The Theory That Would Not Die: How Bayes' Rule Cracked the Enigma Code, Hunted Down Russian Submarines, and Emerged Triumphant from Two Centuries of Controversy


Sharon Bertsch McGrayne - 2011
    To its adherents, it is an elegant statement about learning from experience. To its opponents, it is subjectivity run amok.In the first-ever account of Bayes' rule for general readers, Sharon Bertsch McGrayne explores this controversial theorem and the human obsessions surrounding it. She traces its discovery by an amateur mathematician in the 1740s through its development into roughly its modern form by French scientist Pierre Simon Laplace. She reveals why respected statisticians rendered it professionally taboo for 150 years—at the same time that practitioners relied on it to solve crises involving great uncertainty and scanty information (Alan Turing's role in breaking Germany's Enigma code during World War II), and explains how the advent of off-the-shelf computer technology in the 1980s proved to be a game-changer. Today, Bayes' rule is used everywhere from DNA de-coding to Homeland Security.Drawing on primary source material and interviews with statisticians and other scientists, The Theory That Would Not Die is the riveting account of how a seemingly simple theorem ignited one of the greatest controversies of all time.

Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy


Cathy O'Neil - 2016
    Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

The Sabermetric Revolution: Assessing the Growth of Analytics in Baseball


Benjamin Baumer - 2013
    Rocketed to popularity by the 2003 bestseller Moneyball and the film of the same name, the use of sabermetrics to analyze player performance has appeared to be a David to the Goliath of systemically advantaged richer teams that could be toppled only by creative statistical analysis. The story has been so compelling that, over the past decade, team after team has integrated statistical analysis into its front office. But how accurately can crunching numbers quantify a player's ability? Do sabermetrics truly level the playing field for financially disadvantaged teams? How much of the baseball analytic trend is fad and how much fact?The Sabermetric Revolution sets the record straight on the role of analytics in baseball. Former Mets sabermetrician Benjamin Baumer and leading sports economist Andrew Zimbalist correct common misinterpretations and develop new methods to assess the effectiveness of sabermetrics on team performance. Tracing the growth of front office dependence on sabermetrics and the breadth of its use today, they explore how Major League Baseball and the field of sports analytics have changed since the 2002 season. Their conclusion is optimistic, but the authors also caution that sabermetric insights will be more difficult to come by in the future. The Sabermetric Revolution offers more than a fascinating case study of the use of statistics by general managers and front office executives: for fans and fantasy leagues, this book will provide an accessible primer on the real math behind moneyball as well as new insight into the changing business of baseball.

The Best Team Money Can Buy


Molly Knight - 2015
    Los Angeles icon Magic Johnson and his partners hoped to put together a team worthy of Hollywood: consistently entertaining. By most accounts they have succeeded, if not always in the way they might have imagined.Now Molly Knight tells the story of the Dodgers’ 2013 season with detailed, previously unreported revelations. She shares a behind-the-scenes account of the astonishing sale of the Dodgers, and why the team was not overpriced, as well as what the Dodgers actually knew in advance about rookie phenom and Cuban defector Yasiel Puig and how they and teammates handled him during his roller-coaster season. We learn how infighting on the team nearly derailed the 2013 season and nearly cost manager Don Mattingly his job—and how the team turned around the season in the most remarkable fifty-game stretch (42-8) of any team since World War II, before losing in the NLCS. Knight also reveals the facts behind the blockbuster trade with the Red Sox—and why that trade may yet turn out to be of greater benefit to the Dodgers. And, there’s an intimate portrait of star pitcher Clayton Kershaw, probably the best pitcher in the game today, including details about the contract offer he turned down before accepting the richest contract any pitcher ever signed.Exciting, surprising, and filled with juicy details, Molly Knight’s account is a must-read for baseball fans and anyone who wants the inside story of today’s Los Angeles Dodgers.

The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World


Pedro Domingos - 2015
    In The Master Algorithm, Pedro Domingos lifts the veil to give us a peek inside the learning machines that power Google, Amazon, and your smartphone. He assembles a blueprint for the future universal learner--the Master Algorithm--and discusses what it will mean for business, science, and society. If data-ism is today's philosophy, this book is its bible.

Three Nights in August: Strategy, Heartbreak, and Joy Inside the Mind of a Manager


Buzz Bissinger - 2005
    As the St. Louis Cardinals battle their archrival Chicago Cubs, we watch from the dugout through the eyes of legendary manager Tony La Russa, considered by many to be the shrewdest mind in the game today. In his twenty-seven years of managing, La Russa has been named Manager of the Year a record-making five times and now stands as the third-winningest baseball manager of all time. A great leader, he's built his success on the conviction that ball games are won not only by the numbers but also by the hearts and minds of those who play.Drawing on unprecedented access to a major league manager and his team, Buzz Bissinger brings a revelatory intimacy to baseball and offers some surprising observations. Bissinger also furthers the debate on major league managerial style and strategy in his provocative new afterword.

Power Ball: Anatomy of a Modern Baseball Game


Rob Neyer - 2018
    Though this was only one regular season game, the match-up of these two teams demonstrated how Major League Baseball has changed since the early days of Athletics general manager Billy Beane and the publication of Michael Lewis’ classic book.Over the past twenty years, power and analytics have taken over the game, driving carefully calibrated teams like the Astros to victory. Seemingly every pitcher now throws mid-90s heat and studiously compares their mechanics against the ideal. Every batter in the lineup can crack homers and knows their launch angles. Teams are relying on unorthodox strategies, including using power-losing—purposely tanking a few seasons to get the best players in the draft.As he chronicles each inning and the unfolding drama as these two teams continually trade the lead—culminating in a 9-8 Oakland victory in the bottom of the ninth—Neyer considers the players and managers, the front office machinations, the role of sabermetrics, and the current thinking about what it takes to build a great team, to answer the most pressing questions fans have about the sport today.

The Book: Playing the Percentages in Baseball


Tom M. Tango - 2006
    Continuing in the grand tradition of sabermetrics, the authors provide a revolutionary way to think about baseball with principles that can be applied at every level, from high school to the major leagues. Tom Tango, Mitchel Lichtman, and Andrew Dolphin cover topics such as batting and pitching matchups, platooning, the benefits and risks of intentional walks and sacrifices, the legitimacy of alleged clutch hitters, and many of baseball's other theories on hitting, fielding, pitching, and even baserunning. They analyze when a strategy is a good idea and when it's a bad idea, and how to more closely watch the inside game of baseball. Whenever you hear an announcer talk about the unwritten rule or say that so-and-so is going by the book in bringing in a situational substitute, The Book reviews the facts and determines what the real case is. If you want to know what the folks in baseball should be doing, find out in The Book.

Inside the Empire: The True Power Behind the New York Yankees


Bob Klapisch - 2019
    Sabathia—even Hal Steinbrenner and Randy Levine—and many more.   This is baseball’s version of HBO’s award-winning NFL series “Hard Knocks.” Klapisch and Solotaroff take you deep into the Yankees clubhouse, their dugout, and the front office and pull back the curtain so that every fan can see what really goes on. Bottom line? You may think you know everything about the storied franchise of the New York Yankees and what makes them tick. But Inside the Empire will set the record straight, and drop bombshells about iconic figures along the way. There’s never been a baseball book quite like it.

The Book of Why: The New Science of Cause and Effect


Judea Pearl - 2018
    Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.

The Mind of Bill James: How a Complete Outsider Changed Baseball


Scott Gray - 2006
    Bill James has been called “baseball’s shrewdest analyst” (Slate) and “part of baseball legend” (The New Yorker), and his Baseball Abstract has been acclaimed as the “holy book of baseball” (Chicago Tribune). Thirty years ago, James introduced a new approach to evaluating players and strategies, and now his theories have become indispensable tools for agents, statistics analysts, maverick general managers, and anyone who is serious about understanding the game.James began writing about baseball while working at a factory in his native Kansas. In lively, often acerbic prose, he used statistics to challenge entrenched beliefs and uncover surprising truths about the game. His annual Baseball Abstract captured the attention of fans and front offices and went on to become a bestselling staple of the baseball book category. In 2002, the Boston Red Sox hired James as an advisor. Two years later they achieved their long-awaited World Series triumph.The Mind of Bill James tells the story of how a gifted outsider inspired a new understanding of baseball. It delves deeply into James’s essential wisdom–including his surprising beliefs about pitch counts and the importance of batting-order, thoughts on professionalism and psychology, and why teams tend to develop the characteristics that are least favored by their home parks. It also brings together his best writing, much of it long out of print, as well as insights from new interviews. Written with James’ full cooperation, it is at once an eye-opening portrait of baseball’s virtuoso analyst and a treasury of his idiosyncratic genius.

Ball Four


Jim Bouton - 1970
    The commissioner, executives, and players were shocked. Sportswriters called author Jim Bouton a traitor and "social leper." Baseball commissioner Bowie Kuhn tried to force him to declare the book untrue. Fans, however, loved the book. And serious critics called it an important social document. Today, Jim Bouton is still not invited to Oldtimer's Days at Yankee Stadium. But his landmark book is still being read by people who don't ordinarily follow baseball.

How Not to Be Wrong: The Power of Mathematical Thinking


Jordan Ellenberg - 2014
    In How Not to Be Wrong, Jordan Ellenberg shows us how terribly limiting this view is: Math isn’t confined to abstract incidents that never occur in real life, but rather touches everything we do—the whole world is shot through with it.Math allows us to see the hidden structures underneath the messy and chaotic surface of our world. It’s a science of not being wrong, hammered out by centuries of hard work and argument. Armed with the tools of mathematics, we can see through to the true meaning of information we take for granted: How early should you get to the airport? What does “public opinion” really represent? Why do tall parents have shorter children? Who really won Florida in 2000? And how likely are you, really, to develop cancer?How Not to Be Wrong presents the surprising revelations behind all of these questions and many more, using the mathematician’s method of analyzing life and exposing the hard-won insights of the academic community to the layman—minus the jargon. Ellenberg chases mathematical threads through a vast range of time and space, from the everyday to the cosmic, encountering, among other things, baseball, Reaganomics, daring lottery schemes, Voltaire, the replicability crisis in psychology, Italian Renaissance painting, artificial languages, the development of non-Euclidean geometry, the coming obesity apocalypse, Antonin Scalia’s views on crime and punishment, the psychology of slime molds, what Facebook can and can’t figure out about you, and the existence of God.Ellenberg pulls from history as well as from the latest theoretical developments to provide those not trained in math with the knowledge they need. Math, as Ellenberg says, is “an atomic-powered prosthesis that you attach to your common sense, vastly multiplying its reach and strength.” With the tools of mathematics in hand, you can understand the world in a deeper, more meaningful way. How Not to Be Wrong will show you how.

Naked Statistics: Stripping the Dread from the Data


Charles Wheelan - 2012
    How can we catch schools that cheat on standardized tests? How does Netflix know which movies you’ll like? What is causing the rising incidence of autism? As best-selling author Charles Wheelan shows us in Naked Statistics, the right data and a few well-chosen statistical tools can help us answer these questions and more.For those who slept through Stats 101, this book is a lifesaver. Wheelan strips away the arcane and technical details and focuses on the underlying intuition that drives statistical analysis. He clarifies key concepts such as inference, correlation, and regression analysis, reveals how biased or careless parties can manipulate or misrepresent data, and shows us how brilliant and creative researchers are exploiting the valuable data from natural experiments to tackle thorny questions.And in Wheelan’s trademark style, there’s not a dull page in sight. You’ll encounter clever Schlitz Beer marketers leveraging basic probability, an International Sausage Festival illuminating the tenets of the central limit theorem, and a head-scratching choice from the famous game show Let’s Make a Deal—and you’ll come away with insights each time. With the wit, accessibility, and sheer fun that turned Naked Economics into a bestseller, Wheelan defies the odds yet again by bringing another essential, formerly unglamorous discipline to life.

Down to the Last Pitch: How the 1991 Minnesota Twins and Atlanta Braves Gave Us the Best World Series of All Time


Tim Wendel - 2014
    Yet in 1991, lightning struck twice as the Minnesota Twins and the Atlanta Braves both reached the World Series. The remarkable turnarounds resulted in arguably the greatest Fall Classic of all time.Four of the games between the Twins and Braves were settled by "walk-off" runs. Three of them, including the climactic Game Seven, went into extra innings. And all seven games had memorable moments—from close plays at the plate to base-running blunders to pitching gems to dramatic late-inning home runs. The Atlanta Journal-Constitution cautioned fans about sleep deprivation as the nation was riveted watching Jack Morris, Kent Hrbek, Dan Gladden, and Kirby Puckett go against Tom Glavine, Lonnie Smith, John Smoltz, and David Justice on primetime television.In Down to the Last Pitch, award-winning writer Tim Wendel brings to life these seven memorable games, weaving contemporary interviews with discussions decades later about this classic World Series, and teasing out fact from legend.When the final out was recorded in 1991, the cover headline in Baseball Weekly read, "BEST WORLD SERIES EVER?" While that can always be debated, what happened inside and outside the lines in 1991 continues to resonate today.