Standard Deviations : The truth about flawed statistics, AI and Big Data - Gary Smith

Standard Deviations

The truth about flawed statistics, AI and Big Data

By: Gary Smith

Paperback | 27 February 2025

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A timely new edition, fully updated and revised, Standard Deviations demystifies the science behind the statistics



Did you know that chicken eggs can influence how computers generate random events? Or that humans can postpone death until after important ceremonial occasions? Or live three to five years longer if they have positive initials, like ACE?

All these 'facts' have been presented with a straight face by researchers and backed up with convincing statistics. In Standard Deviations, economics professor Gary Smith walks us through the various tricks and traps we so often fall into. Today, data is so plentiful and our reliance on computer analysis and AI so entrenched that researchers spend precious little time distinguishing between good, meaningful deductions and rubbish. Not only do others use data to fool us, we fool ourselves.

Drawing on breakthrough research in behavioural economics by luminaries like Daniel Kahneman and Dan Ariely, and taking to task some of the conclusions of Freakonomics, Standard Deviations demystifies the science behind the statistics.

Industry Reviews

'A very entertaining book about a very serious problem. We deceive ourselves all the time with statistics, and it is time we wised up' Robert J. Shiller, winner of the Nobel Prize in Economics and author of Irrational Exuberance


'Demystifies and illuminates... A must for the new data-driven economy' The Times


'Gary Smith is brilliant when it comes to writing lively and understandable statistical analysis. Standard Deviations joins Darrell Huff's How to Lie With Statistics as a "must-read" classic in the field' Woody Studenmund, Laurence de Rycke Professor of Economics, Occidental College


'It's entertaining; it's gossipy; it's insightful; it's destined to be a classic. Based on a lifetime of experience unravelling the methodical blunders that remain all too frequent, this book communicates Gary Smith's wisdom about how not to do a data analysis. Smith's engaging rendering of countless painful mistakes will help readers avoid the pitfalls far better than merely mastering theorems' Edward E. Leamer, Chauncey J. Medberry Professor, UCLA


'Shows in compelling fashion why humans are so susceptible to the misuse of statistical evidence and why this matters. I know of no other book that explains important concepts such as selection bias in such an entertaining and memorable manner' Richard J. Murnane, Thompson Professor of Education and Society, Harvard Graduate School of Education


'Both a statement of principles for doing statistical inference correctly and a practical guide for interpreting the (supposedly) data-based inferences other people have drawn. The book is cleverly written and engaging to read, full of concrete examples that make clear not just what Smith is saying but why it matters. Readers will discover that lots of what they thought they'd learned is wrong, and they'll understand why' Benjamin M. Friedman, William Joseph Maier Professor of Political Economy, Harvard University


'Standard Deviations will teach you how not to be deceived by lies masquerading as statistics. Written in an entertaining style with contemporary examples, this book should appeal to everyone, whether interested in marriages or mortgages, the wealth of your family, or the health of the economy. This should be required reading for everyone living in this age of (too much?) information' Arthur Benjamin, Professor of Mathematics, Harvey Mudd College and author of Secrets of Mental Math


'Statistical reasoning is the most used and abused form of rhetoric in the field of finance. Standard Deviations is an approachable and effective means to arm oneself against the onslaught statistical hyperbole in our modern age. Professor Smith has done us all a tremendous service' Bryan White, Managing Director, BlackRock, Inc.


'Gary Smith reveals in this deeply insightful skeptical analysis of the use and abuse of statistics, the numbers never just speak for themselves... His catalogue of mistakes we all make - including and especially scientists - should be memorized by every citizen... and member of Congress' Michael Shermer, publisher of Skeptic and columnist for Scientific American

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