The author and publisher have provided this e-book to you for your personal use only. You may not make this e-book publicly available in any way. Copyright infringement is against the law. If you believe the copy of this e-book you are reading infringes on the author’s copyright, please notify the publisher at: us.macmillanusa.com/piracy. For Shelley The really unusual day would be one where nothing unusual happens. —Persi Diaconis1 Contents Title Page Copyright Notice Dedication Epigraph Preface 1. The Mystery 2. A Capricious Universe 3. What Is Chance? 4. The Law of Inevitability 5. The Law of Truly Large Numbers 6. The Law of Selection 7. The Law of the Probability Lever 8. The Law of Near Enough 9. The Human Mind 10. Life, the Universe, and Everything 11. How to Use the Improbability Principle Epilogue Appendix A: Mind-Numbingly Large and Mind-Bogglingly Small Appendix B: Rules of Chance Notes Index Also by David J. Hand A Note About the Author Copyright Preface This book is about extraordinarily improbable events. It’s about why incredibly unlikely things happen. But more: it’s about why they just keep on happening, time after time after time. At first glance, this seems like a contradiction. How can events be incredibly unlikely and yet keep on happening? Unlikely surely means rare. The fact that it isn’t a contradiction is suggested by many real-life examples: people winning lotteries multiple times, lightning repeatedly striking the same unfortunate man, extreme financial crashes occurring again and again, and so on. But it certainly needs explaining. The universe has laws which describe the way it works. Newton’s laws of motion tell us how dropped objects fall and why the moon orbits the earth. They explain why a car seat presses into your back when you accelerate, and why the ground hits you so hard when you trip and fall. Other laws of nature show us how stars are born and how stars die, where humanity comes from, and perhaps where it’s going. The same applies to exceedingly unlikely events. The Improbability Principle is my name for a set of laws of chance which, together, tell us that we should expect the unexpected, and why. The laws composing the principle arise at several levels. Some refer to fundamental aspects of the way the universe is constructed—as fundamental as the basic, abstract truth that two plus two equals four. Others hinge on deep properties of what we mean by probability. And yet others arise at the level of human psychology: the brain is not a simple recording device. In the right circumstances, any one of the laws is sufficient to lead to an instance of the principle, but it’s when they come together and work in unison that the force of the principle becomes really striking. And the inconceivably unlikely happens. Books like this one are built on research, conversations, and discussions with many people over many years—far too many to acknowledge properly. But some were especially helpful in seeing the ideas through the final stages to becoming a book. My friends and colleagues Mike Crowe, Kate Land, Niall Adams, Nick Heard, and Christoforos Anagnostopoulos kindly gave me comments on various drafts. My agent, Peter Tallack, and my editor, Amanda Moon, played critical roles in the journey from rough draft to finished product. Coincidentally (or perhaps not, since coincidences are one manifestation of the Improbability Principle), while the book was still at the conceptual stage, David Harding, founder of Winton Capital Management, approached me about a role in his company. The deep inferential challenges I encountered there encouraged me to think more deeply about rare events. And finally, I am most grateful to my wife, Shelley, for tolerating, yet again, my spiritual absences as the book gradually took shape, as well as for making invaluable comments on its content. 3 WHAT IS CHANCE? All life is chance. —Dale Carnegie In 1986 Bill Shaw survived a train crash in Lockington in East Yorkshire, England, that killed nine people. Although train crashes attract a lot of media attention, fortunately they’re quite rare: in 2001 there were about 0.1 fatalities per billion passenger miles in the UK, meaning that rail travel is an exceptionally safe mode of transport. Since train crashes are so rare, the chance of a husband and wife both being involved in different train crashes must be incredibly small. And yet this is just what happened to the Shaws: fifteen years after her husband, at Great Heck near Selby, Bill’s wife Ginny also survived a deadly train crash. This one killed ten people. Both accidents were caused by vehicles on the tracks. “I couldn’t believe what she was telling me,” said Bill, thinking back to when he was woken by the 7:00 a.m. phone call from his wife. “It looks like someone wanted her to experience what we had been through … Uncannily, then it turned out to have been caused by a van straddling the lines. This is exactly the same situation in which Ginny found herself. It’s got to be a freak coincidence, it’s just totally unbelievable … It seems for some very odd reason the family have all been in the wrong place at the wrong time.” Anyone experiencing such an unfortunate coincidence as the Shaws did would naturally seek an explanation, some linking factor. Is there something about this coincidence, or coincidences in general, that helps us understand why it happened? There are various definitions of the word “coincidence.” The statisticians Persi Diaconis and Fred Mosteller defined a coincidence as “a surprising concurrence of events, perceived as meaningfully related, with no apparent causal connection.”1 My Concise Oxford Dictionary defines it as “a remarkable concurrence of events or circumstances without apparent causal connection.” The Wikipedia definition is more elaborate: “a collection of two or more events or conditions, closely related by time, space, form, or other associations which appear unlikely to bear a relationship as either cause to effect or effects of a shared cause, within the observer or observers’ understanding of what cause can produce what effects.” The first definition includes the fact that there must be an element of surprise. Even if, just as I reach the end of a chapter in the book I’m reading, it starts to rain, I’m not going to sit up and say, “Wow, what a coincidence.” And there must be more than one event involved: while a single unusual event is one thing, two or more occurring close together is something else. If the leg of my chair breaks just as a peal of thunder rings out, I might wonder if it was simply chance. Many people noted the coincidence in 2013 when, only hours after Pope Benedict XVI announced that he would be resigning, St. Peter’s Basilica in Rome was struck by lightning. The definition also says that the events must be seen as meaningfully related, despite having no obvious causal connection. Two entirely disconnected events, even surprising ones, which had no apparent link at all would not arouse comment. You’d probably not see as related the fact that a roulette ball fell on number 7 at 9:00 p.m. in a casino, and you broke the heel of your shoe as you stepped out of a taxi on the way home from work three days later. Why should they be? An infinite number of events happen all around us all the time—life is just a series of events—so for a coincidence, something has to single out these particular events and link them in a meaningful way. The link could just be one of time—my chair leg and the peal of thunder—but it mustn’t be an obvious causal one: if you stamped your foot at the casino when the 7 came up, and broke your heel, you’d hardly regard it as a coincidence; simple causality explains it. On September 11, 2001, the National Reconnaissance Office was planning a simulation in which a malfunctioning private jet would crash into the agency’s headquarters in Chantilly, Virginia, about four miles from Washington’s Dulles International Airport. At 8:10 a.m. on that day, about an hour before the simulation was scheduled to start, American Airlines Flight 77 took off from Dulles. An hour and a half later its hijackers flew it into the Pentagon. The reality and the simulation just look too similar for there to be no meaningful relationship, and yet there is no causal connection between them.2 We’ve already seen that countless explanations have been advanced for surprising co-occurrences of events. Many of these cite powers and causes
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