that have made some nice trades.
Perhaps, invading products contribute to the death of more companies, and birth and growth of new industries. Environmental changes contribute to the destructive effects, but with much more sterilization of productive potential.
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