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Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die Updated Edition
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"Mesmerizing & fascinating..." —The Seattle Post-Intelligencer
"The Freakonomics of big data." —Stein Kretsinger, founding executive of Advertising.com
Award-winning | Used by over 30 universities | Translated into 9 languages
An introduction for everyone. In this rich, fascinating — surprisingly accessible — introduction, leading expert Eric Siegel reveals how predictive analytics (aka machine learning) works, and how it affects everyone every day. Rather than a “how to” for hands-on techies, the book serves lay readers and experts alike by covering new case studies and the latest state-of-the-art techniques.
Prediction is booming. It reinvents industries and runs the world. Companies, governments, law enforcement, hospitals, and universities are seizing upon the power. These institutions predict whether you're going to click, buy, lie, or die.
Why? For good reason: predicting human behavior combats risk, boosts sales, fortifies healthcare, streamlines manufacturing, conquers spam, optimizes social networks, toughens crime fighting, and wins elections.
How? Prediction is powered by the world's most potent, flourishing unnatural resource: data. Accumulated in large part as the by-product of routine tasks, data is the unsalted, flavorless residue deposited en masse as organizations churn away. Surprise! This heap of refuse is a gold mine. Big data embodies an extraordinary wealth of experience from which to learn.
Predictive analytics(aka machine learning) unleashes the power of data. With this technology, the computer literally learns from data how to predict the future behavior of individuals. Perfect prediction is not possible, but putting odds on the future drives millions of decisions more effectively, determining whom to call, mail, investigate, incarcerate, set up on a date, or medicate.
In this lucid, captivating introduction — now in its Revised and Updated edition — former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction:
- What type of mortgage risk Chase Bank predicted before the recession.
- Predicting which people will drop out of school, cancel a subscription, or get divorced before they even know it themselves.
- Why early retirement predicts a shorter life expectancy and vegetarians miss fewer flights.
- Five reasons why organizations predict death — including one health insurance company.
- How U.S. Bank and Obama for America calculated the way to most strongly persuade each individual.
- Why the NSA wants all your data: machine learning supercomputers to fight terrorism.
- How IBM's Watson computer used predictive modeling to answer questions and beat the human champs on TV's Jeopardy!
- How companies ascertain untold, private truths — how Target figures out you're pregnant and Hewlett-Packard deduces you're about to quit your job.
- How judges and parole boards rely on crime-predicting computers to decide how long convicts remain in prison.
- 182 examples from Airbnb, the BBC, Citibank, ConEd, Facebook, Ford, Google, the IRS, LinkedIn, Match.com, MTV, Netflix, PayPal, Pfizer, Spotify, Uber, UPS, Wikipedia, and more.
How does predictive analytics work? This jam-packed book satisfies by demystifying the intriguing science under the hood. For future hands-on practitioners pursuing a career in the field, it sets a strong foundation, delivers the prerequisite knowledge, and whets your appetite for more.
A truly omnipresent science, predictive analytics constantly affects our daily lives. Whether you are a consumer of it — or consumed by it — get a handle on the power of Predictive Analytics.
- ISBN-109781119145677
- ISBN-13978-1119145677
- EditionUpdated
- PublisherWiley
- Publication dateDecember 30, 2015
- LanguageEnglish
- Dimensions6 x 0.88 x 9 inches
- Print length388 pages
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Editorial Reviews
From the Inside Flap
TRANSLATED INTO 9 LANGUAGES USED IN COURSES AT MORE THAN 30 UNIVERSITIES
In this rich, fascinating--and surprisingly accessible--introduction, leading expert Eric Siegel reveals how predictive analytics works, and how it affects everyone every day.
Trendsetters like Chase, Facebook, Google, HP, IBM, Match.com, Netflix, the NSA, Pfizer, Target, and Uber are seizing upon the power of big data to predict human behavior--including yours.
Why? Predictive analytics reinvents industries and runs the world. Read on to discover how it combats risk, boosts sales, fortifies healthcare, optimizes social networks, toughens crime fighting, and wins elections.
"What Nate Silver did for poker and politics, this does for everything else."
--David Leinweber, author of Nerds on Wall Street
"The Freakonomics of big data."
--Stein Kretsinger, founding executive, Advertising.com
"A deeply informative dive into a topic that is critical to virtually every sector of business today."
--Geoffrey Moore, author of Crossing the Chasm
"Moneyball for business, government, and healthcare."
--Jim Sterne, founder, eMetrics Summit
From the Back Cover
TRANSLATED INTO 12 LANGUAGES USED IN COURSES AT MORE THAN 30 UNIVERSITIES
In this rich, fascinating—and surprisingly accessible—introduction, leading expert Eric Siegel reveals how predictive analytics works, and how it affects everyone every day.
Trendsetters like Chase, Facebook, Google, HP, IBM, Match.com, Netflix, the NSA, Pfizer, Target, and Uber are seizing upon the power of big data to predict human behavior—including yours.
Why? Predictive analytics reinvents industries and runs the world. Read on to discover how it combats risk, boosts sales, fortifies healthcare, optimizes social networks, toughens crime fighting, and wins elections.
"What Nate Silver did for poker and politics, this does for everything else."
—David Leinweber, author of Nerds on Wall Street
"The Freakonomics of big data."
—Stein Kretsinger, founding executive, Advertising.com
"A deeply informative dive into a topic that is critical to virtually every sector of business today."
—Geoffrey Moore, author of Crossing the Chasm
"Moneyball for business, government, and healthcare."
—Jim Sterne, founder, eMetrics Summit
Learn more: www.ThePredictionBook.com
About the Author
Product details
- ASIN : 1119145678
- Publisher : Wiley; Updated edition (December 30, 2015)
- Language : English
- Paperback : 388 pages
- ISBN-10 : 9781119145677
- ISBN-13 : 978-1119145677
- Item Weight : 2.31 pounds
- Dimensions : 6 x 0.88 x 9 inches
- Best Sellers Rank: #103,510 in Books (See Top 100 in Books)
- #14 in Econometrics & Statistics
- #36 in Business Planning & Forecasting (Books)
- #106 in Marketing & Consumer Behavior
- Customer Reviews:
About the author
Eric Siegel, Ph.D., is a leading consultant and former Columbia University professor who helps companies deploy machine learning. He is the founder of the long-running Machine Learning Week conference series and its new sister, Generative AI World, the instructor of the acclaimed online course “Machine Learning Leadership and Practice – End-to-End Mastery,” executive editor of The Machine Learning Times, and a frequent keynote speaker. He wrote the bestselling "Predictive Analytics: The Power to Predict Who Will Click, Buy, Lie, or Die," which has been used in courses at hundreds of universities, as well as "The AI Playbook: Mastering the Rare Art of Machine Learning Deployment." Eric’s interdisciplinary work bridges the stubborn technology/business gap. At Columbia, he won the Distinguished Faculty award when teaching the graduate *computer science* courses in ML and AI. Later, he served as a *business school* professor at UVA Darden. Eric has appeared on numerous media channels, including Bloomberg, National Geographic, and NPR, and has published in Newsweek, HBR, SciAm blog, WaPo, WSJ, and more.
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Top reviews from the United States
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The quotes and examples frequently tie back into financial modeling but every domain is touched. Rather than being a book on math, this is equal parts history and social science. So, this book will be enjoyable for a wide audience.
Top reviews from other countries
No, no es una guía llena de fórmulas matemáticas, es una invitación o una carta de presentación. Este libro sin duda es la mejor bienvenida que te pueden dar al mundo del análisis predictivo, es sencillo de leer, un libro corto y sobre todo, con su redacción te logra vender inmediatamente la idea de porque toda empresa hoy en día necesita el análisis predictivo. Esta lleno de casos de uso e información clave que cualquiera podría aprovechar sin problemas para inspirarse. Te ayuda a comprender fácilmente temas avanzados en cuestión de minutos.
No tiene una orientación técnica, razón por la cual cualquiera que tenga aunque sea poco nivel de conocimiento en el área podría entenderle muy fácilmente, el autor constantemente hace referencias ‘geeks’ las cuales dan una interacción extra con este título, de cierta forma esto es lo que me permite a mi leer continuamente sin que sea una lectura pesada.
Para nosotros los que tenemos orientación técnica, el libro resulta fascinante pues es una formula tan ‘pop’ de describir el análisis predictivo, así mismo que autor no nos descuido a nosotros, tiene un apartado de ‘manos a la obra’ en donde nos guía por niveles a diferentes recursos (libros, videos, cursos, etc.) para poder iniciar en este mundo del análisis predictivo.
Sin duda alguna recomendado.