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The Black Swan: The Impact of the Highly Improbable

The Black Swan: The Impact of the Highly ImprobableAuthor: Nassim Nicholas Taleb
Publisher: Random House
Category: Book

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Editorial Reviews:

Product Description
A black swan is a highly improbable event with three principal characteristics: It is unpredictable; it carries a massive impact; and, after the fact, we concoct an explanation that makes it appear less random, and more predictable, than it was. The astonishing success of Google was a black swan; so was 9/11. For Nassim Nicholas Taleb, black swans underlie almost everything about our world, from the rise of religions to events in our own personal lives.

Why do we not acknowledge the phenomenon of black swans until after they occur? Part of the answer, according to Taleb, is that humans are hardwired to learn specifics when they should be focused on generalities. We concentrate on things we already know and time and time again fail to take into consideration what we don’t know. We are, therefore, unable to truly estimate opportunities, too vulnerable to the impulse to simplify, narrate, and categorize, and not open enough to rewarding those who can imagine the “impossible.”

For years, Taleb has studied how we fool ourselves into thinking we know more than we actually do. We restrict our thinking to the irrelevant and inconsequential, while large events continue to surprise us and shape our world. Now, in this revelatory book, Taleb explains everything we know about what we don’t know. He offers surprisingly simple tricks for dealing with black swans and benefiting from them.

Elegant, startling, and universal in its applications The Black Swan will change the way you look at the world. Taleb is a vastly entertaining writer, with wit, irreverence, and unusual stories to tell. He has a polymathic command of subjects ranging from cognitive science to business to probability theory. The Black Swan is a landmark book–itself a black swan.


*2nd Edition, With a new essay: "On Robustness and Fragility"


Amazon.com Review
Bestselling author Nassim Nicholas Taleb continues his exploration of randomness in his fascinating new book, The Black Swan, in which he examines the influence of highly improbable and unpredictable events that have massive impact. Engaging and enlightening, The Black Swan is a book that may change the way you think about the world, a book that Chris Anderson calls, "a delightful romp through history, economics, and the frailties of human nature." See Anderson's entire guest review below.


Guest Reviewer: Chris Anderson

Chris Anderson is editor-in-chief of Wired magazine and the author of The Long Tail: Why the Future of Business Is Selling Less of More.

Four hundred years ago, Francis Bacon warned that our minds are wired to deceive us. "Beware the fallacies into which undisciplined thinkers most easily fall--they are the real distorting prisms of human nature." Chief among them: "Assuming more order than exists in chaotic nature." Now consider the typical stock market report: "Today investors bid shares down out of concern over Iranian oil production." Sigh. We're still doing it.

Our brains are wired for narrative, not statistical uncertainty. And so we tell ourselves simple stories to explain complex thing we don't--and, most importantly, can't--know. The truth is that we have no idea why stock markets go up or down on any given day, and whatever reason we give is sure to be grossly simplified, if not flat out wrong.

Nassim Nicholas Taleb first made this argument in Fooled by Randomness, an engaging look at the history and reasons for our predilection for self-deception when it comes to statistics. Now, in The Black Swan: the Impact of the Highly Improbable, he focuses on that most dismal of sciences, predicting the future. Forecasting is not just at the heart of Wall Street, but itÂ’s something each of us does every time we make an insurance payment or strap on a seat belt.

The problem, Nassim explains, is that we place too much weight on the odds that past events will repeat (diligently trying to follow the path of the "millionaire next door," when unrepeatable chance is a better explanation). Instead, the really important events are rare and unpredictable. He calls them Black Swans, which is a reference to a 17th century philosophical thought experiment. In Europe all anyone had ever seen were white swans; indeed, "all swans are white" had long been used as the standard example of a scientific truth. So what was the chance of seeing a black one? Impossible to calculate, or at least they were until 1697, when explorers found Cygnus atratus in Australia.

Nassim argues that most of the really big events in our world are rare and unpredictable, and thus trying to extract generalizable stories to explain them may be emotionally satisfying, but it's practically useless. September 11th is one such example, and stock market crashes are another. Or, as he puts it, "History does not crawl, it jumps." Our assumptions grow out of the bell-curve predictability of what he calls "Mediocristan," while our world is really shaped by the wild powerlaw swings of "Extremistan."

In full disclosure, I'm a long admirer of Taleb's work and a few of my comments on drafts found their way into the book. I, too, look at the world through the powerlaw lens, and I too find that it reveals how many of our assumptions are wrong. But Taleb takes this to a new level with a delightful romp through history, economics, and the frailties of human nature. --Chris Anderson






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5 out of 5 stars Lost in Extremistan with nothing but a Bell Curve   April 18, 2007
The Dilettante
1111 out of 1195 found this review helpful

If, as Socrates would have it, the only true knowledge is knowledge of one's own ignorance, then Nassim Nicholas Taleb is the world's greatest living teacher. In The Black Swan, Taleb's second book for laypeople, he gives a full treatment to concepts briefly explored in his first book "Fooled by Randomness." The Black Swan is basically a sequel to that book, but much more focused, detailed and scholarly. This is a book of serious philosophy that reads like a stand-up comedy routine. (Think Larry David...)

The Black Swan is probably the strongest statement of enlightened empiricism since Ernst Mach refused to acknowledge the existence of the atom. Of course, in theory, everyone today is supposed to be an empiricist - all right-thinking intellectuals claim to base their views solely on positive scientific observation. But very few sincerely confront the implications of rigorous empiricism. Specifically, few confront "the problem of induction," illustrated here by the story of the black swan.

Briefly: observing an event once does not predict it will occur again in the future. This remains true regardless of the number of observations one adds to the pile. Or, as Taleb, recapitulating David Hume, has it: the observation of even a million white swans does not justify the statement "all swans are white." There is no way to know that somewhere out there a black swan is not hiding, disproving the rule and nullifying our "knowledge" of swans. The problem of induction tells us that we cannot really learn from our experiences. It makes knowledge very problematic, if not impossible. And yet, humans do behave -almost without exception- as though they believe that experience teaches us lessons. This is forgivable; there is no better path to knowledge. But before proceeding, one must account for the limits that the problem of induction places on our claims to knowledge. And humans seem, at every turn, to lack this critical self-awareness.

In one of the many humorous anecdotes that seem to comprise this entire book, Taleb recounts how he learned his extreme skepticism from his first boss, a French gentleman trader who insisted that he should not worry about the fluctuating values of economic indicators. (Indeed, Taleb proudly declares that, to this day, he remains blissfully ignorant of supposedly crucial "indicators" like housing starts and consumer spending. This is a shocking statement from a guy whose day job is managing a hedge fund.) Even if these "common knowledge" indicators are predictive of anything (dubious - see above), they are useless to you because everyone else is already accounting for them. They are "white swans," or common sense. Regardless of their magnitude, white swans are basically irrelevant to the trader - they have already been impounded into the market. In this environment, one can only profitably concern oneself with those bets which others are systematically ignoring - bets on those highly unlikely, but highly consequential events that utterly defy the conventional wisdom. What Taleb ought to worry about, the Frenchman warned, was not the prospect of a quarter-percent rise in interest rates, but a plane hitting the World Trade Center!

Yep, the precise facts of 9-11 were actually presaged by this French gentlemen, as a rogue wave that just might be lurking over the horizon. And, to the contemporary American mind, this is THE quintessential Black Swan. Of course, the Frenchman's insight was just a coincidence - the thing with Black Swans is that they cannot be foreseen.

Taleb explains that conventional social scientists use induction to collect data, which is then plotted on the good old Gaussian bellcurve. With characteristic silliness, Taleb dubs the land of the bellcurve "Mediocristan" - and informs us that it is the natural habitat of the white swan. He contrasts Mediocristan with "Extremistan" - where chaos reigns, the wholly unexpected happens, power laws and fractal geometry apply and the bellcurve does not. Taleb's fictional/metaphorical 'stans' share something with the 'stans' of the real world: very ill-defined borders. Indeed, one can never tell whether one is in the relatively safe territory of Mediocristan or if one has wandered into the lawless tribal regions of Extremistan. The bellcurve can only help you in Mediocristan, but you have no way of knowing whether you have strayed into Extremistan - beyond the bellcurve's jurisdiction. This means that bellcurves are of no reliable use, anywhere. The full implications of this take a while to sink in, and are sure to cause huge controversy. In July, Taleb will debate Charles Murray (author of -what else?- the Bell Curve). I'll let you know who wins.

Taleb frames his whole argument much more entertainingly than I could here, and he bolsters it with an astonishing command of both cutting-edge social science and the entire history of philosophy. This is an astonishing work of serious philosophy, and it reads like pulp fiction. Readers who enjoyed FBR will find here the same dry wit, the same literary erudition, and deep sense of the absurd that made that book so much fun. But this is better, by an order of magnitude - easily the best book I have read in 5 years. I smell a timely pop-science bestseller here to rival Gladwell or Surowiecki, but this is also a classic that will be read for decades to come.



5 out of 5 stars Many important ideas, many flaws that detract from the message   April 26, 2007
Eo (Gilbert, AZ United States)
779 out of 864 found this review helpful

This is an entertaining and enlightening book, and fairly easy to read. It has an important message regarding how the world works; that the world is governed not by the predictable and the average, but by the random, the unknownable, the unpredictable -- big events or discoveries or unusual people that have big consequences. Change comes not uniformly but in unpredictable spurts. These are the Black Swans of the title: completedly unexpected and rare events or novel ideas or technologies that have a huge impact on the world. Indeed, Taleb argues that history itself is primarly driven by these Black Swans.

It is convincing argument, entertainingly presented with plenty of sarcasm, and indeed, anger, by Taleb. For example he rails against the academic community, economists (including specific names), and Nobel Prize committee. Considerable numbers of his arguments "ring true" to me, that is my experience in life confirms that they are more accurate than the traditional approach. Like any important work, 90% of what is in the book is not original; that does not make it less important. Taleb's contribution is in integrating the material together, and showing how these different ideas are tied to the Black Swan.

The themes include: winner-take-all phenonomen, numerous effects of randomness on the world, the invalidity of the Gaussian Bell Curve to most things in world, concepts of scalablity, numerous instabilities in the world, especially the modern world where information travels so quickly, the fallacies about people's inability to predict the future. The importance of these ideas, Taleb's ability to weave them together into a single theory, and the ability of this theory to change the way you look at the world, means the book easily deserves my highest recommendation.

However, the book does have many flaws, unfortunately -- unfortunate because I believe they will take away from the credibility of the message, which is in important one. The are numerous minor flaws such as, for example, the inexplicable invention of a fictional author (disclosed a few pages later), when certainly there must have been some real example that would have worked better. Another example is repeated jabs about the French; these may be amusing but I just don't think they have a place in work like this. There are also diatribes against specific people, including famous economists, which, though amusing, and possibly justified, demonstrate a high level of anger by author and take away from his credibility. Often he also overreaches, for example in saying the usual combination of anti-abortion and pro-death penalty or the opposite combined views of pro-abortion and anti-death penatly cannot be explained logically, when in fact widely known theories such as George Lakoff's (in Moral Politics) have explained hows these groups of views are entirely consistent.

Another flaw is that Taleb seems to go a little toward the extreme of saying that we can predict almost nothing about the future, and though he does not say so explicitly, this seems to imply we have no moral responsibility to the future. This, combined with Taleb's advice to the reader about their behavior based on the "Black Swan" view of world just rubbed me the wrong way, for several reasons. One is that Taleb personally has very little in common with most people; never having as far as I know had a regular career (essentially what he calls non-scalable, e.g. dentist, engineer, baker) he nevertheless recommends that people choose these kinds of careers rather than a scalable career (e.g. financial trader, author, actor which are subject to a few lucky successful people and a lot of failures). This advise is odd first because Taleb is in a non-scalable profession (derivatives trader, then hedge fund manager) -- indeed it appears he is quite wealthy. Even more odd because he says all these types of non-scalable types of work are boring and evens makes sarcastic comments (the book is extremely sarcasm heavy) for example about dentists being able to do well by diligently drilling teeth for 30 years. The second things that bothered me is that Taleb seems be somewhat amoral to me; in this type of book where plenty of his own emotions come through, plenty of his personality, he has plenty of criticism of others for their wrong models and wrong view of the world, and how this has hurt the world, but there remains a lack of moral responsibility to his advice.

Perhaps the best comparison I could make are to other important works that do not suffer from these flaws, for example the Age of Fallibility by George Soros and Irrational Exuberance by Robert Shiller (1st and 2nd editions). But probably Black Swan will sell better than either of these because of it's "edginess," i.e. aggresiveness; I personally have a distaste for this approach.

Despite my criticisms, the main ideas of the book as so important as to merit reading and indeed great consideration.



5 out of 5 stars The return of Nero Tulip   September 7, 2007
Andrew Barrett (UK)
33 out of 42 found this review helpful

2007 Random House, 396 pages (of which 305 pages for main body of book)

The Black Swan is a very unusual book. A couple of days after finishing it I still feel like I'm struggling to integrate its message with life. It reminds me a little of Richard Dawkins' Selfish Gene in that respect: its central thesis, which appears to be unassailably argued, indicates that the standard view of the world is wrong. In Dawkins' case, the primacy of the individual (as opposed to the gene) and in Taleb's case, the view that the world is essentially driven by normal, day-to-day events.

The subtitle of Taleb's book tells you what it is about: The Impact of the Highly Improbable. According to Taleb, high-impact rare events ('Black Swans') are not anything like as rare as we think they are and their effect is so disproportionately large that they effectively drive events in the world.

This may not sound all that provocative, but Taleb's argument is that virtually everybody's view of the world as essentially linear and step-by-step is just an illusion that protects us from understanding that our progress through life is much more random and fragile than we think.

Taleb's outstanding first book, Fooled by Randomness, is about the much greater role of luck in life than is commonly understood. The Black Swan develops this thesis further and shows that rare and unexpected events (what you might think of as a subdivision of luck) drive much of the results in the world.

Since reading Richard Koch's The 80/20 Principle eight or so years ago - after which I began to look at the world through the lens of unequal cause and effect - I have been coming gradually around to Taleb's views. Even so, The Black Swan is difficult to assimilate - and it must seem extremely odd (and itself most improbable) to those who have not had some preparation.

One can see this difficulty in the absolute refusal of modern academic finance to give up theories of how the world works (the bell curve or pattern of 'normal' distribution) that allow them to use complicated mathematics and which are just plain wrong. Taleb thought the Long Term Capital Management debacle in 1998 - in which various Nobel-winning economists proved their (Nobel-winning) ideas did not apply in the real world - would be the end of these dangerously wrong beliefs.

However, it was Taleb who was wrong about that: a whole gang of academics who have invested a good chunk of their lives in an idea that turns out to be worthless (actually significantly negative) won't give it up easily (and perhaps not until they are all dead). The sub-prime mess, with accompanying cries of surprise and of '25-standard deviation events' from various hog-greedy financiers and hedge fund managers, shows the continued prevalence of these appalling ideas.

After the success of Fooled by Randomness, it would appear that Taleb had more freedom to write (and be published) however he wanted. It makes The Black Swan more idiosyncratic and aggressive than Fooled by Randomness. I imagine this will act as a polariser and some people who would otherwise appreciate the content may not like the delivery. Personally, though, I loved it.

As someone who has tried working in various jobs in the City of London (the UK equivalent of Wall Street) I feel in some ways that Taleb is a kindred spirit: I can't stand arrogant, ignorant 'empty suits' either. I thought his "Get Another Job" section (p. 163) was perfect:

"There are those people who produce forecasts uncritically. When asked why they forecast, they answer, "Well, that's what we're paid to do here."
My suggestion: get another job.
This suggestion is not too demanding: unless you are a slave, I assume you have some amount of control over your job selection. Otherwise this becomes a problem of ethics, and a grave one at that. People who are trapped in their jobs who forecast simply because "that's my job," knowing pretty well that their forecast is ineffectual, are not what I would call ethical. What they do is no different from repeating lies simply because "it's my job.""

Taleb's very severe and aggressive criticism of risk measurement techniques in modern finance could be interpreted as an intemperate rant. I don't subscribe to this view and suspect Taleb chose this approach deliberately in order to make it clear that the prevalent financial risk management techniques and his ideas cannot in any way coexist: they are absolutely and totally mutually exclusive. (Taleb mentions that after finding it impossible to refute his ideas some people then try to combine them with their old ways of operating.)

I also liked the way Taleb approached and structured his book: he uses stories to get ideas across (as with Nero Tulip in Fooled by Randomness) and has separated his book into sections that allow one to understand his ideas with or without the scientific underlay (I think this is a great idea).

Some people (whether wilfully or not) confused the central theme of Fooled by Randomness, that much of life is driven by luck, with the superficially similar but totally different 'all of life is driven by luck'. In a similar way, I believe some people think that Taleb's message in The Black Swan is unremittingly negative: that we are all permanently exposed to large unexpected events that can wreck all our plans in an instant, and which we can do nothing about.

Taleb's point is rather that most specific forecasting is pointless, as large, rare and unexpected events (which by definition could not have been included in the forecast) will render the forecast useless. However, as Black Swans can be both negative and positive, we can try to structure our lives in order to minimise the effect of the negative Black Swans and maximise the impact of the positive ones.

I think this is excellent advice on how to live one's life and seems to be equivalent, for example, to the focus on downside protection (rather than upside potential) that has led to the success of the 'value' approach to investing. Highly recommended.



5 out of 5 stars A must-read for a quant, but...   October 1, 2008
N. Tuzov (Illinois, USA)
16 out of 21 found this review helpful

... but Dr. Taleb goes too far by claiming that the quantitative analysts, including statisticians, are (or even were) mesmerized by the Gaussian curve or any other quantitative concept, for that matter. Even the undergrads here at Purdue are taught to understand that the mean and standard deviation are not always descriptive of the distribution and that a single outlier can have a great impact on the fit of simple linear regression. As for PhD-level people, there are enough of us able to handle data with care and who are well aware that Pareto & Barabasi is not a cool label of Italian fashion. By the way, how come that Extreme Value Theory (at least 60 years old) is never mentioned in the book dedicated to the extreme?

I don't believe that such people as Markowitz, Scholes, or Samuelson thought even for a second that their job was to create models that would alleviate the hardship of the long-suffering investment banking community. That was never a requirement for academic promotion or the Nobel Prize, which was their ultimate goal, whether they admit it or not. Therefore, any "quant" who took those models at face value deserved all he got.

Most importantly, I believe such misguided model-worshippers have always been few in the industry, especially after 1998. MBA graduates, too, have enough sense to know what is what even after being through a Modern Portfolio Theory course. Courses like that, according to Dr. Taleb, have to be wiped out along with the academic disciples of Markowitz and Samuelson. But will that "ethnical cleansing" do any good?

Perhaps the sad truth is that in the industry both MBAs and PhDs quickly realized that claiming they can quantify any financial product generates a fat stream of immediate bonuses, although at the expense of possible (but surely very distant :) blowup. If that is the case, all those people consciously use bogus models as a front. Hence, contrary to what Dr. Taleb thinks, Nobel Prize winners and their followers in the academia are hardly to blame. So, why don't we leave the distinguished professors alone and turn to those who set the malign short-term incentives in financial institutions.

P.S. Shaping the Next One Hundred Years: New Methods for Quantitative, Long-Term Policy Analysis can be seen as a great sequel to "The Black Swan".




5 out of 5 stars Well worth reading   October 17, 2007
Andrew F. OHara
6 out of 7 found this review helpful

I got a great many headaches trying to keep focused on Taleb's book--yet enjoyed it immensely. It was, to be sure, challenging reading. It gives me hope (a forlorn hope, granted) that publishers might take heed and slow down the constant stream of "get rich quick by following my formula" and "C'mon, C'mon Get Happy" books. The white swan proclaims that if one poor boy can get rich, so can you--by buying his book. It also says that if the grinning guru on the cover with the dove on his shoulder has found nirvana, so will you. We so love that.

Sadly, people the world over want to believe there are only white swans. Budding young writers want to believe "quality" is their assurance of publication when in fact it is chance (or privileged status, of course). Politicians who merrily predicted the outcome of the Iraq War now have a big black swan staring in the window at them. The workings of a jury, the terrorist eluding `perfect' security and `controls' over world economies will never follow the sagest of predictions. We'll dance naievely on, however.

I'm not a great intellectual and yes, Taleb's style at times made my teeth ache, but this is a book that will stand the test of time.

by the author of "The Swan" at www.SwanTales.com


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