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Showing posts from April, 2012

As Delicate as a Butterfly

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We live in an unstable world. The probability of what used to be thought as improbable is becoming more and more likely. The old definition of a statistical outlier as a "1 in a 100 years" event has morphed into the now famous " Black Swan " event. Using Didier Sornette 's term, " Dragon Kings " are now becoming more likely. Put it probability distribution terms, the distribution of all possible outcomes is becoming more bimodal (tails are "fatter", as shown in the graph below). It appears that reality is abandoning the familiar Normal probability distribution shape, depriving us of the standard tools we used to rely on to estimate the future. The comfort of saying that there is a 95% probability that an event will be within 2 standard deviations from its mean is gone, leaving analysts and futurologists clueless. Sornette (2011): Scaled Distribution of Runs of Gains (Right) / Losses (Losses) for 30 major US stocks.  Notice the f