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    The Black Swan


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      PRAISE FOR THE BLACK SWAN

      “Taleb not only has an explanation for [the crisis], he saw it coming.”

      —DAVID BROOKS, The New York Times

      “The hottest thinker in the world.”

      —BRYAN APPLEYARD, The Sunday Times (London)

      “Taleb is the real thing. [He] rightly understands that what’s brought the global banking system to its knees isn’t simply greed or wickedness but … intellectual hubris.

      —JOHN GRAY, author of Straw Dogs (as quoted in GQ)

      “The new sage … The trader turned author has emerged as the guru of the global financial meltdown. Not only is he riding high in the bestseller lists, his theory of black swan events has become the most seductive guide to our uncertain times.”

      —The Observer

      “[Taleb writes] in a style that owes as much to Stephen Colbert as it does to Michel de Montaigne.”

      —The Wall Street Journal

      “[This] is the lesson of Nassim Taleb … and also the lesson of our volatile times. There is more courage and heroism in defying the human impulse, in taking the purposeful and painful steps to prepare for the unimaginable.”

      —MALCOLM GLADWELL, author of The Tipping Point

      “[Taleb is] a genuinely significant philosopher … someone who is able to change the way we view the structure of the world through the strength, originality and veracity of his ideas alone.”

      —GQ

      “Long-standing critics of risk-modelling, such as … Taleb … are now hailed as seers.”

      —The Economist

      “A provocative macro-trend tome in the tradition of … The Tipping Point.”

      —Time

      “An eye-opening book, one that teases our intelligence … He is after big game, and he bags it.”

      —ROGER LOWENSTEIN, Portfolio

      “Erudite advice … The Black Swan is a richly enjoyable read with an important message.”

      —Business Week

      “Engrossing … a lively, sassy study of what’s not known.”

      —FRANK WILSON, The Philadelphia Inquirer

      “[An] engaging new book … The Black Swan has appealing cheek and admirable ambition.”

      —The New York Times Book Review

      “A rigorous meditation on the modern world.”

      —The Daily Telegraph (London)

      “Funny, quirky and thought-provoking … [Taleb is] engaging, lively and intelligent.”

      —The Sunday Times (London)

      ALSO BY NASSIM NICHOLAS TALEB

      Fooled by Randomness

      To Benoît Mandelbrot,

      a Greek among Romans

      CONTENTS

      Prologue

      On the Plumage of Birds

      What You Do Not Know

      Experts and “Empty Suits”

      Learning to Learn

      A New Kind of Ingratitude

      Life Is Very Unusual

      Plato and the Nerd

      Too Dull to Write About

      The Bottom Line

      Chapters Map

      PART ONE: UMBERTO ECO’S ANTILIBRARY, OR HOW WE SEEK VALIDATION

      Chapter 1: The Apprenticeship of an Empirical Skeptic

      Anatomy of a Black Swan

      On Walking Walks

      “Paradise” Evaporated

      The Starred Night

      History and the Triplet of Opacity

      Nobody Knows What’s Going On

      History Does Not Crawl, It Jumps

      Dear Diary: On History Running Backward

      Education in a Taxicab

      Clusters

      Where Is the Show?

      8¾ Lbs Later

      The Four-Letter Word of Independence

      Limousine Philosopher

      Chapter 2: Yevgenia’s Black Swan

      Chapter 3: The Speculator and the Prostitute

      The Best (Worst) Advice

      Beware the Scalable

      The Advent of Scalability

      Scalability and Globalization

      Travels Inside Mediocristan

      The Strange Country of Extremistan

      Extremistan and Knowledge

      Wild and Mild

      The Tyranny of the Accident

      Chapter 4: One Thousand and One Days, or How Not to Be a Sucker

      How to Learn from the Turkey

      Trained to Be Dull

      A Black Swan Is Relative to Knowledge

      A Brief History of the Black Swan Problem

      Sextus the (Alas) Empirical

      Algazel

      The Skeptic, Friend of Religion

      I Don’t Want to Be a Turkey

      They Want to Live in Mediocristan

      Chapter 5: Confirmation Shmonfirmation!

      Zoogles Are Not All Boogles

      Evidence

      Negative Empiricism

      Counting to Three

      Saw Another Red Mini!

      Not Everything

      Back to Mediocristan

      Chapter 6: The Narrative Fallacy

      On the Causes of My Rejection of Causes

      Splitting Brains

      A Little More Dopamine

      Andrey Nikolayevich’s Rule

      A Better Way to Die

      Remembrance of Things Not Quite Past

      The Madman’s Narrative

      Narrative and Therapy

      To Be Wrong with Infinite Precision

      Dispassionate Science

      The Sensational and the Black Swan

      Black Swan Blindness

      The Pull of the Sensational

      The Shortcuts

      Beware the Brain

      How to Avert the Narrative Fallacy

      Chapter 7: Living in the Antechamber of Hope

      Peer Cruelty

      Where the Relevant Is the Sensational

      Nonlinearities

      Process over Results

      Human Nature, Happiness, and Lumpy Rewards

      The Antechamber of Hope

      Inebriated by Hope

      The Sweet Trap of Anticipation

      When You Need the Bastiani Fortress

      El desierto de los tártaros

      Bleed or Blowup

      Chapter 8: Giacomo Casanova’s Unfailing Luck: The Problem of Silent Evidence

      The Story of the Drowned Worshippers

      The Cemetery of Letters

      How to Become a Millionaire in Ten Steps

      A Health Club for Rats

      Vicious Bias

      More Hidden Applications

      The Evolution of the Swimmer’s Body

      What You See and What You Don’t See

      Doctors

      The Teflon-style Protection of Giacomo Casanova

      “I Am a Risk Taker”

      I Am a Black Swan: The Anthropic Bias

      The Cosmetic Because

      Chapter 9: The Ludic Fallacy, or The Uncertainty of the Nerd

      Fat Tony

      Non-Brooklyn John

      Lunch at Lake Como

      The Uncertainty of the Nerd

      Gambling with the Wrong Dice

      Wrapping Up Part One

      The Cosmetic Rises to the Surface

      Distance from Primates

      PART TWO: WE JUST CAN’T PREDICT

      From Yogi Berra to Henri Poincaré

      Chapter 10: The Scandal of Prediction

      On the Vagueness of Catherine’s Lover Count

      Black Swan Blindness Redux

      Guessing and Predicting

      Information Is Bad for Knowledge

      The Expert Problem, or the Tragedy of the Empty Suit

      What Moves and What Does Not Move

      How to Have the Last Laugh

      Events Are Outlandish

      Herding Like Cattle

      I Was “Almost” Right

      Reality
    ? What For?

      “Other Than That,” It Was Okay

      The Beauty of Technology: Excel Spreadsheets

      The Character of Prediction Errors

      Don’t Cross a River if It Is (on Average) Four Feet Deep

      Get Another Job

      At JFK

      Chapter 11: How to Look for Bird Poop

      How to Look for Bird Poop

      Inadvertent Discoveries

      A Solution Waiting for a Problem

      Keep Searching

      How to Predict Your Predictions!

      The Nth Billiard Ball

      Third Republic–Style Decorum

      The Three Body Problem

      They Still Ignore Hayek

      How Not to Be a Nerd

      Academic Libertarianism

      Prediction and Free Will

      The Grueness of Emerald

      That Great Anticipation Machine

      Chapter 12: Epistemocracy, a Dream

      Monsieur de Montaigne, Epistemocrat

      Epistemocracy

      The Past’s Past, and the Past’s Future

      Prediction, Misprediction, and Happiness

      Helenus and the Reverse Prophecies

      The Melting Ice Cube

      Once Again, Incomplete Information

      What They Call Knowledge

      Chapter 13: Appelles the Painter, or What Do You Do if You Cannot Predict?

      Advice Is Cheap, Very Cheap

      Being a Fool in the Right Places

      Be Prepared

      The Idea of Positive Accident

      Volatility and Risk of Black Swan

      Barbell Strategy

      “Nobody Knows Anything”

      The Great Asymmetry

      PART THREE: THOSE GRAY SWANS OF EXTREMISTAN

      Chapter 14: From Mediocristan to Extremistan, and Back

      The World Is Unfair

      The Matthew Effect

      Lingua Franca

      Ideas and Contagions

      Nobody Is Safe in Extremistan

      A Brooklyn Frenchman

      The Long Tail

      Naïve Globalization

      Reversals Away from Extremistan

      Chapter 15: The Bell Curve, That Great Intellectual Fraud

      The Gaussian and the Mandelbrotian

      The Increase in the Decrease

      The Mandelbrotian

      What to Remember

      Inequality

      Extremistan and the 80/20 Rule

      Grass and Trees

      How Coffee Drinking Can Be Safe

      Love of Certainties

      How to Cause Catastrophes

      Quételet’s Average Monster

      Golden Mediocrity

      God’s Error

      Poincaré to the Rescue

      Eliminating Unfair Influence

      “The Greeks Would Have Deified It”

      “Yes/No” Only Please

      A (Literary) Thought Experiment on Where the Bell Curve Comes From

      Those Comforting Assumptions

      “The Ubiquity of the Gaussian”

      Chapter 16: The Aesthetics of Randomness

      The Poet of Randomness

      The Platonicity of Triangles

      The Geometry of Nature

      Fractality

      A Visual Approach to Extremistan/Mediocristan

      Pearls to Swine

      The Logic of Fractal Randomness (with a Warning)

      The Problem of the Upper Bound

      Beware the Precision

      The Water Puddle Revisited

      From Representation to Reality

      Once Again, Beware the Forecasters

      Once Again, a Happy Solution

      Where Is the Gray Swan?

      Chapter 17: Locke’s Madmen, or Bell Curves in the Wrong Places

      Only Fifty Years

      The Clerks’ Betrayal

      Anyone Can Become President

      More Horror

      Confirmation

      It Was Just a Black Swan

      How to “Prove” Things

      Chapter 18: The Uncertainty of the Phony

      Ludic Fallacy Redux

      Find the Phony

      Can Philosophers Be Dangerous to Society?

      The Problem of Practice

      How Many Wittgensteins Can Dance on the Head of a Pin?

      Where Is Popper When You Need Him?

      The Bishop and the Analyst

      Easier Than You Think: The Problem of Decision Under Skepticism

      PART FOUR: THE END

      Chapter 19: Half and Half, or How to Get Even with the Black Swan

      When Missing a Train Is Painless

      The End

      EPILOGUE: YEVGENIA’S WHITE SWANS

      GLOSSARY

      POSTSCRIPT ESSAY: ON ROBUSTNESS AND FRAGILITY, DEEPER PHILOSOPHICAL AND EMPIRICAL REFLECTIONS

      I—Learning from Mother Nature, the Oldest and the Wisest

      On Slow but Long Walks

      My Mistakes

      Robustness and Fragility

      Redundancy as Insurance

      Big is Ugly—and Fragile

      Climate Change and “Too Big” Polluters

      Species Density

      The Other Types of Redundancy

      Distinctions Without a Difference, Differences Without a Distinction

      A Society Robust to Error

      II—Why I Do All This Walking, or How Systems Become Fragile

      Another Few Barbells

      Beware Manufactured Stability

      III—Margaritas Ante Porcos

      Main Errors in Understanding the Message

      How to Expunge One’s Crimes

      A Desert Crossing

      IV—Asperger and the Ontological Black Swan

      Asperger Probability

      Future Blindness Redux

      Probability has to be Subjective

      Probability on a Thermometer

      V—(Perhaps) the Most Useful Problem in the History of Modern Philosophy

      Living in Two Dimensions

      The Dependence on Theory for Rare Events

      Epimenides the Cretan

      An Undecidability Theorem

      It’s the Consequences …

      From Reality to Representation

      Proof in the Flesh

      Fallacy of the Single Event Probability

      Psychology of Perception of Deviations

      The Problem of Induction and Causation in the Complex Domain

      Induction

      Driving the School Bus Blindfolded

      VI—The Fourth Quadrant, the Solution to that Most Useful of Problems

      David Freedman, RIP

      Decisions

      The Fourth Quadrant, a Map

      VII—What to Do with the Fourth Quadrant

      Not Using the Wrong Map: The Notion of Iatrogenics

      Negative Advice

      Iatrogenics and The Nihilism Label

      Phronetic Rules: What is Wise to do (or not do) in Real Life to Mitigate the Fourth Quadrant if you can’t Barbell?

      VIII—The Ten Principles for a Black-Swan-Robust Society

      IX—Amor Fati: How to Become Indestructible

      Nihil Perditi

      NOTES

      BIBLIOGRAPHY

      ACKNOWLEDGMENTS FOR THE FIRST EDITION

      NOTE TO THE SECOND EDITION

      In order to preserve the integrity of the original text, I have limited the updating of the current edition to a small number of footnotes. I added a long Postscript essay, going deeper into philosophical and empirical discussions of the subject and addressing some misunderstandings of the concept of the Black Swan that cropped up after the initial publication of the book.

      PROLOGUE

      ON THE PLUMAGE OF BIRDS

      Before the discovery of Australia, people in the Old World were convinced that all swans were white, an unassailable belief as it seemed completely confirmed by empirical evidence. The sighting of the first black swan might have been an interesting surprise for a few ornithologists (and others extremely concerned with the coloring of birds), but that is not where the
    significance of the story lies. It illustrates a severe limitation to our learning from observations or experience and the fragility of our knowledge. One single observation can invalidate a general statement derived from millennia of confirmatory sightings of millions of white swans. All you need is one single (and, I am told, quite ugly) black bird.*

      I push one step beyond this philosophical-logical question into an empirical reality, and one that has obsessed me since childhood.† What we call here a Black Swan (and capitalize it) is an event with the following three attributes.

      First, it is an outlier, as it lies outside the realm of regular expectations, because nothing in the past can convincingly point to its possibility. Second, it carries an extreme impact (unlike the bird). Third, in spite of its outlier status, human nature makes us concoct explanations for its occurrence after the fact, making it explainable and predictable.

      I stop and summarize the triplet: rarity, extreme impact, and retrospective (though not prospective) predictability.* A small number of Black Swans explain almost everything in our world, from the success of ideas and religions, to the dynamics of historical events, to elements of our own personal lives. Ever since we left the Pleistocene, some ten millennia ago, the effect of these Black Swans has been increasing. It started accelerating during the industrial revolution, as the world started getting more complicated, while ordinary events, the ones we study and discuss and try to predict from reading the newspapers, have become increasingly inconsequential.

      Just imagine how little your understanding of the world on the eve of the events of 1914 would have helped you guess what was to happen next. (Don’t cheat by using the explanations drilled into your cranium by your dull high school teacher.) How about the rise of Hitler and the subsequent war? How about the precipitous demise of the Soviet bloc? How about the consequences of the rise of Islamic fundamentalism? How about the effect of the spread of the Internet? How about the market crash of 1987 (and the more unexpected recovery)? Fads, epidemics, fashion, ideas, the emergence of art genres and schools. All follow these Black Swan dynamics. Literally, just about everything of significance around you might qualify.

      This combination of low predictability and large impact makes the Black Swan a great puzzle; but that is not yet the core concern of this book. Add to this phenomenon the fact that we tend to act as if it does not exist! I don’t mean just you, your cousin Joey, and me, but almost all “social scientists” who, for over a century, have operated under the false belief that their tools could measure uncertainty. For the applications of the sciences of uncertainty to real-world problems has had ridiculous effects; I have been privileged to see it in finance and economics. Go ask your portfolio manager for his definition of “risk,” and odds are that he will supply you with a measure that excludes the possibility of the Black Swan—hence one that has no better predictive value for assessing the total risks than astrology (we will see how they dress up the intellectual fraud with mathematics). This problem is endemic in social matters.

     


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