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How Not to Be Wrong

Jordan Ellenberg

Duration43 min
Key Points9 Key Points
Rating4.6 Rate

What's inside?

Explore the fascinating world of mathematics and learn how it can help you make better decisions in everyday life and avoid common mistakes.

You'll learn

Learn1. Why math matters in daily life
Learn2. Making smarter choices with math
Learn3. The role of odds and stats in life
Learn4. Using math to bust myths
Learn5. Solving problems with math
Learn6. Math's impact on politics, law, and medicine

Key points

01Why Missing Bullet Holes Save Lives

We often believe that seeing is believing, but what happens when the most crucial information in a life-or-death situation is completely invisible to the naked eye? To understand how mathematics helps us uncover what is missing, we must travel back in time to a top-secret military research facility during the Second World War. The United States military had gathered some of the most brilliant mathematical minds in the country, placing them in a cramped, sweaty apartment in New York City to form the Statistical Research Group. Their mission was to solve urgent logistical and tactical problems for the Allied forces. One afternoon, high-ranking military generals brought these mathematicians a critical problem regarding their bomber planes. The planes flying missions over Europe were taking heavy anti-aircraft fire, and a significant number of them were being shot down. The generals wanted to add heavy armor to the planes to protect the pilots, but armor is incredibly heavy. If you cover the entire plane in armor, it becomes too heavy to fly. Therefore, they needed to place the armor only where it was absolutely necessary. The military brass presented their data to a brilliant statistician named Abraham Wald. They had meticulously inspected the planes that returned successfully from their bombing runs over Germany. The generals noted that the returning planes were covered in bullet holes, specifically clustered around the fuselage, the wings, and the tail section. Naturally, the generals concluded that these were the areas that needed the most armor. It sounds perfectly logical, does it not? You look at where the planes are taking the most damage, and you reinforce those specific areas. However, Abraham Wald looked at the exact same data and came to the exact opposite conclusion. He told the generals that they were completely wrong. They should not put the armor where the bullet holes were; instead, they needed to put the armor exactly where the bullet holes were missing. Wald possessed the mathematical insight to realize that the military was falling victim to a dangerous logical trap known as Survivorship Bias. He explained to the generals that they were only looking at the surviving planes. The planes that took hits to the wings and the fuselage were able to limp back to the base. But what about the planes that took hits to the engines or the cockpit? Those planes did not return. The missing bullet holes on the surviving planes were actually a perfect map of the most vulnerable parts of the aircraft. By analyzing the data that was entirely absent, Abraham Wald saved countless lives and completely revolutionized military strategy. This concept of survivorship bias does not just apply to vintage military aircraft; it is a pervasive illusion that constantly distorts our view of modern everyday life. Consider the world of finance and investment. When you look to invest your hard-earned money, you might open a financial magazine and see a list of top-performing mutual funds that have consistently beaten the stock market over the last ten years. You look at these impressive charts and assume that the managers of these funds are absolute financial geniuses. However, mathematics demands that we ask a crucial question: where are the missing bullet holes? The truth is that you are only looking at the surviving funds. Financial institutions routinely close down their underperforming mutual funds and erase them from their marketing materials. If a company starts with fifty funds and forty-nine of them fail miserably, they will quietly sweep the failures under the rug and heavily promote the one lucky survivor. If you do not actively look for the hidden failures, you will be tricked into overestimating the skill of the financial industry. We see this exact same phenomenon in our cultural obsession with extreme success stories. Society loves to talk about the legendary college dropouts who went on to become billionaire tech founders. We hear endless stories about visionaries who left prestigious universities, followed their risky passions, and built empires in their garages. These highly visible success stories create a dangerous narrative that formal education is unnecessary, and that dropping out is a secret shortcut to massive wealth. What we completely fail to see is the invisible graveyard of thousands upon thousands of college dropouts who took the exact same risks, started similar companies, and ended up bankrupt or struggling to make ends meet. They never end up on the cover of mainstream business magazines, so our brains simply forget to factor them into our decision-making process. Mathematics trains our minds to push past the obvious and interrogate the shadows. Whenever you are faced with a major life choice, evaluating a business opportunity, or simply trying to understand a trend in the news, you must actively pause and look for the hidden data. Does the evidence you are looking at represent the entire picture, or is it merely the surviving remnant of a much larger, unseen reality? By consciously asking yourself where the missing bullet holes are, you instantly elevate your critical thinking skills and protect yourself from incredibly costly errors in judgment.

02Straight Lines Will Eventually Lie to You

Human beings are naturally obsessed with straight lines, constantly projecting that whatever is happening in the present moment will continue happening in exactly the same way forever. However, the universe rarely moves in a perfectly straight line, and failing to realize this fundamental truth can lead to some truly disastrous assumptions in politics, business, and our personal lives. We have an ingrained cognitive habit called linear thinking. If you see a stock price go up by ten percent this year, your brain automatically assumes it will go up by ten percent next year, and the year after that, stretching infinitely into the future. Mathematics gently taps us on the shoulder and reminds us that curves eventually bend, and lines that shoot straight up almost always level off or crash back down. To understand the immense danger of linear thinking, we can look at one of the most famous economic models in modern political history: the Laffer Curve. The story goes that in 1974, an economist named Arthur Laffer was having dinner at a Washington D.C. restaurant with powerful political figures, including Donald Rumsfeld and Dick Cheney. During the conversation, Laffer grabbed a cloth napkin and sketched a simple curve to illustrate a point about taxation. He explained that if the government sets the income tax rate at zero percent, they will naturally collect zero dollars in revenue. On the other extreme, if the government sets the tax rate at one hundred percent, people will simply stop working entirely, because every single cent they earn would be confiscated. Therefore, at one hundred percent taxation, the government also collects zero dollars. Because the revenue is zero at both extremes, there must be a curve connecting the two points, with a peak somewhere in the middle that represents the absolute maximum amount of revenue the government can collect. The logic of the Laffer Curve is mathematically sound and quite brilliant in its simplicity. It clearly shows that if a country's tax rate is extremely high—say, ninety percent—it sits on the right side of the peak. In that specific scenario, lowering taxes would actually encourage people to work harder, stimulate the economy, and ultimately increase the total amount of tax revenue collected. The problem arose when politicians took this nuanced, non-linear curve and weaponized it into a rigid, straight-line ideology. Politicians began to argue that cutting taxes will always, under all circumstances, increase government revenue. They completely ignored the mathematical reality that if you are already on the left side of the peak, lowering taxes will predictably result in less revenue, not more. They fell in love with a straight line that simply did not exist. This mathematical fallacy of projecting straight lines into infinity shows up everywhere, often with hilarious or terrifying results. Take a moment to think about the growth of a human child. If a baby grows six inches during the first year of its life, a purely linear projection would conclude that the child will continue growing six inches every single year. By the time this child reaches the age of thirty, they would be fifteen feet tall. By the time they retire, they would be towering over a three-story building. Obviously, our common sense tells us this is ridiculous because human biology follows a biological curve that eventually flattens out during adolescence. Yet, when intelligent adults look at financial markets, real estate prices, or the user growth of a new social media application, they frequently abandon their common sense and assume the six-inch growth will continue forever. Jordan Ellenberg points out another classic example regarding public health statistics. In the early 2000s, researchers looked at the rapidly rising rates of obesity in the United States over a period of ten years. The trend line was pointing sharply upward. Some analysts drew a straight line through the data and published alarming reports predicting that by the year 2048, exactly one hundred percent of Americans would be overweight. Even more absurdly, if you extended that exact same straight line just a few years further into the future, you would mathematically conclude that one hundred and nine percent of Americans would be overweight. It is mathematically impossible for more than one hundred percent of a population to possess a trait, yet the straight-line projection blindly marched right past the boundaries of physical reality. How can we protect ourselves from the deception of straight lines? We must learn to actively question the trajectory of every trend we encounter. When a charismatic business leader promises that their company’s profits will double every year indefinitely, you must visualize the curve flattening. When a pessimistic news anchor claims that a temporary rise in inflation means the economy is heading into an endless downward spiral, you must remember that economies operate in complex cycles, not endless plunges. In our own lives, when we start a new diet, a new workout routine, or learn a new language, we often experience rapid, straight-line progress in the first few weeks. When that progress inevitably slows down, we become frustrated and quit, mistakenly believing that the curve is broken. Mathematics teaches us a beautiful lesson in patience: plateaus are not failures; they are simply the natural shape of reality. By embracing non-linear thinking, we align our expectations with the true mathematical nature of the universe.

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03The Lottery You Can Actually Win

04Why Tall Parents Have Shorter Kids

05The Dead Salmon That Read Minds

06Why the Majority is Often Wrong

07The Dangerous Myth of the Average

08Conclusion

About Jordan Ellenberg

Jordan Ellenberg is an American mathematician and writer. He is a professor of mathematics at the University of Wisconsin-Madison, specializing in number theory. Ellenberg is also a popular science author, known for making complex mathematical concepts accessible to the general public.

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