Calling bullshit The art of skepticism in a data-driven world

Carl T. Bergstrom

Book - 2020

"The world is awash in bullshit, and we're drowning in it. Politicians are unconstrained by facts. Science is conducted by press release. Startup culture elevates bullshit to high art. These days, calling bullshit is a noble act. Based on Carl Bergstrom and Jevin West's popular course at the University of Washington, Calling Bullshit is a modern handbook to the art of skepticism. Bergstrom, a computational biologist, and West, an information scientist, catalogue bullshit in its many forms, explaining and offering readers the tools to see through the obfuscations, deliberate and careless, that dominate every realm of our lives. They instruct readers to ask: Who is saying it? How do they know? What do they have to gain by persu...ading me? Are the numbers or results too good or too dramatic to be true? Is the claim comparing like with like or apples and oranges? Is it confirming your personal bias? In this lively guide to everything from misleading statistics to "fake news," Bergstrom and West help you recognize bullshit whenever and wherever you encounter it--in data, in conversation, even within yourself--and explain it to your crystal-loving aunt or casually racist uncle. Now more than ever, calling bullshit is crucial to a properly functioning community, whether it be a circle of friends, a network of academics, or the citizenry of a nation"--

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Subjects
Published
New York : Random House [2020]
Language
English
Main Author
Carl T. Bergstrom (author)
Other Authors
Jevin D. (Jevin Darwin) West, 1977- (author)
Edition
First edition
Physical Description
xvi, 318 pages : illustrations, map ; 25 cm
Bibliography
Includes bibliographical references (pages [289]-307) and index.
ISBN
9780525509189
  • Preface
  • Chapter 1. Bullshit Everywhere
  • Chapter 2. Medium, Message, and Misinformation
  • Chapter 3. The Nature of Bullshit
  • Chapter 4. Causality
  • Chapter 5. Numbers and Nonsense
  • Chapter 6. Selection Bias
  • Chapter 7. Data Visualization
  • Chapter 8. Calling Bullshit on Big Data
  • Chapter 9. The Susceptibility of Science
  • Chapter 10. Spotting Bullshit
  • Chapter 11. Refuting Bullshit
  • Acknowledgments
  • Bibliography
  • Index
Review by Booklist Review

With the mounds of "infotainment" being shared on social media and in the news, it's increasingly difficult to convince others that some of it is, indeed, bullshit. Bergstrom and West's portable guide is for readers who are interested in teasing out truth, evaluating their own confirmation biases, and learning strategies to help persuade others to take another look at "scientific evidence" that may be presented in misleading and occasionally malicious ways. Starting with the idea that most laypeople are not well versed enough in STEM methodology to quickly determine if that chart their friends are sharing on Facebook is giving them a false view of a given situation, Bergstrom and West break down illuminating examples of bullshit in the wild. Encouragingly, the authors remind readers that they don't need to be a statistics expert to refute a misleading headline; it's often enough to apply simple skepticism in order to evaluate the information for truth. Libraries who are tackling election year information literacy will find Calling Bullshit a useful tool to encourage thoughtful, rational conversations.

From Booklist, Copyright (c) American Library Association. Used with permission.
Review by Publisher's Weekly Review

Evolutionary biologist Bergstrom (coauthor, Evolution) and data scientist West deliver an informative and energetic examination of the ways in which data can be misused to influence audiences. Bergstrom and West discuss familiar concepts such as confirmation bias, false equivalencies, and selection bias, and explore how bar charts, line graphs, and other visual representations of data provide fertile ground for manipulation. They break down the bad information behind a dizzying number of false or misleading claims published in advertisements, press releases, news articles, and scientific research (for example, that the third Monday in January is "the saddest day of the year"), and explain how poorly or carelessly designed algorithms can result in racial and gender discrimination. In addition to providing tools to ferret out misinformation, including lists of fact-checking websites and instructions on how to "corroborate and triangulate" suspicious claims, Bergstrom and West highlight the importance of "calling bullshit" when confronted with it (they do advise readers not to assume bad faith--sometimes people just make mistakes) and outline how to do so persuasively. Though dense and intellectually rigorous, the book's brisk pace and jocular tone provide relief. The authors do a great job of equipping readers to better make sense of the vast amounts of data at their fingertips. Agent: Max Brockman, Brockman, Inc. (Aug.)

(c) Copyright PWxyz, LLC. All rights reserved
Review by Kirkus Book Review

Part playful polemic and part serious scientific treatise on a plague that "pollutes our world by misleading people about specific issues and…undermines our ability to trust information in general." Beginning with a provocative opening line--"The world is awash with bullshit, and we're drowning in it"--Bergstrom and West deliver a sturdy guide to helping readers avoid a lifetime of being bamboozled by misinformation. As they note, much of what seems factual and statistically sound is often nothing but bullshit. The authors differentiate between what they refer to as "old school bullshit," which is mostly rhetorical and language-based, and "new school bullshit," which refers to the cagey manipulation of mathematics and scientific data to create the illusion of sophistication and factual accuracy. The authors focus mostly on the latter, methodically examining the many characters well-versed in the art of bullshitting, whether they are scientific or medical researchers, advertisers, or other professional manipulators desperate to pull the wool over the public's eyes in pursuit of profit and power. Bergstrom and West direct our attention to the technocrats and social media giants who facilitate mass disinformation and preside over machine-learning algorithms that are often faulty. The authors occasionally go too heavy on the statistical analysis, which can get long-winded and make readers pine for the more attitude-driven polemical salvos aimed at bullshitters earlier in the book. Nonetheless, the authors make plenty of crucial and original points, especially in outing the current trend toward conflating association with causality, not to mention exposing how numbers and percentages are routinely manipulated in order to turn us all into mindless consumers. However abstruse they might get on any given page, Bergstrom and West give you the tools needed to make yourself bullshit-proof--a skill that will prove to be ever more important as big data continues to proliferate. A statistically challenging master class in the art of bullshit detection. Copyright (c) Kirkus Reviews, used with permission.

Copyright (c) Kirkus Reviews, used with permission.

Chapter 1 Bullshit Everywhere This is a book about bullshit. It is a book about how we are inundated with it, about how we can learn to see through it, and about how we can fight back. First things first, though. We would like to understand what bullshit is, where it comes from, and why so much of it is produced. To answer these questions, it is helpful to look back into deep time at the origins of the phenomenon. Bullshit is not a modern invention. In one of his Socratic dialogues, Euthydemus, Plato complains that the philosophers known as the Sophists are indifferent to what is actually true and are interested only in winning arguments. In other words, they are bullshit artists. But if we want to trace bullshit back to its origins, we have to look a lot further back than any human civilization. Bullshit has its origins in deception more broadly, and animals have been deceiving one another for hundreds of millions of years. Cheating crustaceans and devious ravens The oceans are full of fierce and wonderful creatures, but few are as badass as the marine crustaceans known as the mantis shrimp or, in more technical circles, stomatopods. Some specialize in eating marine snails, which are protected by hard, thick shells. To smash through these calcite defenses, mantis shrimp have evolved a spring-loading mechanism in their forelimbs that allows them to punch with enormous force. Their hammer-like claws travel 50 mph when they strike. The punch is so powerful that it creates an underwater phenomenon known as cavitation bubbles, a sort of literal Batman "KAPOW!" that results in a loud noise and a flash of light. In captivity they sometimes punch right through the glass walls of their aquariums. This punching power serves another purpose. Mantis shrimp live on shallow reefs, where they are vulnerable to moray eels, octopi, sharks, and other predators. To stay safe, they spend much of their time holed up in cavities in the reef, with just their powerful foreclaws exposed. But suitable cavities are in short supply, and this can lead to fights. When an intruder approaches a smaller resident, the resident typically flees. But if the resident is big enough, it waves its claws in a fierce display, demonstrating its size and challenging its opponent. Like any superhero, however, mantis shrimp have an Achilles' heel. They have to molt in order to replace the hard casings of their hammer claws--which as you can imagine take more than their share of abuse. During the two or three days that the animal is molting, it is extremely vulnerable. It can't punch, and it lacks the hard shell that normally defends it against predators. Pretty much everything on the reef eats everything else, and mantis shrimp are essentially lobster tails with claws on the front. So if you're a molting mantis shrimp holed up in a discreet crevice, the last thing you want to do is flee and expose yourself to the surrounding dangers. This is where the deception comes in. Normally, big mantis shrimp wave their claws--an honest threat--and small mantis shrimp flee. But during molting, mantis shrimp of any size perform the threat display, even though in their current state they can't punch any harder than an angry gummy bear. The threat is completely empty--but the danger of leaving one's hole is even greater than the risk of getting into a fight. Intruders, aware that they're facing the mantis shrimp's fierce punch, are reluctant to call the bluff. Stomatopods may be good bluffers, and bluffing does feel rather like a kind of bullshit--but it's not very sophisticated bullshit. For one thing, this behavior isn't something that these creatures think up and decide to carry out. It is merely an evolved response, a sort of instinct or reflex. A sophisticated bullshitter needs a theory of mind--she needs to be able to put herself in the place of her mark. She needs to be able to think about what the others around her do and do not know. She needs to be able to imagine what impression will be created by what sort of bullshit, and to choose her bullshit accordingly. Such advanced cognition is rare in the animal kingdom. We have it. Our closest primate relatives, chimpanzees and gorillas, may have it as well. Other apes and monkeys do not seem to have this capacity. But one very different family does: Corvidae. We know that corvids--ravens, crows, and jays--are remarkably intelligent birds. They manufacture the most sophisticated tools of any nonhuman species. They manipulate objects in their environment to solve all manners of puzzle. The Aesop's fable about the crow putting pebbles into an urn to raise the water level is probably based on a real observation; captive crows can figure out how to do this sort of thing. Ravens plan ahead for the future, selecting objects that may be useful to them later. Crows recognize human faces and hold grudges against those who have threatened or mistreated them. They even pass these grudges along to their fellow crows. We don't know exactly why corvids are so smart, but their lifestyle does reward intelligence. They live a long time, they are highly social, and they creatively explore their surroundings for anything that might be edible. Ravens in particular may have evolved alongside pack-hunting species such as wolves and ourselves, and are excellent at tricking mammals out of their food. Because food is sometimes plentiful and other times scarce, most corvid species cache their food, storing it in a safe place where it can be recovered later. But caching is a losing proposition if others are watching. If one bird sees another cache a piece of food, the observer often steals it. As a result, corvids are cautious about caching their food in view of other birds. When being watched, ravens cache quickly, or move out of sight before hiding their food. They also "fake-cache," pretending to stash a food item but actually keeping it safely in their beak or crop to be properly cached at a later time. So when a raven pretends to cache a snack but is actually just faking, does that qualify as bullshitting? In our view, this depends on why the raven is faking and whether it thinks about the impression its fakery will create in the mind of an onlooker. Full-on bullshit is intended to distract, confuse, or mislead--which means that the bullshitter needs to have a mental model of the effect that his actions have on an observer's mind. Do corvids have a theory of mind? Do they understand that other birds can see them caching and are likely to steal from them? Or do they merely follow some simple rule of thumb--such as "cache only when no other ravens are around"--without knowing why they are doing so? Researchers who study animal behavior have been hard-pressed to demonstrate that any nonhuman animals have a theory of mind. But recent studies suggest that ravens may be an exception. When caching treats, they do think about what other ravens know. And not only do ravens act to deceive other birds sitting right there in front of them; they recognize that there might be other birds out there, unseen, who can be deceived as well. That is pretty close to what we do when we bullshit on the Internet. We don't see anyone out there, but we hope and expect that our words will reach an audience. Ravens are tricky creatures, but we humans take bullshit to the next level. Like ravens, we have a theory of mind. We can think in advance about how others will interpret our actions, and we use this skill to our advantage. Unlike ravens, we also have a rich system of language to deploy. Human language is immensely expressive, in the sense that we can combine words in a vast number of ways to convey different ideas. Together, language and theory of mind allow us to convey a broad range of messages and to model in our own minds what effects our messages will have on those who hear them. This is a good skill to have when trying to communicate efficiently--and it's equally useful when using communication to manipulate another person's beliefs or actions. That's the thing about communication. It's a two-edged sword. By communicating we can work together in remarkable ways. But by paying attention to communication, you are giving other people a "handle" they can use to manipulate your behavior. Animals with limited communication systems--a few different alarm calls, say--have just a few handles with which they can be manipulated. Capuchin monkeys warn one another with alarm calls. On average this saves a lot of capuchin lives. But it also allows lower-ranking monkeys to scare dominant individuals away from precious food: All they have to do is send a deceptive alarm call in the absence of danger. Still, there aren't all that many things capuchins can say, so there aren't all that many ways they can deceive one another. A capuchin monkey can tell me to flee, even if doing so is not in my best interest. But it can't, say, convince me that it totally has a girlfriend in Canada; I've just never met her. Never mind getting me to transfer $10,000 into a bank account belonging to the widow of a mining tycoon, who just happened to ask out of the blue for my help laundering her fortune into US currency. So why is there bullshit everywhere? Part of the answer is that everyone, crustacean or raven or fellow human being, is trying to sell you something. Another part is that humans possess the cognitive tools to figure out what kinds of bullshit will be effective. A third part is that our complex language allows us to produce an infinite variety of bullshit. Excerpted from Calling Bullshit: The Art of Skepticism in a Data-Driven World by Carl T. Bergstrom, Jevin D. West All rights reserved by the original copyright owners. Excerpts are provided for display purposes only and may not be reproduced, reprinted or distributed without the written permission of the publisher.